durvesh-thorat / neurocipher
pythonmain9c2dd79454 linessynced 1mo ago
Code health
9.9out of 10Excellent
This codebase scores 9.9 out of 10 on defect risk, which we rate excellent. It also scores maintainability 9.8 and static performance risk 10.0 out of 10. The three are scored separately and never blended into one number.
- Lines of code
- 454
Recent activity
All commitsCommits
No commits indexed yet.
Decisions
- Avoid additional ML libraries (Keras, scikit-learn, etc.)proposed
- Serialize model weights using np.savezproposed
- Use data augmentation via random ±2 pixel translation with np.rollproposed
- Use SGD then Adam fine-tuning scheduleproposed
- Use Adam optimizer with specified hyperparametersproposed
- Use numerically stable softmaxproposed
Needs attention
18 open- medium severity. ProposedAvoid additional ML libraries (Keras, scikit-learn, etc.)Auto-proposed decision awaiting review
- medium severity. ProposedSerialize model weights using np.savezAuto-proposed decision awaiting review
- medium severity. ProposedUse data augmentation via random ±2 pixel translation with np.rollAuto-proposed decision awaiting review
- medium severity. ProposedUse SGD then Adam fine-tuning scheduleAuto-proposed decision awaiting review
- medium severity. ProposedUse Adam optimizer with specified hyperparametersAuto-proposed decision awaiting review
Composition
Open the graphpython 80%dockerfile 10%markdown 10%
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- Docs0 pages across 4 modules
- ChatAsk this codebase a question and get an answer with its sources
- Files10 files with per-file docs, health and history
- ArchitectureDependency graph, layers, and 2 entry points
- Code healthPer-file scores, 6 open findings, coverage and refactoring targets
- Knowledge graphEntities, communities, and the paths between them
- Change couplingFiles that keep changing together, mined from commit history
- CommitsChange-risk ranked history with agent provenance
- ContributorsBus factor, per-file maintainers, and the human/agent split
- StatsSize class, origin, lifetime churn, rhythm and records
- CostsWhat indexing this snapshot cost, by model and by run