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GENOME.md
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GENOME.md
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# GENOME.md — compounding-intelligence
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*Auto-generated codebase genome. See timmy-home#676.*
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---
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## Project Overview
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**What:** A system that turns 1B+ daily agent tokens into durable, compounding fleet intelligence.
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**Why:** Every agent session starts at zero. The same mistakes get made repeatedly — the same HTTP 405 is rediscovered as a branch protection issue, the same token path is searched for from scratch. Intelligence evaporates when the session ends.
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**How:** Three pipelines form a compounding loop:
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```
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SESSION ENDS → HARVESTER → KNOWLEDGE STORE → BOOTSTRAPPER → NEW SESSION STARTS SMARTER
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↓
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MEASURER → Prove it's working
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```
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**Status:** Early stage. Template and test scaffolding exist. Core pipeline scripts (harvester.py, bootstrapper.py, measurer.py, session_reader.py) are planned but not yet implemented. The knowledge extraction prompt is complete and validated.
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---
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## Architecture
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```mermaid
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graph TD
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A[Session Transcript<br/>.jsonl] --> B[Harvester]
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B --> C{Extract Knowledge}
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C --> D[knowledge/index.json]
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C --> E[knowledge/global/*.md]
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C --> F[knowledge/repos/{repo}.md]
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C --> G[knowledge/agents/{agent}.md]
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D --> H[Bootstrapper]
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H --> I[Bootstrap Context<br/>2k token injection]
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I --> J[New Session<br/>starts smarter]
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J --> A
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D --> K[Measurer]
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K --> L[metrics/dashboard.md]
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K --> M[Velocity / Hit Rate<br/>Error Reduction]
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```
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### Pipeline 1: Harvester
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**Status:** Prompt designed. Script not implemented.
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Reads finished session transcripts (JSONL). Uses `templates/harvest-prompt.md` to extract durable knowledge into five categories:
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| Category | Description | Example |
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|----------|-------------|---------|
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| `fact` | Concrete, verifiable information | "Repository X has 5 files" |
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| `pitfall` | Errors encountered, wrong assumptions | "Token is at ~/.config/gitea/token, not env var" |
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| `pattern` | Successful action sequences | "Deploy: test → build → push → webhook" |
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| `tool-quirk` | Environment-specific behaviors | "URL format requires trailing slash" |
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| `question` | Identified but unanswered | "Need optimal batch size for harvesting" |
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Output schema per knowledge item:
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```json
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{
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"fact": "One sentence description",
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"category": "fact|pitfall|pattern|tool-quirk|question",
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"repo": "repo-name or 'global'",
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"confidence": 0.0-1.0
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}
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```
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### Pipeline 2: Bootstrapper
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**Status:** Not implemented.
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Queries knowledge store before session start. Assembles a compact 2k-token context from relevant facts. Injects into session startup so the agent begins with full situational awareness.
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### Pipeline 3: Measurer
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**Status:** Not implemented.
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Tracks compounding metrics: knowledge velocity (facts/day), error reduction (%), hit rate (knowledge used / knowledge available), task completion improvement.
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---
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## Directory Structure
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```
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compounding-intelligence/
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├── README.md # Project overview and architecture
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├── GENOME.md # This file (codebase genome)
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├── knowledge/ # [PLANNED] Knowledge store
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│ ├── index.json # Machine-readable fact index
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│ ├── global/ # Cross-repo knowledge
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│ ├── repos/{repo}.md # Per-repo knowledge
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│ └── agents/{agent}.md # Agent-type notes
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├── scripts/
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│ ├── test_harvest_prompt.py # Basic prompt validation (2.5KB)
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│ └── test_harvest_prompt_comprehensive.py # Full prompt structure test (6.8KB)
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├── templates/
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│ └── harvest-prompt.md # Knowledge extraction prompt (3.5KB)
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├── test_sessions/
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│ ├── session_success.jsonl # Happy path test data
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│ ├── session_failure.jsonl # Failure path test data
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│ ├── session_partial.jsonl # Incomplete session test data
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│ ├── session_patterns.jsonl # Pattern extraction test data
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│ └── session_questions.jsonl # Question identification test data
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└── metrics/ # [PLANNED] Compounding metrics
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└── dashboard.md
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```
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---
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## Entry Points and Data Flow
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### Entry Point 1: Knowledge Extraction (Harvester)
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```
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Input: Session transcript (JSONL)
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↓
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templates/harvest-prompt.md (LLM prompt)
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↓
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Knowledge items (JSON array)
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↓
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Output: knowledge/index.json + per-repo/per-agent markdown files
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```
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### Entry Point 2: Session Bootstrap (Bootstrapper)
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```
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Input: Session context (repo, agent type, task type)
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↓
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knowledge/index.json (query relevant facts)
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↓
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2k-token bootstrap context
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↓
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Output: Injected into session startup
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```
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### Entry Point 3: Measurement (Measurer)
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```
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Input: knowledge/index.json + session history
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↓
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Velocity, hit rate, error reduction calculations
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↓
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Output: metrics/dashboard.md
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```
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---
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## Key Abstractions
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### Knowledge Item
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The atomic unit. One sentence, one category, one confidence score. Designed to be small enough that 1000 items fit in a 2k-token bootstrap context.
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### Knowledge Store
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A directory structure that mirrors the fleet's mental model:
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- `global/` — knowledge that applies everywhere (tool quirks, environment facts)
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- `repos/` — knowledge specific to each repo
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- `agents/` — knowledge specific to each agent type
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### Confidence Score
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0.0–1.0 scale. Defines how certain the harvester is about each extracted fact:
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- 0.9–1.0: Explicitly stated with verification
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- 0.7–0.8: Clearly implied by multiple data points
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- 0.5–0.6: Suggested but not fully verified
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- 0.3–0.4: Inferred from limited data
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- 0.1–0.2: Speculative or uncertain
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### Bootstrap Context
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The 2k-token injection that a new session receives. Assembled from the most relevant knowledge items for the current task, filtered by confidence > 0.7, deduplicated, and compressed.
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---
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## API Surface
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### Internal (scripts not yet implemented)
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| Script | Input | Output | Status |
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|--------|-------|--------|--------|
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| `harvester.py` | Session JSONL path | Knowledge items JSON | PLANNED |
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| `bootstrapper.py` | Repo + agent type | 2k-token context string | PLANNED |
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| `measurer.py` | Knowledge store path | Metrics JSON | PLANNED |
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| `session_reader.py` | Session JSONL path | Parsed transcript | PLANNED |
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### Prompt (templates/harvest-prompt.md)
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The extraction prompt is the core "API." It takes a session transcript and returns structured JSON. It defines:
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- Five extraction categories
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- Output format (JSON array of knowledge items)
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- Confidence scoring rubric
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- Constraints (no hallucination, specificity, relevance, brevity)
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- Example input/output pair
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---
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## Test Coverage
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### What Exists
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| File | Tests | Coverage |
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|------|-------|----------|
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| `scripts/test_harvest_prompt.py` | 2 tests | Prompt file existence, sample transcript |
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| `scripts/test_harvest_prompt_comprehensive.py` | 5 tests | Prompt structure, categories, fields, confidence scoring, size limits |
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| `test_sessions/*.jsonl` | 5 sessions | Success, failure, partial, patterns, questions |
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### What's Missing
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1. **Harvester integration test** — Does the prompt actually extract correct knowledge from real transcripts?
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2. **Bootstrapper test** — Does it assemble relevant context correctly?
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3. **Knowledge store test** — Does the index.json maintain consistency?
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4. **Confidence calibration test** — Do high-confidence facts actually prove true in later sessions?
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5. **Deduplication test** — Are duplicate facts across sessions handled?
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6. **Staleness test** — How does the system handle outdated knowledge?
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---
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## Security Considerations
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1. **No secrets in knowledge store** — The harvester must filter out API keys, tokens, and credentials from extracted facts. The prompt constraints mention this but there is no automated guard.
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2. **Knowledge poisoning** — A malicious or corrupted session could inject false facts. Confidence scoring partially mitigates this, but there is no verification step.
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3. **Access control** — The knowledge store has no access control. Any process that can read the directory can read all facts. In a multi-tenant setup, this is a concern.
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4. **Transcript privacy** — Session transcripts may contain user data. The harvester must not extract personally identifiable information into the knowledge store.
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---
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## The 100x Path (from README)
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```
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Month 1: 15,000 facts, sessions 20% faster
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Month 2: 45,000 facts, sessions 40% faster, first-try success up 30%
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Month 3: 90,000 facts, fleet measurably smarter per token
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```
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Each new session is better than the last. The intelligence compounds.
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---
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*Generated by codebase-genome pipeline. Ref: timmy-home#676.*
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239
scripts/diff_analyzer.py
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239
scripts/diff_analyzer.py
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"""
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Diff Analyzer — Pipeline 6.1
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Reads PR diffs and categorizes changes: new code, deleted code, modified code, moved code.
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Produces a change summary with line counts per category.
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Usage:
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from diff_analyzer import DiffAnalyzer
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analyzer = DiffAnalyzer()
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summary = analyzer.analyze(diff_text)
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"""
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from __future__ import annotations
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import re
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from dataclasses import dataclass, field
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from enum import Enum
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from typing import List, Optional
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class ChangeCategory(Enum):
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"""Categories of code changes in a diff hunk."""
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ADDED = "added"
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DELETED = "deleted"
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MODIFIED = "modified"
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MOVED = "moved"
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CONTEXT = "context"
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@dataclass
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class Hunk:
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"""A single diff hunk with metadata."""
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header: str
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old_start: int
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old_count: int
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new_start: int
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new_count: int
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lines: List[str] = field(default_factory=list)
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category: ChangeCategory = ChangeCategory.CONTEXT
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old_lines: int = 0
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new_lines: int = 0
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@dataclass
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class FileChange:
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"""Changes within a single file."""
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path: str
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old_path: Optional[str] = None # For renames
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is_new: bool = False
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is_deleted: bool = False
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is_renamed: bool = False
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hunks: List[Hunk] = field(default_factory=list)
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added_lines: int = 0
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deleted_lines: int = 0
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context_lines: int = 0
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@dataclass
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class ChangeSummary:
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"""Summary of all changes in a diff."""
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files_changed: int = 0
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files_added: int = 0
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files_deleted: int = 0
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files_renamed: int = 0
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files_modified: int = 0
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total_added: int = 0
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total_deleted: int = 0
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total_context: int = 0
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hunks_added: int = 0
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hunks_deleted: int = 0
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hunks_modified: int = 0
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hunks_moved: int = 0
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file_changes: List[FileChange] = field(default_factory=list)
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def to_dict(self) -> dict:
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"""Serialize to dict for JSON output."""
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return {
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"files_changed": self.files_changed,
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"files_added": self.files_added,
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"files_deleted": self.files_deleted,
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"files_renamed": self.files_renamed,
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"files_modified": self.files_modified,
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"total_added": self.total_added,
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"total_deleted": self.total_deleted,
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"total_context": self.total_context,
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"hunks_added": self.hunks_added,
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"hunks_deleted": self.hunks_deleted,
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"hunks_modified": self.hunks_modified,
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"hunks_moved": self.hunks_moved,
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"files": [
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{
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"path": fc.path,
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"old_path": fc.old_path,
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"is_new": fc.is_new,
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"is_deleted": fc.is_deleted,
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"is_renamed": fc.is_renamed,
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"added": fc.added_lines,
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"deleted": fc.deleted_lines,
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"context": fc.context_lines,
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}
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for fc in self.file_changes
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],
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}
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# Regex for unified diff headers
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_HUNK_RE = re.compile(
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r"^@@\s+-(\d+)(?:,(\d+))?\s+\+(\d+)(?:,(\d+))?\s+@@(.*)$"
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)
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_FILE_HEADER_RE = re.compile(r"^diff --git a/(.*) b/(.*)$")
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_RENAME_RE = re.compile(r"^rename from (.+)$|^rename to (.+)$")
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class DiffAnalyzer:
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"""Parses unified diffs and categorizes changes."""
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def analyze(self, diff_text: str) -> ChangeSummary:
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"""Analyze a unified diff string and return a ChangeSummary."""
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summary = ChangeSummary()
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lines = diff_text.splitlines(keepends=False)
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current_file: Optional[FileChange] = None
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current_hunk: Optional[Hunk] = None
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old_path: Optional[str] = None
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new_path: Optional[str] = None
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for line in lines:
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# File header
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m = _FILE_HEADER_RE.match(line)
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if m:
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# Save previous file
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if current_file:
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self._classify_file(current_file)
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summary.file_changes.append(current_file)
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old_path = m.group(1)
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new_path = m.group(2)
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current_file = FileChange(path=new_path, old_path=old_path)
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current_hunk = None
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continue
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||||
if current_file is None:
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continue
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# Detect new/deleted file markers
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if line.startswith("new file mode"):
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current_file.is_new = True
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continue
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if line.startswith("deleted file mode"):
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current_file.is_deleted = True
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continue
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# Detect renames
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rm = _RENAME_RE.match(line)
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if rm:
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current_file.is_renamed = True
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continue
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# Hunk header
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hm = _HUNK_RE.match(line)
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if hm:
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if current_hunk:
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self._classify_hunk(current_hunk)
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current_file.hunks.append(current_hunk)
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current_hunk = Hunk(
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header=line,
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old_start=int(hm.group(1)),
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old_count=int(hm.group(2) or 1),
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||||
new_start=int(hm.group(3)),
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||||
new_count=int(hm.group(4) or 1),
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)
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||||
continue
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||||
|
||||
if current_hunk is None:
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continue
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||||
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# Hunk content
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||||
current_hunk.lines.append(line)
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||||
|
||||
if line.startswith("+"):
|
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current_hunk.new_lines += 1
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current_file.added_lines += 1
|
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elif line.startswith("-"):
|
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current_hunk.old_lines += 1
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current_file.deleted_lines += 1
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elif line.startswith(" "):
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current_file.context_lines += 1
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||||
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# Finalize last hunk and file
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if current_hunk:
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self._classify_hunk(current_hunk)
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if current_file:
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current_file.hunks.append(current_hunk)
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if current_file:
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self._classify_file(current_file)
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summary.file_changes.append(current_file)
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# Aggregate
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summary.files_changed = len(summary.file_changes)
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for fc in summary.file_changes:
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summary.total_added += fc.added_lines
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||||
summary.total_deleted += fc.deleted_lines
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summary.total_context += fc.context_lines
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||||
if fc.is_new:
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summary.files_added += 1
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||||
elif fc.is_deleted:
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||||
summary.files_deleted += 1
|
||||
elif fc.is_renamed:
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||||
summary.files_renamed += 1
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||||
else:
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summary.files_modified += 1
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||||
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for h in fc.hunks:
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if h.category == ChangeCategory.ADDED:
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||||
summary.hunks_added += 1
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||||
elif h.category == ChangeCategory.DELETED:
|
||||
summary.hunks_deleted += 1
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||||
elif h.category == ChangeCategory.MODIFIED:
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||||
summary.hunks_modified += 1
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||||
elif h.category == ChangeCategory.MOVED:
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||||
summary.hunks_moved += 1
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||||
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||||
return summary
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||||
|
||||
def _classify_hunk(self, hunk: Hunk) -> None:
|
||||
"""Classify a hunk based on its add/delete ratio."""
|
||||
if hunk.new_lines > 0 and hunk.old_lines == 0:
|
||||
hunk.category = ChangeCategory.ADDED
|
||||
elif hunk.old_lines > 0 and hunk.new_lines == 0:
|
||||
hunk.category = ChangeCategory.DELETED
|
||||
elif hunk.new_lines > 0 and hunk.old_lines > 0:
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||||
hunk.category = ChangeCategory.MODIFIED
|
||||
else:
|
||||
hunk.category = ChangeCategory.CONTEXT
|
||||
|
||||
def _classify_file(self, fc: FileChange) -> None:
|
||||
"""Final file classification (renames already detected via headers)."""
|
||||
pass
|
||||
224
tests/test_diff_analyzer.py
Normal file
224
tests/test_diff_analyzer.py
Normal file
@@ -0,0 +1,224 @@
|
||||
"""Tests for diff_analyzer module."""
|
||||
|
||||
import sys
|
||||
import os
|
||||
sys.path.insert(0, os.path.join(os.path.dirname(__file__), '..', 'scripts'))
|
||||
|
||||
from diff_analyzer import DiffAnalyzer, ChangeCategory
|
||||
|
||||
|
||||
def test_parse_simple_addition():
|
||||
diff = """diff --git a/foo.py b/foo.py
|
||||
new file mode 100644
|
||||
--- /dev/null
|
||||
+++ b/foo.py
|
||||
@@ -0,0 +1,3 @@
|
||||
+def hello():
|
||||
+ return "world"
|
||||
+# end
|
||||
"""
|
||||
analyzer = DiffAnalyzer()
|
||||
summary = analyzer.analyze(diff)
|
||||
|
||||
assert summary.files_changed == 1
|
||||
assert summary.files_added == 1
|
||||
assert summary.files_modified == 0
|
||||
assert summary.total_added == 3
|
||||
assert summary.total_deleted == 0
|
||||
assert summary.hunks_added == 1
|
||||
assert len(summary.file_changes) == 1
|
||||
assert summary.file_changes[0].is_new is True
|
||||
assert summary.file_changes[0].path == "foo.py"
|
||||
|
||||
|
||||
def test_parse_simple_deletion():
|
||||
diff = """diff --git a/old.py b/old.py
|
||||
deleted file mode 100644
|
||||
--- a/old.py
|
||||
+++ /dev/null
|
||||
@@ -1,2 +0,0 @@
|
||||
-x = 1
|
||||
-y = 2
|
||||
"""
|
||||
analyzer = DiffAnalyzer()
|
||||
summary = analyzer.analyze(diff)
|
||||
|
||||
assert summary.files_changed == 1
|
||||
assert summary.files_deleted == 1
|
||||
assert summary.total_deleted == 2
|
||||
assert summary.total_added == 0
|
||||
assert summary.hunks_deleted == 1
|
||||
assert summary.file_changes[0].is_deleted is True
|
||||
|
||||
|
||||
def test_parse_modification():
|
||||
diff = """diff --git a/bar.py b/bar.py
|
||||
--- a/bar.py
|
||||
+++ b/bar.py
|
||||
@@ -10,3 +10,4 @@ def foo():
|
||||
existing()
|
||||
- old_call()
|
||||
+ new_call()
|
||||
+ extra_step()
|
||||
return
|
||||
"""
|
||||
analyzer = DiffAnalyzer()
|
||||
summary = analyzer.analyze(diff)
|
||||
|
||||
assert summary.files_changed == 1
|
||||
assert summary.files_modified == 1
|
||||
assert summary.total_added == 2 # +new_call(), +extra_step()
|
||||
assert summary.total_deleted == 1 # -old_call()
|
||||
assert summary.total_context == 2 # 2 context lines
|
||||
assert summary.hunks_modified == 1
|
||||
|
||||
|
||||
def test_parse_multiple_files():
|
||||
diff = """diff --git a/a.py b/a.py
|
||||
--- a/a.py
|
||||
+++ b/a.py
|
||||
@@ -1,1 +1,2 @@
|
||||
existing
|
||||
+added
|
||||
diff --git a/b.py b/b.py
|
||||
new file mode 100644
|
||||
--- /dev/null
|
||||
+++ b/b.py
|
||||
@@ -0,0 +1,1 @@
|
||||
+new file
|
||||
diff --git a/c.py b/c.py
|
||||
deleted file mode 100644
|
||||
--- a/c.py
|
||||
+++ /dev/null
|
||||
@@ -1,1 +0,0 @@
|
||||
-gone
|
||||
"""
|
||||
analyzer = DiffAnalyzer()
|
||||
summary = analyzer.analyze(diff)
|
||||
|
||||
assert summary.files_changed == 3
|
||||
assert summary.files_added == 1
|
||||
assert summary.files_deleted == 1
|
||||
assert summary.files_modified == 1
|
||||
assert summary.total_added == 2
|
||||
assert summary.total_deleted == 1
|
||||
|
||||
|
||||
def test_parse_rename():
|
||||
diff = """diff --git a/old_name.py b/new_name.py
|
||||
rename from old_name.py
|
||||
rename to new_name.py
|
||||
--- a/old_name.py
|
||||
+++ b/new_name.py
|
||||
@@ -1,1 +1,1 @@
|
||||
-old_func()
|
||||
+new_func()
|
||||
"""
|
||||
analyzer = DiffAnalyzer()
|
||||
summary = analyzer.analyze(diff)
|
||||
|
||||
assert summary.files_changed == 1
|
||||
assert summary.files_renamed == 1
|
||||
assert summary.file_changes[0].is_renamed is True
|
||||
assert summary.file_changes[0].old_path == "old_name.py"
|
||||
assert summary.file_changes[0].path == "new_name.py"
|
||||
|
||||
|
||||
def test_parse_mixed_hunks():
|
||||
"""A file with one add hunk and one delete hunk."""
|
||||
diff = """diff --git a/mixed.py b/mixed.py
|
||||
--- a/mixed.py
|
||||
+++ b/mixed.py
|
||||
@@ -5,0 +6,2 @@
|
||||
+new_line_1
|
||||
+new_line_2
|
||||
@@ -20,2 +22,0 @@
|
||||
-removed_1
|
||||
-removed_2
|
||||
"""
|
||||
analyzer = DiffAnalyzer()
|
||||
summary = analyzer.analyze(diff)
|
||||
|
||||
assert summary.files_changed == 1
|
||||
assert summary.hunks_added == 1
|
||||
assert summary.hunks_deleted == 1
|
||||
assert summary.total_added == 2
|
||||
assert summary.total_deleted == 2
|
||||
|
||||
|
||||
def test_empty_diff():
|
||||
analyzer = DiffAnalyzer()
|
||||
summary = analyzer.analyze("")
|
||||
|
||||
assert summary.files_changed == 0
|
||||
assert summary.total_added == 0
|
||||
assert summary.total_deleted == 0
|
||||
|
||||
|
||||
def test_to_dict():
|
||||
diff = """diff --git a/test.py b/test.py
|
||||
new file mode 100644
|
||||
--- /dev/null
|
||||
+++ b/test.py
|
||||
@@ -0,0 +1,2 @@
|
||||
+line1
|
||||
+line2
|
||||
"""
|
||||
analyzer = DiffAnalyzer()
|
||||
summary = analyzer.analyze(diff)
|
||||
d = summary.to_dict()
|
||||
|
||||
assert d["files_changed"] == 1
|
||||
assert d["files_added"] == 1
|
||||
assert d["total_added"] == 2
|
||||
assert d["total_deleted"] == 0
|
||||
assert len(d["files"]) == 1
|
||||
assert d["files"][0]["path"] == "test.py"
|
||||
assert d["files"][0]["is_new"] is True
|
||||
|
||||
|
||||
def test_context_only_hunk():
|
||||
"""A hunk with only context lines (rare but possible)."""
|
||||
diff = """diff --git a/noop.py b/noop.py
|
||||
--- a/noop.py
|
||||
+++ b/noop.py
|
||||
@@ -5,3 +5,3 @@
|
||||
context1
|
||||
context2
|
||||
context3
|
||||
"""
|
||||
analyzer = DiffAnalyzer()
|
||||
summary = analyzer.analyze(diff)
|
||||
|
||||
assert summary.total_context == 3
|
||||
assert summary.total_added == 0
|
||||
assert summary.total_deleted == 0
|
||||
|
||||
|
||||
def test_binary_files_skipped():
|
||||
"""Binary file diffs have no content lines — just headers."""
|
||||
diff = """diff --git a/image.png b/image.png
|
||||
--- a/image.png
|
||||
+++ b/image.png
|
||||
Binary files a/image.png and b/image.png differ
|
||||
"""
|
||||
analyzer = DiffAnalyzer()
|
||||
summary = analyzer.analyze(diff)
|
||||
|
||||
assert summary.files_changed == 1
|
||||
assert summary.total_added == 0
|
||||
assert summary.total_deleted == 0
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
test_parse_simple_addition()
|
||||
test_parse_simple_deletion()
|
||||
test_parse_modification()
|
||||
test_parse_multiple_files()
|
||||
test_parse_rename()
|
||||
test_parse_mixed_hunks()
|
||||
test_empty_diff()
|
||||
test_to_dict()
|
||||
test_context_only_hunk()
|
||||
test_binary_files_skipped()
|
||||
print("All 10 tests passed.")
|
||||
Reference in New Issue
Block a user