commit a7a181e4a5196c6beb0f543e2de59e783bf6d9ed Author: ModelHub XC Date: Mon Jun 29 06:06:15 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: olaverse/MIST-Mini-8B 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 +*.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 +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl 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 +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* 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 +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text +tokenizer.json filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..a33d084 --- /dev/null +++ b/README.md @@ -0,0 +1,124 @@ +--- +license: llama3.1 +language: +- en +pipeline_tag: text-generation +library_name: transformers +inference: true +base_model: +- NousResearch/Hermes-3-Llama-3.1-8B +- NousResearch/DeepHermes-3-Llama-3-8B-Preview +- nvidia/Llama-3.1-Nemotron-Nano-8B-v1 +- deepseek-ai/DeepSeek-R1-Distill-Llama-8B +tags: +- merge +- dare_ties +- llama +- llama-3.1 +- mist +--- + +![mist models](https://cdn-uploads.huggingface.co/production/uploads/69949cbacd82af728f850c12/WzzrAklKUsaCCTTASicDf.png) + +# MIST-1-8B + +MIST-1-8B (formerly MIST-Mini) is the smallest and fastest model in the **MIST model family** by [olaverse](https://huggingface.co/olaverse). Built by blending 4 specialized Llama 3.1 8B models using DARE+TIES — delivering strong performance at maximum speed. +fast, thorough, great for everyday use + +## MIST Model Family + +| Model | Params | Speed | Status | +|---|---|---|---| +| **MIST-1-8B** | 8B | ~63 tok/s | ✅ Available | +| [MIST-1-70B](https://huggingface.co/olaverse/MIST-1-70B) | 70B | ~23 tok/s | ✅ Available | +| [MIST-1-140B](https://huggingface.co/olaverse/MIST-1-140B) | 140B | ~8 tok/s | ✅ Available | + +--- + +## Key Strengths + +- ⚡ **Fastest** — 63 tok/s on H200, great for real-time applications +- 🧠 **Strong Reasoning** — DeepSeek R1 distillation +- 💻 **Clean Code** — production-ready with comments +- 📐 **Math** — accurate step-by-step solving +- 🤝 **Helpful** — low refusal rate +- 📦 **Lightweight** — 15GB, runs on consumer GPUs + +--- + +## Benchmark Results + +| Task | Speed | Quality | +|---|---|---| +| Reasoning | 4.5s | ✅ Correct | +| Coding | 4.0s | ✅ Clean code | +| Math | 4.0s | ✅ Step-by-step | +| General | 4.0s | ✅ Accurate | +| Instruction | 4.0s | ✅ Precise | + +**Average: 63 tok/s** + +--- + +## How to Use + +```python +from transformers import AutoModelForCausalLM, AutoTokenizer + +model = AutoModelForCausalLM.from_pretrained( + "olaverse/MIST-Mini-8B", + torch_dtype="auto", + device_map="auto", +) +tokenizer = AutoTokenizer.from_pretrained("olaverse/MIST-Mini-8B") + +messages = [{"role": "user", "content": "Your question here"}] +text = tokenizer.apply_chat_template( + messages, tokenize=False, add_generation_prompt=True +) +inputs = tokenizer(text, return_tensors="pt").to("cuda") +outputs = model.generate(**inputs, max_new_tokens=512) +print(tokenizer.decode(outputs[0], skip_special_tokens=True)) +``` + +## Hardware Requirements + +| Precision | VRAM Required | +|---|---| +| bfloat16 | 16GB (RTX 3090/4090) | +| 4-bit | 6GB (RTX 3060+) | + +--- + +## Recommended Generation Settings + +These settings were verified through testing. Without `repetition_penalty` +and `min_p` the model will ramble and not stop cleanly. + +```python +outputs = model.generate( + **inputs, + max_new_tokens=1024, + do_sample=True, + temperature=0.7, + top_p=0.95, + min_p=0.05, + repetition_penalty=1.5, + eos_token_id=[128040, 128009, 128001], + pad_token_id=128001, +) +``` + +### Stop Tokens +This model's ChatML parents (`<|im_end|>`) survived the DARE+TIES merge +alongside Llama 3.1 native tokens. Use all three: + +| Token | ID | Source | +|---|---|---| +| `<\|im_end\|>` | 128040 | Hermes/Nemotron parents | +| `<\|eot_id\|>` | 128009 | Llama 3.1 native | +| `<\|end_of_text\|>` | 128001 | Llama 3.1 native | + +## License + +[Llama 3.1 Community License](https://llama.meta.com/llama3/license/) \ No newline at end of file diff --git a/chat_template.jinja b/chat_template.jinja new file mode 100644 index 0000000..e2a0494 --- /dev/null +++ b/chat_template.jinja @@ -0,0 +1,10 @@ +{% if messages[0]['role'] == 'system' %}{% set system_message = messages[0]['content'] %}{% set messages = messages[1:] %}{% else %}{% set system_message = 'You are a helpful assistant.' %}{% endif %}{{ '<|im_start|>system +' + system_message + '<|im_end|> +' }}{% for message in messages %}{% if message['role'] == 'user' %}{{ '<|im_start|>user +' + message['content'] + '<|im_end|> +' }}{% elif message['role'] == 'assistant' %}{{ '<|im_start|>assistant +' + message['content'] + '<|im_end|> +' }}{% elif message['role'] == 'tool' %}{{ '<|im_start|>tool +' + message['content'] + '<|im_end|> +' }}{% endif %}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant +' }}{% endif %} \ No newline at end of file diff --git a/config.json b/config.json new file mode 100644 index 0000000..3d7cde2 --- /dev/null +++ b/config.json @@ -0,0 +1,39 @@ +{ + "architectures": [ + "LlamaForCausalLM" + ], + "attention_bias": false, + "attention_dropout": 0.0, + "bos_token_id": 128000, + "dtype": "bfloat16", + "eos_token_id": [ + 128040, + 128009, + 128001 + ], + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 131072, + "mlp_bias": false, + "model_type": "llama", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pretraining_tp": 1, + "rms_norm_eps": 1e-05, + "rope_scaling": { + "factor": 8.0, + "high_freq_factor": 4.0, + "low_freq_factor": 1.0, + 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