commit d641a902ee54cbfb737daeb83fc80caf97211ff1 Author: ModelHub XC Date: Tue Nov 3 23:29:22 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: Columbia-NLP/gemma-2b-zephyr-sft Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..52373fe --- /dev/null +++ b/.gitattributes @@ -0,0 +1,36 @@ +*.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 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100644 index 0000000..a404818 --- /dev/null +++ b/README.md @@ -0,0 +1,141 @@ +--- +license: other +license_name: gemma-terms-of-use +license_link: https://ai.google.dev/gemma/terms +base_model: google/gemma-2b +tags: +- alignment-handbook +- trl +- sft +- generated_from_trainer +datasets: +- HuggingFaceH4/deita-10k-v0-sft +model-index: +- name: gemma-2b-zephyr-sft + results: + - task: + type: text-generation + name: Text Generation + dataset: + name: AI2 Reasoning Challenge (25-Shot) + type: ai2_arc + config: ARC-Challenge + split: test + args: + num_few_shot: 25 + metrics: + - type: acc_norm + value: 51.88 + name: normalized accuracy + - task: + type: text-generation + name: Text Generation + dataset: + name: HellaSwag (10-Shot) + type: hellaswag + split: validation + args: + num_few_shot: 10 + metrics: + - type: acc_norm + value: 72.63 + name: normalized accuracy + - task: + type: text-generation + name: Text Generation + dataset: + name: MMLU (5-Shot) + type: cais/mmlu + config: all + split: test + args: + num_few_shot: 5 + metrics: + - type: acc + value: 42.20 + name: accuracy + - task: + type: text-generation + name: Text Generation + dataset: + name: TruthfulQA (0-shot) + type: truthful_qa + config: multiple_choice + split: validation + args: + num_few_shot: 0 + metrics: + - type: mc2 + value: 41.96 + - task: + type: text-generation + name: Text Generation + dataset: + name: Winogrande (5-shot) + type: winogrande + config: winogrande_xl + split: validation + args: + num_few_shot: 5 + metrics: + - type: acc + value: 63.85 + name: accuracy + - task: + type: text-generation + name: Text Generation + dataset: + name: GSM8k (5-shot) + type: gsm8k + config: main + split: test + args: + num_few_shot: 5 + metrics: + - type: acc + value: 20.09 + name: accuracy +--- + +# Model Card for Gemma 2B Zephyr SFT + +We trained the [google/gemma-2b](https://huggingface.co/google/gemma-2b) with [deita-10k-v0-sft](https://huggingface.co/datasets/HuggingFaceH4/deita-10k-v0-sft). +We carefully selected the hyper-parameters and masked the user tokens during training to achieve the best supervised fine-tuning performance. + +## Model description + +- **Model type:** A 2.5B parameter GPT-like model fine-tuned on a mix of publicly available, synthetic datasets. +- **Language(s) (NLP):** Primarily English +- **License:** Gemma Terms of Use +- **Finetuned from model:** [google/gemma-2b](https://huggingface.co/google/gemma-2b) + + +## License +This model has the same license as the [original Gemma model collection](https://ai.google.dev/gemma/terms) + +## OpenLLM Leaderboard Performance + +| Models | Avg. | ARC | HellaSwag | MMLU | TruthfulQA | Winogrande | GSM8k | +|-----------------------------------------|------|-------|-----------|------|------------|------------|-------| +| google/gemma-2b | 46.37| 48.38 | 71.77 | 41.77| 33.08 | 66.77 | 16.91 | +| google/gemma-2b-it | 42.75| 43.94 | 62.70 | 37.65| 45.82 | 60.93 | 5.46 | +| wandb/gemma-2b-zephyr-sft | 47.18| 49.74 | 72.38 | 41.37| 34.42 | 66.93 | 18.27 | +| wandb/gemma-2b-zephyr-dpo | 46.92| 49.66 | 72.23 | 41.13| 34.47 | 66.54 | 17.51 | +| **Columbia-NLP/gemma-2b-zephyr-sft** | 48.75| 51.80 | 72.63 | 42.20| 41.96 | 63.85 | 20.09 | +| Columbia-NLP/gemma-2b-zephyr-dpo | 49.14| 52.22 | 73.11 | 42.55| 42.64 | 64.40 | 19.94 | + + +## MT-Bench + +GPT-4-0125-preview as Judge + +| Model | Total | Coding | Extraction | Humanities | Math | Reasoning | Roleplay | STEM | Writing | +|------------------------------------------|-------|--------|------------|------------|------|-----------|----------|------|---------| +| google/gemma-2b-it | 4.71 | 2.95 | 4.35 | 6.15 | 2.90 | 3.50 | 5.60 | 5.50 | 6.70 | +| wandb/gemma-2b-zephyr-sft | 4.03 | 3.10 | 3.15 | 5.00 | 2.70 | 2.65 | 5.10 | 4.80 | 5.75 | +| wandb/gemma-2b-zephyr-dpo | 4.06 | 2.80 | 2.90 | 5.55 | 2.65 | 2.70 | 5.20 | 4.80 | 5.85 | +| **Columbia-NLP/gemma-2b-zephyr-sft** | 4.34 | 3.10 | 3.70 | 6.25 | 2.65 | 2.70 | 5.55 | 5.25 | 5.50 | +| Columbia-NLP/gemma-2b-zephyr-dpo | 4.75 | 3.50 | 4.05 | 6.75 | 3.30 | 3.70 | 5.85 | 5.40 | 5.53 | + + + diff --git a/config.json b/config.json new file mode 100644 index 0000000..756fd9b --- /dev/null +++ b/config.json @@ -0,0 +1,29 @@ +{ + "_name_or_path": "./zephyr-2b-gemma-sft-pack-v0.3/checkpoint-1463", + "architectures": [ + "GemmaForCausalLM" + ], + "attention_bias": false, + "attention_dropout": 0.0, + "bos_token_id": 2, + "eos_token_id": 1, + "head_dim": 256, + "hidden_act": "gelu", + "hidden_activation": null, + "hidden_size": 2048, + "initializer_range": 0.02, + "intermediate_size": 16384, + "max_position_embeddings": 8192, + "model_type": "gemma", + "num_attention_heads": 8, + "num_hidden_layers": 18, + "num_key_value_heads": 1, + "pad_token_id": 0, + "rms_norm_eps": 1e-06, + "rope_scaling": null, + "rope_theta": 10000.0, + "torch_dtype": "bfloat16", + "transformers_version": "4.39.2", + "use_cache": false, + "vocab_size": 256000 +} diff --git a/generation_config.json 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