diff --git a/dlc_developer_config.toml b/dlc_developer_config.toml
index 32e85d54b850..5ba9ff33a43a 100644
--- a/dlc_developer_config.toml
+++ b/dlc_developer_config.toml
@@ -1,161 +1,72 @@
 [dev]
-# Set to "huggingface", for example, if you are a huggingface developer. Default is ""
 partner_developer = ""
-# Please only set it to true if you are preparing an EI related PR
-# Do remember to revert it back to false before merging any PR (including EI dedicated PR)
 ei_mode = false
-# Please only set it to true if you are preparing a NEURON related PR
-# Do remember to revert it back to false before merging any PR (including NEURON dedicated PR)
 neuron_mode = false
-# Please only set it to true if you are preparing a NEURONX related PR
-# Do remember to revert it back to false before merging any PR (including NEURONX dedicated PR)
 neuronx_mode = false
-# Please only set it to true if you are preparing a GRAVITON related PR
-# Do remember to revert it back to false before merging any PR (including GRAVITON dedicated PR)
 graviton_mode = false
-# Please only set it to true if you are preparing a ARM64 related PR
-# Do remember to revert it back to false before merging any PR (including ARM64 dedicated PR)
 arm64_mode = false
-# Please only set it to True if you are preparing a HABANA related PR
-# Do remember to revert it back to False before merging any PR (including HABANA dedicated PR)
 habana_mode = false
-# Please only set it to True if you are preparing a HUGGINGFACE TRCOMP related PR
-# Do remember to revert it back to False before merging any PR (including HUGGINGFACE TRCOMP dedicated PR)
-# This mode is used to build TF 2.6 and PT1.11 DLC
 huggingface_trcomp_mode = false
-# Please only set it to True if you are preparing a TRCOMP related PR
-# Do remember to revert it back to False before merging any PR (including TRCOMP dedicated PR)
-# This mode is used to build PT1.12 and above DLC
 trcomp_mode = false
-# Set deep_canary_mode to true to simulate Deep Canary Test conditions on PR for all frameworks in the
-# build_frameworks list below. This will cause all image builds and non-deep-canary tests on the PR to be skipped,
-# regardless of whether they are enabled or disabled below.
-# Set graviton_mode/arm64_mode to true to run Deep Canaries on Graviton/ARM64 images.
-# Do remember to revert it back to false before merging any PR.
 deep_canary_mode = false
 
 [build]
-# Add in frameworks you would like to build. By default, builds are disabled unless you specify building an image.
-# available frameworks - ["autogluon", "huggingface_tensorflow", "huggingface_pytorch", "huggingface_tensorflow_trcomp", "huggingface_pytorch_trcomp", "pytorch_trcomp", "tensorflow", "pytorch", "stabilityai_pytorch"]
-build_frameworks = []
-
-
-# By default we build both training and inference containers. Set true/false values to determine which to build.
+build_frameworks = [ "huggingface_pytorch",]
 build_training = true
-build_inference = true
-
-# Set do_build to "false" to skip builds and test the latest image built by this PR
-# Note: at least one build is required to set do_build to "false"
+build_inference = false
 do_build = true
 
 [notify]
-### Notify on test failures
-### Off by default
 notify_test_failures = false
-  # Valid values: medium or high
-  notification_severity = "medium"
+notification_severity = "medium"
 
 [test]
-### On by default
 sanity_tests = true
 security_tests = true
-  safety_check_test = false
-  ecr_scan_allowlist_feature = false
+safety_check_test = false
+ecr_scan_allowlist_feature = false
 ecs_tests = true
 eks_tests = true
 ec2_tests = true
-# Set it to true if you are preparing a Benchmark related PR
 ec2_benchmark_tests = false
-
-### Set ec2_tests_on_heavy_instances = true to be able to run any EC2 tests that use large/expensive instance types by
-### default. If false, these types of tests will be skipped while other tests will run as usual.
-### These tests are run in EC2 test jobs, so ec2_tests must be true if ec2_tests_on_heavy_instances is true.
-### Off by default (set to false)
 ec2_tests_on_heavy_instances = false
-### SM specific tests
-### On by default
 sagemaker_local_tests = true
-
-# run standard sagemaker remote tests from test/sagemaker_tests
 sagemaker_remote_tests = true
-# run efa sagemaker tests
 sagemaker_efa_tests = false
-# run release_candidate_integration tests
 sagemaker_rc_tests = false
-# run sagemaker benchmark tests
 sagemaker_benchmark_tests = false
-
-# SM remote EFA test instance type
 sagemaker_remote_efa_instance_type = ""
-
-# Run CI tests for nightly images
-# false by default
 nightly_pr_test_mode = false
-
 use_scheduler = false
 
 [buildspec_override]
-# Assign the path to the required buildspec file from the deep-learning-containers folder
-# For example:
-# dlc-pr-tensorflow-2-habana-training = "habana/tensorflow/training/buildspec-2-10.yml"
-# dlc-pr-pytorch-inference = "pytorch/inference/buildspec-1-12.yml"
-# Setting the buildspec file path to "" allows the image builder to choose the default buildspec file.
-
-### TRAINING PR JOBS ###
-
-# Standard Framework Training
 dlc-pr-pytorch-training = ""
 dlc-pr-tensorflow-2-training = ""
 dlc-pr-autogluon-training = ""
-
-# HuggingFace Training
 dlc-pr-huggingface-tensorflow-training = ""
-dlc-pr-huggingface-pytorch-training = ""
-
-# Training Compiler
+dlc-pr-huggingface-pytorch-training = "huggingface/pytorch/training/buildspec-2-3-0.yml"
 dlc-pr-huggingface-pytorch-trcomp-training = ""
 dlc-pr-huggingface-tensorflow-2-trcomp-training = ""
 dlc-pr-pytorch-trcomp-training = ""
-
-# Neuron Training
 dlc-pr-pytorch-neuron-training = ""
 dlc-pr-tensorflow-2-neuron-training = ""
-
-# Stability AI Training
 dlc-pr-stabilityai-pytorch-training = ""
-
-# Habana Training
 dlc-pr-pytorch-habana-training = ""
 dlc-pr-tensorflow-2-habana-training = ""
-
-### INFERENCE PR JOBS ###
-
-# Standard Framework Inference
 dlc-pr-pytorch-inference = ""
 dlc-pr-tensorflow-2-inference = ""
 dlc-pr-autogluon-inference = ""
-
-# Neuron Inference
 dlc-pr-pytorch-neuron-inference = ""
 dlc-pr-tensorflow-1-neuron-inference = ""
 dlc-pr-tensorflow-2-neuron-inference = ""
-
-# HuggingFace Inference
 dlc-pr-huggingface-tensorflow-inference = ""
 dlc-pr-huggingface-pytorch-inference = ""
 dlc-pr-huggingface-pytorch-neuron-inference = ""
-
-# Stability AI Inference
 dlc-pr-stabilityai-pytorch-inference = ""
-
-# Graviton Inference
 dlc-pr-pytorch-graviton-inference = ""
 dlc-pr-tensorflow-2-graviton-inference = ""
-
-# ARM64 Inference
 dlc-pr-pytorch-arm64-inference = ""
 dlc-pr-tensorflow-2-arm64-inference = ""
-
-# EIA Inference
 dlc-pr-pytorch-eia-inference = ""
 dlc-pr-tensorflow-2-eia-inference = ""
+
diff --git a/huggingface/pytorch/training/docker/2.3/py3/cu121/Dockerfile.gpu b/huggingface/pytorch/training/docker/2.3/py3/cu121/Dockerfile.gpu
index 3ee0d932d812..21bd418a7709 100644
--- a/huggingface/pytorch/training/docker/2.3/py3/cu121/Dockerfile.gpu
+++ b/huggingface/pytorch/training/docker/2.3/py3/cu121/Dockerfile.gpu
@@ -25,8 +25,7 @@ RUN pip install --upgrade pip \
  && pip uninstall -y transformer-engine flash-attn pyarrow cryptography \
  && pip install --no-cache-dir -U pyarrow cryptography pyopenssl Pillow \
  && pip --no-cache-dir install --upgrade wheel setuptools \
- && pip install --no-cache-dir --upgrade werkzeug==3.0.6 \
- && pip install cmake">=3.24.3,<3.25"
+ && pip install --no-cache-dir --upgrade werkzeug==3.0.6
 
 # install Hugging Face libraries and its dependencies
 RUN pip install --no-cache-dir \