{ // 使用 IntelliSense 了解可用属性。 // 悬停以查看现有属性的相关描述。 // 欲了解更多信息,请访问: https://go.microsoft.com/fwlink/?linkid=830387 // // 使用说明: // 1. 先执行 `uv sync` 安装依赖 // 2. 在 VS Code 中按 Ctrl+Shift+P → "Python: Select Interpreter" // 选择 `./.venv/Scripts/python.exe` (Windows) 或 `./.venv/bin/python` (Linux/Mac) // 3. 按 F5 或 Ctrl+Shift+D 选择对应配置启动调试 // // 注:对应 README.md 中所有 `uv run python` / `uv run streamlit` 的单卡命令 // 多卡训练 (`torchrun`) 建议在终端直接执行,不在此列出 "version": "0.2.0", "configurations": [ // ==================== 1. 推理与评测 ==================== { "name": "推理: eval_llm (transformers格式)", "type": "debugpy", "request": "launch", "program": "${workspaceFolder}/eval_llm.py", "cwd": "${workspaceFolder}", "console": "integratedTerminal", "args": ["--load_from", "./minimind-3"] }, { "name": "推理: eval_llm (pytorch格式)", "type": "debugpy", "request": "launch", "program": "${workspaceFolder}/eval_llm.py", "cwd": "${workspaceFolder}", "console": "integratedTerminal", "args": ["--load_from", "./model", "--weight", "full_sft"] }, { "name": "推理: eval_llm (open_thinking)", "type": "debugpy", "request": "launch", "program": "${workspaceFolder}/eval_llm.py", "cwd": "${workspaceFolder}", "console": "integratedTerminal", "args": ["--load_from", "./minimind-3", "--open_thinking", "1"] }, { "name": "推理: eval_llm (RoPE外推)", "type": "debugpy", "request": "launch", "program": "${workspaceFolder}/eval_llm.py", "cwd": "${workspaceFolder}", "console": "integratedTerminal", "args": ["--weight", "full_sft", "--inference_rope_scaling"] }, { "name": "评测: eval_toolcall (full_sft)", "type": "debugpy", "request": "launch", "program": "${workspaceFolder}/scripts/eval_toolcall.py", "cwd": "${workspaceFolder}", "console": "integratedTerminal", "args": ["--weight", "full_sft"] }, { "name": "评测: eval_toolcall (agent)", "type": "debugpy", "request": "launch", "program": "${workspaceFolder}/scripts/eval_toolcall.py", "cwd": "${workspaceFolder}", "console": "integratedTerminal", "args": ["--weight", "agent"] }, // ==================== 2. WebUI 与服务 ==================== { "name": "服务: WebUI (streamlit)", "type": "debugpy", "request": "launch", "module": "streamlit", "cwd": "${workspaceFolder}/scripts", "console": "integratedTerminal", "args": ["run", "web_demo.py"] }, { "name": "服务: OpenAI API Server", "type": "debugpy", "request": "launch", "program": "${workspaceFolder}/scripts/serve_openai_api.py", "cwd": "${workspaceFolder}/scripts", "console": "integratedTerminal" }, { "name": "服务: Chat API 测试", "type": "debugpy", "request": "launch", "program": "${workspaceFolder}/scripts/chat_api.py", "cwd": "${workspaceFolder}/scripts", "console": "integratedTerminal" }, // ==================== 3. 预训练与微调 ==================== { "name": "训练: Pretrain (预训练)", "type": "debugpy", "request": "launch", "program": "${workspaceFolder}/trainer/train_pretrain.py", "cwd": "${workspaceFolder}/trainer", "console": "integratedTerminal" }, { "name": "训练: Pretrain (断点续训)", "type": "debugpy", "request": "launch", "program": "${workspaceFolder}/trainer/train_pretrain.py", "cwd": "${workspaceFolder}/trainer", "console": "integratedTerminal", "args": ["--from_resume", "1"] }, { "name": "训练: Full SFT (全参数微调)", "type": "debugpy", "request": "launch", "program": "${workspaceFolder}/trainer/train_full_sft.py", "cwd": "${workspaceFolder}/trainer", "console": "integratedTerminal" }, { "name": "训练: Full SFT (断点续训)", "type": "debugpy", "request": "launch", "program": "${workspaceFolder}/trainer/train_full_sft.py", "cwd": "${workspaceFolder}/trainer", "console": "integratedTerminal", "args": ["--from_resume", "1"] }, { "name": "训练: LoRA", "type": "debugpy", "request": "launch", "program": "${workspaceFolder}/trainer/train_lora.py", "cwd": "${workspaceFolder}/trainer", "console": "integratedTerminal" }, { "name": "训练: Distillation (知识蒸馏)", "type": "debugpy", "request": "launch", "program": "${workspaceFolder}/trainer/train_distillation.py", "cwd": "${workspaceFolder}/trainer", "console": "integratedTerminal" }, { "name": "训练: Tokenizer (分词器训练)", "type": "debugpy", "request": "launch", "program": "${workspaceFolder}/trainer/train_tokenizer.py", "cwd": "${workspaceFolder}/trainer", "console": "integratedTerminal" }, // ==================== 4. 强化学习 ==================== { "name": "RL: DPO", "type": "debugpy", "request": "launch", "program": "${workspaceFolder}/trainer/train_dpo.py", "cwd": "${workspaceFolder}/trainer", "console": "integratedTerminal" }, { "name": "RL: PPO", "type": "debugpy", "request": "launch", "program": "${workspaceFolder}/trainer/train_ppo.py", "cwd": "${workspaceFolder}/trainer", "console": "integratedTerminal" }, { "name": "RL: GRPO", "type": "debugpy", "request": "launch", "program": "${workspaceFolder}/trainer/train_grpo.py", "cwd": "${workspaceFolder}/trainer", "console": "integratedTerminal" }, { "name": "RL: CISPO (GRPO变体)", "type": "debugpy", "request": "launch", "program": "${workspaceFolder}/trainer/train_grpo.py", "cwd": "${workspaceFolder}/trainer", "console": "integratedTerminal", "args": ["--loss_type", "cispo"] }, { "name": "RL: Agentic RL", "type": "debugpy", "request": "launch", "program": "${workspaceFolder}/trainer/train_agent.py", "cwd": "${workspaceFolder}/trainer", "console": "integratedTerminal" }, { "name": "RL: Agentic RL (SGLang)", "type": "debugpy", "request": "launch", "program": "${workspaceFolder}/trainer/train_agent.py", "cwd": "${workspaceFolder}/trainer", "console": "integratedTerminal", "args": [ "--rollout_engine", "sglang", "--sglang_base_url", "http://localhost:8998", "--sglang_shared_path", "./ckpt_mm", "--data_path", "../dataset/agent_rl_math.jsonl", "--use_wandb" ] }, // ==================== 5. 工具与转换 ==================== { "name": "工具: 模型转换", "type": "debugpy", "request": "launch", "program": "${workspaceFolder}/scripts/convert_model.py", "cwd": "${workspaceFolder}/scripts", "console": "integratedTerminal" } ] }