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如何安装和配置 DeepCoder-14B-Preview 的运行环境?

2025-08-25 1.2 K

DeepCoder-14B-Preview 安装指南

要使用 DeepCoder-14B-Preview,需要按照以下步骤配置环境:

hardware requirement

  • 推荐使用 NVIDIA H100 或至少 24GB 显存的显卡
  • 也可以使用 CPU 运行,但速度会慢很多

软件环境准备

  1. Create a Python 3.10 environment:conda create -n deepcoder python=3.10 -y
  2. Activate the environment:conda activate deepcoder
  3. Install dependent libraries:pip install transformers torch huggingface_hub vllm

Model Download

  1. 访问 Hugging Face 官方页面:https://huggingface.co/agentica-org/DeepCoder-14B-Preview
  2. 在”Files and versions”中找到模型文件
  3. Use the command download:huggingface-cli download agentica-org/DeepCoder-14B-Preview --local-dir ./DeepCoder-14B

Model loading

使用以下 Python 代码加载模型:

from transformers import AutoModelForCausalLM, AutoTokenizer
model_path = "./DeepCoder-14B"
model = AutoModelForCausalLM.from_pretrained(model_path, torch_dtype="auto", device_map="auto")
tokenizer = AutoTokenizer.from_pretrained(model_path)

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