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Model: arcee-ai/Mistral-7B-Instruct-v0.2-expanded-sec-1.6B-tokens
Source: Original Platform

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README.md

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+---
+library_name: transformers
+tags:
+- mergekit
+datasets:
+- arcee-ai/sec-data-full
+---
+
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/654aa1d86167ff03f70e32f9/T2_rD3V_qebYg_nKzV6hM.png)
+
+
+# arcee-ai/Mistral-7B-Instruct-v0.2-expanded-sec-1.6B-tokens
+
+
+This model was trained for a single epoch with 1.6B SEC data in Llama-pro style
+
+
+### Model Description
+
+We only trained the newly added blocks as in the Llama pro paper while keeping every other layer frozen.
+
+- **Finetuned from model:**  arcee-ai/Mistral-7B-Instruct-v0.2-expanded
+
+### Model Sources
+
+<!-- Provide the basic links for the model. -->
+
+- **Repository:** Used huggingface/alignment-handbook - https://github.com/huggingface/alignment-handbook/tree/main/recipes/gpt2-nl/cpt
+- **Paper :** LLAMA PRO: Progressive LLaMA with Block Expansion [https://arxiv.org/pdf/2401.02415.pdf]
+
+## Uses
+
+Can use with SEC data.
+
+
+#### Training Hyperparameters
+
+Trained with p5.48xlarge GPU (8 x 80GB). 
+```
+# Model arguments
+model_name_or_path: arcee-ai/Mistral-7B-Instruct-v0.2-expanded
+model_revision: main
+torch_dtype: bfloat16
+
+# Data training arguments
+dataset_mixer:
+  arcee-ai/sec-data-full: 1.0
+dataset_splits:
+  - train
+preprocessing_num_workers: 12
+
+# SFT trainer config
+bf16: true
+do_eval: False
+evaluation_strategy: "no"
+gradient_accumulation_steps: 32
+gradient_checkpointing: true
+gradient_checkpointing_kwargs:
+  use_reentrant: False
+hub_model_id: arcee-ai/mistral-instruct-v2-sec-expanded
+hub_strategy: every_save
+learning_rate: 2.0e-05
+log_level: info
+logging_steps: 1  
+logging_strategy: steps
+lr_scheduler_type: cosine
+max_seq_length: 2048
+max_steps: -1
+num_train_epochs: 1
+output_dir: data/mistral-instruct-v2-sec-expanded-new
+overwrite_output_dir: true
+per_device_eval_batch_size: 1
+per_device_train_batch_size: 16
+push_to_hub: true
+remove_unused_columns: true
+report_to:
+- wandb
+save_strategy: "steps"
+save_steps: 100
+save_total_limit: 1
+seed: 42
+warmup_ratio: 0.01
+
+#  ACCELERATE_LOG_LEVEL=info accelerate launch --config_file recipes/accelerate_configs/multi_gpu.yaml --num_processes=8 scripts/run_cpt.py recipes/gpt2-nl/cpt/config_full.yaml
+```
+
+#### Loss Curves
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/654aa1d86167ff03f70e32f9/N2CLKSoXh1zrf8b8Kz_9r.png)
+

config.json

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+{
+  "_name_or_path": "./",
+  "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",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 40,
+  "num_key_value_heads": 8,
+  "rms_norm_eps": 1e-05,
+  "rope_theta": 1000000.0,
+  "sliding_window": null,
+  "tie_word_embeddings": false,
+  "torch_dtype": "float32",
+  "transformers_version": "4.39.0.dev0",
+  "use_cache": false,
+  "vocab_size": 32000
+}

configuration.json

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+{"framework": "pytorch", "task": "text-generation", "allow_remote": true}

generation_config.json

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+{
+  "_from_model_config": true,
+  "bos_token_id": 1,
+  "eos_token_id": 2,
+  "transformers_version": "4.39.0.dev0"
+}

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+    "single_word": false
+  },
+  "eos_token": {
+    "content": "</s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "</s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "unk_token": {
+    "content": "<unk>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}

tokenizer_config.json

@@ -0,0 +1,43 @@
+{
+  "add_bos_token": true,
+  "add_eos_token": false,
+  "added_tokens_decoder": {
+    "0": {
+      "content": "<unk>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "1": {
+      "content": "<s>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "2": {
+      "content": "</s>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "additional_special_tokens": [],
+  "bos_token": "<s>",
+  "chat_template": "{{ bos_token }}{% for message in messages %}{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% if message['role'] == 'user' %}{{ '[INST] ' + message['content'] + ' [/INST]' }}{% elif message['role'] == 'assistant' %}{{ message['content'] + eos_token}}{% else %}{{ raise_exception('Only user and assistant roles are supported!') }}{% endif %}{% endfor %}",
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "</s>",
+  "legacy": true,
+  "model_max_length": 2048,
+  "pad_token": "</s>",
+  "sp_model_kwargs": {},
+  "spaces_between_special_tokens": false,
+  "tokenizer_class": "LlamaTokenizer",
+  "unk_token": "<unk>",
+  "use_default_system_prompt": false
+}