End of training

README.md

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+---
+library_name: transformers
+base_model: minpeter/tiny-ko-20m-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-20m-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: `0.11.0.dev0`
+```yaml
+base_model: minpeter/tiny-ko-20m-base
+
+hub_model_id: minpeter/tiny-ko-20m-sft
+output_dir: ./outputs/tiny-ko-20m-sft
+wandb_project: "axolotl"
+wandb_entity: "kasfiekfs-e"
+
+chat_template: chatml
+datasets:
+  - path: lemon-mint/Korean-FineTome-100k
+    type: chat_template
+    split: train[:1000]
+    field_messages: messages
+    message_property_mappings:
+      role: role
+      content: content
+
+  - path: lemon-mint/smol-koreantalk
+    type: chat_template
+    split: train[:1000]
+    field_messages: messages
+    message_property_mappings:
+      role: role
+      content: content
+
+  - path: heegyu/open-korean-instructions-v20231020
+    type: chat_template
+    split: train[:1000]
+    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[:1000]
+    field_messages: conversations
+    message_property_mappings:
+      role: from
+      content: value
+
+  - path: FreedomIntelligence/alpaca-gpt4-korean
+    type: chat_template
+    split: train[:1000]
+    field_messages: conversations
+    message_property_mappings:
+      role: from
+      content: value
+
+  - path: FreedomIntelligence/sharegpt-korean
+    type: chat_template
+    split: train[:1000]
+    field_messages: conversations
+    message_property_mappings:
+      role: from
+      content: value
+
+  - path: coastral/korean-writing-style-instruct
+    type: chat_template
+    split: train[:1000]
+    field_messages: conversations
+    message_property_mappings:
+      role: from
+      content: value
+
+  - path: devngho/korean-instruction-mix
+    type: chat_template
+    split: train[:1000]
+    field_messages: messages
+    message_property_mappings:
+      role: from
+      content: value
+
+  - path: youjunhyeok/Magpie-Pro-300K-Filtered-ko
+    type: chat_template
+    split: train[:1000]
+    field_messages: conversations
+    message_property_mappings:
+      role: from
+      content: value
+
+  - path: youjunhyeok/smoltalk-ko-translate
+    type: chat_template
+    split: train[:1000]
+    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: 8192
+
+# <<<< experimental settings <<<<
+sample_packing: false
+train_on_inputs: false
+# >>>> experimental settings >>>
+
+pad_to_sequence_len: true
+
+gradient_accumulation_steps: 4
+micro_batch_size: 16
+
+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-20m-sft
+
+This model is a fine-tuned version of [minpeter/tiny-ko-20m-base](https://huggingface.co/minpeter/tiny-ko-20m-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.
+
+## 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: 16
+- eval_batch_size: 16
+- seed: 42
+- distributed_type: multi-GPU
+- num_devices: 2
+- gradient_accumulation_steps: 4
+- total_train_batch_size: 128
+- total_eval_batch_size: 32
+- 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: 75
+
+### Training results
+
+| Training Loss | Epoch | Step | Validation Loss |
+|:-------------:|:-----:|:----:|:---------------:|
+| No log        | 0     | 0    | 3.5333          |
+
+
+### Framework versions
+
+- Transformers 4.52.4
+- Pytorch 2.6.0+cu124
+- Datasets 3.6.0
+- Tokenizers 0.21.1

generation_config.json

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+{
+  "_from_model_config": true,
+  "bos_token_id": 1,
+  "do_sample": true,
+  "eos_token_id": 32001,
+  "pad_token_id": 32003,
+  "transformers_version": "4.52.4",
+  "use_cache": false
+}