Reproducibility utilities (random state, timestamps, hashing)
Project description
scitex-repro
Reproducibility utilities for SciTeX: random state management, ID generation, timestamps, and array hashing.
Interfaces: Python ⭐⭐⭐ (primary) · CLI — · MCP — · Skills ⭐⭐ · Hook — · HTTP —
Problem and Solution
| # | Problem | Solution |
|---|---|---|
| 1 | "Seed everything" requires 5+ lines of boilerplate -- random.seed() + np.random.seed() + torch.manual_seed() + torch.cuda.manual_seed_all() + tf.random.set_seed() + os.environ[PYTHONHASHSEED] |
RandomStateManager(seed=42) -- one call seeds every framework detected in the env; .reset() rewinds mid-experiment |
| 2 | Experiment run directories collide -- two parallel runs overwrite each other | gen_ID() + hash_array() -- unique directory names like 20260423_2155_abc12345; deterministic array fingerprints for integrity checks |
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