| --- |
| library_name: transformers |
| base_model: minpeter/tiny-ko-base |
| tags: |
| - axolotl |
| - generated_from_trainer |
| datasets: |
| - lemon-mint/Korean-FineTome-100k |
| - lemon-mint/smol-koreantalk |
| - heegyu/open-korean-instructions-v20231020 |
| - FreedomIntelligence/evol-instruct-korean |
| - FreedomIntelligence/alpaca-gpt4-korean |
| - FreedomIntelligence/sharegpt-korean |
| - coastral/korean-writing-style-instruct |
| - devngho/korean-instruction-mix |
| - youjunhyeok/Magpie-Pro-300K-Filtered-ko |
| - youjunhyeok/smoltalk-ko-translate |
| model-index: |
| - name: tiny-ko-sft |
| results: [] |
| --- |
| |
| <!-- This model card has been generated automatically according to the information the Trainer had access to. You |
| should probably proofread and complete it, then remove this comment. --> |
|
|
| [<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) |
| <details><summary>See axolotl config</summary> |
|
|
| axolotl version: `0.10.0.dev0` |
| ```yaml |
| base_model: minpeter/tiny-ko-base |
| |
| hub_model_id: minpeter/tiny-ko-sft |
| output_dir: ./outputs/tiny-ko-sft |
| wandb_project: "axolotl" |
| wandb_entity: "kasfiekfs-e" |
| |
| chat_template: chatml |
| datasets: |
| - path: lemon-mint/Korean-FineTome-100k |
| type: chat_template |
| split: train[:10%] |
| field_messages: messages |
| message_property_mappings: |
| role: role |
| content: content |
| |
| - path: lemon-mint/smol-koreantalk |
| type: chat_template |
| split: train[:10%] |
| field_messages: messages |
| message_property_mappings: |
| role: role |
| content: content |
| |
| - path: heegyu/open-korean-instructions-v20231020 |
| type: chat_template |
| split: train[:10%] |
| field_messages: conversations |
| message_property_mappings: |
| role: from |
| content: value |
| roles: |
| user: ["human", "user"] |
| assistant: ["gpt", "assistant", "bot"] |
| system: ["system", "input"] |
| |
| # NOTE: https://github.com/FreedomIntelligence/MultilingualSIFT |
| - path: FreedomIntelligence/evol-instruct-korean |
| type: chat_template |
| split: train[:10%] |
| field_messages: conversations |
| message_property_mappings: |
| role: from |
| content: value |
| |
| - path: FreedomIntelligence/alpaca-gpt4-korean |
| type: chat_template |
| split: train[:10%] |
| field_messages: conversations |
| message_property_mappings: |
| role: from |
| content: value |
| |
| - path: FreedomIntelligence/sharegpt-korean |
| type: chat_template |
| split: train[:10%] |
| field_messages: conversations |
| message_property_mappings: |
| role: from |
| content: value |
| |
| - path: coastral/korean-writing-style-instruct |
| type: chat_template |
| split: train[:10%] |
| field_messages: conversations |
| message_property_mappings: |
| role: from |
| content: value |
| |
| - path: devngho/korean-instruction-mix |
| type: chat_template |
| split: train[:10%] |
| field_messages: messages |
| message_property_mappings: |
| role: from |
| content: value |
| |
| - path: youjunhyeok/Magpie-Pro-300K-Filtered-ko |
| type: chat_template |
| split: train[:10%] |
| field_messages: conversations |
| message_property_mappings: |
| role: from |
| content: value |
| |
| - path: youjunhyeok/smoltalk-ko-translate |
| type: chat_template |
| name: merge_filtered |
| field_messages: conversations |
| message_property_mappings: |
| role: role |
| content: content |
| |
| dataset_prepared_path: last_run_prepared |
| val_set_size: 0.05 |
| |
| save_steps: 200 |
| warmup_steps: 20 |
| eval_steps: 200 |
| |
| sequence_len: 4096 |
| |
| # <<<< experimental settings <<<< |
| sample_packing: true |
| train_on_inputs: false |
| # >>>> experimental settings >>> |
| |
| pad_to_sequence_len: true |
| |
| gradient_accumulation_steps: 4 |
| micro_batch_size: 32 |
| |
| optimizer: paged_adamw_8bit |
| lr_scheduler: cosine |
| learning_rate: 1e-3 |
| |
| bf16: auto |
| tf32: false |
| |
| gradient_checkpointing: true |
| gradient_checkpointing_kwargs: |
| use_reentrant: false |
| resume_from_checkpoint: |
| logging_steps: 1 |
| flash_attention: true |
| |
| num_epochs: 1 |
| weight_decay: 0.0 |
| |
| ``` |
|
|
| </details><br> |
|
|
| # tiny-ko-sft |
|
|
| This model is a fine-tuned version of [minpeter/tiny-ko-base](https://huggingface.co/minpeter/tiny-ko-base) on the lemon-mint/Korean-FineTome-100k, the lemon-mint/smol-koreantalk, the heegyu/open-korean-instructions-v20231020, the FreedomIntelligence/evol-instruct-korean, the FreedomIntelligence/alpaca-gpt4-korean, the FreedomIntelligence/sharegpt-korean, the coastral/korean-writing-style-instruct, the devngho/korean-instruction-mix, the youjunhyeok/Magpie-Pro-300K-Filtered-ko and the youjunhyeok/smoltalk-ko-translate datasets. |
| It achieves the following results on the evaluation set: |
| - Loss: 1.5297 |
|
|
| ## Model description |
|
|
| More information needed |
|
|
| ## Intended uses & limitations |
|
|
| More information needed |
|
|
| ## Training and evaluation data |
|
|
| More information needed |
|
|
| ## Training procedure |
|
|
| ### Training hyperparameters |
|
|
| The following hyperparameters were used during training: |
| - learning_rate: 0.001 |
| - train_batch_size: 32 |
| - eval_batch_size: 32 |
| - seed: 42 |
| - distributed_type: multi-GPU |
| - num_devices: 2 |
| - gradient_accumulation_steps: 4 |
| - total_train_batch_size: 256 |
| - total_eval_batch_size: 64 |
| - optimizer: Use OptimizerNames.PAGED_ADAMW_8BIT with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments |
| - lr_scheduler_type: cosine |
| - lr_scheduler_warmup_steps: 20 |
| - training_steps: 817 |
|
|
| ### Training results |
|
|
| | Training Loss | Epoch | Step | Validation Loss | |
| |:-------------:|:------:|:----:|:---------------:| |
| | 2.3518 | 0.0012 | 1 | 2.3640 | |
| | 1.6322 | 0.2446 | 200 | 1.6913 | |
| | 1.5903 | 0.4891 | 400 | 1.6003 | |
| | 1.5146 | 0.7337 | 600 | 1.5392 | |
| | 1.5277 | 0.9783 | 800 | 1.5297 | |
|
|
|
|
| ### Framework versions |
|
|
| - Transformers 4.52.3 |
| - Pytorch 2.6.0+cu124 |
| - Datasets 3.6.0 |
| - Tokenizers 0.21.1 |
|
|
