commit 885dfd2d2cf407558c0630207db7f7ee5842b894 Author: ModelHub XC Date: Sat May 16 13:20:32 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: maywell/Synatra-V0.1-7B-Instruct Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..9fda727 --- /dev/null +++ b/.gitattributes @@ -0,0 +1,52 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text + + +*.bz2 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 + +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zstandard filter=lfs diff=lfs merge=lfs -text +*.tfevents* filter=lfs diff=lfs merge=lfs -text +*.db* filter=lfs diff=lfs merge=lfs -text +*.ark* filter=lfs diff=lfs merge=lfs -text +**/*ckpt*data* filter=lfs diff=lfs merge=lfs -text +**/*ckpt*.meta filter=lfs diff=lfs merge=lfs -text +**/*ckpt*.index filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.gguf* filter=lfs diff=lfs merge=lfs -text +*.ggml filter=lfs diff=lfs merge=lfs -text +*.llamafile* filter=lfs diff=lfs merge=lfs -text +*.pt2 filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text + +pytorch_model-00001-of-00002.bin filter=lfs diff=lfs merge=lfs -text +pytorch_model-00002-of-00002.bin filter=lfs diff=lfs merge=lfs -text +tokenizer.model filter=lfs diff=lfs merge=lfs -text +tokenizer.json filter=lfs diff=lfs merge=lfs -text \ No newline at end of file diff --git a/README.md b/README.md new file mode 100644 index 0000000..18b3583 --- /dev/null +++ b/README.md @@ -0,0 +1,125 @@ +--- +language: +- ko + +library_name: transformers +pipeline_tag: text-generation +license: cc-by-nc-4.0 +--- + + +# **V0.3 IS UP** + +[Link to V0.3](https://huggingface.co/maywell/Synatra-7B-v0.3-base) + +# **Synatra-V0.1-7B** + +Made by StableFluffy + +[Visit my website! - Currently on consturction..](https://www.stablefluffy.kr/) + +## License + +This model is strictly [*non-commercial*](https://creativecommons.org/licenses/by-nc/4.0/) (**cc-by-nc-4.0**) use only which takes priority over the **LLAMA 2 COMMUNITY LICENSE AGREEMENT**. +The "Model" is completely free (ie. base model, derivates, merges/mixes) to use for non-commercial purposes as long as the the included **cc-by-nc-4.0** license in any parent repository, and the non-commercial use statute remains, regardless of other models' licences. +The licence can be changed after new model released. + +## Model Details +**Base Model** +[mistralai/Mistral-7B-Instruct-v0.1](https://huggingface.co/mistralai/Mistral-7B-Instruct-v0.1) + +**Trained On** +A6000 48GB * 8 + +## Instruction format + +**학습 과정의 실수로 [/INST]가 아닌 [\INST]가 적용되었습니다. v0.2 에서 수정 될 예정입니다.** + +In order to leverage instruction fine-tuning, your prompt should be surrounded by `[INST]` and `[\INST]` tokens. The very first instruction should begin with a begin of sentence id. The next instructions should not. The assistant generation will be ended by the end-of-sentence token id. +Plus, It is strongly recommended to add a space at the end of the prompt. + +E.g. +``` +text = "[INST] 아이작 뉴턴의 업적을 알려줘. [\INST] " +``` + +# **Model Benchmark** + +## KULLM Evaluation +구름v2 repo 에서 제공되는 데이터셋과 프롬프트를 사용하여 평가했습니다. +당시 GPT4와 현재 GPT4가 완전히 동일하지는 않기에 실제 결과와 약간의 차이가 존재 할 수 있습니다. + +![img](./kullm_eval.png) +| Model | 이해가능성 | 자연스러움 | 맥락유지 | 흥미로움 | 지시어사용 | 전반적퀄리티 +| --- | --- | --- | --- | --- | --- | --- +| GPT-3.5 | 0.980 | 2.806 | 2.849 | 2.056 | 0.917 | 3.905 +| GPT-4 | 0.984 | 2.897 | 2.944 | 2.143 | 0.968 | 4.083 +| KoAlpaca v1.1 | 0.651 | 1.909 | 1.901 | 1.583 | 0.385 | 2.575 +| koVicuna | 0.460 | 1.583 | 1.726 | 1.528 | 0.409 | 2.440 +| KULLM v2 | 0.742 | 2.083 | 2.107 | 1.794 | 0.548 | 3.036 +| **Synatra-V0.1-7B** | **0.960** | **2.821** | **2.755** | **2.356** | **0.934** | **4.065** + +## KOBEST_BOOLQ, SENTINEG, WIC - ZERO_SHOT +[EleutherAI/lm-evaluation-harness](https://github.com/EleutherAI/lm-evaluation-harness/tree/polyglot)를 사용하여 BoolQ, SentiNeg, Wic을 측정했습니다. + +HellaSwag와 COPA는 원본코드를 수정하는 과정에서 어려움을 겪어 아직 진행하지 않았습니다. + +### NOTE +BoolQ에는 Instruction 모델의 이해를 돕기위해 "위 글에 대한 질문에 사실을 확인하는 작업입니다.", "예, 아니오로 대답해주세요."의 프롬프트를 추가했습니다. +SentiNeg에는 Instruction 모델의 이해를 돕기위해 "위 문장의 긍정, 부정 여부를 판단하세요."의 프롬프트를 추가했습니다. +Wic의 경우는 [INST], [\INST]만 추가하였습니다. + + +| Model | COPA | HellaSwag | BoolQ | SentiNeg | Wic +| --- | --- | --- | --- | --- | --- +| EleutherAI/polyglot-ko-12.8b | 0.7937 | 0.5954 | 0.4818 | 0.9117 | 0.3985 +| **Synatra-V0.1-7B** | **NaN** | **NaN** | **0.849** | **0.8690** | **0.4881** + +# **Implementation Code** + +Since, chat_template already contains insturction format above. +You can use the code below. + +```python +from transformers import AutoModelForCausalLM, AutoTokenizer + +device = "cuda" # the device to load the model onto + +model = AutoModelForCausalLM.from_pretrained("maywell/Synatra-V0.1-7B") +tokenizer = AutoTokenizer.from_pretrained("maywell/Synatra-V0.1-7B") + +messages = [ + {"role": "user", "content": "What is your favourite condiment?"}, +] + +encodeds = tokenizer.apply_chat_template(messages, return_tensors="pt") + +model_inputs = encodeds.to(device) +model.to(device) + +generated_ids = model.generate(model_inputs, max_new_tokens=1000, do_sample=True) +decoded = tokenizer.batch_decode(generated_ids) +print(decoded[0]) +``` + +If you run it on oobabooga your prompt would look like this. - ** Need to add Space at the end! ** +``` +[INST] 링컨에 대해서 알려줘. [\INST] +``` + +> Readme format: [beomi/llama-2-ko-7b](https://huggingface.co/beomi/llama-2-ko-7b) + +--- +# [Open LLM Leaderboard Evaluation Results](https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard) +Detailed results can be found [here](https://huggingface.co/datasets/open-llm-leaderboard/details_maywell__Synatra-V0.1-7B) + +| Metric | Value | +|-----------------------|---------------------------| +| Avg. | 53.54 | +| ARC (25-shot) | 55.29 | +| HellaSwag (10-shot) | 76.63 | +| MMLU (5-shot) | 55.29 | +| TruthfulQA (0-shot) | 55.76 | +| Winogrande (5-shot) | 72.77 | +| GSM8K (5-shot) | 19.41 | +| DROP (3-shot) | 39.63 | diff --git a/config.json b/config.json new file mode 100644 index 0000000..1635027 --- /dev/null +++ b/config.json @@ -0,0 +1,24 @@ +{ + "architectures": [ + "MistralForCausalLM" + ], + "bos_token_id": 1, + "eos_token_id": 2, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + 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