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--- |
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base_model: winglian/m12b-20240721-test010 |
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tags: |
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- generated_from_trainer |
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model-index: |
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- name: outputs/simpo-out |
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results: [] |
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license: apache-2.0 |
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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: `0.4.1` |
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```yaml |
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base_model: winglian/m12b-20240721-test010 |
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tokenizer_type: AutoTokenizer |
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load_in_8bit: false |
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load_in_4bit: false |
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strict: false |
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chat_template: chatml |
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rl: simpo |
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rl_beta: 2.5 |
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cpo_alpha: 0.05 |
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simpo_gamma: 0.1 |
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datasets: |
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- path: princeton-nlp/gemma2-ultrafeedback-armorm |
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type: chat_template.default |
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chat_template: chatml |
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field_messages: chosen |
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field_chosen: chosen |
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field_rejected: rejected |
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message_field_role: role |
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message_field_content: content |
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roles: |
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system: |
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- system |
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user: |
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- user |
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assistant: |
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- assistant |
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dataset_prepared_path: |
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val_set_size: 0.0 |
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output_dir: ./outputs/simpo-out |
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save_safetensors: true |
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save_only_model: true # fsdp seems to crap out saving the optimizer |
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sequence_len: 8192 |
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sample_packing: false |
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pad_to_sequence_len: true |
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adapter: |
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lora_model_dir: |
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lora_r: 256 |
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lora_alpha: 256 |
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lora_dropout: 0.1 |
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lora_target_linear: true |
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lora_fan_in_fan_out: |
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# peft_use_rslora: true |
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wandb_project: romulus-12b |
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wandb_entity: oaaic |
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wandb_watch: |
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wandb_name: |
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wandb_log_model: |
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gradient_accumulation_steps: 16 |
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micro_batch_size: 1 |
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num_epochs: 1 |
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optimizer: adamw_torch |
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lr_scheduler: cosine |
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learning_rate: 5.0e-7 |
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train_on_inputs: false |
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group_by_length: false |
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bf16: auto |
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fp16: |
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tf32: false |
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gradient_checkpointing: true |
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early_stopping_patience: |
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resume_from_checkpoint: |
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local_rank: |
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logging_steps: 1 |
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xformers_attention: |
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flash_attention: true |
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s2_attention: |
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warmup_steps: 25 |
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evals_per_epoch: 4 |
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eval_table_size: |
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eval_max_new_tokens: 128 |
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saves_per_epoch: 1 |
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debug: |
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deepspeed: deepspeed_configs/zero3_bf16_cpuoffload_params.json |
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weight_decay: 0.0 |
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fsdp: |
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fsdp_config: |
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``` |
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</details><br> |
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[<img src="https://raw.githubusercontent.com/wandb/assets/main/wandb-github-badge-28.svg" alt="Visualize in Weights & Biases" width="200" height="32"/>](https://wandb.ai/oaaic/romulus-12b/runs/y53osmua) |
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# outputs/simpo-out |
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This model is a fine-tuned version of [winglian/m12b-20240721-test010](https://huggingface.co/winglian/m12b-20240721-test010) on an unknown 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: 5e-07 |
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- train_batch_size: 1 |
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- eval_batch_size: 8 |
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- seed: 42 |
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- distributed_type: multi-GPU |
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- num_devices: 8 |
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- gradient_accumulation_steps: 16 |
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- total_train_batch_size: 128 |
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- total_eval_batch_size: 64 |
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 |
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- lr_scheduler_type: cosine |
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- lr_scheduler_warmup_steps: 25 |
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- training_steps: 466 |
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### Training results |
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### Framework versions |
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- Transformers 4.43.1 |
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- Pytorch 2.3.1+cu121 |
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- Datasets 2.19.1 |
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- Tokenizers 0.19.1 |
