commit 5ed0f0c3e0f0fc7a6947e4bf27143d48a41476b6 Author: ModelHub XC Date: Sun Oct 18 16:16:19 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: duyntnet/Seed-Coder-8B-Instruct-imatrix-GGUF Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..900ef36 --- /dev/null +++ b/.gitattributes @@ -0,0 +1,62 @@ +*.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 +Seed-Coder-8B-Instruct-IQ1_S.gguf filter=lfs diff=lfs merge=lfs -text +Seed-Coder-8B-Instruct-IQ1_M.gguf filter=lfs diff=lfs merge=lfs -text +Seed-Coder-8B-Instruct-Q2_K.gguf filter=lfs diff=lfs merge=lfs -text +Seed-Coder-8B-Instruct-Q2_K_S.gguf filter=lfs diff=lfs merge=lfs -text +Seed-Coder-8B-Instruct-IQ2_S.gguf filter=lfs diff=lfs merge=lfs -text +Seed-Coder-8B-Instruct-IQ2_M.gguf filter=lfs diff=lfs merge=lfs -text +Seed-Coder-8B-Instruct-IQ2_XS.gguf filter=lfs diff=lfs merge=lfs -text +Seed-Coder-8B-Instruct-IQ2_XXS.gguf filter=lfs diff=lfs merge=lfs -text +Seed-Coder-8B-Instruct-Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text +Seed-Coder-8B-Instruct-Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +Seed-Coder-8B-Instruct-Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text +Seed-Coder-8B-Instruct-IQ3_S.gguf filter=lfs diff=lfs merge=lfs -text +Seed-Coder-8B-Instruct-IQ3_M.gguf filter=lfs diff=lfs merge=lfs -text +Seed-Coder-8B-Instruct-IQ3_XS.gguf filter=lfs diff=lfs merge=lfs -text +Seed-Coder-8B-Instruct-IQ3_XXS.gguf filter=lfs diff=lfs merge=lfs -text +Seed-Coder-8B-Instruct-Q4_0.gguf filter=lfs diff=lfs merge=lfs -text +Seed-Coder-8B-Instruct-Q4_1.gguf filter=lfs diff=lfs merge=lfs -text +Seed-Coder-8B-Instruct-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +Seed-Coder-8B-Instruct-Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text +Seed-Coder-8B-Instruct-IQ4_NL.gguf filter=lfs diff=lfs merge=lfs -text +Seed-Coder-8B-Instruct-IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text +Seed-Coder-8B-Instruct-Q5_0.gguf filter=lfs diff=lfs merge=lfs -text +Seed-Coder-8B-Instruct-Q5_1.gguf filter=lfs diff=lfs merge=lfs -text +Seed-Coder-8B-Instruct-Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +Seed-Coder-8B-Instruct-Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +Seed-Coder-8B-Instruct-Q6_K.gguf filter=lfs diff=lfs merge=lfs -text +Seed-Coder-8B-Instruct-Q8_0.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..0927eb0 --- /dev/null +++ b/README.md @@ -0,0 +1,104 @@ +--- +license: other +language: +- en +pipeline_tag: text-generation +inference: false +tags: +- transformers +- gguf +- imatrix +- Seed-Coder-8B-Instruct +--- + +Quantizations of https://huggingface.co/ByteDance-Seed/Seed-Coder-8B-Instruct + + +### Open source inference clients/UIs +* [llama.cpp](https://github.com/ggerganov/llama.cpp) +* [KoboldCPP](https://github.com/LostRuins/koboldcpp) +* [text-generation-webui](https://github.com/oobabooga/text-generation-webui) + +### Closed source inference clients/UIs +* [LM Studio](https://lmstudio.ai/) +* More will be added... +--- + +# From original readme + +We are thrilled to introduce Seed-Coder, a powerful, transparent, and parameter-efficient family of open-source code models at the 8B scale, featuring base, instruct, and reasoning variants. Seed-Coder contributes to promote the evolution of open code models through the following highlights. + +- **Model-centric:** Seed-Coder predominantly leverages LLMs instead of hand-crafted rules for code data filtering, minimizing manual effort in pretraining data construction. +- **Transparent:** We openly share detailed insights into our model-centric data pipeline, including methods for curating GitHub data, commits data, and code-related web data. +- **Powerful:** Seed-Coder achieves state-of-the-art performance among open-source models of comparable size across a diverse range of coding tasks. + +This repo contains the **Seed-Coder-8B-Instruct** model, which has the following features: +- Type: Causal language models +- Training Stage: Pretraining & Post-training +- Data Source: Public datasets, synthetic data +- Context Length: 32,768 + + +## Model Downloads +| Model Name | Length | Download | Notes | +|---------------------------------------------------------|--------|------------------------------------|-----------------------| +| Seed-Coder-8B-Base | 32K | 🤗 [Model](https://huggingface.co/ByteDance-Seed/Seed-Coder-8B-Base) | Pretrained on our model-centric code data. | +| 👉 **Seed-Coder-8B-Instruct** | 32K | 🤗 [Model](https://huggingface.co/ByteDance-Seed/Seed-Coder-8B-Instruct) | Instruction-tuned for alignment with user intent. | +| Seed-Coder-8B-Reasoning | 64K | 🤗 [Model](https://huggingface.co/ByteDance-Seed/Seed-Coder-8B-Reasoning) | RL trained to boost reasoning capabilities. | +| Seed-Coder-8B-Reasoning-bf16 | 64K | 🤗 [Model](https://huggingface.co/ByteDance-Seed/Seed-Coder-8B-Reasoning-bf16) | RL trained to boost reasoning capabilities. | + +## Requirements +You will need to install the latest versions of `transformers` and `accelerate`: + +```bash +pip install -U transformers accelerate +``` + +## Quickstart + +Here is a simple example demonstrating how to load the model and generate code using the Hugging Face `pipeline` API: + +```python +from transformers import AutoTokenizer, AutoModelForCausalLM +import torch + +model_id = "ByteDance-Seed/Seed-Coder-8B-Instruct" + +tokenizer = AutoTokenizer.from_pretrained(model_id, trust_remote_code=True) +model = AutoModelForCausalLM.from_pretrained(model_id, torch_dtype=torch.bfloat16, device_map="auto", trust_remote_code=True) + +messages = [ + {"role": "user", "content": "Write a quick sort algorithm."}, +] + +input_ids = tokenizer.apply_chat_template( + messages, + tokenize=True, + return_tensors="pt", + add_generation_prompt=True, +).to(model.device) + +outputs = model.generate(input_ids, max_new_tokens=512) +response = tokenizer.decode(outputs[0][input_ids.shape[-1]:], skip_special_tokens=True) +print(response) + +``` + +## Evaluation + +Seed-Coder-8B-Instruct has been evaluated on a wide range of coding tasks, including code generation, code reasoning, code editing, and software engineering, achieving state-of-the-art performance among ~8B open-source models. + +| Model | HumanEval | MBPP | MHPP | BigCodeBench (Full) | BigCodeBench (Hard) | LiveCodeBench (2410 – 2502) | +|:-----------------------------:|:---------:|:----:|:----:|:-------------------:|:-------------------:|:-------------------------:| +| CodeLlama-7B-Instruct | 40.9 | 54.0 | 6.7 | 25.7 | 4.1 | 3.6 | +| DeepSeek-Coder-6.7B-Instruct | 74.4 | 74.9 | 20.0 | 43.8 | 15.5 | 9.6 | +| CodeQwen1.5-7B-Chat | 83.5 | 77.7 | 17.6 | 43.6 | 15.5 | 3.0 | +| Yi-Coder-9B-Chat | 82.3 | 82.0 | 26.7 | 49.0 | 17.6 | 17.5 | +| Llama-3.1-8B-Instruct | 68.3 | 70.1 | 17.1 | 40.5 | 13.5 | 11.5 | +| OpenCoder-8B-Instruct | 83.5 | 79.1 | 30.5 | 50.9 | 18.9 | 17.1 | +| Qwen2.5-Coder-7B-Instruct | **88.4** | 83.5 | 26.7 | 48.8 | 20.3 | 17.3 | +| Qwen3-8B | 84.8 | 77.0 | 32.8 | 51.7 | 23.0 | 23.5 | +| Seed-Coder-8B-Instruct | 84.8 | **85.2** | **36.2** | **53.3** | **26.4** | **24.7** | + + +For detailed benchmark performance, please refer 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