diff --git a/neuronxcc-2.13.68.0+6dfecc895/0_REGISTRY/0.0.21/inference/llama/NousResearch/Llama-2-13b-hf/88f5eb9e6ca24670f54a.json b/neuronxcc-2.13.68.0+6dfecc895/0_REGISTRY/0.0.21/inference/llama/NousResearch/Llama-2-13b-hf/88f5eb9e6ca24670f54a.json
deleted file mode 100644
index fd08acc7532acdc3d68e856aca12c288fed7b0d6..0000000000000000000000000000000000000000
--- a/neuronxcc-2.13.68.0+6dfecc895/0_REGISTRY/0.0.21/inference/llama/NousResearch/Llama-2-13b-hf/88f5eb9e6ca24670f54a.json
+++ /dev/null
@@ -1 +0,0 @@
-{"architectures": ["LlamaForCausalLM"], "attention_bias": false, "attention_dropout": 0.0, "bos_token_id": 1, "eos_token_id": 2, "hidden_act": "silu", "hidden_size": 5120, "initializer_range": 0.02, "intermediate_size": 13824, "max_position_embeddings": 4096, "model_type": "llama", "neuron": {"auto_cast_type": "fp16", "batch_size": 1, "checkpoint_id": "NousResearch/Llama-2-13b-hf", "checkpoint_revision": "b0491461253755d8c60bf22f0d696b9e337c6375", "compiler_type": "neuronx-cc", "compiler_version": "2.13.68.0+6dfecc895", "num_cores": 8, "sequence_length": 1024, "task": "text-generation"}, "num_attention_heads": 40, "num_hidden_layers": 40, "num_key_value_heads": 40, "pad_token_id": 0, "pretraining_tp": 1, "rms_norm_eps": 1e-05, "rope_scaling": null, "rope_theta": 10000.0, "tie_word_embeddings": false, "torch_dtype": "float16", "use_cache": true, "vocab_size": 32000}
\ No newline at end of file
diff --git a/neuronxcc-2.13.68.0+6dfecc895/0_REGISTRY/0.0.21/inference/llama/NousResearch/Llama-2-13b-hf/c72ab389f76526a9f660.json b/neuronxcc-2.13.68.0+6dfecc895/0_REGISTRY/0.0.21/inference/llama/NousResearch/Llama-2-13b-hf/c72ab389f76526a9f660.json
deleted file mode 100644
index 516cf084b0594144630ab3cb2be40e85520bfb54..0000000000000000000000000000000000000000
--- a/neuronxcc-2.13.68.0+6dfecc895/0_REGISTRY/0.0.21/inference/llama/NousResearch/Llama-2-13b-hf/c72ab389f76526a9f660.json
+++ /dev/null
@@ -1 +0,0 @@
-{"architectures": ["LlamaForCausalLM"], "attention_bias": false, "attention_dropout": 0.0, "bos_token_id": 1, "eos_token_id": 2, "hidden_act": "silu", "hidden_size": 5120, "initializer_range": 0.02, "intermediate_size": 13824, "max_position_embeddings": 4096, "model_type": "llama", "neuron": {"auto_cast_type": "fp16", "batch_size": 8, "checkpoint_id": "NousResearch/Llama-2-13b-hf", "checkpoint_revision": "b0491461253755d8c60bf22f0d696b9e337c6375", "compiler_type": "neuronx-cc", "compiler_version": "2.13.68.0+6dfecc895", "num_cores": 8, "sequence_length": 1024, "task": "text-generation"}, "num_attention_heads": 40, "num_hidden_layers": 40, "num_key_value_heads": 40, "pad_token_id": 0, "pretraining_tp": 1, "rms_norm_eps": 1e-05, "rope_scaling": null, "rope_theta": 10000.0, "tie_word_embeddings": false, "torch_dtype": "float16", "use_cache": true, "vocab_size": 32000}
\ No newline at end of file
diff --git a/neuronxcc-2.13.68.0+6dfecc895/0_REGISTRY/0.0.21/training/llama/meta-llama/Llama-2-7b-chat-hf/45e72c385f2c8f78486d.json b/neuronxcc-2.13.68.0+6dfecc895/0_REGISTRY/0.0.21/training/llama/meta-llama/Llama-2-7b-chat-hf/45e72c385f2c8f78486d.json
deleted file mode 100644
index 9dbb926cd70fafd894997ead14b01190538b9179..0000000000000000000000000000000000000000
--- a/neuronxcc-2.13.68.0+6dfecc895/0_REGISTRY/0.0.21/training/llama/meta-llama/Llama-2-7b-chat-hf/45e72c385f2c8f78486d.json
+++ /dev/null
@@ -1 +0,0 @@
-{"architectures": ["LlamaForCausalLM"], "attention_bias": false, "attention_dropout": 0.0, "bos_token_id": 1, "eos_token_id": 2, "hidden_act": "silu", "hidden_size": 4096, "initializer_range": 0.02, "intermediate_size": 11008, "max_position_embeddings": 4096, "model_type": "llama", "neuron": {"compiler_version": "2.13.68.0+6dfecc895", "input_specs": {"attention_mask": [2, 512], "input_ids": [2, 512], "labels": [2, 512]}, "model_class": "LlamaForCausalLM", "num_neuron_cores_per_node": 64, "pipeline_parallel_size": 1, "precision": "bfloat16", "tensor_parallel_size": 8, "training": false}, "num_attention_heads": 32, "num_hidden_layers": 32, "num_key_value_heads": 32, "pretraining_tp": 1, "rms_norm_eps": 1e-05, "rope_scaling": null, "rope_theta": 10000.0, "tie_word_embeddings": false, "torch_dtype": "float16", "use_cache": true, "vocab_size": 32000}
\ No newline at end of file
diff --git a/neuronxcc-2.13.68.0+6dfecc895/0_REGISTRY/0.0.21/training/mistral/mistralai/Mistral-7B-v0.1/79175df896785fcde622.json b/neuronxcc-2.13.68.0+6dfecc895/0_REGISTRY/0.0.21/training/mistral/mistralai/Mistral-7B-v0.1/79175df896785fcde622.json
deleted file mode 100644
index 043650aba566e3bf3eac12709d3699cceedc1872..0000000000000000000000000000000000000000
--- a/neuronxcc-2.13.68.0+6dfecc895/0_REGISTRY/0.0.21/training/mistral/mistralai/Mistral-7B-v0.1/79175df896785fcde622.json
+++ /dev/null
@@ -1 +0,0 @@
-{"architectures": ["MistralForCausalLM"], "attention_dropout": 0.0, "bos_token_id": 1, "eos_token_id": 2, "hidden_act": "silu", "hidden_size": 4096, "initializer_range": 0.02, "intermediate_size": 14336, "max_position_embeddings": 32768, "model_type": "mistral", "neuron": {"compiler_version": "2.13.68.0+6dfecc895", "input_specs": {"attention_mask": [2, 512], "input_ids": [2, 512], "labels": [2, 512]}, "model_class": "MistralForCausalLM", "num_neuron_cores_per_node": 64, "pipeline_parallel_size": 1, "precision": "bfloat16", "tensor_parallel_size": 8, "training": false}, "num_attention_heads": 32, "num_hidden_layers": 32, "num_key_value_heads": 8, "rms_norm_eps": 1e-05, "rope_theta": 10000.0, "sliding_window": 4096, "tie_word_embeddings": false, "torch_dtype": "bfloat16", "use_cache": true, "vocab_size": 32000}
\ No newline at end of file
diff --git a/neuronxcc-2.13.68.0+6dfecc895/0_REGISTRY/0.0.21/training/mistral/yam-peleg/Experiment31-7B/45c8b478d085d6ae8f6b.json b/neuronxcc-2.13.68.0+6dfecc895/0_REGISTRY/0.0.21/training/mistral/yam-peleg/Experiment31-7B/45c8b478d085d6ae8f6b.json
deleted file mode 100644
index 4248470d31a65a1c6243cf84b4504568ddafa12f..0000000000000000000000000000000000000000
--- a/neuronxcc-2.13.68.0+6dfecc895/0_REGISTRY/0.0.21/training/mistral/yam-peleg/Experiment31-7B/45c8b478d085d6ae8f6b.json
+++ /dev/null
@@ -1 +0,0 @@
-{"architectures": ["MistralForCausalLM"], "attention_dropout": 0.0, "bos_token_id": 1, "eos_token_id": 2, "hidden_act": "silu", "hidden_size": 4096, "initializer_range": 0.02, "intermediate_size": 14336, "max_position_embeddings": 32768, "model_type": "mistral", "neuron": {"compiler_version": "2.13.68.0+6dfecc895", "input_specs": {"attention_mask": [2, 512], "input_ids": [2, 512], "labels": [2, 512]}, "model_class": "MistralForCausalLM", "num_neuron_cores_per_node": 64, "pipeline_parallel_size": 1, "precision": "bfloat16", "tensor_parallel_size": 8, "training": false}, "num_attention_heads": 32, "num_hidden_layers": 32, "num_key_value_heads": 8, "rms_norm_eps": 1e-05, "rope_theta": 10000.0, "sliding_window": 4096, "tie_word_embeddings": false, "torch_dtype": "float32", "use_cache": true, "vocab_size": 32000}
\ No newline at end of file
diff --git a/neuronxcc-2.13.68.0+6dfecc895/0_REGISTRY/0.0.22.dev0/inference/bloom/hf-internal-testing/tiny-random-BloomForCausalLM/b29d5f053c4c5af651f1.json b/neuronxcc-2.13.68.0+6dfecc895/0_REGISTRY/0.0.22.dev0/inference/bloom/hf-internal-testing/tiny-random-BloomForCausalLM/b29d5f053c4c5af651f1.json
deleted file mode 100644
index 348f8e2978d85403e036f87029ef237b4c02a337..0000000000000000000000000000000000000000
--- a/neuronxcc-2.13.68.0+6dfecc895/0_REGISTRY/0.0.22.dev0/inference/bloom/hf-internal-testing/tiny-random-BloomForCausalLM/b29d5f053c4c5af651f1.json
+++ /dev/null
@@ -1 +0,0 @@
-{"apply_residual_connection_post_layernorm": false, "architectures": ["BloomForCausalLM"], "attention_dropout": 0.1, "bos_token_id": 1, "dtype": "float32", "eos_token_id": 2, "gradient_checkpointing": false, "hidden_dropout": 0.1, "hidden_size": 32, "id2label": {"0": "LABEL_0", "1": "LABEL_1", "2": "LABEL_2"}, "initializer_range": 0.02, "is_decoder": true, "label2id": {"LABEL_0": 0, "LABEL_1": 1, "LABEL_2": 2}, "layer_norm_epsilon": 1e-05, "model_type": "bloom", "n_head": 4, "n_layer": 5, "n_positions": 512, "neuron": {"auto_cast_type": "fp32", "batch_size": 2, "checkpoint_id": "hf-internal-testing/tiny-random-BloomForCausalLM", "checkpoint_revision": "92b07e9b7b4f986fa7c54e2ac3b9201b4ba5212e", "compiler_type": "neuronx-cc", "compiler_version": "2.13.68.0+6dfecc895", "num_cores": 2, "sequence_length": 100, "task": "text-generation"}, "pad_token_id": 3, "pretraining_tp": 1, "seq_length": 7, "slow_but_exact": true, "torch_dtype": "float32", "type_vocab_size": 16, "use_cache": true, "vocab_size": 1024}
\ No newline at end of file
diff --git a/neuronxcc-2.13.68.0+6dfecc895/0_REGISTRY/0.0.22.dev0/inference/gpt2/gpt2/fae3ae23f13a4f428971.json b/neuronxcc-2.13.68.0+6dfecc895/0_REGISTRY/0.0.22.dev0/inference/gpt2/gpt2/fae3ae23f13a4f428971.json
deleted file mode 100644
index f0e835b882d7457a964d833693093ee666a773dd..0000000000000000000000000000000000000000
--- a/neuronxcc-2.13.68.0+6dfecc895/0_REGISTRY/0.0.22.dev0/inference/gpt2/gpt2/fae3ae23f13a4f428971.json
+++ /dev/null
@@ -1 +0,0 @@
-{"activation_function": "gelu_new", "architectures": ["GPT2LMHeadModel"], "attn_pdrop": 0.1, "bos_token_id": 50256, "embd_pdrop": 0.1, "eos_token_id": 50256, "initializer_range": 0.02, "layer_norm_epsilon": 1e-05, "model_type": "gpt2", "n_ctx": 1024, "n_embd": 768, "n_head": 12, "n_inner": null, "n_layer": 12, "n_positions": 1024, "neuron": {"auto_cast_type": "fp32", "batch_size": 4, "checkpoint_id": "gpt2", "checkpoint_revision": "607a30d783dfa663caf39e06633721c8d4cfcd7e", "compiler_type": "neuronx-cc", "compiler_version": "2.13.68.0+6dfecc895", "num_cores": 2, "sequence_length": 1024, "task": "text-generation"}, "reorder_and_upcast_attn": false, "resid_pdrop": 0.1, "scale_attn_by_inverse_layer_idx": false, "scale_attn_weights": true, "summary_activation": null, "summary_first_dropout": 0.1, "summary_proj_to_labels": true, "summary_type": "cls_index", "summary_use_proj": true, "task_specific_params": {"text-generation": {"do_sample": true, "max_length": 50}}, "use_cache": true, "vocab_size": 50257}
\ No newline at end of file
diff --git a/neuronxcc-2.13.68.0+6dfecc895/0_REGISTRY/0.0.22.dev0/inference/gpt2/hf-internal-testing/tiny-random-gpt2/66264664d48765246aec.json b/neuronxcc-2.13.68.0+6dfecc895/0_REGISTRY/0.0.22.dev0/inference/gpt2/hf-internal-testing/tiny-random-gpt2/66264664d48765246aec.json
deleted file mode 100644
index c783370926b22912bc00ca5b8a8d083d17e517d9..0000000000000000000000000000000000000000
--- a/neuronxcc-2.13.68.0+6dfecc895/0_REGISTRY/0.0.22.dev0/inference/gpt2/hf-internal-testing/tiny-random-gpt2/66264664d48765246aec.json
+++ /dev/null
@@ -1 +0,0 @@
-{"activation_function": "gelu_new", "attention_probs_dropout_prob": 0.1, "attn_pdrop": 0.1, "bos_token_id": 98, "embd_pdrop": 0.1, "eos_token_id": 98, "gradient_checkpointing": false, "hidden_act": "gelu", "hidden_dropout_prob": 0.1, "initializer_range": 0.02, "intermediate_size": 37, "layer_norm_epsilon": 1e-05, "model_type": "gpt2", "n_ctx": 512, "n_embd": 32, "n_head": 4, "n_inner": null, "n_layer": 5, "n_positions": 512, "neuron": {"auto_cast_type": "fp32", "batch_size": 2, "checkpoint_id": "hf-internal-testing/tiny-random-gpt2", "checkpoint_revision": "71034c5d8bde858ff824298bdedc65515b97d2b9", "compiler_type": "neuronx-cc", "compiler_version": "2.13.68.0+6dfecc895", "num_cores": 2, "sequence_length": 100, "task": "text-generation"}, "pad_token_id": 98, "reorder_and_upcast_attn": false, "resid_pdrop": 0.1, "scale_attn_by_inverse_layer_idx": false, "scale_attn_weights": true, "summary_activation": null, "summary_first_dropout": 0.1, "summary_proj_to_labels": true, "summary_type": "cls_index", "summary_use_proj": true, "type_vocab_size": 16, "use_cache": true, "vocab_size": 1000}
\ No newline at end of file
diff --git a/neuronxcc-2.13.68.0+6dfecc895/0_REGISTRY/0.0.22.dev0/inference/llama/NousResearch/Llama-2-7b-chat-hf/50584cef543338c1a262.json b/neuronxcc-2.13.68.0+6dfecc895/0_REGISTRY/0.0.22.dev0/inference/llama/NousResearch/Llama-2-7b-chat-hf/50584cef543338c1a262.json
deleted file mode 100644
index b0d0fa9de7eaa5e19a15f8500faf0658b7eb4e1c..0000000000000000000000000000000000000000
--- a/neuronxcc-2.13.68.0+6dfecc895/0_REGISTRY/0.0.22.dev0/inference/llama/NousResearch/Llama-2-7b-chat-hf/50584cef543338c1a262.json
+++ /dev/null
@@ -1 +0,0 @@
-{"architectures": ["LlamaForCausalLM"], "attention_bias": false, "attention_dropout": 0.0, "bos_token_id": 1, "eos_token_id": 2, "hidden_act": "silu", "hidden_size": 4096, "initializer_range": 0.02, "intermediate_size": 11008, "max_position_embeddings": 4096, "model_type": "llama", "neuron": {"auto_cast_type": "f16", "batch_size": 4, "checkpoint_id": "NousResearch/Llama-2-7b-chat-hf", "checkpoint_revision": "37892f30c23786c0d5367d80481fa0d9fba93cf8", "compiler_type": "neuronx-cc", "compiler_version": "2.13.68.0+6dfecc895", "num_cores": 2, "sequence_length": 4096, "task": "text-generation"}, "num_attention_heads": 32, "num_hidden_layers": 32, "num_key_value_heads": 32, "pad_token_id": 0, "pretraining_tp": 1, "rms_norm_eps": 1e-05, "rope_scaling": null, "rope_theta": 10000.0, "tie_word_embeddings": false, "torch_dtype": "float16", "use_cache": true, "vocab_size": 32000}
\ No newline at end of file
diff --git a/neuronxcc-2.13.68.0+6dfecc895/0_REGISTRY/0.0.22.dev0/inference/llama/dacorvo/tiny-random-llama/081859480b7ce66dc486.json b/neuronxcc-2.13.68.0+6dfecc895/0_REGISTRY/0.0.22.dev0/inference/llama/dacorvo/tiny-random-llama/081859480b7ce66dc486.json
deleted file mode 100644
index 750353e1a786a3c58d9f54d785930757bbe1ca94..0000000000000000000000000000000000000000
--- a/neuronxcc-2.13.68.0+6dfecc895/0_REGISTRY/0.0.22.dev0/inference/llama/dacorvo/tiny-random-llama/081859480b7ce66dc486.json
+++ /dev/null
@@ -1 +0,0 @@
-{"architectures": ["LlamaForCausalLM"], "attention_bias": false, "attention_dropout": 0.0, "bos_token_id": 1, "eos_token_id": 2, "hidden_act": "silu", "hidden_size": 128, "initializer_range": 0.02, "intermediate_size": 256, "max_position_embeddings": 512, "model_type": "llama", "neuron": {"auto_cast_type": "fp32", "batch_size": 2, "checkpoint_id": "dacorvo/tiny-random-llama", "checkpoint_revision": "7fdafd2fe6a2d31c6abb72ae60db606d8bb23196", "compiler_type": "neuronx-cc", "compiler_version": "2.13.68.0+6dfecc895", "num_cores": 2, "sequence_length": 100, "task": "text-generation"}, "num_attention_heads": 1, "num_hidden_layers": 1, "num_key_value_heads": 1, "pretraining_tp": 1, "rms_norm_eps": 1e-06, "rope_scaling": null, "rope_theta": 10000.0, "tie_word_embeddings": false, "torch_dtype": "float32", "use_cache": true, "vocab_size": 32000}
\ No newline at end of file
diff --git a/neuronxcc-2.13.68.0+6dfecc895/0_REGISTRY/0.0.22.dev0/inference/llama/princeton-nlp/Sheared-LLaMA-1.3B/9f5a5c9456ddc5060e2d.json b/neuronxcc-2.13.68.0+6dfecc895/0_REGISTRY/0.0.22.dev0/inference/llama/princeton-nlp/Sheared-LLaMA-1.3B/9f5a5c9456ddc5060e2d.json
deleted file mode 100644
index bdf5e7eeeba5d39ba1406a9c66dd3ab7e08e8390..0000000000000000000000000000000000000000
--- a/neuronxcc-2.13.68.0+6dfecc895/0_REGISTRY/0.0.22.dev0/inference/llama/princeton-nlp/Sheared-LLaMA-1.3B/9f5a5c9456ddc5060e2d.json
+++ /dev/null
@@ -1 +0,0 @@
-{"architectures": ["LlamaForCausalLM"], "attention_bias": false, "attention_dropout": 0.0, "bos_token_id": 1, "eos_token_id": 2, "hidden_act": "silu", "hidden_size": 2048, "initializer_range": 0.02, "intermediate_size": 5504, "max_position_embeddings": 4096, "model_type": "llama", "neuron": {"auto_cast_type": "fp32", "batch_size": 4, "checkpoint_id": "princeton-nlp/Sheared-LLaMA-1.3B", "checkpoint_revision": "a4b76938edbf571ea7d7d9904861cbdca08809b4", "compiler_type": "neuronx-cc", "compiler_version": "2.13.68.0+6dfecc895", "num_cores": 2, "sequence_length": 1024, "task": "text-generation"}, "num_attention_heads": 16, "num_hidden_layers": 24, "num_key_value_heads": 16, "pad_token_id": 0, "pretraining_tp": 1, "rms_norm_eps": 1e-05, "rope_scaling": null, "rope_theta": 10000.0, "tie_word_embeddings": false, "torch_dtype": "float32", "use_cache": true, "vocab_size": 32000}
\ No newline at end of file
diff --git a/neuronxcc-2.13.68.0+6dfecc895/0_REGISTRY/0.0.22.dev0/inference/mistral/dacorvo/tiny-random-MistralForCausalLM/20240adbdbe6ba19f27a.json b/neuronxcc-2.13.68.0+6dfecc895/0_REGISTRY/0.0.22.dev0/inference/mistral/dacorvo/tiny-random-MistralForCausalLM/20240adbdbe6ba19f27a.json
deleted file mode 100644
index 63d07daa73e31b91a9f30e05fa6d0976d7e2e745..0000000000000000000000000000000000000000
--- a/neuronxcc-2.13.68.0+6dfecc895/0_REGISTRY/0.0.22.dev0/inference/mistral/dacorvo/tiny-random-MistralForCausalLM/20240adbdbe6ba19f27a.json
+++ /dev/null
@@ -1 +0,0 @@
-{"architectures": ["MistralForCausalLM"], "attention_dropout": 0.0, "attention_probs_dropout_prob": 0.1, "bos_token_id": 1, "eos_token_id": 2, "hidden_act": "gelu", "hidden_dropout_prob": 0.1, "hidden_size": 32, "initializer_range": 0.02, "intermediate_size": 37, "is_decoder": true, "max_position_embeddings": 512, "model_type": "mistral", "neuron": {"auto_cast_type": "fp32", "batch_size": 2, "checkpoint_id": "dacorvo/tiny-random-MistralForCausalLM", "checkpoint_revision": "81d453e3c8985649e9ee3d4c9378461029d1c73a", "compiler_type": "neuronx-cc", "compiler_version": "2.13.68.0+6dfecc895", "num_cores": 2, "sequence_length": 100, "task": "text-generation"}, "num_attention_heads": 4, "num_hidden_layers": 2, "num_key_value_heads": 2, "pad_token_id": 0, "rms_norm_eps": 1e-06, "rope_theta": 10000.0, "sliding_window": 4096, "tie_word_embeddings": false, "torch_dtype": "float32", "type_vocab_size": 16, "use_cache": true, "vocab_size": 32000}
\ No newline at end of file
diff --git a/neuronxcc-2.13.68.0+6dfecc895/0_REGISTRY/0.0.22.dev0/inference/mistral/mistralai/Mistral-7b-Instruct-v0.2/0a80519c6427c128c980.json b/neuronxcc-2.13.68.0+6dfecc895/0_REGISTRY/0.0.22.dev0/inference/mistral/mistralai/Mistral-7b-Instruct-v0.2/0a80519c6427c128c980.json
deleted file mode 100644
index 52b2807652b73ddbf1fe2e7b7de780f668e0038d..0000000000000000000000000000000000000000
--- a/neuronxcc-2.13.68.0+6dfecc895/0_REGISTRY/0.0.22.dev0/inference/mistral/mistralai/Mistral-7b-Instruct-v0.2/0a80519c6427c128c980.json
+++ /dev/null
@@ -1 +0,0 @@
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