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Determinism Python Packages

Python packages with the GitHub topic determinism. Sorted by relevance, with stars and monthly downloads.
NVIDIA
framework-reproducibility

Providing reproducibility in deep learning frameworks

10K 435 38
xronos-inc
xronos

Xronos revolutionizes robotics software — enabling reproducible behavior, timing control, and rapid root cause analysis through built-in observability.

4K 34 4
icyphy
linguafrancabase

Useful notations and helper functions used in Lingua Franca programs.

892 298 75
NVIDIA
tensorflow-determinism

Providing reproducibility in deep learning frameworks

588 435 38
kaaffilm
mk10-pro

Pre-delivery truth infrastructure

498 0 0
huka81
dir-core

The first open-source implementation blueprint for Intelligent AI Delegation. A deterministic runtime (DIR) and architecture for Responsibility-Oriented Agents (ROA) to bridge the gap between LLM reasoning and safe, auditable production execution.

462 16 0
Zer0pa
zpe-dm3

Deterministic computation substrate diagnostic — Zer0pa Computation portfolio. 380v C3-symmetric graph (P_95 □ K_4); ARM64 cross-platform determinism (claim τ); trimodal sawtooth + s50 cliff confirmed for shape; static reconstruction at Tier-2 (R8 OPEN).

399 0 0
python-qds
qdscreen

Quasi-determinism screening for fast Bayesian Network Structure Learning (from T.Rahier's PhD thesis, 2018)

233 3 0
ICL-System
icl-runtime

Canonical Rust implementation of ICL - parser, normalizer, verifier, executor, CLI, and language bindings (Python/JS/Go)

148 0 0
NVIDIA
framework-determinism

Providing reproducibility in deep learning frameworks

141 435 38
JosephOIbrahim
otto-mcp

Cognitive commitment engine with constitutional safety. Watches your messages for promises ('I'll send that Monday'), remembers them, and follows up without judgment. Goes quiet when you're depleted. Deterministic core (Patent P1) + optional Claude Opus 4.7 nuance.

123 1 0
abdulvahapmutlu
reprokit-ml

One-command determinism + manifest for ML projects.

108 0 0
JosephOIbrahim
otto-os

Cognitive commitment engine with constitutional safety. Watches your messages for promises ('I'll send that Monday'), remembers them, and follows up without judgment. Goes quiet when you're depleted. Deterministic core (Patent P1) + optional Claude Opus 4.7 nuance.

83 1 0
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