| 05/16/2024 23:41:32 - INFO - transformers.tokenization_utils_base - loading file tokenizer.model from cache at /home/marx/.cache/huggingface/hub/models--mistralai--Mistral-7B-Instruct-v0.2/snapshots/41b61a33a2483885c981aa79e0df6b32407ed873/tokenizer.model |
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| 05/16/2024 23:41:32 - INFO - transformers.tokenization_utils_base - loading file tokenizer.json from cache at /home/marx/.cache/huggingface/hub/models--mistralai--Mistral-7B-Instruct-v0.2/snapshots/41b61a33a2483885c981aa79e0df6b32407ed873/tokenizer.json |
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| 05/16/2024 23:41:32 - INFO - transformers.tokenization_utils_base - loading file added_tokens.json from cache at None |
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| 05/16/2024 23:41:32 - INFO - transformers.tokenization_utils_base - loading file special_tokens_map.json from cache at /home/marx/.cache/huggingface/hub/models--mistralai--Mistral-7B-Instruct-v0.2/snapshots/41b61a33a2483885c981aa79e0df6b32407ed873/special_tokens_map.json |
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| 05/16/2024 23:41:32 - INFO - transformers.tokenization_utils_base - loading file tokenizer_config.json from cache at /home/marx/.cache/huggingface/hub/models--mistralai--Mistral-7B-Instruct-v0.2/snapshots/41b61a33a2483885c981aa79e0df6b32407ed873/tokenizer_config.json |
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| 05/16/2024 23:41:32 - INFO - llmtuner.data.template - Add pad token: </s> |
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| 05/16/2024 23:41:32 - INFO - llmtuner.data.loader - Loading dataset MediaMeter/Chapterization... |
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| 05/16/2024 23:41:38 - INFO - transformers.configuration_utils - loading configuration file config.json from cache at /home/marx/.cache/huggingface/hub/models--mistralai--Mistral-7B-Instruct-v0.2/snapshots/41b61a33a2483885c981aa79e0df6b32407ed873/config.json |
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| 05/16/2024 23:41:38 - INFO - transformers.configuration_utils - Model config MistralConfig { |
| "_name_or_path": "mistralai/Mistral-7B-Instruct-v0.2", |
| "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": 32, |
| "num_key_value_heads": 8, |
| "rms_norm_eps": 1e-05, |
| "rope_theta": 1000000.0, |
| "sliding_window": null, |
| "tie_word_embeddings": false, |
| "torch_dtype": "bfloat16", |
| "transformers_version": "4.40.2", |
| "use_cache": true, |
| "vocab_size": 32000 |
| } |
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| 05/16/2024 23:41:38 - WARNING - llmtuner.model.utils.attention - FlashAttention-2 is not installed. |
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| 05/16/2024 23:41:38 - INFO - llmtuner.model.utils.quantization - Quantizing model to 4 bit. |
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| 05/16/2024 23:41:38 - INFO - transformers.modeling_utils - loading weights file model.safetensors from cache at /home/marx/.cache/huggingface/hub/models--mistralai--Mistral-7B-Instruct-v0.2/snapshots/41b61a33a2483885c981aa79e0df6b32407ed873/model.safetensors.index.json |
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| 05/16/2024 23:41:38 - INFO - transformers.modeling_utils - Instantiating MistralForCausalLM model under default dtype torch.bfloat16. |
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| 05/16/2024 23:41:38 - INFO - transformers.generation.configuration_utils - Generate config GenerationConfig { |
| "bos_token_id": 1, |
| "eos_token_id": 2 |
| } |
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| 05/16/2024 23:41:41 - INFO - transformers.modeling_utils - All model checkpoint weights were used when initializing MistralForCausalLM. |
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| 05/16/2024 23:41:41 - INFO - transformers.modeling_utils - All the weights of MistralForCausalLM were initialized from the model checkpoint at mistralai/Mistral-7B-Instruct-v0.2. |
| If your task is similar to the task the model of the checkpoint was trained on, you can already use MistralForCausalLM for predictions without further training. |
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| 05/16/2024 23:41:41 - INFO - transformers.generation.configuration_utils - loading configuration file generation_config.json from cache at /home/marx/.cache/huggingface/hub/models--mistralai--Mistral-7B-Instruct-v0.2/snapshots/41b61a33a2483885c981aa79e0df6b32407ed873/generation_config.json |
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| 05/16/2024 23:41:41 - INFO - transformers.generation.configuration_utils - Generate config GenerationConfig { |
| "bos_token_id": 1, |
| "eos_token_id": 2 |
| } |
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| 05/16/2024 23:41:41 - INFO - llmtuner.model.utils.checkpointing - Gradient checkpointing enabled. |
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| 05/16/2024 23:41:41 - INFO - llmtuner.model.utils.attention - Using torch SDPA for faster training and inference. |
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| 05/16/2024 23:41:41 - INFO - llmtuner.model.adapter - Fine-tuning method: LoRA |
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| 05/16/2024 23:41:41 - INFO - llmtuner.model.loader - trainable params: 3407872 || all params: 7245139968 || trainable%: 0.0470 |
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| 05/16/2024 23:41:41 - INFO - transformers.trainer - Using auto half precision backend |
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| 05/16/2024 23:41:41 - INFO - transformers.trainer - ***** Running training ***** |
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| 05/16/2024 23:41:41 - INFO - transformers.trainer - Num examples = 743 |
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| 05/16/2024 23:41:41 - INFO - transformers.trainer - Num Epochs = 1 |
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| 05/16/2024 23:41:41 - INFO - transformers.trainer - Instantaneous batch size per device = 16 |
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| 05/16/2024 23:41:41 - INFO - transformers.trainer - Total train batch size (w. parallel, distributed & accumulation) = 64 |
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| 05/16/2024 23:41:41 - INFO - transformers.trainer - Gradient Accumulation steps = 4 |
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| 05/16/2024 23:41:41 - INFO - transformers.trainer - Total optimization steps = 11 |
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| 05/16/2024 23:41:41 - INFO - transformers.trainer - Number of trainable parameters = 3,407,872 |
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| 05/16/2024 23:43:41 - INFO - llmtuner.extras.callbacks - {'loss': 1.9309, 'learning_rate': 1.1423e-04, 'epoch': 0.43} |
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| 05/16/2024 23:45:40 - INFO - llmtuner.extras.callbacks - {'loss': 1.7404, 'learning_rate': 4.0507e-06, 'epoch': 0.85} |
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| 05/16/2024 23:46:04 - INFO - transformers.trainer - |
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| Training completed. Do not forget to share your model on huggingface.co/models =) |
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| 05/16/2024 23:46:04 - INFO - transformers.trainer - Saving model checkpoint to saves/Mistral-7B-v0.2-Chat/lora/Chapterization_Mistral-7B-v0.2-Chat_0.1.0 |
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| 05/16/2024 23:46:05 - INFO - transformers.configuration_utils - loading configuration file config.json from cache at /home/marx/.cache/huggingface/hub/models--mistralai--Mistral-7B-Instruct-v0.2/snapshots/41b61a33a2483885c981aa79e0df6b32407ed873/config.json |
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| 05/16/2024 23:46:05 - INFO - transformers.configuration_utils - Model config MistralConfig { |
| "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": 32, |
| "num_key_value_heads": 8, |
| "rms_norm_eps": 1e-05, |
| "rope_theta": 1000000.0, |
| "sliding_window": null, |
| "tie_word_embeddings": false, |
| "torch_dtype": "bfloat16", |
| "transformers_version": "4.40.2", |
| "use_cache": true, |
| "vocab_size": 32000 |
| } |
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| 05/16/2024 23:46:05 - INFO - transformers.tokenization_utils_base - tokenizer config file saved in saves/Mistral-7B-v0.2-Chat/lora/Chapterization_Mistral-7B-v0.2-Chat_0.1.0/tokenizer_config.json |
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| 05/16/2024 23:46:05 - INFO - transformers.tokenization_utils_base - Special tokens file saved in saves/Mistral-7B-v0.2-Chat/lora/Chapterization_Mistral-7B-v0.2-Chat_0.1.0/special_tokens_map.json |
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| 05/16/2024 23:46:05 - INFO - transformers.modelcard - Dropping the following result as it does not have all the necessary fields: |
| {'task': {'name': 'Causal Language Modeling', 'type': 'text-generation'}} |
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