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How to optimize the reproducibility of experiments in academic research scenarios?

2025-09-05 1.5 K

Reproducibility Assurance Program

Open-Reasoner-Zero provides full reproduction support:

  • Docker full environment package::
    1. Pre-built images:docker pull openreasonerzero/official:latest
    2. Precise version control: Dockerfile locks PyTorch 2.0.1 + cu117 and other core dependencies
    3. Environment validation scripts:./scripts/verify_env.py
  • Experimental recording system::
    • automatic generationexperiment_log.jsonRecords:
      • Complete git commit hash
      • CUDA/cuDNN version
      • All random seed values
    • utilization--enable-wandbParameter ConnectionsWeights & Biases Service

Collaborative research proposals

Suggested workflow:

  1. Create an experimental branch:git checkout -b exp-[实验代号]
  2. modificationsconfig.yamlAdding a change note when
  3. utilization./scripts/snapshot.shGenerate a snapshot of the environment
  4. Adoption of GPQA Diamond benchmarks as a harmonized assessment standard

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