commit c5fe103fd13c5a62940dc14f2d5221113de30c34 Author: ModelHub XC Date: Sun Jul 19 18:33:12 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: Itaking/itakura_v4-model Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..a6344aa --- /dev/null +++ b/.gitattributes @@ -0,0 +1,35 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx 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-0,0 +1,216 @@ +--- +language: + - en + - ja +license: apache-2.0 +tags: + - olmo + - causal-lm + - bilingual + - japanese + - from-scratch +pipeline_tag: text-generation +--- + +# tokenizerから自作した英語＆日本語対応モデル（アーキテクチャーはOLMo-2-386Mベース） + +LLM学習の勉強用に開発したモデルです。会話にはなりません。 + +英日バイリンガルの小規模言語モデル。OLMo-2 アーキテクチャをベースに、**ランダム初期化から** Pretrain → CPT → SFT → DPO の4ステージパイプラインで学習しました。 + +事前学習済みモデルの重みをダウンロードせず、AllenAI が公開しているアーキテクチャ設定（`config.json`）のみを使用してゼロから学習しています。 + +--- + +## モデル概要 + +| 項目 | 値 | +|------|-----| +| アーキテクチャ | OLMo-2（縮小版） | +| パラメータ数 | ~386M | +| 語彙数 | 65,536（英日 BPE） | +| コンテキスト長 | 2,048 tokens | +| 精度 | bfloat16 | +| 対応言語 | 英語 / 日本語 | + +### アーキテクチャ詳細 + +| ハイパーパラメータ | 値 | +|---|---| +| hidden_size | 1,024 | +| num_hidden_layers | 16 | +| num_attention_heads | 16 | +| num_key_value_heads | 8（GQA） | +| intermediate_size | 4,096 | + +--- + +## 学習パイプライン + +``` +ランダム重み初期化 + ↓ +Stage 1: Pretraining (~2B tokens, EN 70% / JA 30%) + ↓ +Stage 2: CPT / Annealing (高品質データで継続学習) + ↓ +Stage 3: SFT (~115K instruction samples) + ↓ +Stage 4: DPO (UltraFeedback preference alignment) + ↓ + 本モデル +``` + +### Stage 1: Pretraining + +| 項目 | 詳細 | +|------|------| +| データ | FineWeb (EN 70%) + Wikipedia JA (JA 30%) | +| トークン数 | ~2B tokens | +| LR | 3e-4（cosine + min-LR 10%） | +| Effective batch | 128 seq ≈ 262K tokens | +| Optimizer | AdamW (weight_decay=0.1) | + +### Stage 2: CPT（Continued Pretraining） + +| 項目 | 詳細 | +|------|------| +| データ | FineWeb-Edu (EN 60%) + CulturaX JA (JA 40%) | +| ドキュメント数 | 500K docs | +| LR | 1e-4（cosine） | + +### Stage 3: SFT（Supervised Fine-Tuning） + +| データセット | サンプル数 | 言語 | +|---|---|---| +| allenai/tulu-3-sft-mixture | 70,000 | 英語 | +| kunishou/databricks-dolly-15k-ja | ~15,000 | 日本語 | +| lightblue/tagengo-gpt4（日本語のみ） | 10,000 | 日本語 | +| izumi-lab/llm-japanese-dataset | 20,000 | 日本語 | +| **合計** | **~115,000** | | + +| 項目 | 値 | +|---|---| +| LR | 5e-6（linear） | +| Epochs | 2 | +| Effective batch | 64 | +| Loss | Cross-Entropy（assistant turns のみ） | + +### Stage 4: DPO（Direct Preference Optimization） + +| 項目 | 詳細 | +|------|------| +| データ | allenai/ultrafeedback_binarized_cleaned | +| Loss | DPO sigmoid（β=0.1） | +| LR | 5e-7（linear） | +| Epochs | 1 | + +--- + +## トークナイザー + +英日バイリンガル BPE トークナイザーをゼロから学習しました。 + +| 項目 | 値 | +|---|---| +| 種類 | ByteLevel BPE | +| 語彙数 | 65,536（= 2¹⁶） | +| 学習データ | FineWeb 60K docs + Wikipedia JA 60K docs | +| 特殊トークン | `<\|endoftext\|>`, `<\|padding\|>`, `<\|user\|>`, `<\|assistant\|>`, `<\|system\|>` | + +OLMo-2 のオリジナルトークナイザー（vocab=50,280）と比べて日本語トークン効率が大幅に向上しています。 + +--- + +## 使い方 + +```python +from transformers import AutoTokenizer, AutoModelForCausalLM +import torch + +model_id = "itacora/olmo2-386m-ja" + +tokenizer = AutoTokenizer.from_pretrained(model_id) +model = AutoModelForCausalLM.from_pretrained( + model_id, + torch_dtype=torch.bfloat16, + device_map="auto", +) + +messages = [{"role": "user", "content": "機械学習とは何ですか？"}] +input_text = tokenizer.apply_chat_template( + messages, tokenize=False, add_generation_prompt=True +) +inputs = tokenizer(input_text, return_tensors="pt").to(model.device) +inputs.pop("token_type_ids", None) + +with torch.inference_mode(): + output = model.generate( + **inputs, + max_new_tokens=200, + temperature=0.7, + top_p=0.9, + do_sample=True, + repetition_penalty=1.3, + ) + +response = tokenizer.decode(output[0][inputs["input_ids"].shape[1]:], skip_special_tokens=True) +print(response) +``` + +### チャットテンプレート + +``` +<|user|> +{ユーザーの入力} +<|assistant|> +{モデルの返答}<|endoftext|> +``` + +--- + +## 学習環境 + +| 項目 | 詳細 | +|------|------| +| GPU | NVIDIA RTX 4090 (24GB VRAM) | +| フレームワーク | PyTorch 2.4 + Transformers + TRL | +| 精度 | bfloat16 + gradient checkpointing | +| プラットフォーム | RunPod | + +--- + +## 限界と注意事項 + +- **Pretrain データ量**: Chinchilla 最適値（386M × 20 = ~8B tokens）に対して約 2B tokens のみ。言語能力・知識量ともに制限があります。 +- **繰り返し**: 長い生成では同じ文が繰り返されることがあります。`repetition_penalty=1.3` の使用を推奨します。 +- **事実の誤り**: 知識が不十分なため、誤った情報を生成する場合があります。重要な用途には使用しないでください。 +- **日本語品質**: SFT データの一部（izumi-lab）に `【P】` 等のフォーマットマーカーが含まれており、日本語生成に影響することがあります。 +- **研究・実験目的**: 本モデルはフルパイプラインの動作確認・学習実験を目的として作成されました。プロダクション用途には適しません。 + +--- + +## ライセンス + +Apache 2.0 + +学習データに使用した各データセットのライセンスも確認してください： +- [FineWeb](https://huggingface.co/datasets/HuggingFaceFW/fineweb): ODC-By +- [Wikipedia](https://huggingface.co/datasets/wikimedia/wikipedia): CC BY-SA 4.0 +- [Tülu-3 SFT mixture](https://huggingface.co/datasets/allenai/tulu-3-sft-mixture): ODC-BY +- [UltraFeedback](https://huggingface.co/datasets/allenai/ultrafeedback_binarized_cleaned): MIT + +--- + +## 引用 + +本モデルは以下の研究・成果物をベースにしています： + +```bibtex +@article{olmo2, + title={OLMo 2: The best fully open language model to date}, + author={Team OLMo}, + year={2025}, + url={https://arxiv.org/abs/2501.00656} +} +``` diff --git a/checkpoint-3801/config.json b/checkpoint-3801/config.json new file mode 100644 index 0000000..24aa5c2 --- /dev/null +++ b/checkpoint-3801/config.json @@ -0,0 +1,28 @@ +{ + "_name_or_path": "checkpoints/sft", + 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"<|endoftext|>", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "1": { + "content": "<|padding|>", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "2": { + "content": "<|user|>", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "3": { + "content": "<|assistant|>", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "4": { + "content": "<|system|>", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + } + }, + "additional_special_tokens": [ + "<|user|>", + "<|assistant|>", + "<|system|>" + ], + "bos_token": "<|endoftext|>", + "chat_template": "{% for message in messages %}{% if message['role'] == 'system' %}<|system|>\n{{ message['content'] }}\n{% elif message['role'] == 'user' %}<|user|>\n{{ message['content'] }}\n{% elif message['role'] == 'assistant' %}<|assistant|>\n{{ message['content'] }}{{ eos_token }}\n{% endif %}{% endfor %}{% if add_generation_prompt %}<|assistant|>\n{% endif %}", + "clean_up_tokenization_spaces": false, + "eos_token": "<|endoftext|>", + "extra_special_tokens": {}, + "model_max_length": 1000000000000000019884624838656, + "pad_token": "<|padding|>", + "tokenizer_class": "PreTrainedTokenizerFast", + "unk_token": "<|endoftext|>" +} diff --git a/training_args.bin b/training_args.bin new file mode 100644 index 0000000..4014391 --- /dev/null +++ b/training_args.bin @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:af42ef9bfcda66ea7d72451bdfc9db238c592215d63e2850bd2f59c36d29b64a +size 6200