diff --git a/README.md b/README.md
index 8e470266d..1046dbd0a 100644
--- a/README.md
+++ b/README.md
@@ -57,20 +57,16 @@ You can install this package and dependencies in a [Python virtual environment](
 We recommend using a Docker container (or alternatively, a Singularity/Apptainer container) to ensure a similar environment to our scoring and testing environments.
 Both options are described in detail in the [**Getting Started**](/docs/GETTING_STARTED.md) document.
 
-*TL;DR to install the Jax version for GPU run:*
+*TL;DR to install the Jax version for GPU and all workload dependencies run:*
 
 ```bash
-pip3 install -e '.[pytorch_cpu]'
-pip3 install -e '.[jax_gpu]' -f 'https://storage.googleapis.com/jax-releases/jax_cuda_releases.html'
-pip3 install -e '.[full]'
+pip3 install -e '.[pytorch_cpu,jax_gpu,full]' --extra-index-url https://download.pytorch.org/whl/cpu
 ```
 
-*TL;DR to install the PyTorch version for GPU run:*
+*TL;DR to install the PyTorch version for GPU and all workload dependencies run:*
 
 ```bash
-pip3 install -e '.[jax_cpu]'
-pip3 install -e '.[pytorch_gpu]' -f 'https://download.pytorch.org/whl/cu121'
-pip3 install -e '.[full]'
+pip3 install -e '.[jax_cpu,pytorch_gpu,full]'
 ```
 
 ## Getting Started
diff --git a/algoperf/checkpoint_utils.py b/algoperf/checkpoint_utils.py
index f4cb6c2db..75d8d59ea 100644
--- a/algoperf/checkpoint_utils.py
+++ b/algoperf/checkpoint_utils.py
@@ -11,7 +11,6 @@
 from flax import jax_utils
 from flax.training import checkpoints as flax_checkpoints
 from flax.training.checkpoints import latest_checkpoint
-import jax
 import numpy as np
 from tensorflow.io import gfile  # pytype: disable=import-error
 import torch
@@ -193,10 +192,7 @@ def save_checkpoint(framework: str,
     train_state, eval_results, global_step, preemption_count).
   """
   if framework == 'jax':
-    model_params = jax.device_get(jax_utils.unreplicate(model_params))
     opt_state, _ = optimizer_state
-    opt_state = jax.device_get(jax_utils.unreplicate(opt_state))
-    model_state = jax.device_get(jax_utils.unreplicate(model_state))
   else:
     if isinstance(
         model_params,
diff --git a/algoperf/data_utils.py b/algoperf/data_utils.py
index 37d1bd20f..9a7b91b15 100644
--- a/algoperf/data_utils.py
+++ b/algoperf/data_utils.py
@@ -11,6 +11,7 @@
 from torch.utils.data import DistributedSampler
 from torch.utils.data import Sampler
 
+from algoperf import jax_sharding_utils
 from algoperf import spec
 
 
@@ -60,10 +61,7 @@ def _prepare(x):
     if remainder_size != 0 or pad_to_global_batch_size:
       x = pad(x, pad_size, padding_value=padding_value)
 
-    # Reshape (global_batch_size, ...) to
-    # (local_device_count, per_device_batch_size, ...).
-    # Assumes that `global_batch_size % local_device_count == 0`.
-    return x.reshape((local_device_count, -1, *x.shape[1:]))
+    return jax.device_put(x, jax_sharding_utils.get_batch_dim_sharding())
 
   return jax.tree.map(_prepare, batch)
 
diff --git a/algoperf/jax_sharding_utils.py b/algoperf/jax_sharding_utils.py
new file mode 100644
index 000000000..248106e6d
--- /dev/null
+++ b/algoperf/jax_sharding_utils.py
@@ -0,0 +1,36 @@
+"""Utilities for dealing with sharding in JAX."""
+
+import jax
+from jax.sharding import NamedSharding, PartitionSpec as P
+
+
+def get_replicate_sharding():
+  """Returns a sharding spec that replicates data across all devices."""
+  mesh = jax.sharding.Mesh(jax.devices(), ('batch',))
+  return NamedSharding(mesh, P())
+
+
+def get_batch_dim_sharding():
+  """Returns a sharding spec that shards data along the first axis."""
+  mesh = jax.sharding.Mesh(jax.devices(), ('batch',))
+  return NamedSharding(mesh, P('batch'))
+
+
+def shard_along_batch_dim(x):
+  """Shards a tensor across all devices."""
+  mesh = jax.sharding.Mesh(jax.devices(), ('batch',))
+  return jax.tree.map(
+      lambda x: jax.device_put(x, NamedSharding(mesh, P('batch'))), x)
+
+
+def replicate(x):
+  """Replicates tensor across all devices."""
+  mesh = jax.sharding.Mesh(jax.devices(), ('batch',))
+  return jax.tree.map(lambda x: jax.device_put(x, NamedSharding(mesh, P())), x)
+
+
+def display_shard_info(x: jax.Array):
+  """Displays shard info of a jax array."""
+  for shard in x.addressable_shards:
+    print(f"shard.device: {shard.device}, index: {shard.index}, replica_id:"
+          f" {shard.replica_id}.\n")
diff --git a/algoperf/workloads/cifar/cifar_jax/input_pipeline.py b/algoperf/workloads/cifar/cifar_jax/input_pipeline.py
index 728d05f29..8eec88f28 100644
--- a/algoperf/workloads/cifar/cifar_jax/input_pipeline.py
+++ b/algoperf/workloads/cifar/cifar_jax/input_pipeline.py
@@ -171,5 +171,5 @@ def create_input_iter(
       functools.partial(
           shard_and_maybe_pad_np, global_batch_size=global_batch_size),
       ds)
-  it = jax_utils.prefetch_to_device(it, 2)
+
   return it
diff --git a/algoperf/workloads/cifar/cifar_jax/workload.py b/algoperf/workloads/cifar/cifar_jax/workload.py
index ad43bc62f..b830fe753 100644
--- a/algoperf/workloads/cifar/cifar_jax/workload.py
+++ b/algoperf/workloads/cifar/cifar_jax/workload.py
@@ -3,7 +3,6 @@
 import functools
 from typing import Any, Dict, Iterator, Optional, Tuple
 
-from flax import jax_utils
 from flax import linen as nn
 from flax.core import pop
 import jax
@@ -13,6 +12,7 @@
 import tensorflow_datasets as tfds
 
 from algoperf import param_utils
+from algoperf import jax_sharding_utils
 from algoperf import spec
 from algoperf.workloads.cifar.cifar_jax import models
 from algoperf.workloads.cifar.cifar_jax.input_pipeline import create_input_iter
@@ -31,6 +31,7 @@ def _build_cifar_dataset(
       repeat_final_dataset: Optional[bool] = None
   ) -> Iterator[Dict[str, spec.Tensor]]:
     ds_builder = tfds.builder('cifar10:3.0.2', data_dir=data_dir)
+    ds_builder.download_and_prepare()
     train = split == 'train'
     assert self.num_train_examples + self.num_validation_examples == 50000
     if split in ['train', 'eval_train']:
@@ -96,8 +97,8 @@ def init_model_fn(
     model_state, params = pop(variables, 'params')
     self._param_shapes = param_utils.jax_param_shapes(params)
     self._param_types = param_utils.jax_param_types(self._param_shapes)
-    model_state = jax_utils.replicate(model_state)
-    params = jax_utils.replicate(params)
+    model_state = jax_sharding_utils.replicate(params)
+    params = jax_sharding_utils.replicate(params)
     return params, model_state
 
   def is_output_params(self, param_key: spec.ParameterKey) -> bool:
@@ -175,14 +176,8 @@ def _compute_metrics(self,
         'loss': summed_loss,
         'accuracy': accuracy,
     }
-    metrics = lax.psum(metrics, axis_name='batch')
     return metrics
 
-  @functools.partial(
-      jax.pmap,
-      axis_name='batch',
-      in_axes=(None, 0, 0, 0, None),
-      static_broadcasted_argnums=(0,))
   def _eval_model(
       self,
       params: spec.ParameterContainer,
@@ -190,20 +185,39 @@ def _eval_model(
       model_state: spec.ModelAuxiliaryState,
       rng: spec.RandomState) -> Dict[spec.Tensor, spec.ModelAuxiliaryState]:
     """Return the mean accuracy and loss as a dict."""
-    logits, _ = self.model_fn(
-        params,
-        batch,
-        model_state,
-        spec.ForwardPassMode.EVAL,
-        rng,
-        update_batch_norm=False)
-    weights = batch.get('weights')
-    if weights is None:
-      weights = jnp.ones(len(logits))
-    return self._compute_metrics(logits, batch['targets'], weights)
+
+    @functools.partial(
+        jax.jit,
+        in_shardings=(
+            jax_sharding_utils.get_replicate_sharding(),  # params
+            jax_sharding_utils.get_batch_dim_sharding(),  # batch
+            jax_sharding_utils.get_replicate_sharding(),  # model_state
+            jax_sharding_utils.get_batch_dim_sharding(),  # rng
+        ),
+    )
+    def _eval_model_jitted(
+        params: spec.ParameterContainer,
+        batch: Dict[str, spec.Tensor],
+        model_state: spec.ModelAuxiliaryState,
+        rng: spec.RandomState) -> Dict[spec.Tensor, spec.ModelAuxiliaryState]:
+      """Return the mean accuracy and loss as a dict."""
+      logits, _ = self.model_fn(
+          params,
+          batch,
+          model_state,
+          spec.ForwardPassMode.EVAL,
+          rng,
+          update_batch_norm=False)
+      weights = batch.get('weights')
+      if weights is None:
+        weights = jnp.ones(len(logits))
+      return self._compute_metrics(logits, batch['targets'], weights)
+
+    metrics = _eval_model_jitted(params, batch, model_state, rng)
+    return jax.tree.map(lambda x: x.item(), metrics)
 
   def _normalize_eval_metrics(
       self, num_examples: int, total_metrics: Dict[str,
                                                    Any]) -> Dict[str, float]:
     """Normalize eval metrics."""
-    return jax.tree.map(lambda x: float(x[0] / num_examples), total_metrics)
+    return jax.tree_map(lambda x: x / num_examples, total_metrics)
diff --git a/algoperf/workloads/criteo1tb/criteo1tb_jax/workload.py b/algoperf/workloads/criteo1tb/criteo1tb_jax/workload.py
index 91761e458..723326120 100644
--- a/algoperf/workloads/criteo1tb/criteo1tb_jax/workload.py
+++ b/algoperf/workloads/criteo1tb/criteo1tb_jax/workload.py
@@ -11,6 +11,7 @@
 from algoperf import param_utils
 from algoperf import spec
 from algoperf.workloads.criteo1tb.criteo1tb_jax import models
+from algoperf import jax_sharding_utils
 from algoperf.workloads.criteo1tb.workload import \
     BaseCriteo1TbDlrmSmallWorkload
 
@@ -105,7 +106,7 @@ def init_model_fn(
     initial_params = initial_variables['params']
     self._param_shapes = param_utils.jax_param_shapes(initial_params)
     self._param_types = param_utils.jax_param_types(self._param_shapes)
-    return jax_utils.replicate(initial_params), None
+    return jax_sharding_utils.replicate(initial_params), None
 
   def is_output_params(self, param_key: spec.ParameterKey) -> bool:
     return param_key == 'Dense_7'
@@ -129,13 +130,16 @@ def model_fn(
     return logits_batch, None
 
   @functools.partial(
-      jax.pmap,
-      axis_name='batch',
-      in_axes=(None, 0, 0),
-      static_broadcasted_argnums=(0,))
-  def _eval_batch_pmapped(self,
-                          params: spec.ParameterContainer,
-                          batch: Dict[str, spec.Tensor]) -> spec.Tensor:
+      jax.jit,
+      in_shardings=(
+          jax_sharding_utils.get_replicate_sharding(),
+          jax_sharding_utils.get_batch_dim_sharding(),
+      ),
+      static_argnums=(0,),
+      out_shardings=jax_sharding_utils.get_replicate_sharding())
+  def _eval_batch_jitted(self,
+                         params: spec.ParameterContainer,
+                         batch: Dict[str, spec.Tensor]) -> spec.Tensor:
     logits, _ = self.model_fn(
         params,
         batch,
@@ -156,8 +160,7 @@ def _eval_batch(self,
                   batch: Dict[str, spec.Tensor]) -> spec.Tensor:
     # We do NOT psum inside of _eval_batch_pmapped, so the returned tensor of
     # shape (local_device_count,) will all be different values.
-    return np.array(
-        self._eval_batch_pmapped(params, batch).sum(), dtype=np.float64)
+    return np.array(self._eval_batch_jitted(params, batch), dtype=np.float64)
 
 
 class Criteo1TbDlrmSmallTestWorkload(Criteo1TbDlrmSmallWorkload):
diff --git a/algoperf/workloads/fastmri/fastmri_jax/workload.py b/algoperf/workloads/fastmri/fastmri_jax/workload.py
index 1156cf30a..1349cef64 100644
--- a/algoperf/workloads/fastmri/fastmri_jax/workload.py
+++ b/algoperf/workloads/fastmri/fastmri_jax/workload.py
@@ -10,6 +10,7 @@
 
 from algoperf import param_utils
 from algoperf import spec
+from algoperf import jax_sharding_utils
 import algoperf.random_utils as prng
 from algoperf.workloads.fastmri.fastmri_jax.models import UNet
 from algoperf.workloads.fastmri.fastmri_jax.ssim import ssim
@@ -39,7 +40,7 @@ def init_model_fn(
     params = variables['params']
     self._param_shapes = param_utils.jax_param_shapes(params)
     self._param_types = param_utils.jax_param_types(self._param_shapes)
-    params = jax_utils.replicate(params)
+    params = jax_sharding_utils.replicate(params)
     return params, None
 
   def is_output_params(self, param_key: spec.ParameterKey) -> bool:
@@ -94,10 +95,12 @@ def loss_fn(
     }
 
   @functools.partial(
-      jax.pmap,
-      axis_name='batch',
-      in_axes=(None, 0, 0, 0),
-      static_broadcasted_argnums=(0,))
+      jax.jit,
+      in_shardings=(jax_sharding_utils.get_replicate_sharding(),
+                    jax_sharding_utils.get_batch_dim_sharding(),
+                    jax_sharding_utils.get_replicate_sharding()),
+      static_argnums=(0,),
+      out_shardings=jax_sharding_utils.get_replicate_sharding())
   def _eval_model(self,
                   params: spec.Tensor,
                   batch: Dict[str, spec.Tensor],
@@ -126,7 +129,6 @@ def _eval_model(self,
         'ssim': ssim_sum,
         'loss': summed_loss,
     }
-    metrics = jax.lax.psum(metrics, axis_name='batch')
     return metrics
 
   def _eval_model_on_split(self,
@@ -154,13 +156,12 @@ def _eval_model_on_split(self,
           num_batches=num_batches)
 
     total_metrics = {'ssim': 0., 'loss': 0.}
-    eval_rngs = prng.split(model_rng, jax.local_device_count())
     for _ in range(num_batches):
       batch = next(self._eval_iters[split])
       # We already sum these metrics across devices inside _eval_model.
-      synced_metrics = self._eval_model(params, batch, eval_rngs)
+      synced_metrics = self._eval_model(params, batch, model_rng)
       total_metrics = {
-          k: v + synced_metrics[k][0] for k, v in total_metrics.items()
+          k: v + synced_metrics[k] for k, v in total_metrics.items()
       }
     return {k: float(v.item() / num_examples) for k, v in total_metrics.items()}
 
diff --git a/algoperf/workloads/imagenet_resnet/imagenet_jax/input_pipeline.py b/algoperf/workloads/imagenet_resnet/imagenet_jax/input_pipeline.py
index 66105335b..35bc3635c 100644
--- a/algoperf/workloads/imagenet_resnet/imagenet_jax/input_pipeline.py
+++ b/algoperf/workloads/imagenet_resnet/imagenet_jax/input_pipeline.py
@@ -399,6 +399,7 @@ def create_input_iter(split: str,
       ds)
 
   # Note(Dan S): On a Nvidia 2080 Ti GPU, this increased GPU utilization by 10%.
-  it = jax_utils.prefetch_to_device(it, 2)
+  # TODO (kasimbeg): put on device
+  # it = jax_utils.prefetch_to_device(it, 2)
 
   return iter(it)
diff --git a/algoperf/workloads/imagenet_resnet/imagenet_jax/workload.py b/algoperf/workloads/imagenet_resnet/imagenet_jax/workload.py
index 4ec3937b8..1fbc40e01 100644
--- a/algoperf/workloads/imagenet_resnet/imagenet_jax/workload.py
+++ b/algoperf/workloads/imagenet_resnet/imagenet_jax/workload.py
@@ -20,6 +20,7 @@
 
 from algoperf import param_utils
 from algoperf import random_utils as prng
+from algoperf import jax_sharding_utils
 from algoperf import spec
 from algoperf.workloads.imagenet_resnet import imagenet_v2
 from algoperf.workloads.imagenet_resnet.imagenet_jax import input_pipeline
@@ -71,17 +72,6 @@ def _build_dataset(
         use_randaug=use_randaug)
     return ds
 
-  def sync_batch_stats(
-      self, model_state: spec.ModelAuxiliaryState) -> spec.ModelAuxiliaryState:
-    """Sync the batch statistics across replicas."""
-    # An axis_name is passed to pmap which can then be used by pmean.
-    # In this case each device has its own version of the batch statistics and
-    # we average them.
-    avg_fn = jax.pmap(lambda x: lax.pmean(x, 'x'), 'x')
-    new_model_state = model_state.copy()  # Create a shallow copy
-    new_model_state['batch_stats'] = avg_fn(model_state['batch_stats'])
-    return new_model_state
-
   def init_model_fn(
       self,
       rng: spec.RandomState,
@@ -113,18 +103,29 @@ def init_model_fn(
     model_state, params = pop(variables, "params")
     self._param_shapes = param_utils.jax_param_shapes(params)
     self._param_types = param_utils.jax_param_types(self._param_shapes)
-    model_state = jax_utils.replicate(model_state)
-    params = jax_utils.replicate(params)
+    params = jax.tree.map(
+        lambda x: jax.device_put(x, jax_sharding_utils.get_replicate_sharding()
+                                ),
+        params)
+    model_state = jax.tree.map(
+        lambda x: jax.device_put(x, jax_sharding_utils.get_replicate_sharding()
+                                ),
+        model_state)
     return params, model_state
 
   def is_output_params(self, param_key: spec.ParameterKey) -> bool:
     return param_key == 'Dense_0'
 
   @functools.partial(
-      jax.pmap,
-      axis_name='batch',
-      in_axes=(None, 0, 0, 0, 0),
-      static_broadcasted_argnums=(0,))
+      jax.jit,
+      in_shardings=(
+          jax_sharding_utils.get_replicate_sharding(),  # params
+          jax_sharding_utils.get_batch_dim_sharding(),  # batch
+          jax_sharding_utils.get_replicate_sharding(),  # model_state
+          jax_sharding_utils.get_replicate_sharding(),  # rng
+      ),
+      static_argnums=(0,),
+      out_shardings=jax_sharding_utils.get_replicate_sharding())
   def _eval_model(self,
                   params: spec.ParameterContainer,
                   batch: Dict[str, spec.Tensor],
@@ -218,7 +219,6 @@ def _compute_metrics(self,
         'loss': summed_loss,
         'accuracy': accuracy,
     }
-    metrics = lax.psum(metrics, axis_name='batch')
     return metrics
 
   def _eval_model_on_split(self,
@@ -231,9 +231,6 @@ def _eval_model_on_split(self,
                            data_dir: str,
                            global_step: int = 0) -> Dict[str, float]:
     del global_step
-    if model_state is not None:
-      # Sync batch statistics across replicas before evaluating.
-      model_state = self.sync_batch_stats(model_state)
     num_batches = int(math.ceil(num_examples / global_batch_size))
     data_rng, eval_rng = prng.split(rng, 2)
     # We already repeat the dataset indefinitely in tf.data.
@@ -250,20 +247,14 @@ def _eval_model_on_split(self,
     eval_metrics = {}
     for bi in range(num_batches):
       eval_rng = prng.fold_in(eval_rng, bi)
-      step_eval_rngs = prng.split(eval_rng, jax.local_device_count())
       batch = next(self._eval_iters[split])
-      # We already average these metrics across devices inside _compute_metrics.
-      synced_metrics = self._eval_model(params,
-                                        batch,
-                                        model_state,
-                                        step_eval_rngs)
+      synced_metrics = self._eval_model(params, batch, model_state, eval_rng)
       for metric_name, metric_value in synced_metrics.items():
         if metric_name not in eval_metrics:
           eval_metrics[metric_name] = 0.0
         eval_metrics[metric_name] += metric_value
 
-    eval_metrics = jax.tree.map(lambda x: float(x[0] / num_examples),
-                                eval_metrics)
+    eval_metrics = jax.tree.map(lambda x: x / num_examples, eval_metrics)
     return eval_metrics
 
 
diff --git a/algoperf/workloads/imagenet_vit/imagenet_jax/workload.py b/algoperf/workloads/imagenet_vit/imagenet_jax/workload.py
index 35a6c46be..c4d823319 100644
--- a/algoperf/workloads/imagenet_vit/imagenet_jax/workload.py
+++ b/algoperf/workloads/imagenet_vit/imagenet_jax/workload.py
@@ -2,13 +2,13 @@
 
 from typing import Dict, Optional, Tuple
 
-from flax import jax_utils
 from flax import linen as nn
 from flax.core import pop
 import jax
 import jax.numpy as jnp
 
 from algoperf import param_utils
+from algoperf import jax_sharding_utils
 from algoperf import spec
 from algoperf.workloads.imagenet_resnet.imagenet_jax.workload import \
     ImagenetResNetWorkload
@@ -46,8 +46,8 @@ def init_model_fn(
     params, model_state = self.initialized(rng, self._model)
     self._param_shapes = param_utils.jax_param_shapes(params)
     self._param_types = param_utils.jax_param_types(self._param_shapes)
-    model_state = jax_utils.replicate(model_state)
-    params = jax_utils.replicate(params)
+    params = jax_sharding_utils.replicate(params)
+    model_state = jax_sharding_utils.replicate(model_state)
     return params, model_state
 
   def is_output_params(self, param_key: spec.ParameterKey) -> bool:
diff --git a/algoperf/workloads/librispeech_conformer/librispeech_jax/workload.py b/algoperf/workloads/librispeech_conformer/librispeech_jax/workload.py
index 39012a20d..958e927a4 100644
--- a/algoperf/workloads/librispeech_conformer/librispeech_jax/workload.py
+++ b/algoperf/workloads/librispeech_conformer/librispeech_jax/workload.py
@@ -2,11 +2,9 @@
 import math
 from typing import Dict, Iterator, Optional, Tuple
 
-from flax import jax_utils
 from flax.core import pop
 import flax.linen as nn
 import jax
-from jax import lax
 import jax.numpy as jnp
 import numpy as np
 import optax
@@ -14,6 +12,7 @@
 
 from algoperf import data_utils
 from algoperf import param_utils
+from algoperf import jax_sharding_utils
 from algoperf import spec
 from algoperf.workloads.librispeech_conformer import metrics
 from algoperf.workloads.librispeech_conformer import workload
@@ -93,8 +92,11 @@ def init_model_fn(
 
     self._param_shapes = param_utils.jax_param_shapes(params)
     self._param_types = param_utils.jax_param_types(self._param_shapes)
-    model_state = jax_utils.replicate(model_state)
-    params = jax_utils.replicate(params)
+
+    # Add sharding
+    params = jax_sharding_utils.replicate(params)
+    model_state = jax_sharding_utils.replicate(model_state)
+
     return params, model_state
 
   def is_output_params(self, param_key: spec.ParameterKey) -> bool:
@@ -180,6 +182,7 @@ def _build_input_queue(
           'targets': (targets.numpy(), target_paddings.numpy()),
       }
 
+      # Use data_utils.shard_and_maybe_pad_np to handle sharding
       padded_batch = data_utils.shard_and_maybe_pad_np(
           numpy_batch, padding_value=1.0)
       yield padded_batch
@@ -305,11 +308,16 @@ def greedy_decode(
     return hyp, hyp_paddings
 
   @functools.partial(
-      jax.pmap,
-      axis_name='batch',
-      in_axes=(None, 0, 0, 0, None),
-      static_broadcasted_argnums=(0,))
-  def eval_step_pmapped(
+      jax.jit,
+      in_shardings=(
+          jax_sharding_utils.get_replicate_sharding(),  # params
+          jax_sharding_utils.get_batch_dim_sharding(),  # batch
+          jax_sharding_utils.get_replicate_sharding(),  # model_state
+          jax_sharding_utils.get_replicate_sharding(),  # rng
+      ),
+      out_shardings=jax_sharding_utils.get_batch_dim_sharding(),
+      static_argnums=(0,))
+  def _eval_step(
       self,
       params: spec.ParameterContainer,
       batch: Dict[str, spec.Tensor],
@@ -325,15 +333,45 @@ def eval_step_pmapped(
 
     decoded, decoded_paddings = self.greedy_decode(logits, logit_paddings)
     loss = self.loss_fn(batch['targets'], (logits, logit_paddings))
-
     targets, target_paddings = batch['targets']
-    return self.metrics_bundle.gather_from_model_output(
-        loss_dict=loss,
-        decoded=decoded,
-        decoded_paddings=decoded_paddings,
-        targets=targets,
-        target_paddings=target_paddings,
-        axis_name='batch')
+    # Convert metrics bundle to dictionary
+    metrics_dict = {
+        'loss_per_example':
+            loss['per_example'],
+        'decoded':
+            decoded,
+        'decoded_paddings':
+            decoded_paddings,
+        'targets':
+            targets,
+        'target_paddings':
+            target_paddings,
+        'n_valid_examples':
+            jnp.zeros((len(jax.devices()), 1)) + loss['n_valid_examples']
+    }
+    return metrics_dict
+
+  def eval_step(self,
+                params: spec.ParameterContainer,
+                batch: Dict[str, spec.Tensor],
+                model_state: spec.ModelAuxiliaryState,
+                rng: spec.RandomState):
+    """Evaluates the model and returns a metrics bundle."""
+    metrics_dict = self._eval_step(params, batch, model_state, rng)
+
+    # Convert dictionary back to metrics bundle
+    metrics_bundle = self.metrics_bundle.single_from_model_output(
+        loss_dict={
+            'summed': metrics_dict['loss_per_example'].sum(),
+            'per_example': metrics_dict['loss_per_example'],
+            'n_valid_examples': metrics_dict['n_valid_examples'].sum()
+        },
+        decoded=metrics_dict['decoded'],
+        decoded_paddings=metrics_dict['decoded_paddings'],
+        targets=metrics_dict['targets'],
+        target_paddings=metrics_dict['target_paddings'])
+
+    return metrics_bundle
 
   def _eval_model_on_split(self,
                            split: str,
@@ -346,9 +384,6 @@ def _eval_model_on_split(self,
                            global_step: int = 0) -> Dict[str, float]:
     """Run a full evaluation of the model."""
     del global_step
-    if model_state is not None and len(model_state) > 0:
-      # Sync batch statistics across replicas before evaluating.
-      model_state = self.sync_batch_stats(model_state)
 
     num_batches = int(math.ceil(num_examples / global_batch_size))
     if split not in self._eval_iters:
@@ -358,10 +393,7 @@ def _eval_model_on_split(self,
     metrics_report = None
     for _ in range(num_batches):
       eval_batch = next(self._eval_iters[split])
-      computed_metrics = self.eval_step_pmapped(params,
-                                                eval_batch,
-                                                model_state,
-                                                rng).unreplicate()
+      computed_metrics = self.eval_step(params, eval_batch, model_state, rng)
 
       if metrics_report is None:
         metrics_report = computed_metrics
@@ -373,16 +405,6 @@ def _eval_model_on_split(self,
 
     return computed_metrics
 
-  def sync_batch_stats(
-      self, model_state: spec.ModelAuxiliaryState) -> spec.ModelAuxiliaryState:
-    # An axis_name is passed to pmap which can then be used by pmean.
-    # In this case each device has its own version of the batch statistics and
-    # we average them.
-    avg_fn = jax.pmap(lambda x: lax.pmean(x, 'x'), 'x')
-    new_model_state = model_state.copy()
-    new_model_state['batch_stats'] = avg_fn(model_state['batch_stats'])
-    return new_model_state
-
 
 class LibriSpeechConformerAttentionTemperatureWorkload(
     LibriSpeechConformerWorkload):
diff --git a/algoperf/workloads/librispeech_conformer/workload.py b/algoperf/workloads/librispeech_conformer/workload.py
index 94f01dd97..42c5bcf4a 100644
--- a/algoperf/workloads/librispeech_conformer/workload.py
+++ b/algoperf/workloads/librispeech_conformer/workload.py
@@ -88,4 +88,6 @@ def eval_period_time_sec(self) -> int:
   @property
   def step_hint(self) -> int:
     """Approx. steps the baseline can do in the allowed runtime budget."""
-    return 76_000
+    # TODO(kasimbeg):rever tot 76000
+    # return 76_000
+    return 80_000
diff --git a/algoperf/workloads/librispeech_deepspeech/librispeech_jax/models.py b/algoperf/workloads/librispeech_deepspeech/librispeech_jax/models.py
index b116f44cd..2c7011445 100644
--- a/algoperf/workloads/librispeech_deepspeech/librispeech_jax/models.py
+++ b/algoperf/workloads/librispeech_deepspeech/librispeech_jax/models.py
@@ -8,13 +8,20 @@
 # webpage : https://bastings.github.io/
 """
 
-from typing import Any, Dict, List, Optional, Tuple, Union
+from typing import Any, Dict, List, Optional, Tuple, Union, Type, Mapping, Sequence
+from absl import logging
 
+import numpy as np
+
+import functools
+import flax
 from flax import linen as nn
 from flax import struct
 import jax
 from jax.experimental import rnn
 import jax.numpy as jnp
+from jax.experimental.shard_map import shard_map
+from jax.sharding import PartitionSpec as P
 
 from algoperf.workloads.librispeech_conformer.librispeech_jax import \
     librispeech_preprocessor as preprocessor
@@ -310,16 +317,12 @@ def __call__(self, inputs, input_paddings=None, train=False):
       count_v = jnp.sum(
           jnp.ones_like(inputs) * mask, axis=reduce_over_dims, keepdims=True)
 
-      sum_v = jax.lax.psum(sum_v, axis_name='batch')
-      count_v = jax.lax.psum(count_v, axis_name='batch')
-
       count_v = jnp.maximum(count_v, 1.0)
       mean = sum_v / count_v
       variance = (inputs - mean) * (inputs - mean) * mask
 
       sum_vv = jnp.sum(variance, axis=reduce_over_dims, keepdims=True)
 
-      sum_vv = jax.lax.psum(sum_vv, axis_name='batch')
       var = sum_vv / count_v
 
       self.ra_mean.value = momentum * self.ra_mean.value + (1 - momentum) * mean
diff --git a/algoperf/workloads/librispeech_deepspeech/librispeech_jax/workload.py b/algoperf/workloads/librispeech_deepspeech/librispeech_jax/workload.py
index d3b616f43..9b43afe16 100644
--- a/algoperf/workloads/librispeech_deepspeech/librispeech_jax/workload.py
+++ b/algoperf/workloads/librispeech_deepspeech/librispeech_jax/workload.py
@@ -4,10 +4,13 @@
 from flax import jax_utils
 import jax
 import jax.numpy as jnp
+from jax.experimental.shard_map import shard_map
+from jax.sharding import PartitionSpec as P
 import numpy as np
 
 from algoperf import param_utils
 from algoperf import spec
+from algoperf import jax_sharding_utils
 from algoperf.workloads.librispeech_conformer.librispeech_jax.workload import \
     LibriSpeechConformerWorkload
 from algoperf.workloads.librispeech_deepspeech.librispeech_jax import models
@@ -41,21 +44,22 @@ def init_model_fn(
     fake_input_batch = [np.zeros((2, *x), jnp.float32) for x in input_shape]
 
     model_init_fn = jax.jit(functools.partial(self._model.init, train=False))
+    # model_init_fn = functools.partial(self._model.init, train=False)
 
     params_rng, dropout_rng = jax.random.split(rng, 2)
     variables = model_init_fn({'params': params_rng, 'dropout': dropout_rng},
                               *fake_input_batch)
 
-    model_state = variables[
-        'batch_stats'] if not self.layernorm_everywhere else {}
+    model_state = {'batch_stats': variables['batch_stats']
+                  } if not self.layernorm_everywhere else {}
     params = variables['params']
     self._param_shapes = param_utils.jax_param_shapes(params)
     self._param_types = param_utils.jax_param_types(self._param_shapes)
-    model_state = jax_utils.replicate(model_state)
-    params = jax_utils.replicate(params)
+    model_state = jax_sharding_utils.replicate(model_state)
+    params = jax_sharding_utils.replicate(params)
     return params, model_state
 
-  def model_fn(
+  def model_fn_ref(
       self,
       params: spec.ParameterContainer,
       augmented_and_preprocessed_input_batch: Dict[str, spec.Tensor],
@@ -76,6 +80,8 @@ def model_fn(
           train=True,
           rngs={'dropout' : rng},
           mutable=['batch_stats'])
+      if 'batch_stats' in new_model_state and new_model_state['batch_stats']:
+        new_model_state = jax.lax.pmean(new_model_state, 'batch')
       return (logits, logit_paddings), new_model_state
     else:
       logits, logit_paddings = self._model.apply(
@@ -86,6 +92,36 @@ def model_fn(
           mutable=False)
       return (logits, logit_paddings), model_state
 
+  def model_fn(
+      self,
+      params: spec.ParameterContainer,
+      augmented_and_preprocessed_input_batch: Dict[str, spec.Tensor],
+      model_state: spec.ModelAuxiliaryState,
+      mode: spec.ForwardPassMode,
+      rng: spec.RandomState,
+      update_batch_norm: bool,
+      use_running_average_bn: Optional[bool] = None
+  ) -> Tuple[spec.Tensor, spec.ModelAuxiliaryState]:
+
+    model_fn_partial = jax.tree_util.Partial(
+        self.model_fn_ref,
+        mode=mode,
+        rng=rng,
+        update_batch_norm=update_batch_norm,
+        use_running_average_bn=use_running_average_bn)
+
+    model_fn_sharded = shard_map(
+        model_fn_partial,
+        jax.sharding.Mesh(jax.devices(), ('batch')),
+        in_specs=(P(), P('batch'), P(None)),
+        out_specs=(P('batch'), P(None)),
+    )
+    return model_fn_sharded(
+        params,
+        augmented_and_preprocessed_input_batch,
+        model_state,
+    )
+
   def is_output_params(self, param_key: spec.ParameterKey) -> bool:
     return param_key == 'Dense_0'
 
@@ -100,7 +136,9 @@ def test_target_value(self) -> float:
   @property
   def step_hint(self) -> int:
     """Approx. steps the baseline can do in the allowed runtime budget."""
-    return 38_400
+    # TODO(kasimbeg): revert old version
+    # return 38_400
+    return 48_000
 
   @property
   def max_allowed_runtime_sec(self) -> int:
diff --git a/algoperf/workloads/mnist/mnist_jax/workload.py b/algoperf/workloads/mnist/mnist_jax/workload.py
index 5a4382da1..ad2d7fc8a 100644
--- a/algoperf/workloads/mnist/mnist_jax/workload.py
+++ b/algoperf/workloads/mnist/mnist_jax/workload.py
@@ -6,11 +6,11 @@
 from flax import jax_utils
 from flax import linen as nn
 import jax
-from jax import lax
 import jax.numpy as jnp
 import optax
 
 from algoperf import param_utils
+from algoperf import jax_sharding_utils
 from algoperf import spec
 from algoperf.workloads.mnist.workload import BaseMnistWorkload
 
@@ -46,7 +46,7 @@ def init_model_fn(
                                       train=True)['params']
     self._param_shapes = param_utils.jax_param_shapes(initial_params)
     self._param_types = param_utils.jax_param_types(self._param_shapes)
-    return jax_utils.replicate(initial_params), None
+    return initial_params, None
 
   def is_output_params(self, param_key: spec.ParameterKey) -> bool:
     return param_key == 'Dense_1'
@@ -101,10 +101,14 @@ def loss_fn(
     }
 
   @functools.partial(
-      jax.pmap,
-      axis_name='batch',
-      in_axes=(None, 0, 0, 0, None),
-      static_broadcasted_argnums=(0,))
+      jax.jit,
+      in_shardings=(
+          jax_sharding_utils.get_replicate_sharding(),  # params
+          jax_sharding_utils.get_batch_dim_sharding(),  # batch
+          jax_sharding_utils.get_replicate_sharding(),  # model_state
+          jax_sharding_utils.get_batch_dim_sharding(),  # rng
+      ),
+      static_argnums=(0,))
   def _eval_model(
       self,
       params: spec.ParameterContainer,
@@ -125,11 +129,10 @@ def _eval_model(
         (jnp.argmax(logits, axis=-1) == batch['targets']) * weights)
     summed_loss = self.loss_fn(batch['targets'], logits, weights)['summed']
     metrics = {'accuracy': accuracy, 'loss': summed_loss}
-    metrics = lax.psum(metrics, axis_name='batch')
     return metrics
 
   def _normalize_eval_metrics(
       self, num_examples: int, total_metrics: Dict[str,
                                                    Any]) -> Dict[str, float]:
     """Normalize eval metrics."""
-    return jax.tree.map(lambda x: float(x[0] / num_examples), total_metrics)
+    return jax.tree.map(lambda x: float(x.item() / num_examples), total_metrics)
diff --git a/algoperf/workloads/ogbg/input_pipeline.py b/algoperf/workloads/ogbg/input_pipeline.py
index 3cb6f51de..01aa19c9b 100644
--- a/algoperf/workloads/ogbg/input_pipeline.py
+++ b/algoperf/workloads/ogbg/input_pipeline.py
@@ -148,17 +148,13 @@ def _get_batch_iterator(dataset_iter, global_batch_size, num_shards=None):
     weights_shards.append(weights)
 
     if count == num_shards:
-
-      def f(x):
-        return jax.tree.map(lambda *vals: np.stack(vals, axis=0), x[0], *x[1:])
-
-      graphs_shards = f(graphs_shards)
-      labels_shards = f(labels_shards)
-      weights_shards = f(weights_shards)
+      # jraph.batch has a memory leak and OOMs
+      # It is possible with jraph.batch_np we may have transferred the leak
+      # to the cpu.
       yield {
-          'inputs': graphs_shards,
-          'targets': labels_shards,
-          'weights': weights_shards,
+          'inputs': jraph.batch_np(graphs_shards),
+          'targets': np.vstack(labels_shards),
+          'weights': np.vstack(weights_shards)
       }
 
       count = 0
diff --git a/algoperf/workloads/ogbg/ogbg_jax/models.py b/algoperf/workloads/ogbg/ogbg_jax/models.py
index 0e66d2ab8..7d7de1ecb 100644
--- a/algoperf/workloads/ogbg/ogbg_jax/models.py
+++ b/algoperf/workloads/ogbg/ogbg_jax/models.py
@@ -2,6 +2,7 @@
 # https://github.com/google/init2winit/blob/master/init2winit/model_lib/gnn.py.
 from typing import Optional, Tuple
 
+import jax
 from flax import linen as nn
 import jax.numpy as jnp
 import jraph
diff --git a/algoperf/workloads/ogbg/ogbg_jax/workload.py b/algoperf/workloads/ogbg/ogbg_jax/workload.py
index e895d15a7..9d4a0a404 100644
--- a/algoperf/workloads/ogbg/ogbg_jax/workload.py
+++ b/algoperf/workloads/ogbg/ogbg_jax/workload.py
@@ -8,6 +8,7 @@
 import jraph
 import optax
 
+from algoperf import jax_sharding_utils
 from algoperf import param_utils
 from algoperf import spec
 from algoperf.workloads.ogbg import metrics
@@ -45,7 +46,8 @@ def init_model_fn(
     params = params['params']
     self._param_shapes = param_utils.jax_param_shapes(params)
     self._param_types = param_utils.jax_param_types(self._param_shapes)
-    return jax_utils.replicate(params), None
+    params = jax_sharding_utils.replicate(params)
+    return params, None
 
   def is_output_params(self, param_key: spec.ParameterKey) -> bool:
     return param_key == 'Dense_17'
@@ -107,10 +109,14 @@ def _eval_metric(self, labels, logits, masks):
         loss=loss['per_example'], logits=logits, labels=labels, mask=masks)
 
   @functools.partial(
-      jax.pmap,
-      axis_name='batch',
-      in_axes=(None, 0, 0, 0, None),
-      static_broadcasted_argnums=(0,))
+      jax.jit,
+      in_shardings=(jax_sharding_utils.get_replicate_sharding(),
+                    jax_sharding_utils.get_batch_dim_sharding(),
+                    jax_sharding_utils.get_replicate_sharding(),
+                    jax_sharding_utils.get_replicate_sharding()),
+      static_argnums=(0,),
+      out_shardings=jax_sharding_utils.get_replicate_sharding(),
+  )
   def _eval_batch(self, params, batch, model_state, rng):
     return super()._eval_batch(params, batch, model_state, rng)
 
@@ -119,7 +125,6 @@ def _normalize_eval_metrics(
                                                    Any]) -> Dict[str, float]:
     """Normalize eval metrics."""
     del num_examples
-    total_metrics = total_metrics.reduce()
     return {k: float(v) for k, v in total_metrics.compute().items()}
 
 
diff --git a/algoperf/workloads/ogbg/workload.py b/algoperf/workloads/ogbg/workload.py
index 971e7f0f6..45ea778fd 100644
--- a/algoperf/workloads/ogbg/workload.py
+++ b/algoperf/workloads/ogbg/workload.py
@@ -161,6 +161,7 @@ def _eval_batch(self,
         spec.ForwardPassMode.EVAL,
         rng,
         update_batch_norm=False)
+    # jax.debug.print(str(logits))
     return self._eval_metric(batch['targets'], logits, batch['weights'])
 
   def _eval_model_on_split(self,
diff --git a/algoperf/workloads/wmt/bleu.py b/algoperf/workloads/wmt/bleu.py
index ad314a7d3..5e175320a 100644
--- a/algoperf/workloads/wmt/bleu.py
+++ b/algoperf/workloads/wmt/bleu.py
@@ -283,8 +283,7 @@ def ref_stats(output, refs):
       closest_diff = diff
       closest_len = reflen
     elif diff == closest_diff:
-      if reflen < closest_len:
-        closest_len = reflen
+      closest_len = min(reflen, closest_len)
 
     ngrams_ref = extract_ngrams(ref)
     for ngram in ngrams_ref:
diff --git a/algoperf/workloads/wmt/wmt_jax/workload.py b/algoperf/workloads/wmt/wmt_jax/workload.py
index cdfcb91df..36f5b8606 100644
--- a/algoperf/workloads/wmt/wmt_jax/workload.py
+++ b/algoperf/workloads/wmt/wmt_jax/workload.py
@@ -14,6 +14,7 @@
 import optax
 
 from algoperf import param_utils
+from algoperf import jax_sharding_utils
 from algoperf import spec
 from algoperf.workloads.wmt import bleu
 from algoperf.workloads.wmt.wmt_jax import decode
@@ -69,10 +70,16 @@ def compute_weighted_cross_entropy(
     }
 
   @functools.partial(
-      jax.pmap, axis_name='batch', static_broadcasted_argnums=(0,))
-  def eval_step_pmapped(
-      self, params: spec.ParameterContainer,
-      batch: Dict[str, spec.Tensor]) -> Dict[str, spec.Tensor]:
+      jax.jit,
+      in_shardings=(
+          jax_sharding_utils.get_replicate_sharding(),  # params
+          jax_sharding_utils.get_batch_dim_sharding(),  # batch
+      ),
+      static_argnums=(0,),  # self
+  )
+  def eval_step(self,
+                params: spec.ParameterContainer,
+                batch: Dict[str, spec.Tensor]) -> Dict[str, spec.Tensor]:
     """Calculate evaluation metrics on a batch."""
     inputs = batch['inputs']
     targets = batch['targets']
@@ -90,29 +97,29 @@ def eval_step_pmapped(
         'denominator': weight_sum,
     }
 
-  def eval_step(self,
-                params: spec.ParameterContainer,
-                batch: Dict[str, spec.Tensor]) -> Dict[str, spec.Tensor]:
-    replicated_eval_metrics = self.eval_step_pmapped(params, batch)
-    return jax.tree.map(lambda x: jnp.sum(x, axis=0), replicated_eval_metrics)
-
   @functools.partial(
-      jax.pmap, axis_name='batch', static_broadcasted_argnums=(0,))
+      jax.jit,
+      in_shardings=(
+          jax_sharding_utils.get_batch_dim_sharding(),  # inputs
+      ),
+      static_argnums=(
+          0,
+          2,
+      ))
   def initialize_cache(self,
                        inputs: spec.Tensor,
                        max_decode_len: int = 256) -> Dict[str, spec.Tensor]:
     """Initialize a cache for a given input shape and max decode length."""
     config = models.TransformerConfig(deterministic=True, decode=True)
     target_shape = (inputs.shape[0], max_decode_len) + inputs.shape[2:]
-    initial_variables = models.Transformer(config).init(
-        jax.random.PRNGKey(0),
-        jnp.ones(inputs.shape, jnp.float32),
+    dummy_inputs = jax_sharding_utils.shard_along_batch_dim(
+        jnp.ones(inputs.shape, jnp.float32))
+    dummy_targets = jax_sharding_utils.shard_along_batch_dim(
         jnp.ones(target_shape, jnp.float32))
+    initial_variables = models.Transformer(config).init(
+        jax.random.PRNGKey(0), dummy_inputs, dummy_targets)
     return initial_variables['cache']
 
-  # eos_id, max_decode_len are constant.
-  @functools.partial(
-      jax.pmap, axis_name='batch', static_broadcasted_argnums=(0, 4, 5))
   def predict_step(self,
                    inputs: spec.Tensor,
                    params: spec.ParameterContainer,
@@ -180,20 +187,35 @@ def translate_and_calculate_bleu(self,
     """Translates the `predict_ds` and calculates the BLEU score."""
     logging.info('Translating evaluation dataset.')
     references, predictions = [], []
+    jitted_predict_step = None
     for _ in range(num_batches):
       pred_batch = next(ds_iter)
       cache = self.initialize_cache(pred_batch['inputs'])
-      predicted = self.predict_step(pred_batch['inputs'],
-                                    params,
-                                    cache,
-                                    decode.EOS_ID,
-                                    max_predict_length)
-      predicted = _to_host(predicted)
-      targets = _to_host(pred_batch['targets'])
+      if jitted_predict_step is None:
+        jitted_predict_step = jax.jit(
+            self.predict_step,
+            in_shardings=(
+                jax_sharding_utils.get_batch_dim_sharding(),  # inputs
+                jax_sharding_utils.get_replicate_sharding(),  # params
+                jax_sharding_utils.get_replicate_sharding(),  # cache
+            ),
+            static_argnums=(
+                3,  # eos_id
+                4,  # max_decode_len,
+                5,  # beam_size
+            ))
+      predicted = jitted_predict_step(pred_batch['inputs'],
+                                      params,
+                                      cache,
+                                      decode.EOS_ID,
+                                      max_predict_length)
+      # predicted = _to_host(predicted)
+      # targets = _to_host(pred_batch['targets'])
+      targets = pred_batch['targets']
       # Find actual batch size, ignoring the potential padding.
       weights = pred_batch.get('weights')
       if weights is not None:
-        weights = _to_host(weights)
+        # weights = _to_host(weights)
         actual_batch_size = int(weights.sum(0)[0].item())
       else:
         actual_batch_size = len(predicted)
@@ -213,7 +235,7 @@ def init_model_fn(
       aux_dropout_rate: Optional[float] = None) -> spec.ModelInitState:
     """aux_dropout_rate is used as attention_dropout_rate."""
 
-    init_fake_batch_size = 2
+    init_fake_batch_size = 8
     input_shape = (init_fake_batch_size, 256)
     target_shape = (init_fake_batch_size, 256)
 
@@ -235,15 +257,21 @@ def init_model_fn(
     eval_config = replace(model_config, deterministic=True)
     self._eval_model = models.Transformer(eval_config)
     params_rng, dropout_rng = jax.random.split(rng)
+    inputs = jnp.ones(input_shape, jnp.float32)
+    targets = jnp.ones(target_shape, jnp.float32)
+    sharded_inputs = jax_sharding_utils.shard_along_batch_dim(inputs)
+    sharded_targets = jax_sharding_utils.shard_along_batch_dim(targets)
+
     initial_variables = jax.jit(
         self._eval_model.init)({'params': params_rng, 'dropout': dropout_rng},
-                               jnp.ones(input_shape, jnp.float32),
-                               jnp.ones(target_shape, jnp.float32))
+                               sharded_inputs,
+                               sharded_targets)
 
     initial_params = initial_variables['params']
     self._param_shapes = param_utils.jax_param_shapes(initial_params)
     self._param_types = param_utils.jax_param_types(self._param_shapes)
-    return jax_utils.replicate(initial_params), None
+    params = jax_sharding_utils.shard_along_batch_dim(initial_params)
+    return initial_params, None
 
   def is_output_params(self, param_key: spec.ParameterKey) -> bool:
     return param_key == 'shared_embedding'
diff --git a/docker/Dockerfile b/docker/Dockerfile
index 76bc5cfe0..4879d9612 100644
--- a/docker/Dockerfile
+++ b/docker/Dockerfile
@@ -5,7 +5,7 @@
 # docker build -t <image_name> --build-arg framework=pytorch
 
 # To build Docker image
-FROM nvidia/cuda:12.1.1-cudnn8-devel-ubuntu20.04
+FROM nvidia/cuda:12.9.0-cudnn-devel-ubuntu20.04
 
 # Installing machine packages
 RUN echo "Setting up machine"
@@ -23,8 +23,8 @@ RUN apt-get update && apt-get install -y \
     libreadline-dev \
     libffi-dev \
     curl \
-    libbz2-dev \
     liblzma-dev \
+    libbz2-dev \
     vim
 
 # Download and install Python 3.11
@@ -56,8 +56,6 @@ RUN echo "Setting up directories for data and experiment_runs"
 RUN mkdir -p data/
 RUN mkdir -p experiment_runs/
 
-RUN pip install --upgrade pip
-
 # Install Algorithmic efficiency repo
 RUN pip install --upgrade pip
 
@@ -71,25 +69,18 @@ RUN cd /algorithmic-efficiency && git checkout $branch
 RUN if [ "$framework" = "jax" ] ; then \
         echo "Installing Jax GPU" \
         && cd /algorithmic-efficiency \
-        && pip install -e '.[jax_gpu]' -f 'https://storage.googleapis.com/jax-releases/jax_cuda_releases.html' \
-        && pip install -e '.[pytorch_cpu]' -f 'https://download.pytorch.org/whl/torch_stable.html'; \
+        && pip install -e '.[pytorch_cpu, full]' --extra-index-url https://download.pytorch.org/whl/cpu \
+        # Todo: remove temporary nightly install
+        &&  pip install -U --pre jax jaxlib "jax-cuda12-plugin[with-cuda]" jax-cuda12-pjrt -i https://us-python.pkg.dev/ml-oss-artifacts-published/jax/simple/; \
     elif [ "$framework" = "pytorch" ] ; then \
         echo "Installing Pytorch GPU" \
         && cd /algorithmic-efficiency \
-        && pip install -e '.[jax_cpu]' \
-        && pip install -e '.[pytorch_gpu]' -f 'https://download.pytorch.org/whl/cu121'; \
-    elif [ "$framework" = "both" ] ; then \
-        echo "Installing Jax GPU and Pytorch GPU" \
-        && cd /algorithmic-efficiency \
-        && pip install -e '.[jax_gpu]' -f 'https://storage.googleapis.com/jax-releases/jax_cuda_releases.html' \
-        && pip install -e '.[pytorch_gpu]' -f 'https://download.pytorch.org/whl/cu121'; \
+        && pip install -e '.[pytorch_gpu, jax_cpu, full]'; \
     else \
-        echo "Invalid build-arg $framework: framework should be either jax, pytorch or both." >&2 \
+        echo "Invalid build-arg $framework: framework should be either jax or pytorch." >&2 \
         && exit 1 ; \
     fi
 
-RUN cd /algorithmic-efficiency && pip install -e '.[full]'
-
 RUN cd /algorithmic-efficiency && git fetch origin 
 RUN cd /algorithmic-efficiency && git pull
 
diff --git a/docker/build_docker_images.sh b/docker/build_docker_images.sh
index 645b81955..6b5e67ceb 100644
--- a/docker/build_docker_images.sh
+++ b/docker/build_docker_images.sh
@@ -1,27 +1,40 @@
 #!/bin/bash
 # Bash script to build and push dev docker images to artifact repo
 # Usage:
-#   bash build_docker_images.sh -b <git_branch>
+#   bash build_docker_images.sh -b <git_branch> -f <framework>
 
 # Make program exit with non-zero exit code if any command fails.
 set -e
 
-while getopts b: flag
+while getopts "b:p:f:" flag;
 do
     case "${flag}" in
         b) GIT_BRANCH=${OPTARG};;
+        p) PROJECT=${OPTARG};;
+        f) FRAMEWORK=${OPTARG};;
     esac
 done
 
 # Artifact repostiory
-ARTIFACT_REPO="europe-west-4-docker.pkg.dev/mlcommons-algoperf/algoperf-docker-repo"
+if [ "$PROJECT" = "mlcommons-algoperf" ]; then
+    ARTIFACT_REPO="europe-west-4-docker.pkg.dev/mlcommons-algoperf/algoperf-docker-repo"
+else
+    ARTIFACT_REPO="us-central1-docker.pkg.dev/training-algorithms-external/mlcommons-docker-repo"
+fi
 
-if [[ -z ${GIT_BRANCH+x} ]]
+if [[ -z ${GIT_BRANCH+x} ]];
 then 
 GIT_BRANCH='main' # Set default argument
 fi 
 
-for FRAMEWORK in "jax" "pytorch" "both"
+FRAMEWORKS=( "jax" "pythorch" "both" )
+
+if [[ -n "$FRAMEWORK" ]];
+then
+    FRAMEWORKS=("$FRAMEWORK")
+fi
+
+for FRAMEWORK in "${FRAMEWORKS[@]}";
 do
     IMAGE_NAME="algoperf_${FRAMEWORK}_${GIT_BRANCH}"
     DOCKER_BUILD_COMMAND="docker build --no-cache -t $IMAGE_NAME . --build-arg framework=$FRAMEWORK --build-arg branch=$GIT_BRANCH"
diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/criteo1tb_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/criteo1tb_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index 7fec01542..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/criteo1tb_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,8 +0,0 @@
-accumulated_eval_time,accumulated_logging_time,accumulated_submission_time,global_step,preemption_count,score,test/loss,test/num_examples,total_duration,train/loss,validation/loss,validation/num_examples
-813.182501077652,0.0,20.942517280578613,1,0,20.942517280578613,0.457260122944079,95000000,834.1250734329224,0.4569449610305282,0.4571109073102294,83274637
-1456.6285498142242,0.0256640911102294,1221.314148426056,1521,0,1221.314148426056,0.1282897442639802,95000000,2678.023252725601,0.1242542823999183,0.1258836863985669,83274637
-2016.864410877228,0.0503592491149902,2421.367050409317,3037,0,2421.367050409317,0.1271590245271381,95000000,4438.388706684113,0.1243784172261286,0.1247065146412016,83274637
-2558.6020953655243,0.0732090473175048,3621.3504645824432,4555,0,3621.3504645824432,0.1268894827919408,95000000,6180.184489965439,0.1230034951893788,0.1245234417083079,83274637
-3071.354640007019,0.0977675914764404,4821.317496538162,6087,0,4821.317496538162,0.1267936776624177,95000000,7892.981649637222,0.1233932793890155,0.1243785472760451,83274637
-3527.707134723664,0.125211477279663,6021.926441669464,7600,0,6021.926441669464,0.1266444441200657,95000000,9550.021806240082,0.1227233855979247,0.1242731458953252,83274637
-3858.912323474884,0.1494441032409668,7222.050496816635,9109,0,7222.050496816635,0.12616021638569078,95000000,11081.426317453384,0.12224845297681461,0.12382877749552663,83274637
diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/criteo1tb_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/criteo1tb_jax/trial_1/measurements.csv
deleted file mode 100644
index 57c6a327a..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/criteo1tb_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,107 +0,0 @@
-global_step,grad_norm,loss,train/loss,validation/loss,validation/num_examples,test/loss,test/num_examples,score,total_duration,accumulated_submission_time,accumulated_eval_time,accumulated_logging_time,preemption_count
-0,5.595053,0.45791024,,,,,,,,,,,
-1,,,0.4569449610305282,0.4571109073102294,83274637.0,0.457260122944079,95000000.0,20.942517280578613,834.1250734329224,20.942517280578613,813.182501077652,0.0,0.0
-100,0.052369263,0.14439134,,,,,,,,,,,
-200,0.011274185,0.12775373,,,,,,,,,,,
-300,0.0145961,0.12785143,,,,,,,,,,,
-400,0.016431093,0.12760307,,,,,,,,,,,
-500,0.011657697,0.13277733,,,,,,,,,,,
-600,0.008272649,0.124659255,,,,,,,,,,,
-700,0.013119716,0.118887946,,,,,,,,,,,
-800,0.02837587,0.12938836,,,,,,,,,,,
-900,0.039843943,0.12499282,,,,,,,,,,,
-1000,0.013996667,0.13850704,,,,,,,,,,,
-1100,0.008121838,0.12663904,,,,,,,,,,,
-1200,0.032506075,0.12558989,,,,,,,,,,,
-1300,0.016993973,0.12045493,,,,,,,,,,,
-1400,0.018361678,0.12555787,,,,,,,,,,,
-1500,0.017285459,0.12031912,,,,,,,,,,,
-1521,,,0.1242542823999183,0.1258836863985669,83274637.0,0.1282897442639802,95000000.0,1221.314148426056,2678.023252725601,1221.314148426056,1456.6285498142242,0.0256640911102294,0.0
-1600,0.0080781495,0.1332495,,,,,,,,,,,
-1700,0.006543472,0.1284553,,,,,,,,,,,
-1800,0.015620338,0.12344419,,,,,,,,,,,
-1900,0.006610907,0.1305861,,,,,,,,,,,
-2000,0.0061059073,0.11774591,,,,,,,,,,,
-2100,0.0095490115,0.12197934,,,,,,,,,,,
-2200,0.0058529815,0.13005584,,,,,,,,,,,
-2300,0.013598117,0.122508906,,,,,,,,,,,
-2400,0.009501394,0.11922068,,,,,,,,,,,
-2500,0.008959282,0.11970478,,,,,,,,,,,
-2600,0.012501967,0.12650742,,,,,,,,,,,
-2700,0.009560492,0.12145102,,,,,,,,,,,
-2800,0.018516129,0.13355987,,,,,,,,,,,
-2900,0.008552481,0.11968313,,,,,,,,,,,
-3000,0.009244999,0.12620577,,,,,,,,,,,
-3037,,,0.1243784172261286,0.1247065146412016,83274637.0,0.1271590245271381,95000000.0,2421.367050409317,4438.388706684113,2421.367050409317,2016.864410877228,0.0503592491149902,0.0
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-3200,0.011390192,0.12734412,,,,,,,,,,,
-3300,0.01578223,0.12218773,,,,,,,,,,,
-3400,0.012737954,0.12198927,,,,,,,,,,,
-3500,0.008529306,0.11594345,,,,,,,,,,,
-3600,0.0057221455,0.11723854,,,,,,,,,,,
-3700,0.012278644,0.12083666,,,,,,,,,,,
-3800,0.0071947486,0.1215835,,,,,,,,,,,
-3900,0.01672526,0.12385393,,,,,,,,,,,
-4000,0.009465944,0.12336844,,,,,,,,,,,
-4100,0.008182347,0.121824875,,,,,,,,,,,
-4200,0.011010937,0.12693067,,,,,,,,,,,
-4300,0.006021543,0.12776452,,,,,,,,,,,
-4400,0.023563234,0.12802522,,,,,,,,,,,
-4500,0.0065156184,0.121047646,,,,,,,,,,,
-4555,,,0.1230034951893788,0.1245234417083079,83274637.0,0.1268894827919408,95000000.0,3621.3504645824432,6180.184489965439,3621.3504645824432,2558.6020953655243,0.0732090473175048,0.0
-4600,0.009190459,0.13318563,,,,,,,,,,,
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-4800,0.009070785,0.12200863,,,,,,,,,,,
-4900,0.0075785993,0.13092919,,,,,,,,,,,
-5000,0.010724381,0.12096827,,,,,,,,,,,
-5100,0.010005327,0.13379729,,,,,,,,,,,
-5200,0.010590516,0.12410814,,,,,,,,,,,
-5300,0.005807965,0.12470031,,,,,,,,,,,
-5400,0.016870208,0.12171663,,,,,,,,,,,
-5500,0.008763265,0.13067703,,,,,,,,,,,
-5600,0.00906206,0.119758196,,,,,,,,,,,
-5700,0.00591919,0.11863424,,,,,,,,,,,
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-5900,0.0059149456,0.11517441,,,,,,,,,,,
-6000,0.018563222,0.12411391,,,,,,,,,,,
-6087,,,0.1233932793890155,0.1243785472760451,83274637.0,0.1267936776624177,95000000.0,4821.317496538162,7892.981649637222,4821.317496538162,3071.354640007019,0.0977675914764404,0.0
-6100,0.013684579,0.12588407,,,,,,,,,,,
-6200,0.013902485,0.13925087,,,,,,,,,,,
-6300,0.01532411,0.12060828,,,,,,,,,,,
-6400,0.009698195,0.1268852,,,,,,,,,,,
-6500,0.011197286,0.1266221,,,,,,,,,,,
-6600,0.006905215,0.1351961,,,,,,,,,,,
-6700,0.0076057217,0.12408463,,,,,,,,,,,
-6800,0.007856281,0.12371522,,,,,,,,,,,
-6900,0.010840494,0.12143174,,,,,,,,,,,
-7000,0.008237116,0.11565082,,,,,,,,,,,
-7100,0.007685555,0.11505994,,,,,,,,,,,
-7200,0.009968832,0.122804135,,,,,,,,,,,
-7300,0.017238097,0.119117185,,,,,,,,,,,
-7400,0.0067587667,0.12082305,,,,,,,,,,,
-7500,0.0072864136,0.11846155,,,,,,,,,,,
-7600,,,0.1227233855979247,0.1242731458953252,83274637.0,0.1266444441200657,95000000.0,6021.926441669464,9550.021806240082,6021.926441669464,3527.707134723664,0.125211477279663,0.0
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-7700,0.008697033,0.11773735,,,,,,,,,,,
-7800,0.010010784,0.1215125,,,,,,,,,,,
-7900,0.009225212,0.12194373,,,,,,,,,,,
-8000,0.007961596,0.12818006,,,,,,,,,,,
-8100,0.007398393,0.116453744,,,,,,,,,,,
-8200,0.01821585,0.116336524,,,,,,,,,,,
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-8400,0.009494203,0.12733606,,,,,,,,,,,
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-8700,0.016069423,0.11877815,,,,,,,,,,,
-8800,0.021099621,0.122659475,,,,,,,,,,,
-8900,0.009202063,0.13165034,,,,,,,,,,,
-9000,0.009431177,0.123754546,,,,,,,,,,,
-9100,0.011813518,0.12514208,,,,,,,,,,,
-9109,,,0.1222484529768146,0.1238287774955266,83274637.0,0.1261602163856907,95000000.0,7222.050496816635,11081.426317453384,7222.050496816635,3858.912323474884,0.1494441032409668,0.0
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-9700,0.020996006,0.13593015,,,,,,,,,,,
-9737,,,,,,,,7703.6179575920105,,,,,0.0
diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/criteo1tb_jax/trial_2/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/criteo1tb_jax/trial_2/eval_measurements.csv
deleted file mode 100644
index 6c9a3ffa2..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/criteo1tb_jax/trial_2/eval_measurements.csv
+++ /dev/null
@@ -1,8 +0,0 @@
-accumulated_eval_time,accumulated_logging_time,accumulated_submission_time,global_step,preemption_count,score,test/loss,test/num_examples,total_duration,train/loss,validation/loss,validation/num_examples
-155.3625431060791,0.0,5.699930191040039,1,0,5.699930191040039,0.457260122944079,95000000,161.06252551078796,0.4567256082528792,0.4571109073102294,83274637
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/criteo1tb_jax/trial_2/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/criteo1tb_jax/trial_2/measurements.csv
deleted file mode 100644
index bcfadea40..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/criteo1tb_jax/trial_2/measurements.csv
+++ /dev/null
@@ -1,96 +0,0 @@
-global_step,grad_norm,loss,train/loss,validation/loss,validation/num_examples,test/loss,test/num_examples,score,total_duration,accumulated_submission_time,accumulated_eval_time,accumulated_logging_time,preemption_count
-0,5.4390554,0.45606273,,,,,,,,,,,
-1,,,0.4567256082528792,0.4571109073102294,83274637.0,0.457260122944079,95000000.0,5.699930191040039,161.06252551078796,5.699930191040039,155.3625431060791,0.0,0.0
-100,0.060920443,0.13237274,,,,,,,,,,,
-200,0.14153314,0.12400838,,,,,,,,,,,
-300,0.04789811,0.12201474,,,,,,,,,,,
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-600,0.023347335,0.13069947,,,,,,,,,,,
-700,0.018870912,0.11814365,,,,,,,,,,,
-800,0.015525951,0.11676782,,,,,,,,,,,
-900,0.04949253,0.124277994,,,,,,,,,,,
-1000,0.030646183,0.12361217,,,,,,,,,,,
-1100,0.02375579,0.119545214,,,,,,,,,,,
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/criteo1tb_jax/trial_3/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/criteo1tb_jax/trial_3/eval_measurements.csv
deleted file mode 100644
index 2a8261a5d..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/criteo1tb_jax/trial_3/eval_measurements.csv
+++ /dev/null
@@ -1,8 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/criteo1tb_jax/trial_3/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/criteo1tb_jax/trial_3/measurements.csv
deleted file mode 100644
index b90434760..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/criteo1tb_jax/trial_3/measurements.csv
+++ /dev/null
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/criteo1tb_jax/trial_4/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/criteo1tb_jax/trial_4/eval_measurements.csv
deleted file mode 100644
index d46840457..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/criteo1tb_jax/trial_4/eval_measurements.csv
+++ /dev/null
@@ -1,8 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/criteo1tb_jax/trial_4/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/criteo1tb_jax/trial_4/measurements.csv
deleted file mode 100644
index 800ba9862..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/criteo1tb_jax/trial_4/measurements.csv
+++ /dev/null
@@ -1,97 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/criteo1tb_jax/trial_5/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/criteo1tb_jax/trial_5/eval_measurements.csv
deleted file mode 100644
index 16817365b..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/criteo1tb_jax/trial_5/eval_measurements.csv
+++ /dev/null
@@ -1,8 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/criteo1tb_jax/trial_5/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/criteo1tb_jax/trial_5/measurements.csv
deleted file mode 100644
index 204b4b90b..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/criteo1tb_jax/trial_5/measurements.csv
+++ /dev/null
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/fastmri_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/fastmri_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index 842c36bfc..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/fastmri_jax/trial_1/eval_measurements.csv
+++ /dev/null
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/fastmri_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/fastmri_jax/trial_1/measurements.csv
deleted file mode 100644
index 64173d399..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/fastmri_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,471 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/fastmri_jax/trial_2/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/fastmri_jax/trial_2/eval_measurements.csv
deleted file mode 100644
index a9990ba28..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/fastmri_jax/trial_2/eval_measurements.csv
+++ /dev/null
@@ -1,108 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/fastmri_jax/trial_2/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/fastmri_jax/trial_2/measurements.csv
deleted file mode 100644
index a056de353..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/fastmri_jax/trial_2/measurements.csv
+++ /dev/null
@@ -1,471 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/fastmri_jax/trial_3/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/fastmri_jax/trial_3/eval_measurements.csv
deleted file mode 100644
index 7c59f20b4..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/fastmri_jax/trial_3/eval_measurements.csv
+++ /dev/null
@@ -1,108 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/fastmri_jax/trial_3/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/fastmri_jax/trial_3/measurements.csv
deleted file mode 100644
index 060345290..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/fastmri_jax/trial_3/measurements.csv
+++ /dev/null
@@ -1,471 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/fastmri_jax/trial_4/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/fastmri_jax/trial_4/eval_measurements.csv
deleted file mode 100644
index d37310f3d..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/fastmri_jax/trial_4/eval_measurements.csv
+++ /dev/null
@@ -1,108 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/fastmri_jax/trial_4/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/fastmri_jax/trial_4/measurements.csv
deleted file mode 100644
index 2cdf6cc49..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/fastmri_jax/trial_4/measurements.csv
+++ /dev/null
@@ -1,471 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/fastmri_jax/trial_5/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/fastmri_jax/trial_5/eval_measurements.csv
deleted file mode 100644
index abc9f123b..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/fastmri_jax/trial_5/eval_measurements.csv
+++ /dev/null
@@ -1,58 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/fastmri_jax/trial_5/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/fastmri_jax/trial_5/measurements.csv
deleted file mode 100644
index d69feee60..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/fastmri_jax/trial_5/measurements.csv
+++ /dev/null
@@ -1,251 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_resnet_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_resnet_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index 706b66da6..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_resnet_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,125 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_resnet_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_resnet_jax/trial_1/measurements.csv
deleted file mode 100644
index 633879786..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_resnet_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,1985 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_resnet_jax/trial_2/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_resnet_jax/trial_2/eval_measurements.csv
deleted file mode 100644
index 02e83b9da..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_resnet_jax/trial_2/eval_measurements.csv
+++ /dev/null
@@ -1,125 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_resnet_jax/trial_2/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_resnet_jax/trial_2/measurements.csv
deleted file mode 100644
index 5913317dd..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_resnet_jax/trial_2/measurements.csv
+++ /dev/null
@@ -1,1983 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_resnet_jax/trial_3/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_resnet_jax/trial_3/eval_measurements.csv
deleted file mode 100644
index f329235ff..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_resnet_jax/trial_3/eval_measurements.csv
+++ /dev/null
@@ -1,125 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_resnet_jax/trial_3/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_resnet_jax/trial_3/measurements.csv
deleted file mode 100644
index 33ba0c514..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_resnet_jax/trial_3/measurements.csv
+++ /dev/null
@@ -1,1986 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_resnet_jax/trial_4/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_resnet_jax/trial_4/eval_measurements.csv
deleted file mode 100644
index c52443632..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_resnet_jax/trial_4/eval_measurements.csv
+++ /dev/null
@@ -1,126 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_resnet_jax/trial_4/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_resnet_jax/trial_4/measurements.csv
deleted file mode 100644
index 0f505a19f..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_resnet_jax/trial_4/measurements.csv
+++ /dev/null
@@ -1,1994 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_resnet_jax/trial_5/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_resnet_jax/trial_5/eval_measurements.csv
deleted file mode 100644
index c532c5110..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_resnet_jax/trial_5/eval_measurements.csv
+++ /dev/null
@@ -1,125 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_resnet_jax/trial_5/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_resnet_jax/trial_5/measurements.csv
deleted file mode 100644
index 12725bec1..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_resnet_jax/trial_5/measurements.csv
+++ /dev/null
@@ -1,1985 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_vit_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_vit_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index a974ad124..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_vit_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,186 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_vit_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_vit_jax/trial_1/measurements.csv
deleted file mode 100644
index 01c8a2122..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_vit_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,1906 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_vit_jax/trial_2/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_vit_jax/trial_2/eval_measurements.csv
deleted file mode 100644
index 50dd2f961..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_vit_jax/trial_2/eval_measurements.csv
+++ /dev/null
@@ -1,186 +0,0 @@
-accumulated_eval_time,accumulated_logging_time,accumulated_submission_time,global_step,preemption_count,score,test/accuracy,test/loss,test/num_examples,total_duration,train/accuracy,train/loss,validation/accuracy,validation/loss,validation/num_examples
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_vit_jax/trial_2/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_vit_jax/trial_2/measurements.csv
deleted file mode 100644
index f94e4770c..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_vit_jax/trial_2/measurements.csv
+++ /dev/null
@@ -1,1896 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_vit_jax/trial_3/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_vit_jax/trial_3/eval_measurements.csv
deleted file mode 100644
index 87cbf402c..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_vit_jax/trial_3/eval_measurements.csv
+++ /dev/null
@@ -1,186 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_vit_jax/trial_3/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_vit_jax/trial_3/measurements.csv
deleted file mode 100644
index 698474817..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_vit_jax/trial_3/measurements.csv
+++ /dev/null
@@ -1,1890 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_vit_jax/trial_4/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_vit_jax/trial_4/eval_measurements.csv
deleted file mode 100644
index a3295ca12..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_vit_jax/trial_4/eval_measurements.csv
+++ /dev/null
@@ -1,186 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_vit_jax/trial_4/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_vit_jax/trial_4/measurements.csv
deleted file mode 100644
index 14f8f57c9..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_vit_jax/trial_4/measurements.csv
+++ /dev/null
@@ -1,1887 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_vit_jax/trial_5/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_vit_jax/trial_5/eval_measurements.csv
deleted file mode 100644
index c7355adcd..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_vit_jax/trial_5/eval_measurements.csv
+++ /dev/null
@@ -1,186 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_vit_jax/trial_5/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_vit_jax/trial_5/measurements.csv
deleted file mode 100644
index ed516796c..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/imagenet_vit_jax/trial_5/measurements.csv
+++ /dev/null
@@ -1,1878 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_conformer_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_conformer_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index eb7a65b04..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_conformer_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,44 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_conformer_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_conformer_jax/trial_1/measurements.csv
deleted file mode 100644
index 2a782efcf..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_conformer_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,768 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_conformer_jax/trial_2/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_conformer_jax/trial_2/eval_measurements.csv
deleted file mode 100644
index 92902e256..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_conformer_jax/trial_2/eval_measurements.csv
+++ /dev/null
@@ -1,44 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_conformer_jax/trial_2/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_conformer_jax/trial_2/measurements.csv
deleted file mode 100644
index e7d6504d7..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_conformer_jax/trial_2/measurements.csv
+++ /dev/null
@@ -1,759 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_conformer_jax/trial_3/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_conformer_jax/trial_3/eval_measurements.csv
deleted file mode 100644
index 388189452..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_conformer_jax/trial_3/eval_measurements.csv
+++ /dev/null
@@ -1,44 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_conformer_jax/trial_3/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_conformer_jax/trial_3/measurements.csv
deleted file mode 100644
index ff8877c6f..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_conformer_jax/trial_3/measurements.csv
+++ /dev/null
@@ -1,806 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_conformer_jax/trial_4/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_conformer_jax/trial_4/eval_measurements.csv
deleted file mode 100644
index c9593e039..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_conformer_jax/trial_4/eval_measurements.csv
+++ /dev/null
@@ -1,44 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_conformer_jax/trial_4/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_conformer_jax/trial_4/measurements.csv
deleted file mode 100644
index 37bd27a3b..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_conformer_jax/trial_4/measurements.csv
+++ /dev/null
@@ -1,819 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_conformer_jax/trial_5/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_conformer_jax/trial_5/eval_measurements.csv
deleted file mode 100644
index d86fb1352..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_conformer_jax/trial_5/eval_measurements.csv
+++ /dev/null
@@ -1,44 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_conformer_jax/trial_5/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_conformer_jax/trial_5/measurements.csv
deleted file mode 100644
index 57fb8fdc3..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_conformer_jax/trial_5/measurements.csv
+++ /dev/null
@@ -1,815 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_deepspeech_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_deepspeech_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index a9451e9d0..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_deepspeech_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,30 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_deepspeech_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_deepspeech_jax/trial_1/measurements.csv
deleted file mode 100644
index ea786281d..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_deepspeech_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,511 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_deepspeech_jax/trial_2/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_deepspeech_jax/trial_2/eval_measurements.csv
deleted file mode 100644
index 16367d4e2..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_deepspeech_jax/trial_2/eval_measurements.csv
+++ /dev/null
@@ -1,31 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_deepspeech_jax/trial_2/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_deepspeech_jax/trial_2/measurements.csv
deleted file mode 100644
index 8f3218165..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_deepspeech_jax/trial_2/measurements.csv
+++ /dev/null
@@ -1,512 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_deepspeech_jax/trial_3/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_deepspeech_jax/trial_3/eval_measurements.csv
deleted file mode 100644
index 1b7818486..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_deepspeech_jax/trial_3/eval_measurements.csv
+++ /dev/null
@@ -1,31 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_deepspeech_jax/trial_3/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_deepspeech_jax/trial_3/measurements.csv
deleted file mode 100644
index d0326bafb..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_deepspeech_jax/trial_3/measurements.csv
+++ /dev/null
@@ -1,512 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_deepspeech_jax/trial_4/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_deepspeech_jax/trial_4/eval_measurements.csv
deleted file mode 100644
index 6aaab688a..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_deepspeech_jax/trial_4/eval_measurements.csv
+++ /dev/null
@@ -1,31 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_deepspeech_jax/trial_4/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_deepspeech_jax/trial_4/measurements.csv
deleted file mode 100644
index d9c07ca4b..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_deepspeech_jax/trial_4/measurements.csv
+++ /dev/null
@@ -1,512 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_deepspeech_jax/trial_5/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_deepspeech_jax/trial_5/eval_measurements.csv
deleted file mode 100644
index cc21d2677..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_deepspeech_jax/trial_5/eval_measurements.csv
+++ /dev/null
@@ -1,31 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_deepspeech_jax/trial_5/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_deepspeech_jax/trial_5/measurements.csv
deleted file mode 100644
index 205458f30..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/librispeech_deepspeech_jax/trial_5/measurements.csv
+++ /dev/null
@@ -1,512 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/ogbg_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/ogbg_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index fbb1ceb50..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/ogbg_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,78 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/ogbg_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/ogbg_jax/trial_1/measurements.csv
deleted file mode 100644
index f086c8e5c..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/ogbg_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,658 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/ogbg_jax/trial_2/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/ogbg_jax/trial_2/eval_measurements.csv
deleted file mode 100644
index b8a97a27a..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/ogbg_jax/trial_2/eval_measurements.csv
+++ /dev/null
@@ -1,78 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/ogbg_jax/trial_2/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/ogbg_jax/trial_2/measurements.csv
deleted file mode 100644
index 6520a52a3..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/ogbg_jax/trial_2/measurements.csv
+++ /dev/null
@@ -1,656 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/ogbg_jax/trial_3/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/ogbg_jax/trial_3/eval_measurements.csv
deleted file mode 100644
index 4b9a918f5..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/ogbg_jax/trial_3/eval_measurements.csv
+++ /dev/null
@@ -1,78 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/ogbg_jax/trial_3/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/ogbg_jax/trial_3/measurements.csv
deleted file mode 100644
index 2fc1bd3fd..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/ogbg_jax/trial_3/measurements.csv
+++ /dev/null
@@ -1,654 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/ogbg_jax/trial_4/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/ogbg_jax/trial_4/eval_measurements.csv
deleted file mode 100644
index afdc91c81..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/ogbg_jax/trial_4/eval_measurements.csv
+++ /dev/null
@@ -1,78 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/ogbg_jax/trial_4/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/ogbg_jax/trial_4/measurements.csv
deleted file mode 100644
index 9f7384459..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/ogbg_jax/trial_4/measurements.csv
+++ /dev/null
@@ -1,657 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/ogbg_jax/trial_5/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/ogbg_jax/trial_5/eval_measurements.csv
deleted file mode 100644
index bd0aa6768..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/ogbg_jax/trial_5/eval_measurements.csv
+++ /dev/null
@@ -1,78 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/ogbg_jax/trial_5/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/ogbg_jax/trial_5/measurements.csv
deleted file mode 100644
index b1e3bb2b5..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/ogbg_jax/trial_5/measurements.csv
+++ /dev/null
@@ -1,655 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/wmt_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/wmt_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index c483ed895..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/wmt_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,58 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/wmt_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/wmt_jax/trial_1/measurements.csv
deleted file mode 100644
index 3093392fc..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/wmt_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,1393 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/wmt_jax/trial_2/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/wmt_jax/trial_2/eval_measurements.csv
deleted file mode 100644
index 1f3d40548..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/wmt_jax/trial_2/eval_measurements.csv
+++ /dev/null
@@ -1,58 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/wmt_jax/trial_2/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/wmt_jax/trial_2/measurements.csv
deleted file mode 100644
index 068d4dc69..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/wmt_jax/trial_2/measurements.csv
+++ /dev/null
@@ -1,1393 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/wmt_jax/trial_3/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/wmt_jax/trial_3/eval_measurements.csv
deleted file mode 100644
index 163ebf302..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/wmt_jax/trial_3/eval_measurements.csv
+++ /dev/null
@@ -1,58 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/wmt_jax/trial_3/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/wmt_jax/trial_3/measurements.csv
deleted file mode 100644
index 89cc2443d..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/wmt_jax/trial_3/measurements.csv
+++ /dev/null
@@ -1,1393 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/wmt_jax/trial_4/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/wmt_jax/trial_4/eval_measurements.csv
deleted file mode 100644
index 6181d8fca..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/wmt_jax/trial_4/eval_measurements.csv
+++ /dev/null
@@ -1,58 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/wmt_jax/trial_4/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/wmt_jax/trial_4/measurements.csv
deleted file mode 100644
index 871768dad..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/wmt_jax/trial_4/measurements.csv
+++ /dev/null
@@ -1,1393 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/wmt_jax/trial_5/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/wmt_jax/trial_5/eval_measurements.csv
deleted file mode 100644
index b01d87b9d..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/wmt_jax/trial_5/eval_measurements.csv
+++ /dev/null
@@ -1,59 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/wmt_jax/trial_5/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/wmt_jax/trial_5/measurements.csv
deleted file mode 100644
index 3895848d8..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/wmt_jax/trial_5/measurements.csv
+++ /dev/null
@@ -1,1394 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/criteo1tb_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/criteo1tb_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index 51bc4be51..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/criteo1tb_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,8 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/criteo1tb_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/criteo1tb_jax/trial_1/measurements.csv
deleted file mode 100644
index 63d918bad..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/criteo1tb_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,110 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/criteo1tb_jax/trial_2/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/criteo1tb_jax/trial_2/eval_measurements.csv
deleted file mode 100644
index b35650696..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/criteo1tb_jax/trial_2/eval_measurements.csv
+++ /dev/null
@@ -1,8 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/criteo1tb_jax/trial_2/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/criteo1tb_jax/trial_2/measurements.csv
deleted file mode 100644
index bd598d92a..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/criteo1tb_jax/trial_2/measurements.csv
+++ /dev/null
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/criteo1tb_jax/trial_3/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/criteo1tb_jax/trial_3/eval_measurements.csv
deleted file mode 100644
index 2ef3a2d70..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/criteo1tb_jax/trial_3/eval_measurements.csv
+++ /dev/null
@@ -1,8 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/criteo1tb_jax/trial_3/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/criteo1tb_jax/trial_3/measurements.csv
deleted file mode 100644
index 6799a6925..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/criteo1tb_jax/trial_3/measurements.csv
+++ /dev/null
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/criteo1tb_jax/trial_4/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/criteo1tb_jax/trial_4/eval_measurements.csv
deleted file mode 100644
index 62927b9e6..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/criteo1tb_jax/trial_4/eval_measurements.csv
+++ /dev/null
@@ -1,8 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/criteo1tb_jax/trial_4/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/criteo1tb_jax/trial_4/measurements.csv
deleted file mode 100644
index 4ecf2c75e..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/criteo1tb_jax/trial_4/measurements.csv
+++ /dev/null
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/criteo1tb_jax/trial_5/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/criteo1tb_jax/trial_5/eval_measurements.csv
deleted file mode 100644
index 6b7fd89d3..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/criteo1tb_jax/trial_5/eval_measurements.csv
+++ /dev/null
@@ -1,8 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/criteo1tb_jax/trial_5/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/criteo1tb_jax/trial_5/measurements.csv
deleted file mode 100644
index c8bd9561f..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/criteo1tb_jax/trial_5/measurements.csv
+++ /dev/null
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/fastmri_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/fastmri_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index c82ccdf44..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/fastmri_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,109 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/fastmri_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/fastmri_jax/trial_1/measurements.csv
deleted file mode 100644
index 1571c7811..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/fastmri_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,472 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/fastmri_jax/trial_2/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/fastmri_jax/trial_2/eval_measurements.csv
deleted file mode 100644
index bbce07937..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/fastmri_jax/trial_2/eval_measurements.csv
+++ /dev/null
@@ -1,107 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/fastmri_jax/trial_2/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/fastmri_jax/trial_2/measurements.csv
deleted file mode 100644
index 4c1d93a5e..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/fastmri_jax/trial_2/measurements.csv
+++ /dev/null
@@ -1,470 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/fastmri_jax/trial_3/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/fastmri_jax/trial_3/eval_measurements.csv
deleted file mode 100644
index 18949ab2c..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/fastmri_jax/trial_3/eval_measurements.csv
+++ /dev/null
@@ -1,109 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/fastmri_jax/trial_3/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/fastmri_jax/trial_3/measurements.csv
deleted file mode 100644
index dce9067da..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/fastmri_jax/trial_3/measurements.csv
+++ /dev/null
@@ -1,472 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/fastmri_jax/trial_4/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/fastmri_jax/trial_4/eval_measurements.csv
deleted file mode 100644
index fbb570f99..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/fastmri_jax/trial_4/eval_measurements.csv
+++ /dev/null
@@ -1,107 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/fastmri_jax/trial_4/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/fastmri_jax/trial_4/measurements.csv
deleted file mode 100644
index f92ed588c..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/fastmri_jax/trial_4/measurements.csv
+++ /dev/null
@@ -1,470 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/fastmri_jax/trial_5/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/fastmri_jax/trial_5/eval_measurements.csv
deleted file mode 100644
index e92c57aee..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/fastmri_jax/trial_5/eval_measurements.csv
+++ /dev/null
@@ -1,79 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/fastmri_jax/trial_5/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/fastmri_jax/trial_5/measurements.csv
deleted file mode 100644
index aab8402c0..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/fastmri_jax/trial_5/measurements.csv
+++ /dev/null
@@ -1,345 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_resnet_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_resnet_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index d8ebd30b3..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_resnet_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,125 +0,0 @@
-accumulated_eval_time,accumulated_logging_time,accumulated_submission_time,global_step,preemption_count,score,test/accuracy,test/loss,test/num_examples,total_duration,train/accuracy,train/loss,validation/accuracy,validation/loss,validation/num_examples
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_resnet_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_resnet_jax/trial_1/measurements.csv
deleted file mode 100644
index 871805a3e..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_resnet_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,1974 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_resnet_jax/trial_2/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_resnet_jax/trial_2/eval_measurements.csv
deleted file mode 100644
index adc75cd02..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_resnet_jax/trial_2/eval_measurements.csv
+++ /dev/null
@@ -1,125 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_resnet_jax/trial_2/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_resnet_jax/trial_2/measurements.csv
deleted file mode 100644
index 550facb75..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_resnet_jax/trial_2/measurements.csv
+++ /dev/null
@@ -1,1972 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_resnet_jax/trial_3/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_resnet_jax/trial_3/eval_measurements.csv
deleted file mode 100644
index f099c0711..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_resnet_jax/trial_3/eval_measurements.csv
+++ /dev/null
@@ -1,125 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_resnet_jax/trial_3/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_resnet_jax/trial_3/measurements.csv
deleted file mode 100644
index 09fcf8542..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_resnet_jax/trial_3/measurements.csv
+++ /dev/null
@@ -1,1975 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_resnet_jax/trial_4/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_resnet_jax/trial_4/eval_measurements.csv
deleted file mode 100644
index 3121d7186..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_resnet_jax/trial_4/eval_measurements.csv
+++ /dev/null
@@ -1,125 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_resnet_jax/trial_4/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_resnet_jax/trial_4/measurements.csv
deleted file mode 100644
index 8e736b065..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_resnet_jax/trial_4/measurements.csv
+++ /dev/null
@@ -1,1983 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_resnet_jax/trial_5/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_resnet_jax/trial_5/eval_measurements.csv
deleted file mode 100644
index 2cb560159..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_resnet_jax/trial_5/eval_measurements.csv
+++ /dev/null
@@ -1,125 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_resnet_jax/trial_5/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_resnet_jax/trial_5/measurements.csv
deleted file mode 100644
index 60446a8fb..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_resnet_jax/trial_5/measurements.csv
+++ /dev/null
@@ -1,1974 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_vit_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_vit_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index fb2032b76..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_vit_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,186 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_vit_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_vit_jax/trial_1/measurements.csv
deleted file mode 100644
index 1cf7beaf3..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_vit_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,1902 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_vit_jax/trial_2/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_vit_jax/trial_2/eval_measurements.csv
deleted file mode 100644
index dad28ab8c..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_vit_jax/trial_2/eval_measurements.csv
+++ /dev/null
@@ -1,186 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_vit_jax/trial_2/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_vit_jax/trial_2/measurements.csv
deleted file mode 100644
index e11f4b0cd..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_vit_jax/trial_2/measurements.csv
+++ /dev/null
@@ -1,1886 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_vit_jax/trial_3/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_vit_jax/trial_3/eval_measurements.csv
deleted file mode 100644
index c6448588a..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_vit_jax/trial_3/eval_measurements.csv
+++ /dev/null
@@ -1,186 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_vit_jax/trial_3/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_vit_jax/trial_3/measurements.csv
deleted file mode 100644
index 325c16d22..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_vit_jax/trial_3/measurements.csv
+++ /dev/null
@@ -1,1884 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_vit_jax/trial_4/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_vit_jax/trial_4/eval_measurements.csv
deleted file mode 100644
index b4e308d48..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_vit_jax/trial_4/eval_measurements.csv
+++ /dev/null
@@ -1,186 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_vit_jax/trial_4/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_vit_jax/trial_4/measurements.csv
deleted file mode 100644
index 2e34e1b31..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_vit_jax/trial_4/measurements.csv
+++ /dev/null
@@ -1,1881 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_vit_jax/trial_5/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_vit_jax/trial_5/eval_measurements.csv
deleted file mode 100644
index be4460f93..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_vit_jax/trial_5/eval_measurements.csv
+++ /dev/null
@@ -1,186 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_vit_jax/trial_5/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_vit_jax/trial_5/measurements.csv
deleted file mode 100644
index 5ee9888d4..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/imagenet_vit_jax/trial_5/measurements.csv
+++ /dev/null
@@ -1,1873 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_conformer_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_conformer_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index b9dcbb68f..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_conformer_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,44 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_conformer_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_conformer_jax/trial_1/measurements.csv
deleted file mode 100644
index 623977daf..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_conformer_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,769 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_conformer_jax/trial_2/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_conformer_jax/trial_2/eval_measurements.csv
deleted file mode 100644
index 5bedcbeed..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_conformer_jax/trial_2/eval_measurements.csv
+++ /dev/null
@@ -1,44 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_conformer_jax/trial_2/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_conformer_jax/trial_2/measurements.csv
deleted file mode 100644
index 1bd6b8e54..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_conformer_jax/trial_2/measurements.csv
+++ /dev/null
@@ -1,762 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_conformer_jax/trial_3/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_conformer_jax/trial_3/eval_measurements.csv
deleted file mode 100644
index 9b04a71ee..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_conformer_jax/trial_3/eval_measurements.csv
+++ /dev/null
@@ -1,44 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_conformer_jax/trial_3/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_conformer_jax/trial_3/measurements.csv
deleted file mode 100644
index 9fac7a28a..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_conformer_jax/trial_3/measurements.csv
+++ /dev/null
@@ -1,805 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_conformer_jax/trial_4/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_conformer_jax/trial_4/eval_measurements.csv
deleted file mode 100644
index ece91cdbf..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_conformer_jax/trial_4/eval_measurements.csv
+++ /dev/null
@@ -1,44 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_conformer_jax/trial_4/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_conformer_jax/trial_4/measurements.csv
deleted file mode 100644
index c66336a0f..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_conformer_jax/trial_4/measurements.csv
+++ /dev/null
@@ -1,819 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_conformer_jax/trial_5/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_conformer_jax/trial_5/eval_measurements.csv
deleted file mode 100644
index 3136fc9e3..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_conformer_jax/trial_5/eval_measurements.csv
+++ /dev/null
@@ -1,44 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_conformer_jax/trial_5/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_conformer_jax/trial_5/measurements.csv
deleted file mode 100644
index 79696073f..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_conformer_jax/trial_5/measurements.csv
+++ /dev/null
@@ -1,816 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_deepspeech_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_deepspeech_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index c80175410..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_deepspeech_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,30 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_deepspeech_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_deepspeech_jax/trial_1/measurements.csv
deleted file mode 100644
index a05b1bef6..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_deepspeech_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,511 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_deepspeech_jax/trial_2/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_deepspeech_jax/trial_2/eval_measurements.csv
deleted file mode 100644
index a43b566d9..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_deepspeech_jax/trial_2/eval_measurements.csv
+++ /dev/null
@@ -1,31 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_deepspeech_jax/trial_2/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_deepspeech_jax/trial_2/measurements.csv
deleted file mode 100644
index 668b8eb96..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_deepspeech_jax/trial_2/measurements.csv
+++ /dev/null
@@ -1,512 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_deepspeech_jax/trial_3/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_deepspeech_jax/trial_3/eval_measurements.csv
deleted file mode 100644
index ad1ef6c91..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_deepspeech_jax/trial_3/eval_measurements.csv
+++ /dev/null
@@ -1,31 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_deepspeech_jax/trial_3/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_deepspeech_jax/trial_3/measurements.csv
deleted file mode 100644
index 03731ba41..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_deepspeech_jax/trial_3/measurements.csv
+++ /dev/null
@@ -1,512 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_deepspeech_jax/trial_4/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_deepspeech_jax/trial_4/eval_measurements.csv
deleted file mode 100644
index 996ff941d..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_deepspeech_jax/trial_4/eval_measurements.csv
+++ /dev/null
@@ -1,31 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_deepspeech_jax/trial_4/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_deepspeech_jax/trial_4/measurements.csv
deleted file mode 100644
index 20866ccc9..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_deepspeech_jax/trial_4/measurements.csv
+++ /dev/null
@@ -1,512 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_deepspeech_jax/trial_5/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_deepspeech_jax/trial_5/eval_measurements.csv
deleted file mode 100644
index b655511da..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_deepspeech_jax/trial_5/eval_measurements.csv
+++ /dev/null
@@ -1,31 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_deepspeech_jax/trial_5/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_deepspeech_jax/trial_5/measurements.csv
deleted file mode 100644
index ce457c209..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/librispeech_deepspeech_jax/trial_5/measurements.csv
+++ /dev/null
@@ -1,512 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/ogbg_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/ogbg_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index bd9e8834e..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/ogbg_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,78 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/ogbg_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/ogbg_jax/trial_1/measurements.csv
deleted file mode 100644
index e78b2a447..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/ogbg_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,659 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/ogbg_jax/trial_2/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/ogbg_jax/trial_2/eval_measurements.csv
deleted file mode 100644
index 3cf68f2d7..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/ogbg_jax/trial_2/eval_measurements.csv
+++ /dev/null
@@ -1,78 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/ogbg_jax/trial_2/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/ogbg_jax/trial_2/measurements.csv
deleted file mode 100644
index 03ea3ece1..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/ogbg_jax/trial_2/measurements.csv
+++ /dev/null
@@ -1,653 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/ogbg_jax/trial_3/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/ogbg_jax/trial_3/eval_measurements.csv
deleted file mode 100644
index 9e6edc4ef..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/ogbg_jax/trial_3/eval_measurements.csv
+++ /dev/null
@@ -1,78 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/ogbg_jax/trial_3/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/ogbg_jax/trial_3/measurements.csv
deleted file mode 100644
index 527527f93..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/ogbg_jax/trial_3/measurements.csv
+++ /dev/null
@@ -1,655 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/ogbg_jax/trial_4/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/ogbg_jax/trial_4/eval_measurements.csv
deleted file mode 100644
index 286b4ff04..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/ogbg_jax/trial_4/eval_measurements.csv
+++ /dev/null
@@ -1,78 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/ogbg_jax/trial_4/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/ogbg_jax/trial_4/measurements.csv
deleted file mode 100644
index 92312e895..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/ogbg_jax/trial_4/measurements.csv
+++ /dev/null
@@ -1,661 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/ogbg_jax/trial_5/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/ogbg_jax/trial_5/eval_measurements.csv
deleted file mode 100644
index 7c9ffaa0b..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/ogbg_jax/trial_5/eval_measurements.csv
+++ /dev/null
@@ -1,78 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/ogbg_jax/trial_5/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/ogbg_jax/trial_5/measurements.csv
deleted file mode 100644
index 64438963d..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/ogbg_jax/trial_5/measurements.csv
+++ /dev/null
@@ -1,661 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/wmt_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/wmt_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index 3e1e3e3e6..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/wmt_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,58 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/wmt_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/wmt_jax/trial_1/measurements.csv
deleted file mode 100644
index 786210cb7..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/wmt_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,1393 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/wmt_jax/trial_2/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/wmt_jax/trial_2/eval_measurements.csv
deleted file mode 100644
index d137f2ada..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/wmt_jax/trial_2/eval_measurements.csv
+++ /dev/null
@@ -1,58 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/wmt_jax/trial_2/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/wmt_jax/trial_2/measurements.csv
deleted file mode 100644
index 018cb4569..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/wmt_jax/trial_2/measurements.csv
+++ /dev/null
@@ -1,1393 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/wmt_jax/trial_3/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/wmt_jax/trial_3/eval_measurements.csv
deleted file mode 100644
index f06a0617f..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/wmt_jax/trial_3/eval_measurements.csv
+++ /dev/null
@@ -1,58 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/wmt_jax/trial_3/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/wmt_jax/trial_3/measurements.csv
deleted file mode 100644
index 5661e0948..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/wmt_jax/trial_3/measurements.csv
+++ /dev/null
@@ -1,1393 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/wmt_jax/trial_4/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/wmt_jax/trial_4/eval_measurements.csv
deleted file mode 100644
index 3dfa4aebd..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/wmt_jax/trial_4/eval_measurements.csv
+++ /dev/null
@@ -1,58 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/wmt_jax/trial_4/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/wmt_jax/trial_4/measurements.csv
deleted file mode 100644
index ab5b558e0..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/wmt_jax/trial_4/measurements.csv
+++ /dev/null
@@ -1,1393 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/wmt_jax/trial_5/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/wmt_jax/trial_5/eval_measurements.csv
deleted file mode 100644
index 92dbf3e3d..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/wmt_jax/trial_5/eval_measurements.csv
+++ /dev/null
@@ -1,59 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/wmt_jax/trial_5/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/wmt_jax/trial_5/measurements.csv
deleted file mode 100644
index b123e54e8..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_1/wmt_jax/trial_5/measurements.csv
+++ /dev/null
@@ -1,1394 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/criteo1tb_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/criteo1tb_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index 5e3115b38..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/criteo1tb_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,8 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/criteo1tb_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/criteo1tb_jax/trial_1/measurements.csv
deleted file mode 100644
index 9e5bc2c5e..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/criteo1tb_jax/trial_1/measurements.csv
+++ /dev/null
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/criteo1tb_jax/trial_2/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/criteo1tb_jax/trial_2/eval_measurements.csv
deleted file mode 100644
index b6cf71ebe..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/criteo1tb_jax/trial_2/eval_measurements.csv
+++ /dev/null
@@ -1,8 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/criteo1tb_jax/trial_2/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/criteo1tb_jax/trial_2/measurements.csv
deleted file mode 100644
index cd5354e73..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/criteo1tb_jax/trial_2/measurements.csv
+++ /dev/null
@@ -1,106 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/criteo1tb_jax/trial_3/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/criteo1tb_jax/trial_3/eval_measurements.csv
deleted file mode 100644
index bcb03c5eb..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/criteo1tb_jax/trial_3/eval_measurements.csv
+++ /dev/null
@@ -1,8 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/criteo1tb_jax/trial_3/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/criteo1tb_jax/trial_3/measurements.csv
deleted file mode 100644
index 85fa5ccf7..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/criteo1tb_jax/trial_3/measurements.csv
+++ /dev/null
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/criteo1tb_jax/trial_4/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/criteo1tb_jax/trial_4/eval_measurements.csv
deleted file mode 100644
index 218fdc7bc..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/criteo1tb_jax/trial_4/eval_measurements.csv
+++ /dev/null
@@ -1,8 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/criteo1tb_jax/trial_4/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/criteo1tb_jax/trial_4/measurements.csv
deleted file mode 100644
index 89b97ab5d..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/criteo1tb_jax/trial_4/measurements.csv
+++ /dev/null
@@ -1,97 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/criteo1tb_jax/trial_5/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/criteo1tb_jax/trial_5/eval_measurements.csv
deleted file mode 100644
index c5ac241e4..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/criteo1tb_jax/trial_5/eval_measurements.csv
+++ /dev/null
@@ -1,8 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/criteo1tb_jax/trial_5/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/criteo1tb_jax/trial_5/measurements.csv
deleted file mode 100644
index 71a9512a7..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/criteo1tb_jax/trial_5/measurements.csv
+++ /dev/null
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/fastmri_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/fastmri_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index ba272da3c..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/fastmri_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,108 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/fastmri_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/fastmri_jax/trial_1/measurements.csv
deleted file mode 100644
index 1f85576c8..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/fastmri_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,471 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/fastmri_jax/trial_2/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/fastmri_jax/trial_2/eval_measurements.csv
deleted file mode 100644
index 1f41ec132..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/fastmri_jax/trial_2/eval_measurements.csv
+++ /dev/null
@@ -1,108 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/fastmri_jax/trial_2/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/fastmri_jax/trial_2/measurements.csv
deleted file mode 100644
index e359653a2..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/fastmri_jax/trial_2/measurements.csv
+++ /dev/null
@@ -1,471 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/fastmri_jax/trial_3/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/fastmri_jax/trial_3/eval_measurements.csv
deleted file mode 100644
index e91a5a15e..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/fastmri_jax/trial_3/eval_measurements.csv
+++ /dev/null
@@ -1,107 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/fastmri_jax/trial_3/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/fastmri_jax/trial_3/measurements.csv
deleted file mode 100644
index 1ed5698a2..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/fastmri_jax/trial_3/measurements.csv
+++ /dev/null
@@ -1,470 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/fastmri_jax/trial_4/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/fastmri_jax/trial_4/eval_measurements.csv
deleted file mode 100644
index 13203c4a2..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/fastmri_jax/trial_4/eval_measurements.csv
+++ /dev/null
@@ -1,108 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/fastmri_jax/trial_4/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/fastmri_jax/trial_4/measurements.csv
deleted file mode 100644
index 0ea61bfeb..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/fastmri_jax/trial_4/measurements.csv
+++ /dev/null
@@ -1,471 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/fastmri_jax/trial_5/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/fastmri_jax/trial_5/eval_measurements.csv
deleted file mode 100644
index 71f4f659a..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/fastmri_jax/trial_5/eval_measurements.csv
+++ /dev/null
@@ -1,83 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/fastmri_jax/trial_5/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/fastmri_jax/trial_5/measurements.csv
deleted file mode 100644
index def5fc036..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/fastmri_jax/trial_5/measurements.csv
+++ /dev/null
@@ -1,363 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_resnet_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_resnet_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index 488c994ee..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_resnet_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,125 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_resnet_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_resnet_jax/trial_1/measurements.csv
deleted file mode 100644
index 210e3ca8b..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_resnet_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,1982 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_resnet_jax/trial_2/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_resnet_jax/trial_2/eval_measurements.csv
deleted file mode 100644
index dc0b6ae88..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_resnet_jax/trial_2/eval_measurements.csv
+++ /dev/null
@@ -1,125 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_resnet_jax/trial_2/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_resnet_jax/trial_2/measurements.csv
deleted file mode 100644
index 8a89bb066..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_resnet_jax/trial_2/measurements.csv
+++ /dev/null
@@ -1,1979 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_resnet_jax/trial_3/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_resnet_jax/trial_3/eval_measurements.csv
deleted file mode 100644
index bd94c886b..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_resnet_jax/trial_3/eval_measurements.csv
+++ /dev/null
@@ -1,125 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_resnet_jax/trial_3/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_resnet_jax/trial_3/measurements.csv
deleted file mode 100644
index c466618bb..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_resnet_jax/trial_3/measurements.csv
+++ /dev/null
@@ -1,1984 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_resnet_jax/trial_4/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_resnet_jax/trial_4/eval_measurements.csv
deleted file mode 100644
index 48c25392b..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_resnet_jax/trial_4/eval_measurements.csv
+++ /dev/null
@@ -1,125 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_resnet_jax/trial_4/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_resnet_jax/trial_4/measurements.csv
deleted file mode 100644
index aad9915e0..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_resnet_jax/trial_4/measurements.csv
+++ /dev/null
@@ -1,1992 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_resnet_jax/trial_5/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_resnet_jax/trial_5/eval_measurements.csv
deleted file mode 100644
index bb1571bef..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_resnet_jax/trial_5/eval_measurements.csv
+++ /dev/null
@@ -1,125 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_resnet_jax/trial_5/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_resnet_jax/trial_5/measurements.csv
deleted file mode 100644
index c101362b7..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_resnet_jax/trial_5/measurements.csv
+++ /dev/null
@@ -1,1982 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_vit_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_vit_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index e8da8c0b2..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_vit_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,186 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_vit_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_vit_jax/trial_1/measurements.csv
deleted file mode 100644
index 290748920..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_vit_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,1894 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_vit_jax/trial_2/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_vit_jax/trial_2/eval_measurements.csv
deleted file mode 100644
index 8652db09d..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_vit_jax/trial_2/eval_measurements.csv
+++ /dev/null
@@ -1,186 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_vit_jax/trial_2/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_vit_jax/trial_2/measurements.csv
deleted file mode 100644
index 7f132061d..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_vit_jax/trial_2/measurements.csv
+++ /dev/null
@@ -1,1885 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_vit_jax/trial_3/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_vit_jax/trial_3/eval_measurements.csv
deleted file mode 100644
index 8847b8fd4..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_vit_jax/trial_3/eval_measurements.csv
+++ /dev/null
@@ -1,186 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_vit_jax/trial_3/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_vit_jax/trial_3/measurements.csv
deleted file mode 100644
index 72e637f69..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_vit_jax/trial_3/measurements.csv
+++ /dev/null
@@ -1,1883 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_vit_jax/trial_4/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_vit_jax/trial_4/eval_measurements.csv
deleted file mode 100644
index 85c4bec90..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_vit_jax/trial_4/eval_measurements.csv
+++ /dev/null
@@ -1,186 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_vit_jax/trial_4/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_vit_jax/trial_4/measurements.csv
deleted file mode 100644
index 91799d3a8..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_vit_jax/trial_4/measurements.csv
+++ /dev/null
@@ -1,1877 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_vit_jax/trial_5/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_vit_jax/trial_5/eval_measurements.csv
deleted file mode 100644
index 962686b06..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_vit_jax/trial_5/eval_measurements.csv
+++ /dev/null
@@ -1,186 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_vit_jax/trial_5/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_vit_jax/trial_5/measurements.csv
deleted file mode 100644
index 5c3126177..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/imagenet_vit_jax/trial_5/measurements.csv
+++ /dev/null
@@ -1,1850 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_conformer_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_conformer_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index f6e47206d..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_conformer_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,44 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_conformer_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_conformer_jax/trial_1/measurements.csv
deleted file mode 100644
index 5f0e32734..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_conformer_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,775 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_conformer_jax/trial_2/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_conformer_jax/trial_2/eval_measurements.csv
deleted file mode 100644
index 81e14e007..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_conformer_jax/trial_2/eval_measurements.csv
+++ /dev/null
@@ -1,44 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_conformer_jax/trial_2/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_conformer_jax/trial_2/measurements.csv
deleted file mode 100644
index 1274776f1..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_conformer_jax/trial_2/measurements.csv
+++ /dev/null
@@ -1,767 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_conformer_jax/trial_3/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_conformer_jax/trial_3/eval_measurements.csv
deleted file mode 100644
index 220242459..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_conformer_jax/trial_3/eval_measurements.csv
+++ /dev/null
@@ -1,44 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_conformer_jax/trial_3/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_conformer_jax/trial_3/measurements.csv
deleted file mode 100644
index 5e761d637..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_conformer_jax/trial_3/measurements.csv
+++ /dev/null
@@ -1,811 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_conformer_jax/trial_4/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_conformer_jax/trial_4/eval_measurements.csv
deleted file mode 100644
index b209b510f..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_conformer_jax/trial_4/eval_measurements.csv
+++ /dev/null
@@ -1,44 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_conformer_jax/trial_4/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_conformer_jax/trial_4/measurements.csv
deleted file mode 100644
index 7923aa668..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_conformer_jax/trial_4/measurements.csv
+++ /dev/null
@@ -1,829 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_conformer_jax/trial_5/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_conformer_jax/trial_5/eval_measurements.csv
deleted file mode 100644
index 4dead2938..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_conformer_jax/trial_5/eval_measurements.csv
+++ /dev/null
@@ -1,44 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_conformer_jax/trial_5/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_conformer_jax/trial_5/measurements.csv
deleted file mode 100644
index 5fca84222..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_conformer_jax/trial_5/measurements.csv
+++ /dev/null
@@ -1,824 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_deepspeech_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_deepspeech_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index ea33dfa61..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_deepspeech_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,30 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_deepspeech_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_deepspeech_jax/trial_1/measurements.csv
deleted file mode 100644
index 73ffc5731..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_deepspeech_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,511 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_deepspeech_jax/trial_2/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_deepspeech_jax/trial_2/eval_measurements.csv
deleted file mode 100644
index 1ff031863..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_deepspeech_jax/trial_2/eval_measurements.csv
+++ /dev/null
@@ -1,30 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_deepspeech_jax/trial_2/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_deepspeech_jax/trial_2/measurements.csv
deleted file mode 100644
index 628661d06..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_deepspeech_jax/trial_2/measurements.csv
+++ /dev/null
@@ -1,511 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_deepspeech_jax/trial_3/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_deepspeech_jax/trial_3/eval_measurements.csv
deleted file mode 100644
index 88119f34f..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_deepspeech_jax/trial_3/eval_measurements.csv
+++ /dev/null
@@ -1,31 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_deepspeech_jax/trial_3/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_deepspeech_jax/trial_3/measurements.csv
deleted file mode 100644
index c074618cf..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_deepspeech_jax/trial_3/measurements.csv
+++ /dev/null
@@ -1,512 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_deepspeech_jax/trial_4/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_deepspeech_jax/trial_4/eval_measurements.csv
deleted file mode 100644
index ba3258140..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_deepspeech_jax/trial_4/eval_measurements.csv
+++ /dev/null
@@ -1,31 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_deepspeech_jax/trial_4/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_deepspeech_jax/trial_4/measurements.csv
deleted file mode 100644
index ef7af3bef..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_deepspeech_jax/trial_4/measurements.csv
+++ /dev/null
@@ -1,512 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_deepspeech_jax/trial_5/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_deepspeech_jax/trial_5/eval_measurements.csv
deleted file mode 100644
index ae26575b0..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_deepspeech_jax/trial_5/eval_measurements.csv
+++ /dev/null
@@ -1,31 +0,0 @@
-accumulated_eval_time,accumulated_logging_time,accumulated_submission_time,global_step,preemption_count,score,test/ctc_loss,test/num_examples,test/wer,total_duration,train/ctc_loss,train/wer,validation/ctc_loss,validation/num_examples,validation/wer
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_deepspeech_jax/trial_5/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_deepspeech_jax/trial_5/measurements.csv
deleted file mode 100644
index 5448bdc50..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/librispeech_deepspeech_jax/trial_5/measurements.csv
+++ /dev/null
@@ -1,512 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/ogbg_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/ogbg_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index 8f191ae7e..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/ogbg_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,78 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/ogbg_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/ogbg_jax/trial_1/measurements.csv
deleted file mode 100644
index cad639751..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/ogbg_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,656 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/ogbg_jax/trial_2/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/ogbg_jax/trial_2/eval_measurements.csv
deleted file mode 100644
index 1878d8305..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/ogbg_jax/trial_2/eval_measurements.csv
+++ /dev/null
@@ -1,78 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/ogbg_jax/trial_2/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/ogbg_jax/trial_2/measurements.csv
deleted file mode 100644
index e9943dd3c..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/ogbg_jax/trial_2/measurements.csv
+++ /dev/null
@@ -1,655 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/ogbg_jax/trial_3/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/ogbg_jax/trial_3/eval_measurements.csv
deleted file mode 100644
index 134cdaa27..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/ogbg_jax/trial_3/eval_measurements.csv
+++ /dev/null
@@ -1,78 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/ogbg_jax/trial_3/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/ogbg_jax/trial_3/measurements.csv
deleted file mode 100644
index 7f315d38b..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/ogbg_jax/trial_3/measurements.csv
+++ /dev/null
@@ -1,658 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/ogbg_jax/trial_4/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/ogbg_jax/trial_4/eval_measurements.csv
deleted file mode 100644
index 5f111d106..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/ogbg_jax/trial_4/eval_measurements.csv
+++ /dev/null
@@ -1,78 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/ogbg_jax/trial_4/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/ogbg_jax/trial_4/measurements.csv
deleted file mode 100644
index b675b074b..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/ogbg_jax/trial_4/measurements.csv
+++ /dev/null
@@ -1,662 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/ogbg_jax/trial_5/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/ogbg_jax/trial_5/eval_measurements.csv
deleted file mode 100644
index f4d4d47c9..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/ogbg_jax/trial_5/eval_measurements.csv
+++ /dev/null
@@ -1,78 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/ogbg_jax/trial_5/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/ogbg_jax/trial_5/measurements.csv
deleted file mode 100644
index 2fca571a5..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/ogbg_jax/trial_5/measurements.csv
+++ /dev/null
@@ -1,659 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/wmt_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/wmt_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index 7f2f2b8cc..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/wmt_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,58 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/wmt_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/wmt_jax/trial_1/measurements.csv
deleted file mode 100644
index 44abffe83..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/wmt_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,1393 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/wmt_jax/trial_2/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/wmt_jax/trial_2/eval_measurements.csv
deleted file mode 100644
index ddf86a796..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/wmt_jax/trial_2/eval_measurements.csv
+++ /dev/null
@@ -1,58 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/wmt_jax/trial_2/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/wmt_jax/trial_2/measurements.csv
deleted file mode 100644
index 5c4a71193..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/wmt_jax/trial_2/measurements.csv
+++ /dev/null
@@ -1,1393 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/wmt_jax/trial_3/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/wmt_jax/trial_3/eval_measurements.csv
deleted file mode 100644
index f1cdc68b1..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/wmt_jax/trial_3/eval_measurements.csv
+++ /dev/null
@@ -1,58 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/wmt_jax/trial_3/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/wmt_jax/trial_3/measurements.csv
deleted file mode 100644
index 2316989ae..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/wmt_jax/trial_3/measurements.csv
+++ /dev/null
@@ -1,1393 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/wmt_jax/trial_4/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/wmt_jax/trial_4/eval_measurements.csv
deleted file mode 100644
index 6428375c2..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/wmt_jax/trial_4/eval_measurements.csv
+++ /dev/null
@@ -1,58 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/wmt_jax/trial_4/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/wmt_jax/trial_4/measurements.csv
deleted file mode 100644
index 6c362deec..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/wmt_jax/trial_4/measurements.csv
+++ /dev/null
@@ -1,1393 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/wmt_jax/trial_5/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/wmt_jax/trial_5/eval_measurements.csv
deleted file mode 100644
index f2503dd0a..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/wmt_jax/trial_5/eval_measurements.csv
+++ /dev/null
@@ -1,59 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/wmt_jax/trial_5/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/wmt_jax/trial_5/measurements.csv
deleted file mode 100644
index b97959b60..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_2/wmt_jax/trial_5/measurements.csv
+++ /dev/null
@@ -1,1394 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/criteo1tb_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/criteo1tb_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index 9cd4df208..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/criteo1tb_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,8 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/criteo1tb_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/criteo1tb_jax/trial_1/measurements.csv
deleted file mode 100644
index 176ae62ba..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/criteo1tb_jax/trial_1/measurements.csv
+++ /dev/null
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/criteo1tb_jax/trial_2/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/criteo1tb_jax/trial_2/eval_measurements.csv
deleted file mode 100644
index cb7ad9c4e..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/criteo1tb_jax/trial_2/eval_measurements.csv
+++ /dev/null
@@ -1,8 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/criteo1tb_jax/trial_2/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/criteo1tb_jax/trial_2/measurements.csv
deleted file mode 100644
index ed324dada..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/criteo1tb_jax/trial_2/measurements.csv
+++ /dev/null
@@ -1,103 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/criteo1tb_jax/trial_3/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/criteo1tb_jax/trial_3/eval_measurements.csv
deleted file mode 100644
index cfc3a5391..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/criteo1tb_jax/trial_3/eval_measurements.csv
+++ /dev/null
@@ -1,8 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/criteo1tb_jax/trial_3/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/criteo1tb_jax/trial_3/measurements.csv
deleted file mode 100644
index 3ad36c178..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/criteo1tb_jax/trial_3/measurements.csv
+++ /dev/null
@@ -1,103 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/criteo1tb_jax/trial_4/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/criteo1tb_jax/trial_4/eval_measurements.csv
deleted file mode 100644
index e02300999..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/criteo1tb_jax/trial_4/eval_measurements.csv
+++ /dev/null
@@ -1,8 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/criteo1tb_jax/trial_4/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/criteo1tb_jax/trial_4/measurements.csv
deleted file mode 100644
index 547d5fe4a..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/criteo1tb_jax/trial_4/measurements.csv
+++ /dev/null
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/criteo1tb_jax/trial_5/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/criteo1tb_jax/trial_5/eval_measurements.csv
deleted file mode 100644
index 0b1fca425..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/criteo1tb_jax/trial_5/eval_measurements.csv
+++ /dev/null
@@ -1,8 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/criteo1tb_jax/trial_5/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/criteo1tb_jax/trial_5/measurements.csv
deleted file mode 100644
index c7ee69601..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/criteo1tb_jax/trial_5/measurements.csv
+++ /dev/null
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/fastmri_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/fastmri_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index 7f319eab5..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/fastmri_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,108 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/fastmri_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/fastmri_jax/trial_1/measurements.csv
deleted file mode 100644
index 08c51b152..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/fastmri_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,471 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/fastmri_jax/trial_2/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/fastmri_jax/trial_2/eval_measurements.csv
deleted file mode 100644
index aa5354711..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/fastmri_jax/trial_2/eval_measurements.csv
+++ /dev/null
@@ -1,107 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/fastmri_jax/trial_2/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/fastmri_jax/trial_2/measurements.csv
deleted file mode 100644
index 12288e868..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/fastmri_jax/trial_2/measurements.csv
+++ /dev/null
@@ -1,470 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/fastmri_jax/trial_3/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/fastmri_jax/trial_3/eval_measurements.csv
deleted file mode 100644
index 4a7a5a9af..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/fastmri_jax/trial_3/eval_measurements.csv
+++ /dev/null
@@ -1,108 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/fastmri_jax/trial_3/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/fastmri_jax/trial_3/measurements.csv
deleted file mode 100644
index 7d6a91719..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/fastmri_jax/trial_3/measurements.csv
+++ /dev/null
@@ -1,471 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/fastmri_jax/trial_4/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/fastmri_jax/trial_4/eval_measurements.csv
deleted file mode 100644
index d0bdd8d43..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/fastmri_jax/trial_4/eval_measurements.csv
+++ /dev/null
@@ -1,107 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/fastmri_jax/trial_4/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/fastmri_jax/trial_4/measurements.csv
deleted file mode 100644
index acd02c47a..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/fastmri_jax/trial_4/measurements.csv
+++ /dev/null
@@ -1,470 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/fastmri_jax/trial_5/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/fastmri_jax/trial_5/eval_measurements.csv
deleted file mode 100644
index 6f5d45dca..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/fastmri_jax/trial_5/eval_measurements.csv
+++ /dev/null
@@ -1,70 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/fastmri_jax/trial_5/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/fastmri_jax/trial_5/measurements.csv
deleted file mode 100644
index b2c2ae267..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/fastmri_jax/trial_5/measurements.csv
+++ /dev/null
@@ -1,304 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_resnet_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_resnet_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index eeba17d94..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_resnet_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,126 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_resnet_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_resnet_jax/trial_1/measurements.csv
deleted file mode 100644
index ec8a28c75..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_resnet_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,1994 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_resnet_jax/trial_2/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_resnet_jax/trial_2/eval_measurements.csv
deleted file mode 100644
index e020d43ff..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_resnet_jax/trial_2/eval_measurements.csv
+++ /dev/null
@@ -1,126 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_resnet_jax/trial_2/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_resnet_jax/trial_2/measurements.csv
deleted file mode 100644
index 14a772499..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_resnet_jax/trial_2/measurements.csv
+++ /dev/null
@@ -1,1994 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_resnet_jax/trial_3/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_resnet_jax/trial_3/eval_measurements.csv
deleted file mode 100644
index 90ed4f875..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_resnet_jax/trial_3/eval_measurements.csv
+++ /dev/null
@@ -1,126 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_resnet_jax/trial_3/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_resnet_jax/trial_3/measurements.csv
deleted file mode 100644
index fbc699b69..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_resnet_jax/trial_3/measurements.csv
+++ /dev/null
@@ -1,1994 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_resnet_jax/trial_4/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_resnet_jax/trial_4/eval_measurements.csv
deleted file mode 100644
index d885f36c8..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_resnet_jax/trial_4/eval_measurements.csv
+++ /dev/null
@@ -1,125 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_resnet_jax/trial_4/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_resnet_jax/trial_4/measurements.csv
deleted file mode 100644
index 829e4ae79..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_resnet_jax/trial_4/measurements.csv
+++ /dev/null
@@ -1,1993 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_resnet_jax/trial_5/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_resnet_jax/trial_5/eval_measurements.csv
deleted file mode 100644
index dc54f10ae..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_resnet_jax/trial_5/eval_measurements.csv
+++ /dev/null
@@ -1,126 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_resnet_jax/trial_5/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_resnet_jax/trial_5/measurements.csv
deleted file mode 100644
index 17ea35658..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_resnet_jax/trial_5/measurements.csv
+++ /dev/null
@@ -1,1994 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_vit_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_vit_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index d2c178c81..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_vit_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,186 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_vit_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_vit_jax/trial_1/measurements.csv
deleted file mode 100644
index f6cc36ad5..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_vit_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,1890 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_vit_jax/trial_2/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_vit_jax/trial_2/eval_measurements.csv
deleted file mode 100644
index 0a9816016..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_vit_jax/trial_2/eval_measurements.csv
+++ /dev/null
@@ -1,186 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_vit_jax/trial_2/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_vit_jax/trial_2/measurements.csv
deleted file mode 100644
index 395d1f341..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_vit_jax/trial_2/measurements.csv
+++ /dev/null
@@ -1,1877 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_vit_jax/trial_3/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_vit_jax/trial_3/eval_measurements.csv
deleted file mode 100644
index 857e95a00..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_vit_jax/trial_3/eval_measurements.csv
+++ /dev/null
@@ -1,186 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_vit_jax/trial_3/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_vit_jax/trial_3/measurements.csv
deleted file mode 100644
index 637aa29ab..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_vit_jax/trial_3/measurements.csv
+++ /dev/null
@@ -1,1874 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_vit_jax/trial_4/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_vit_jax/trial_4/eval_measurements.csv
deleted file mode 100644
index 18773aff5..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_vit_jax/trial_4/eval_measurements.csv
+++ /dev/null
@@ -1,186 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_vit_jax/trial_4/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_vit_jax/trial_4/measurements.csv
deleted file mode 100644
index b29a444d1..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_vit_jax/trial_4/measurements.csv
+++ /dev/null
@@ -1,1861 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_vit_jax/trial_5/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_vit_jax/trial_5/eval_measurements.csv
deleted file mode 100644
index 0a6a9a1e1..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_vit_jax/trial_5/eval_measurements.csv
+++ /dev/null
@@ -1,186 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_vit_jax/trial_5/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_vit_jax/trial_5/measurements.csv
deleted file mode 100644
index b792c0103..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/imagenet_vit_jax/trial_5/measurements.csv
+++ /dev/null
@@ -1,1841 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_conformer_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_conformer_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index 4e8369c5f..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_conformer_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,44 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_conformer_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_conformer_jax/trial_1/measurements.csv
deleted file mode 100644
index 104eb3b96..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_conformer_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,840 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_conformer_jax/trial_2/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_conformer_jax/trial_2/eval_measurements.csv
deleted file mode 100644
index 54f80fd7d..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_conformer_jax/trial_2/eval_measurements.csv
+++ /dev/null
@@ -1,44 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_conformer_jax/trial_2/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_conformer_jax/trial_2/measurements.csv
deleted file mode 100644
index a506bcc5a..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_conformer_jax/trial_2/measurements.csv
+++ /dev/null
@@ -1,837 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_conformer_jax/trial_3/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_conformer_jax/trial_3/eval_measurements.csv
deleted file mode 100644
index 553970086..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_conformer_jax/trial_3/eval_measurements.csv
+++ /dev/null
@@ -1,44 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_conformer_jax/trial_3/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_conformer_jax/trial_3/measurements.csv
deleted file mode 100644
index 86ad2a527..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_conformer_jax/trial_3/measurements.csv
+++ /dev/null
@@ -1,839 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_conformer_jax/trial_4/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_conformer_jax/trial_4/eval_measurements.csv
deleted file mode 100644
index b35308b73..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_conformer_jax/trial_4/eval_measurements.csv
+++ /dev/null
@@ -1,44 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_conformer_jax/trial_4/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_conformer_jax/trial_4/measurements.csv
deleted file mode 100644
index 9acbb87c6..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_conformer_jax/trial_4/measurements.csv
+++ /dev/null
@@ -1,838 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_conformer_jax/trial_5/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_conformer_jax/trial_5/eval_measurements.csv
deleted file mode 100644
index eac72919e..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_conformer_jax/trial_5/eval_measurements.csv
+++ /dev/null
@@ -1,44 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_conformer_jax/trial_5/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_conformer_jax/trial_5/measurements.csv
deleted file mode 100644
index 584646241..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_conformer_jax/trial_5/measurements.csv
+++ /dev/null
@@ -1,836 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_deepspeech_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_deepspeech_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index ac32fde7d..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_deepspeech_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,29 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_deepspeech_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_deepspeech_jax/trial_1/measurements.csv
deleted file mode 100644
index 7da290c51..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_deepspeech_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,510 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_deepspeech_jax/trial_2/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_deepspeech_jax/trial_2/eval_measurements.csv
deleted file mode 100644
index 2645b46e3..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_deepspeech_jax/trial_2/eval_measurements.csv
+++ /dev/null
@@ -1,29 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_deepspeech_jax/trial_2/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_deepspeech_jax/trial_2/measurements.csv
deleted file mode 100644
index 7c969378b..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_deepspeech_jax/trial_2/measurements.csv
+++ /dev/null
@@ -1,510 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_deepspeech_jax/trial_3/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_deepspeech_jax/trial_3/eval_measurements.csv
deleted file mode 100644
index f0330b035..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_deepspeech_jax/trial_3/eval_measurements.csv
+++ /dev/null
@@ -1,28 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_deepspeech_jax/trial_3/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_deepspeech_jax/trial_3/measurements.csv
deleted file mode 100644
index fab654e0a..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_deepspeech_jax/trial_3/measurements.csv
+++ /dev/null
@@ -1,509 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_deepspeech_jax/trial_4/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_deepspeech_jax/trial_4/eval_measurements.csv
deleted file mode 100644
index 9afd2fd94..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_deepspeech_jax/trial_4/eval_measurements.csv
+++ /dev/null
@@ -1,28 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_deepspeech_jax/trial_4/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_deepspeech_jax/trial_4/measurements.csv
deleted file mode 100644
index e07d5f562..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_deepspeech_jax/trial_4/measurements.csv
+++ /dev/null
@@ -1,509 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_deepspeech_jax/trial_5/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_deepspeech_jax/trial_5/eval_measurements.csv
deleted file mode 100644
index abcfcdd32..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_deepspeech_jax/trial_5/eval_measurements.csv
+++ /dev/null
@@ -1,28 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_deepspeech_jax/trial_5/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_deepspeech_jax/trial_5/measurements.csv
deleted file mode 100644
index 85729560a..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/librispeech_deepspeech_jax/trial_5/measurements.csv
+++ /dev/null
@@ -1,509 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/ogbg_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/ogbg_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index 0394232f9..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/ogbg_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,78 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/ogbg_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/ogbg_jax/trial_1/measurements.csv
deleted file mode 100644
index 87c0e349a..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/ogbg_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,653 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/ogbg_jax/trial_2/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/ogbg_jax/trial_2/eval_measurements.csv
deleted file mode 100644
index a745b9543..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/ogbg_jax/trial_2/eval_measurements.csv
+++ /dev/null
@@ -1,78 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/ogbg_jax/trial_2/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/ogbg_jax/trial_2/measurements.csv
deleted file mode 100644
index f2c116c35..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/ogbg_jax/trial_2/measurements.csv
+++ /dev/null
@@ -1,647 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/ogbg_jax/trial_3/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/ogbg_jax/trial_3/eval_measurements.csv
deleted file mode 100644
index 2c3204fc8..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/ogbg_jax/trial_3/eval_measurements.csv
+++ /dev/null
@@ -1,78 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/ogbg_jax/trial_3/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/ogbg_jax/trial_3/measurements.csv
deleted file mode 100644
index b840f6019..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/ogbg_jax/trial_3/measurements.csv
+++ /dev/null
@@ -1,652 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/ogbg_jax/trial_4/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/ogbg_jax/trial_4/eval_measurements.csv
deleted file mode 100644
index 87d05f72c..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/ogbg_jax/trial_4/eval_measurements.csv
+++ /dev/null
@@ -1,78 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/ogbg_jax/trial_4/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/ogbg_jax/trial_4/measurements.csv
deleted file mode 100644
index b6954ad64..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/ogbg_jax/trial_4/measurements.csv
+++ /dev/null
@@ -1,654 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/ogbg_jax/trial_5/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/ogbg_jax/trial_5/eval_measurements.csv
deleted file mode 100644
index 86ac736a5..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/ogbg_jax/trial_5/eval_measurements.csv
+++ /dev/null
@@ -1,78 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/ogbg_jax/trial_5/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/ogbg_jax/trial_5/measurements.csv
deleted file mode 100644
index 9f75bf47b..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/ogbg_jax/trial_5/measurements.csv
+++ /dev/null
@@ -1,656 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/wmt_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/wmt_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index d99d9eb84..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/wmt_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,58 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/wmt_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/wmt_jax/trial_1/measurements.csv
deleted file mode 100644
index fd01dfe96..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/wmt_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,1393 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/wmt_jax/trial_2/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/wmt_jax/trial_2/eval_measurements.csv
deleted file mode 100644
index 79b8edf65..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/wmt_jax/trial_2/eval_measurements.csv
+++ /dev/null
@@ -1,58 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/wmt_jax/trial_2/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/wmt_jax/trial_2/measurements.csv
deleted file mode 100644
index f809a37ea..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/wmt_jax/trial_2/measurements.csv
+++ /dev/null
@@ -1,1393 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/wmt_jax/trial_3/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/wmt_jax/trial_3/eval_measurements.csv
deleted file mode 100644
index 732edb021..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/wmt_jax/trial_3/eval_measurements.csv
+++ /dev/null
@@ -1,58 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/wmt_jax/trial_3/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/wmt_jax/trial_3/measurements.csv
deleted file mode 100644
index 8736e4dcb..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/wmt_jax/trial_3/measurements.csv
+++ /dev/null
@@ -1,1393 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/wmt_jax/trial_4/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/wmt_jax/trial_4/eval_measurements.csv
deleted file mode 100644
index 5131312ec..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/wmt_jax/trial_4/eval_measurements.csv
+++ /dev/null
@@ -1,58 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/wmt_jax/trial_4/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/wmt_jax/trial_4/measurements.csv
deleted file mode 100644
index 08deb33c8..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/wmt_jax/trial_4/measurements.csv
+++ /dev/null
@@ -1,1393 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/wmt_jax/trial_5/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/wmt_jax/trial_5/eval_measurements.csv
deleted file mode 100644
index 6e008af5f..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/wmt_jax/trial_5/eval_measurements.csv
+++ /dev/null
@@ -1,59 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/wmt_jax/trial_5/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/wmt_jax/trial_5/measurements.csv
deleted file mode 100644
index e198fa685..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_3/wmt_jax/trial_5/measurements.csv
+++ /dev/null
@@ -1,1394 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/criteo1tb_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/criteo1tb_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index 40611c881..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/criteo1tb_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,8 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/criteo1tb_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/criteo1tb_jax/trial_1/measurements.csv
deleted file mode 100644
index cfa214078..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/criteo1tb_jax/trial_1/measurements.csv
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/criteo1tb_jax/trial_2/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/criteo1tb_jax/trial_2/eval_measurements.csv
deleted file mode 100644
index a66c3055e..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/criteo1tb_jax/trial_2/eval_measurements.csv
+++ /dev/null
@@ -1,8 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/criteo1tb_jax/trial_2/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/criteo1tb_jax/trial_2/measurements.csv
deleted file mode 100644
index bd7589513..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/criteo1tb_jax/trial_2/measurements.csv
+++ /dev/null
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/criteo1tb_jax/trial_3/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/criteo1tb_jax/trial_3/eval_measurements.csv
deleted file mode 100644
index 8165a89b7..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/criteo1tb_jax/trial_3/eval_measurements.csv
+++ /dev/null
@@ -1,8 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/criteo1tb_jax/trial_3/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/criteo1tb_jax/trial_3/measurements.csv
deleted file mode 100644
index 5dff2dba5..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/criteo1tb_jax/trial_3/measurements.csv
+++ /dev/null
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/criteo1tb_jax/trial_4/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/criteo1tb_jax/trial_4/eval_measurements.csv
deleted file mode 100644
index 258ce2c01..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/criteo1tb_jax/trial_4/eval_measurements.csv
+++ /dev/null
@@ -1,8 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/criteo1tb_jax/trial_4/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/criteo1tb_jax/trial_4/measurements.csv
deleted file mode 100644
index 6e8daa448..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/criteo1tb_jax/trial_4/measurements.csv
+++ /dev/null
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/criteo1tb_jax/trial_5/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/criteo1tb_jax/trial_5/eval_measurements.csv
deleted file mode 100644
index 51a8ec596..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/criteo1tb_jax/trial_5/eval_measurements.csv
+++ /dev/null
@@ -1,8 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/criteo1tb_jax/trial_5/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/criteo1tb_jax/trial_5/measurements.csv
deleted file mode 100644
index df174dcb5..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/criteo1tb_jax/trial_5/measurements.csv
+++ /dev/null
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/fastmri_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/fastmri_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index 231c4065c..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/fastmri_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,108 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/fastmri_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/fastmri_jax/trial_1/measurements.csv
deleted file mode 100644
index 39179cc66..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/fastmri_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,471 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/fastmri_jax/trial_2/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/fastmri_jax/trial_2/eval_measurements.csv
deleted file mode 100644
index b1d6882f7..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/fastmri_jax/trial_2/eval_measurements.csv
+++ /dev/null
@@ -1,108 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/fastmri_jax/trial_2/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/fastmri_jax/trial_2/measurements.csv
deleted file mode 100644
index 6b8af9185..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/fastmri_jax/trial_2/measurements.csv
+++ /dev/null
@@ -1,471 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/fastmri_jax/trial_3/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/fastmri_jax/trial_3/eval_measurements.csv
deleted file mode 100644
index ce31daeb5..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/fastmri_jax/trial_3/eval_measurements.csv
+++ /dev/null
@@ -1,108 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/fastmri_jax/trial_3/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/fastmri_jax/trial_3/measurements.csv
deleted file mode 100644
index fe7fb7b3b..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/fastmri_jax/trial_3/measurements.csv
+++ /dev/null
@@ -1,471 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/fastmri_jax/trial_4/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/fastmri_jax/trial_4/eval_measurements.csv
deleted file mode 100644
index b8578cca8..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/fastmri_jax/trial_4/eval_measurements.csv
+++ /dev/null
@@ -1,107 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/fastmri_jax/trial_4/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/fastmri_jax/trial_4/measurements.csv
deleted file mode 100644
index 5e48a339c..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/fastmri_jax/trial_4/measurements.csv
+++ /dev/null
@@ -1,470 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/fastmri_jax/trial_5/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/fastmri_jax/trial_5/eval_measurements.csv
deleted file mode 100644
index f9a9ad0e1..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/fastmri_jax/trial_5/eval_measurements.csv
+++ /dev/null
@@ -1,97 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/fastmri_jax/trial_5/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/fastmri_jax/trial_5/measurements.csv
deleted file mode 100644
index 00152386b..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/fastmri_jax/trial_5/measurements.csv
+++ /dev/null
@@ -1,424 +0,0 @@
-global_step,grad_norm,loss,train/ssim,train/loss,validation/ssim,validation/loss,validation/num_examples,test/ssim,test/loss,test/num_examples,score,total_duration,accumulated_submission_time,accumulated_eval_time,accumulated_logging_time,preemption_count
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_resnet_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_resnet_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index b7a23bf8a..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_resnet_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,125 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_resnet_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_resnet_jax/trial_1/measurements.csv
deleted file mode 100644
index c0098ff8f..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_resnet_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,1993 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_resnet_jax/trial_2/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_resnet_jax/trial_2/eval_measurements.csv
deleted file mode 100644
index d55bf0b72..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_resnet_jax/trial_2/eval_measurements.csv
+++ /dev/null
@@ -1,126 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_resnet_jax/trial_2/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_resnet_jax/trial_2/measurements.csv
deleted file mode 100644
index 19a6f4ac1..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_resnet_jax/trial_2/measurements.csv
+++ /dev/null
@@ -1,1994 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_resnet_jax/trial_3/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_resnet_jax/trial_3/eval_measurements.csv
deleted file mode 100644
index 194244fd1..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_resnet_jax/trial_3/eval_measurements.csv
+++ /dev/null
@@ -1,125 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_resnet_jax/trial_3/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_resnet_jax/trial_3/measurements.csv
deleted file mode 100644
index 39ae7847d..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_resnet_jax/trial_3/measurements.csv
+++ /dev/null
@@ -1,1993 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_resnet_jax/trial_4/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_resnet_jax/trial_4/eval_measurements.csv
deleted file mode 100644
index 49ecf0bbb..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_resnet_jax/trial_4/eval_measurements.csv
+++ /dev/null
@@ -1,125 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_resnet_jax/trial_4/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_resnet_jax/trial_4/measurements.csv
deleted file mode 100644
index d495f3b48..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_resnet_jax/trial_4/measurements.csv
+++ /dev/null
@@ -1,1993 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_resnet_jax/trial_5/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_resnet_jax/trial_5/eval_measurements.csv
deleted file mode 100644
index f4be768bd..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_resnet_jax/trial_5/eval_measurements.csv
+++ /dev/null
@@ -1,125 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_resnet_jax/trial_5/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_resnet_jax/trial_5/measurements.csv
deleted file mode 100644
index 5fc338605..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_resnet_jax/trial_5/measurements.csv
+++ /dev/null
@@ -1,1993 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_vit_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_vit_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index 4d297020b..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_vit_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,186 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_vit_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_vit_jax/trial_1/measurements.csv
deleted file mode 100644
index 7445235c6..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_vit_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,1878 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_vit_jax/trial_2/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_vit_jax/trial_2/eval_measurements.csv
deleted file mode 100644
index d96dfc557..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_vit_jax/trial_2/eval_measurements.csv
+++ /dev/null
@@ -1,186 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_vit_jax/trial_2/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_vit_jax/trial_2/measurements.csv
deleted file mode 100644
index a1f028677..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_vit_jax/trial_2/measurements.csv
+++ /dev/null
@@ -1,1868 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_vit_jax/trial_3/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_vit_jax/trial_3/eval_measurements.csv
deleted file mode 100644
index 47358f594..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_vit_jax/trial_3/eval_measurements.csv
+++ /dev/null
@@ -1,186 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_vit_jax/trial_3/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_vit_jax/trial_3/measurements.csv
deleted file mode 100644
index d32398e56..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_vit_jax/trial_3/measurements.csv
+++ /dev/null
@@ -1,1865 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_vit_jax/trial_4/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_vit_jax/trial_4/eval_measurements.csv
deleted file mode 100644
index 3995c072f..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_vit_jax/trial_4/eval_measurements.csv
+++ /dev/null
@@ -1,186 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_vit_jax/trial_4/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_vit_jax/trial_4/measurements.csv
deleted file mode 100644
index 273b2e013..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_vit_jax/trial_4/measurements.csv
+++ /dev/null
@@ -1,1857 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_vit_jax/trial_5/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_vit_jax/trial_5/eval_measurements.csv
deleted file mode 100644
index 192e860ee..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_vit_jax/trial_5/eval_measurements.csv
+++ /dev/null
@@ -1,186 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_vit_jax/trial_5/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_vit_jax/trial_5/measurements.csv
deleted file mode 100644
index f72a4ee32..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/imagenet_vit_jax/trial_5/measurements.csv
+++ /dev/null
@@ -1,1856 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_conformer_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_conformer_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index 2e5cfe82c..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_conformer_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,44 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_conformer_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_conformer_jax/trial_1/measurements.csv
deleted file mode 100644
index bd19f7c49..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_conformer_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,809 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_conformer_jax/trial_2/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_conformer_jax/trial_2/eval_measurements.csv
deleted file mode 100644
index 632dbec72..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_conformer_jax/trial_2/eval_measurements.csv
+++ /dev/null
@@ -1,44 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_conformer_jax/trial_2/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_conformer_jax/trial_2/measurements.csv
deleted file mode 100644
index 3e3f9aac4..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_conformer_jax/trial_2/measurements.csv
+++ /dev/null
@@ -1,803 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_conformer_jax/trial_3/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_conformer_jax/trial_3/eval_measurements.csv
deleted file mode 100644
index 3694dbae7..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_conformer_jax/trial_3/eval_measurements.csv
+++ /dev/null
@@ -1,44 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_conformer_jax/trial_3/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_conformer_jax/trial_3/measurements.csv
deleted file mode 100644
index 3c897f02c..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_conformer_jax/trial_3/measurements.csv
+++ /dev/null
@@ -1,821 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_conformer_jax/trial_4/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_conformer_jax/trial_4/eval_measurements.csv
deleted file mode 100644
index 6a8ff3e96..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_conformer_jax/trial_4/eval_measurements.csv
+++ /dev/null
@@ -1,44 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_conformer_jax/trial_4/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_conformer_jax/trial_4/measurements.csv
deleted file mode 100644
index 9abf08fbe..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_conformer_jax/trial_4/measurements.csv
+++ /dev/null
@@ -1,818 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_conformer_jax/trial_5/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_conformer_jax/trial_5/eval_measurements.csv
deleted file mode 100644
index 564405202..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_conformer_jax/trial_5/eval_measurements.csv
+++ /dev/null
@@ -1,44 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_conformer_jax/trial_5/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_conformer_jax/trial_5/measurements.csv
deleted file mode 100644
index 1752249aa..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_conformer_jax/trial_5/measurements.csv
+++ /dev/null
@@ -1,816 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_deepspeech_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_deepspeech_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index 70f582663..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_deepspeech_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,29 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_deepspeech_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_deepspeech_jax/trial_1/measurements.csv
deleted file mode 100644
index bc268d60d..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_deepspeech_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,510 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_deepspeech_jax/trial_2/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_deepspeech_jax/trial_2/eval_measurements.csv
deleted file mode 100644
index 50fea448b..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_deepspeech_jax/trial_2/eval_measurements.csv
+++ /dev/null
@@ -1,29 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_deepspeech_jax/trial_2/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_deepspeech_jax/trial_2/measurements.csv
deleted file mode 100644
index 111633c02..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_deepspeech_jax/trial_2/measurements.csv
+++ /dev/null
@@ -1,510 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_deepspeech_jax/trial_3/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_deepspeech_jax/trial_3/eval_measurements.csv
deleted file mode 100644
index 80904b51d..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_deepspeech_jax/trial_3/eval_measurements.csv
+++ /dev/null
@@ -1,29 +0,0 @@
-accumulated_eval_time,accumulated_logging_time,accumulated_submission_time,global_step,preemption_count,score,test/ctc_loss,test/num_examples,test/wer,total_duration,train/ctc_loss,train/wer,validation/ctc_loss,validation/num_examples,validation/wer
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_deepspeech_jax/trial_3/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_deepspeech_jax/trial_3/measurements.csv
deleted file mode 100644
index 2b05063b0..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_deepspeech_jax/trial_3/measurements.csv
+++ /dev/null
@@ -1,510 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_deepspeech_jax/trial_4/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_deepspeech_jax/trial_4/eval_measurements.csv
deleted file mode 100644
index b80bc2d8c..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_deepspeech_jax/trial_4/eval_measurements.csv
+++ /dev/null
@@ -1,29 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_deepspeech_jax/trial_4/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_deepspeech_jax/trial_4/measurements.csv
deleted file mode 100644
index 0f41a5e3d..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_deepspeech_jax/trial_4/measurements.csv
+++ /dev/null
@@ -1,510 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_deepspeech_jax/trial_5/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_deepspeech_jax/trial_5/eval_measurements.csv
deleted file mode 100644
index 3315914d6..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_deepspeech_jax/trial_5/eval_measurements.csv
+++ /dev/null
@@ -1,29 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_deepspeech_jax/trial_5/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_deepspeech_jax/trial_5/measurements.csv
deleted file mode 100644
index 2f413cc9d..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/librispeech_deepspeech_jax/trial_5/measurements.csv
+++ /dev/null
@@ -1,510 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/ogbg_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/ogbg_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index 2a1b35ea2..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/ogbg_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,78 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/ogbg_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/ogbg_jax/trial_1/measurements.csv
deleted file mode 100644
index 457160747..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/ogbg_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,658 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/ogbg_jax/trial_2/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/ogbg_jax/trial_2/eval_measurements.csv
deleted file mode 100644
index add12a8d2..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/ogbg_jax/trial_2/eval_measurements.csv
+++ /dev/null
@@ -1,78 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/ogbg_jax/trial_2/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/ogbg_jax/trial_2/measurements.csv
deleted file mode 100644
index c858ab0fa..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/ogbg_jax/trial_2/measurements.csv
+++ /dev/null
@@ -1,658 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/ogbg_jax/trial_3/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/ogbg_jax/trial_3/eval_measurements.csv
deleted file mode 100644
index c28ac0160..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/ogbg_jax/trial_3/eval_measurements.csv
+++ /dev/null
@@ -1,78 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/ogbg_jax/trial_3/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/ogbg_jax/trial_3/measurements.csv
deleted file mode 100644
index b701026f9..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/ogbg_jax/trial_3/measurements.csv
+++ /dev/null
@@ -1,657 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/ogbg_jax/trial_4/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/ogbg_jax/trial_4/eval_measurements.csv
deleted file mode 100644
index 239fa8917..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/ogbg_jax/trial_4/eval_measurements.csv
+++ /dev/null
@@ -1,78 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/ogbg_jax/trial_4/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/ogbg_jax/trial_4/measurements.csv
deleted file mode 100644
index 84f689b1e..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/ogbg_jax/trial_4/measurements.csv
+++ /dev/null
@@ -1,661 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/ogbg_jax/trial_5/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/ogbg_jax/trial_5/eval_measurements.csv
deleted file mode 100644
index 4ca862bb5..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/ogbg_jax/trial_5/eval_measurements.csv
+++ /dev/null
@@ -1,78 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/ogbg_jax/trial_5/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/ogbg_jax/trial_5/measurements.csv
deleted file mode 100644
index 5008648df..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/ogbg_jax/trial_5/measurements.csv
+++ /dev/null
@@ -1,661 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/wmt_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/wmt_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index 6861fc288..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/wmt_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,57 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/wmt_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/wmt_jax/trial_1/measurements.csv
deleted file mode 100644
index 3c4baa1fb..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/wmt_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,1392 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/wmt_jax/trial_2/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/wmt_jax/trial_2/eval_measurements.csv
deleted file mode 100644
index 605f59226..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/wmt_jax/trial_2/eval_measurements.csv
+++ /dev/null
@@ -1,57 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/wmt_jax/trial_2/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/wmt_jax/trial_2/measurements.csv
deleted file mode 100644
index 0d342ea3f..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/wmt_jax/trial_2/measurements.csv
+++ /dev/null
@@ -1,1392 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/wmt_jax/trial_3/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/wmt_jax/trial_3/eval_measurements.csv
deleted file mode 100644
index b21562f88..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/wmt_jax/trial_3/eval_measurements.csv
+++ /dev/null
@@ -1,57 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/wmt_jax/trial_3/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/wmt_jax/trial_3/measurements.csv
deleted file mode 100644
index 9a3d559de..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/wmt_jax/trial_3/measurements.csv
+++ /dev/null
@@ -1,1392 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/wmt_jax/trial_4/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/wmt_jax/trial_4/eval_measurements.csv
deleted file mode 100644
index 77dfd5e4b..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/wmt_jax/trial_4/eval_measurements.csv
+++ /dev/null
@@ -1,57 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/wmt_jax/trial_4/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/wmt_jax/trial_4/measurements.csv
deleted file mode 100644
index 3e7943cee..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/wmt_jax/trial_4/measurements.csv
+++ /dev/null
@@ -1,1392 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/wmt_jax/trial_5/eval_measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/wmt_jax/trial_5/eval_measurements.csv
deleted file mode 100644
index 6bdb75373..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/wmt_jax/trial_5/eval_measurements.csv
+++ /dev/null
@@ -1,59 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/wmt_jax/trial_5/measurements.csv b/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/wmt_jax/trial_5/measurements.csv
deleted file mode 100644
index 31a24ff22..000000000
--- a/prize_qualification_baselines/logs/external_tuning/full_budget/study_4/wmt_jax/trial_5/measurements.csv
+++ /dev/null
@@ -1,1394 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_0/criteo1tb_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_0/criteo1tb_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index 9b50eacdb..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_0/criteo1tb_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,53 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_0/criteo1tb_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_0/criteo1tb_jax/trial_1/measurements.csv
deleted file mode 100644
index 572f773b7..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_0/criteo1tb_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,145 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_0/fastmri_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_0/fastmri_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index f04303ef8..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_0/fastmri_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,26 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_0/fastmri_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_0/fastmri_jax/trial_1/measurements.csv
deleted file mode 100644
index 12d02c6c0..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_0/fastmri_jax/trial_1/measurements.csv
+++ /dev/null
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_0/imagenet_resnet_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_0/imagenet_resnet_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index bee9646b9..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_0/imagenet_resnet_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,372 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_0/imagenet_resnet_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_0/imagenet_resnet_jax/trial_1/measurements.csv
deleted file mode 100644
index fd70fb78d..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_0/imagenet_resnet_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,5942 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_0/imagenet_vit_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_0/imagenet_vit_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index cd1cae69e..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_0/imagenet_vit_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,555 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_0/imagenet_vit_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_0/imagenet_vit_jax/trial_1/measurements.csv
deleted file mode 100644
index a8d622f19..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_0/imagenet_vit_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,5783 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_0/librispeech_conformer_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_0/librispeech_conformer_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index fc16f6bc1..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_0/librispeech_conformer_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,43 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_0/librispeech_conformer_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_0/librispeech_conformer_jax/trial_1/measurements.csv
deleted file mode 100644
index 3c36e9b37..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_0/librispeech_conformer_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,745 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_0/librispeech_deepspeech_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_0/librispeech_deepspeech_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index 4f7357a45..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_0/librispeech_deepspeech_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,27 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_0/librispeech_deepspeech_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_0/librispeech_deepspeech_jax/trial_1/measurements.csv
deleted file mode 100644
index 405adab2a..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_0/librispeech_deepspeech_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,458 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_0/ogbg_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_0/ogbg_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index cfbb73218..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_0/ogbg_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,232 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_0/ogbg_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_0/ogbg_jax/trial_1/measurements.csv
deleted file mode 100644
index 20dfdb3dc..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_0/ogbg_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,1956 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_0/wmt_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_0/wmt_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index 187a2aa27..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_0/wmt_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,49 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_0/wmt_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_0/wmt_jax/trial_1/measurements.csv
deleted file mode 100644
index e30270950..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_0/wmt_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,1155 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_1/criteo1tb_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_1/criteo1tb_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index 89210b67a..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_1/criteo1tb_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,50 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_1/criteo1tb_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_1/criteo1tb_jax/trial_1/measurements.csv
deleted file mode 100644
index a1d051f7a..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_1/criteo1tb_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,137 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_1/fastmri_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_1/fastmri_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index d42a893fa..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_1/fastmri_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,37 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_1/fastmri_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_1/fastmri_jax/trial_1/measurements.csv
deleted file mode 100644
index 10101c6dd..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_1/fastmri_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,157 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_1/imagenet_resnet_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_1/imagenet_resnet_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index a651f361a..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_1/imagenet_resnet_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,372 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_1/imagenet_resnet_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_1/imagenet_resnet_jax/trial_1/measurements.csv
deleted file mode 100644
index 72b75fbfa..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_1/imagenet_resnet_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,5969 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_1/imagenet_vit_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_1/imagenet_vit_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index 6e4867da7..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_1/imagenet_vit_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,555 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_1/imagenet_vit_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_1/imagenet_vit_jax/trial_1/measurements.csv
deleted file mode 100644
index 3ec128f25..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_1/imagenet_vit_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,5783 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_1/librispeech_conformer_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_1/librispeech_conformer_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index b2996e395..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_1/librispeech_conformer_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,42 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_1/librispeech_conformer_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_1/librispeech_conformer_jax/trial_1/measurements.csv
deleted file mode 100644
index eca293336..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_1/librispeech_conformer_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,743 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_1/librispeech_deepspeech_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_1/librispeech_deepspeech_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index 41440ef4f..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_1/librispeech_deepspeech_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,27 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_1/librispeech_deepspeech_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_1/librispeech_deepspeech_jax/trial_1/measurements.csv
deleted file mode 100644
index 67966b1ed..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_1/librispeech_deepspeech_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,474 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_1/ogbg_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_1/ogbg_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index 756ccbbf6..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_1/ogbg_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,232 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_1/ogbg_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_1/ogbg_jax/trial_1/measurements.csv
deleted file mode 100644
index 98209a29a..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_1/ogbg_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,1941 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_1/wmt_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_1/wmt_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index f4cfe617e..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_1/wmt_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,50 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_1/wmt_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_1/wmt_jax/trial_1/measurements.csv
deleted file mode 100644
index 2c439890a..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_1/wmt_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,1158 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_2/criteo1tb_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_2/criteo1tb_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index 46934cded..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_2/criteo1tb_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,48 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_2/criteo1tb_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_2/criteo1tb_jax/trial_1/measurements.csv
deleted file mode 100644
index 021384755..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_2/criteo1tb_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,131 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_2/fastmri_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_2/fastmri_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index e739657ef..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_2/fastmri_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,26 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_2/fastmri_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_2/fastmri_jax/trial_1/measurements.csv
deleted file mode 100644
index 582e13fa1..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_2/fastmri_jax/trial_1/measurements.csv
+++ /dev/null
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_2/imagenet_resnet_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_2/imagenet_resnet_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index 26c2491f7..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_2/imagenet_resnet_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,370 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_2/imagenet_resnet_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_2/imagenet_resnet_jax/trial_1/measurements.csv
deleted file mode 100644
index 782c9677a..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_2/imagenet_resnet_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,5971 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_2/imagenet_vit_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_2/imagenet_vit_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index e2eb5a50e..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_2/imagenet_vit_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,555 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_2/imagenet_vit_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_2/imagenet_vit_jax/trial_1/measurements.csv
deleted file mode 100644
index 55748d604..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_2/imagenet_vit_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,5839 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_2/librispeech_conformer_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_2/librispeech_conformer_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index e126901d7..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_2/librispeech_conformer_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,42 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_2/librispeech_conformer_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_2/librispeech_conformer_jax/trial_1/measurements.csv
deleted file mode 100644
index db6684989..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_2/librispeech_conformer_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,737 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_2/librispeech_deepspeech_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_2/librispeech_deepspeech_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index 32a922a94..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_2/librispeech_deepspeech_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,27 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_2/librispeech_deepspeech_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_2/librispeech_deepspeech_jax/trial_1/measurements.csv
deleted file mode 100644
index 5cfd867e1..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_2/librispeech_deepspeech_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,469 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_2/ogbg_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_2/ogbg_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index 8c3daf8dd..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_2/ogbg_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,232 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_2/ogbg_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_2/ogbg_jax/trial_1/measurements.csv
deleted file mode 100644
index ac7bca8ee..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_2/ogbg_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,1952 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_2/wmt_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_2/wmt_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index e62084b2a..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_2/wmt_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,48 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_2/wmt_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_2/wmt_jax/trial_1/measurements.csv
deleted file mode 100644
index f75c6152a..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_2/wmt_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,1123 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_3/criteo1tb_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_3/criteo1tb_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index 4573835e1..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_3/criteo1tb_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,50 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_3/criteo1tb_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_3/criteo1tb_jax/trial_1/measurements.csv
deleted file mode 100644
index 2414a8227..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_3/criteo1tb_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,137 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_3/fastmri_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_3/fastmri_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index b701fbe23..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_3/fastmri_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,20 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_3/fastmri_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_3/fastmri_jax/trial_1/measurements.csv
deleted file mode 100644
index 03b3efd6c..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_3/fastmri_jax/trial_1/measurements.csv
+++ /dev/null
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_3/imagenet_resnet_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_3/imagenet_resnet_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index 01dc3598d..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_3/imagenet_resnet_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,372 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_3/imagenet_resnet_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_3/imagenet_resnet_jax/trial_1/measurements.csv
deleted file mode 100644
index c912da49c..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_3/imagenet_resnet_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,5973 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_3/imagenet_vit_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_3/imagenet_vit_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index a26d5ca0d..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_3/imagenet_vit_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,555 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_3/imagenet_vit_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_3/imagenet_vit_jax/trial_1/measurements.csv
deleted file mode 100644
index 0a17b7ea1..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_3/imagenet_vit_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,5753 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_3/librispeech_conformer_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_3/librispeech_conformer_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index 9951cbc2f..000000000
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_3/librispeech_conformer_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_3/librispeech_conformer_jax/trial_1/measurements.csv
deleted file mode 100644
index 9ab3418da..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_3/librispeech_conformer_jax/trial_1/measurements.csv
+++ /dev/null
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_3/librispeech_deepspeech_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_3/librispeech_deepspeech_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index 3221f9c7c..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_3/librispeech_deepspeech_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,84 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_3/librispeech_deepspeech_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_3/librispeech_deepspeech_jax/trial_1/measurements.csv
deleted file mode 100644
index a5e4a5c2e..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_3/librispeech_deepspeech_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,1525 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_3/ogbg_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_3/ogbg_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index 2b2829e4d..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_3/ogbg_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,232 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_3/ogbg_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_3/ogbg_jax/trial_1/measurements.csv
deleted file mode 100644
index 051b21791..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_3/ogbg_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,1937 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_3/wmt_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_3/wmt_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index b6387df54..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_3/wmt_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,172 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_3/wmt_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_3/wmt_jax/trial_1/measurements.csv
deleted file mode 100644
index 5248ad0e7..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_3/wmt_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,4173 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_4/criteo1tb_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_4/criteo1tb_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index 729f00578..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_4/criteo1tb_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,50 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_4/criteo1tb_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_4/criteo1tb_jax/trial_1/measurements.csv
deleted file mode 100644
index 781fdb67f..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_4/criteo1tb_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,136 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_4/fastmri_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_4/fastmri_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index dea8b4917..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_4/fastmri_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,20 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_4/fastmri_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_4/fastmri_jax/trial_1/measurements.csv
deleted file mode 100644
index 23bcfe7bd..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_4/fastmri_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,81 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_4/imagenet_resnet_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_4/imagenet_resnet_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index 96cb8d41b..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_4/imagenet_resnet_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,372 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_4/imagenet_resnet_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_4/imagenet_resnet_jax/trial_1/measurements.csv
deleted file mode 100644
index 320c972ec..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_4/imagenet_resnet_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,5973 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_4/imagenet_vit_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_4/imagenet_vit_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index f868a8c46..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_4/imagenet_vit_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,555 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_4/imagenet_vit_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_4/imagenet_vit_jax/trial_1/measurements.csv
deleted file mode 100644
index 820fb7134..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_4/imagenet_vit_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,5754 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_4/librispeech_conformer_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_4/librispeech_conformer_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index 9d5d18299..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_4/librispeech_conformer_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,42 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_4/librispeech_conformer_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_4/librispeech_conformer_jax/trial_1/measurements.csv
deleted file mode 100644
index e14ebb8aa..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_4/librispeech_conformer_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,726 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_4/librispeech_deepspeech_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_4/librispeech_deepspeech_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index 87f965f53..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_4/librispeech_deepspeech_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,27 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_4/librispeech_deepspeech_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_4/librispeech_deepspeech_jax/trial_1/measurements.csv
deleted file mode 100644
index 96a02f853..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_4/librispeech_deepspeech_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,459 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_4/ogbg_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_4/ogbg_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index d7206b8cd..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_4/ogbg_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,232 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_4/ogbg_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_4/ogbg_jax/trial_1/measurements.csv
deleted file mode 100644
index e49323aa8..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_4/ogbg_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,1995 +0,0 @@
-global_step,grad_norm,loss,train/accuracy,train/loss,train/mean_average_precision,validation/accuracy,validation/loss,validation/mean_average_precision,validation/num_examples,test/accuracy,test/loss,test/mean_average_precision,test/num_examples,score,total_duration,accumulated_submission_time,accumulated_eval_time,accumulated_logging_time,preemption_count
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_4/wmt_jax/trial_1/eval_measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_4/wmt_jax/trial_1/eval_measurements.csv
deleted file mode 100644
index d9b3bc739..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_4/wmt_jax/trial_1/eval_measurements.csv
+++ /dev/null
@@ -1,51 +0,0 @@
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_4/wmt_jax/trial_1/measurements.csv b/prize_qualification_baselines/logs/self_tuning/full_budget/study_4/wmt_jax/trial_1/measurements.csv
deleted file mode 100644
index 83d75ac6d..000000000
--- a/prize_qualification_baselines/logs/self_tuning/full_budget/study_4/wmt_jax/trial_1/measurements.csv
+++ /dev/null
@@ -1,1218 +0,0 @@
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-113500,0.23939066,1.5245398,,,,,,,,,,,,,,,,,
-113600,0.2214098,1.464657,,,,,,,,,,,,,,,,,
-113700,0.22812067,1.4854008,,,,,,,,,,,,,,,,,
-113800,0.25538704,1.4989996,,,,,,,,,,,,,,,,,
-113900,0.2318823,1.4948765,,,,,,,,,,,,,,,,,
-114000,0.23759967,1.4724119,,,,,,,,,,,,,,,,,
-114100,0.2510927,1.416776,,,,,,,,,,,,,,,,,
-114162,,,0.6885464191436768,1.4088932275772097,35.04633107417319,0.6940521597862244,1.3701497316360474,30.744583577862368,3000.0,0.7109755277633667,1.265406370162964,30.69732003049124,3003.0,40363.24680304527,68713.56347870827,40363.24680304527,28344.93062567711,1.6279840469360352,0.0
-114200,0.23022142,1.4806235,,,,,,,,,,,,,,,,,
-114300,0.23362541,1.5491182,,,,,,,,,,,,,,,,,
-114400,0.22885823,1.5273666,,,,,,,,,,,,,,,,,
-114500,0.2337441,1.4889812,,,,,,,,,,,,,,,,,
-114600,0.2299691,1.5441811,,,,,,,,,,,,,,,,,
-114700,0.23941365,1.556316,,,,,,,,,,,,,,,,,
-114800,0.22898066,1.4785722,,,,,,,,,,,,,,,,,
-114900,0.22462542,1.5057081,,,,,,,,,,,,,,,,,
-115000,0.23683503,1.4499824,,,,,,,,,,,,,,,,,
-115100,0.23298511,1.4241518,,,,,,,,,,,,,,,,,
-115200,0.22776917,1.4286826,,,,,,,,,,,,,,,,,
-115300,0.23507945,1.4600903,,,,,,,,,,,,,,,,,
-115400,0.23949647,1.4884273,,,,,,,,,,,,,,,,,
-115500,0.22276412,1.4911842,,,,,,,,,,,,,,,,,
-115600,0.24372213,1.454012,,,,,,,,,,,,,,,,,
-115700,0.2428514,1.4824879,,,,,,,,,,,,,,,,,
-115800,0.22712578,1.4759681,,,,,,,,,,,,,,,,,
-115900,0.22871877,1.4267408,,,,,,,,,,,,,,,,,
-116000,0.22739917,1.5169867,,,,,,,,,,,,,,,,,
-116100,0.2351148,1.4610759,,,,,,,,,,,,,,,,,
-116200,0.22643544,1.4675875,,,,,,,,,,,,,,,,,
-116300,0.22897147,1.4605594,,,,,,,,,,,,,,,,,
-116400,0.22806254,1.3583637,,,,,,,,,,,,,,,,,
-116500,0.2297399,1.5401248,,,,,,,,,,,,,,,,,
-116541,,,0.6922299861907959,1.387744426727295,34.91732924260557,0.6947712898254395,1.366743564605713,30.894717875592825,3000.0,0.7128115892410278,1.2598994970321655,31.03030929029123,3003.0,41203.46653318405,70213.22715878487,41203.46653318405,29004.25678896904,1.6690990924835205,0.0
-116541,,,,,,,,,,,,,,41203.46653318405,,,,,0.0
diff --git a/pyproject.toml b/pyproject.toml
index 4e15e4400..dbe3e842b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -27,9 +27,7 @@ classifiers = [
   "Intended Audience :: Science/Research",
   "License :: OSI Approved :: Apache Software License",
   "Operating System :: OS Independent",
-  "Programming Language :: Python :: 3.8",
-  "Programming Language :: Python :: 3.9",
-  "Programming Language :: Python :: 3.10",
+  "Programming Languate :: Python :: 3.11",
   "Topic :: Scientific/Engineering :: Artificial Intelligence",
 ]
 dependencies = [
@@ -38,15 +36,15 @@ dependencies = [
   "docker==7.1.0",
   "numpy>=2.0.2",
   "pandas>=2.0.1",
-  "tensorflow==2.18.0",
-  "tensorflow-datasets==4.9.7",
+  "tensorflow==2.19.0",
+  "tensorflow-datasets==4.9.9",
   "tensorflow-probability==0.20.0",
   "gputil==1.4.0",
   "psutil==6.1.0",
   "clu==0.0.12",
   "matplotlib>=3.9.2",
   "tabulate==0.9.0",
-
+  "wandb==0.21.0"
 ]
 
 [build-system]
@@ -83,40 +81,41 @@ dev = [
   "pre-commit==4.0.1",
 ]
 
-wandb = ["wandb==0.19.6"]
-
 # Workloads
 criteo1tb = ["scikit-learn==1.5.2"]
 fastmri = ["h5py==3.12.0", "scikit-image==0.24.0"]
 ogbg = ["jraph==0.0.6.dev0", "scikit-learn==1.5.2"]
 librispeech_conformer = [
   "sentencepiece==0.2.0",
-  "tensorflow-text==2.18.0",
+  "tensorflow-text==2.19.0",
   "pydub==0.25.1",
 ]
-wmt = ["sentencepiece==0.2.0", "tensorflow-text==2.18.0"]
+wmt = ["sentencepiece==0.2.0", "tensorflow-text==2.19.0"]
 
 # Frameworks
 jax_core_deps = [
-  "flax==0.8.4",
+  "flax==0.10.6",
   "optax==0.2.2",
   "chex==0.1.86",
-  "ml_dtypes==0.4.1",
+  "ml_dtypes==0.5.1",
   "protobuf==4.25.5",
 ]
 jax_cpu = [
-  "jax==0.4.28",
-  "jaxlib==0.4.28",
+  "jax==0.6.0",
   "algoperf[jax_core_deps]",
 ]
 jax_gpu = [
-  "jax==0.4.28",
-  "jaxlib==0.4.28",
-  "jax-cuda12-plugin[with_cuda]==0.4.28",
-  "jax-cuda12-pjrt==0.4.28",
+  # Temporarily install  with -i https://us-python.pkg.dev/ml-oss-artifacts-published/jax/simple/ --pre
+  "jax",
+  "jaxlib",
+  "jax-cuda12-plugin[with-cuda]",
+  "jax-cuda12-pjrt",
   "algoperf[jax_core_deps]",
 ]
-pytorch_cpu = ["torch==2.5.1", "torchvision==0.20.1"]
+pytorch_cpu = [
+  "torch==2.5.1", 
+  "torchvision==0.20.1"
+]
 pytorch_gpu = [
   "torch==2.5.1",
   "torchvision==0.20.1",
diff --git a/reference_algorithms/development_algorithms/__init__.py b/reference_algorithms/development_algorithms/__init__.py
deleted file mode 100644
index e69de29bb..000000000
diff --git a/reference_algorithms/development_algorithms/cifar/__init__.py b/reference_algorithms/development_algorithms/cifar/__init__.py
deleted file mode 100644
index e69de29bb..000000000
diff --git a/reference_algorithms/development_algorithms/cifar/cifar_jax/__init__.py b/reference_algorithms/development_algorithms/cifar/cifar_jax/__init__.py
deleted file mode 100644
index e69de29bb..000000000
diff --git a/reference_algorithms/development_algorithms/cifar/cifar_jax/submission.py b/reference_algorithms/development_algorithms/cifar/cifar_jax/submission.py
deleted file mode 100644
index 3d8e35eaa..000000000
--- a/reference_algorithms/development_algorithms/cifar/cifar_jax/submission.py
+++ /dev/null
@@ -1,180 +0,0 @@
-"""Training algorithm track submission functions for CIFAR10."""
-
-import functools
-from typing import Any, Dict, Iterator, List, Optional, Tuple
-
-from flax import jax_utils
-import jax
-from jax import lax
-import jax.numpy as jnp
-import optax
-
-from algoperf import spec
-
-
-def get_batch_size(workload_name):
-  # Return the global batch size.
-  batch_sizes = {'cifar': 128}
-  return batch_sizes[workload_name]
-
-
-def cosine_decay(lr, step, total_steps):
-  ratio = jnp.maximum(0., step / total_steps)
-  mult = 0.5 * (1. + jnp.cos(jnp.pi * ratio))
-  return mult * lr
-
-
-def create_learning_rate_fn(hparams: spec.Hyperparameters,
-                            steps_per_epoch: int):
-  """Create learning rate schedule."""
-  base_learning_rate = hparams.learning_rate * get_batch_size('cifar') / 128.
-  warmup_fn = optax.linear_schedule(
-      init_value=0.,
-      end_value=base_learning_rate,
-      transition_steps=hparams.warmup_epochs * steps_per_epoch)
-  cosine_epochs = max(hparams.num_epochs - hparams.warmup_epochs, 1)
-  cosine_fn = optax.cosine_decay_schedule(
-      init_value=base_learning_rate,
-      decay_steps=cosine_epochs * steps_per_epoch)
-  schedule_fn = optax.join_schedules(
-      schedules=[warmup_fn, cosine_fn],
-      boundaries=[hparams.warmup_epochs * steps_per_epoch])
-  return schedule_fn
-
-
-def optimizer(hyperparameters: spec.Hyperparameters, num_train_examples: int):
-  steps_per_epoch = num_train_examples // get_batch_size('cifar')
-  learning_rate_fn = create_learning_rate_fn(hyperparameters, steps_per_epoch)
-  opt_init_fn, opt_update_fn = optax.sgd(
-      nesterov=True,
-      momentum=hyperparameters.momentum,
-      learning_rate=learning_rate_fn)
-  return opt_init_fn, opt_update_fn
-
-
-def init_optimizer_state(workload: spec.Workload,
-                         model_params: spec.ParameterContainer,
-                         model_state: spec.ModelAuxiliaryState,
-                         hyperparameters: spec.Hyperparameters,
-                         rng: spec.RandomState) -> spec.OptimizerState:
-  del model_params
-  del model_state
-  del rng
-  params_zeros_like = jax.tree.map(lambda s: jnp.zeros(s.shape_tuple),
-                                   workload.param_shapes)
-  opt_init_fn, opt_update_fn = optimizer(hyperparameters,
-                                         workload.num_train_examples)
-  optimizer_state = opt_init_fn(params_zeros_like)
-  return jax_utils.replicate(optimizer_state), opt_update_fn
-
-
-@functools.partial(
-    jax.pmap,
-    axis_name='batch',
-    in_axes=(None, None, 0, 0, 0, None, 0, 0),
-    static_broadcasted_argnums=(0, 1))
-def pmapped_train_step(workload,
-                       opt_update_fn,
-                       model_state,
-                       optimizer_state,
-                       current_param_container,
-                       hyperparameters,
-                       batch,
-                       rng):
-
-  def _loss_fn(params):
-    """loss function used for training."""
-    logits, new_model_state = workload.model_fn(
-        params,
-        batch,
-        model_state,
-        spec.ForwardPassMode.TRAIN,
-        rng,
-        update_batch_norm=True)
-    loss_dict = workload.loss_fn(batch['targets'], logits)
-    loss = loss_dict['summed'] / loss_dict['n_valid_examples']
-    weight_penalty_params = jax.tree_util.tree_leaves(params)
-    weight_l2 = sum(jnp.sum(x**2) for x in weight_penalty_params if x.ndim > 1)
-    weight_penalty = hyperparameters.l2 * 0.5 * weight_l2
-    loss = loss + weight_penalty
-    return loss, new_model_state
-
-  grad_fn = jax.value_and_grad(_loss_fn, has_aux=True)
-  (_, new_model_state), grad = grad_fn(current_param_container)
-  grad = lax.pmean(grad, axis_name='batch')
-  updates, new_optimizer_state = opt_update_fn(grad, optimizer_state,
-                                               current_param_container)
-  updated_params = optax.apply_updates(current_param_container, updates)
-  return new_optimizer_state, updated_params, new_model_state
-
-
-def update_params(
-    workload: spec.Workload,
-    current_param_container: spec.ParameterContainer,
-    current_params_types: spec.ParameterTypeTree,
-    model_state: spec.ModelAuxiliaryState,
-    hyperparameters: spec.Hyperparameters,
-    batch: Dict[str, spec.Tensor],
-    loss_type: spec.LossType,
-    optimizer_state: spec.OptimizerState,
-    eval_results: List[Tuple[int, float]],
-    global_step: int,
-    rng: spec.RandomState,
-    train_state: Optional[Dict[str, Any]] = None) -> spec.UpdateReturn:
-  """Return (updated_optimizer_state, updated_params, updated_model_state)."""
-  del current_params_types
-  del loss_type
-  del global_step
-  del train_state
-  del eval_results
-  optimizer_state, opt_update_fn = optimizer_state
-  per_device_rngs = jax.random.split(rng, jax.local_device_count())
-  new_optimizer_state, new_params, new_model_state = pmapped_train_step(
-      workload, opt_update_fn, model_state, optimizer_state,
-      current_param_container, hyperparameters, batch, per_device_rngs)
-  return (new_optimizer_state, opt_update_fn), new_params, new_model_state
-
-
-def prepare_for_eval(workload: spec.Workload,
-                     current_param_container: spec.ParameterContainer,
-                     current_params_types: spec.ParameterTypeTree,
-                     model_state: spec.ModelAuxiliaryState,
-                     hyperparameters: spec.Hyperparameters,
-                     loss_type: spec.LossType,
-                     optimizer_state: spec.OptimizerState,
-                     eval_results: List[Tuple[int, float]],
-                     global_step: int,
-                     rng: spec.RandomState) -> spec.UpdateReturn:
-  """Return (updated_optimizer_state, updated_params)."""
-  del workload
-  del hyperparameters
-  del current_params_types
-  del loss_type
-  del eval_results
-  del global_step
-  del rng
-  return (optimizer_state, current_param_container, model_state)
-
-
-# Not allowed to update the model parameters, hyperparameters, global step, or
-# optimzier state.
-def data_selection(workload: spec.Workload,
-                   input_queue: Iterator[Dict[str, spec.Tensor]],
-                   optimizer_state: spec.OptimizerState,
-                   current_param_container: spec.ParameterContainer,
-                   model_state: spec.ModelAuxiliaryState,
-                   hyperparameters: spec.Hyperparameters,
-                   global_step: int,
-                   rng: spec.RandomState) -> Dict[str, spec.Tensor]:
-  """Select data from the infinitely repeating, pre-shuffled input queue.
-
-  Each element of the queue is a batch of training examples and labels.
-  """
-  del workload
-  del optimizer_state
-  del current_param_container
-  del model_state
-  del hyperparameters
-  del global_step
-  del rng
-  return next(input_queue)
diff --git a/reference_algorithms/development_algorithms/cifar/cifar_pytorch/__init__.py b/reference_algorithms/development_algorithms/cifar/cifar_pytorch/__init__.py
deleted file mode 100644
index e69de29bb..000000000
diff --git a/reference_algorithms/development_algorithms/cifar/cifar_pytorch/submission.py b/reference_algorithms/development_algorithms/cifar/cifar_pytorch/submission.py
deleted file mode 100644
index d8b91f83a..000000000
--- a/reference_algorithms/development_algorithms/cifar/cifar_pytorch/submission.py
+++ /dev/null
@@ -1,144 +0,0 @@
-"""Training algorithm track submission functions for CIFAR10."""
-
-from typing import Any, Dict, Iterator, List, Optional, Tuple
-
-import torch
-from torch.optim.lr_scheduler import CosineAnnealingLR
-from torch.optim.lr_scheduler import LinearLR
-from torch.optim.lr_scheduler import SequentialLR
-
-from algoperf import spec
-
-
-def get_batch_size(workload_name):
-  # Return the global batch size.
-  batch_sizes = {'cifar': 128}
-  return batch_sizes[workload_name]
-
-
-def init_optimizer_state(workload: spec.Workload,
-                         model_params: spec.ParameterContainer,
-                         model_state: spec.ModelAuxiliaryState,
-                         hyperparameters: spec.Hyperparameters,
-                         rng: spec.RandomState) -> spec.OptimizerState:
-  del workload
-  del model_state
-  del rng
-
-  base_lr = hyperparameters.learning_rate * get_batch_size('cifar') / 128.
-  optimizer_state = {
-      'optimizer':
-          torch.optim.SGD(
-              model_params.parameters(),
-              lr=base_lr,
-              momentum=hyperparameters.momentum,
-              weight_decay=hyperparameters.l2),
-  }
-
-  scheduler1 = LinearLR(
-      optimizer_state['optimizer'],
-      start_factor=1e-5,
-      end_factor=1.,
-      total_iters=hyperparameters.warmup_epochs)
-  cosine_epochs = max(
-      hyperparameters.num_epochs - hyperparameters.warmup_epochs, 1)
-  scheduler2 = CosineAnnealingLR(
-      optimizer_state['optimizer'], T_max=cosine_epochs)
-
-  optimizer_state['scheduler'] = SequentialLR(
-      optimizer_state['optimizer'],
-      schedulers=[scheduler1, scheduler2],
-      milestones=[hyperparameters.warmup_epochs])
-
-  return optimizer_state
-
-
-def update_params(
-    workload: spec.Workload,
-    current_param_container: spec.ParameterContainer,
-    current_params_types: spec.ParameterTypeTree,
-    model_state: spec.ModelAuxiliaryState,
-    hyperparameters: spec.Hyperparameters,
-    batch: Dict[str, spec.Tensor],
-    loss_type: spec.LossType,
-    optimizer_state: spec.OptimizerState,
-    eval_results: List[Tuple[int, float]],
-    global_step: int,
-    rng: spec.RandomState,
-    train_state: Optional[Dict[str, Any]] = None) -> spec.UpdateReturn:
-  """Return (updated_optimizer_state, updated_params)."""
-  del current_params_types
-  del hyperparameters
-  del loss_type
-  del train_state
-  del eval_results
-
-  current_model = current_param_container
-  current_param_container.train()
-  optimizer_state['optimizer'].zero_grad()
-
-  logits_batch, new_model_state = workload.model_fn(
-      params=current_model,
-      augmented_and_preprocessed_input_batch=batch,
-      model_state=model_state,
-      mode=spec.ForwardPassMode.TRAIN,
-      rng=rng,
-      update_batch_norm=True)
-
-  loss_dict = workload.loss_fn(
-      label_batch=batch['targets'], logits_batch=logits_batch)
-  loss = loss_dict['summed'] / loss_dict['n_valid_examples']
-
-  loss.backward()
-  optimizer_state['optimizer'].step()
-
-  steps_per_epoch = workload.num_train_examples // get_batch_size('cifar')
-  if (global_step + 1) % steps_per_epoch == 0:
-    optimizer_state['scheduler'].step()
-
-  return (optimizer_state, current_param_container, new_model_state)
-
-
-def prepare_for_eval(workload: spec.Workload,
-                     current_param_container: spec.ParameterContainer,
-                     current_params_types: spec.ParameterTypeTree,
-                     model_state: spec.ModelAuxiliaryState,
-                     hyperparameters: spec.Hyperparameters,
-                     loss_type: spec.LossType,
-                     optimizer_state: spec.OptimizerState,
-                     eval_results: List[Tuple[int, float]],
-                     global_step: int,
-                     rng: spec.RandomState) -> spec.UpdateReturn:
-  """Return (updated_optimizer_state, updated_params)."""
-  del workload
-  del hyperparameters
-  del current_params_types
-  del loss_type
-  del eval_results
-  del global_step
-  del rng
-  return (optimizer_state, current_param_container, model_state)
-
-
-# Not allowed to update the model parameters, hyperparameters, global step, or
-# optimzier state.
-def data_selection(workload: spec.Workload,
-                   input_queue: Iterator[Dict[str, spec.Tensor]],
-                   optimizer_state: spec.OptimizerState,
-                   current_param_container: spec.ParameterContainer,
-                   model_state: spec.ModelAuxiliaryState,
-                   hyperparameters: spec.Hyperparameters,
-                   global_step: int,
-                   rng: spec.RandomState) -> Dict[str, spec.Tensor]:
-  """Select data from the infinitely repeating, pre-shuffled input queue.
-
-  Each element of the queue is a batch of training examples and labels.
-  """
-  del workload
-  del optimizer_state
-  del current_param_container
-  del model_state
-  del hyperparameters
-  del global_step
-  del rng
-  return next(input_queue)
diff --git a/reference_algorithms/development_algorithms/cifar/tuning_search_space.json b/reference_algorithms/development_algorithms/cifar/tuning_search_space.json
deleted file mode 100644
index 283341705..000000000
--- a/reference_algorithms/development_algorithms/cifar/tuning_search_space.json
+++ /dev/null
@@ -1,7 +0,0 @@
-{
-    "learning_rate": {"feasible_points": [0.1]},
-    "warmup_epochs": {"feasible_points": [5]},
-    "num_epochs": {"feasible_points": [200]},
-    "l2": {"feasible_points": [5e-4]},
-    "momentum": {"feasible_points": [0.9]}
-}
diff --git a/reference_algorithms/development_algorithms/mnist/__init__.py b/reference_algorithms/development_algorithms/mnist/__init__.py
deleted file mode 100644
index e69de29bb..000000000
diff --git a/reference_algorithms/development_algorithms/mnist/discrete_space.json b/reference_algorithms/development_algorithms/mnist/discrete_space.json
deleted file mode 100644
index 310f19e7d..000000000
--- a/reference_algorithms/development_algorithms/mnist/discrete_space.json
+++ /dev/null
@@ -1,17 +0,0 @@
-[
-    {
-      "learning_rate": 1e-3,
-      "one_minus_beta_1": 0.999,
-      "epsilon": 0.9
-    },
-    {
-      "learning_rate": 1e-2,
-      "one_minus_beta_1": 0.99,
-      "epsilon": 0.99
-    },
-      {
-      "learning_rate": 1e-1,
-      "one_minus_beta_1": 0.9,
-      "epsilon": 0.999
-    }
-]
\ No newline at end of file
diff --git a/reference_algorithms/development_algorithms/mnist/mnist_jax/__init__.py b/reference_algorithms/development_algorithms/mnist/mnist_jax/__init__.py
deleted file mode 100644
index e69de29bb..000000000
diff --git a/reference_algorithms/development_algorithms/mnist/mnist_jax/submission.py b/reference_algorithms/development_algorithms/mnist/mnist_jax/submission.py
deleted file mode 100644
index c1f54597d..000000000
--- a/reference_algorithms/development_algorithms/mnist/mnist_jax/submission.py
+++ /dev/null
@@ -1,154 +0,0 @@
-"""Training algorithm track submission functions for MNIST."""
-
-import functools
-from typing import Any, Dict, Iterator, List, Optional, Tuple
-
-from flax import jax_utils
-import jax
-from jax import lax
-import jax.numpy as jnp
-import optax
-
-from algoperf import spec
-
-
-def get_batch_size(workload_name):
-  # Return the global batch size.
-  batch_sizes = {'mnist': 1024}
-  return batch_sizes[workload_name]
-
-
-def init_optimizer_state(workload: spec.Workload,
-                         model_params: spec.ParameterContainer,
-                         model_state: spec.ModelAuxiliaryState,
-                         hyperparameters: spec.Hyperparameters,
-                         rng: spec.RandomState) -> spec.OptimizerState:
-  del model_params
-  del model_state
-  del rng
-  params_zeros_like = jax.tree.map(lambda s: jnp.zeros(s.shape_tuple),
-                                   workload.param_shapes)
-  opt_init_fn, opt_update_fn = optax.chain(
-      optax.scale_by_adam(
-          b1=1.0 - hyperparameters.one_minus_beta_1,
-          b2=0.999,
-          eps=hyperparameters.epsilon),
-      optax.scale(-hyperparameters.learning_rate))
-  return jax_utils.replicate(opt_init_fn(params_zeros_like)), opt_update_fn
-
-
-# We need to jax.pmap here instead of inside update_params because the latter
-# would recompile the function every step.
-@functools.partial(
-    jax.pmap,
-    axis_name='batch',
-    in_axes=(None, None, 0, 0, None, 0, 0, 0),
-    static_broadcasted_argnums=(0, 1))
-def pmapped_update_params(workload: spec.Workload,
-                          opt_update_fn,
-                          current_param_container: spec.ParameterContainer,
-                          model_state: spec.ModelAuxiliaryState,
-                          hyperparameters: spec.Hyperparameters,
-                          batch: Dict[str, spec.Tensor],
-                          optimizer_state: spec.OptimizerState,
-                          rng: spec.RandomState) -> spec.UpdateReturn:
-  del hyperparameters
-
-  def loss_fn(params):
-    logits_batch, new_model_state = workload.model_fn(
-        params=params,
-        augmented_and_preprocessed_input_batch=batch,
-        model_state=model_state,
-        mode=spec.ForwardPassMode.TRAIN,
-        rng=rng,
-        update_batch_norm=True)
-    loss_dict = workload.loss_fn(batch['targets'], logits_batch)
-    loss = loss_dict['summed'] / loss_dict['n_valid_examples']
-    return loss, new_model_state
-
-  grad_fn = jax.value_and_grad(loss_fn, has_aux=True)
-  (_, new_model_state), grad = grad_fn(current_param_container)
-  grad = lax.pmean(grad, axis_name='batch')
-  updates, new_optimizer_state = opt_update_fn(grad, optimizer_state,
-                                               current_param_container)
-  updated_params = optax.apply_updates(current_param_container, updates)
-  return new_optimizer_state, updated_params, new_model_state
-
-
-def update_params(
-    workload: spec.Workload,
-    current_param_container: spec.ParameterContainer,
-    current_params_types: spec.ParameterTypeTree,
-    model_state: spec.ModelAuxiliaryState,
-    hyperparameters: spec.Hyperparameters,
-    batch: Dict[str, spec.Tensor],
-    loss_type: spec.LossType,
-    optimizer_state: spec.OptimizerState,
-    eval_results: List[Tuple[int, float]],
-    global_step: int,
-    rng: spec.RandomState,
-    train_state: Optional[Dict[str, Any]] = None) -> spec.UpdateReturn:
-  """Return (updated_optimizer_state, updated_params, updated_model_state)."""
-  del current_params_types
-  del loss_type
-  del train_state
-  del eval_results
-  del global_step
-
-  per_device_rngs = jax.random.split(rng, jax.local_device_count())
-  optimizer_state, opt_update_fn = optimizer_state
-  new_optimizer_state, updated_params, new_model_state = pmapped_update_params(
-      workload,
-      opt_update_fn,
-      current_param_container,
-      model_state,
-      hyperparameters,
-      batch,
-      optimizer_state,
-      per_device_rngs)
-  return (new_optimizer_state, opt_update_fn), updated_params, new_model_state
-
-
-def prepare_for_eval(workload: spec.Workload,
-                     current_param_container: spec.ParameterContainer,
-                     current_params_types: spec.ParameterTypeTree,
-                     model_state: spec.ModelAuxiliaryState,
-                     hyperparameters: spec.Hyperparameters,
-                     loss_type: spec.LossType,
-                     optimizer_state: spec.OptimizerState,
-                     eval_results: List[Tuple[int, float]],
-                     global_step: int,
-                     rng: spec.RandomState) -> spec.UpdateReturn:
-  """Return (updated_optimizer_state, updated_params)."""
-  del workload
-  del hyperparameters
-  del current_params_types
-  del loss_type
-  del eval_results
-  del global_step
-  del rng
-  return (optimizer_state, current_param_container, model_state)
-
-
-# Not allowed to update the model parameters, hyperparameters, global step, or
-# optimzier state.
-def data_selection(workload: spec.Workload,
-                   input_queue: Iterator[Dict[str, spec.Tensor]],
-                   optimizer_state: spec.OptimizerState,
-                   current_param_container: spec.ParameterContainer,
-                   model_state: spec.ModelAuxiliaryState,
-                   hyperparameters: spec.Hyperparameters,
-                   global_step: int,
-                   rng: spec.RandomState) -> Dict[str, spec.Tensor]:
-  """Select data from the infinitely repeating, pre-shuffled input queue.
-
-  Each element of the queue is a batch of training examples and labels.
-  """
-  del workload
-  del optimizer_state
-  del current_param_container
-  del model_state
-  del hyperparameters
-  del global_step
-  del rng
-  return next(input_queue)
diff --git a/reference_algorithms/development_algorithms/mnist/mnist_pytorch/__init__.py b/reference_algorithms/development_algorithms/mnist/mnist_pytorch/__init__.py
deleted file mode 100644
index e69de29bb..000000000
diff --git a/reference_algorithms/development_algorithms/mnist/mnist_pytorch/submission.py b/reference_algorithms/development_algorithms/mnist/mnist_pytorch/submission.py
deleted file mode 100644
index dedd96793..000000000
--- a/reference_algorithms/development_algorithms/mnist/mnist_pytorch/submission.py
+++ /dev/null
@@ -1,117 +0,0 @@
-"""Training algorithm track submission functions for MNIST."""
-
-from typing import Any, Dict, Iterator, List, Optional, Tuple
-
-import torch
-
-from algoperf import spec
-
-
-def get_batch_size(workload_name):
-  # Return the global batch size.
-  batch_sizes = {'mnist': 1024}
-  return batch_sizes[workload_name]
-
-
-def init_optimizer_state(workload: spec.Workload,
-                         model_params: spec.ParameterContainer,
-                         model_state: spec.ModelAuxiliaryState,
-                         hyperparameters: spec.Hyperparameters,
-                         rng: spec.RandomState) -> spec.OptimizerState:
-  del model_state
-  del workload
-  del rng
-  optimizer_state = {
-      'optimizer':
-          torch.optim.Adam(
-              model_params.parameters(),
-              lr=hyperparameters.learning_rate,
-              betas=(1.0 - hyperparameters.one_minus_beta_1, 0.999),
-              eps=hyperparameters.epsilon),
-  }
-  return optimizer_state
-
-
-def update_params(
-    workload: spec.Workload,
-    current_param_container: spec.ParameterContainer,
-    current_params_types: spec.ParameterTypeTree,
-    model_state: spec.ModelAuxiliaryState,
-    hyperparameters: spec.Hyperparameters,
-    batch: Dict[str, spec.Tensor],
-    loss_type: spec.LossType,
-    optimizer_state: spec.OptimizerState,
-    eval_results: List[Tuple[int, float]],
-    global_step: int,
-    rng: spec.RandomState,
-    train_state: Optional[Dict[str, Any]] = None) -> spec.UpdateReturn:
-  """Return (updated_optimizer_state, updated_params)."""
-  del hyperparameters
-  del loss_type
-  del current_params_types
-  del train_state
-  del eval_results
-  del global_step
-
-  current_model = current_param_container
-  current_model.train()
-  for param in current_model.parameters():
-    param.grad = None
-
-  output, new_model_state = workload.model_fn(
-      params=current_model,
-      augmented_and_preprocessed_input_batch=batch,
-      model_state=model_state,
-      mode=spec.ForwardPassMode.TRAIN,
-      rng=rng,
-      update_batch_norm=True)
-
-  loss_dict = workload.loss_fn(
-      label_batch=batch['targets'], logits_batch=output)
-  loss = loss_dict['summed'] / loss_dict['n_valid_examples']
-  loss.backward()
-  optimizer_state['optimizer'].step()
-
-  return (optimizer_state, current_param_container, new_model_state)
-
-
-def prepare_for_eval(workload: spec.Workload,
-                     current_param_container: spec.ParameterContainer,
-                     current_params_types: spec.ParameterTypeTree,
-                     model_state: spec.ModelAuxiliaryState,
-                     hyperparameters: spec.Hyperparameters,
-                     loss_type: spec.LossType,
-                     optimizer_state: spec.OptimizerState,
-                     eval_results: List[Tuple[int, float]],
-                     global_step: int,
-                     rng: spec.RandomState) -> spec.UpdateReturn:
-  """Return (updated_optimizer_state, updated_params)."""
-  del workload
-  del hyperparameters
-  del current_params_types
-  del loss_type
-  del eval_results
-  del global_step
-  del rng
-  return (optimizer_state, current_param_container, model_state)
-
-
-# Not allowed to update the model parameters, hyperparameters, global step, or
-# optimzier state.
-def data_selection(workload: spec.Workload,
-                   input_queue: Iterator[Dict[str, spec.Tensor]],
-                   optimizer_state: spec.OptimizerState,
-                   current_param_container: spec.ParameterContainer,
-                   model_state: spec.ModelAuxiliaryState,
-                   hyperparameters: spec.Hyperparameters,
-                   global_step: int,
-                   rng: spec.RandomState) -> Dict[str, spec.Tensor]:
-  """Select data from the infinitely repeating, pre-shuffled input queue.
-
-  Each element of the queue is a batch of training examples and labels.
-  """
-  del optimizer_state
-  del current_param_container
-  del global_step
-  del rng
-  return next(input_queue)
diff --git a/reference_algorithms/development_algorithms/mnist/tuning_search_space.json b/reference_algorithms/development_algorithms/mnist/tuning_search_space.json
deleted file mode 100644
index 35b941133..000000000
--- a/reference_algorithms/development_algorithms/mnist/tuning_search_space.json
+++ /dev/null
@@ -1,5 +0,0 @@
-{
-    "learning_rate": {"min": 1e-4, "max": 1e-2, "scaling": "log"},
-    "one_minus_beta_1": {"min": 0.9, "max": 0.999, "scaling": "log"},
-    "epsilon": {"feasible_points": [1e-8, 1e-5, 1e-3]}
-}
diff --git a/reference_algorithms/paper_baselines/README.md b/reference_algorithms/paper_baselines/README.md
index aadb7eab2..6c7027adf 100644
--- a/reference_algorithms/paper_baselines/README.md
+++ b/reference_algorithms/paper_baselines/README.md
@@ -1,14 +1,10 @@
 # Baseline Submissions from the "Benchmarking Neural Network Training Algorithms" Paper
 
-This directory contains the baseline submissions for the [external tuning ruleset](../README.md#external-tuning-ruleset) as presented in our paper [Benchmarking Neural Network Training Algorithms](https://arxiv.org/abs/2306.07179). They are based on eight different update rules:
+This directory contains baseline submissions for the [external tuning ruleset](../README.md#external-tuning-ruleset) as presented in our paper [Benchmarking Neural Network Training Algorithms](https://arxiv.org/abs/2306.07179):
 
-- [Adafactor](/reference_algorithms/paper_baselines/adafactor)
 - [AdamW](/reference_algorithms/paper_baselines/adamw)
-- [LAMB](/reference_algorithms/paper_baselines/lamb)
 - [SGD with Momentum](/reference_algorithms/paper_baselines/momentum)
 - [NadamW](/reference_algorithms/paper_baselines/nadamw)
 - [SGD with Nesterov Momentum](/reference_algorithms/paper_baselines/nesterov)
-- [SAM](/reference_algorithms/paper_baselines/sam)
-- [Shampoo](/reference_algorithms/paper_baselines/shampoo/)
 
 Each update rule has two different tuning search spaces, one where the first momentum parameter (often denoted $\beta_1$) is tuned and one where it is set to a fixed value.
diff --git a/reference_algorithms/paper_baselines/adafactor/__init__.py b/reference_algorithms/paper_baselines/adafactor/__init__.py
deleted file mode 100644
index e69de29bb..000000000
diff --git a/reference_algorithms/paper_baselines/adafactor/jax/__init__.py b/reference_algorithms/paper_baselines/adafactor/jax/__init__.py
deleted file mode 100644
index e69de29bb..000000000
diff --git a/reference_algorithms/paper_baselines/adafactor/jax/sharded_adafactor.py b/reference_algorithms/paper_baselines/adafactor/jax/sharded_adafactor.py
deleted file mode 100644
index ff98464ae..000000000
--- a/reference_algorithms/paper_baselines/adafactor/jax/sharded_adafactor.py
+++ /dev/null
@@ -1,693 +0,0 @@
-# coding=utf-8
-# Copyright 2023 The init2winit Authors.
-#
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-#     http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-"""PAX/Praxis implementation of Adafactor.
-
-Copied from Praxis's `sharded_adafactor`, removing unnecessary sharding-related
-code and dependencies on Praxis.
-
-Code:
-https://github.com/google/praxis/blob/516a96bce6f03090c5903531038f8f8af6212250/praxis/optimizers.py#L2308
-
-Forked from:
-https://github.com/google/init2winit/master/init2winit/optimizer_lib/pax_adafactor.py
-"""
-
-import dataclasses
-import functools
-import re
-from typing import Any, Dict, List, NamedTuple, Optional, Tuple, Union
-
-import jax
-from jax import numpy as jnp
-import optax
-
-JTensor = Any
-NestedJTensor = Any
-NestedHParams = Any
-
-
-def to_quantized(fvalue: JTensor,
-                 quantized_dtype: jnp.dtype) -> Tuple[JTensor, JTensor]:
-  """Converts floating point values `fvalues` to quantized values.
-
-  We use a very simple quantization scheme where the range is symmetric around
-  0.0, and we simply map 0 to 0.0.
-
-  Let x = bucket_size
-  We map [-0.5x, 0.5x] to 0
-         [-1.5x, -0.5x] to -1
-         [0.5x, 1.5x] to 1
-         and so on so forth.
-
-  Some properties:
-    a1, a2 = to_quantized(x, quantized_dtype)
-    b1 = to_float(a1, a2)
-    c1, c2 = to_quantized(b1, quantized_dtype)
-
-    then a1 == c1, a2 == c2
-
-  Args:
-    fvalue: Values in floating point.
-    quantized_dtype: Quantized dtype, can be either jnp.int8, or jnp.int16.
-
-  Returns:
-    A (quantized_values, bucket_size) 2-tuple.
-    `quantized_values * bucket_size[jnp.newaxis, ...]` are the quantized
-    values
-    on the floating value axis.
-  """
-  float_dtype = fvalue.dtype
-  if quantized_dtype == jnp.int8:
-    # value -128 is not used.
-    num_buckets = jnp.array(127.0, dtype=float_dtype)
-  elif quantized_dtype == jnp.int16:
-    # value -32768 is not used.
-    num_buckets = jnp.array(32767.0, dtype=float_dtype)
-  else:
-    raise ValueError(f'Quantized dtype {quantized_dtype} not supported.')
-  # max value is mapped to num_buckets
-
-  # We first decide the scale.
-  if fvalue.ndim < 1:
-    raise ValueError(
-        f'Input array {fvalue} must have a strictly positive number of '
-        'dimensions.')
-
-  max_abs = jnp.max(jnp.abs(fvalue), axis=0)
-  bucket_size = max_abs / num_buckets
-  bs_expanded = bucket_size[jnp.newaxis, ...]
-  # To avoid divide by 0.0
-  bs_nonzero = jnp.where(bs_expanded > 0.0,
-                         bs_expanded,
-                         jnp.ones_like(bs_expanded))
-  ratio = fvalue / bs_nonzero
-  # We use rounding to remove bias.
-  quantized = jnp.round(ratio)
-  return quantized.astype(quantized_dtype), bucket_size
-
-
-def to_float(quantized: JTensor, bucket_size: JTensor) -> JTensor:
-  """Converts quantized values to float values.
-
-  Args:
-    quantized: Quantized values, of type either jnp.int8 or jnp.int16.
-    bucket_size: The size of each bucket on the floating-point axis. bucket_size
-      is of rank tf.rank(quantized) - 1. For example, if quantized is of shape
-      [x, ...], bucket_size is of shape [...].
-
-  Returns:
-    Unquantized values of type bucket_size.dtype.
-  """
-  float_dtype = bucket_size.dtype
-  bucket_size = bucket_size[jnp.newaxis, ...]
-  return quantized.astype(float_dtype) * bucket_size
-
-
-def adafactor_decay_rate_adam(beta2: float, step_counter: JTensor) -> JTensor:
-  """Second-moment decay rate like Adam, subsuming the correction factor.
-
-  Args:
-    beta2: A floating point value between 0 and 1.
-    step_counter: A scalar tensor keeping track of the number of steps
-      performed.
-
-  Returns:
-    The decay rate as a scalar JTensor.
-  """
-  step = step_counter
-  beta2 = jnp.array(beta2, dtype=jnp.float32)
-  t = step + 1.
-  return beta2 * (1. - jnp.power(beta2, t - 1.)) / (1. - jnp.power(beta2, t))
-
-
-def adafactor_decay_rate_pow(exponent: float, step_counter: JTensor) -> JTensor:
-  """Second moment decay rate where memory-length grows as step_num^exponent.
-
-  Args:
-    exponent: A floating point value between 0 and 1.
-    step_counter: A scalar tensor keeping track of the number of steps
-      performed.
-
-  Returns:
-    The decay rate as a scalar JTensor.
-  """
-  step = step_counter
-  exponent = jnp.array(exponent, dtype=jnp.float32)
-  return 1. - jnp.power((step + 1.), -exponent)
-
-
-def reduce_mean(array: JTensor) -> JTensor:
-  """Computes the mean of `array` in a more numerically stable way.
-
-  Args:
-    array: Input array.
-
-  Returns:
-    The mean of the input array as a scalar array.
-  """
-  num_elements = array.size
-  if num_elements > 1e8:
-    # When x is too large, simple jnp.mean() can result in nan or inf values.
-    # TODO(bf-jax): The following code snippet is consistent with the TensorFlow
-    # implementation. This can be simplified into `jnp.mean(jnp.mean(x, -1))`.
-    # Update to using mean() after verifying consistency.
-    array_sum = jnp.sum(array, axis=-1)
-    array_sum = jnp.sum(array_sum)
-    return array_sum / jnp.array(num_elements, dtype=array_sum.dtype)
-  else:
-    return jnp.mean(array)
-
-
-def reduce_rms(array: JTensor) -> JTensor:
-  """Computes the RMS of `array` (in a numerically stable way).
-
-  Args:
-    array: Input array.
-
-  Returns:
-    The root mean square of the input array as a scalar array.
-  """
-  sq = jnp.square(array)
-  sq_mean = reduce_mean(sq)
-  return jnp.sqrt(sq_mean)
-
-
-@dataclasses.dataclass(frozen=True)
-class _ShardedAdafactorUpdateResult:
-  """Structure containing per-variable info for Adafactor."""
-  update: Optional[Any]
-  m: Optional[Any]
-  m_scale: Optional[Any]
-  vr: Optional[Any]
-  vc: Optional[Any]
-  v: Optional[Any]
-
-
-class ShardedAdafactorState(NamedTuple):
-  """Overall state of the ShardedAdafactor optimizer."""
-  count: JTensor
-  m: Optional[NestedJTensor]
-  m_scale: Optional[NestedJTensor]
-  vr: Optional[NestedJTensor]
-  vc: Optional[NestedJTensor]
-  v: Optional[NestedJTensor]
-
-
-class _ShardedAdafactorHelper:
-  """Helper class to implement optax-based sharded Adafactor."""
-
-  def __init__(self,
-               learning_rate: optax.Schedule,
-               weight_decay: Optional[float],
-               layerwise_adaptation: bool,
-               decay_method: str,
-               decay_adam: float,
-               decay_pow: float,
-               beta1: float,
-               clip_threshold: Optional[float],
-               factored: bool,
-               epsilon1_grad_sq_reg: float,
-               quantized_dtype: jnp.dtype,
-               respect_skip_lp_regularization: bool,
-               exclude_from_layerwise_adaptation: Optional[List[str]],
-               per_var_learning_summary: bool,
-               sort_factored_second_moment_dims: bool,
-               min_dim_size_to_factor: int,
-               multiply_by_parameter_scale: bool,
-               epsilon2_param_scale_reg: float,
-               maybe_inf_to_nan: bool,
-               nesterov: bool) -> None:
-    """Constructor. See ShardedAdafactor() below."""
-
-    self._learning_rate = learning_rate
-    self._weight_decay = weight_decay
-    self._layerwise_adaptation = layerwise_adaptation
-    self._decay_method = decay_method
-    self._decay_adam = decay_adam
-    self._decay_pow = decay_pow
-    self._beta1 = beta1
-    self._clip_threshold = clip_threshold
-    self._factored = factored
-    self._epsilon1 = epsilon1_grad_sq_reg
-    self._quantized_dtype = quantized_dtype
-    self._respect_skip_lp_regularization = respect_skip_lp_regularization
-    self._exclude_from_layerwise_adaptation = exclude_from_layerwise_adaptation
-    self._per_var_learning_summary = per_var_learning_summary
-    self._sort_factored_second_moment_dims = sort_factored_second_moment_dims
-    self._min_dim_size_to_factor = min_dim_size_to_factor
-    self._multiply_by_parameter_scale = multiply_by_parameter_scale
-    self._epsilon2 = epsilon2_param_scale_reg
-    self._maybe_inf_to_nan = maybe_inf_to_nan
-    self._nesterov = nesterov
-
-  def should_use_factored_second_moment_estimate(self, shape):
-    """Should we use a factored second moment estimator.
-
-    Based on the shape of the variable.
-
-    Args:
-      shape: a list of integers.
-
-    Returns:
-      A boolean.
-    """
-    return self.factored_second_moment_dims(shape) is not None
-
-  def factored_second_moment_dims(self, shape):
-    """Should we use a factored second moment estimator.
-
-    We select largest and second largest var dims as row and colum dims.
-
-    Default list of factored dims is -1, -2.
-
-    Args:
-      shape: a list of integers.
-
-    Returns:
-      either a list of 2 Dimension indices for row and col or None
-    """
-    if not self._factored:
-      return None
-    if len(shape) < 2:
-      return None
-    if not self._sort_factored_second_moment_dims:
-      return len(shape) - 1, len(shape) - 2
-
-    def largest_two_dim_indices():
-      s = [(s, i) for i, s in enumerate(shape)]
-      sorted_dims = sorted(s, key=lambda d: -d[0])
-      return sorted_dims[0][1], sorted_dims[1][1]
-
-    r_idx, c_idx = largest_two_dim_indices()
-    if shape[c_idx] < self._min_dim_size_to_factor:
-      return None
-    return r_idx, c_idx
-
-  def should_store_momentum_in_qint(self, shape):
-    """Should we store momentum as quantized integers.
-
-    Based on the shape of the variable.
-
-    Args:
-      shape: a list of integers
-
-    Returns:
-      A boolean.
-    """
-    if jnp.issubdtype(self._quantized_dtype, jnp.floating):
-      return False
-    if self._quantized_dtype is None:
-      return False
-    return len(shape) >= 1
-
-  def to_state(self, count, result_tree):
-    """Maps from a tree of (factored) values to separate trees of values."""
-    return ShardedAdafactorState(
-        count=count,
-        m=jax.tree.map(lambda o: o.m, result_tree),
-        m_scale=jax.tree.map(lambda o: o.m_scale, result_tree),
-        vr=jax.tree.map(lambda o: o.vr, result_tree),
-        vc=jax.tree.map(lambda o: o.vc, result_tree),
-        v=jax.tree.map(lambda o: o.v, result_tree))
-
-  def init(self, param):
-    """Initializes the optimizer state for a given param."""
-    # The actually value that will be added to a variable for updating it.
-    output_update = jnp.zeros((1,))
-    output_m = jnp.zeros((1,))
-    output_m_scale = jnp.zeros((1,))
-    output_vr = jnp.zeros((1,))
-    output_vc = jnp.zeros((1,))
-    output_v = jnp.zeros((1,))
-    shape = param.shape
-    if self._beta1:
-      if jnp.issubdtype(self._quantized_dtype, jnp.floating):
-        output_m = jnp.zeros(shape, dtype=self._quantized_dtype)
-      elif self.should_store_momentum_in_qint(shape):
-        output_m = jnp.zeros(shape, dtype=self._quantized_dtype)
-        scale_shape = shape[1:]
-        output_m_scale = jnp.zeros(scale_shape, dtype=jnp.float32)
-      else:
-        output_m = jnp.zeros(shape, dtype=jnp.float32)
-    if self.should_use_factored_second_moment_estimate(shape):
-      factored_dims = self.factored_second_moment_dims(shape)
-      vr_axis, vc_axis = factored_dims
-      output_vr_shape = list(shape).copy()
-      del output_vr_shape[vr_axis]
-      output_vc_shape = list(shape).copy()
-      del output_vc_shape[vc_axis]
-      output_vr = jnp.zeros(output_vr_shape, dtype=jnp.float32)
-      output_vc = jnp.zeros(output_vc_shape, dtype=jnp.float32)
-    else:
-      output_v = jnp.zeros(shape, dtype=jnp.float32)
-    return _ShardedAdafactorUpdateResult(
-        update=output_update,
-        m=output_m,
-        m_scale=output_m_scale,
-        vr=output_vr,
-        vc=output_vc,
-        v=output_v)
-
-  def inf_to_nan(self, array):
-    """Converting Infinity values to the more sticky NaN."""
-    # For example, when we have y = 1.0 / x in code and x == inf, y will become
-    # 0. Therefore the infinite value of x is hidden in the calculation,
-    # leading to silent omission of numerical issues.
-    if not self._maybe_inf_to_nan:
-      return array
-    return jnp.nan_to_num(array, nan=jnp.nan, posinf=jnp.nan, neginf=jnp.nan)
-
-  def parameter_scale(self, var):
-    """Estimate the scale of the parameters from the current values.
-
-    We include a minimum value of 0.001 to give it a chance to escape 0
-    if it was zero-initialized.
-
-    Instead of using the value, we could impute the scale from the shape,
-    as initializers do.
-
-    Args:
-      var: a variable or Tensor.
-
-    Returns:
-      a Scalar
-    """
-    return jnp.maximum(reduce_rms(var), jnp.asarray(self._epsilon2, var.dtype))
-
-  def compute_var_and_slot_update(self,
-                                  count,
-                                  grad,
-                                  m,
-                                  m_scale,
-                                  vr,
-                                  vc,
-                                  v,
-                                  param,
-                                  var_name=None):
-    """Computes the var and optimizer slots updates for a single variable."""
-    # We can probably skip this step
-    grad = grad.astype(jnp.float32)
-    grad = self.inf_to_nan(grad)
-    grad_squared = jnp.square(grad)
-
-    # Add epsilon1_grad_sq_reg as per Algorithm 4
-    # of https://arxiv.org/pdf/1804.04235.pdf
-    grad_squared += self._epsilon1
-    grad_squared_mean = self.inf_to_nan(reduce_mean(grad_squared))
-    if self._decay_method == 'adam':
-      assert self._decay_adam > 0
-      decay_rate = adafactor_decay_rate_adam(self._decay_adam, count)
-    elif self._decay_method == 'pow':
-      assert self._decay_pow > 0
-      decay_rate = adafactor_decay_rate_pow(self._decay_pow, count)
-    else:
-      raise ValueError(f'decay_method {self._decay_method} not supported.')
-
-    learning_rate = self._learning_rate
-    if callable(learning_rate):
-      learning_rate = learning_rate(count)
-
-    update_scale = learning_rate
-    old_val = param
-
-    if self._multiply_by_parameter_scale:
-      update_scale *= self.parameter_scale(old_val).astype(update_scale.dtype)
-
-    # Q(yonghui): Can we remove the hack now?
-    # HACK: Make things dependent on grad.
-    # This confounds the XLA rewriter and keeps it from fusing computations
-    # across different variables.  This fusion is a bad for HBM usage, since
-    # it causes the gradients to persist in memory.
-    decay_rate += grad_squared_mean * 1e-30
-    update_scale += grad_squared_mean * 1e-30
-    # END HACK
-
-    mixing_rate = 1. - decay_rate
-    shape = param.shape
-
-    output_m = jnp.zeros((1,))
-    output_m_scale = jnp.zeros((1,))
-    output_vr = jnp.zeros((1,))
-    output_vc = jnp.zeros((1,))
-    output_v = jnp.zeros((1,))
-
-    factored_second_moment_dims = self.factored_second_moment_dims(shape)
-    if factored_second_moment_dims is not None:
-      # Q(shafey): Should we use the more numerically stable version
-      # reduce_mean().
-      vr_axis, vc_axis = factored_second_moment_dims
-      grad_squared_row_mean = self.inf_to_nan(
-          jnp.mean(grad_squared, axis=vr_axis))
-      grad_squared_col_mean = self.inf_to_nan(
-          jnp.mean(grad_squared, axis=vc_axis))
-      new_vr = decay_rate * vr + mixing_rate * grad_squared_row_mean
-      new_vc = decay_rate * vc + mixing_rate * grad_squared_col_mean
-      output_vr = new_vr
-      output_vc = new_vc
-      long_term_mean = jnp.mean(new_vr, axis=-1, keepdims=True)
-      r_factor = 1. / jnp.sqrt(new_vr / long_term_mean)
-      c_factor = 1. / jnp.sqrt(new_vc)
-      x = grad * jnp.expand_dims(r_factor, vr_axis) * jnp.expand_dims(
-          c_factor, vc_axis)
-    else:
-      # v with sharding annotation.
-      new_v = decay_rate * v + mixing_rate * grad_squared
-      output_v = new_v
-      x = grad / jnp.sqrt(new_v)
-
-    if self._clip_threshold is not None:
-      clipping_denom = jnp.maximum(1., reduce_rms(x) / self._clip_threshold)
-      clipping_denom = self.inf_to_nan(clipping_denom)
-      x /= clipping_denom
-
-    subtrahend = update_scale * x
-    if self._beta1:
-      if jnp.issubdtype(self._quantized_dtype, jnp.floating):
-        m = m.astype(jnp.float32)
-      elif self.should_store_momentum_in_qint(shape):
-        m_init_dtype = m.dtype
-        m = to_float(m, m_scale)
-      if self._nesterov:
-        subtrahend_original = subtrahend
-      subtrahend = self._beta1 * m + (1. - self._beta1) * subtrahend
-      subtrahend = self.inf_to_nan(subtrahend)
-      if self._quantized_dtype == jnp.bfloat16:
-        new_m = subtrahend.astype(jnp.bfloat16)
-        output_m = new_m
-      elif self.should_store_momentum_in_qint(shape):
-        # Update the momentum values.
-        new_m_val, new_m_scale = to_quantized(subtrahend, m_init_dtype)
-        output_m = new_m_val
-        output_m_scale = new_m_scale
-      else:
-        output_m = subtrahend
-
-      if self._nesterov:
-        subtrahend = (
-            self._beta1 * subtrahend +
-            (1.0 - self._beta1) * subtrahend_original)
-
-    if self._weight_decay is not None:
-      # Apply decoupled weight decay to be consistent with AdamW.
-      var_weight_decay = None
-      if isinstance(self._weight_decay, dict):
-        for scope_pattern in self._weight_decay.keys():
-          regex_pattern = re.compile(scope_pattern)
-          if regex_pattern.match(var_name):
-            var_weight_decay = self._weight_decay[scope_pattern]
-      else:
-        var_weight_decay = self._weight_decay
-
-      if var_weight_decay is not None:
-        weight_decay = var_weight_decay * learning_rate
-        subtrahend += weight_decay * old_val
-
-    if self._layerwise_adaptation:
-      include = True
-      if self._exclude_from_layerwise_adaptation is not None:
-        for scope_pattern in self._exclude_from_layerwise_adaptation:
-          regex_pattern = re.compile(scope_pattern)
-          if regex_pattern.match(var_name):
-            include = False
-            break
-      if include:
-        w_norm = reduce_rms(old_val)
-        g_norm = reduce_rms(subtrahend / update_scale) + self._epsilon1
-        ratio = w_norm / g_norm
-        ratio = jnp.where(
-            jnp.greater(w_norm, 0),
-            jnp.where(jnp.greater(g_norm, 0), (w_norm / g_norm), 1.0),
-            1.0)
-        subtrahend *= ratio
-
-    return _ShardedAdafactorUpdateResult(
-        update=-subtrahend,
-        m=output_m,
-        m_scale=output_m_scale,
-        vr=output_vr,
-        vc=output_vc,
-        v=output_v)
-
-
-def sharded_adafactor(
-    learning_rate: optax.Schedule,
-    weight_decay: Optional[Union[float, Dict[str, float]]] = None,
-    layerwise_adaptation: bool = False,
-    decay_method: str = 'adam',
-    decay_adam: float = 0.99,
-    decay_pow: float = 0.,
-    beta1: float = 0.9,
-    clip_threshold: Optional[float] = 1.,
-    factored: bool = True,
-    epsilon1_grad_sq_reg: float = 1e-30,
-    quantized_dtype: jnp.dtype = jnp.int8,
-    respect_skip_lp_regularization: bool = False,
-    exclude_from_layerwise_adaptation: Optional[List[str]] = None,
-    per_var_learning_summary: bool = False,
-    sort_factored_second_moment_dims: bool = False,
-    # min_dim_size_to_factor is only used when
-    # sort_factored_second_moment_dims=True.
-    min_dim_size_to_factor: int = 128,
-    multiply_by_parameter_scale: bool = False,
-    epsilon2_param_scale_reg: float = 1e-3,
-    maybe_inf_to_nan: bool = True,
-    nesterov: bool = False,
-) -> optax.GradientTransformation:
-  """AdaFactor optimizer that supports SPMD sharding.
-
-  Reference:
-    Shazeer et al, 2018: https://arxiv.org/abs/1804.04235
-
-  Adafactor is very similar to Adam (Kingma and Ba, 2019), the major
-  differences being:
-
-  1. For a two-dimensional AxB weight matrix, Adafactor uses only A+B auxiliary
-     parameters to maintain the second-moment estimator, instead of AB.
-     This is advantageous on memory-limited systems.  In addition, beta1
-     (momentum) is set to zero by default, saving an additional auxiliary
-     parameter per weight.  Variables with >=3 dimensions are treated as
-     collections of two-dimensional matrices - factorization is over the final
-     two dimensions.
-
-  2. Adafactor incorporates "update-clipping" - a scale-invariant analog of
-     gradient clipping.  This improves stability.
-
-  3. Adafactor does not require an external "learning rate".  By default, it
-     incorporates a relative-update-scale schedule, corresponding to
-     inverse-square-root learning-rate-decay in Adam.  We hope this works well
-     for most applications.
-
-  Args:
-    learning_rate: a callable that given the current training step, returns the
-      learning rate to apply.
-    weight_decay: an optional float tensor as decoupled weight decay value, or a
-      dictionary with key as regex scope pattern and value as corresponding
-      weight decay float tensor. The value will apply to all variables under
-      that scope name.
-    layerwise_adaptation: a boolean, whether or not to use layer-wise adaptive
-      moments (LAMB) https://arxiv.org/abs/1904.00962.
-    decay_method: a string, deciding how decay_rate should be computed.
-      Permitted values are 'adam' and 'pow'.
-    decay_adam: a float, decay if decay_method == 'adam'.
-    decay_pow: a float, decay if decay_method == 'pow'.
-    beta1: a float value between 0 and 1 for momentum.
-    clip_threshold: an optional float >= 1
-    factored: a boolean, whether or not to use factored second order momentum.
-    epsilon1_grad_sq_reg: Regularization constant for squared gradient.
-    quantized_dtype: type of the quantized input. Allowed options are jnp.int8,
-      jnp.int16, jnp.bfloat16 and jnp.float32. If floating-point type is
-      specified, accumulators are stored as such type, instead of quantized
-      integers.
-    respect_skip_lp_regularization: whether or not to respect lingvo
-      SKIP_LP_REGULARIZATION var collection that skips decoupled weight decay.
-    exclude_from_layerwise_adaptation: A dictionary with key as regex scope
-      pattern for variables to be skipped.
-    per_var_learning_summary: a bool, whether or not to export per-var learning
-      summaries.
-    sort_factored_second_moment_dims: a bool, whether to select dims to factor
-      by size, for the factored second moment.
-    min_dim_size_to_factor: an integer, only factor the statistics if two array
-      dimensions have at least this size. NOTE min_dim_size_to_factor is only
-      used when sort_factored_second_moment_dims=True.
-    multiply_by_parameter_scale: a boolean, if True, then scale learning_rate by
-      parameter scale. if False provided learning_rate is absolute step size.
-      NOTE False by default.
-    epsilon2_param_scale_reg: Regularization constant for parameter scale. Only
-      used when multiply_by_parameter_scale is True.
-    maybe_inf_to_nan: Will use jax.nan_to_num during update when True.
-    nesterov: Will use Nesterov momentum when True.
-
-  Returns:
-    A `ShardedGradientTransformation`.
-  """
-
-  assert not respect_skip_lp_regularization
-  assert decay_adam >= 0
-  assert decay_pow >= 0
-  assert learning_rate is not None
-  assert decay_method == 'adam' or decay_method == 'pow', (
-      f'decay_method: {decay_method} not supported. Supported methods are '
-      '"pow", or "adam".')
-
-  sharded_adafactor_helper = _ShardedAdafactorHelper(
-      learning_rate=learning_rate,
-      weight_decay=weight_decay,
-      layerwise_adaptation=layerwise_adaptation,
-      decay_method=decay_method,
-      decay_adam=decay_adam,
-      decay_pow=decay_pow,
-      beta1=beta1,
-      clip_threshold=clip_threshold,
-      factored=factored,
-      epsilon1_grad_sq_reg=epsilon1_grad_sq_reg,
-      quantized_dtype=quantized_dtype,
-      respect_skip_lp_regularization=respect_skip_lp_regularization,
-      exclude_from_layerwise_adaptation=exclude_from_layerwise_adaptation,
-      per_var_learning_summary=per_var_learning_summary,
-      sort_factored_second_moment_dims=sort_factored_second_moment_dims,
-      min_dim_size_to_factor=min_dim_size_to_factor,
-      multiply_by_parameter_scale=multiply_by_parameter_scale,
-      epsilon2_param_scale_reg=epsilon2_param_scale_reg,
-      maybe_inf_to_nan=maybe_inf_to_nan,
-      nesterov=nesterov)
-
-  def init_fn(params):
-    """Initializes the optimizer's state."""
-    return sharded_adafactor_helper.to_state(
-        jnp.zeros([], jnp.int32),
-        jax.tree.map(sharded_adafactor_helper.init, params))
-
-  def update_fn(updates, state, params=None):
-    if params is None:
-      raise ValueError(
-          'You are using a transformation that requires the current value of '
-          'parameters, but you are not passing `params` when calling `update`.')
-
-    compute_var_and_slot_update_fn = functools.partial(
-        sharded_adafactor_helper.compute_var_and_slot_update, state.count)
-    output = jax.tree.map(compute_var_and_slot_update_fn,
-                          updates,
-                          state.m,
-                          state.m_scale,
-                          state.vr,
-                          state.vc,
-                          state.v,
-                          params)
-    updates = jax.tree.map(lambda o: o.update, output)
-    count_plus_one = state.count + jnp.array(1, jnp.int32)
-    updated_states = sharded_adafactor_helper.to_state(count_plus_one, output)
-    return updates, updated_states
-
-  return optax.GradientTransformation(init=init_fn, update=update_fn)
diff --git a/reference_algorithms/paper_baselines/adafactor/jax/submission.py b/reference_algorithms/paper_baselines/adafactor/jax/submission.py
deleted file mode 100644
index 1833ab8af..000000000
--- a/reference_algorithms/paper_baselines/adafactor/jax/submission.py
+++ /dev/null
@@ -1,227 +0,0 @@
-"""Submission file for an Adafactor optimizer with warmup+cosine LR in Jax."""
-
-import functools
-from typing import Any, Dict, Iterator, List, Optional, Tuple
-
-from flax import jax_utils
-import jax
-from jax import lax
-import jax.numpy as jnp
-import optax
-
-from algoperf import spec
-from reference_algorithms.paper_baselines.adafactor.jax.sharded_adafactor import \
-    sharded_adafactor
-
-_GRAD_CLIP_EPS = 1e-6
-
-
-def init_optimizer_state(workload: spec.Workload,
-                         model_params: spec.ParameterContainer,
-                         model_state: spec.ModelAuxiliaryState,
-                         hyperparameters: spec.Hyperparameters,
-                         rng: spec.RandomState) -> spec.OptimizerState:
-  """Creates an Adafactor optimizer and a learning rate schedule."""
-  del model_params
-  del model_state
-  del rng
-
-  def jax_cosine_warmup(step_hint: int, hyperparameters):
-    # Create learning rate schedule.
-    warmup_steps = int(hyperparameters.warmup_factor * step_hint)
-    warmup_fn = optax.linear_schedule(
-        init_value=0.,
-        end_value=hyperparameters.learning_rate,
-        transition_steps=warmup_steps)
-    cosine_steps = max(step_hint - warmup_steps, 1)
-    cosine_fn = optax.cosine_decay_schedule(
-        init_value=hyperparameters.learning_rate, decay_steps=cosine_steps)
-    schedule_fn = optax.join_schedules(
-        schedules=[warmup_fn, cosine_fn], boundaries=[warmup_steps])
-    return schedule_fn
-
-  # Create optimizer + LR schedule.
-  lr_schedule_fn = jax_cosine_warmup(workload.step_hint, hyperparameters)
-  opt_init_fn, opt_update_fn = sharded_adafactor(
-      learning_rate=lr_schedule_fn,
-      beta1=1.0 - hyperparameters.one_minus_beta1,
-      weight_decay=hyperparameters.weight_decay)
-  params_zeros_like = jax.tree.map(lambda s: jnp.zeros(s.shape_tuple),
-                                   workload.param_shapes)
-  optimizer_state = opt_init_fn(params_zeros_like)
-
-  return jax_utils.replicate(optimizer_state), opt_update_fn
-
-
-@functools.partial(
-    jax.pmap,
-    axis_name='batch',
-    in_axes=(None, None, 0, 0, 0, 0, 0, None, None),
-    static_broadcasted_argnums=(0, 1),
-    donate_argnums=(2, 3, 4))
-def pmapped_train_step(workload,
-                       opt_update_fn,
-                       model_state,
-                       optimizer_state,
-                       current_param_container,
-                       batch,
-                       rng,
-                       grad_clip,
-                       label_smoothing):
-
-  def _loss_fn(params):
-    """Loss function used for training."""
-    logits, new_model_state = workload.model_fn(
-        params,
-        batch,
-        model_state,
-        spec.ForwardPassMode.TRAIN,
-        rng,
-        update_batch_norm=True)
-    loss_dict = workload.loss_fn(
-        label_batch=batch['targets'],
-        logits_batch=logits,
-        mask_batch=batch.get('weights'),
-        label_smoothing=label_smoothing)
-    summed_loss = loss_dict['summed']
-    n_valid_examples = loss_dict['n_valid_examples']
-    return summed_loss, (n_valid_examples, new_model_state)
-
-  grad_fn = jax.value_and_grad(_loss_fn, has_aux=True)
-  (summed_loss, (n_valid_examples, new_model_state)), grad = grad_fn(
-      current_param_container)
-  # Get correct global mean loss and grad.
-  (summed_loss, n_valid_examples, grad) = lax.psum(
-      (summed_loss, n_valid_examples, grad), axis_name='batch')
-  loss = summed_loss / n_valid_examples
-  grad = jax.tree.map(lambda x: x / n_valid_examples, grad)
-
-  grad_norm = jnp.sqrt(
-      sum(jnp.sum(g**2) for g in jax.tree_util.tree_leaves(grad)))
-
-  if grad_clip is not None:
-    grad_scaling_factor = grad_clip / (grad_norm + _GRAD_CLIP_EPS)
-    grad_scaling_factor = jax.lax.clamp(min=0.0, x=grad_scaling_factor, max=1.0)
-    grad = jax.tree.map(lambda x: x * grad_scaling_factor, grad)
-
-  updates, new_optimizer_state = opt_update_fn(grad, optimizer_state,
-                                               current_param_container)
-  updated_params = optax.apply_updates(current_param_container, updates)
-  return new_optimizer_state, updated_params, new_model_state, loss, grad_norm
-
-
-def update_params(
-    workload: spec.Workload,
-    current_param_container: spec.ParameterContainer,
-    current_params_types: spec.ParameterTypeTree,
-    model_state: spec.ModelAuxiliaryState,
-    hyperparameters: spec.Hyperparameters,
-    batch: Dict[str, spec.Tensor],
-    loss_type: spec.LossType,
-    optimizer_state: spec.OptimizerState,
-    eval_results: List[Tuple[int, float]],
-    global_step: int,
-    rng: spec.RandomState,
-    train_state: Optional[Dict[str, Any]] = None) -> spec.UpdateReturn:
-  """Return (updated_optimizer_state, updated_params, updated_model_state)."""
-  del current_params_types
-  del loss_type
-  del train_state
-  del eval_results
-
-  optimizer_state, opt_update_fn = optimizer_state
-  per_device_rngs = jax.random.split(rng, jax.local_device_count())
-  if hasattr(hyperparameters, 'label_smoothing'):
-    label_smoothing = hyperparameters.label_smoothing
-  else:
-    label_smoothing = 0.0
-  if hasattr(hyperparameters, 'grad_clip'):
-    grad_clip = hyperparameters.grad_clip
-  else:
-    grad_clip = None
-  outputs = pmapped_train_step(workload,
-                               opt_update_fn,
-                               model_state,
-                               optimizer_state,
-                               current_param_container,
-                               batch,
-                               per_device_rngs,
-                               grad_clip,
-                               label_smoothing)
-  new_optimizer_state, new_params, new_model_state, loss, grad_norm = outputs
-
-  # Log loss, grad_norm.
-  if global_step % 100 == 0 and workload.metrics_logger is not None:
-    workload.metrics_logger.append_scalar_metrics(
-        {
-            'loss': loss[0],
-            'grad_norm': grad_norm[0],
-        }, global_step)
-  return (new_optimizer_state, opt_update_fn), new_params, new_model_state
-
-
-def prepare_for_eval(workload: spec.Workload,
-                     current_param_container: spec.ParameterContainer,
-                     current_params_types: spec.ParameterTypeTree,
-                     model_state: spec.ModelAuxiliaryState,
-                     hyperparameters: spec.Hyperparameters,
-                     loss_type: spec.LossType,
-                     optimizer_state: spec.OptimizerState,
-                     eval_results: List[Tuple[int, float]],
-                     global_step: int,
-                     rng: spec.RandomState) -> spec.UpdateReturn:
-  """Return (updated_optimizer_state, updated_params)."""
-  del workload
-  del hyperparameters
-  del current_params_types
-  del loss_type
-  del eval_results
-  del global_step
-  del rng
-  return (optimizer_state, current_param_container, model_state)
-
-
-def get_batch_size(workload_name):
-  # Return the global batch size.
-  if workload_name == 'criteo1tb':
-    return 262_144
-  elif workload_name == 'fastmri':
-    return 32
-  elif workload_name == 'imagenet_resnet':
-    return 1024
-  elif workload_name == 'imagenet_vit':
-    return 1024
-  elif workload_name == 'librispeech_conformer':
-    return 256
-  elif workload_name == 'librispeech_deepspeech':
-    return 256
-  elif workload_name == 'ogbg':
-    return 512
-  elif workload_name == 'wmt':
-    return 128
-  elif workload_name == 'mnist':
-    return 16
-  else:
-    raise ValueError(f'Unsupported workload name: {workload_name}.')
-
-
-def data_selection(workload: spec.Workload,
-                   input_queue: Iterator[Dict[str, spec.Tensor]],
-                   optimizer_state: spec.OptimizerState,
-                   current_param_container: spec.ParameterContainer,
-                   model_state: spec.ModelAuxiliaryState,
-                   hyperparameters: spec.Hyperparameters,
-                   global_step: int,
-                   rng: spec.RandomState) -> Dict[str, spec.Tensor]:
-  """Select data from the infinitely repeating, pre-shuffled input queue.
-  Each element of the queue is a batch of training examples and labels.
-  """
-  del workload
-  del optimizer_state
-  del current_param_container
-  del model_state
-  del hyperparameters
-  del global_step
-  del rng
-  batch = next(input_queue)
-  return batch
diff --git a/reference_algorithms/paper_baselines/adafactor/pytorch/__init__.py b/reference_algorithms/paper_baselines/adafactor/pytorch/__init__.py
deleted file mode 100644
index e69de29bb..000000000
diff --git a/reference_algorithms/paper_baselines/adafactor/pytorch/submission.py b/reference_algorithms/paper_baselines/adafactor/pytorch/submission.py
deleted file mode 100644
index 7aa457a25..000000000
--- a/reference_algorithms/paper_baselines/adafactor/pytorch/submission.py
+++ /dev/null
@@ -1,336 +0,0 @@
-"""Submission file for Adafactor in PyTorch."""
-
-from functools import partial
-from typing import Any, Dict, Iterator, List, Optional, Tuple
-
-from absl import logging
-import torch
-import torch.distributed.nn as dist_nn
-from torch.optim.lr_scheduler import CosineAnnealingLR
-from torch.optim.lr_scheduler import LinearLR
-from torch.optim.lr_scheduler import SequentialLR
-
-from algoperf import spec
-from algoperf.pytorch_utils import pytorch_setup
-
-USE_PYTORCH_DDP = pytorch_setup()[0]
-
-
-def init_optimizer_state(workload: spec.Workload,
-                         model_params: spec.ParameterContainer,
-                         model_state: spec.ModelAuxiliaryState,
-                         hyperparameters: spec.Hyperparameters,
-                         rng: spec.RandomState) -> spec.OptimizerState:
-  """Creates an Adafactor optimizer and a learning rate schedule."""
-  del model_state
-  del rng
-
-  # Create optimizer.
-  optimizer_state = {
-      'optimizer':
-          Adafactor(
-              model_params.parameters(),
-              lr=hyperparameters.learning_rate,
-              beta1=1 - hyperparameters.one_minus_beta1,
-              weight_decay=hyperparameters.weight_decay),
-  }
-  optimizer = optimizer_state['optimizer']
-  warmup = LinearLR(
-      optimizer,
-      start_factor=1e-10,
-      end_factor=1.,
-      total_iters=hyperparameters.warmup_steps)
-  cosine_steps = max(workload.step_hint - hyperparameters.warmup_steps, 1)
-  cosine_decay = CosineAnnealingLR(optimizer, T_max=cosine_steps)
-  optimizer_state['scheduler'] = SequentialLR(
-      optimizer,
-      schedulers=[warmup, cosine_decay],
-      milestones=[hyperparameters.warmup_steps])
-  return optimizer_state
-
-
-class Adafactor(torch.optim.Optimizer):
-  """Adapted from https://github.com/huggingface/transformers/blob/main/
-  src/transformers/optimization.py#L386"""
-
-  def __init__(
-      self,
-      params,
-      lr=None,
-      beta1=0.9,
-      decay_adam=0.99,
-      weight_decay=0.0,
-  ):
-    defaults = dict(
-        lr=lr,
-        beta1=beta1,
-        decay_adam=decay_adam,
-        weight_decay=weight_decay,
-        decay_pow=0.0,
-        layerwise_adaptation=False,
-        decay_method='adam',
-        clip_threshold=1.0,
-        factored=True,
-        epsilon1_grad_sq_reg=1e-30,
-        respect_skip_lp_regularization=False,
-        exclude_from_layerwise_adaptation=None,
-        per_var_learning_summary=False,
-        sort_factored_second_moment_dims=False,
-        # Unused because sort_factored_second_moment_dims=False.
-        min_dim_size_to_factor=128,
-        multiply_by_parameter_scale=False,
-        # Unused because multiply_by_parameter_scale=False.
-        epsilon2_param_scale_reg=1e-3,
-        maybe_inf_to_nan=True,
-    )
-    super().__init__(params, defaults)
-
-  def inf_to_nan(self, group, x):
-    if group["maybe_inf_to_nan"]:
-      x = torch.nan_to_num(x, nan=torch.nan, posinf=torch.nan, neginf=torch.nan)
-    return x
-
-  def step(self, closure=None):
-    """
-        Performs a single optimization step
-        Arguments:
-            closure (callable, optional): A closure that reevaluates the model
-                and returns the loss.
-        """
-    loss = None
-    if closure is not None:
-      loss = closure()
-
-    for group in self.param_groups:
-      inf_to_nan = partial(self.inf_to_nan, group)
-      for p in group["params"]:
-        if p.grad is None:
-          continue
-        grad = p.grad.data
-        grad = inf_to_nan(grad)
-        if grad.dtype in {torch.float16, torch.bfloat16}:
-          grad = grad.float()
-        if grad.is_sparse:
-          raise RuntimeError("Adafactor does not support sparse gradients.")
-
-        state = self.state[p]
-        grad_shape = grad.shape
-
-        factored = len(grad_shape) >= 2
-
-        # State Initialization
-        if len(state) == 0:
-          state["step"] = 0
-          state["exp_avg"] = torch.zeros_like(grad)
-          if factored:
-            state["exp_avg_sq_row"] = torch.zeros(grad_shape[:-1]).to(grad)
-            state["exp_avg_sq_col"] = torch.zeros(grad_shape[:-2] +
-                                                  grad_shape[-1:]).to(grad)
-          else:
-            state["exp_avg_sq"] = torch.zeros_like(grad)
-        else:
-          state["exp_avg"] = state["exp_avg"].to(grad)
-          if factored:
-            state["exp_avg_sq_row"] = state["exp_avg_sq_row"].to(grad)
-            state["exp_avg_sq_col"] = state["exp_avg_sq_col"].to(grad)
-          else:
-            state["exp_avg_sq"] = state["exp_avg_sq"].to(grad)
-
-        p_data_fp32 = p.data
-        if p.data.dtype in {torch.float16, torch.bfloat16}:
-          p_data_fp32 = p_data_fp32.float()
-
-        state["step"] += 1
-        lr = group["lr"]
-        beta1 = group["beta1"]
-        beta2 = group["decay_adam"]
-
-        t = state["step"]
-        beta2t = beta2 * (1. - beta2**(t - 1.)) / (1. - beta2**t)
-
-        exp_avg_sq_update = (grad**2) + group["epsilon1_grad_sq_reg"]
-        if factored:
-          exp_avg_sq_row = state["exp_avg_sq_row"]
-          exp_avg_sq_col = state["exp_avg_sq_col"]
-
-          exp_avg_sq_row.mul_(beta2t).add_(
-              exp_avg_sq_update.mean(dim=-1), alpha=1.0 - beta2t)
-          exp_avg_sq_col.mul_(beta2t).add_(
-              exp_avg_sq_update.mean(dim=-2), alpha=1.0 - beta2t)
-
-          r_factor = inf_to_nan(
-              exp_avg_sq_row /
-              exp_avg_sq_row.mean(dim=-1, keepdim=True)).unsqueeze(-1)
-          c_factor = inf_to_nan(exp_avg_sq_col).unsqueeze(-2)
-          denom = r_factor * c_factor
-        else:
-          exp_avg_sq = state["exp_avg_sq"]
-
-          exp_avg_sq.mul_(beta2t).add_(exp_avg_sq_update, alpha=1.0 - beta2t)
-          denom = exp_avg_sq
-
-        denom = denom.sqrt()
-        update = grad / denom
-        # Clip the update based on RMS.
-        clipping_denom = inf_to_nan(torch.square(update).mean().sqrt() \
-        /group["clip_threshold"]).clamp(min=1.0)
-        update = update / clipping_denom * lr
-        # Momentum
-        exp_avg = state["exp_avg"]
-        exp_avg.mul_(beta1).add_(update, alpha=1 - beta1)
-
-        if group["weight_decay"] != 0:
-          p_data_fp32.add_(p_data_fp32, alpha=-group["weight_decay"] * lr)
-
-        p_data_fp32.add_(-exp_avg)
-
-        if p.data.dtype in {torch.float16, torch.bfloat16}:
-          p.data.copy_(p_data_fp32)
-
-    return loss
-
-
-def update_params(
-    workload: spec.Workload,
-    current_param_container: spec.ParameterContainer,
-    current_params_types: spec.ParameterTypeTree,
-    model_state: spec.ModelAuxiliaryState,
-    hyperparameters: spec.Hyperparameters,
-    batch: Dict[str, spec.Tensor],
-    loss_type: spec.LossType,
-    optimizer_state: spec.OptimizerState,
-    eval_results: List[Tuple[int, float]],
-    global_step: int,
-    rng: spec.RandomState,
-    train_state: Optional[Dict[str, Any]] = None) -> spec.UpdateReturn:
-  """Return (updated_optimizer_state, updated_params, updated_model_state)."""
-  del current_params_types
-  del loss_type
-  del train_state
-  del eval_results
-
-  current_model = current_param_container
-  current_model.train()
-  optimizer_state['optimizer'].zero_grad()
-
-  logits_batch, new_model_state = workload.model_fn(
-      params=current_model,
-      augmented_and_preprocessed_input_batch=batch,
-      model_state=model_state,
-      mode=spec.ForwardPassMode.TRAIN,
-      rng=rng,
-      update_batch_norm=True)
-
-  label_smoothing = (
-      hyperparameters.label_smoothing if hasattr(hyperparameters,
-                                                 'label_smoothing') else 0.0)
-
-  loss_dict = workload.loss_fn(
-      label_batch=batch['targets'],
-      logits_batch=logits_batch,
-      mask_batch=batch.get('weights'),
-      label_smoothing=label_smoothing)
-  summed_loss = loss_dict['summed']
-  n_valid_examples = loss_dict['n_valid_examples']
-  if USE_PYTORCH_DDP:
-    # Use dist_nn.all_reduce to ensure correct loss and gradient scaling.
-    summed_loss = dist_nn.all_reduce(summed_loss)
-    n_valid_examples = dist_nn.all_reduce(n_valid_examples)
-  loss = summed_loss / n_valid_examples
-
-  loss.backward()
-
-  with torch.no_grad():
-    parameters = [p for p in current_model.parameters() if p.grad is not None]
-    grad_norm = torch.norm(
-        torch.stack([torch.norm(p.grad.detach(), 2) for p in parameters]), 2)
-
-  if hasattr(hyperparameters, 'grad_clip'):
-    grad_clip = hyperparameters.grad_clip
-    torch.nn.utils.clip_grad_norm_(
-        current_model.parameters(), max_norm=grad_clip)
-  optimizer_state['optimizer'].step()
-  optimizer_state['scheduler'].step()
-
-  # Log training metrics - loss, grad_norm, batch_size.
-  if global_step <= 100 or global_step % 500 == 0:
-    if workload.metrics_logger is not None:
-      workload.metrics_logger.append_scalar_metrics(
-          {
-              'loss': loss.item(),
-              'grad_norm': grad_norm.item(),
-          }, global_step)
-    logging.info('%d) loss = %0.3f, grad_norm = %0.3f',
-                 global_step,
-                 loss.item(),
-                 grad_norm.item())
-
-  return (optimizer_state, current_param_container, new_model_state)
-
-
-def prepare_for_eval(workload: spec.Workload,
-                     current_param_container: spec.ParameterContainer,
-                     current_params_types: spec.ParameterTypeTree,
-                     model_state: spec.ModelAuxiliaryState,
-                     hyperparameters: spec.Hyperparameters,
-                     loss_type: spec.LossType,
-                     optimizer_state: spec.OptimizerState,
-                     eval_results: List[Tuple[int, float]],
-                     global_step: int,
-                     rng: spec.RandomState) -> spec.UpdateReturn:
-  """Return (updated_optimizer_state, updated_params)."""
-  del workload
-  del hyperparameters
-  del current_params_types
-  del loss_type
-  del eval_results
-  del global_step
-  del rng
-  return (optimizer_state, current_param_container, model_state)
-
-
-def get_batch_size(workload_name):
-  # Return the global batch size.
-  if workload_name == 'criteo1tb':
-    return 262_144
-  elif workload_name == 'fastmri':
-    return 32
-  elif workload_name == 'imagenet_resnet':
-    return 1024
-  elif workload_name == 'imagenet_vit':
-    return 1024
-  elif workload_name == 'librispeech_conformer':
-    return 256
-  elif workload_name == 'librispeech_deepspeech':
-    return 256
-  elif workload_name == 'ogbg':
-    return 512
-  elif workload_name == 'wmt':
-    return 128
-  elif workload_name == 'mnist':
-    return 16
-  else:
-    raise ValueError(f'Unsupported workload name: {workload_name}.')
-
-
-def data_selection(
-    workload: spec.Workload,
-    input_queue: Iterator[Dict[str, spec.Tensor]],
-    optimizer_state: spec.OptimizerState,
-    current_param_container: spec.ParameterContainer,
-    model_state: spec.ModelAuxiliaryState,
-    hyperparameters: spec.Hyperparameters,
-    global_step: int,
-    rng: spec.RandomState) -> Tuple[spec.Tensor, spec.Tensor, spec.Tensor]:
-  """Select data from the infinitely repeating, pre-shuffled input queue.
-  Each element of the queue is a batch of training examples and labels.
-  """
-  del workload
-  del optimizer_state
-  del current_param_container
-  del model_state
-  del hyperparameters
-  del global_step
-  del rng
-  batch = next(input_queue)
-  return batch
diff --git a/reference_algorithms/paper_baselines/adafactor/tuning_search_space.json b/reference_algorithms/paper_baselines/adafactor/tuning_search_space.json
deleted file mode 100644
index 5543689ea..000000000
--- a/reference_algorithms/paper_baselines/adafactor/tuning_search_space.json
+++ /dev/null
@@ -1,20 +0,0 @@
-{
-    "learning_rate": {
-        "min": 1e-4, "max": 1e-2, "scaling": "log"
-    },
-    "one_minus_beta1": {
-        "min": 1e-2, "max": 0.45, "scaling": "log"
-    },
-    "warmup_factor": {
-        "feasible_points": [0.05]
-    },
-    "weight_decay": {
-        "min": 1e-3, "max": 1.0, "scaling": "log"
-    },
-    "label_smoothing": {
-        "feasible_points": [0.1, 0.2]
-    },
-    "dropout_rate": {
-        "feasible_points": [0.0, 0.1]
-    }
-}
diff --git a/reference_algorithms/paper_baselines/adafactor/tuning_search_space_no_beta1.json b/reference_algorithms/paper_baselines/adafactor/tuning_search_space_no_beta1.json
deleted file mode 100644
index 98a506084..000000000
--- a/reference_algorithms/paper_baselines/adafactor/tuning_search_space_no_beta1.json
+++ /dev/null
@@ -1,20 +0,0 @@
-{
-    "learning_rate": {
-        "min": 1e-4, "max": 1e-2, "scaling": "log"
-    },
-    "one_minus_beta1": {
-        "feasible_points": [0.1]
-    },
-    "warmup_factor": {
-        "feasible_points": [0.05]
-    },
-    "weight_decay": {
-        "min": 1e-3, "max": 1.0, "scaling": "log"
-    },
-    "label_smoothing": {
-        "feasible_points": [0.1, 0.2]
-    },
-    "dropout_rate": {
-        "feasible_points": [0.0, 0.1]
-    }
-}
diff --git a/reference_algorithms/paper_baselines/adamw/jax/submission.py b/reference_algorithms/paper_baselines/adamw/jax/submission.py
index dde41fa6d..bd73cdf0c 100644
--- a/reference_algorithms/paper_baselines/adamw/jax/submission.py
+++ b/reference_algorithms/paper_baselines/adamw/jax/submission.py
@@ -7,8 +7,11 @@
 import jax
 from jax import lax
 import jax.numpy as jnp
+from jax.sharding import NamedSharding
+from jax.sharding import PartitionSpec as P
 import optax
 
+from algoperf import jax_sharding_utils
 from algoperf import spec
 
 _GRAD_CLIP_EPS = 1e-6
@@ -50,24 +53,18 @@ def jax_cosine_warmup(step_hint: int, hyperparameters):
                                    workload.param_shapes)
   optimizer_state = opt_init_fn(params_zeros_like)
 
-  return jax_utils.replicate(optimizer_state), opt_update_fn
-
-
-@functools.partial(
-    jax.pmap,
-    axis_name='batch',
-    in_axes=(None, None, 0, 0, 0, 0, 0, None, None),
-    static_broadcasted_argnums=(0, 1),
-    donate_argnums=(2, 3, 4))
-def pmapped_train_step(workload,
-                       opt_update_fn,
-                       model_state,
-                       optimizer_state,
-                       current_param_container,
-                       batch,
-                       rng,
-                       grad_clip,
-                       label_smoothing):
+  return optimizer_state, opt_update_fn
+
+
+def train_step(workload,
+               opt_update_fn,
+               model_state,
+               optimizer_state,
+               current_param_container,
+               batch,
+               rng,
+               grad_clip,
+               label_smoothing):
 
   def _loss_fn(params):
     """Loss function used for training."""
@@ -77,7 +74,7 @@ def _loss_fn(params):
         model_state,
         spec.ForwardPassMode.TRAIN,
         rng,
-        update_batch_norm=True)
+        update_batch_norm=True,)
     loss_dict = workload.loss_fn(
         label_batch=batch['targets'],
         logits_batch=logits,
@@ -90,9 +87,8 @@ def _loss_fn(params):
   grad_fn = jax.value_and_grad(_loss_fn, has_aux=True)
   (summed_loss, (n_valid_examples, new_model_state)), grad = grad_fn(
       current_param_container)
-  # Get correct global mean loss and grad.
-  (summed_loss, n_valid_examples, grad) = lax.psum(
-      (summed_loss, n_valid_examples, grad), axis_name='batch')
+
+  # Compute local loss and gradients
   loss = summed_loss / n_valid_examples
   grad = jax.tree.map(lambda x: x / n_valid_examples, grad)
 
@@ -105,7 +101,7 @@ def _loss_fn(params):
     grad = jax.tree.map(lambda x: x * grad_scaling_factor, grad)
 
   updates, new_optimizer_state = opt_update_fn(grad, optimizer_state,
-                                               current_param_container)
+                                             current_param_container)
   updated_params = optax.apply_updates(current_param_container, updates)
   return new_optimizer_state, updated_params, new_model_state, loss, grad_norm
 
@@ -130,7 +126,6 @@ def update_params(
   del eval_results
 
   optimizer_state, opt_update_fn = optimizer_state
-  per_device_rngs = jax.random.split(rng, jax.local_device_count())
   if hasattr(hyperparameters, 'label_smoothing'):
     label_smoothing = hyperparameters.label_smoothing
   else:
@@ -139,23 +134,51 @@ def update_params(
     grad_clip = hyperparameters.grad_clip
   else:
     grad_clip = None
-  outputs = pmapped_train_step(workload,
-                               opt_update_fn,
-                               model_state,
-                               optimizer_state,
-                               current_param_container,
-                               batch,
-                               per_device_rngs,
-                               grad_clip,
-                               label_smoothing)
-  new_optimizer_state, new_params, new_model_state, loss, grad_norm = outputs
+
+  # Set up mesh and sharding
+  mesh = jax.sharding.Mesh(jax.devices(), ('batch'))
+  replicated = NamedSharding(mesh, P())  # No partitioning
+  sharded = NamedSharding(mesh, P('batch'))  # Partition along batch dimension
+
+  jitted_train_step = jax.jit(
+      train_step,
+      static_argnums=(0, 1),
+      donate_argnums=(2, 3, 4),
+      in_shardings=(
+          # workload is static
+          # opt_update_fn is static
+          replicated,  # model_state
+          replicated,  # optimizer_state
+          replicated,  # current_param_container
+          sharded,  # batch
+          replicated,  # rng
+          replicated,  # grad_clip
+          replicated  # label_smoothing
+      ),
+      out_shardings=(
+          replicated,  # new_optimizer_state
+          replicated,  # updated_params
+          replicated,  # new_model_state
+          replicated,  # loss
+          replicated  # grad_norm
+      ))
+  # print(batch)
+  new_optimizer_state, new_params, new_model_state, loss, grad_norm = jitted_train_step(workload,
+                              opt_update_fn,
+                              model_state,
+                              optimizer_state,
+                              current_param_container,
+                              batch,
+                              rng,
+                              grad_clip,
+                              label_smoothing)
 
   # Log loss, grad_norm.
   if global_step % 100 == 0 and workload.metrics_logger is not None:
     workload.metrics_logger.append_scalar_metrics(
         {
-            'loss': loss[0],
-            'grad_norm': grad_norm[0],
+            'loss': loss.item(),
+            'grad_norm': grad_norm.item(),
         }, global_step)
   return (new_optimizer_state, opt_update_fn), new_params, new_model_state
 
@@ -205,6 +228,8 @@ def get_batch_size(workload_name):
     return 128
   elif workload_name == 'mnist':
     return 16
+  elif workload_name == 'cifar':
+    return 32
   else:
     raise ValueError(f'Unsupported workload name: {workload_name}.')
 
diff --git a/reference_algorithms/paper_baselines/lamb/__init__.py b/reference_algorithms/paper_baselines/lamb/__init__.py
deleted file mode 100644
index e69de29bb..000000000
diff --git a/reference_algorithms/paper_baselines/lamb/jax/__init__.py b/reference_algorithms/paper_baselines/lamb/jax/__init__.py
deleted file mode 100644
index e69de29bb..000000000
diff --git a/reference_algorithms/paper_baselines/lamb/jax/submission.py b/reference_algorithms/paper_baselines/lamb/jax/submission.py
deleted file mode 100644
index 70e305514..000000000
--- a/reference_algorithms/paper_baselines/lamb/jax/submission.py
+++ /dev/null
@@ -1,235 +0,0 @@
-"""Submission file for a LAMB optimizer with warmup+cosine LR in Jax."""
-
-import functools
-from typing import Any, Dict, Iterator, List, Optional, Tuple
-
-from flax import jax_utils
-import jax
-from jax import lax
-import jax.numpy as jnp
-import optax
-
-from algoperf import spec
-
-_GRAD_CLIP_EPS = 1e-6
-
-
-def scale_by_learning_rate(learning_rate, flip_sign=True):
-  m = -1 if flip_sign else 1
-  if callable(learning_rate):
-    return optax.scale_by_schedule(lambda count: m * learning_rate(count))
-  return optax.scale(m * learning_rate)
-
-
-def init_optimizer_state(workload: spec.Workload,
-                         model_params: spec.ParameterContainer,
-                         model_state: spec.ModelAuxiliaryState,
-                         hyperparameters: spec.Hyperparameters,
-                         rng: spec.RandomState) -> spec.OptimizerState:
-  """Creates a LAMB optimizer and a learning rate schedule."""
-  del model_params
-  del model_state
-  del rng
-
-  def jax_cosine_warmup(step_hint: int, hyperparameters):
-    # Create learning rate schedule.
-    warmup_steps = int(hyperparameters.warmup_factor * step_hint)
-    warmup_fn = optax.linear_schedule(
-        init_value=0.,
-        end_value=hyperparameters.learning_rate,
-        transition_steps=warmup_steps)
-    cosine_steps = max(step_hint - warmup_steps, 1)
-    cosine_fn = optax.cosine_decay_schedule(
-        init_value=hyperparameters.learning_rate, decay_steps=cosine_steps)
-    schedule_fn = optax.join_schedules(
-        schedules=[warmup_fn, cosine_fn], boundaries=[warmup_steps])
-    return schedule_fn
-
-  # Create optimizer + LR schedule.
-  lr_schedule_fn = jax_cosine_warmup(workload.step_hint, hyperparameters)
-  opt_init_fn, opt_update_fn = optax.lamb(
-      learning_rate=lr_schedule_fn,
-      b1=1 - hyperparameters.one_minus_beta1,
-      b2=hyperparameters.beta2,
-      eps=1e-8,
-      weight_decay=hyperparameters.weight_decay)
-  params_zeros_like = jax.tree.map(lambda s: jnp.zeros(s.shape_tuple),
-                                   workload.param_shapes)
-  optimizer_state = opt_init_fn(params_zeros_like)
-
-  return jax_utils.replicate(optimizer_state), opt_update_fn
-
-
-@functools.partial(
-    jax.pmap,
-    axis_name='batch',
-    in_axes=(None, None, 0, 0, 0, 0, 0, None, None),
-    static_broadcasted_argnums=(0, 1),
-    donate_argnums=(2, 3, 4))
-def pmapped_train_step(workload,
-                       opt_update_fn,
-                       model_state,
-                       optimizer_state,
-                       current_param_container,
-                       batch,
-                       rng,
-                       grad_clip,
-                       label_smoothing):
-
-  def _loss_fn(params):
-    """Loss function used for training."""
-    logits, new_model_state = workload.model_fn(
-        params,
-        batch,
-        model_state,
-        spec.ForwardPassMode.TRAIN,
-        rng,
-        update_batch_norm=True)
-    loss_dict = workload.loss_fn(
-        label_batch=batch['targets'],
-        logits_batch=logits,
-        mask_batch=batch.get('weights'),
-        label_smoothing=label_smoothing)
-    summed_loss = loss_dict['summed']
-    n_valid_examples = loss_dict['n_valid_examples']
-
-    return summed_loss, (n_valid_examples, new_model_state)
-
-  grad_fn = jax.value_and_grad(_loss_fn, has_aux=True)
-  (summed_loss, (n_valid_examples, new_model_state)), grad = grad_fn(
-    current_param_container)
-  # Get correct global mean loss and grad.
-  (summed_loss, n_valid_examples, grad) = lax.psum(
-      (summed_loss, n_valid_examples, grad), axis_name='batch')
-  loss = summed_loss / n_valid_examples
-  grad = jax.tree.map(lambda x: x / n_valid_examples, grad)
-
-  grad_norm = jnp.sqrt(
-      sum(jnp.sum(g**2) for g in jax.tree_util.tree_leaves(grad)))
-
-  if grad_clip is not None:
-    grad_scaling_factor = grad_clip / (grad_norm + _GRAD_CLIP_EPS)
-    grad_scaling_factor = jax.lax.clamp(min=0.0, x=grad_scaling_factor, max=1.0)
-    grad = jax.tree.map(lambda x: x * grad_scaling_factor, grad)
-
-  updates, new_optimizer_state = opt_update_fn(grad, optimizer_state,
-                                               current_param_container)
-  updated_params = optax.apply_updates(current_param_container, updates)
-  return new_optimizer_state, updated_params, new_model_state, loss, grad_norm
-
-
-def update_params(
-    workload: spec.Workload,
-    current_param_container: spec.ParameterContainer,
-    current_params_types: spec.ParameterTypeTree,
-    model_state: spec.ModelAuxiliaryState,
-    hyperparameters: spec.Hyperparameters,
-    batch: Dict[str, spec.Tensor],
-    loss_type: spec.LossType,
-    optimizer_state: spec.OptimizerState,
-    eval_results: List[Tuple[int, float]],
-    global_step: int,
-    rng: spec.RandomState,
-    train_state: Optional[Dict[str, Any]] = None) -> spec.UpdateReturn:
-  """Return (updated_optimizer_state, updated_params, updated_model_state)."""
-  del current_params_types
-  del loss_type
-  del train_state
-  del eval_results
-
-  optimizer_state, opt_update_fn = optimizer_state
-  per_device_rngs = jax.random.split(rng, jax.local_device_count())
-  if hasattr(hyperparameters, 'label_smoothing'):
-    label_smoothing = hyperparameters.label_smoothing
-  else:
-    label_smoothing = 0.0
-  if hasattr(hyperparameters, 'grad_clip'):
-    grad_clip = hyperparameters.grad_clip
-  else:
-    grad_clip = None
-  outputs = pmapped_train_step(workload,
-                               opt_update_fn,
-                               model_state,
-                               optimizer_state,
-                               current_param_container,
-                               batch,
-                               per_device_rngs,
-                               grad_clip,
-                               label_smoothing)
-  new_optimizer_state, new_params, new_model_state, loss, grad_norm = outputs
-
-  # Log loss, grad_norm.
-  if global_step % 100 == 0 and workload.metrics_logger is not None:
-    workload.metrics_logger.append_scalar_metrics(
-        {
-            'loss': loss[0],
-            'grad_norm': grad_norm[0],
-        }, global_step)
-  return (new_optimizer_state, opt_update_fn), new_params, new_model_state
-
-
-def prepare_for_eval(workload: spec.Workload,
-                     current_param_container: spec.ParameterContainer,
-                     current_params_types: spec.ParameterTypeTree,
-                     model_state: spec.ModelAuxiliaryState,
-                     hyperparameters: spec.Hyperparameters,
-                     loss_type: spec.LossType,
-                     optimizer_state: spec.OptimizerState,
-                     eval_results: List[Tuple[int, float]],
-                     global_step: int,
-                     rng: spec.RandomState) -> spec.UpdateReturn:
-  """Return (updated_optimizer_state, updated_params)."""
-  del workload
-  del hyperparameters
-  del current_params_types
-  del loss_type
-  del eval_results
-  del global_step
-  del rng
-  return (optimizer_state, current_param_container, model_state)
-
-
-def get_batch_size(workload_name):
-  # Return the global batch size.
-  if workload_name == 'criteo1tb':
-    return 262_144
-  elif workload_name == 'fastmri':
-    return 32
-  elif workload_name == 'imagenet_resnet':
-    return 1024
-  elif workload_name == 'imagenet_vit':
-    return 1024
-  elif workload_name == 'librispeech_conformer':
-    return 256
-  elif workload_name == 'librispeech_deepspeech':
-    return 256
-  elif workload_name == 'ogbg':
-    return 512
-  elif workload_name == 'wmt':
-    return 128
-  elif workload_name == 'mnist':
-    return 16
-  else:
-    raise ValueError(f'Unsupported workload name: {workload_name}.')
-
-
-def data_selection(workload: spec.Workload,
-                   input_queue: Iterator[Dict[str, spec.Tensor]],
-                   optimizer_state: spec.OptimizerState,
-                   current_param_container: spec.ParameterContainer,
-                   model_state: spec.ModelAuxiliaryState,
-                   hyperparameters: spec.Hyperparameters,
-                   global_step: int,
-                   rng: spec.RandomState) -> Dict[str, spec.Tensor]:
-  """Select data from the infinitely repeating, pre-shuffled input queue.
-  Each element of the queue is a batch of training examples and labels.
-  """
-  del workload
-  del optimizer_state
-  del current_param_container
-  del model_state
-  del hyperparameters
-  del global_step
-  del rng
-  batch = next(input_queue)
-  return batch
diff --git a/reference_algorithms/paper_baselines/lamb/pytorch/__init__.py b/reference_algorithms/paper_baselines/lamb/pytorch/__init__.py
deleted file mode 100644
index e69de29bb..000000000
diff --git a/reference_algorithms/paper_baselines/lamb/pytorch/submission.py b/reference_algorithms/paper_baselines/lamb/pytorch/submission.py
deleted file mode 100644
index c1c6cec0a..000000000
--- a/reference_algorithms/paper_baselines/lamb/pytorch/submission.py
+++ /dev/null
@@ -1,328 +0,0 @@
-"""Submission file for a LAMB optimizer with warmup+cosine LR in PyTorch."""
-
-import math
-from typing import Any, Dict, Iterator, List, Optional, Tuple
-
-from absl import logging
-import torch
-from torch import Tensor
-from torch.optim.lr_scheduler import CosineAnnealingLR
-from torch.optim.lr_scheduler import LinearLR
-from torch.optim.lr_scheduler import SequentialLR
-
-from algoperf import spec
-
-
-# Modified from github.com/pytorch/pytorch/blob/v1.12.1/torch/optim/adamw.py
-class LAMB(torch.optim.Optimizer):
-
-  def __init__(self,
-               params,
-               lr=1e-3,
-               betas=(0.9, 0.999),
-               eps=1e-8,
-               weight_decay=0.0):
-    if not 0.0 <= lr:
-      raise ValueError(f'Invalid learning rate: {lr}')
-    if not 0.0 <= eps:
-      raise ValueError(f'Invalid epsilon value: {eps}')
-    if not 0.0 <= betas[0] < 1.0:
-      raise ValueError(f'Invalid beta parameter at index 0: {betas[0]}')
-    if not 0.0 <= betas[1] < 1.0:
-      raise ValueError(f'Invalid beta parameter at index 1: {betas[1]}')
-    if not 0.0 <= weight_decay:
-      raise ValueError(f'Invalid weight_decay value: {weight_decay}')
-    defaults = dict(lr=lr, betas=betas, eps=eps, weight_decay=weight_decay)
-    super().__init__(params, defaults)
-
-  def __setstate__(self, state):
-    super().__setstate__(state)
-    state_values = list(self.state.values())
-    step_is_tensor = (len(state_values) != 0) and torch.is_tensor(
-        state_values[0]['step'])
-    if not step_is_tensor:
-      for s in state_values:
-        s['step'] = torch.tensor(float(s['step']))
-
-  @torch.no_grad()
-  def step(self, closure=None):
-    """Performs a single optimization step."""
-    self._cuda_graph_capture_health_check()
-
-    loss = None
-    if closure is not None:
-      with torch.enable_grad():
-        loss = closure()
-
-    for group in self.param_groups:
-      params_with_grad = []
-      grads = []
-      exp_avgs = []
-      exp_avg_sqs = []
-      state_steps = []
-      beta1, beta2 = group['betas']
-
-      for p in group['params']:
-        if p.grad is None:
-          continue
-        params_with_grad.append(p)
-        if p.grad.is_sparse:
-          raise RuntimeError('NAdamW does not support sparse gradients')
-        grads.append(p.grad)
-
-        state = self.state[p]
-
-        # State initialization
-        if len(state) == 0:
-          state['step'] = torch.tensor(0.)
-          # Exponential moving average of gradient values
-          state['exp_avg'] = torch.zeros_like(
-              p, memory_format=torch.preserve_format)
-          # Exponential moving average of squared gradient values
-          state['exp_avg_sq'] = torch.zeros_like(
-              p, memory_format=torch.preserve_format)
-
-        exp_avgs.append(state['exp_avg'])
-        exp_avg_sqs.append(state['exp_avg_sq'])
-        state_steps.append(state['step'])
-
-      lamb(
-          params_with_grad,
-          grads,
-          exp_avgs,
-          exp_avg_sqs,
-          state_steps,
-          beta1=beta1,
-          beta2=beta2,
-          lr=group['lr'],
-          weight_decay=group['weight_decay'],
-          eps=group['eps'])
-
-    return loss
-
-
-def lamb(params: List[Tensor],
-         grads: List[Tensor],
-         exp_avgs: List[Tensor],
-         exp_avg_sqs: List[Tensor],
-         state_steps: List[Tensor],
-         beta1: float,
-         beta2: float,
-         lr: float,
-         weight_decay: float,
-         eps: float):
-
-  if not all(isinstance(t, torch.Tensor) for t in state_steps):
-    raise RuntimeError(
-        'API has changed, `state_steps` argument must contain a list of' +
-        ' singleton tensors')
-
-  for i, param in enumerate(params):
-    grad = grads[i]
-    exp_avg = exp_avgs[i]
-    exp_avg_sq = exp_avg_sqs[i]
-    step_t = state_steps[i]
-
-    # Update step.
-    step_t += 1
-
-    # Decay the first and second moment running average coefficient.
-    exp_avg.mul_(beta1).add_(grad, alpha=1 - beta1)
-    exp_avg_sq.mul_(beta2).addcmul_(grad, grad, value=1 - beta2)
-
-    step = step_t.item()
-
-    bias_correction1 = 1 - beta1**step
-    bias_correction2 = 1 - beta2**step
-
-    bias_correction2_sqrt = math.sqrt(bias_correction2)
-    denom = (exp_avg_sq.sqrt() / bias_correction2_sqrt).add_(eps)
-
-    update = exp_avg / denom
-    update.div_(bias_correction1)
-    update.add_(weight_decay * param)
-
-    # Scale updates by trust ratio.
-    param_norm = torch.linalg.norm(param)
-    update_norm = torch.linalg.norm(update)
-
-    # Set trust_ratio to 1 in case where parameters would never be updated.
-    if param_norm == 0. or update_norm == 0.:
-      trust_ratio = 1.
-    else:
-      trust_ratio = param_norm / update_norm
-
-    param.add_(update, alpha=-lr * trust_ratio)
-
-
-def init_optimizer_state(workload: spec.Workload,
-                         model_params: spec.ParameterContainer,
-                         model_state: spec.ModelAuxiliaryState,
-                         hyperparameters: spec.Hyperparameters,
-                         rng: spec.RandomState) -> spec.OptimizerState:
-  """Creates a LAMB optimizer and a learning rate schedule."""
-  del model_state
-  del rng
-
-  optimizer_state = {
-      'optimizer':
-          LAMB(
-              model_params.parameters(),
-              lr=hyperparameters.learning_rate,
-              betas=(hyperparameters.beta1, hyperparameters.beta2),
-              eps=1e-8,
-              weight_decay=hyperparameters.weight_decay)
-  }
-
-  def pytorch_cosine_warmup(step_hint: int, hyperparameters, optimizer):
-    warmup_steps = int(hyperparameters.warmup_factor * step_hint)
-    warmup = LinearLR(
-        optimizer, start_factor=1e-10, end_factor=1., total_iters=warmup_steps)
-    cosine_steps = max(step_hint - warmup_steps, 1)
-    cosine_decay = CosineAnnealingLR(optimizer, T_max=cosine_steps)
-    return SequentialLR(
-        optimizer, schedulers=[warmup, cosine_decay], milestones=[warmup_steps])
-
-  optimizer_state['scheduler'] = pytorch_cosine_warmup(
-      workload.step_hint, hyperparameters, optimizer_state['optimizer'])
-
-  return optimizer_state
-
-
-def update_params(
-    workload: spec.Workload,
-    current_param_container: spec.ParameterContainer,
-    current_params_types: spec.ParameterTypeTree,
-    model_state: spec.ModelAuxiliaryState,
-    hyperparameters: spec.Hyperparameters,
-    batch: Dict[str, spec.Tensor],
-    loss_type: spec.LossType,
-    optimizer_state: spec.OptimizerState,
-    eval_results: List[Tuple[int, float]],
-    global_step: int,
-    rng: spec.RandomState,
-    train_state: Optional[Dict[str, Any]] = None) -> spec.UpdateReturn:
-  """Return (updated_optimizer_state, updated_params, updated_model_state)."""
-  del current_params_types
-  del loss_type
-  del train_state
-  del eval_results
-
-  current_model = current_param_container
-  current_model.train()
-  optimizer_state['optimizer'].zero_grad()
-
-  logits_batch, new_model_state = workload.model_fn(
-      params=current_model,
-      augmented_and_preprocessed_input_batch=batch,
-      model_state=model_state,
-      mode=spec.ForwardPassMode.TRAIN,
-      rng=rng,
-      update_batch_norm=True)
-
-  label_smoothing = (
-      hyperparameters.label_smoothing if hasattr(hyperparameters,
-                                                 'label_smoothing') else 0.0)
-  if hasattr(hyperparameters, 'grad_clip'):
-    grad_clip = hyperparameters.grad_clip
-  else:
-    grad_clip = None
-  loss, _ = workload.loss_fn(
-      label_batch=batch['targets'],
-      logits_batch=logits_batch,
-      mask_batch=batch.get('weights'),
-      label_smoothing=label_smoothing)
-
-  loss.backward()
-
-  if grad_clip is not None:
-    torch.nn.utils.clip_grad_norm_(
-        current_model.parameters(), max_norm=grad_clip)
-  optimizer_state['optimizer'].step()
-  optimizer_state['scheduler'].step()
-
-  # Log training metrics - loss, grad_norm, batch_size.
-  if global_step <= 100 or global_step % 500 == 0:
-    with torch.no_grad():
-      parameters = [p for p in current_model.parameters() if p.grad is not None]
-      grad_norm = torch.norm(
-          torch.stack([torch.norm(p.grad.detach(), 2) for p in parameters]), 2)
-    if workload.metrics_logger is not None:
-      workload.metrics_logger.append_scalar_metrics(
-          {
-              'loss': loss.item(),
-              'grad_norm': grad_norm.item(),
-          }, global_step)
-    logging.info('%d) loss = %0.3f, grad_norm = %0.3f',
-                 global_step,
-                 loss.item(),
-                 grad_norm.item())
-
-  return (optimizer_state, current_param_container, new_model_state)
-
-
-def prepare_for_eval(workload: spec.Workload,
-                     current_param_container: spec.ParameterContainer,
-                     current_params_types: spec.ParameterTypeTree,
-                     model_state: spec.ModelAuxiliaryState,
-                     hyperparameters: spec.Hyperparameters,
-                     loss_type: spec.LossType,
-                     optimizer_state: spec.OptimizerState,
-                     eval_results: List[Tuple[int, float]],
-                     global_step: int,
-                     rng: spec.RandomState) -> spec.UpdateReturn:
-  """Return (updated_optimizer_state, updated_params)."""
-  del workload
-  del hyperparameters
-  del current_params_types
-  del loss_type
-  del eval_results
-  del global_step
-  del rng
-  return (optimizer_state, current_param_container, model_state)
-
-
-def get_batch_size(workload_name):
-  # Return the global batch size.
-  if workload_name == 'criteo1tb':
-    return 262_144
-  elif workload_name == 'fastmri':
-    return 32
-  elif workload_name == 'imagenet_resnet':
-    return 1024
-  elif workload_name == 'imagenet_vit':
-    return 1024
-  elif workload_name == 'librispeech_conformer':
-    return 256
-  elif workload_name == 'librispeech_deepspeech':
-    return 256
-  elif workload_name == 'ogbg':
-    return 512
-  elif workload_name == 'wmt':
-    return 128
-  elif workload_name == 'mnist':
-    return 16
-  else:
-    raise ValueError(f'Unsupported workload name: {workload_name}.')
-
-
-def data_selection(workload: spec.Workload,
-                   input_queue: Iterator[Dict[str, spec.Tensor]],
-                   optimizer_state: spec.OptimizerState,
-                   current_param_container: spec.ParameterContainer,
-                   model_state: spec.ModelAuxiliaryState,
-                   hyperparameters: spec.Hyperparameters,
-                   global_step: int,
-                   rng: spec.RandomState) -> Dict[str, spec.Tensor]:
-  """Select data from the infinitely repeating, pre-shuffled input queue.
-  Each element of the queue is a batch of training examples and labels.
-  """
-  del workload
-  del optimizer_state
-  del current_param_container
-  del model_state
-  del hyperparameters
-  del global_step
-  del rng
-  batch = next(input_queue)
-  return batch
diff --git a/reference_algorithms/paper_baselines/lamb/tuning_search_space.json b/reference_algorithms/paper_baselines/lamb/tuning_search_space.json
deleted file mode 100644
index f2fcde461..000000000
--- a/reference_algorithms/paper_baselines/lamb/tuning_search_space.json
+++ /dev/null
@@ -1,23 +0,0 @@
-{
-    "learning_rate": {
-        "min": 1e-4, "max": 1e-2, "scaling": "log"
-    },
-    "one_minus_beta1": {
-        "min": 5e-2, "max": 0.3, "scaling": "log"
-    },
-    "beta2": {
-        "feasible_points": [0.999]
-    },
-    "warmup_factor": {
-        "feasible_points": [0.05]
-    },
-    "weight_decay": {
-        "min": 1e-3, "max": 1.0, "scaling": "log"
-    },
-    "label_smoothing": {
-        "feasible_points": [0.1, 0.2]
-    },
-    "dropout_rate": {
-        "feasible_points": [0.0, 0.1]
-    }
-}
diff --git a/reference_algorithms/paper_baselines/lamb/tuning_search_space_no_beta1.json b/reference_algorithms/paper_baselines/lamb/tuning_search_space_no_beta1.json
deleted file mode 100644
index 8934e512d..000000000
--- a/reference_algorithms/paper_baselines/lamb/tuning_search_space_no_beta1.json
+++ /dev/null
@@ -1,23 +0,0 @@
-{
-    "learning_rate": {
-        "min": 1e-4, "max": 1e-2, "scaling": "log"
-    },
-    "one_minus_beta1": {
-        "feasible_points": [0.1]
-    },
-    "beta2": {
-        "feasible_points": [0.999]
-    },
-    "warmup_factor": {
-        "feasible_points": [0.05]
-    },
-    "weight_decay": {
-        "min": 1e-3, "max": 1.0, "scaling": "log"
-    },
-    "label_smoothing": {
-        "feasible_points": [0.1, 0.2]
-    },
-    "dropout_rate": {
-        "feasible_points": [0.0, 0.1]
-    }
-}
diff --git a/reference_algorithms/paper_baselines/momentum/jax/submission.py b/reference_algorithms/paper_baselines/momentum/jax/submission.py
index cbb6d6dcd..72d8862b3 100644
--- a/reference_algorithms/paper_baselines/momentum/jax/submission.py
+++ b/reference_algorithms/paper_baselines/momentum/jax/submission.py
@@ -1,15 +1,13 @@
 """Submission file for a SGD with HeavyBall momentum optimizer in Jax."""
 
-import functools
 from typing import Any, Callable, Dict, Iterator, List, Optional, Tuple
 
-from flax import jax_utils
 import jax
-from jax import lax
 import jax.numpy as jnp
 import optax
 
 from algoperf import spec
+from algoperf import jax_sharding_utils
 
 _GRAD_CLIP_EPS = 1e-6
 
@@ -37,7 +35,7 @@ def init_optimizer_state(workload: spec.Workload,
       nesterov=False)
   optimizer_state = opt_init_fn(params_zeros_like)
 
-  return jax_utils.replicate(optimizer_state), opt_update_fn
+  return optimizer_state, opt_update_fn
 
 
 def create_lr_schedule_fn(
@@ -87,21 +85,15 @@ def sgd(learning_rate, weight_decay, momentum=None, nesterov=False):
           learning_rate=learning_rate, momentum=momentum, nesterov=nesterov))
 
 
-@functools.partial(
-    jax.pmap,
-    axis_name='batch',
-    in_axes=(None, None, 0, 0, 0, 0, 0, None, None),
-    static_broadcasted_argnums=(0, 1),
-    donate_argnums=(2, 3, 4))
-def pmapped_train_step(workload,
-                       opt_update_fn,
-                       model_state,
-                       optimizer_state,
-                       current_param_container,
-                       batch,
-                       rng,
-                       grad_clip,
-                       label_smoothing):
+def train_step(workload,
+               opt_update_fn,
+               model_state,
+               optimizer_state,
+               current_param_container,
+               batch,
+               rng,
+               grad_clip,
+               label_smoothing):
 
   def _loss_fn(params):
     """Loss function used for training."""
@@ -124,9 +116,7 @@ def _loss_fn(params):
   grad_fn = jax.value_and_grad(_loss_fn, has_aux=True)
   (summed_loss, (n_valid_examples, new_model_state)), grad = grad_fn(
       current_param_container)
-  # Get correct global mean loss and grad.
-  (summed_loss, n_valid_examples, grad) = lax.psum(
-      (summed_loss, n_valid_examples, grad), axis_name='batch')
+  # Get global mean loss and grad.
   loss = summed_loss / n_valid_examples
   grad = jax.tree.map(lambda x: x / n_valid_examples, grad)
 
@@ -173,15 +163,48 @@ def update_params(
     grad_clip = hyperparameters.grad_clip
   else:
     grad_clip = None
-  outputs = pmapped_train_step(workload,
-                               opt_update_fn,
-                               model_state,
-                               optimizer_state,
-                               current_param_container,
-                               batch,
-                               per_device_rngs,
-                               grad_clip,
-                               label_smoothing)
+
+  # Create shardings for each argument
+  replicated = jax_sharding_utils.get_replicate_sharding()  # No partitioning
+  sharded = jax_sharding_utils.get_batch_dim_sharding()  # Partition along batch dimension
+
+  # Create the sharding rules for each argument
+  arg_shardings = (
+      # workload is static
+      # opt_update_fn is static
+      replicated,  # model_state
+      replicated,  # optimizer_state
+      replicated,  # current_param_container
+      sharded,  # batch
+      replicated,  # rng
+      replicated,  # grad_clip
+      replicated  # label_smoothing
+  )
+  out_shardings = (
+      replicated,  # new_optimizer_state
+      replicated,  # updated_params
+      replicated,  # new_model_state
+      replicated,  # loss
+      replicated  # grad_norm
+  )
+
+  # Jit with shardings
+  jitted_train_step = jax.jit(
+      train_step,
+      static_argnums=(0, 1),
+      donate_argnums=(2, 3, 4),
+      in_shardings=arg_shardings,
+      out_shardings=out_shardings)
+
+  outputs = jitted_train_step(workload,
+                              opt_update_fn,
+                              model_state,
+                              optimizer_state,
+                              current_param_container,
+                              batch,
+                              per_device_rngs,
+                              grad_clip,
+                              label_smoothing)
   new_optimizer_state, new_params, new_model_state, loss, grad_norm = outputs
 
   # Log loss, grad_norm.
diff --git a/reference_algorithms/paper_baselines/nadamw/jax/submission.py b/reference_algorithms/paper_baselines/nadamw/jax/submission.py
index c451a18ac..98bc054d4 100644
--- a/reference_algorithms/paper_baselines/nadamw/jax/submission.py
+++ b/reference_algorithms/paper_baselines/nadamw/jax/submission.py
@@ -1,7 +1,4 @@
 """Submission file for an NAdamW optimizer with warmup+cosine LR in Jax."""
-
-import functools
-
 # isort: off
 # We have to turn off isort here to resolve a conflict between isort and yapf.
 from typing import (Any,
@@ -16,13 +13,13 @@
 # isort: on
 
 import chex
-from flax import jax_utils
 import jax
 from jax import lax
 import jax.numpy as jnp
 import optax
 
 from algoperf import spec
+from algoperf import jax_sharding_utils
 
 _GRAD_CLIP_EPS = 1e-6
 
@@ -192,24 +189,18 @@ def jax_cosine_warmup(step_hint: int, hyperparameters):
                                    workload.param_shapes)
   optimizer_state = opt_init_fn(params_zeros_like)
 
-  return jax_utils.replicate(optimizer_state), opt_update_fn
-
-
-@functools.partial(
-    jax.pmap,
-    axis_name='batch',
-    in_axes=(None, None, 0, 0, 0, 0, 0, None, None),
-    static_broadcasted_argnums=(0, 1),
-    donate_argnums=(2, 3, 4))
-def pmapped_train_step(workload,
-                       opt_update_fn,
-                       model_state,
-                       optimizer_state,
-                       current_param_container,
-                       batch,
-                       rng,
-                       grad_clip,
-                       label_smoothing):
+  return optimizer_state, opt_update_fn
+
+
+def train_step(workload,
+               opt_update_fn,
+               model_state,
+               optimizer_state,
+               current_param_container,
+               batch,
+               rng,
+               grad_clip,
+               label_smoothing):
 
   def _loss_fn(params):
     """Loss function used for training."""
@@ -281,16 +272,42 @@ def update_params(
     grad_clip = hyperparameters.grad_clip
   else:
     grad_clip = None
-  outputs = pmapped_train_step(workload,
-                               opt_update_fn,
-                               model_state,
-                               optimizer_state,
-                               current_param_container,
-                               batch,
-                               per_device_rngs,
-                               grad_clip,
-                               label_smoothing)
-  new_optimizer_state, new_params, new_model_state, loss, grad_norm = outputs
+  # Create shardings for each argument
+  replicated = jax_sharding_utils.get_replicate_sharding()  # No partitioning
+  sharded = jax_sharding_utils.get_batch_dim_sharding()  # Partition along batch dimension
+
+  # Create the sharding rules for each argument
+  arg_shardings = (
+      # workload is static
+      # opt_update_fn is static
+      replicated,  # model_state
+      replicated,  # optimizer_state
+      replicated,  # current_param_container
+      sharded,  # batch
+      replicated,  # rng
+      replicated,  # grad_clip
+      replicated  # label_smoothing
+  )
+  out_shardings = (
+      replicated,  # new_optimizer_state
+      replicated,  # updated_params
+      replicated,  # new_model_state
+      replicated,  # loss
+      replicated  # grad_norm
+  )
+
+  # Jit with shardings
+  jitted_train_step = jax.jit(
+      train_step,
+      static_argnums=(0, 1),
+      donate_argnums=(2, 3, 4),
+      in_shardings=arg_shardings,
+      out_shardings=out_shardings)
+
+  new_optimizer_state, new_params, new_model_state, loss, grad_norm = jitted_train_step(
+      workload, opt_update_fn, model_state, optimizer_state,
+      current_param_container, batch, rng, grad_clip,
+      label_smoothing)
 
   # Log loss, grad_norm.
   if global_step % 100 == 0 and workload.metrics_logger is not None:
diff --git a/reference_algorithms/paper_baselines/nesterov/jax/submission.py b/reference_algorithms/paper_baselines/nesterov/jax/submission.py
index 0e53aae42..7e09b274f 100644
--- a/reference_algorithms/paper_baselines/nesterov/jax/submission.py
+++ b/reference_algorithms/paper_baselines/nesterov/jax/submission.py
@@ -1,14 +1,14 @@
 """Submission file for a SGD with Nesterov momentum optimizer in Jax."""
 
-import functools
 from typing import Any, Callable, Dict, Iterator, List, Optional, Tuple
 
-from flax import jax_utils
 import jax
-from jax import lax
 import jax.numpy as jnp
+from jax.sharding import NamedSharding
+from jax.sharding import PartitionSpec as P
 import optax
 
+from algoperf import jax_sharding_utils
 from algoperf import spec
 
 _GRAD_CLIP_EPS = 1e-6
@@ -37,7 +37,7 @@ def init_optimizer_state(workload: spec.Workload,
       nesterov=True)
   optimizer_state = opt_init_fn(params_zeros_like)
 
-  return jax_utils.replicate(optimizer_state), opt_update_fn
+  return optimizer_state, opt_update_fn
 
 
 def create_lr_schedule_fn(
@@ -87,21 +87,21 @@ def sgd(learning_rate, weight_decay, momentum=None, nesterov=False):
           learning_rate=learning_rate, momentum=momentum, nesterov=nesterov))
 
 
-@functools.partial(
-    jax.pmap,
-    axis_name='batch',
-    in_axes=(None, None, 0, 0, 0, 0, 0, None, None),
-    static_broadcasted_argnums=(0, 1),
-    donate_argnums=(2, 3, 4))
-def pmapped_train_step(workload,
-                       opt_update_fn,
-                       model_state,
-                       optimizer_state,
-                       current_param_container,
-                       batch,
-                       rng,
-                       grad_clip,
-                       label_smoothing):
+# @functools.partial(
+#     jax.pmap,
+#     axis_name='batch',
+#     in_axes=(None, None, 0, 0, 0, 0, 0, None, None),
+#     static_broadcasted_argnums=(0, 1),
+#     donate_argnums=(2, 3, 4))
+def train_step(workload,
+               opt_update_fn,
+               model_state,
+               optimizer_state,
+               current_param_container,
+               batch,
+               rng,
+               grad_clip,
+               label_smoothing):
 
   def _loss_fn(params):
     """Loss function used for training."""
@@ -124,9 +124,7 @@ def _loss_fn(params):
   grad_fn = jax.value_and_grad(_loss_fn, has_aux=True)
   (summed_loss, (n_valid_examples, new_model_state)), grad = grad_fn(
       current_param_container)
-  # Get correct global mean loss and grad.
-  (summed_loss, n_valid_examples, grad) = lax.psum(
-      (summed_loss, n_valid_examples, grad), axis_name='batch')
+  # # Get correct global mean loss and grad.
   loss = summed_loss / n_valid_examples
   grad = jax.tree.map(lambda x: x / n_valid_examples, grad)
 
@@ -164,7 +162,6 @@ def update_params(
   del eval_results
 
   optimizer_state, opt_update_fn = optimizer_state
-  per_device_rngs = jax.random.split(rng, jax.local_device_count())
   if hasattr(hyperparameters, 'label_smoothing'):
     label_smoothing = hyperparameters.label_smoothing
   else:
@@ -173,23 +170,54 @@ def update_params(
     grad_clip = hyperparameters.grad_clip
   else:
     grad_clip = None
-  outputs = pmapped_train_step(workload,
-                               opt_update_fn,
-                               model_state,
-                               optimizer_state,
-                               current_param_container,
-                               batch,
-                               per_device_rngs,
-                               grad_clip,
-                               label_smoothing)
-  new_optimizer_state, new_params, new_model_state, loss, grad_norm = outputs
+
+  # Create shardings for each argument
+  mesh = jax.sharding.Mesh(jax.devices(), ('batch'))
+  replicated = NamedSharding(mesh, P())  # No partitioning
+  sharded = NamedSharding(mesh, P('batch'))  # Partition along batch dimension
+
+  # Create the sharding rules for each argument
+  arg_shardings = (
+      # workload is static
+      # opt_update_fn is static
+      replicated,  # model_state
+      replicated,  # optimizer_state
+      replicated,  # current_param_container
+      sharded,  # batch
+      replicated,  # rngs
+      replicated,  # grad_clip
+      replicated  # label_smoothing
+  )
+  out_shardings = (
+      replicated,  # new_optimizer_state
+      replicated,  # updated_params
+      replicated,  # new_model_state
+      replicated,  # loss
+      replicated  # grad_norm
+  )
+  # Jit with shardings
+  jitted_train_step = jax.jit(
+      train_step,
+      static_argnums=(0, 1),
+      donate_argnums=(2, 3, 4),
+      in_shardings=arg_shardings,
+      out_shardings=out_shardings)
+  new_optimizer_state, new_params, new_model_state, loss, grad_norm = jitted_train_step(workload,
+                              opt_update_fn,
+                              model_state,
+                              optimizer_state,
+                              current_param_container,
+                              batch,
+                              rng,
+                              grad_clip,
+                              label_smoothing)
 
   # Log loss, grad_norm.
   if global_step % 100 == 0 and workload.metrics_logger is not None:
     workload.metrics_logger.append_scalar_metrics(
         {
-            'loss': loss[0],
-            'grad_norm': grad_norm[0],
+            'loss': loss.item(),
+            'grad_norm': grad_norm.item(),
         }, global_step)
   return (new_optimizer_state, opt_update_fn), new_params, new_model_state
 
@@ -239,6 +267,8 @@ def get_batch_size(workload_name):
     return 128
   elif workload_name == 'mnist':
     return 16
+  elif workload_name == 'cifar':
+    return 128
   else:
     raise ValueError(f'Unsupported workload name: {workload_name}.')
 
diff --git a/reference_algorithms/paper_baselines/sam/__init__.py b/reference_algorithms/paper_baselines/sam/__init__.py
deleted file mode 100644
index e69de29bb..000000000
diff --git a/reference_algorithms/paper_baselines/sam/jax/__init__.py b/reference_algorithms/paper_baselines/sam/jax/__init__.py
deleted file mode 100644
index e69de29bb..000000000
diff --git a/reference_algorithms/paper_baselines/sam/jax/submission.py b/reference_algorithms/paper_baselines/sam/jax/submission.py
deleted file mode 100644
index b76589705..000000000
--- a/reference_algorithms/paper_baselines/sam/jax/submission.py
+++ /dev/null
@@ -1,315 +0,0 @@
-"""Submission file for a SAM optimizer with warmup+cosine LR in Jax."""
-
-import functools
-from typing import Any, Dict, Iterator, List, Optional, Tuple
-
-from flax import jax_utils
-import jax
-from jax import lax
-import jax.numpy as jnp
-import optax
-
-from algoperf import spec
-
-_GRAD_CLIP_EPS = 1e-6
-
-
-# Copied from the official SAM GitHub repository. Note how it doesn't add an
-# epsilon to the gradient norm before normalizing the gradients.
-def dual_vector(y: jnp.ndarray) -> jnp.ndarray:
-  """Returns the solution of max_x y^T x s.t.
-  ||x||_2 <= 1.
-  Args:
-    y: A pytree of numpy ndarray, vector y in the equation above.
-  """
-  gradient_norm = jnp.sqrt(
-      sum(jnp.sum(jnp.square(e)) for e in jax.tree_util.tree_leaves(y)))
-  normalized_gradient = jax.tree.map(lambda x: x / gradient_norm, y)
-  return normalized_gradient
-
-
-# github.com/google/init2winit/blob/master/init2winit/optimizer_lib/
-# sharpness_aware_minimization.py
-def sharpness_aware_minimization(
-    rho: float,
-    grad_clip: Optional[float],
-    batch_axis_name: str,
-    base_opt_init_fn,
-    base_opt_update_fn,
-) -> optax.GradientTransformation:
-  """Implementation of Sharpness Aware Minimization (SAM).
-  Paper: https://arxiv.org/abs/2010.01412
-  Code: https://github.com/google-research/sam
-  References:
-    Foret et al, 2021: https://arxiv.org/abs/2010.01412
-  Args:
-    rho: The size of the neighborhood for the sharpness aware minimization
-      gradient updates. Defaults to 0.1.
-    grad_clip: The optional value to clip the updates by. Defaults to None.
-    batch_axis_name: the name of the axis to pmap over. Used to run a pmean
-      before applying the optimizer update.
-    base_opt_init_fn: The initialization function for the base optimizer used to
-      generate updates given the total gradient.
-    base_opt_update_fn: The update function for the base optimizer used to
-      generate updates given the total gradient.
-  Returns:
-    The corresponding `GradientTransformation`.
-  """
-
-  def init_fn(params):
-    return base_opt_init_fn(params)
-
-  def update_fn(updates, state, grad_fn_params_tuple):
-    (grad_fn, params) = grad_fn_params_tuple
-
-    # Updates here have been synced (mean) across devices before being sent to
-    # the optimizer. We again take the correct mean of the gradients computed on
-    # the noised parameters in the same order as on the original gradients and
-    # with the same 1e-6 epsilon that is used when clipping the gradients.
-    updates = dual_vector(updates)
-    noised_params = jax.tree_util.tree_map(
-        lambda p, u: p + rho * u, params, updates)
-    (_, (n_valid_examples, _)), updates = grad_fn(noised_params)
-    # Get correct global mean grad.
-    (n_valid_examples, updates) = lax.psum((n_valid_examples, updates),
-                                           axis_name=batch_axis_name)
-    updates = jax.tree.map(lambda x: x / n_valid_examples, updates)
-
-    if grad_clip:
-      updates_norm = jnp.sqrt(
-          sum(jnp.sum(g**2) for g in jax.tree_util.tree_leaves(updates)))
-      scaled_updates = jax.tree.map(
-          lambda x: x / (updates_norm + _GRAD_CLIP_EPS) * grad_clip, updates)
-      updates = jax.lax.cond(updates_norm > grad_clip,
-                             lambda _: scaled_updates,
-                             lambda _: updates,
-                             None)
-    updates, state = base_opt_update_fn(updates, state, params)
-
-    return updates, state
-
-  return optax.GradientTransformation(init_fn, update_fn)
-
-
-def init_optimizer_state(workload: spec.Workload,
-                         model_params: spec.ParameterContainer,
-                         model_state: spec.ModelAuxiliaryState,
-                         hyperparameters: spec.Hyperparameters,
-                         rng: spec.RandomState) -> spec.OptimizerState:
-  """Creates a SAM optimizer (with AdamW base) and a learning rate schedule."""
-  del model_params
-  del model_state
-  del rng
-
-  def jax_cosine_warmup(step_hint: int, hyperparameters):
-    # Create learning rate schedule.
-    warmup_steps = int(hyperparameters.warmup_factor * step_hint)
-    warmup_fn = optax.linear_schedule(
-        init_value=0.,
-        end_value=hyperparameters.learning_rate,
-        transition_steps=warmup_steps)
-    cosine_steps = max(step_hint - warmup_steps, 1)
-    cosine_fn = optax.cosine_decay_schedule(
-        init_value=hyperparameters.learning_rate, decay_steps=cosine_steps)
-    schedule_fn = optax.join_schedules(
-        schedules=[warmup_fn, cosine_fn], boundaries=[warmup_steps])
-    return schedule_fn
-
-  # Create base optimizer + LR schedule.
-  lr_schedule_fn = jax_cosine_warmup(workload.step_hint, hyperparameters)
-  opt_init_fn, opt_update_fn = optax.adamw(
-      learning_rate=lr_schedule_fn,
-      b1=1.0 - hyperparameters.one_minus_beta1,
-      b2=hyperparameters.beta2,
-      eps=1e-8,
-      weight_decay=hyperparameters.weight_decay)
-
-  # Create SAM update fn.
-  grad_clip = (
-      hyperparameters.grad_clip
-      if hasattr(hyperparameters, 'grad_clip') else None)
-  opt_init_fn, opt_update_fn = sharpness_aware_minimization(
-      rho=hyperparameters.rho,
-      grad_clip=grad_clip,
-      batch_axis_name='batch',
-      base_opt_init_fn=opt_init_fn,
-      base_opt_update_fn=opt_update_fn)
-
-  # Initialize optimizer state.
-  params_zeros_like = jax.tree.map(lambda s: jnp.zeros(s.shape_tuple),
-                                   workload.param_shapes)
-  optimizer_state = opt_init_fn(params_zeros_like)
-
-  return jax_utils.replicate(optimizer_state), opt_update_fn
-
-
-@functools.partial(
-    jax.pmap,
-    axis_name='batch',
-    in_axes=(None, None, 0, 0, 0, 0, 0, None, None),
-    static_broadcasted_argnums=(0, 1),
-    donate_argnums=(2, 3, 4))
-def pmapped_train_step(workload,
-                       opt_update_fn,
-                       model_state,
-                       optimizer_state,
-                       current_param_container,
-                       batch,
-                       rng,
-                       grad_clip,
-                       label_smoothing):
-
-  def _loss_fn(params, update_batch_norm=True):
-    """Loss function used for training."""
-    logits, new_model_state = workload.model_fn(
-        params,
-        batch,
-        model_state,
-        spec.ForwardPassMode.TRAIN,
-        rng,
-        update_batch_norm=update_batch_norm)
-    loss_dict = workload.loss_fn(
-        label_batch=batch['targets'],
-        logits_batch=logits,
-        mask_batch=batch.get('weights'),
-        label_smoothing=label_smoothing)
-    summed_loss = loss_dict['summed']
-    n_valid_examples = loss_dict['n_valid_examples']
-    return summed_loss, (n_valid_examples, new_model_state)
-
-  grad_fn = jax.value_and_grad(_loss_fn, has_aux=True)
-  second_grad_fn = jax.value_and_grad(
-      functools.partial(_loss_fn, update_batch_norm=False), has_aux=True)
-  (summed_loss, (n_valid_examples, new_model_state)), grad = grad_fn(
-      current_param_container)
-  # Get correct global mean loss and grad.
-  (summed_loss, n_valid_examples, grad) = lax.psum(
-      (summed_loss, n_valid_examples, grad), axis_name='batch')
-  loss = summed_loss / n_valid_examples
-  grad = jax.tree.map(lambda x: x / n_valid_examples, grad)
-
-  grad_norm = jnp.sqrt(
-      sum(jnp.sum(g**2) for g in jax.tree_util.tree_leaves(grad)))
-
-  updates, new_optimizer_state = opt_update_fn(
-      grad, optimizer_state, (second_grad_fn, current_param_container))
-  updated_params = optax.apply_updates(current_param_container, updates)
-  return new_optimizer_state, updated_params, new_model_state, loss, grad_norm
-
-
-def update_params(
-    workload: spec.Workload,
-    current_param_container: spec.ParameterContainer,
-    current_params_types: spec.ParameterTypeTree,
-    model_state: spec.ModelAuxiliaryState,
-    hyperparameters: spec.Hyperparameters,
-    batch: Dict[str, spec.Tensor],
-    loss_type: spec.LossType,
-    optimizer_state: spec.OptimizerState,
-    eval_results: List[Tuple[int, float]],
-    global_step: int,
-    rng: spec.RandomState,
-    train_state: Optional[Dict[str, Any]] = None) -> spec.UpdateReturn:
-  """Return (updated_optimizer_state, updated_params, updated_model_state)."""
-  del current_params_types
-  del loss_type
-  del train_state
-  del eval_results
-
-  optimizer_state, opt_update_fn = optimizer_state
-  per_device_rngs = jax.random.split(rng, jax.local_device_count())
-  if hasattr(hyperparameters, 'label_smoothing'):
-    label_smoothing = hyperparameters.label_smoothing
-  else:
-    label_smoothing = 0.0
-  if hasattr(hyperparameters, 'grad_clip'):
-    grad_clip = hyperparameters.grad_clip
-  else:
-    grad_clip = None
-  outputs = pmapped_train_step(workload,
-                               opt_update_fn,
-                               model_state,
-                               optimizer_state,
-                               current_param_container,
-                               batch,
-                               per_device_rngs,
-                               grad_clip,
-                               label_smoothing)
-  new_optimizer_state, new_params, new_model_state, loss, grad_norm = outputs
-
-  # Log loss, grad_norm.
-  if global_step % 100 == 0 and workload.metrics_logger is not None:
-    workload.metrics_logger.append_scalar_metrics(
-        {
-            'loss': loss[0],
-            'grad_norm': grad_norm[0],
-        }, global_step)
-  return (new_optimizer_state, opt_update_fn), new_params, new_model_state
-
-
-def prepare_for_eval(workload: spec.Workload,
-                     current_param_container: spec.ParameterContainer,
-                     current_params_types: spec.ParameterTypeTree,
-                     model_state: spec.ModelAuxiliaryState,
-                     hyperparameters: spec.Hyperparameters,
-                     loss_type: spec.LossType,
-                     optimizer_state: spec.OptimizerState,
-                     eval_results: List[Tuple[int, float]],
-                     global_step: int,
-                     rng: spec.RandomState) -> spec.UpdateReturn:
-  """Return (updated_optimizer_state, updated_params)."""
-  del workload
-  del hyperparameters
-  del current_params_types
-  del loss_type
-  del eval_results
-  del global_step
-  del rng
-  return (optimizer_state, current_param_container, model_state)
-
-
-def get_batch_size(workload_name):
-  # Return the global batch size.
-  if workload_name == 'criteo1tb':
-    return 262_144
-  elif workload_name == 'fastmri':
-    return 32
-  elif workload_name == 'imagenet_resnet':
-    return 1024
-  elif workload_name == 'imagenet_vit':
-    return 1024
-  elif workload_name == 'librispeech_conformer':
-    return 256
-  elif workload_name == 'librispeech_deepspeech':
-    return 256
-  elif workload_name == 'ogbg':
-    return 512
-  elif workload_name == 'wmt':
-    return 128
-  elif workload_name == 'mnist':
-    return 16
-  else:
-    raise ValueError(f'Unsupported workload name: {workload_name}.')
-
-
-def data_selection(
-    workload: spec.Workload,
-    input_queue: Iterator[Dict[str, spec.Tensor]],
-    optimizer_state: spec.OptimizerState,
-    current_param_container: spec.ParameterContainer,
-    model_state: spec.ModelAuxiliaryState,
-    hyperparameters: spec.Hyperparameters,
-    global_step: int,
-    rng: spec.RandomState) -> Tuple[spec.Tensor, spec.Tensor, spec.Tensor]:
-  """Select data from the infinitely repeating, pre-shuffled input queue.
-  Each element of the queue is a batch of training examples and labels.
-  """
-  del workload
-  del optimizer_state
-  del current_param_container
-  del model_state
-  del hyperparameters
-  del global_step
-  del rng
-  batch = next(input_queue)
-  return batch
diff --git a/reference_algorithms/paper_baselines/sam/pytorch/__init__.py b/reference_algorithms/paper_baselines/sam/pytorch/__init__.py
deleted file mode 100644
index e69de29bb..000000000
diff --git a/reference_algorithms/paper_baselines/sam/pytorch/submission.py b/reference_algorithms/paper_baselines/sam/pytorch/submission.py
deleted file mode 100644
index 92603f036..000000000
--- a/reference_algorithms/paper_baselines/sam/pytorch/submission.py
+++ /dev/null
@@ -1,287 +0,0 @@
-"""Submission file for a SAM optimizer with warmup+cosine LR in PyTorch."""
-
-from typing import Any, Callable, Dict, Iterator, List, Optional, Tuple
-
-from absl import logging
-import torch
-import torch.distributed.nn as dist_nn
-from torch.optim.lr_scheduler import CosineAnnealingLR
-from torch.optim.lr_scheduler import LinearLR
-from torch.optim.lr_scheduler import SequentialLR
-
-from algoperf import spec
-from algoperf.pytorch_utils import pytorch_setup
-
-USE_PYTORCH_DDP = pytorch_setup()[0]
-
-
-# Modified from https://github.com/davda54/sam.
-class SAM(torch.optim.Optimizer):
-
-  def __init__(self,
-               params: spec.ParameterContainer,
-               base_optimizer: torch.optim.Optimizer,
-               rho: float = 0.05,
-               adaptive: bool = False,
-               **kwargs):
-    if rho < 0.0:
-      raise ValueError(f'Invalid rho, should be non-negative: {rho}')
-
-    defaults = dict(rho=rho, adaptive=adaptive, **kwargs)
-    super().__init__(params, defaults)
-
-    self.base_optimizer = base_optimizer(self.param_groups, **kwargs)
-    self.param_groups = self.base_optimizer.param_groups
-    self.defaults.update(self.base_optimizer.defaults)
-
-  @torch.no_grad()
-  def first_step(self, zero_grad: bool = False):
-    grad_norm = self._grad_norm()
-    for group in self.param_groups:
-      scale = group['rho'] / grad_norm
-
-      for p in group['params']:
-        if p.grad is None:
-          continue
-        self.state[p]['old_p'] = p.data.clone()
-        factor = torch.pow(p, 2) if group['adaptive'] else 1.0
-        e_w = factor * p.grad * scale.to(p)
-        p.add_(e_w)  # Climb to the local maximum 'w + e(w)'.
-
-    if zero_grad:
-      self.zero_grad()
-
-  @torch.no_grad()
-  def second_step(self, zero_grad: bool = False):
-    for group in self.param_groups:
-      for p in group['params']:
-        if p.grad is None:
-          continue
-        p.data = self.state[p]['old_p']  # Get back to 'w' from 'w + e(w)'.
-
-    self.base_optimizer.step()  # Do the actual 'sharpness-aware' update.
-
-    if zero_grad:
-      self.zero_grad()
-
-  @torch.no_grad()
-  def step(self, closure: Callable = None):
-    if closure is None:
-      raise ValueError('SAM requires closure, but it was not provided.')
-    # The closure should do a full forward-backward pass.
-    closure = torch.enable_grad()(closure)
-
-    self.first_step(zero_grad=True)
-    closure()
-    self.second_step()
-
-  def _grad_norm(self):
-    # In case of model parallelism, put everything on the same device.
-    shared_device = self.param_groups[0]['params'][0].device
-    norm = torch.norm(
-        torch.stack([((torch.abs(p) if group['adaptive'] else 1.0) *
-                      p.grad).norm(p=2).to(shared_device)
-                     for group in self.param_groups
-                     for p in group['params']
-                     if p.grad is not None]),
-        p=2)
-    return norm
-
-  def load_state_dict(self, state_dict: Dict):
-    super().load_state_dict(state_dict)
-    self.base_optimizer.param_groups = self.param_groups
-
-
-def init_optimizer_state(workload: spec.Workload,
-                         model_params: spec.ParameterContainer,
-                         model_state: spec.ModelAuxiliaryState,
-                         hyperparameters: spec.Hyperparameters,
-                         rng: spec.RandomState) -> spec.OptimizerState:
-  """Creates an AdamW optimizer and a learning rate schedule."""
-  del model_state
-  del rng
-
-  # Create SAM optimizer with AdamW base.
-  base_optimizer = torch.optim.AdamW
-  optimizer_state = {
-      'optimizer':
-          SAM(model_params.parameters(),
-              base_optimizer=base_optimizer,
-              rho=hyperparameters.rho,
-              lr=hyperparameters.learning_rate,
-              betas=(1.0 - hyperparameters.one_minus_beta1,
-                     hyperparameters.beta2),
-              eps=1e-8,
-              weight_decay=hyperparameters.weight_decay),
-  }
-
-  def pytorch_cosine_warmup(step_hint: int, hyperparameters, optimizer):
-    warmup_steps = int(hyperparameters.warmup_factor * step_hint)
-    warmup = LinearLR(
-        optimizer, start_factor=1e-10, end_factor=1., total_iters=warmup_steps)
-    cosine_steps = max(step_hint - warmup_steps, 1)
-    cosine_decay = CosineAnnealingLR(optimizer, T_max=cosine_steps)
-    return SequentialLR(
-        optimizer, schedulers=[warmup, cosine_decay], milestones=[warmup_steps])
-
-  # Create learning rate schedule.
-  optimizer_state['scheduler'] = pytorch_cosine_warmup(
-      workload.step_hint, hyperparameters, optimizer_state['optimizer'])
-
-  return optimizer_state
-
-
-def update_params(
-    workload: spec.Workload,
-    current_param_container: spec.ParameterContainer,
-    current_params_types: spec.ParameterTypeTree,
-    model_state: spec.ModelAuxiliaryState,
-    hyperparameters: spec.Hyperparameters,
-    batch: Dict[str, spec.Tensor],
-    loss_type: spec.LossType,
-    optimizer_state: spec.OptimizerState,
-    eval_results: List[Tuple[int, float]],
-    global_step: int,
-    rng: spec.RandomState,
-    train_state: Optional[Dict[str, Any]] = None) -> spec.UpdateReturn:
-  """Return (updated_optimizer_state, updated_params, updated_model_state)."""
-  del current_params_types
-  del loss_type
-  del train_state
-  del eval_results
-
-  current_model = current_param_container
-  current_model.train()
-
-  def _loss_fn(params, update_batch_norm=True):
-    """Loss function used for training."""
-    logits_batch, new_model_state = workload.model_fn(
-        params=params,
-        augmented_and_preprocessed_input_batch=batch,
-        model_state=model_state,
-        mode=spec.ForwardPassMode.TRAIN,
-        rng=rng,
-        update_batch_norm=update_batch_norm)
-    label_smoothing = (
-        hyperparameters.label_smoothing if hasattr(hyperparameters,
-                                                   'label_smoothing') else 0.0)
-    loss_dict = workload.loss_fn(
-        label_batch=batch['targets'],
-        logits_batch=logits_batch,
-        mask_batch=batch.get('weights'),
-        label_smoothing=label_smoothing)
-    summed_loss = loss_dict['summed']
-    n_valid_examples = loss_dict['n_valid_examples']
-    if USE_PYTORCH_DDP:
-      # Use dist_nn.all_reduce to ensure correct loss and gradient scaling.
-      summed_loss = dist_nn.all_reduce(summed_loss)
-      n_valid_examples = dist_nn.all_reduce(n_valid_examples)
-    loss = summed_loss / n_valid_examples
-    return loss, new_model_state
-
-  # First backward pass.
-  loss, _ = _loss_fn(current_model, update_batch_norm=True)
-  loss.backward()
-
-  logging_loss = loss.clone().detach()
-  with torch.no_grad():
-    parameters = [p for p in current_model.parameters() if p.grad is not None]
-    grad_norm = torch.norm(
-        torch.stack([torch.norm(p.grad.detach(), 2) for p in parameters]), 2)
-
-  optimizer_state['optimizer'].first_step(zero_grad=True)
-
-  # Second forward-backward pass.
-  loss, new_model_state = _loss_fn(current_model, update_batch_norm=False)
-  loss.backward()
-
-  if hasattr(hyperparameters, 'grad_clip'):
-    grad_clip = hyperparameters.grad_clip
-    torch.nn.utils.clip_grad_norm_(
-        current_model.parameters(), max_norm=grad_clip)
-  optimizer_state['optimizer'].second_step(zero_grad=True)
-  optimizer_state['scheduler'].step()
-
-  # Log training metrics - loss, grad_norm, batch_size.
-  if global_step <= 100 or global_step % 500 == 0:
-    if workload.metrics_logger is not None:
-      workload.metrics_logger.append_scalar_metrics(
-          {
-              'loss': logging_loss.item(),
-              'grad_norm': grad_norm.item(),
-          },
-          global_step)
-    logging.info('%d) loss = %0.3f, grad_norm = %0.3f',
-                 global_step,
-                 logging_loss.item(),
-                 grad_norm.item())
-
-  return (optimizer_state, current_param_container, new_model_state)
-
-
-def prepare_for_eval(workload: spec.Workload,
-                     current_param_container: spec.ParameterContainer,
-                     current_params_types: spec.ParameterTypeTree,
-                     model_state: spec.ModelAuxiliaryState,
-                     hyperparameters: spec.Hyperparameters,
-                     loss_type: spec.LossType,
-                     optimizer_state: spec.OptimizerState,
-                     eval_results: List[Tuple[int, float]],
-                     global_step: int,
-                     rng: spec.RandomState) -> spec.UpdateReturn:
-  """Return (updated_optimizer_state, updated_params)."""
-  del workload
-  del hyperparameters
-  del current_params_types
-  del loss_type
-  del eval_results
-  del global_step
-  del rng
-  return (optimizer_state, current_param_container, model_state)
-
-
-def get_batch_size(workload_name):
-  # Return the global batch size.
-  if workload_name == 'criteo1tb':
-    return 262_144
-  elif workload_name == 'fastmri':
-    return 32
-  elif workload_name == 'imagenet_resnet':
-    return 1024
-  elif workload_name == 'imagenet_vit':
-    return 1024
-  elif workload_name == 'librispeech_conformer':
-    return 256
-  elif workload_name == 'librispeech_deepspeech':
-    return 256
-  elif workload_name == 'ogbg':
-    return 512
-  elif workload_name == 'wmt':
-    return 128
-  elif workload_name == 'mnist':
-    return 16
-  else:
-    raise ValueError(f'Unsupported workload name: {workload_name}.')
-
-
-def data_selection(
-    workload: spec.Workload,
-    input_queue: Iterator[Dict[str, spec.Tensor]],
-    optimizer_state: spec.OptimizerState,
-    current_param_container: spec.ParameterContainer,
-    model_state: spec.ModelAuxiliaryState,
-    hyperparameters: spec.Hyperparameters,
-    global_step: int,
-    rng: spec.RandomState) -> Tuple[spec.Tensor, spec.Tensor, spec.Tensor]:
-  """Select data from the infinitely repeating, pre-shuffled input queue.
-  Each element of the queue is a batch of training examples and labels.
-  """
-  del workload
-  del optimizer_state
-  del current_param_container
-  del model_state
-  del hyperparameters
-  del global_step
-  del rng
-  batch = next(input_queue)
-  return batch
diff --git a/reference_algorithms/paper_baselines/sam/tuning_search_space.json b/reference_algorithms/paper_baselines/sam/tuning_search_space.json
deleted file mode 100644
index 66dae232b..000000000
--- a/reference_algorithms/paper_baselines/sam/tuning_search_space.json
+++ /dev/null
@@ -1,26 +0,0 @@
-{
-    "learning_rate": {
-        "min": 1e-4, "max": 1e-2, "scaling": "log"
-    },
-    "one_minus_beta1": {
-        "min": 5e-2, "max": 0.43, "scaling": "log"
-    },
-    "beta2": {
-        "feasible_points": [0.999]
-    },
-    "warmup_factor": {
-        "feasible_points": [0.05]
-    },
-    "weight_decay": {
-        "min": 1e-2, "max": 0.2, "scaling": "log"
-    },
-    "label_smoothing": {
-        "feasible_points": [0.1, 0.2]
-    },
-    "dropout_rate": {
-        "feasible_points": [0.0, 0.1]
-    },
-    "rho": {
-        "feasible_points": [0.01, 0.02, 0.05]
-    }
-}
diff --git a/reference_algorithms/paper_baselines/sam/tuning_search_space_no_beta1.json b/reference_algorithms/paper_baselines/sam/tuning_search_space_no_beta1.json
deleted file mode 100644
index 89c480e7a..000000000
--- a/reference_algorithms/paper_baselines/sam/tuning_search_space_no_beta1.json
+++ /dev/null
@@ -1,26 +0,0 @@
-{
-    "learning_rate": {
-        "min": 1e-4, "max": 1e-2, "scaling": "log"
-    },
-    "one_minus_beta1": {
-        "feasible_points": [0.1]
-    },
-    "beta2": {
-        "feasible_points": [0.999]
-    },
-    "warmup_factor": {
-        "feasible_points": [0.05]
-    },
-    "weight_decay": {
-        "min": 1e-2, "max": 0.2, "scaling": "log"
-    },
-    "label_smoothing": {
-        "feasible_points": [0.1, 0.2]
-    },
-    "dropout_rate": {
-        "feasible_points": [0.0, 0.1]
-    },
-    "rho": {
-        "feasible_points": [0.01, 0.02, 0.05]
-    }
-}
diff --git a/reference_algorithms/paper_baselines/shampoo/__init__.py b/reference_algorithms/paper_baselines/shampoo/__init__.py
deleted file mode 100644
index e69de29bb..000000000
diff --git a/reference_algorithms/paper_baselines/shampoo/jax/__init__.py b/reference_algorithms/paper_baselines/shampoo/jax/__init__.py
deleted file mode 100644
index e69de29bb..000000000
diff --git a/reference_algorithms/paper_baselines/shampoo/jax/distributed_shampoo.py b/reference_algorithms/paper_baselines/shampoo/jax/distributed_shampoo.py
deleted file mode 100644
index a5c2732ac..000000000
--- a/reference_algorithms/paper_baselines/shampoo/jax/distributed_shampoo.py
+++ /dev/null
@@ -1,2482 +0,0 @@
-# coding=utf-8
-# Copyright 2022 The Google Research Authors.
-#
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-#     http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-
-# An implementation of distributed Shampoo optimizer from:
-#
-#  Scalable Second Order Optimization for Deep Learning
-#  Rohan Anil, Vineet Gupta, Tomer Koren, Kevin Regan, Yoram Singer
-#  Preprint Paper: https://arxiv.org/abs/2002.09018
-#
-# This implementation moves computation of inverse pth root back to the
-# accelerator (if higher precision is available).
-#
-# Authors: Rohan Anil (rohananil at google dot com)
-#          Vineet Gupta (vineet at google dot com)
-#          James Lottes (jlottes at google dot com)
-#          Anudhyan Boral (anudhyan at google dot com)
-#
-# Forked with minor modifications from:
-# github.com/google-research/google-research/blob/master/scalable_shampoo/ (...)
-# optax/distributed_shampoo.py
-"""Distributed Shampoo Implementation."""
-
-import enum
-import functools
-import itertools
-import logging
-from typing import Any, cast, List, NamedTuple, Optional, TypeVar, Union
-
-import chex
-from flax import struct
-import jax
-from jax import lax
-from jax.experimental import pjit
-from jax.experimental.sparse import linalg
-import jax.numpy as jnp
-import numpy as np
-import optax
-
-# Dtype for inverse-pth root routine
-# Switch to f64 if you have hardware that supports it. Enable the jax flag
-# jax_enable_x64 for this to work, otherwise it will default to float32.
-_MAT_INV_PTH_ROOT_DTYPE = jnp.float64  # pylint: disable=invalid-name
-
-# Small epsilon to avoid divide by zero.
-_EPSILON = 1e-25
-
-
-# pylint:disable=no-value-for-parameter
-@struct.dataclass
-class QuantizedValue:
-  """State associated with quantized value."""
-  quantized: chex.Array
-  diagonal: chex.Array  # Diagonal (if extract_diagonal is set)
-  bucket_size: chex.Array
-  quantized_dtype: jnp.dtype = struct.field(
-      pytree_node=False)  # Dtype for the quantized value.
-  extract_diagonal: bool = struct.field(
-      pytree_node=False)  # In case its centered.
-  shape: Any = struct.field(pytree_node=False)  # Shape of the tensor.
-
-  @classmethod
-  def from_float_value(cls, fvalue, quantized_dtype, extract_diagonal=False):
-    if isinstance(fvalue, list) and not fvalue:
-      return QuantizedValue([], [], [], quantized_dtype, extract_diagonal, [])
-    quantized, diagonal_fvalue, bucket_size = QuantizedValue.quantize(
-        fvalue, quantized_dtype, extract_diagonal)
-    return QuantizedValue(quantized,
-                          diagonal_fvalue,
-                          bucket_size,
-                          quantized_dtype,
-                          extract_diagonal,
-                          list(quantized.shape))
-
-  # Quantization is from Lingvo JAX optimizers.
-  # We extend it for int16 quantization of PSD matrices.
-  @classmethod
-  def quantize(cls, fvalue, quantized_dtype, extract_diagonal=False):
-    """Returns quantized value and the bucket."""
-    if quantized_dtype == jnp.float32:
-      return fvalue, [], []
-    elif quantized_dtype == jnp.bfloat16:
-      return fvalue.astype(jnp.bfloat16), [], []
-
-    float_dtype = fvalue.dtype
-    if quantized_dtype == jnp.int8:
-      # value -128 is not used.
-      num_buckets = jnp.array(127.0, dtype=float_dtype)
-    elif quantized_dtype == jnp.int16:
-      # value -32768 is not used.
-      num_buckets = jnp.array(32767.0, dtype=float_dtype)
-    else:
-      raise ValueError(f'Quantized dtype {quantized_dtype} not supported.')
-    # max value is mapped to num_buckets
-
-    if extract_diagonal and fvalue.ndim != 2:
-      raise ValueError(
-          f'Input array {fvalue} must be 2D to work with extract_diagonal.')
-
-    diagonal_fvalue = []
-    if extract_diagonal:
-      diagonal_fvalue = jnp.diag(fvalue)
-      # Remove the diagonal entries.
-      fvalue = fvalue - jnp.diag(diagonal_fvalue)
-
-    # TODO(rohananil): Extend this by making use of information about the blocks
-    # SM3 style which will be useful for diagonal statistics
-    # We first decide the scale.
-    if fvalue.ndim < 1:
-      raise ValueError(
-          f'Input array {fvalue} must have a strictly positive number of '
-          'dimensions.')
-
-    max_abs = jnp.max(jnp.abs(fvalue), axis=0)
-    bucket_size = max_abs / num_buckets
-    bs_expanded = bucket_size[jnp.newaxis, Ellipsis]
-    # To avoid divide by 0.0
-    bs_nonzero = jnp.where(bs_expanded > 0.0,
-                           bs_expanded,
-                           jnp.ones_like(bs_expanded))
-    ratio = fvalue / bs_nonzero
-    # We use rounding to remove bias.
-    quantized = jnp.round(ratio)
-    return quantized.astype(quantized_dtype), diagonal_fvalue, bucket_size
-
-  def to_float(self):
-    """Returns the float value."""
-    if isinstance(self.quantized, list) and not self.quantized:
-      return self.quantized
-
-    if self.quantized_dtype == jnp.float32:
-      return self.quantized
-
-    if self.quantized_dtype == jnp.bfloat16:
-      return self.quantized.astype(jnp.float32)
-
-    float_dtype = self.bucket_size.dtype
-    bucket_size = self.bucket_size[jnp.newaxis, Ellipsis]
-    val = self.quantized.astype(float_dtype) * bucket_size
-    if self.extract_diagonal:
-      val += jnp.diag(self.diagonal)
-    return val
-
-
-def _default_zero_field():
-  return struct.field(
-      default_factory=functools.partial(jnp.array, 0, jnp.float32))
-
-
-T = TypeVar("T")
-
-
-def _maybe_ix(ls, ix):
-  """Return ls[ix] if not None else None."""
-  if ls is None:
-    return None
-  return ls[ix]
-
-
-def _maybe(f):
-  """Lifts f to Maybe monad; ie return None if first arg is."""
-
-  def wrap_f(x, *args, **kwargs):
-    if x is None:
-      return None
-    return f(x, *args, **kwargs)
-
-  return wrap_f
-
-
-InversePthRootDiagnosticsSubtype = TypeVar(
-    "InversePthRootDiagnosticsSubtype", bound="InversePthRootDiagnostics")
-
-
-@struct.dataclass
-class InversePthRootDiagnostics:
-  """Diagnostics for inverse p-th root iterative procedure.
-
-    Given an inverse pth root B = A^(-1/p), contains the average and
-    maximum diagonal and off diagonal absolute entrywise errors between
-    (B^p A) and I.
-    """
-  max_diag_error: chex.Array = _default_zero_field()
-  avg_diag_error: chex.Array = _default_zero_field()
-  max_off_diag_error: chex.Array = _default_zero_field()
-  avg_off_diag_error: chex.Array = _default_zero_field()
-  p: chex.Array = _default_zero_field()
-
-  @classmethod
-  def create(cls, pth_inverse_root, matrix, p):
-    """Generates a diagnostics struct from (-1/p) root result."""
-    mat_m = jnp.matmul(
-        mat_power(pth_inverse_root, p),
-        matrix,
-        precision=jax.lax.Precision.HIGHEST)
-    num_off_diag_entries = mat_m.size - jnp.diag(mat_m).size
-    diag_error = jnp.abs(jnp.diag(mat_m) - 1).astype(jnp.float32)
-    off_diag_error = jnp.abs(mat_m - jnp.diag(jnp.diag(mat_m))).astype(
-        jnp.float32)
-    return cls(
-        max_diag_error=jnp.max(diag_error).astype(jnp.float32),
-        avg_diag_error=jnp.mean(diag_error).astype(jnp.float32),
-        max_off_diag_error=jnp.max(off_diag_error).astype(jnp.float32),
-        avg_off_diag_error=(jnp.sum(off_diag_error) /
-                            num_off_diag_entries).astype(jnp.float32),
-        p=jnp.array(p, jnp.float32))
-
-
-LOBPCGDiagnosticsSubtype = TypeVar(
-    "LOBPCGDiagnosticsSubtype", bound="LOBPCGDiagnostics")
-
-
-@struct.dataclass
-class LOBPCGDiagnostics:
-  """Diagnostics for iterative LOBPCG eigenvalue routine.
-
-    Contains consistency error for LOBPCG eigenvalue routine, which
-    refers to |A v - lambda v| / (lambda + |A v|) for a proposed eigenpair
-    (v, lambda). This metics dataclass retains consistency error
-    and other useful LOBPCG values.
-    """
-  lobpcg_iters: chex.Array = _default_zero_field()
-  max_consistency_error: chex.Array = _default_zero_field()
-  avg_consistency_error: chex.Array = _default_zero_field()
-  # Average of absolute value of off-diagonal of V^T V for eigenvalues V.
-  avg_orthogonality_error: chex.Array = _default_zero_field()
-  max_eigenvalue: chex.Array = _default_zero_field()
-  min_eigenvalue: chex.Array = _default_zero_field()
-  num_topk_eigenvectors: chex.Array = _default_zero_field()
-
-  @classmethod
-  def create(cls, matrix, eigvals, eigvecs, lobpcg_iters):
-    """Generates LOBPCG diagnostics from the result of the routine."""
-    num_topk = len(eigvals)
-    num_off_diag = num_topk * (num_topk - 1)
-    precision = jax.lax.Precision.HIGHEST
-
-    mat_eigvecs = matrix.dot(eigvecs, precision=precision)
-    consistency_error_unnormalized = jnp.linalg.norm(
-        mat_eigvecs - eigvals * eigvecs, ord=2, axis=0)
-    normalization = jnp.linalg.norm(mat_eigvecs, ord=2, axis=0) + eigvals
-    consistency_error = consistency_error_unnormalized / normalization
-
-    orthogonality_error = eigvecs.T.dot(eigvecs, precision=precision)
-    orthogonality_error -= jnp.diag(jnp.diag(orthogonality_error))
-
-    return cls(
-        lobpcg_iters=jnp.array(lobpcg_iters, jnp.float32),
-        max_consistency_error=jnp.max(consistency_error).astype(jnp.float32),
-        avg_consistency_error=jnp.mean(consistency_error).astype(jnp.float32),
-        avg_orthogonality_error=(jnp.sum(orthogonality_error) /
-                                 num_off_diag).astype(jnp.float32),
-        max_eigenvalue=jnp.max(eigvals).astype(jnp.float32),
-        min_eigenvalue=jnp.min(eigvals).astype(jnp.float32),
-        num_topk_eigenvectors=jnp.array(num_topk, jnp.float32),
-    )
-
-
-@struct.dataclass
-class TrainingMetrics:
-  """Diagnostic metrics from training."""
-  # Error for inverse-pth roots.
-  inverse_pth_root_errors: chex.Array = _default_zero_field()
-  # Iteration count for inverse-pth roots.
-  inverse_pth_root_iters: chex.Array = _default_zero_field()
-  # If final iteration error increases sufficiently, iteration terminates early.
-  # This field records the ratio of the final iteration error.
-  final_error_ratio: chex.Array = _default_zero_field()
-  # Max eigen value from either the power iteration or from LOBPCG.
-  max_eigen_value: chex.Array = _default_zero_field()
-  # Total retries of inverse pth root iterative method.
-  total_retries: chex.Array = _default_zero_field()
-
-  lobpcg_diagnostics: LOBPCGDiagnostics = struct.field(
-      default_factory=LOBPCGDiagnostics)
-  # Rich matrix entrywise error diagnostics, if enabled.
-  inverse_pth_root_diagnostics: InversePthRootDiagnostics = struct.field(
-      default_factory=InversePthRootDiagnostics)
-  # Diagnostics applied to the conditioned p-th root problem, after top
-  # eigenvectors are removed, if LOBPCG is being applied.
-  conditioned_inverse_pth_root_diagnostics: InversePthRootDiagnostics = (
-      struct.field(default_factory=InversePthRootDiagnostics))
-  # TODO(rohananil): Add more important metrics to track during training.
-
-
-# Per parameter optimizer state used in data-parallel training.
-class ParameterStats(NamedTuple):
-  """State associated to each parameter of the model being trained."""
-  diagonal_statistics: QuantizedValue  # Accumulator for diagonal preconditioner
-  statistics: Optional[List[Any]]  # Statistics (QuantizedValue, chex.Array)
-  preconditioners: List[Any]  # Preconditioners (QuantizedValue, chex.Array)
-  diagonal_momentum: QuantizedValue  # Momentum for the diagonal preconditioner
-  momentum: QuantizedValue  # Momentum for the shampoo preconditioner
-  training_metrics: Union[TrainingMetrics, optax.MaskedNode]  # Optional.
-
-
-# For training extremely large model; We keep a global state with a concatenated
-# statistics and preconditioner states for all vars. This is so that we can
-# annotate the leading axis to be sharded to save memory at the cost of
-# communication.
-@struct.dataclass
-class GlobalShardedParameterStats:
-  statistics: chex.Array  # Statistics
-  preconditioners: chex.Array  # Preconditioners
-  exponents: chex.Array  # exponents
-
-
-# These are per-parameter local states; All statistics here mirror the parameter
-# Thus the sharding is copied over from the param specification.
-@struct.dataclass
-class LocalShardedParameterStats:
-  """State associated to each parameter of the model being trained."""
-  diagonal_statistics: QuantizedValue  # Accumulator for diagonal preconditioner
-  diagonal_momentum: QuantizedValue  # Momentum for the diagonal preconditioner
-  momentum: QuantizedValue  # Momentum for the shampoo preconditioner
-  training_metrics: Union[TrainingMetrics, optax.MaskedNode]
-  index_start: Union[np.int32, int] = struct.field(
-      pytree_node=False)  # Index into global statistics array
-  sizes: Any = struct.field(pytree_node=False)  # Sizes of the statistics.
-
-
-def default_training_metrics():
-  """Create a default TrainingMetrics."""
-  return TrainingMetrics()
-
-
-def init_training_metrics(
-    num_statistics,
-    generate_training_metrics,
-):
-  """Initialize TrainingMetrics, masked if disabled."""
-  if not generate_training_metrics:
-    return optax.MaskedNode()
-  return jax.tree.map(
-      functools.partial(jnp.repeat, repeats=num_statistics),
-      default_training_metrics())
-
-
-def init_training_metrics_shapes(
-    num_statistics,
-    generate_training_metrics,
-):
-  """Initialize training metrics shape/dtype."""
-  seed = init_training_metrics(
-      num_statistics,
-      generate_training_metrics,
-  )
-  return jax.tree.map(lambda arr: [list(arr.shape), arr.dtype], seed)
-
-
-def init_training_metrics_pspec(generate_training_metrics,):
-  """Initialize training metrics partition specification."""
-  if not generate_training_metrics:
-    return optax.MaskedNode()
-  return jax.tree.map(lambda _: jax.sharding.PartitionSpec(),
-                      default_training_metrics())
-
-
-class ShardedShampooStats(NamedTuple):
-  """Shampoo state in sharded mode."""
-  global_stats: Any
-  local_stats: Any
-
-
-class ShampooState(NamedTuple):
-  count: chex.Array
-  stats: Any
-
-
-class InitFnState(NamedTuple):
-  init_fn: Any
-  pspec_fn: Any
-  shape_and_dtype_fn: Any
-
-
-class GraftingType(enum.IntEnum):
-  NONE = 0
-  SGD = 1
-  ADAGRAD = 2
-  RMSPROP = 3
-  RMSPROP_NORMALIZED = 4
-  SQRT_N = 5
-  ADAGRAD_NORMALIZED = 6
-
-
-class PreconditionerType(enum.IntEnum):
-  # Default, computes preconditioner for each dim
-  ALL = 1
-  # One sided Shampoo, in this cases only on input dim.
-  # Assumes last dim is always the output dim and everything else input dim.
-  INPUT = 2
-  # One sided Shampoo, in this cases only on output dim.
-  # Assumes last dim is always the output dim and everything else input dim.
-  OUTPUT = 3
-
-
-def power_iteration(
-    matrix,
-    num_iters=100,
-    error_tolerance=1e-6,
-    precision=lax.Precision.HIGHEST,
-    padding_start=None,
-):
-  r"""Power iteration algorithm.
-
-    The power iteration algorithm takes a symmetric PSD matrix `A`, and produces
-    a scalar `\lambda` , which is the greatest (in absolute value) eigenvalue
-    of `A`, and a vector v, which is the corresponding eigenvector of `A`.
-
-    References:
-      [Wikipedia, 2021](https://en.wikipedia.org/wiki/Power_iteration)
-
-    Args:
-      matrix: the symmetric PSD matrix.
-      num_iters: Number of iterations.
-      error_tolerance: Iterative exit condition.
-      precision: precision XLA related flag, the available options are: a)
-        lax.Precision.DEFAULT (better step time, but not precise) b)
-        lax.Precision.HIGH (increased precision, slower) c) 
-        lax.Precision.HIGHEST (best possible precision, slowest)
-      padding_start: if set, assumes rows and columns after padding_start are
-        zero.
-
-    Returns:
-      eigen vector, eigen value
-    """
-  matrix_size = matrix.shape[-1]
-
-  def _iter_condition(state):
-    i, unused_v, unused_s, unused_s_v, run_step = state
-    return jnp.logical_and(i < num_iters, run_step)
-
-  def _iter_body(state):
-    """One step of power iteration."""
-    i, new_v, s, s_v, unused_run_step = state
-    new_v = new_v / jnp.linalg.norm(new_v)
-
-    s_v = jnp.einsum("ij,j->i", matrix, new_v, precision=precision)
-    s_new = jnp.einsum("i,i->", new_v, s_v, precision=precision)
-    return (i + 1,
-            s_v,
-            s_new,
-            s_v,
-            jnp.greater(jnp.abs(s_new - s), error_tolerance))
-
-  # Figure out how to use step as seed for random.
-  v_0 = np.random.RandomState(1729).uniform(-1.0, 1.0,
-                                            matrix_size).astype(matrix.dtype)
-  v_0 = jnp.array(v_0)
-  if padding_start is not None:
-    v_0 *= (jnp.arange(len(v_0), dtype=jnp.int32) < padding_start)
-
-  init_state = tuple([0, v_0, jnp.zeros([], dtype=matrix.dtype), v_0, True])
-  _, v_out, s_out, _, _ = lax.while_loop(_iter_condition, _iter_body,
-                                         init_state)
-  v_out = v_out / jnp.linalg.norm(v_out)
-  return v_out, s_out
-
-
-def mat_power(
-    mat_m,
-    p,
-    precision=lax.Precision.HIGHEST,
-):
-  """A simple matrix power method. M^p where p can be TracedValue."""
-  power = jnp.eye(mat_m.shape[0], dtype=_MAT_INV_PTH_ROOT_DTYPE)
-
-  def _iter_condition(state):
-    i, _, _ = state
-    return i > 0
-
-  def _iter_body(state):
-    i, power, mat = state
-
-    power = jax.lax.cond(i % 2 == 1,
-                         lambda: jnp.matmul(mat, power, precision=precision),
-                         lambda: power)
-    i //= 2
-    mat = jnp.matmul(mat, mat, precision=precision)
-    return i, power, mat
-
-  _, result, _ = lax.while_loop(_iter_condition, _iter_body, (p, power, mat_m))
-  return result
-
-
-def _pth_root_difference(w, alpha, beta, p):
-  """Computes (w+alpha)^(-1/p)-(w+beta)^(-1/p)."""
-
-  a = w + alpha
-  b = w + beta
-  a_minus_b = alpha - beta
-  exp = -1 / p
-
-  def _stable_subtract(b, a_minus_b):
-    # Mathematically identical to the target expression, with (w+beta)^(-1/p)
-    # term factored out and w cancellation in the subtraction.
-    return (b**exp) * jnp.expm1(exp * jnp.log1p(a_minus_b / b))
-
-  return jnp.where(
-      # Choose the branch with the best log1p approximation.
-      jnp.abs(a_minus_b / b) < jnp.abs(a_minus_b / a),
-      -_stable_subtract(a, -a_minus_b),
-      _stable_subtract(b, a_minus_b))
-
-
-def matrix_inverse_pth_root(
-    matrix,
-    p,
-    num_iters=100,
-    ridge_epsilon=1e-6,
-    error_tolerance=1e-6,
-    precision=lax.Precision.HIGHEST,
-    relative_matrix_epsilon=True,
-    lobpcg_topk_precondition=0,
-    lobpcg_max_iter=0,
-    padding_start=None,
-    prev=None,
-    eigh=False,
-):
-  """Computes `matrix^(-1/p)`, where `p` is a positive integer.
-
-    This function uses the Eigh or Coupled newton iterations algorithm for
-    the computation of a matrix's inverse pth root.
-
-
-    References:
-      [Functions of Matrices, Theory and Computation,
-       Nicholas J Higham, Pg 184, Eq 7.18](
-       https://epubs.siam.org/doi/book/10.1137/1.9780898717778)
-
-    Args:
-      matrix: the symmetric PSD matrix whose power it to be computed
-      p: exponent, for p a positive integer.
-      num_iters: Maximum number of iterations.
-      ridge_epsilon: Ridge epsilon added to make the matrix positive definite.
-      error_tolerance: Error indicator, useful for early termination.
-      precision: precision XLA related flag, the available options are: a)
-        lax.Precision.DEFAULT (better step time, but not precise) b)
-        lax.Precision.HIGH (increased precision, slower) c) 
-        lax.Precision.HIGHEST (best possible precision, slowest)
-      relative_matrix_epsilon: Whether to use relative epsilon to the max eigen
-        value when computing inverse-pth root.
-      lobpcg_topk_precondition: If nonzero, specifies the number of top
-        eigenvectors to subtract out before performing LOBPCG. Note this makes
-        relative_matrix_epsilon essentially free.
-      lobpcg_max_iter: Maximum iteration count for LOBPCG, defaults to
-        `lobpcg_topk_precondition`.
-      padding_start: If the input matrix was padded, then zeros out columns and
-        rows at the padding start.
-      prev: previous iteration's solution, zero-padded (unused)
-      eigh: If True, uses eigh for inverse-pth root computation.
-
-    Returns:
-      `(matrix + eps)^(-1/p)` and error metrics.
-
-      Note `eps` is not added to zeroed out padding rows and
-      columns. `eps` is just `ridge_epsilon` if
-      `relative_matrix_epsilon` is set to `False`, otherwise, it is the
-      ridge epsilon value scaled by the derived maximum eigenvalue of
-      the input matrix.
-    """
-
-  if eigh:
-    return matrix_inverse_pth_root_eigh(matrix,
-                                        p,
-                                        ridge_epsilon,
-                                        error_tolerance,
-                                        precision,
-                                        relative_matrix_epsilon,
-                                        padding_start,
-                                        prev)
-  del prev
-
-  assert matrix.shape[0] == matrix.shape[1]
-
-  # We use _MAT_INV_PTH_ROOT_DTYPE for the matrix inverse pth root.
-  # Switch to f64 if you have hardware that supports it. Enable the jax flag
-  # jax_enable_x64 for this to work.
-  matrix_size = matrix.shape[0]
-  orig_dtype = matrix.dtype
-  matrix = matrix.astype(_MAT_INV_PTH_ROOT_DTYPE)
-  alpha = jnp.asarray(-1.0 / p, _MAT_INV_PTH_ROOT_DTYPE)
-  identity = jnp.eye(matrix_size, dtype=_MAT_INV_PTH_ROOT_DTYPE)
-
-  if padding_start is not None:
-    # Zero out padding in identity as well for convergence checks.
-    ix = (jnp.arange(matrix_size, dtype=jnp.int32) < padding_start).astype(
-        matrix.dtype)
-    matrix *= ix[jnp.newaxis, :]
-    matrix *= ix[:, jnp.newaxis]
-    identity *= ix
-
-  original_matrix = matrix
-
-  # Only used in lobpcg branches, but required by pytype.
-  eigvals, eigvecs, lobpcg_diagnostics = None, None, None
-  if lobpcg_topk_precondition > 0:
-    # TODO(vladf): reuse previous top-k as the initial search directions
-    pad_shape = (matrix_size - lobpcg_topk_precondition,
-                 lobpcg_topk_precondition)
-    search_dirs = jnp.concatenate(
-        (jnp.eye(lobpcg_topk_precondition), jnp.zeros(pad_shape)), axis=0)
-    eigvals, eigvecs, lobpcg_iters = linalg.lobpcg_standard(  # pylint: disable=unbalanced-tuple-unpacking
-        matrix, search_dirs,
-        lobpcg_topk_precondition if lobpcg_max_iter == 0 else lobpcg_max_iter)
-    lobpcg_diagnostics = LOBPCGDiagnostics.create(
-        matrix,
-        eigvals,
-        eigvecs,
-        lobpcg_iters,
-    )
-
-    # The minimal eigenvalue among top-k becomes the maximal one in the whole
-    # matrix after deflation.
-    deflation = eigvals - jnp.min(eigvals)
-    scaled_vecs = eigvecs * jnp.sqrt(deflation)
-
-    # Deflate out top eigenvectors to reduce matrix condition number.
-    matrix -= scaled_vecs.dot(
-        scaled_vecs.T, precision=jax.lax.Precision.HIGHEST)
-
-  if relative_matrix_epsilon:
-    if eigvals is not None:
-      max_ev = jnp.max(eigvals)
-    else:
-      # Only use power iteration if lobpcg wasn't already used to derive the
-      # top eigenvalue.
-      _, max_ev = power_iteration(
-          matrix=matrix,
-          num_iters=100,
-          error_tolerance=1e-6,
-          precision=precision,
-          padding_start=padding_start)
-  else:
-    # Use absolute matrix epsilon scaling otherwise.
-    max_ev = 1.0
-
-  ridge_epsilon = ridge_epsilon * jnp.maximum(max_ev, _EPSILON)
-
-  # Sometimes error increases after an iteration before decreasing and
-  # converging. 1.2 factor is used to bound the maximal allowed increase.
-  max_error_ratio = 1.2
-
-  def _iter_condition(state):
-    i, unused_mat_m, unused_mat_h, unused_old_mat_h, error, error_ratio = state
-    error_above_threshold = jnp.logical_and(error > error_tolerance,
-                                            error_ratio < max_error_ratio)
-    return jnp.logical_and(i < num_iters, error_above_threshold)
-
-  def _iter_body(state):
-    (i, mat_m, mat_h, unused_old_mat_h, error, unused_error_ratio) = state
-    mat_m_i = (1 - alpha) * identity + alpha * mat_m
-    new_mat_m = jnp.matmul(mat_power(mat_m_i, p), mat_m, precision=precision)
-    new_mat_h = jnp.matmul(mat_h, mat_m_i, precision=precision)
-    new_error = jnp.max(jnp.abs(new_mat_m - identity))
-    return (i + 1, new_mat_m, new_mat_h, mat_h, new_error, new_error / error)
-
-  if matrix_size == 1:
-    damped_matrix = matrix + ridge_epsilon
-    resultant_mat_h = damped_matrix**alpha
-    error = jnp.array(0, jnp.float32)
-    iters = 0
-    error_ratio = 0.0
-  else:
-
-    retry_loop_error_threshold = 0.05
-    num_tries = 6
-    init_outer_state = tuple([0, identity, 1000.0, 100, 1.0, True])
-
-    def _outer_iter_condition_fn(state):
-      i, _, _, _, _, iter_failed = state
-      return jnp.logical_and(iter_failed, i < num_tries)
-
-    def _outer_body_fn(state):
-      i, _, _, _, _, _ = state
-      # Update the epsilon based on the loop iteration.
-      damped_matrix = matrix + (ridge_epsilon * (10**i) * identity)
-      z = (1 + p) / (2 * jnp.linalg.norm(damped_matrix))
-      new_mat_m_0 = damped_matrix * z
-      new_error = jnp.max(jnp.abs(new_mat_m_0 - identity))
-      new_mat_h_0 = identity * jnp.power(z, 1.0 / p)
-      init_state = tuple(
-          [0, new_mat_m_0, new_mat_h_0, new_mat_h_0, new_error, 1.0])
-      iters, mat_m, mat_h, old_mat_h, error, error_ratio = lax.while_loop(
-          _iter_condition, _iter_body, init_state)
-      error = jnp.max(jnp.abs(mat_m - identity)).astype(jnp.float32)
-      is_converged = jnp.asarray(error_ratio < max_error_ratio, old_mat_h.dtype)
-      resultant_mat_h = is_converged * \
-          mat_h + (1 - is_converged) * old_mat_h
-      return (i + 1,
-              resultant_mat_h,
-              error,
-              iters,
-              error_ratio,
-              error > retry_loop_error_threshold)
-
-    loop_outputs = jax.lax.while_loop(_outer_iter_condition_fn,
-                                      _outer_body_fn,
-                                      init_outer_state)
-    total_retries, resultant_mat_h, error, iters, error_ratio, _ = loop_outputs
-
-  conditioned_resultant_mat = resultant_mat_h
-
-  if lobpcg_topk_precondition > 0:
-    # Since we deflated the top eigenvectors prior to p-th root inverse,
-    # the resultant matrix has larger eigenvalues associated with those
-    # same eigenvectors, which we need to now re-deflate.
-    #
-    # Note that _pth_root_difference returns positive values for this
-    # particular argument ordering as min(eigvals) <= eigvals for the
-    # jnp.sqrt below.
-    pth_diff = _pth_root_difference(ridge_epsilon, jnp.min(eigvals), eigvals, p)
-    scaled_vecs = eigvecs * jnp.sqrt(pth_diff)
-    resultant_mat_h = conditioned_resultant_mat - scaled_vecs.dot(
-        scaled_vecs.T, precision=jax.lax.Precision.HIGHEST)
-
-  error_metrics = TrainingMetrics(
-      inverse_pth_root_errors=jnp.array(error, jnp.float32),
-      inverse_pth_root_iters=jnp.array(iters, jnp.float32),
-      final_error_ratio=jnp.array(error_ratio, jnp.float32),
-      max_eigen_value=jnp.array(max_ev, jnp.float32),
-      total_retries=jnp.array(total_retries, jnp.float32))
-
-  if lobpcg_topk_precondition > 0:
-    damped_matrix = matrix + \
-        (ridge_epsilon * (10**total_retries) * identity)
-    conditioned_diagnostics = InversePthRootDiagnostics.create(
-        conditioned_resultant_mat, damped_matrix, p)
-    unconditioned_damped_matrix = original_matrix + ridge_epsilon * identity
-    unconditioned_diagnostics = InversePthRootDiagnostics.create(
-        resultant_mat_h, unconditioned_damped_matrix, p)
-    # The max entrywise error in error_metrics.inverse_pth_root_errors refers
-    # to what was derived from the inverse pth root iteration, which with
-    # LOBPCG refers to the conditioned problem. Make sure to use the error
-    # from the unconditioned problem.
-    unconditional_errors = jnp.maximum(
-        unconditioned_diagnostics.max_diag_error,
-        unconditioned_diagnostics.max_off_diag_error)
-    error_metrics = error_metrics.replace(
-        inverse_pth_root_errors=unconditional_errors,
-        lobpcg_diagnostics=lobpcg_diagnostics,
-        conditioned_inverse_pth_root_diagnostics=conditioned_diagnostics,
-        inverse_pth_root_diagnostics=unconditioned_diagnostics,
-    )
-
-  if padding_start is not None:
-    # Occasionally, pure-padding matrices are handed to the inversion routine
-    # due to some TPU hosts not having the same number of preconditioning
-    # matrices.
-    resultant_mat_h = jnp.where(padding_start == 0, 0.0, resultant_mat_h)
-    error = jnp.where(padding_start == 0,
-                      0.0,
-                      error_metrics.inverse_pth_root_errors)
-    error_metrics = error_metrics.replace(inverse_pth_root_errors=error)
-
-  resultant_mat_h = jnp.asarray(resultant_mat_h, orig_dtype)
-  return resultant_mat_h, error_metrics
-
-
-def matrix_inverse_pth_root_eigh(
-    matrix,
-    p,
-    ridge_epsilon=1e-6,
-    error_tolerance=1e-6,
-    precision=lax.Precision.HIGHEST,
-    relative_matrix_epsilon=True,
-    padding_start=None,
-    prev=None,
-):
-  """Computes `matrix^(-1/p)`, where `p` is a positive integer.
-
-    This function uses eigh for the computation of a matrix's inverse pth
-    root.
-
-    Args:
-      matrix: the symmetric PSD matrix whose power it to be computed
-      p: exponent, for p a positive integer.
-      ridge_epsilon: Ridge epsilon added to make the matrix positive definite.
-      error_tolerance: Error indicator, useful for early termination.
-      precision: precision XLA related flag, the available options are: a)
-        lax.Precision.DEFAULT (better step time, but not precise) b)
-        lax.Precision.HIGH (increased precision, slower) c) 
-        lax.Precision.HIGHEST (best possible precision, slowest)
-      relative_matrix_epsilon: Whether to use relative epsilon to the max eigen
-        value when computing inverse-pth root.
-      padding_start: If the input matrix was padded, then zeros out columns and
-        rows at the padding start.
-      prev: previous iteration's solution, zero-padded (unused)
-
-    Returns:
-      `(matrix + eps)^(-1/p)` and error metrics.
-
-      Note `eps` is not added to zeroed out padding rows and
-      columns. `eps` is just `ridge_epsilon` if
-      `relative_matrix_epsilon` is set to `False`, otherwise, it is the
-      ridge epsilon value scaled by the derived maximum eigenvalue of
-      the input matrix.
-    """
-  del prev
-  assert matrix.shape[0] == matrix.shape[1]
-  matrix_size = matrix.shape[0]
-  orig_dtype = matrix.dtype
-  matrix = matrix.astype(_MAT_INV_PTH_ROOT_DTYPE)
-  alpha = jnp.asarray(-1.0 / p, _MAT_INV_PTH_ROOT_DTYPE)
-  identity = jnp.eye(matrix_size, dtype=_MAT_INV_PTH_ROOT_DTYPE)
-  if padding_start is not None:
-    ix = (jnp.arange(matrix_size, dtype=jnp.int32) < padding_start).astype(
-        matrix.dtype)
-    matrix *= ix[jnp.newaxis, :]
-    matrix *= ix[:, jnp.newaxis]
-    identity *= ix
-  if relative_matrix_epsilon:
-    _, max_ev = power_iteration(
-        matrix=matrix,
-        num_iters=100,
-        error_tolerance=error_tolerance,
-        precision=precision,
-        padding_start=padding_start)
-  else:
-    # Use absolute matrix epsilon scaling otherwise.
-    max_ev = 1.0
-  ridge_epsilon = ridge_epsilon * jnp.maximum(max_ev, error_tolerance)
-  regularized_input = matrix + ridge_epsilon * identity
-  e, u = jnp.linalg.eigh(regularized_input)
-  # Due to padding, we may have to zero out eigenvalues.
-  if padding_start is not None:
-    e *= jnp.flip(ix)
-  mm = functools.partial(jnp.matmul, precision=precision)
-  inv_e = jnp.where(e == 0.0,
-                    0.0,
-                    jnp.power(jnp.maximum(e, ridge_epsilon), alpha))
-  val = mm(mm(u, jnp.diag(inv_e)), u.T)
-  root = u * jnp.sqrt(inv_e)
-  val = mm(root, root.T)
-  recovered_e = mm(u.T, mm(regularized_input, u))
-  eig_error = recovered_e - jnp.diag(e)
-  if padding_start is not None:
-    eig_error *= jnp.flip(ix)
-  error = jnp.max(jnp.abs(eig_error))
-  error_metrics = TrainingMetrics(
-      inverse_pth_root_errors=jnp.array(error, jnp.float32))
-  if padding_start is not None:
-    val = jnp.where(padding_start == 0, 0.0, val)
-    error = jnp.where(padding_start == 0,
-                      0.0,
-                      error_metrics.inverse_pth_root_errors)
-    error_metrics = error_metrics.replace(inverse_pth_root_errors=error)
-  val = jnp.asarray(val, orig_dtype)
-  return val, error_metrics
-
-
-def merge_small_dims(shape_to_merge, max_dim):
-  """Merge small dimensions.
-
-    If there are some small dimensions, we collapse them:
-    e.g. [1, 2, 512, 1, 2048, 1, 3, 4] --> [1024, 2048, 12] if max_dim = 1024
-         [1, 2, 768, 1, 2048] --> [2, 768, 2048]
-
-    Args:
-      shape_to_merge: Shape to merge small dimensions.
-      max_dim: Maximal dimension of output shape used in merging.
-
-    Returns:
-      Merged shape.
-    """
-  if shape_to_merge and np.all(np.array(shape_to_merge) == 1):
-    return [1]
-
-  resulting_shape = []
-  product = 1
-  for d in shape_to_merge:
-    if product * d <= max_dim:
-      product *= d
-    else:
-      if product > 1:
-        resulting_shape.append(product)
-      product = d
-  if product > 1:
-    resulting_shape.append(product)
-  return resulting_shape
-
-
-def pad_square_matrix(mat, max_size):
-  """Pad a square matrix up to max_size.
-
-    Args:
-      mat: a matrix to pad.
-      max_size: matrix size requested.
-
-    Returns:
-      Given M returns [[M, 0], [0, I]]
-    """
-  rows, cols = mat.shape
-  if rows != cols:
-    raise ValueError("Must have rows == cols, instead got "
-                     f"rows={rows}, cols={cols}")
-  if cols > max_size:
-    raise ValueError("Must have cols <= max_size. Instead got "
-                     f"cols={cols}, max_size={max_size}.")
-  if rows == max_size:
-    return mat
-  pad_size = max_size - rows
-
-  zs1 = jnp.zeros([rows, pad_size], dtype=mat.dtype)
-  zs2 = jnp.zeros([pad_size, rows], dtype=mat.dtype)
-  eye = jnp.eye(pad_size, dtype=mat.dtype)
-  mat = jnp.concatenate([mat, zs1], 1)
-  mat = jnp.concatenate([mat, jnp.concatenate([zs2, eye], 1)], 0)
-  return mat
-
-
-def pad_vector(vec, max_size):
-  """Pad a vector to a max_size.
-
-    Args:
-      vec: a vector to pad.
-      max_size: matrix size requested.
-
-    Returns:
-      Given V returns [V, 0]
-    """
-  size = vec.shape[0]
-  assert size <= max_size
-  if size == max_size:
-    return vec
-  pad_size = max_size - size
-  zs1 = jnp.zeros([pad_size], dtype=vec.dtype)
-  return jnp.concatenate([vec, zs1], 0)
-
-
-def efficient_cond(predicate, compute_fn, init_state, *args, **kwargs):
-  """Avoids wasteful buffer allocation with XLA."""
-
-  def _iter_body(unused_state):
-    results = compute_fn(*args, **kwargs)
-    return tuple([False] + list(results))
-
-  def _iter_condition(state):
-    return state[0]
-
-  results = jax.lax.while_loop(_iter_condition,
-                               _iter_body,
-                               tuple([predicate] + init_state))
-  return tuple(results[1:])
-
-
-class BlockPartitioner:
-  """Partitions a tensor into smaller tensors."""
-
-  def __init__(self, param, block_size):
-    self._shape = param.shape
-    self._splits = []
-    split_sizes = []
-    # We split params into smaller blocks. Here we store the metadata to make
-    # that split.
-    for i, d in enumerate(param.shape):
-      if 0 < block_size < d:
-        # d-1, otherwise split appends a 0-size array.
-        nsplit = (d - 1) // block_size
-        indices = (np.arange(nsplit, dtype=np.int32) + 1) * block_size
-        sizes = np.ones(nsplit + 1, dtype=np.int32) * block_size
-        sizes[-1] = d - indices[-1]
-        self._splits.append((i, indices))
-        split_sizes.append(sizes)
-      else:
-        split_sizes.append(np.array([d], dtype=np.int32))
-    self._split_sizes = split_sizes
-
-  def split_sizes(self):
-    return self._split_sizes
-
-  def partition(self, tensor):
-    """Partition tensor into blocks."""
-
-    assert tensor.shape == self._shape
-    tensors = [tensor]
-    for (i, indices) in self._splits:
-      tensors_local = []
-      for t in tensors:
-        tensors_local.extend(jnp.split(t, indices_or_sections=indices, axis=i))
-      tensors = tensors_local
-    return tensors
-
-  def merge_partitions(self, partitions):
-    """Merge partitions back to original shape."""
-
-    for (i, indices) in reversed(self._splits):
-      n = len(indices) + 1
-      partial_merged_tensors = []
-      ind = 0
-      while ind < len(partitions):
-        partial_merged_tensors.append(
-            jnp.concatenate(partitions[ind:ind + n], axis=i))
-        ind += n
-      partitions = partial_merged_tensors
-    assert len(partitions) == 1
-    return partitions[0]
-
-
-def gram_weighted_update(old_stats, g, axis, w1, w2, precision=None):
-  """Updated statistics via weighted average with new Gram matrix.
-
-      Returns w₁ R + w₂ Gᵀ G where R is `old_stats` and G is the matrix whose
-      columns are the flattened slices of the tensor `g` along the given `axis`.
-      (So, `old_stats` and the returned matrix have dimensions n x n where
-      n = `g.shape[axis]`).
-
-    Args:
-      old_stats:  Old statistics.
-      g:  Gradient tensor.
-      axis:  Axis along which to slice `g`.
-      w1:  Scalar weight for old statistics.
-      w2:  Scalar weight for new Gram matrix.
-      precision: Optional precision XLA related flag, the available options are:
-        a) lax.Precision.DEFAULT (better step time, but not precise) b)
-        lax.Precision.HIGH (increased precision, slower) c) 
-        lax.Precision.HIGHEST (best possible precision, slowest)
-
-    Returns:
-      Weighted average of old and new statistics.
-    """
-  axes = [i for i in range(g.ndim) if i != axis]
-  gram_matrix = jnp.tensordot(g, g, axes=(axes, axes), precision=precision)
-  return w1 * old_stats + w2 * gram_matrix
-
-
-class Preconditioner:
-  """Compute statistics/shape from gradients for preconditioning."""
-
-  def __init__(
-      self,
-      param,
-      block_size,
-      merge_small_dims_block_size,
-      best_effort_shape_interpretation,
-      preconditioner_type=PreconditionerType.ALL,
-  ):
-    """Initializes the preconditioner.
-
-        Args:
-          param: parameter to precondition.
-          block_size: Block size used to split param.
-          merge_small_dims_block_size: Block size for merging dims.
-          best_effort_shape_interpretation: Whether to 
-          collapse/merge dims together.
-          preconditioner_type: Type of preconditioner to use.
-        """
-    self._original_shape = param.shape
-    self._transformed_shape = param.shape
-    if best_effort_shape_interpretation:
-      self._transformed_shape = merge_small_dims(self._original_shape,
-                                                 merge_small_dims_block_size)
-    reshaped_param = jnp.reshape(param, self._transformed_shape)
-    self._partitioner = BlockPartitioner(reshaped_param, block_size)
-    self._preconditioner_type = preconditioner_type
-
-  def updated_statistics_from_grad(
-      self,
-      stats,
-      grad,
-      w1,
-      w2,
-      to_float=None,
-      from_float=None,
-      precision=None,
-  ):
-    """Update statistics from gradients.
-
-        Args:
-          stats: Old statistics or its Cholesky factor if `cholesky` is True.
-          grad: Gradient to compute statistics from.
-          w1: Weight for old statistics.
-          w2: Weight for new statistics.
-          to_float: Optional function for converting stats to floating point.
-          from_float: Optional function for converting from floating point.
-          precision: Optional precision XLA related flag, the available options 
-          are:
-            a) lax.Precision.DEFAULT (better step time, but not precise) b)
-            lax.Precision.HIGH (increased precision, slower) c)
-            lax.Precision.HIGHEST (best possible precision, slowest)
-
-        Returns:
-          A list of updated gradient statistics for each partition.
-        """
-    to_float = to_float if to_float is not None else (lambda x: x)
-    from_float = from_float if from_float is not None else (lambda x: x)
-    reshaped_grad = jnp.reshape(grad, self._transformed_shape)
-    partitioned_grads = self._partitioner.partition(reshaped_grad)
-    should_preconditioned_dims = self.should_precondition_dims()
-    preconditioned_dims = [
-        i for i, p in enumerate(should_preconditioned_dims) if p
-    ]
-    new_stats = []
-    index = 0
-    for g in partitioned_grads:
-      for axis in preconditioned_dims:
-        update = functools.partial(gram_weighted_update, precision=precision)
-        new_stat = update(to_float(stats[index]), g, axis, w1, w2)
-        new_stats.append(from_float(new_stat))
-        index += 1
-    return new_stats
-
-  def should_precondition_dims(self):
-    """A vector containing indicator indicating if the dim is preconditioned."""
-    split_sizes = self._partitioner.split_sizes()
-    rank = len(split_sizes)
-    if self._preconditioner_type == PreconditionerType.ALL or rank <= 1:
-      return [True] * rank
-    elif self._preconditioner_type == PreconditionerType.INPUT:
-      return [True] * (rank - 1) + [False]
-    elif self._preconditioner_type == PreconditionerType.OUTPUT:
-      return [False] * (rank - 1) + [True]
-
-  def _preconditioner_shape(self, dim):
-    """Returns possibly rank-compressed preconditioner shape."""
-    return [dim, dim]
-
-  def _preconds_for_grad(self, preconditioners, rank, start, end):
-    """Returns a slice of preconditioners of length rank."""
-    preconditioners_for_grad = preconditioners[start:end]
-    if self._preconditioner_type == PreconditionerType.INPUT:
-      # When _preconditioner_type is INPUT, we append a None value to the end of
-      # the list to handle the False index.
-      preconditioners_for_grad = preconditioners_for_grad + [None]
-    elif self._preconditioner_type == PreconditionerType.OUTPUT:
-      # When _preconditioner_type is OUTPUT, we append (rank - 1) many None
-      # values to the beginning of the list to handle the False indices.
-      preconditioners_for_grad = [None] * \
-          (rank - 1) + preconditioners_for_grad
-    assert len(preconditioners_for_grad) == rank
-    return preconditioners_for_grad
-
-  def shapes_for_preconditioners(self):
-    """Returns shape from statistics."""
-    split_sizes = self._partitioner.split_sizes()
-    rank = len(split_sizes)
-    # We ignore preconditioner types if rank == 1
-    preconditioner_shapes = []
-    for t in itertools.product(*split_sizes):
-      if self._preconditioner_type == PreconditionerType.ALL or rank <= 1:
-        preconditioner_shapes.extend(map(self._preconditioner_shape, t))
-      elif self._preconditioner_type == PreconditionerType.INPUT:
-        preconditioner_shapes.extend(map(self._preconditioner_shape, t[:-1]))
-      elif self._preconditioner_type == PreconditionerType.OUTPUT:
-        preconditioner_shapes.extend(map(self._preconditioner_shape, t[-1:]))
-    return preconditioner_shapes
-
-  def exponent_for_preconditioner(self):
-    """Returns exponent to use for inverse-pth root M^{-1/p}."""
-    should_preconditioned_dims = self.should_precondition_dims()
-    num_preconditioners = sum(should_preconditioned_dims)
-    return 2 * num_preconditioners
-
-  def preconditioned_grad(self, grad, preconditioners):
-    """Precondition the gradient.
-
-        Args:
-          grad: A gradient tensor to precondition.
-          preconditioners: A list of preconditioners to apply.
-
-        Returns:
-          A preconditioned gradient.
-        """
-    reshaped_grad = jnp.reshape(grad, self._transformed_shape)
-    partitioned_grads = self._partitioner.partition(reshaped_grad)
-    should_preconditioned_dims = self.should_precondition_dims()
-    num_preconditioners = sum(should_preconditioned_dims)
-    preconditioned_partitioned_grads = []
-    for i, g in enumerate(partitioned_grads):
-      preconditioners_for_grad = self._preconds_for_grad(
-          preconditioners,
-          rank=len(should_preconditioned_dims),
-          start=i * num_preconditioners,
-          end=(i + 1) * num_preconditioners,
-      )
-      precond_g = self._precondition_block(g,
-                                           should_preconditioned_dims,
-                                           preconditioners_for_grad)
-      preconditioned_partitioned_grads.append(precond_g)
-    merged_grad = self._partitioner.merge_partitions(
-        preconditioned_partitioned_grads)
-    return jnp.reshape(merged_grad, self._original_shape)
-
-  def _precondition_block(self, g, should_precondition_dim, preconditioners):
-    """Perform a preconditioning op on a single gradient block."""
-    for j, should_precondition in enumerate(should_precondition_dim):
-      # Loop invariant: the dimension to be preconditioned is first; we keep
-      # all axes in the same cyclic order they were originally.
-      # Case: skip preconditioning this dimension.
-      rank = len(g.shape)
-      roll = tuple(range(1, rank)) + (0,)
-      if not should_precondition:
-        g = jnp.transpose(g, axes=roll)
-        continue
-      # Case: full Shampoo matrix precondition this dimension
-      g = jnp.tensordot(g, preconditioners[j], axes=[[0], [0]])
-    return g
-
-
-def _convert_to_parameter_stats(global_stats,
-                                local_stat,
-                                convert_statistics=True):
-  """Creates parameter stats from sharded stats."""
-  index_start = int(local_stat.index_start)
-  index_end = int(len(local_stat.sizes)) + index_start
-  statistics = global_stats.statistics[index_start:index_end, :, :]
-  preconditioners = global_stats.preconditioners[index_start:index_end, :, :]
-  new_statistics = []
-  new_preconditioners = []
-  for i, size in enumerate(local_stat.sizes):
-    new_statistics.append(statistics[i][:size, :size])
-    pd = size
-    new_preconditioners.append(preconditioners[i][:size, :pd])
-  if not convert_statistics:
-    new_statistics = None
-  return ParameterStats(
-      local_stat.diagonal_statistics,
-      new_statistics,
-      new_preconditioners,
-      local_stat.diagonal_momentum,
-      local_stat.momentum,
-      local_stat.training_metrics,
-  )
-
-
-def _convert_from_parameter_stats(parameter_stats, local_stats):
-  """Creates sharded stats from paramter stats."""
-  return LocalShardedParameterStats(
-      parameter_stats.diagonal_statistics,
-      parameter_stats.diagonal_momentum,
-      parameter_stats.momentum,
-      parameter_stats.training_metrics,
-      local_stats.index_start,
-      local_stats.sizes,
-  )
-
-
-def _add_metrics_into_local_stats(local_stats, metrics, keep_old):
-  """Adds errors back into local statistics."""
-  new_local_stats = []
-  for local_stat in local_stats:
-    index_start = int(local_stat.index_start)
-    index_end = int(len(local_stat.sizes)) + index_start
-    # pylint:disable=cell-var-from-loop Used immediately.
-    per_stat_metrics = jax.tree.map(lambda x: x[index_start:index_end], metrics)
-    # We don't want to update the metrics if we didn't do a new inverse p-th
-    # root calculation to find a new preconditioner, so that TensorBoard curves
-    # look consistent (otherwise they'd oscillate between NaN and measured
-    # values).
-    per_stat_metrics = efficient_cond(keep_old,
-                                      lambda: [local_stat.training_metrics],
-                                      [per_stat_metrics])[0]
-    # pylint:enable=cell-var-from-loop
-    new_local_stats.append(
-        local_stat.replace(training_metrics=per_stat_metrics))
-  return new_local_stats
-
-
-def batch(x, num_devices):
-  """Batch `x` so that so that leading axis is num_devices."""
-  n = len(x)
-  b = int(n / num_devices)
-  return jnp.stack([jnp.stack(x[idx:idx + b]) for idx in range(0, n, b)])
-
-
-def unbatch(batched_values):
-  """Unbatch values across leading axis and return a list of elements."""
-  b1, b2 = batched_values.shape[0], batched_values.shape[1]
-  results = []
-  for v_array in jnp.split(batched_values, indices_or_sections=b1, axis=0):
-    v_array = jnp.squeeze(v_array)
-    # b2 = batches (number of preconditioner computation) per core.
-    if b2 > 1:
-      for v in jnp.split(v_array, indices_or_sections=b2, axis=0):
-        results.append(jnp.squeeze(v))
-    else:
-      results.append(v_array)
-  return results
-
-
-def distributed_shampoo(
-    learning_rate,
-    block_size=1024,
-    beta1=0.9,
-    beta2=0.999,
-    diagonal_epsilon=1e-8,
-    matrix_epsilon=1e-6,
-    weight_decay=0.0,
-    start_preconditioning_step=101,
-    preconditioning_compute_steps=20,
-    statistics_compute_steps=1,
-    best_effort_shape_interpretation=True,
-    graft_type=GraftingType.RMSPROP_NORMALIZED,
-    nesterov=True,
-    exponent_override=0,
-    # Pass pmap 'batch axis name' in pmap mode.
-    batch_axis_name=None,
-    # Only set following 3 params in pjit/spmd mode.
-    # WARNING: Experimental
-    statistics_partition_spec=None,
-    preconditioner_partition_spec=None,
-    num_devices_for_pjit=None,
-    shard_optimizer_states=False,
-    ###
-    # Experimental memory reduction mode
-    best_effort_memory_usage_reduction=True,
-    ###
-    inverse_failure_threshold=0.1,
-    moving_average_for_momentum=True,
-    skip_preconditioning_dim_size_gt=0,
-    clip_by_scaled_gradient_norm=None,
-    precision=lax.Precision.HIGHEST,
-    tensordot_precision=None,
-    relative_matrix_epsilon=True,
-    merge_small_dims_block_size=4096,
-    lobpcg_topk_precondition=0,
-    lobpcg_max_iter=0,
-    precondtioner_type=PreconditionerType.ALL,
-    custom_preconditioner=False,
-    skip_preconditioning_rank_lt=1,
-    decoupled_learning_rate=True,
-    decoupled_weight_decay=False,
-    generate_training_metrics=True,
-    reuse_preconditioner=False,
-    eigh=True,
-):
-  """Distributed Shampoo optimizer.
-
-    Distributed Shampoo is a second-order preconditioned method (concretely, a
-    variant of full-matrix Adagrad), that provides significant convergence and
-    wall-clock time improvements compared to conventional first-order methods,
-    and that has been shown to scale to large state-of-the-art deep learning
-    models.
-
-    References:
-      Scalable Second Order Optimization for Deep Learning,
-      Rohan Anil, Vineet Gupta, Tomer Koren, Kevin Regan, Yoram Singer
-
-      Preprint: https://arxiv.org/abs/2002.09018
-
-    Args:
-      learning_rate: the step size used to update the parameters.
-      block_size: Block size for large layers (if > 0). Preconditioning compute
-        operation is cubic in the dimension of the tensor. Block size allows us 
-        to chunk the layers into sub-layers of maximal dimension dictated by 
-        this value. Use 128 as default (increase if you have compute budget).
-      beta1: momentum parameter.
-      beta2: second moment averaging parameter.
-      diagonal_epsilon: epsilon for diagonal adagrad (only if layerwise grafting
-        to AdaGrad is enabled).
-      matrix_epsilon: epsilon to add to statistics before computing inverse pth
-        root. If you are running in f32 precision for inverse pth root
-        (recommended today) this can go upto 1e-6. If you have latest hardware
-        with native f64 precision, set this upto 1e-12.
-      weight_decay: Weight decay for regularization.
-      start_preconditioning_step: When to start Shampoo update before which
-        diagonal update is used. This is because we dont have enough information
-        to do stable inverse.
-      preconditioning_compute_steps: How often to compute preconditioner.
-        Performance tuning params for controlling memory and compute 
-        requirements.
-        Ideally set this and statistics_compute_steps params to 1.
-      statistics_compute_steps: How often to compute statistics.
-      best_effort_shape_interpretation: If there are some small dimensions,
-        collapse them e.g. [1, 2, 512, 1, 2048, 1, 3, 4] --> [1024, 2048, 12] if
-        block = 1024, [1, 2, 768, 1, 2048] --> [2, 768, 2048]
-      graft_type: Grafting is a technique to fix the layerwise scale of Shampoo
-        optimizer. This allows us to plugin the Shampoo optimizer into settings
-        where SGD/AdaGrad is already well tuned.
-      nesterov: Nesterov momentum.
-      exponent_override: Override the exponent used in matrix inverse.
-      batch_axis_name: labeled axis over pmap for data-parallel training the
-        optimizer used for.
-      statistics_partition_spec: PartitionSpec to be used in sharded mode.
-      preconditioner_partition_spec: PartitionSpec to be used in sharded mode.
-      num_devices_for_pjit: Number of devices to parallelize over when using 
-      pjit.
-      shard_optimizer_states: Shard optimizer states to save memory in model
-        parallel training.
-      best_effort_memory_usage_reduction: Best effort memory usage reduction. -
-        diagonal_statistics -> jnp.bfloat16 - momentum buffers (2x) 
-        -> jnp.int8 - statistics, preconditioners -> jnp.int16 + diagonals
-      inverse_failure_threshold: numerics are hard and inverses fail sometimes; 
-        we determine that using this threshold.
-      moving_average_for_momentum: Whether to use moving average for momentum
-        instead of exponential moving average.
-      skip_preconditioning_dim_size_gt: Skip if preconditioning dim size is
-        greater than this value.
-      clip_by_scaled_gradient_norm: Clip by scaled gradient norm (only useful 
-        when using RMSProp Grafting).
-      precision: precision XLA related flag, the available options are: a)
-        lax.Precision.DEFAULT (better step time, but not precise) b)
-        lax.Precision.HIGH (increased precision, slower) c) 
-        lax.Precision.HIGHEST (best possible precision, slowest)
-      tensordot_precision: Optional precision to use for the tensordot operation
-        when computing statistics (e.g., G Gᵀ). Same options as `precision` 
-        above.
-      relative_matrix_epsilon: Whether to use relative epsilon to the max eigen
-        value when computing inverse-pth root.
-      merge_small_dims_block_size: Used as the maximum block size to merge the
-        shapes.
-      lobpcg_topk_precondition: If nonzero, specifies the number of top
-        eigenvectors to subtract out before performing LOBPCG. Note this makes
-        relative_matrix_epsilon essentially free.
-      lobpcg_max_iter: Number of LOBPCG iterations, if zero defaults to
-        `lobpcg_topk_precondition`.
-      precondtioner_type: Preconditioner type to select all, left only or right
-        only preconditioners.
-      skip_preconditioning_rank_lt: Skips preconditioning for parameters with 
-        rank less than this value.
-      decoupled_learning_rate: If True, use decoupled learning rate, otherwise
-        couple it with preconditioned gradient computation. (Default True)
-      decoupled_weight_decay: If True, use decoupled weight decay, otherwise
-        couple with weight decay. (Default False)
-      generate_training_metrics: If True, gather training metrics, otherwise 
-        avoid generating them (to reduce memory usage).
-      reuse_preconditioner: If True, pass the previous derived preconditioner 
-        as a warm start to the next iteratin's inverse pth root computation.
-      eigh: If True, and uses eigen decomposition for inverse-pth root.
-
-    Returns:
-      a GradientTransformation.
-    """
-  reset_frequency = None
-
-  def _graft_type_has_diagonal_statistics():
-    """Returns True if using diagonal firt order method for grafting."""
-    return graft_type not in [
-        GraftingType.SGD, GraftingType.SQRT_N, GraftingType.NONE
-    ]
-
-  def quantized_dtype_for_momentum_buffers(var):
-    return jnp.int8 if best_effort_memory_usage_reduction and len(
-        var.shape) > 1 else jnp.float32
-
-  quantize_second_moment = (
-      best_effort_memory_usage_reduction and batch_axis_name)
-
-  # Preconditioner and statistics are both stores as int16 in this mode.
-  # We take out the diagonal to make quantization easier.
-  def quantized_dtype_for_second_moment_statistics_buffers():
-    return jnp.int16 if quantize_second_moment else jnp.float32
-
-  # Preconditioner and statistics are both stores as int16 in this mode.
-  # We take out the diagonal to make quantization easier.
-  def quantized_dtype_for_second_moment_preconditioner_buffers():
-    return jnp.int16 if quantize_second_moment else jnp.float32
-
-  # _quantized_matrix_inverse_pth_root_vmap implementation assumes
-  # that preconditioner is quantized if and only if stats is quantized.
-  qdt_precond = quantized_dtype_for_second_moment_preconditioner_buffers()
-  qdt_stat = quantized_dtype_for_second_moment_statistics_buffers()
-  assert qdt_precond == qdt_stat
-
-  def _to_float(maybe_quantized):
-    if isinstance(maybe_quantized, QuantizedValue):
-      return maybe_quantized.to_float()
-    else:
-      return maybe_quantized
-
-  def preconditioner_from_params(param):
-    """Returns a Preconditioner object for given param."""
-    return Preconditioner(
-        param,
-        block_size,
-        merge_small_dims_block_size,
-        best_effort_shape_interpretation,
-        precondtioner_type,
-    )
-
-  def precond_dim(max_size):
-    """Derives largest preconditioner dimension."""
-    return max_size
-
-  def pad_and_maybe_zero_preconditioners(preconditioners, total, max_size,
-                                         step):
-    """Pad preconditioners up to total x max_size x precond_dim(max_size)."""
-    pd = precond_dim(max_size)
-
-    def maybe_reset_preconditioner(step, preconditioner):
-      if reset_frequency is None:
-        return preconditioner
-      return jnp.where(step % reset_frequency == 0, 0.0, 1.0) * preconditioner
-
-    def _pad_preconditioner(preconditioner):
-      assert preconditioner.ndim == 2
-      r, c = preconditioner.shape
-      assert r <= max_size
-      assert c <= pd
-      pad_rows = [(0, max_size - r)]
-      pad_cols = [(0, pd - c)]
-      padding = pad_rows + pad_cols
-      preconditioner = maybe_reset_preconditioner(step, preconditioner)
-      return jnp.pad(preconditioner, padding)
-
-    last_dims_padded = [_pad_preconditioner(p) for p in preconditioners]
-    dt = preconditioners[0].dtype if preconditioners else jnp.float32
-    num_extra = total - len(last_dims_padded)
-    extra = [jnp.zeros([max_size, pd], dtype=dt)] * num_extra
-    return last_dims_padded + extra
-
-  def sharded_init_fn(params):
-    """Returns optimizer state (for PJIT mode).
-
-        Args:
-          params: the parameters that should be updated.
-        """
-    params_flat, treedef = jax.tree_util.tree_flatten(params)
-    # Find max size to pad to.
-    max_size = 0
-    for param in params_flat:
-      preconditioner = preconditioner_from_params(param)
-      if not _skip_preconditioning(param):
-        shapes = preconditioner.shapes_for_preconditioners()
-        sizes = [s[0] for s in shapes]
-        max_size = max(*sizes, max_size)
-
-    padded_statistics = []
-    padded_preconditioners = []
-    local_stats_flat = []
-    exponents = []
-    for param in params_flat:
-      preconditioner = preconditioner_from_params(param)
-      shapes = preconditioner.shapes_for_preconditioners()
-      sizes = []
-
-      statistics = []
-      preconditioners = []
-      index_start = len(padded_statistics)
-      if not _skip_preconditioning(param):
-        sizes = [s[0] for s in shapes]
-        shapes = preconditioner.shapes_for_preconditioners()
-        statistics = [
-            matrix_epsilon * jnp.eye(max_size, dtype=jnp.float32)
-            for s in shapes
-        ]
-        pd = precond_dim(max_size)
-        # If the preconditioner is using a low-rank representation, initialize
-        # it to zero instead of an invalid eye.
-        preconditioners = [
-            jnp.eye(max_size, pd, dtype=jnp.float32) * (pd == max_size)
-            for s in shapes
-        ]
-        padded_statistics.extend(statistics)
-        padded_preconditioners.extend(preconditioners)
-        exponent = (
-            preconditioner.exponent_for_preconditioner()
-            if exponent_override == 0 else exponent_override)
-        exponents.extend([exponent] * len(shapes))
-
-      diagonal_statistics = jnp.zeros_like(param)
-      diagonal_momentum = jnp.zeros_like(param)
-      momentum = jnp.zeros_like(param)
-
-      local_stats_flat.append(
-          LocalShardedParameterStats(
-              diagonal_statistics,
-              diagonal_momentum,
-              momentum,
-              init_training_metrics(
-                  len(sizes),
-                  generate_training_metrics,
-              ),
-              index_start,
-              sizes))
-
-    local_stats = jax.tree_util.tree_unflatten(treedef, local_stats_flat)
-    to_pad = -len(padded_statistics) % num_devices_for_pjit
-    if max_size == 0:
-      to_pad = num_devices_for_pjit
-      max_size = block_size
-      stat_dtype = jnp.float32
-    else:
-      stat_dtype = padded_statistics[0].dtype
-    # Pad the statistics and preconditioner matrices to be a multiple of
-    # num devices.
-    # TODO(rohananil): Relax to only the size of the mesh axis where the dim
-    # is split on.
-    padded_statistics.extend(
-        [jnp.eye(max_size, dtype=stat_dtype) for _ in range(to_pad)])
-    pd = precond_dim(max_size)
-    # If the preconditioner is using a low-rank representation, initialize
-    # it to zero instead of an invalid eye.
-    padded_preconditioners.extend([
-        jnp.eye(max_size, pd, dtype=stat_dtype) * (pd == max_size)
-        for _ in range(to_pad)
-    ])
-    exponents.extend([1 for _ in range(to_pad)])
-    global_stats = GlobalShardedParameterStats(
-        jnp.stack(padded_statistics),
-        jnp.stack(padded_preconditioners),
-        jnp.stack(exponents))
-    return ShampooState(
-        count=jnp.zeros([], jnp.int32),
-        stats=ShardedShampooStats(global_stats, local_stats))
-
-  def _max_statistics_size_from_params(params):
-    max_size = 0
-    for param in params:
-      param_clone = jnp.zeros(param.shape, dtype=param.dtype)
-      preconditioner = preconditioner_from_params(param_clone)
-      if not _skip_preconditioning(param):
-        shapes = preconditioner.shapes_for_preconditioners()
-        sizes = [s[0] for s in shapes]
-        max_size = max(*sizes, max_size)
-    return max_size
-
-  def _remove_leading_sharding_annotation(pspec):
-    """Mapping from N-d to (N-1)-d, used for quantization, factoring etc."""
-    # None and PSpec(None) are valid PSpecs.
-    if pspec and len(pspec) > 1:
-      return jax.sharding.PartitionSpec(*pspec[1:])
-    else:
-      return []
-
-  def sharded_init_partition_spec_fn(params,
-                                     params_partition_spec,
-                                     partition_spec_for_statistics):
-    """Returns a parallel state tree with PartitionSpec associated with state.
-
-
-        Args:
-          params: A pytree with params.
-          params_partition_spec: A pytree with PartitionSpec for params.
-          partition_spec_for_statistics: PartitionSpec for the statistics.
-        """
-    # Parallel lists of spec, and params.
-    param_pspec_flat, _ = jax.tree_util.tree_flatten(
-        params_partition_spec, is_leaf=lambda x: x is None)
-    params_flat, treedef = jax.tree_util.tree_flatten(params)
-    assert param_pspec_flat
-    assert params_flat
-    # Step is replicated across cores.
-    # None means cores.
-    local_stats_flat = []
-    num_statistics = 0
-    for param, param_pspec in zip(params_flat, param_pspec_flat):
-      param_clone = jnp.zeros(param.shape, dtype=param.dtype)
-      preconditioner = preconditioner_from_params(param_clone)
-      shapes = preconditioner.shapes_for_preconditioners()
-      sizes = []
-
-      index_start = num_statistics
-      if not _skip_preconditioning(param):
-        sizes = [s[0] for s in shapes]
-        shapes = preconditioner.shapes_for_preconditioners()
-        num_statistics += len(shapes)
-
-      qdtype = quantized_dtype_for_momentum_buffers(param)
-      m1_pspec = param_pspec
-      m2_pspec = param_pspec
-      m1_scale_pspec = []
-      m2_scale_pspec = []
-      if qdtype != jnp.float32:
-        m1_scale_pspec = _remove_leading_sharding_annotation(m1_pspec)
-        m2_scale_pspec = _remove_leading_sharding_annotation(m2_pspec)
-
-      local_stats_flat.append(
-          LocalShardedParameterStats(
-              QuantizedValue(
-                  param_pspec,
-                  [],
-                  [],
-                  jnp.float32,
-                  False,  # pytype: disable=wrong-arg-types  # numpy-scalars
-                  list(param.shape)),
-              QuantizedValue(
-                  m1_pspec,
-                  [],
-                  m1_scale_pspec,
-                  qdtype,
-                  False,  # pytype: disable=wrong-arg-types  # numpy-scalars
-                  list(param.shape)),
-              QuantizedValue(
-                  m2_pspec,
-                  [],
-                  m2_scale_pspec,
-                  qdtype,
-                  False,  # pytype: disable=wrong-arg-types  # numpy-scalars
-                  list(param.shape)),
-              init_training_metrics_pspec(generate_training_metrics,),
-              index_start,
-              sizes))
-
-    local_stats = jax.tree_util.tree_unflatten(treedef, local_stats_flat)
-    global_stats = GlobalShardedParameterStats(partition_spec_for_statistics,
-                                               partition_spec_for_statistics,
-                                               jax.sharding.PartitionSpec())
-    count_pspec = jax.sharding.PartitionSpec()
-    return ShampooState(  # pytype: disable=wrong-arg-types  # numpy-scalars
-        count=count_pspec,
-        stats=ShardedShampooStats(global_stats, local_stats))
-
-  def sharded_init_shape_and_dtype_fn(params):
-    """Returns a parallel state tree with shape, dtype associated with state.
-
-
-        Args:
-          params: A pytree with params.
-        """
-    # Parallel lists of spec, and params.
-    params_flat, treedef = jax.tree_util.tree_flatten(params)
-    assert params_flat
-    # Step is replicated across cores.
-    # None means cores.
-    local_stats_flat = []
-    num_statistics = 0
-    for param in params_flat:
-      param_clone = jnp.zeros(param.shape, dtype=param.dtype)
-      preconditioner = preconditioner_from_params(param_clone)
-      shapes = preconditioner.shapes_for_preconditioners()
-      sizes = []
-
-      index_start = num_statistics
-      if not _skip_preconditioning(param):
-        sizes = [s[0] for s in shapes]
-        shapes = preconditioner.shapes_for_preconditioners()
-        num_statistics += len(shapes)
-
-      qdtype = quantized_dtype_for_momentum_buffers(param)
-      m1_shape_and_dtype = [list(param.shape), param.dtype]
-      m2_shape_and_dtype = [list(param.shape), param.dtype]
-      m1_scale_shape_and_dtype = []
-      m2_scale_shape_and_dtype = []
-      if qdtype != jnp.float32:
-        m1_scale_shape_and_dtype = [list(param.shape)[1:], qdtype]
-        m2_scale_shape_and_dtype = [list(param.shape)[1:], qdtype]
-
-      diagonal_statistics_shape_and_dtype = [list(param.shape), param.dtype]
-      local_stats_flat.append(
-          LocalShardedParameterStats(
-              QuantizedValue(
-                  diagonal_statistics_shape_and_dtype,
-                  [],
-                  [],  # pytype: disable=wrong-arg-types  # numpy-scalars
-                  jnp.float32,
-                  False,
-                  list(param.shape)),
-              QuantizedValue(m1_shape_and_dtype, [],
-                             m1_scale_shape_and_dtype,
-                             qdtype,
-                             False,
-                             list(param.shape)),
-              QuantizedValue(m2_shape_and_dtype, [],
-                             m2_scale_shape_and_dtype,
-                             qdtype,
-                             False,
-                             list(param.shape)),
-              init_training_metrics_shapes(
-                  len(sizes),
-                  generate_training_metrics,
-              ),
-              index_start,
-              sizes,
-          ))
-
-    local_stats = jax.tree_util.tree_unflatten(treedef, local_stats_flat)
-    max_statistics_size = _max_statistics_size_from_params(params_flat)
-    to_pad = -num_statistics % num_devices_for_pjit
-    num_statistics += to_pad
-    if num_statistics == 0:
-      num_statistics = num_devices_for_pjit
-      max_statistics_size = block_size
-    statistics_shape = [
-        num_statistics, max_statistics_size, max_statistics_size
-    ]
-    preconditioners_shape = [
-        num_statistics, max_statistics_size, precond_dim(max_statistics_size)
-    ]
-    global_stats = GlobalShardedParameterStats(
-        [statistics_shape, jnp.float32], [preconditioners_shape, jnp.float32],
-        [[num_statistics], jnp.int32])
-    return ShampooState(  # pytype: disable=wrong-arg-types  # numpy-scalars
-        count=[[], jnp.float32],
-        stats=ShardedShampooStats(global_stats, local_stats))
-
-  def sharded_update_fn(grads, state, params):
-    """Transform the input gradient and update all statistics in sharded mode.
-
-        Args:
-          grads: the gradient tensors for the parameters.
-          state: a named tuple containing the state of the optimizer
-          params: the parameters that should be updated.
-
-        Returns:
-          A tuple containing the new parameters and the new optimizer state.
-        """
-    params_flat, treedef = jax.tree_util.tree_flatten(params)
-    grads_flat = treedef.flatten_up_to(grads)
-
-    global_stats = state.stats.global_stats
-    local_stats_flat = treedef.flatten_up_to(state.stats.local_stats)
-    stats_flat = []
-    for local_stat in local_stats_flat:
-      stats_flat.append(_convert_to_parameter_stats(
-          global_stats,
-          local_stat,
-      ))
-
-    new_stats_flat = jax.tree.map(
-        lambda g,
-        s,
-        p: _compute_stats(g, s, p, state.count),
-        grads_flat,
-        stats_flat,
-        params_flat)
-
-    outputs = jax.tree.map(
-        lambda g,
-        s,
-        p: _transform_grad(g, s, p, state.count),
-        grads_flat,
-        new_stats_flat,
-        params_flat)
-    updates_flat, new_stats_flat = list(zip(*outputs)) if outputs else ((), ())
-
-    updates = jax.tree_util.tree_unflatten(treedef, updates_flat)
-    new_local_stats_flat = []
-    for new_stat, local_stat in zip(new_stats_flat, local_stats_flat):
-      new_local_stats_flat.append(
-          _convert_from_parameter_stats(
-              new_stat,
-              local_stat,
-          ))
-
-    max_size = global_stats.statistics.shape[1]
-    new_padded_statistics = []
-    padding_starts = []
-    for stat in new_stats_flat:
-      new_padded_statistics.extend(
-          [pad_square_matrix(stat, max_size) for stat in stat.statistics])
-      padding_starts.extend([len(stat) for stat in stat.statistics])
-
-    # Create global stats
-    # TODO(rohananil): Preconditioner is not updated every step, so cost of
-    # stack/pad can be obviated away.
-    # Pad the statistics and preconditioner matrices to be a multiple of
-    # num devices.
-    # TODO(rohananil): Relax to only the size of the mesh axis where the dim
-    # is split on.
-    to_pad = -len(new_padded_statistics) % num_devices_for_pjit
-    if not new_padded_statistics:
-      to_pad = num_devices_for_pjit
-      stat_dtype = jnp.float32
-    else:
-      stat_dtype = new_padded_statistics[0].dtype
-
-    new_padded_statistics.extend(
-        [jnp.eye(max_size, dtype=stat_dtype) for _ in range(to_pad)])
-    padding_starts += [0] * to_pad
-
-    if reuse_preconditioner:
-      prev_preconditioners = []
-      for stat in new_stats_flat:
-        prev_preconditioners.extend(stat.preconditioners)
-      prev_padded_preconditioners = pad_and_maybe_zero_preconditioners(
-          prev_preconditioners,
-          len(new_padded_statistics),
-          max_size,
-          state.count)
-    else:
-      prev_padded_preconditioners = None
-
-    new_stacked_padded_statistics = jnp.stack(new_padded_statistics)
-    new_stacked_padded_statistics = pjit.with_sharding_constraint(
-        new_stacked_padded_statistics, statistics_partition_spec)
-    stacked_padding_starts = jnp.array(padding_starts, jnp.int32)
-    prev_stacked_padded_preconditioners = _maybe(jnp.stack)(
-        prev_padded_preconditioners)
-    prev_stacked_padded_preconditioners = _maybe(pjit.with_sharding_constraint)(
-        prev_padded_preconditioners, statistics_partition_spec)
-
-    def _internal_inverse_pth_root_all():
-      preconditioners, metrics = _matrix_inverse_pth_root_pjit(
-          new_stacked_padded_statistics,
-          global_stats.exponents,
-          stacked_padding_starts,
-          prev_stacked_padded_preconditioners,
-          statistics_partition_spec,
-      )
-      return preconditioners, metrics
-
-    perform_step = state.count % preconditioning_compute_steps == 0
-
-    if preconditioning_compute_steps == 1:
-      new_preconditioners, metrics = _internal_inverse_pth_root_all()
-    else:
-      # Passing statistics instead of preconditioners as they are similarly
-      # shaped tensors. Note statistics will be ignored as we are passing in
-      # a large error value.
-      pd = precond_dim(new_stacked_padded_statistics.shape[2])
-      preconditioners_init = new_stacked_padded_statistics[:, :, :pd]
-      n = new_stacked_padded_statistics.shape[0]
-      metrics_init = cast(
-          TrainingMetrics,
-          init_training_metrics(
-              n,
-              generate_training_metrics=True,
-          ))
-      new_errors = jnp.ones_like(metrics_init.inverse_pth_root_errors) * (
-          inverse_failure_threshold)
-      metrics_init = metrics_init.replace(inverse_pth_root_errors=new_errors)
-      init_state = [preconditioners_init, metrics_init]
-      new_preconditioners, metrics = efficient_cond(
-          perform_step, _internal_inverse_pth_root_all, init_state)
-
-    if generate_training_metrics:
-      new_local_stats_flat = _add_metrics_into_local_stats(
-          new_local_stats_flat, metrics, ~perform_step)
-    new_local_stats = jax.tree_util.tree_unflatten(treedef,
-                                                   new_local_stats_flat)
-    errors = metrics.inverse_pth_root_errors
-    errors = errors.reshape((-1, 1, 1))
-    predicate = jnp.logical_or(
-        jnp.isnan(errors),
-        errors >= inverse_failure_threshold).astype(new_preconditioners.dtype)
-    # TODO(rohananil): Check for numerical instabilities.
-    new_conditional_preconditioners = (
-        predicate * global_stats.preconditioners +
-        (1.0 - predicate) * new_preconditioners)
-    new_global_stats = GlobalShardedParameterStats(
-        new_stacked_padded_statistics,
-        new_conditional_preconditioners,
-        global_stats.exponents)
-    new_shampoo_state = ShampooState(
-        count=state.count + 1,
-        stats=ShardedShampooStats(new_global_stats, new_local_stats))
-    return updates, new_shampoo_state
-
-  def init_fn(params):
-    """Initialise the optimiser's state."""
-
-    def _init(param):
-      preconditioner = preconditioner_from_params(param)
-      statistics = []
-      preconditioners = []
-      if not _skip_preconditioning(param):
-        shapes = preconditioner.shapes_for_preconditioners()
-        statistics = [
-            matrix_epsilon * jnp.eye(s[0], dtype=jnp.float32) for s in shapes
-        ]
-        # If the preconditioner is using a low-rank representation, initialize
-        # it to zero instead of an invalid eye.
-        preconditioners = [
-            jnp.eye(s[0], s[1], dtype=jnp.float32) * (s[0] == s[1])
-            for s in shapes
-        ]
-
-      diagonal_statistics = []
-      if _graft_type_has_diagonal_statistics():
-        diagonal_statistics = jnp.zeros_like(param)
-
-      # diagonal_momentum = _quantize_momentum(jnp.zeros_like(param))
-      # momentum = _quantize_momentum(jnp.zeros_like(param))
-      diagonal_momentum = jnp.zeros_like(param)
-      momentum = jnp.zeros_like(param)
-
-      return ParameterStats(
-          diagonal_statistics,
-          statistics,
-          preconditioners,
-          # _quantize_diagonal_statistics(diagonal_statistics),
-          # _maybe_quantize_statistics(statistics),
-          # _maybe_quantize_preconditioners(preconditioners),
-          diagonal_momentum,
-          momentum,
-          init_training_metrics(
-              len(statistics),
-              generate_training_metrics,
-          ))
-
-    return ShampooState(
-        count=jnp.zeros([], jnp.int32), stats=jax.tree.map(_init, params))
-
-  def _skip_preconditioning(param):
-    return len(param.shape) < skip_preconditioning_rank_lt or any(
-        s > skip_preconditioning_dim_size_gt for s in param.shape)
-
-  def _compute_stats(grad, state, param, step):
-    """Compute per-parameter statistics."""
-    preconditioner = preconditioner_from_params(param)
-    new_statistics = [[]] * len(state.statistics)
-    w1 = beta2
-    w2 = jnp.where(beta2 == 1.0, beta2, 1.0 - beta2)
-    if not _skip_preconditioning(param):
-
-      def compute_updated_statistics():
-        return preconditioner.updated_statistics_from_grad(
-            state.statistics,
-            grad,
-            w1=w1,
-            w2=w2,
-            to_float=_to_float,
-            from_float=lambda x: x,
-            # from_float=lambda x: _maybe_quantize_statistics([x])[0],
-            precision=tensordot_precision,
-        )
-
-      if statistics_compute_steps > 1:
-        perform_step = step % statistics_compute_steps == 0
-        init_state = state.statistics
-        new_statistics = list(
-            efficient_cond(perform_step, compute_updated_statistics,
-                           init_state))
-      else:
-        new_statistics = compute_updated_statistics()
-
-    return ParameterStats(state.diagonal_statistics,
-                          new_statistics,
-                          state.preconditioners,
-                          state.diagonal_momentum,
-                          state.momentum,
-                          state.training_metrics)
-
-  mi_pth_root = functools.partial(
-      matrix_inverse_pth_root,
-      ridge_epsilon=matrix_epsilon,
-      precision=precision,
-      relative_matrix_epsilon=relative_matrix_epsilon,
-      lobpcg_topk_precondition=lobpcg_topk_precondition,
-      lobpcg_max_iter=lobpcg_max_iter,
-      eigh=eigh)
-
-  def _matrix_inverse_pth_root_vmap(xs, ps, padding_starts, prev):
-    return jax.vmap(mi_pth_root)(
-        xs, ps, padding_start=padding_starts, prev=prev)
-
-  def _matrix_inverse_pth_root_pjit(xs,
-                                    ps,
-                                    padding_starts,
-                                    prev_preconds=None,
-                                    statistics_partition_spec=None):
-    # Partition the concatenated statistics matrix across all cores.
-    pspec_for_partition = preconditioner_partition_spec
-    partitioned_xs = pjit.with_sharding_constraint(xs, pspec_for_partition)
-    if preconditioner_partition_spec:
-      partitioned_ps_spec = jax.sharding.PartitionSpec(
-          preconditioner_partition_spec[0])
-    else:
-      partitioned_ps_spec = None
-    partitioned_ps = pjit.with_sharding_constraint(ps, partitioned_ps_spec)
-    partitioned_prev_preconds = _maybe(pjit.with_sharding_constraint)(
-        prev_preconds, preconditioner_partition_spec)
-    partitioned_padding_starts = pjit.with_sharding_constraint(
-        padding_starts, partitioned_ps_spec)  # paddings are scalars like ps.
-    # Run matrix inverse pth root on each shard.
-    partitioned_preconditioners, partitioned_metrics = (
-        _matrix_inverse_pth_root_vmap(
-            partitioned_xs,
-            partitioned_ps,
-            partitioned_padding_starts,
-            prev=partitioned_prev_preconds))
-    # Reshard output to have the same PSpec as input. This is required to avoid
-    # vmap seeing the full set of statistics.
-    partitioned_preconditioners = pjit.with_sharding_constraint(
-        partitioned_preconditioners, pspec_for_partition)
-    # Recombine the outputs at each core.
-    preconditioners = pjit.with_sharding_constraint(partitioned_preconditioners,
-                                                    statistics_partition_spec)
-    metrics = pjit.with_sharding_constraint(partitioned_metrics,
-                                            jax.sharding.PartitionSpec())
-    return preconditioners, metrics
-
-  def _pmap_compute_preconditioners(states,
-                                    step,
-                                    statistics,
-                                    num_statistics_per_state,
-                                    original_shapes,
-                                    exponents,
-                                    max_size,
-                                    prev_preconditioners):
-    """Computes preconditioners for given statistics in states in PMAP mode.
-
-        Args:
-          states: A list of optimizer states.
-          step: Current step number
-          statistics: A list of statistics for all variables (for every dim)
-          num_statistics_per_state: Number of statistis per state to reconstruct
-            output states.
-          original_shapes: A list of shapes of the statistics.
-          exponents: Exponent power to use for inverse-pth roots.
-          max_size: Maximum dim of the statistics to pad.
-          prev_preconditioners: Previously available preconditioner.
-
-        Returns:
-          New optimizer states after computing the preconditioner.
-        """
-    if batch_axis_name:
-      num_devices = lax.psum(1, batch_axis_name)
-    else:
-      num_devices = 1
-    num_statistics = len(statistics)
-    # Pad statistics and exponents to next multiple of num_devices.
-    packed_statistics = [
-        pad_square_matrix(stat, max_size) for stat in statistics
-    ]
-    to_pad = -num_statistics % num_devices
-    packed_statistics.extend([
-        jnp.eye(max_size, dtype=packed_statistics[0].dtype)
-        for _ in range(to_pad)
-    ])
-    exponents.extend([1 for _ in range(to_pad)])
-    paddings = [len(stat) for stat in statistics] + [0] * to_pad
-
-    if not packed_statistics:
-      return states
-
-    if reuse_preconditioner:
-      assert len(prev_preconditioners) == num_statistics
-      packed_preconditioners = pad_and_maybe_zero_preconditioners(
-          prev_preconditioners, len(packed_statistics), max_size, step)
-    else:
-      packed_preconditioners = None
-
-    all_statistics = batch(packed_statistics, num_devices)
-    all_exponents = batch(exponents, num_devices)
-    all_paddings = batch(paddings, num_devices)
-    all_preconditioners = _maybe(batch)(packed_preconditioners, num_devices)
-
-    def _internal_inverse_pth_root_all():
-      if batch_axis_name:
-        current_replica = lax.axis_index(batch_axis_name)
-        preconditioners, metrics = _matrix_inverse_pth_root_vmap(
-            all_statistics[current_replica],
-            all_exponents[current_replica],
-            all_paddings[current_replica],
-            _maybe_ix(all_preconditioners, current_replica),
-        )
-        preconditioners = jax.lax.all_gather(preconditioners, batch_axis_name)
-        metrics = jax.lax.all_gather(metrics, batch_axis_name)
-        preconditioners_flat = unbatch(preconditioners)
-        metrics_flat = jax.tree.map(unbatch, metrics)
-      else:
-        preconditioners, metrics = _matrix_inverse_pth_root_vmap(
-            all_statistics[0],
-            all_exponents[0],
-            all_paddings[0],
-            _maybe_ix(all_preconditioners, 0),
-        )
-        preconditioners_flat = unbatch(jnp.stack([preconditioners]))
-        metrics = jax.tree.map(
-            functools.partial(jnp.expand_dims, axis=0), metrics)
-        metrics_flat = jax.tree.map(unbatch, metrics)
-
-      return preconditioners_flat, metrics_flat
-
-    perform_step = step % preconditioning_compute_steps == 0
-    if preconditioning_compute_steps == 1:
-      preconditioners_flat, metrics_flat = _internal_inverse_pth_root_all()
-    else:
-      # Passing statistics instead of preconditioners as they are similarly
-      # shaped tensors. Note statistics will be ignored as we are passing in
-      # a large error value.
-      preconditioners_init = [
-          s[:, :precond_dim(s.shape[0])] for s in packed_statistics
-      ]
-      n = len(packed_statistics)
-      metrics_init = jax.tree.map(
-          lambda x: [x] * n,
-          default_training_metrics().replace(
-              inverse_pth_root_errors=inverse_failure_threshold))
-      init_state = [preconditioners_init, metrics_init]
-      preconditioners_flat, metrics_flat = efficient_cond(
-          perform_step, _internal_inverse_pth_root_all, init_state)
-
-    def _skip(error):
-      condition = jnp.logical_or(
-          jnp.isnan(error), error >= inverse_failure_threshold)
-      return condition.astype(error.dtype)
-
-    def _select_preconditioner(error, new_p, old_p):
-      return lax.cond(
-          _skip(error), lambda _: old_p, lambda _: new_p, operand=None)
-
-    new_preconditioners_flat = []
-    new_errors_flat = metrics_flat.inverse_pth_root_errors
-    for p, shape, prev_p, error in zip(preconditioners_flat, original_shapes,
-                                       prev_preconditioners, new_errors_flat):
-      new_preconditioners_flat.append(
-          _select_preconditioner(error, p[:shape[0], :shape[1]], prev_p))
-
-    assert len(states) == (len(num_statistics_per_state),
-                           f"{len(states)} vs {len(num_statistics_per_state)}")
-    assert len(new_preconditioners_flat) == num_statistics
-    assert len(new_errors_flat) == len(packed_statistics), (
-        len(new_errors_flat), len(packed_statistics))
-    assert len(new_errors_flat) == num_statistics + to_pad, (
-        len(new_errors_flat), num_statistics, to_pad)
-
-    # Add back empty preconditioners so we that we can set the optimizer state.
-    preconditioners_for_states = []
-    idx = 0
-    metrics_for_states = []
-    for num_statistics, state in zip(num_statistics_per_state, states):
-      if num_statistics == 0:
-        preconditioners_for_states.append([])
-        metrics_for_states.append(
-            init_training_metrics(0, generate_training_metrics))
-      else:
-        preconditioners_for_state = new_preconditioners_flat[idx:idx +
-                                                             num_statistics]
-        assert len(state.statistics) == len(preconditioners_for_state)
-        preconditioners_for_states.append(preconditioners_for_state)
-
-        if generate_training_metrics:
-          # pylint:disable=cell-var-from-loop Used immediately.
-          metrics_for_state = jax.tree.map(
-              lambda x: jnp.stack(x[idx:idx + num_statistics]),
-              metrics_flat,
-              is_leaf=lambda x: isinstance(x, list))
-          assert jax.tree_util.tree_all(
-              jax.tree.map(lambda x: len(state.statistics) == len(x),
-                           metrics_for_state))
-          # If we skipped preconditioner computation, record old metrics.
-          metrics_for_state = efficient_cond(perform_step,
-                                             lambda: [metrics_for_state],
-                                             [state.training_metrics])[0]
-          # pylint:enable=cell-var-from-loop
-        else:
-          metrics_for_state = optax.MaskedNode()
-        metrics_for_states.append(metrics_for_state)
-
-        idx += num_statistics
-    new_states = []
-    for state, new_preconditioners, new_metrics in zip(
-            states, preconditioners_for_states, metrics_for_states):
-      # Note the preconditioner may have been skipped, but we still update the
-      # metrics with the new error values; whether the preconditioner that's
-      # actively being used is stale can be derived from the new_metrics
-      # being greater than the failure threshold.
-      new_states.append(
-          ParameterStats(state.diagonal_statistics,
-                         state.statistics,
-                         new_preconditioners,
-                         state.diagonal_momentum,
-                         state.momentum,
-                         new_metrics))
-
-    return new_states
-
-  def _compute_preconditioners(states, params, step):
-    """Computes preconditioners for given statistics in states.
-
-        Args:
-          states: A list of optimizer states.
-          params: A list of params.
-          step: Current step number
-
-        Returns:
-          New optimizer states after computing the preconditioner.
-        """
-    statistics = []
-    num_statistics_per_state = []
-    original_shapes = []
-    exponents = []
-    max_size = 0
-    prev_preconditioners = []
-
-    for state, param in zip(states, params):
-      num_statistics = len(state.statistics)
-      num_statistics_per_state.append(num_statistics)
-      original_shapes_for_state = []
-      if num_statistics > 0:
-        preconditioner = preconditioner_from_params(param)
-        for statistic in state.statistics:
-          exponents.append(preconditioner.exponent_for_preconditioner(
-          ) if exponent_override == 0 else exponent_override)
-          original_shapes_for_state.append(statistic.shape)
-          max_size = max(max_size, statistic.shape[0])
-
-        statistics.extend(state.statistics)
-        prev_preconditioners.extend(state.preconditioners)
-        original_shapes.extend(original_shapes_for_state)
-
-    return _pmap_compute_preconditioners(states,
-                                         step,
-                                         statistics,
-                                         num_statistics_per_state,
-                                         original_shapes,
-                                         exponents,
-                                         max_size,
-                                         prev_preconditioners)
-
-  def _transform_grad(grad, state, param, step):
-    """Transform per-parameter gradients."""
-    preconditioner = preconditioner_from_params(param)
-    sgd_update = grad
-    new_diagonal_statistics = state.diagonal_statistics
-
-    if (graft_type == GraftingType.ADAGRAD or
-        graft_type == GraftingType.ADAGRAD_NORMALIZED):
-
-      scaled_grad = grad
-      if graft_type == GraftingType.ADAGRAD_NORMALIZED:
-        scaled_grad = grad / (jnp.linalg.norm(grad) + _EPSILON)
-
-      new_diagonal_statistics = (
-          state.diagonal_statistics.to_float() + jnp.square(scaled_grad))
-      adagrad_update = scaled_grad / (
-          jnp.sqrt(new_diagonal_statistics) + diagonal_epsilon)
-      grafting_update = adagrad_update
-    elif (graft_type == GraftingType.RMSPROP or
-          graft_type == GraftingType.RMSPROP_NORMALIZED):
-
-      scaled_grad = grad
-      if graft_type == GraftingType.RMSPROP_NORMALIZED:
-        scaled_grad = grad / (jnp.linalg.norm(grad) + _EPSILON)
-
-      w1 = beta2
-      w2 = jnp.where(beta2 == 1.0, beta2, 1.0 - beta2)
-
-      new_diagonal_statistics = (
-          w1 * state.diagonal_statistics + w2 * jnp.square(scaled_grad))
-      rmsprop_update = scaled_grad / (
-          jnp.sqrt(new_diagonal_statistics) + diagonal_epsilon)
-
-      if clip_by_scaled_gradient_norm:
-        scaled_grad_norm = jnp.linalg.norm(rmsprop_update) / (
-            jnp.sqrt(float(rmsprop_update.size)))
-        clipping_denom = jnp.maximum(
-            1., scaled_grad_norm / clip_by_scaled_gradient_norm)
-        rmsprop_update /= clipping_denom
-
-      grafting_update = rmsprop_update
-    elif graft_type == GraftingType.SGD:
-      grafting_update = sgd_update
-    elif graft_type == GraftingType.NONE:
-      grafting_update = sgd_update  # Use SGD during warmup.
-    else:
-      grafting_update = jnp.ones_like(sgd_update) * jnp.sign(sgd_update)
-
-    lr = learning_rate
-    if callable(learning_rate):
-      lr = learning_rate(step)
-
-    preconditioner_multiplier = lr if not decoupled_learning_rate else 1.0
-    grafting_update = grafting_update * preconditioner_multiplier
-
-    precond_grad = grad
-    if not _skip_preconditioning(param):
-      precond_grad = preconditioner.preconditioned_grad(precond_grad,
-                                                        state.preconditioners)
-    else:
-      if graft_type == GraftingType.NONE:
-        logging.error("skipping preconditioning without grafting for param %s",
-                      param)
-      precond_grad = grafting_update
-
-    grafting_update_norm = jnp.linalg.norm(grafting_update)
-    precond_grad_norm = jnp.linalg.norm(precond_grad)
-
-    if graft_type is not GraftingType.NONE:
-      multiplier = grafting_update_norm / (precond_grad_norm + _EPSILON)
-    else:
-      multiplier = 1.0
-    shampoo_update = precond_grad * multiplier
-
-    shampoo_update_with_wd = shampoo_update
-    grafting_update_with_wd = grafting_update
-
-    if (weight_decay != 0 and weight_decay is not None and
-        not decoupled_weight_decay):
-      shampoo_update_with_wd = shampoo_update + weight_decay * param
-      grafting_update_with_wd = grafting_update + weight_decay * param
-
-    w = (1.0 - beta1) if moving_average_for_momentum else 1.0
-
-    shampoo_update_with_wd_momentum = (
-        state.momentum * beta1 + w * shampoo_update_with_wd)
-
-    grafting_update_with_wd_momentum = (
-        state.diagonal_momentum * beta1 + w * grafting_update_with_wd)
-
-    run_shampoo = (step >= start_preconditioning_step).astype(
-        grafting_update_with_wd_momentum.dtype)
-
-    momentum_update = (
-        run_shampoo * shampoo_update_with_wd_momentum +
-        (1.0 - run_shampoo) * grafting_update_with_wd_momentum)
-
-    wd_update = (
-        run_shampoo * shampoo_update_with_wd +
-        (1.0 - run_shampoo) * grafting_update_with_wd)
-
-    nesterov_momentum_update = momentum_update
-
-    if nesterov:
-      nesterov_momentum_update = w * wd_update + beta1 * momentum_update
-
-    if (weight_decay != 0 and weight_decay is not None and
-        decoupled_weight_decay):
-      nesterov_momentum_update = (
-          nesterov_momentum_update + lr * weight_decay * param)
-
-    momentum_multiplier = lr if decoupled_learning_rate else 1.0
-    transformed_update = -1.0 * momentum_multiplier * nesterov_momentum_update
-
-    new_diagonal_momentum = grafting_update_with_wd_momentum
-    new_momentum = shampoo_update_with_wd_momentum
-
-    param_stats = ParameterStats(new_diagonal_statistics,
-                                 state.statistics,
-                                 state.preconditioners,
-                                 new_diagonal_momentum,
-                                 new_momentum,
-                                 state.training_metrics)
-    return transformed_update, param_stats
-
-  def update_fn(grads, state, params):
-    """Transform the input gradient and update all statistics.
-
-        Args:
-          grads: the gradient tensors for the parameters and any custom 
-            gradients for preconditioners.
-          state: a named tuple containing the state of the optimizer
-          params: the parameters that should be updated.
-
-        Returns:
-          A tuple containing the new parameters and the new optimizer state.
-        """
-    grads_custom = None
-    if custom_preconditioner and isinstance(grads, tuple):
-      grads, grads_custom = grads
-
-    params_flat, treedef = jax.tree_util.tree_flatten(params)
-    stats_flat = treedef.flatten_up_to(state.stats)
-    grads_flat = treedef.flatten_up_to(grads)
-    stats_grads = grads_flat
-
-    if custom_preconditioner and grads_custom is not None:
-      stats_grads = treedef.flatten_up_to(grads_custom)
-
-    new_stats_flat = jax.tree.map(
-        lambda g,
-        s,
-        p: _compute_stats(g, s, p, state.count),
-        stats_grads,
-        stats_flat,
-        params_flat)
-
-    new_stats_flat = _compute_preconditioners(new_stats_flat,
-                                              params_flat,
-                                              state.count)
-    outputs = jax.tree.map(
-        lambda g,
-        s,
-        p: _transform_grad(g, s, p, state.count),
-        grads_flat,
-        new_stats_flat,
-        params_flat)
-    updates_flat, new_stats_flat = list(zip(*outputs)) if outputs else ((), ())
-    updates = jax.tree_util.tree_unflatten(treedef, updates_flat)
-    new_stats = jax.tree_util.tree_unflatten(treedef, new_stats_flat)
-    new_state = ShampooState(count=state.count + 1, stats=new_stats)
-    return updates, new_state
-
-  if shard_optimizer_states:
-    # Hijacks the init_fn signature so we can return an OptState with
-    # appropriate init_fns.
-    opt_init_fn = sharded_init_fn
-
-    def _init_fns(unused_params):
-      return InitFnState(
-          init_fn=opt_init_fn,
-          pspec_fn=sharded_init_partition_spec_fn,
-          shape_and_dtype_fn=sharded_init_shape_and_dtype_fn)
-
-    opt_update_fn = sharded_update_fn
-    return optax.GradientTransformation(_init_fns, opt_update_fn)
-  else:
-    return optax.GradientTransformation(init_fn, update_fn)
diff --git a/reference_algorithms/paper_baselines/shampoo/jax/submission.py b/reference_algorithms/paper_baselines/shampoo/jax/submission.py
deleted file mode 100644
index 2cd054062..000000000
--- a/reference_algorithms/paper_baselines/shampoo/jax/submission.py
+++ /dev/null
@@ -1,230 +0,0 @@
-"""Submission file for a Shampoo optimizer with warmup+cosine LR in Jax."""
-
-import functools
-from typing import Any, Dict, Iterator, List, Optional, Tuple
-
-from flax import jax_utils
-import jax
-from jax import lax
-import jax.numpy as jnp
-import optax
-
-from algoperf import spec
-from reference_algorithms.paper_baselines.shampoo.jax.distributed_shampoo import \
-    distributed_shampoo
-
-_GRAD_CLIP_EPS = 1e-6
-
-
-def init_optimizer_state(workload: spec.Workload,
-                         model_params: spec.ParameterContainer,
-                         model_state: spec.ModelAuxiliaryState,
-                         hyperparameters: spec.Hyperparameters,
-                         rng: spec.RandomState) -> spec.OptimizerState:
-  """Creates a Shampoo optimizer and a learning rate schedule."""
-  del model_params
-  del model_state
-  del rng
-
-  def jax_cosine_warmup(step_hint: int, hyperparameters):
-    # Create learning rate schedule.
-    warmup_steps = int(hyperparameters.warmup_factor * step_hint)
-    warmup_fn = optax.linear_schedule(
-        init_value=0.,
-        end_value=hyperparameters.learning_rate,
-        transition_steps=warmup_steps)
-    cosine_steps = max(step_hint - warmup_steps, 1)
-    cosine_fn = optax.cosine_decay_schedule(
-        init_value=hyperparameters.learning_rate, decay_steps=cosine_steps)
-    schedule_fn = optax.join_schedules(
-        schedules=[warmup_fn, cosine_fn], boundaries=[warmup_steps])
-    return schedule_fn
-
-  # Create optimizer + LR schedule.
-  lr_schedule_fn = jax_cosine_warmup(workload.step_hint, hyperparameters)
-  opt_init_fn, opt_update_fn = distributed_shampoo(
-      learning_rate=lr_schedule_fn,
-      beta1=1.0 - hyperparameters.one_minus_beta1,
-      beta2=hyperparameters.beta2,
-      weight_decay=hyperparameters.weight_decay,
-      batch_axis_name='batch',
-      eigh=False)
-  params_zeros_like = jax.tree.map(lambda s: jnp.zeros(s.shape_tuple),
-                                   workload.param_shapes)
-  optimizer_state = opt_init_fn(params_zeros_like)
-
-  return jax_utils.replicate(optimizer_state), opt_update_fn
-
-
-@functools.partial(
-    jax.pmap,
-    axis_name='batch',
-    in_axes=(None, None, 0, 0, 0, 0, 0, None, None),
-    static_broadcasted_argnums=(0, 1),
-    donate_argnums=(2, 3, 4))
-def pmapped_train_step(workload,
-                       opt_update_fn,
-                       model_state,
-                       optimizer_state,
-                       current_param_container,
-                       batch,
-                       rng,
-                       grad_clip,
-                       label_smoothing):
-
-  def _loss_fn(params):
-    """Loss function used for training."""
-    logits, new_model_state = workload.model_fn(
-        params,
-        batch,
-        model_state,
-        spec.ForwardPassMode.TRAIN,
-        rng,
-        update_batch_norm=True)
-    loss_dict = workload.loss_fn(
-        label_batch=batch['targets'],
-        logits_batch=logits,
-        mask_batch=batch.get('weights'),
-        label_smoothing=label_smoothing)
-    summed_loss = loss_dict['summed']
-    n_valid_examples = loss_dict['n_valid_examples']
-    return summed_loss, (n_valid_examples, new_model_state)
-
-  grad_fn = jax.value_and_grad(_loss_fn, has_aux=True)
-  (summed_loss, (n_valid_examples, new_model_state)), grad = grad_fn(
-      current_param_container)
-  # Get correct global mean loss and grad.
-  (summed_loss, n_valid_examples, grad) = lax.psum(
-      (summed_loss, n_valid_examples, grad), axis_name='batch')
-  loss = summed_loss / n_valid_examples
-  grad = jax.tree.map(lambda x: x / n_valid_examples, grad)
-
-  grad_norm = jnp.sqrt(
-      sum(jnp.sum(g**2) for g in jax.tree_util.tree_leaves(grad)))
-
-  if grad_clip is not None:
-    grad_scaling_factor = grad_clip / (grad_norm + _GRAD_CLIP_EPS)
-    grad_scaling_factor = jax.lax.clamp(min=0.0, x=grad_scaling_factor, max=1.0)
-    grad = jax.tree.map(lambda x: x * grad_scaling_factor, grad)
-
-  updates, new_optimizer_state = opt_update_fn(grad, optimizer_state,
-                                               current_param_container)
-  updated_params = optax.apply_updates(current_param_container, updates)
-  return new_optimizer_state, updated_params, new_model_state, loss, grad_norm
-
-
-def update_params(
-    workload: spec.Workload,
-    current_param_container: spec.ParameterContainer,
-    current_params_types: spec.ParameterTypeTree,
-    model_state: spec.ModelAuxiliaryState,
-    hyperparameters: spec.Hyperparameters,
-    batch: Dict[str, spec.Tensor],
-    loss_type: spec.LossType,
-    optimizer_state: spec.OptimizerState,
-    eval_results: List[Tuple[int, float]],
-    global_step: int,
-    rng: spec.RandomState,
-    train_state: Optional[Dict[str, Any]] = None) -> spec.UpdateReturn:
-  """Return (updated_optimizer_state, updated_params, updated_model_state)."""
-  del current_params_types
-  del loss_type
-  del train_state
-  del eval_results
-
-  optimizer_state, opt_update_fn = optimizer_state
-  per_device_rngs = jax.random.split(rng, jax.local_device_count())
-  if hasattr(hyperparameters, 'label_smoothing'):
-    label_smoothing = hyperparameters.label_smoothing
-  else:
-    label_smoothing = 0.0
-  if hasattr(hyperparameters, 'grad_clip'):
-    grad_clip = hyperparameters.grad_clip
-  else:
-    grad_clip = None
-  outputs = pmapped_train_step(workload,
-                               opt_update_fn,
-                               model_state,
-                               optimizer_state,
-                               current_param_container,
-                               batch,
-                               per_device_rngs,
-                               grad_clip,
-                               label_smoothing)
-  new_optimizer_state, new_params, new_model_state, loss, grad_norm = outputs
-
-  # Log loss, grad_norm.
-  if global_step % 100 == 0 and workload.metrics_logger is not None:
-    workload.metrics_logger.append_scalar_metrics(
-        {
-            'loss': loss[0],
-            'grad_norm': grad_norm[0],
-        }, global_step)
-  return (new_optimizer_state, opt_update_fn), new_params, new_model_state
-
-
-def prepare_for_eval(workload: spec.Workload,
-                     current_param_container: spec.ParameterContainer,
-                     current_params_types: spec.ParameterTypeTree,
-                     model_state: spec.ModelAuxiliaryState,
-                     hyperparameters: spec.Hyperparameters,
-                     loss_type: spec.LossType,
-                     optimizer_state: spec.OptimizerState,
-                     eval_results: List[Tuple[int, float]],
-                     global_step: int,
-                     rng: spec.RandomState) -> spec.UpdateReturn:
-  """Return (updated_optimizer_state, updated_params)."""
-  del workload
-  del hyperparameters
-  del current_params_types
-  del loss_type
-  del eval_results
-  del global_step
-  del rng
-  return (optimizer_state, current_param_container, model_state)
-
-
-def get_batch_size(workload_name):
-  # Return the global batch size.
-  if workload_name == 'criteo1tb':
-    return 262_144
-  elif workload_name == 'fastmri':
-    return 32
-  elif workload_name == 'imagenet_resnet':
-    return 1024
-  elif workload_name == 'imagenet_vit':
-    return 1024
-  elif workload_name == 'librispeech_conformer':
-    return 256
-  elif workload_name == 'librispeech_deepspeech':
-    return 256
-  elif workload_name == 'ogbg':
-    return 512
-  elif workload_name == 'wmt':
-    return 128
-  elif workload_name == 'mnist':
-    return 16
-  else:
-    raise ValueError(f'Unsupported workload name: {workload_name}.')
-
-
-def data_selection(workload: spec.Workload,
-                   input_queue: Iterator[Dict[str, spec.Tensor]],
-                   optimizer_state: spec.OptimizerState,
-                   current_param_container: spec.ParameterContainer,
-                   model_state: spec.ModelAuxiliaryState,
-                   hyperparameters: spec.Hyperparameters,
-                   global_step: int,
-                   rng: spec.RandomState) -> Dict[str, spec.Tensor]:
-  """Select data from the infinitely repeating, pre-shuffled input queue.
-  Each element of the queue is a batch of training examples and labels.
-  """
-  del workload
-  del optimizer_state
-  del current_param_container
-  del model_state
-  del hyperparameters
-  del global_step
-  del rng
-  batch = next(input_queue)
-  return batch
diff --git a/reference_algorithms/paper_baselines/shampoo/pytorch/__init__.py b/reference_algorithms/paper_baselines/shampoo/pytorch/__init__.py
deleted file mode 100644
index e69de29bb..000000000
diff --git a/reference_algorithms/paper_baselines/shampoo/tuning_search_space.json b/reference_algorithms/paper_baselines/shampoo/tuning_search_space.json
deleted file mode 100644
index 9d804ba0e..000000000
--- a/reference_algorithms/paper_baselines/shampoo/tuning_search_space.json
+++ /dev/null
@@ -1,23 +0,0 @@
-{
-    "learning_rate": {
-        "min": 1e-4, "max": 1e-2, "scaling": "log"
-    },
-    "one_minus_beta1": {
-        "min": 1e-2, "max": 0.15, "scaling": "log"
-    },
-    "beta2": {
-        "feasible_points": [0.999]
-    },
-    "warmup_factor": {
-        "feasible_points": [0.05]
-    },
-    "weight_decay": {
-        "min": 5e-3, "max": 1.0, "scaling": "log"
-    },
-    "label_smoothing": {
-        "feasible_points": [0.1, 0.2]
-    },
-    "dropout_rate": {
-        "feasible_points": [0.0, 0.1]
-    }
-}
diff --git a/reference_algorithms/paper_baselines/shampoo/tuning_search_space_no_beta1.json b/reference_algorithms/paper_baselines/shampoo/tuning_search_space_no_beta1.json
deleted file mode 100644
index b8bd2ea49..000000000
--- a/reference_algorithms/paper_baselines/shampoo/tuning_search_space_no_beta1.json
+++ /dev/null
@@ -1,23 +0,0 @@
-{
-    "learning_rate": {
-        "min": 1e-4, "max": 1e-2, "scaling": "log"
-    },
-    "one_minus_beta1": {
-        "feasible_points": [0.1]
-    },
-    "beta2": {
-        "feasible_points": [0.999]
-    },
-    "warmup_factor": {
-        "feasible_points": [0.05]
-    },
-    "weight_decay": {
-        "min": 5e-3, "max": 1.0, "scaling": "log"
-    },
-    "label_smoothing": {
-        "feasible_points": [0.1, 0.2]
-    },
-    "dropout_rate": {
-        "feasible_points": [0.0, 0.1]
-    }
-}
diff --git a/prize_qualification_baselines/README.md b/reference_algorithms/qualification_baselines/README.md
similarity index 100%
rename from prize_qualification_baselines/README.md
rename to reference_algorithms/qualification_baselines/README.md
diff --git a/prize_qualification_baselines/external_tuning/jax_nadamw_full_budget.py b/reference_algorithms/qualification_baselines/external_tuning/jax_nadamw_full_budget.py
similarity index 89%
rename from prize_qualification_baselines/external_tuning/jax_nadamw_full_budget.py
rename to reference_algorithms/qualification_baselines/external_tuning/jax_nadamw_full_budget.py
index c451a18ac..5d4126be5 100644
--- a/prize_qualification_baselines/external_tuning/jax_nadamw_full_budget.py
+++ b/reference_algorithms/qualification_baselines/external_tuning/jax_nadamw_full_budget.py
@@ -1,7 +1,5 @@
 """Submission file for an NAdamW optimizer with warmup+cosine LR in Jax."""
 
-import functools
-
 # isort: off
 # We have to turn off isort here to resolve a conflict between isort and yapf.
 from typing import (Any,
@@ -16,13 +14,12 @@
 # isort: on
 
 import chex
-from flax import jax_utils
 import jax
-from jax import lax
 import jax.numpy as jnp
 import optax
 
 from algoperf import spec
+from algoperf import jax_sharding_utils
 
 _GRAD_CLIP_EPS = 1e-6
 
@@ -192,24 +189,18 @@ def jax_cosine_warmup(step_hint: int, hyperparameters):
                                    workload.param_shapes)
   optimizer_state = opt_init_fn(params_zeros_like)
 
-  return jax_utils.replicate(optimizer_state), opt_update_fn
-
-
-@functools.partial(
-    jax.pmap,
-    axis_name='batch',
-    in_axes=(None, None, 0, 0, 0, 0, 0, None, None),
-    static_broadcasted_argnums=(0, 1),
-    donate_argnums=(2, 3, 4))
-def pmapped_train_step(workload,
-                       opt_update_fn,
-                       model_state,
-                       optimizer_state,
-                       current_param_container,
-                       batch,
-                       rng,
-                       grad_clip,
-                       label_smoothing):
+  return optimizer_state, opt_update_fn
+
+
+def train_step(workload,
+               opt_update_fn,
+               model_state,
+               optimizer_state,
+               current_param_container,
+               batch,
+               rng,
+               grad_clip,
+               label_smoothing):
 
   def _loss_fn(params):
     """Loss function used for training."""
@@ -232,9 +223,7 @@ def _loss_fn(params):
   grad_fn = jax.value_and_grad(_loss_fn, has_aux=True)
   (summed_loss, (n_valid_examples, new_model_state)), grad = grad_fn(
       current_param_container)
-  # Get correct global mean loss and grad.
-  (summed_loss, n_valid_examples, grad) = lax.psum(
-      (summed_loss, n_valid_examples, grad), axis_name='batch')
+  # Compute mean loss and grad
   loss = summed_loss / n_valid_examples
   grad = jax.tree.map(lambda x: x / n_valid_examples, grad)
 
@@ -272,7 +261,6 @@ def update_params(
   del eval_results
 
   optimizer_state, opt_update_fn = optimizer_state
-  per_device_rngs = jax.random.split(rng, jax.local_device_count())
   if hasattr(hyperparameters, 'label_smoothing'):
     label_smoothing = hyperparameters.label_smoothing
   else:
@@ -281,24 +269,52 @@ def update_params(
     grad_clip = hyperparameters.grad_clip
   else:
     grad_clip = None
-  outputs = pmapped_train_step(workload,
+
+  # Create shardings for each argument
+  replicated = jax_sharding_utils.get_replicate_sharding()  # No partitioning
+  sharded = jax_sharding_utils.get_batch_dim_sharding()  # Partition along batch dimension
+
+  # Create the sharding rules for each argument
+  arg_shardings = (
+      # workload is static
+      # opt_update_fn is static
+      replicated,  # model_state
+      replicated,  # optimizer_state
+      replicated,  # current_param_container
+      sharded,  # batch
+      replicated,  # rng
+      replicated,  # grad_clip
+      replicated  # label_smoothing
+  )
+  out_shardings = (
+      replicated,  # new_optimizer_state
+      replicated,  # updated_params
+      replicated,  # new_model_state
+      replicated,  # loss
+      replicated  # grad_norm
+  )
+  # Jit with shardings
+  jitted_train_step = jax.jit(
+      train_step,
+      static_argnums=(0, 1),
+      donate_argnums=(2, 3, 4),
+      in_shardings=arg_shardings,
+      out_shardings=out_shardings)
+
+  new_optimizer_state, new_params, new_model_state, loss, grad_norm = jitted_train_step(workload,
                                opt_update_fn,
                                model_state,
                                optimizer_state,
                                current_param_container,
                                batch,
-                               per_device_rngs,
+                               rng,
                                grad_clip,
                                label_smoothing)
-  new_optimizer_state, new_params, new_model_state, loss, grad_norm = outputs
 
   # Log loss, grad_norm.
   if global_step % 100 == 0 and workload.metrics_logger is not None:
     workload.metrics_logger.append_scalar_metrics(
-        {
-            'loss': loss[0],
-            'grad_norm': grad_norm[0],
-        }, global_step)
+        {'loss': loss.item(), 'grad_norm': grad_norm.item()}, global_step)
   return (new_optimizer_state, opt_update_fn), new_params, new_model_state
 
 
diff --git a/prize_qualification_baselines/external_tuning/jax_nadamw_target_setting.py b/reference_algorithms/qualification_baselines/external_tuning/jax_nadamw_target_setting.py
similarity index 87%
rename from prize_qualification_baselines/external_tuning/jax_nadamw_target_setting.py
rename to reference_algorithms/qualification_baselines/external_tuning/jax_nadamw_target_setting.py
index b8ac10f33..48dd1571d 100644
--- a/prize_qualification_baselines/external_tuning/jax_nadamw_target_setting.py
+++ b/reference_algorithms/qualification_baselines/external_tuning/jax_nadamw_target_setting.py
@@ -16,13 +16,13 @@
 # isort: on
 
 import chex
-from flax import jax_utils
 import jax
 from jax import lax
 import jax.numpy as jnp
 import optax
 
 from algoperf import spec
+from algoperf import jax_sharding_utils
 
 _GRAD_CLIP_EPS = 1e-6
 
@@ -192,24 +192,18 @@ def jax_cosine_warmup(step_hint: int, hyperparameters):
                                    workload.param_shapes)
   optimizer_state = opt_init_fn(params_zeros_like)
 
-  return jax_utils.replicate(optimizer_state), opt_update_fn
-
-
-@functools.partial(
-    jax.pmap,
-    axis_name='batch',
-    in_axes=(None, None, 0, 0, 0, 0, 0, None, None),
-    static_broadcasted_argnums=(0, 1),
-    donate_argnums=(2, 3, 4))
-def pmapped_train_step(workload,
-                       opt_update_fn,
-                       model_state,
-                       optimizer_state,
-                       current_param_container,
-                       batch,
-                       rng,
-                       grad_clip,
-                       label_smoothing):
+  return optimizer_state, opt_update_fn
+
+
+def train_step(workload,
+               opt_update_fn,
+               model_state,
+               optimizer_state,
+               current_param_container,
+               batch,
+               rng,
+               grad_clip,
+               label_smoothing):
 
   def _loss_fn(params):
     """Loss function used for training."""
@@ -232,9 +226,7 @@ def _loss_fn(params):
   grad_fn = jax.value_and_grad(_loss_fn, has_aux=True)
   (summed_loss, (n_valid_examples, new_model_state)), grad = grad_fn(
       current_param_container)
-  # Get correct global mean loss and grad.
-  (summed_loss, n_valid_examples, grad) = lax.psum(
-      (summed_loss, n_valid_examples, grad), axis_name='batch')
+  # Get mean loss and grad.
   loss = summed_loss / n_valid_examples
   grad = jax.tree.map(lambda x: x / n_valid_examples, grad)
 
@@ -281,23 +273,55 @@ def update_params(
     grad_clip = hyperparameters.grad_clip
   else:
     grad_clip = None
-  outputs = pmapped_train_step(workload,
-                               opt_update_fn,
-                               model_state,
-                               optimizer_state,
-                               current_param_container,
-                               batch,
-                               per_device_rngs,
-                               grad_clip,
-                               label_smoothing)
+
+  # Create shardings for each argument
+  replicated = jax_sharding_utils.get_replicate_sharding()  # No partitioning
+  sharded = jax_sharding_utils.get_batch_dim_sharding()  # Partition along batch dimension
+
+  # Create the sharding rules for each argument
+  arg_shardings = (
+      # workload is static
+      # opt_update_fn is static
+      replicated,  # model_state
+      replicated,  # optimizer_state
+      replicated,  # current_param_container
+      sharded,  # batch
+      replicated,  # rng
+      replicated,  # grad_clip
+      replicated  # label_smoothing
+  )
+  out_shardings = (
+      replicated,  # new_optimizer_state
+      replicated,  # updated_params
+      replicated,  # new_model_state
+      replicated,  # loss
+      replicated  # grad_norm
+  )
+
+  # Jit with shardings
+  jitted_train_step = jax.jit(
+      train_step,
+      static_argnums=(0, 1),
+      donate_argnums=(2, 3, 4),
+      in_shardings=arg_shardings,
+      out_shardings=out_shardings)
+  outputs = jitted_train_step(workload,
+                              opt_update_fn,
+                              model_state,
+                              optimizer_state,
+                              current_param_container,
+                              batch,
+                              rng,
+                              grad_clip,
+                              label_smoothing)
   new_optimizer_state, new_params, new_model_state, loss, grad_norm = outputs
 
   # Log loss, grad_norm.
   if global_step % 100 == 0 and workload.metrics_logger is not None:
     workload.metrics_logger.append_scalar_metrics(
         {
-            'loss': loss[0],
-            'grad_norm': grad_norm[0],
+            'loss': loss.item(),
+            'grad_norm': grad_norm.item(),
         }, global_step)
   return (new_optimizer_state, opt_update_fn), new_params, new_model_state
 
diff --git a/prize_qualification_baselines/external_tuning/pytorch_nadamw_full_budget.py b/reference_algorithms/qualification_baselines/external_tuning/pytorch_nadamw_full_budget.py
similarity index 100%
rename from prize_qualification_baselines/external_tuning/pytorch_nadamw_full_budget.py
rename to reference_algorithms/qualification_baselines/external_tuning/pytorch_nadamw_full_budget.py
diff --git a/prize_qualification_baselines/external_tuning/pytorch_nadamw_target_setting.py b/reference_algorithms/qualification_baselines/external_tuning/pytorch_nadamw_target_setting.py
similarity index 100%
rename from prize_qualification_baselines/external_tuning/pytorch_nadamw_target_setting.py
rename to reference_algorithms/qualification_baselines/external_tuning/pytorch_nadamw_target_setting.py
diff --git a/prize_qualification_baselines/external_tuning/tuning_search_space.json b/reference_algorithms/qualification_baselines/external_tuning/tuning_search_space.json
similarity index 100%
rename from prize_qualification_baselines/external_tuning/tuning_search_space.json
rename to reference_algorithms/qualification_baselines/external_tuning/tuning_search_space.json
diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/criteo1tb_jax/criteo1tb_jax_02-13-2024-13-02-24.log b/reference_algorithms/qualification_baselines/logs/external_tuning/full_budget/study_0/criteo1tb_jax/criteo1tb_jax_02-13-2024-13-02-24.log
similarity index 100%
rename from prize_qualification_baselines/logs/external_tuning/full_budget/study_0/criteo1tb_jax/criteo1tb_jax_02-13-2024-13-02-24.log
rename to reference_algorithms/qualification_baselines/logs/external_tuning/full_budget/study_0/criteo1tb_jax/criteo1tb_jax_02-13-2024-13-02-24.log
diff --git a/prize_qualification_baselines/logs/external_tuning/full_budget/study_0/criteo1tb_jax/trial_1/flags_0.json b/reference_algorithms/qualification_baselines/logs/external_tuning/full_budget/study_0/criteo1tb_jax/trial_1/flags_0.json
similarity index 100%
rename from prize_qualification_baselines/logs/external_tuning/full_budget/study_0/criteo1tb_jax/trial_1/flags_0.json
rename to reference_algorithms/qualification_baselines/logs/external_tuning/full_budget/study_0/criteo1tb_jax/trial_1/flags_0.json
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diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_4/ogbg_jax/ogbg_jax_03-11-2024-03-14-14.log b/reference_algorithms/qualification_baselines/logs/self_tuning/full_budget/study_4/ogbg_jax/ogbg_jax_03-11-2024-03-14-14.log
similarity index 100%
rename from prize_qualification_baselines/logs/self_tuning/full_budget/study_4/ogbg_jax/ogbg_jax_03-11-2024-03-14-14.log
rename to reference_algorithms/qualification_baselines/logs/self_tuning/full_budget/study_4/ogbg_jax/ogbg_jax_03-11-2024-03-14-14.log
diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_4/ogbg_jax/trial_1/flags_0.json b/reference_algorithms/qualification_baselines/logs/self_tuning/full_budget/study_4/ogbg_jax/trial_1/flags_0.json
similarity index 100%
rename from prize_qualification_baselines/logs/self_tuning/full_budget/study_4/ogbg_jax/trial_1/flags_0.json
rename to reference_algorithms/qualification_baselines/logs/self_tuning/full_budget/study_4/ogbg_jax/trial_1/flags_0.json
diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_4/ogbg_jax/trial_1/meta_data_0.json b/reference_algorithms/qualification_baselines/logs/self_tuning/full_budget/study_4/ogbg_jax/trial_1/meta_data_0.json
similarity index 100%
rename from prize_qualification_baselines/logs/self_tuning/full_budget/study_4/ogbg_jax/trial_1/meta_data_0.json
rename to reference_algorithms/qualification_baselines/logs/self_tuning/full_budget/study_4/ogbg_jax/trial_1/meta_data_0.json
diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_4/wmt_jax/trial_1/flags_0.json b/reference_algorithms/qualification_baselines/logs/self_tuning/full_budget/study_4/wmt_jax/trial_1/flags_0.json
similarity index 100%
rename from prize_qualification_baselines/logs/self_tuning/full_budget/study_4/wmt_jax/trial_1/flags_0.json
rename to reference_algorithms/qualification_baselines/logs/self_tuning/full_budget/study_4/wmt_jax/trial_1/flags_0.json
diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_4/wmt_jax/trial_1/meta_data_0.json b/reference_algorithms/qualification_baselines/logs/self_tuning/full_budget/study_4/wmt_jax/trial_1/meta_data_0.json
similarity index 100%
rename from prize_qualification_baselines/logs/self_tuning/full_budget/study_4/wmt_jax/trial_1/meta_data_0.json
rename to reference_algorithms/qualification_baselines/logs/self_tuning/full_budget/study_4/wmt_jax/trial_1/meta_data_0.json
diff --git a/prize_qualification_baselines/logs/self_tuning/full_budget/study_4/wmt_jax/wmt_jax_03-12-2024-04-02-58.log b/reference_algorithms/qualification_baselines/logs/self_tuning/full_budget/study_4/wmt_jax/wmt_jax_03-12-2024-04-02-58.log
similarity index 100%
rename from prize_qualification_baselines/logs/self_tuning/full_budget/study_4/wmt_jax/wmt_jax_03-12-2024-04-02-58.log
rename to reference_algorithms/qualification_baselines/logs/self_tuning/full_budget/study_4/wmt_jax/wmt_jax_03-12-2024-04-02-58.log
diff --git a/prize_qualification_baselines/self_tuning/jax_nadamw_full_budget.py b/reference_algorithms/qualification_baselines/self_tuning/jax_nadamw_full_budget.py
similarity index 88%
rename from prize_qualification_baselines/self_tuning/jax_nadamw_full_budget.py
rename to reference_algorithms/qualification_baselines/self_tuning/jax_nadamw_full_budget.py
index 78c3b5b3e..d12042e9f 100644
--- a/prize_qualification_baselines/self_tuning/jax_nadamw_full_budget.py
+++ b/reference_algorithms/qualification_baselines/self_tuning/jax_nadamw_full_budget.py
@@ -18,11 +18,11 @@
 import chex
 from flax import jax_utils
 import jax
-from jax import lax
 import jax.numpy as jnp
 import optax
 
 from algoperf import spec
+from algoperf import jax_sharding_utils
 
 _GRAD_CLIP_EPS = 1e-6
 
@@ -207,21 +207,15 @@ def jax_cosine_warmup(step_hint: int, hyperparameters):
   return jax_utils.replicate(optimizer_state), opt_update_fn
 
 
-@functools.partial(
-    jax.pmap,
-    axis_name='batch',
-    in_axes=(None, None, 0, 0, 0, 0, 0, None, None),
-    static_broadcasted_argnums=(0, 1),
-    donate_argnums=(2, 3, 4))
-def pmapped_train_step(workload,
-                       opt_update_fn,
-                       model_state,
-                       optimizer_state,
-                       current_param_container,
-                       batch,
-                       rng,
-                       grad_clip,
-                       label_smoothing):
+def train_step(workload,
+               opt_update_fn,
+               model_state,
+               optimizer_state,
+               current_param_container,
+               batch,
+               rng,
+               grad_clip,
+               label_smoothing):
 
   def _loss_fn(params):
     """Loss function used for training."""
@@ -244,9 +238,7 @@ def _loss_fn(params):
   grad_fn = jax.value_and_grad(_loss_fn, has_aux=True)
   (summed_loss, (n_valid_examples, new_model_state)), grad = grad_fn(
       current_param_container)
-  # Get correct global mean loss and grad.
-  (summed_loss, n_valid_examples, grad) = lax.psum(
-      (summed_loss, n_valid_examples, grad), axis_name='batch')
+  # Get mean loss and grad.
   loss = summed_loss / n_valid_examples
   grad = jax.tree.map(lambda x: x / n_valid_examples, grad)
 
@@ -296,15 +288,50 @@ def update_params(
     grad_clip = hyperparameters['grad_clip']
   else:
     grad_clip = None
-  outputs = pmapped_train_step(workload,
-                               opt_update_fn,
-                               model_state,
-                               optimizer_state,
-                               current_param_container,
-                               batch,
-                               per_device_rngs,
-                               grad_clip,
-                               label_smoothing)
+
+    # Create shardings for each argument
+  mesh = jax.sharding.Mesh(jax.devices(), ('batch'))
+  replicated = jax_sharding_utils.get_replicate_sharding(
+      mesh)  # No partitioning
+  sharded = jax_sharding_utils.get_batch_sharding(
+      mesh)  # Partition along batch dimension
+
+  # Create the sharding rules for each argument
+  arg_shardings = (
+      # workload is static
+      # opt_update_fn is static
+      replicated,  # model_state
+      replicated,  # optimizer_state
+      replicated,  # current_param_container
+      sharded,  # batch
+      replicated,  # rng
+      replicated,  # grad_clip
+      replicated  # label_smoothing
+  )
+  out_shardings = (
+      replicated,  # new_optimizer_state
+      replicated,  # updated_params
+      replicated,  # new_model_state
+      replicated,  # loss
+      replicated  # grad_norm
+  )
+
+  # Jit with shardings
+  jitted_train_step = jax.jit(
+      train_step,
+      static_argnums=(0, 1),
+      donate_argnums=(2, 3, 4),
+      in_shardings=arg_shardings,
+      out_shardings=out_shardings)
+  outputs = jitted_train_step(workload,
+                              opt_update_fn,
+                              model_state,
+                              optimizer_state,
+                              current_param_container,
+                              batch,
+                              rng,
+                              grad_clip,
+                              label_smoothing)
   new_optimizer_state, new_params, new_model_state, loss, grad_norm = outputs
 
   # Log loss, grad_norm.
diff --git a/prize_qualification_baselines/self_tuning/jax_nadamw_target_setting.py b/reference_algorithms/qualification_baselines/self_tuning/jax_nadamw_target_setting.py
similarity index 88%
rename from prize_qualification_baselines/self_tuning/jax_nadamw_target_setting.py
rename to reference_algorithms/qualification_baselines/self_tuning/jax_nadamw_target_setting.py
index ffe854a0e..baefc12f3 100644
--- a/prize_qualification_baselines/self_tuning/jax_nadamw_target_setting.py
+++ b/reference_algorithms/qualification_baselines/self_tuning/jax_nadamw_target_setting.py
@@ -1,7 +1,5 @@
 """Submission file for an NAdamW optimizer with warmup+cosine LR in Jax."""
 
-import functools
-
 # isort: off
 # We have to turn off isort here to resolve a conflict between isort and yapf.
 from typing import (Any,
@@ -16,13 +14,13 @@
 # isort: on
 
 import chex
-from flax import jax_utils
 import jax
 from jax import lax
 import jax.numpy as jnp
 import optax
 
 from algoperf import spec
+from algoperf import jax_sharding_utils
 
 _GRAD_CLIP_EPS = 1e-6
 
@@ -204,24 +202,18 @@ def jax_cosine_warmup(step_hint: int, hyperparameters):
                                    workload.param_shapes)
   optimizer_state = opt_init_fn(params_zeros_like)
 
-  return jax_utils.replicate(optimizer_state), opt_update_fn
-
-
-@functools.partial(
-    jax.pmap,
-    axis_name='batch',
-    in_axes=(None, None, 0, 0, 0, 0, 0, None, None),
-    static_broadcasted_argnums=(0, 1),
-    donate_argnums=(2, 3, 4))
-def pmapped_train_step(workload,
-                       opt_update_fn,
-                       model_state,
-                       optimizer_state,
-                       current_param_container,
-                       batch,
-                       rng,
-                       grad_clip,
-                       label_smoothing):
+  return optimizer_state, opt_update_fn
+
+
+def train_step(workload,
+               opt_update_fn,
+               model_state,
+               optimizer_state,
+               current_param_container,
+               batch,
+               rng,
+               grad_clip,
+               label_smoothing):
 
   def _loss_fn(params):
     """Loss function used for training."""
@@ -296,15 +288,50 @@ def update_params(
     grad_clip = hyperparameters['grad_clip']
   else:
     grad_clip = None
-  outputs = pmapped_train_step(workload,
-                               opt_update_fn,
-                               model_state,
-                               optimizer_state,
-                               current_param_container,
-                               batch,
-                               per_device_rngs,
-                               grad_clip,
-                               label_smoothing)
+
+    # Create shardings for each argument
+  mesh = jax.sharding.Mesh(jax.devices(), ('batch'))
+  replicated = jax_sharding_utils.get_replicate_sharding(
+      mesh)  # No partitioning
+  sharded = jax_sharding_utils.get_batch_sharding(
+      mesh)  # Partition along batch dimension
+
+  # Create the sharding rules for each argument
+  arg_shardings = (
+      # workload is static
+      # opt_update_fn is static
+      replicated,  # model_state
+      replicated,  # optimizer_state
+      replicated,  # current_param_container
+      sharded,  # batch
+      replicated,  # rng
+      replicated,  # grad_clip
+      replicated  # label_smoothing
+  )
+  out_shardings = (
+      replicated,  # new_optimizer_state
+      replicated,  # updated_params
+      replicated,  # new_model_state
+      replicated,  # loss
+      replicated  # grad_norm
+  )
+
+  # Jit with shardings
+  jitted_train_step = jax.jit(
+      train_step,
+      static_argnums=(0, 1),
+      donate_argnums=(2, 3, 4),
+      in_shardings=arg_shardings,
+      out_shardings=out_shardings)
+  outputs = jitted_train_step(workload,
+                              opt_update_fn,
+                              model_state,
+                              optimizer_state,
+                              current_param_container,
+                              batch,
+                              rng,
+                              grad_clip,
+                              label_smoothing)
   new_optimizer_state, new_params, new_model_state, loss, grad_norm = outputs
 
   # Log loss, grad_norm.
diff --git a/prize_qualification_baselines/self_tuning/pytorch_nadamw_full_budget.py b/reference_algorithms/qualification_baselines/self_tuning/pytorch_nadamw_full_budget.py
similarity index 100%
rename from prize_qualification_baselines/self_tuning/pytorch_nadamw_full_budget.py
rename to reference_algorithms/qualification_baselines/self_tuning/pytorch_nadamw_full_budget.py
diff --git a/prize_qualification_baselines/self_tuning/pytorch_nadamw_target_setting.py b/reference_algorithms/qualification_baselines/self_tuning/pytorch_nadamw_target_setting.py
similarity index 100%
rename from prize_qualification_baselines/self_tuning/pytorch_nadamw_target_setting.py
rename to reference_algorithms/qualification_baselines/self_tuning/pytorch_nadamw_target_setting.py
diff --git a/reference_algorithms/target_setting_algorithms/jax_adamw.py b/reference_algorithms/target_setting_algorithms/jax_adamw.py
index b64f0dfd6..b99d1fd94 100644
--- a/reference_algorithms/target_setting_algorithms/jax_adamw.py
+++ b/reference_algorithms/target_setting_algorithms/jax_adamw.py
@@ -41,4 +41,4 @@ def init_optimizer_state(workload: spec.Workload,
       weight_decay=hyperparameters.weight_decay)
   optimizer_state = opt_init_fn(params_zeros_like)
 
-  return jax_utils.replicate(optimizer_state), opt_update_fn
+  return optimizer_state, opt_update_fn
diff --git a/reference_algorithms/target_setting_algorithms/jax_momentum.py b/reference_algorithms/target_setting_algorithms/jax_momentum.py
index a6c3d853b..9da67e8f9 100644
--- a/reference_algorithms/target_setting_algorithms/jax_momentum.py
+++ b/reference_algorithms/target_setting_algorithms/jax_momentum.py
@@ -41,7 +41,7 @@ def init_optimizer_state(workload: spec.Workload,
       nesterov=False)
   optimizer_state = opt_init_fn(params_zeros_like)
 
-  return jax_utils.replicate(optimizer_state), opt_update_fn
+  return optimizer_state, opt_update_fn
 
 
 def create_lr_schedule_fn(
diff --git a/reference_algorithms/target_setting_algorithms/jax_nadamw.py b/reference_algorithms/target_setting_algorithms/jax_nadamw.py
index 597a43c9e..1ba56bbda 100644
--- a/reference_algorithms/target_setting_algorithms/jax_nadamw.py
+++ b/reference_algorithms/target_setting_algorithms/jax_nadamw.py
@@ -168,4 +168,4 @@ def init_optimizer_state(workload: spec.Workload,
       weight_decay=hyperparameters.weight_decay)
   optimizer_state = opt_init_fn(params_zeros_like)
 
-  return jax_utils.replicate(optimizer_state), opt_update_fn
+  return optimizer_state, opt_update_fn
diff --git a/reference_algorithms/target_setting_algorithms/jax_nesterov.py b/reference_algorithms/target_setting_algorithms/jax_nesterov.py
index 0c11044fc..533e23f2c 100644
--- a/reference_algorithms/target_setting_algorithms/jax_nesterov.py
+++ b/reference_algorithms/target_setting_algorithms/jax_nesterov.py
@@ -41,7 +41,7 @@ def init_optimizer_state(workload: spec.Workload,
       nesterov=True)
   optimizer_state = opt_init_fn(params_zeros_like)
 
-  return jax_utils.replicate(optimizer_state), opt_update_fn
+  return optimizer_state, opt_update_fn
 
 
 def create_lr_schedule_fn(
diff --git a/reference_algorithms/target_setting_algorithms/jax_submission_base.py b/reference_algorithms/target_setting_algorithms/jax_submission_base.py
index 217228935..44c427736 100644
--- a/reference_algorithms/target_setting_algorithms/jax_submission_base.py
+++ b/reference_algorithms/target_setting_algorithms/jax_submission_base.py
@@ -1,32 +1,25 @@
 """Update submission function in Jax."""
-import functools
 from typing import Any, Dict, List, Optional, Tuple
 
 import jax
-from jax import lax
 import jax.numpy as jnp
 import optax
 
+from algoperf import jax_sharding_utils
 from algoperf import spec
 
 _GRAD_CLIP_EPS = 1e-6
 
 
-@functools.partial(
-    jax.pmap,
-    axis_name='batch',
-    in_axes=(None, None, 0, 0, 0, 0, 0, None, None),
-    static_broadcasted_argnums=(0, 1),
-    donate_argnums=(2, 3, 4))
-def pmapped_train_step(workload,
-                       opt_update_fn,
-                       model_state,
-                       optimizer_state,
-                       current_param_container,
-                       batch,
-                       rng,
-                       grad_clip,
-                       label_smoothing):
+def train_step(workload,
+               opt_update_fn,
+               model_state,
+               optimizer_state,
+               current_param_container,
+               batch,
+               rng,
+               grad_clip,
+               label_smoothing):
 
   def _loss_fn(params):
     """Loss function used for training."""
@@ -49,9 +42,7 @@ def _loss_fn(params):
   grad_fn = jax.value_and_grad(_loss_fn, has_aux=True)
   (summed_loss, (n_valid_examples, new_model_state)), grad = grad_fn(
       current_param_container)
-  # Get correct global mean loss and grad.
-  (summed_loss, n_valid_examples, grad) = lax.psum(
-      (summed_loss, n_valid_examples, grad), axis_name='batch')
+  # Compute mean loss and grad
   loss = summed_loss / n_valid_examples
   grad = jax.tree.map(lambda x: x / n_valid_examples, grad)
 
@@ -89,7 +80,6 @@ def update_params(
   del eval_results
 
   optimizer_state, opt_update_fn = optimizer_state
-  per_device_rngs = jax.random.split(rng, jax.local_device_count())
   if hasattr(hyperparameters, 'label_smoothing'):
     label_smoothing = hyperparameters.label_smoothing
   else:
@@ -98,9 +88,44 @@ def update_params(
     grad_clip = hyperparameters.grad_clip
   else:
     grad_clip = None
-  new_optimizer_state, new_params, new_model_state, loss, grad_norm = pmapped_train_step( # pylint: disable=line-too-long
+  # Create shardings for each argument
+  mesh = jax.sharding.Mesh(jax.devices(), ('batch'))
+  replicated = jax_sharding_utils.get_replicate_sharding(
+      mesh)  # No partitioning
+  sharded = jax_sharding_utils.get_batch_sharding(
+      mesh)  # Partition along batch dimension
+
+  # Create the sharding rules for each argument
+  arg_shardings = (
+      # workload is static
+      # opt_update_fn is static
+      replicated,  # model_state
+      replicated,  # optimizer_state
+      replicated,  # current_param_container
+      sharded,  # batch
+      replicated,  # rng
+      replicated,  # grad_clip
+      replicated  # label_smoothing
+  )
+  out_shardings = (
+      replicated,  # new_optimizer_state
+      replicated,  # updated_params
+      replicated,  # new_model_state
+      replicated,  # loss
+      replicated  # grad_norm
+  )
+
+  # Jit with shardings
+  jitted_train_step = jax.jit(
+      train_step,
+      static_argnums=(0, 1),
+      donate_argnums=(2, 3, 4),
+      in_shardings=arg_shardings,
+      out_shardings=out_shardings)
+
+  new_optimizer_state, new_params, new_model_state, loss, grad_norm = jitted_train_step(
       workload, opt_update_fn, model_state, optimizer_state,
-      current_param_container, batch, per_device_rngs, grad_clip,
+      current_param_container, batch, rng, grad_clip,
       label_smoothing)
 
   # Log loss, grad_norm.
@@ -108,8 +133,8 @@ def update_params(
       workload.metrics_logger is not None):
     workload.metrics_logger.append_scalar_metrics(
         {
-            'loss': loss[0],
-            'grad_norm': grad_norm[0],
+            'loss': loss.item(),
+            'grad_norm': grad_norm.item(),
         }, global_step)
   return (new_optimizer_state, opt_update_fn), new_params, new_model_state
 
diff --git a/scoring/plot_utils/plot_curves.py b/scoring/plot_utils/plot_curves.py
new file mode 100644
index 000000000..e6f4636b7
--- /dev/null
+++ b/scoring/plot_utils/plot_curves.py
@@ -0,0 +1,90 @@
+from absl import flags
+from absl import app
+from absl import logging
+
+import re
+import pandas as pd
+import os
+import wandb
+
+flags.DEFINE_string(
+    'experiment_dir',
+    # '/home/kasimbeg/algoperf-runs-internal/experiments/jit_switch_debug_conformer_old_step_hint',
+    '/home/kasimbeg/submissions_algorithms/logs/external_tuning/baseline',
+    'Path to experiment dir.')
+flags.DEFINE_string(
+    'workloads',
+    'librispeech_conformer_jax',
+    'Filter only for workload e.g. fastmri_jax. If None include all workloads in experiment.'
+)
+flags.DEFINE_string('project_name',
+                    'visualize-training-curves-legacy-stephint-conformer',
+                    'Wandb project name.')
+flags.DEFINE_string('run_postfix', 'pmap', 'Postfix for wandb runs.')
+
+FLAGS = flags.FLAGS
+
+MEASUREMENTS_FILENAME = 'eval_measurements.csv'
+TRIAL_DIR_REGEX = 'trial_(\d+)'
+
+
+def get_filename(trial_dir):
+  filename = os.path.join(trial_dir, MEASUREMENTS_FILENAME)
+  return filename
+
+
+def main(_):
+  experiment_dir = FLAGS.experiment_dir
+  study_dirs = os.listdir(experiment_dir)
+  for study_dir in study_dirs:
+    if not FLAGS.workloads:
+      workload_dirs = os.listdir(os.path.join(experiment_dir, study_dir))
+      workload_dirs = [
+          w for w in workload_dirs
+          if os.path.isdir(os.path.join(experiment_dir, study_dir, w))
+      ]
+      print(workload_dirs)
+    else:
+      workload_dirs = FLAGS.workloads.split(',')
+    for workload in workload_dirs:
+      logging.info(os.path.join(experiment_dir, study_dir, workload))
+      trial_dirs = [
+          t for t in os.listdir(
+              os.path.join(experiment_dir, study_dir, workload))
+          if re.match(TRIAL_DIR_REGEX, t)
+      ]
+      for trial in trial_dirs:
+        trial_dir = os.path.join(FLAGS.experiment_dir,
+                                 study_dir,
+                                 workload,
+                                 trial)
+        print(trial_dir)
+        filename = get_filename(trial_dir)
+        if not os.path.exists(filename):
+          continue
+
+        # Start a new W&B run
+        run = wandb.init(
+            project=FLAGS.project_name,
+            name=(f'{workload}_{study_dir}_{trial}' + FLAGS.run_postfix))
+
+        # Log the CSV as a versioned Artifact
+        artifact = wandb.Artifact(name="training-data", type="dataset")
+        artifact.add_file(filename)  # Directly add the file
+        run.log_artifact(artifact)
+
+        # Log the metrics for direct visualization
+        df = pd.read_csv(filename)
+        for index, row in df.iterrows():
+          metrics = {col: row[col] for col in df.columns}
+          wandb.log(metrics, step=int(row["global_step"]))
+
+        # Finish the W&B run ---
+        run.finish()
+
+  return
+
+
+if __name__ == '__main__':
+
+  app.run(main)
diff --git a/scoring/score_submissions.py b/scoring/score_submissions.py
index f07dc8cdd..7857da0af 100644
--- a/scoring/score_submissions.py
+++ b/scoring/score_submissions.py
@@ -11,6 +11,7 @@
   --compute_performance_profiles \
   --output_dir scoring_results_self_tuning \
   --self_tuning_ruleset
+
 """
 
 import operator
@@ -100,6 +101,9 @@ def get_summary_df(workload, workload_df, include_test_split=False):
           'index to target on val'])] if x['val target reached'] else np.inf,
       axis=1)
 
+  summary_df['step_time (s)'] = (workload_df['accumulated_submission_time'] /
+                                 workload_df['global_step']).iloc[-1][-1]
+
   # test metrics
   if include_test_split:
     test_metric, test_target = scoring_utils.get_workload_metrics_and_targets(workload, split='test')
diff --git a/scoring/utils/slurm/make_job_config.py b/scoring/utils/slurm/make_job_config.py
index 116e70459..7e363bf83 100644
--- a/scoring/utils/slurm/make_job_config.py
+++ b/scoring/utils/slurm/make_job_config.py
@@ -13,11 +13,10 @@
 from absl import flags
 import jax
 
-SUBMISSION_PATH = 'submissions_algorithms/submissions/self_tuning/schedule_free_adamw_v2/submission.py'
-EXPERIMENT_DIR = 'submissions/rolling_leaderboard/self_tuning/schedule_free_adamw_v2'
-TUNING_SEARCH_SPACE = None
-FRAMEWORK = 'pytorch'
-TUNING_RULESET = 'self'
+SUBMISSION_PATH = 'reference_algorithms/paper_baselines/adamw/jax/submission.py'
+TUNING_SEARCH_SPACE = 'reference_algorithms/paper_baselines/adamw/tuning_search_space.json'
+NUM_TUNING_TRIALS = 3  # For external tuning ruleset
+NUM_STUDIES = 3
 
 flags.DEFINE_string(
     'submission_path',
@@ -29,27 +28,28 @@
     'Path to tuning search space for submission module relative to algorithmic-efficiency dir.'
 )
 flags.DEFINE_string('experiment_dir',
-                    EXPERIMENT_DIR,
+                    'experiments/',
                     'Path to experiment dir where logs will be saved.')
 flags.DEFINE_enum(
     'framework',
-    FRAMEWORK,
+    'jax',
     enum_values=['jax', 'pytorch'],
     help='Can be either pytorch or jax.')
 flags.DEFINE_integer('seed', 0, 'RNG seed to to generate study seeds from.')
 flags.DEFINE_enum(
     'tuning_ruleset',
-    TUNING_RULESET,
+    'external',
     enum_values=['external', 'self'],
     help='Which tuning ruleset to score this submission on. Can be external or self.'
 )
+flags.DEFINE_string(
+    'workloads', None, help='Comma seperated list of workloads to run.')
+flags.DEFINE_integer('num_studies', NUM_STUDIES, help='Number of studies.')
 
 FLAGS = flags.FLAGS
 
 MIN_INT = -2**(31)
 MAX_INT = 2**(31) - 1
-NUM_TUNING_TRIALS = 5  # For external tuning ruleset
-NUM_STUDIES = 3
 
 WORKLOADS = {
     "imagenet_resnet": {"dataset": "imagenet"},
@@ -64,7 +64,11 @@
 
 
 def main(_):
-  workloads = WORKLOADS.keys()
+  if not FLAGS.workloads:
+    workloads = WORKLOADS.keys()
+  else:
+    workloads = FLAGS.workloads.split(',')
+
   key = jax.random.key(FLAGS.seed)
 
   jobs = []
diff --git a/submission_runner.py b/submission_runner.py
index 468a04c7c..16fb20c15 100644
--- a/submission_runner.py
+++ b/submission_runner.py
@@ -31,6 +31,10 @@
 from absl import logging
 import jax
 import tensorflow as tf
+
+# New PRNG implementation for correct sharding
+jax.config.update('jax_default_prng_impl', 'threefry2x32')
+jax.config.update('jax_threefry_partitionable', True)
 import torch
 import torch.distributed as dist
 
@@ -162,6 +166,13 @@
     'Number of workers for ImageNet PyTorch evaluation data loaders.'
     'WARNING: Setting pytorch_eval_num_workers != 0, will result '
     'in incorrect evals currently, see issues/732.')
+flags.DEFINE_boolean(
+    'capture_jax_trace',
+    False,
+    'Captures jax profiler trace and writes to experiment directory.')
+flags.DEFINE_boolean('skip_evals',
+                     False,
+                     'Skip evals on train eval, validation and test splits.')
 FLAGS = flags.FLAGS
 USE_PYTORCH_DDP, RANK, DEVICE, N_GPUS = pytorch_setup()
 
@@ -209,7 +220,8 @@ def train_once(
     profiler: Profiler,
     max_global_steps: int = None,
     log_dir: Optional[str] = None,
-    save_checkpoints: Optional[bool] = True
+    save_checkpoints: Optional[bool] = True,
+    skip_evals: Optional[bool] = False,
 ) -> Tuple[spec.Timing, Dict[str, Any]]:
   _reset_cuda_mem()
   data_rng, opt_init_rng, model_init_rng, rng = prng.split(rng, 4)
@@ -385,7 +397,8 @@ def train_once(
 
     # Check if submission is eligible for an untimed eval.
     if ((train_step_end_time - train_state['last_eval_time']) >=
-        workload.eval_period_time_sec or train_state['training_complete']):
+        workload.eval_period_time_sec or
+        train_state['training_complete']) and not skip_evals:
 
       # Prepare for evaluation (timed).
       if prepare_for_eval is not None:
@@ -547,7 +560,9 @@ def score_submission_on_workload(workload: spec.Workload,
                                  save_checkpoints: Optional[bool] = True,
                                  hparam_start_index: Optional[bool] = None,
                                  hparam_end_index: Optional[bool] = None,
-                                 rng_seed: Optional[int] = None):
+                                 rng_seed: Optional[int] = None,
+                                 capture_trace: Optional[bool] = False,
+                                 skip_evals: Optional[bool] = False):
   # Expand paths because '~' may not be recognized
   data_dir = os.path.expanduser(data_dir)
   if imagenet_v2_data_dir:
@@ -627,6 +642,9 @@ def score_submission_on_workload(workload: spec.Workload,
         tuning_search_space[hi] = hyperparameters
 
       with profiler.profile('Train'):
+        if capture_trace:
+          logging.info(f'Capturing and saving jax trace to {log_dir}')
+          jax.profiler.start_trace(f'{log_dir}/traces'),
         timing, metrics = train_once(workload, workload_name,
                                      global_batch_size,
                                      global_eval_batch_size,
@@ -640,7 +658,10 @@ def score_submission_on_workload(workload: spec.Workload,
                                      profiler,
                                      max_global_steps,
                                      tuning_dir_name,
-                                     save_checkpoints=save_checkpoints,)
+                                     save_checkpoints=save_checkpoints,
+                                     skip_evals=skip_evals)
+        if capture_trace:
+          jax.profiler.stop_trace()
       all_timings[hi] = timing
       all_metrics[hi] = metrics
       logging.info(f'Tuning trial {hi + 1}/{num_tuning_trials}')
@@ -665,12 +686,17 @@ def score_submission_on_workload(workload: spec.Workload,
       logging.info(f'Creating directory at {log_dir}.')
       logger_utils.makedir(log_dir)
     with profiler.profile('Train'):
+      if capture_trace:
+        jax.profiler.start_trace('/algoperf/traces'),
+        logging.info(f'Capturing and saving jax trace to {log_dir}')
       score, _ = train_once(
           workload, workload_name, global_batch_size, global_eval_batch_size,
           data_dir, imagenet_v2_data_dir,
           init_optimizer_state, update_params, data_selection, prepare_for_eval,
           None, rng_seed, rng, profiler, max_global_steps, log_dir,
           save_checkpoints=save_checkpoints)
+      if capture_trace:
+        jax.profiler.stop_trace()
   return score
 
 
@@ -746,7 +772,10 @@ def main(_):
       save_checkpoints=FLAGS.save_checkpoints,
       hparam_start_index=FLAGS.hparam_start_index,
       hparam_end_index=FLAGS.hparam_end_index,
-      rng_seed=FLAGS.rng_seed)
+      rng_seed=FLAGS.rng_seed,
+      capture_trace=FLAGS.capture_jax_trace,
+      skip_evals=FLAGS.skip_evals,
+  )
   logging.info(f'Final {FLAGS.workload} score: {score}')
 
   if FLAGS.profile:
diff --git a/tests/reference_algorithm_tests.py b/tests/reference_algorithm_tests.py
index c4ca514a8..f576d136b 100644
--- a/tests/reference_algorithm_tests.py
+++ b/tests/reference_algorithm_tests.py
@@ -225,7 +225,7 @@ def _build_input_queue(self, *args, **kwargs):
       del kwargs
 
       np.random.seed(42)
-      if framework == 'jax' or USE_PYTORCH_DDP:
+      if USE_PYTORCH_DDP:
         batch_shape = (n_gpus, global_batch_size // n_gpus)
       else:
         batch_shape = (global_batch_size,)
@@ -422,6 +422,10 @@ def _test_submission(workload_name,
     global_batch_size = FLAGS.global_batch_size
     if FLAGS.global_batch_size < 0:
       raise ValueError('Must set --global_batch_size.')
+    elif global_batch_size < n_gpus and FLAGS.framework == 'jax':
+      raise ValueError(
+          'Global batch size cannot be smaller than the number of GPUs when using JAX sharding.'
+      )
   workload = _make_one_batch_workload(workload_class,
                                       workload_name,
                                       framework,
diff --git a/tests/test_jax_sharding_invariance.py b/tests/test_jax_sharding_invariance.py
new file mode 100644
index 000000000..82e3b38d4
--- /dev/null
+++ b/tests/test_jax_sharding_invariance.py
@@ -0,0 +1,97 @@
+"""Tests for sharding consistency in JAX workloads.
+
+Specifically this will test the model_init functions, and input_pipeline.
+"""
+import copy
+import os
+import sys
+
+from absl import flags
+from absl import logging
+from absl.testing import absltest
+from absl.testing import parameterized
+
+from algoperf.profiler import PassThroughProfiler
+import submission_runner
+from algoperf.workloads.workloads import import_workload
+from algoperf.workloads.workloads import BASE_WORKLOADS_DIR
+from algoperf.workloads.workloads import WORKLOADS
+
+FLAGS = flags.FLAGS
+# Needed to avoid UnparsedFlagAccessError
+# (see https://github.com/google/model_search/pull/8).
+FLAGS(sys.argv)
+
+FRAMEWORK = 'jax'  # Can extend to pytorch later
+
+test_case = dict(testcase_name='test_ogbg', workload='ogbg')
+
+
+class SubmissionRunnerTest(parameterized.TestCase):
+  """Tests for reference submissions."""
+
+  @parameterized.named_parameters(test_case)
+  def test_invariance(self, workload_name):
+    workload_name = 'ogbg'
+    dataset_dir = f'/data/{workload_name}'
+    workload_metadata = copy.deepcopy(WORKLOADS[workload_name])
+    workload_metadata['workload_path'] = os.path.join(
+        BASE_WORKLOADS_DIR,
+        workload_metadata['workload_path'] + '_' + FRAMEWORK,
+        'workload.py')
+    workload = import_workload(
+        workload_path=workload_metadata['workload_path'],
+        workload_class_name=workload_metadata['workload_class_name'],
+        workload_init_kwargs={})
+
+    rng = jax.random.PRNGKey(0)
+    initial_params, model_state = workload.init_model_fn(rng)
+    data_iter = workload._build_input_queue(rng, 'train', dataset_dir, 32)
+    batch = next(data_iter)
+    inputs = batch['inputs']
+
+    def forward_pass(
+        params,
+        batch,
+        model_state,
+        rng,
+    ):
+      logits, _ = workload.model_fn(initial_params,
+                              batch,
+                              model_state,
+                              spec.ForwardPassMode.TRAIN,
+                              rng,
+                              update_batch_norm=True)
+      return logits
+
+    forward_pass_jitted = jax.jit(
+        forward_pass,
+        in_shardings=(
+            jax_sharding_utils.get_replicate_sharding(),
+            jax_sharding_utils.get_batch_dim_sharding(),
+            jax_sharding_utils.get_replicate_sharding(),
+            jax_sharding_utils.get_replicate_sharding(),
+        ),
+        out_shardings=jax_sharding_utils.get_batch_dim_sharding())
+
+    logits = forward_pass(
+        initial_params,
+        batch,
+        model_state,
+        rng,
+    )
+
+    logits_jitted = forward_pass_jitted(
+        initial_params,
+        batch,
+        model_state,
+        rng,
+    )
+
+    jax.debug.visualize_array_sharding(logits_jitted)
+
+    equal = jnp.allclose(logits, logits_jitted, atol=1e-6)
+
+
+if __name__ == '__main__':
+  absltest.main()