Upload folder using huggingface_hub
Browse files- .gitattributes +1 -0
- README.md +127 -0
- config.json +50 -0
- generation_config.json +8 -0
- model-00001-of-00002.safetensors +3 -0
- model-00002-of-00002.safetensors +3 -0
- model.safetensors.index.json +0 -0
- special_tokens_map.json +30 -0
- tokenizer.json +3 -0
- tokenizer_config.json +0 -0
.gitattributes
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README.md
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---
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library_name: peft
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license: apache-2.0
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base_model: unsloth/Mistral-Nemo-Instruct-2407-bnb-4bit
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tags:
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- generated_from_trainer
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datasets:
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- instruction_solution_to_thought_dataset.jsonl
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model-index:
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- name: outputs_solution_to_thought
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results: []
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---
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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should probably proofread and complete it, then remove this comment. -->
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[<img src="https://raw.githubusercontent.com/axolotl-ai-cloud/axolotl/main/image/axolotl-badge-web.png" alt="Built with Axolotl" width="200" height="32"/>](https://github.com/axolotl-ai-cloud/axolotl)
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<details><summary>See axolotl config</summary>
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axolotl version: `0.7.0`
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```yaml
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# Base model configuration
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base_model: unsloth/Mistral-Nemo-Instruct-2407-bnb-4bit
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load_in_4bit: true
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# Dataset configuration
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datasets:
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- path: instruction_solution_to_thought_dataset.jsonl
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type: chat_template
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# Chat template
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chat_template: chatml
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# LoRA adapter configuration
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adapter: lora
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lora_r: 16
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lora_alpha: 16
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lora_dropout: 0
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lora_target_modules:
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- q_proj
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- k_proj
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- v_proj
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- o_proj
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- gate_proj
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- up_proj
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- down_proj
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# Training hyperparameters
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max_seq_length: 128000
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micro_batch_size: 2
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gradient_accumulation_steps: 8
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learning_rate: 3e-5
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num_epochs: 2
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warmup_steps: 100
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optimizer: adamw_8bit
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weight_decay: 0.01
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lr_scheduler_type: cosine
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max_grad_norm: 1.0
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output_dir: ./outputs_solution_to_thought
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seed: 3407
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merge_lora: true
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hf_upload: true
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hf_repo: secemp9/TraceBack-12b
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xformers_attention:
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flash_attention: True
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#lora_mlp_kernel: true
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#lora_qkv_kernel: true
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#lora_o_kernel: true
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#fp16: true
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#load_in_8bit: true # Enable 8-bit loading for LoRA finetuning
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bf16: true # Enable BF16 mixed precision
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# Multi-GPU training with DeepSpeed
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deepspeed: deepspeed_configs/zero2.json
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# Optional: Enable gradient checkpointing
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gradient_checkpointing: true
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```
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</details><br>
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# outputs_solution_to_thought
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This model is a fine-tuned version of [unsloth/Mistral-Nemo-Instruct-2407-bnb-4bit](https://huggingface.co/unsloth/Mistral-Nemo-Instruct-2407-bnb-4bit) on the instruction_solution_to_thought_dataset.jsonl dataset.
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## Model description
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More information needed
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## Intended uses & limitations
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More information needed
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## Training and evaluation data
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More information needed
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## Training procedure
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 3e-05
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- train_batch_size: 2
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- eval_batch_size: 2
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- seed: 3407
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- distributed_type: multi-GPU
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- num_devices: 8
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- gradient_accumulation_steps: 8
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- total_train_batch_size: 128
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- total_eval_batch_size: 16
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- optimizer: Use adamw_8bit with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
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- lr_scheduler_type: cosine
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- lr_scheduler_warmup_steps: 100
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- num_epochs: 2.0
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### Training results
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### Framework versions
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- PEFT 0.14.0
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- Transformers 4.48.3
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- Pytorch 2.5.1+cu124
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- Datasets 3.2.0
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- Tokenizers 0.21.0
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config.json
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{
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"_attn_implementation_autoset": true,
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"_name_or_path": "unsloth/Mistral-Nemo-Instruct-2407-bnb-4bit",
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"architectures": [
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"MistralForCausalLM"
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],
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"attention_dropout": 0.0,
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"bos_token_id": 1,
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"eos_token_id": 2,
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"head_dim": 128,
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"hidden_act": "silu",
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"hidden_size": 5120,
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"initializer_range": 0.02,
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"intermediate_size": 14336,
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"max_position_embeddings": 131072,
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"model_type": "mistral",
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"num_attention_heads": 32,
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"num_hidden_layers": 40,
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"num_key_value_heads": 8,
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"pad_token_id": 10,
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"quantization_config": {
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"_load_in_4bit": true,
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"_load_in_8bit": false,
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"bnb_4bit_compute_dtype": "bfloat16",
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"bnb_4bit_quant_storage": "uint8",
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"bnb_4bit_quant_type": "nf4",
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"bnb_4bit_use_double_quant": true,
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"llm_int8_enable_fp32_cpu_offload": false,
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"llm_int8_has_fp16_weight": false,
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"llm_int8_skip_modules": [
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"lm_head",
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"multi_modal_projector",
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"merger",
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"modality_projection"
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],
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"llm_int8_threshold": 6.0,
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"load_in_4bit": true,
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"load_in_8bit": false,
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"quant_method": "bitsandbytes"
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},
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"rms_norm_eps": 1e-05,
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"rope_theta": 1000000.0,
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"sliding_window": null,
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"tie_word_embeddings": false,
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"torch_dtype": "bfloat16",
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"transformers_version": "4.48.3",
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"unsloth_fixed": true,
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"use_cache": false,
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"vocab_size": 131072
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}
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generation_config.json
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"_from_model_config": true,
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"bos_token_id": 1,
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"eos_token_id": 2,
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"max_length": 131072,
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"pad_token_id": 10,
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"transformers_version": "4.48.3"
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}
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model-00001-of-00002.safetensors
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model-00002-of-00002.safetensors
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model.safetensors.index.json
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special_tokens_map.json
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tokenizer.json
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version https://git-lfs.github.com/spec/v1
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tokenizer_config.json
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