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最小可复现实验(MRE)

文档状态:Stable

目标:在最短路径内产出一份可复盘的 run 结果。

前置条件

  • 已安装依赖(见 getting-started/installation.md
  • 可访问公开数据集下载源

如果你是第一次进入项目,建议先跑一次:

bash
uv run medfusion start

先看 Getting StartedQuickstart Run,确认这次 MRE 的推荐数据集、阶段顺序和预期产物,再执行下面的 CLI 命令。

步骤

bash
uv run medfusion public-datasets list
uv run medfusion public-datasets prepare medmnist-breastmnist --overwrite
uv run medfusion train --config configs/public_datasets/breastmnist_quickstart.yaml
uv run medfusion build-results \
  --config configs/public_datasets/breastmnist_quickstart.yaml \
  --checkpoint outputs/public_datasets/breastmnist_quickstart/checkpoints/best.pth

完成标准

至少看到以下产物:

  • outputs/public_datasets/breastmnist_quickstart/checkpoints/best.pth
  • outputs/public_datasets/breastmnist_quickstart/logs/history.json
  • outputs/public_datasets/breastmnist_quickstart/metrics/metrics.json
  • outputs/public_datasets/breastmnist_quickstart/metrics/validation.json
  • outputs/public_datasets/breastmnist_quickstart/reports/summary.json
  • outputs/public_datasets/breastmnist_quickstart/reports/report.md
  • outputs/public_datasets/breastmnist_quickstart/artifacts/

常见失败

  • 数据下载失败:重试 public-datasets prepare,检查网络与磁盘空间
  • checkpoint 路径错误:确认 build-results --checkpoint 指向 best.pth

Released under the MIT License.