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Yi-Coder-9B-8.0bpw-h8-exl2

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  1. README.md +97 -0
  2. config.json +40 -0
  3. generation_config.json +7 -0
  4. model.safetensors.index.json +442 -0
  5. output-00001-of-00002.safetensors +3 -0
  6. output-00002-of-00002.safetensors +3 -0
  7. special_tokens_map.json +30 -0
  8. tokenizer.json +0 -0
  9. tokenizer.model +3 -0
  10. tokenizer_config.json +41 -0
README.md ADDED
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+ ---
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+ license: apache-2.0
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+ ---
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+ <div align="center">
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+
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+ <picture>
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+ <img src="https://raw.githubusercontent.com/01-ai/Yi/main/assets/img/Yi_logo_icon_light.svg" width="120px">
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+ </picture>
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+
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+ </div>
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+
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+ <p align="center">
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+ <a href="https://github.com/01-ai">🐙 GitHub</a> •
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+ <a href="https://discord.gg/hYUwWddeAu">👾 Discord</a> •
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+ <a href="https://twitter.com/01ai_yi">🐤 Twitter</a> •
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+ <a href="https://github.com/01-ai/Yi-1.5/issues/2">💬 WeChat</a>
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+ <br/>
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+ <a href="https://arxiv.org/abs/2403.04652">📝 Paper</a> •
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+ <a href="https://01-ai.github.io/">💪 Tech Blog</a> •
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+ <a href="https://github.com/01-ai/Yi/tree/main?tab=readme-ov-file#faq">🙌 FAQ</a> •
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+ <a href="https://github.com/01-ai/Yi/tree/main?tab=readme-ov-file#learning-hub">📗 Learning Hub</a>
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+ </p>
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+
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+ # Intro
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+
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+ Yi-Coder is a series of open-source code language models that delivers state-of-the-art coding performance with fewer than 10 billion parameters.
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+
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+ Key features:
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+ - Excelling in long-context understanding with a maximum context length of 128K tokens.
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+ - Supporting 52 major programming languages:
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+ ```bash
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+ 'java', 'markdown', 'python', 'php', 'javascript', 'c++', 'c#', 'c', 'typescript', 'html', 'go', 'java_server_pages', 'dart', 'objective-c', 'kotlin', 'tex', 'swift', 'ruby', 'sql', 'rust', 'css', 'yaml', 'matlab', 'lua', 'json', 'shell', 'visual_basic', 'scala', 'rmarkdown', 'pascal', 'fortran', 'haskell', 'assembly', 'perl', 'julia', 'cmake', 'groovy', 'ocaml', 'powershell', 'elixir', 'clojure', 'makefile', 'coffeescript', 'erlang', 'lisp', 'toml', 'batchfile', 'cobol', 'dockerfile', 'r', 'prolog', 'verilog'
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+ ```
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+
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+ For model details and benchmarks, see [Yi-Coder blog](https://01-ai.github.io/) and [Yi-Coder README](https://github.com/01-ai/Yi-Coder).
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+
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+ <p align="left">
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+ <img src="https://github.com/01-ai/Yi/blob/main/assets/img/coder/yi-coder-calculator-demo.gif?raw=true" alt="demo1" width="500"/>
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+ </p>
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+
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+ # Models
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+
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+ | Name | Type | Length | Download |
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+ |--------------------|------|----------------|---------------------------------------------------------------------------------------------------------------------------------------------------|
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+ | Yi-Coder-9B-Chat | Chat | 128K | [🤗 Hugging Face](https://huggingface.co/01-ai/Yi-Coder-9B-Chat) • [🤖 ModelScope](https://www.modelscope.cn/models/01ai/Yi-Coder-9B-Chat) • [🟣 wisemodel](https://wisemodel.cn/models/01.AI/Yi-Coder-9B-Chat) |
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+ | Yi-Coder-1.5B-Chat | Chat | 128K | [🤗 Hugging Face](https://huggingface.co/01-ai/Yi-Coder-1.5B-Chat) • [🤖 ModelScope](https://www.modelscope.cn/models/01ai/Yi-Coder-1.5B-Chat) • [🟣 wisemodel](https://wisemodel.cn/models/01.AI/Yi-Coder-1.5B-Chat) |
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+ | Yi-Coder-9B | Base | 128K | [🤗 Hugging Face](https://huggingface.co/01-ai/Yi-Coder-9B) • [🤖 ModelScope](https://www.modelscope.cn/models/01ai/Yi-Coder-9B) • [🟣 wisemodel](https://wisemodel.cn/models/01.AI/Yi-Coder-9B) |
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+ | Yi-Coder-1.5B | Base | 128K | [🤗 Hugging Face](https://huggingface.co/01-ai/Yi-Coder-1.5B) • [🤖 ModelScope](https://www.modelscope.cn/models/01ai/Yi-Coder-1.5B) • [🟣 wisemodel](https://wisemodel.cn/models/01.AI/Yi-Coder-1.5B) |
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+ | |
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+
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+ # Benchmarks
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+
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+ As illustrated in the figure below, Yi-Coder-9B-Chat achieved an impressive 23% pass rate in LiveCodeBench, making it the only model with under 10B parameters to surpass 20%. It also outperforms DeepSeekCoder-33B-Ins at 22.3%, CodeGeex4-9B-all at 17.8%, CodeLLama-34B-Ins at 13.3%, and CodeQwen1.5-7B-Chat at 12%.
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+
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+ <p align="left">
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+ <img src="https://github.com/01-ai/Yi/blob/main/assets/img/coder/bench1.webp?raw=true" alt="bench1" width="1000"/>
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+ </p>
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+
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+ # Quick Start
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+
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+ You can use transformers to run inference with Yi-Coder models (both chat and base versions) as follows:
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+ ```python
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+ from transformers import AutoTokenizer, AutoModelForCausalLM
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+
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+ device = "cuda" # the device to load the model onto
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+ model_path = "01-ai/Yi-Coder-9B-Chat"
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+
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+ tokenizer = AutoTokenizer.from_pretrained(model_path)
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+ model = AutoModelForCausalLM.from_pretrained(model_path, device_map="auto").eval()
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+
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+ prompt = "Write a quick sort algorithm."
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+ messages = [
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+ {"role": "system", "content": "You are a helpful assistant."},
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+ {"role": "user", "content": prompt}
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+ ]
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+ text = tokenizer.apply_chat_template(
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+ messages,
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+ tokenize=False,
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+ add_generation_prompt=True
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+ )
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+ model_inputs = tokenizer([text], return_tensors="pt").to(device)
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+
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+ generated_ids = model.generate(
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+ model_inputs.input_ids,
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+ max_new_tokens=1024,
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+ eos_token_id=tokenizer.eos_token_id
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+ )
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+ generated_ids = [
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+ output_ids[len(input_ids):] for input_ids, output_ids in zip(model_inputs.input_ids, generated_ids)
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+ ]
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+
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+ response = tokenizer.batch_decode(generated_ids, skip_special_tokens=True)[0]
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+ print(response)
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+ ```
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+
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+ For getting up and running with Yi-Coder series models quickly, see [Yi-Coder README](https://github.com/01-ai/Yi-Coder).
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+
config.json ADDED
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+ "quantization_config": {
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+ "quant_method": "exl2",
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+ "version": "0.2.0",
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+ "bits": 8.0,
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+ "dataset": "(default)"
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+ }
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+ }
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+ }
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