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burn/17-se
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feat/94-de
| Author | SHA1 | Date | |
|---|---|---|---|
| 77a753f6f2 |
282
scripts/dead_code_detector.py
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282
scripts/dead_code_detector.py
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@@ -0,0 +1,282 @@
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#!/usr/bin/env python3
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"""
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Dead Code Detector for Python Codebases
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AST-based analysis to find defined but never-called functions and classes.
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Excludes entry points, plugin hooks, __init__ exports.
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Usage:
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python3 scripts/dead_code_detector.py /path/to/repo/
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python3 scripts/dead_code_detector.py hermes-agent/ --format json
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python3 scripts/dead_code_detector.py . --exclude tests/,venv/
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Output: file:line, function/class name, last git author (if available)
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"""
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import argparse
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import ast
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import json
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import os
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import subprocess
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import sys
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from collections import defaultdict
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from pathlib import Path
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from typing import Optional
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# Names that are expected to be unused (entry points, protocol methods, etc.)
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SAFE_UNUSED_PATTERNS = {
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# Python dunders
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"__init__", "__str__", "__repr__", "__eq__", "__hash__", "__len__",
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"__getitem__", "__setitem__", "__contains__", "__iter__", "__next__",
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"__enter__", "__exit__", "__call__", "__bool__", "__del__",
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"__post_init__", "__class_getitem__",
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# Common entry points
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"main", "app", "handler", "setup", "teardown", "fixture",
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# pytest
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"conftest", "test_", "pytest_", # prefix patterns
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# Protocols / abstract
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"abstractmethod", "abc_",
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}
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def is_safe_unused(name: str, filepath: str) -> bool:
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"""Check if an unused name is expected to be unused."""
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# Test files are exempt
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if "test" in filepath.lower():
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return True
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# Known patterns
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for pattern in SAFE_UNUSED_PATTERNS:
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if name.startswith(pattern) or name == pattern:
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return True
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# __init__.py exports are often unused internally
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if filepath.endswith("__init__.py"):
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return True
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return False
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def get_git_blame(filepath: str, lineno: int) -> Optional[str]:
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"""Get last author of a line via git blame."""
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try:
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result = subprocess.run(
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["git", "blame", "-L", f"{lineno},{lineno}", "--porcelain", filepath],
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capture_output=True, text=True, timeout=5
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)
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for line in result.stdout.split("\n"):
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if line.startswith("author "):
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return line[7:]
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except:
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pass
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return None
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class DefinitionCollector(ast.NodeVisitor):
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"""Collect all function and class definitions."""
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def __init__(self):
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self.definitions = [] # (name, type, lineno, filepath)
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def visit_FunctionDef(self, node):
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self.definitions.append((node.name, "function", node.lineno))
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self.generic_visit(node)
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def visit_AsyncFunctionDef(self, node):
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self.definitions.append((node.name, "async_function", node.lineno))
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self.generic_visit(node)
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def visit_ClassDef(self, node):
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self.definitions.append((node.name, "class", node.lineno))
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self.generic_visit(node)
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class NameUsageCollector(ast.NodeVisitor):
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"""Collect all name references (calls, imports, attribute access)."""
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def __init__(self):
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self.names = set()
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self.calls = set()
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self.imports = set()
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def visit_Name(self, node):
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self.names.add(node.id)
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self.generic_visit(node)
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def visit_Attribute(self, node):
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if isinstance(node.value, ast.Name):
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self.names.add(node.value.id)
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self.generic_visit(node)
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def visit_Call(self, node):
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if isinstance(node.func, ast.Name):
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self.calls.add(node.func.id)
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elif isinstance(node.func, ast.Attribute):
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if isinstance(node.func.value, ast.Name):
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self.names.add(node.func.value.id)
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self.calls.add(node.func.attr)
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self.generic_visit(node)
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def visit_Import(self, node):
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for alias in node.names:
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self.imports.add(alias.asname or alias.name)
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self.generic_visit(node)
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def visit_ImportFrom(self, node):
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for alias in node.names:
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self.imports.add(alias.asname or alias.name)
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self.generic_visit(node)
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def analyze_file(filepath: str) -> dict:
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"""Analyze a single Python file for dead code."""
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path = Path(filepath)
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try:
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content = path.read_text()
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tree = ast.parse(content, filename=str(filepath))
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except (SyntaxError, UnicodeDecodeError):
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return {"error": f"Could not parse {filepath}"}
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# Collect definitions
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def_collector = DefinitionCollector()
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def_collector.visit(tree)
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definitions = def_collector.definitions
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# Collect usage
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usage_collector = NameUsageCollector()
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usage_collector.visit(tree)
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used_names = usage_collector.names | usage_collector.calls | usage_collector.imports
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# Also scan the entire repo for references to this file's definitions
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# (this is done at the repo level, not file level)
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dead = []
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for name, def_type, lineno in definitions:
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if name.startswith("_") and not name.startswith("__"):
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# Private functions — might be used externally, less likely dead
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pass
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if name not in used_names:
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if not is_safe_unused(name, filepath):
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dead.append({
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"name": name,
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"type": def_type,
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"file": filepath,
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"line": lineno,
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})
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return {"definitions": len(definitions), "dead": dead}
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def scan_repo(repo_path: str, exclude_patterns: list = None) -> dict:
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"""Scan an entire repo for dead code."""
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path = Path(repo_path)
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exclude = exclude_patterns or ["venv", ".venv", "node_modules", "__pycache__",
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".git", "dist", "build", ".tox", "vendor"]
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all_definitions = {} # name -> [{file, line, type}]
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all_files = []
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dead_code = []
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# First pass: collect all definitions across repo
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for fpath in path.rglob("*.py"):
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parts = fpath.parts
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if any(ex in parts for ex in exclude):
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continue
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if fpath.name.startswith("."):
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continue
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try:
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content = fpath.read_text(errors="ignore")
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tree = ast.parse(content, filename=str(fpath))
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except:
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continue
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all_files.append(str(fpath))
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collector = DefinitionCollector()
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collector.visit(tree)
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for name, def_type, lineno in collector.definitions:
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rel_path = str(fpath.relative_to(path))
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if name not in all_definitions:
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all_definitions[name] = []
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all_definitions[name].append({
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"file": rel_path,
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"line": lineno,
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"type": def_type,
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})
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# Second pass: check each name for usage across entire repo
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all_used_names = set()
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for fpath_str in all_files:
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try:
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content = Path(fpath_str).read_text(errors="ignore")
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tree = ast.parse(content)
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except:
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continue
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usage = NameUsageCollector()
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usage.visit(tree)
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all_used_names.update(usage.names)
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all_used_names.update(usage.calls)
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all_used_names.update(usage.imports)
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# Find dead code
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for name, locations in all_definitions.items():
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if name not in all_used_names:
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for loc in locations:
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if not is_safe_unused(name, loc["file"]):
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dead_code.append({
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"name": name,
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"type": loc["type"],
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"file": loc["file"],
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"line": loc["line"],
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})
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return {
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"repo": path.name,
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"files_scanned": len(all_files),
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"total_definitions": sum(len(v) for v in all_definitions.values()),
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"dead_code_count": len(dead_code),
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"dead_code": sorted(dead_code, key=lambda x: (x["file"], x["line"])),
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}
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def main():
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parser = argparse.ArgumentParser(description="Find dead code in Python codebases")
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parser.add_argument("repo", help="Repository path to scan")
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parser.add_argument("--format", choices=["text", "json"], default="text")
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parser.add_argument("--exclude", help="Comma-separated patterns to exclude")
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parser.add_argument("--git-blame", action="store_true", help="Include git blame info")
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args = parser.parse_args()
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exclude = args.exclude.split(",") if args.exclude else None
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result = scan_repo(args.repo, exclude)
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if args.format == "json":
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print(json.dumps(result, indent=2))
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else:
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print(f"Dead Code Report: {result['repo']}")
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print(f"Files scanned: {result['files_scanned']}")
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print(f"Total definitions: {result['total_definitions']}")
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print(f"Dead code found: {result['dead_code_count']}")
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print()
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if result["dead_code"]:
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print(f"{'File':<45} {'Line':>4} {'Type':<10} {'Name'}")
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print("-" * 85)
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for item in result["dead_code"]:
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author = ""
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if args.git_blame:
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author = get_git_blame(
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os.path.join(args.repo, item["file"]),
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item["line"]
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) or ""
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author = f" ({author})" if author else ""
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print(f"{item['file']:<45} {item['line']:>4} {item['type']:<10} {item['name']}{author}")
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else:
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print("No dead code detected!")
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|
if __name__ == "__main__":
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main()
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@@ -1,353 +0,0 @@
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#!/usr/bin/env python3
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"""
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sampler.py — Score and rank sessions by harvest value.
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|
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With 20k+ sessions on disk, we can't harvest all at once. This script
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scores each session by how likely it is to contain valuable knowledge,
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so the harvester processes the best ones first.
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|
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Scoring strategy:
|
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- Recency: last 7d=3pts, last 30d=2pts, older=1pt
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- Length: >50 messages=3pts, >20=2pts, <20=1pt
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- Repo uniqueness: first session for a repo=5pts, otherwise=1pt
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- Outcome: failure=3pts (most to learn), success=2pts, unknown=1pt
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- Tool calls: >10 tool invocations=2pts (complex sessions)
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|
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|
|
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Usage:
|
|
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python3 sampler.py --count 100 # Top 100 sessions
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|
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python3 sampler.py --repo the-nexus --count 20 # Top 20 for a repo
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python3 sampler.py --since 2026-04-01 # All sessions since date
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|
||||||
python3 sampler.py --count 50 --min-score 8 # Only high-value sessions
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|
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python3 sampler.py --count 100 --output sample.json # Save to file
|
|
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"""
|
|
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|
|
||||||
import argparse
|
|
||||||
import json
|
|
||||||
import os
|
|
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import sys
|
|
||||||
import time
|
|
||||||
from datetime import datetime, timedelta, timezone
|
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from pathlib import Path
|
|
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from typing import Optional
|
|
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|
|
||||||
|
|
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# --- Fast session scanning (no full parse) ---
|
|
||||||
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|
||||||
def scan_session_fast(path: str) -> dict:
|
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"""Extract scoring metadata from a session without parsing the full JSONL.
|
|
||||||
|
|
||||||
Reads only: first line, last ~20 lines, and line count. This processes
|
|
||||||
20k sessions in seconds instead of minutes.
|
|
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"""
|
|
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meta = {
|
|
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'path': path,
|
|
||||||
'message_count': 0,
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|
||||||
'has_tool_calls': False,
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|
||||||
'tool_call_count': 0,
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|
||||||
'first_timestamp': '',
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|
||||||
'last_timestamp': '',
|
|
||||||
'is_failure': False,
|
|
||||||
'repos_mentioned': set(),
|
|
||||||
'first_role': '',
|
|
||||||
'last_content_preview': '',
|
|
||||||
}
|
|
||||||
|
|
||||||
try:
|
|
||||||
file_size = os.path.getsize(path)
|
|
||||||
if file_size == 0:
|
|
||||||
return meta
|
|
||||||
|
|
||||||
with open(path, 'r', encoding='utf-8', errors='replace') as f:
|
|
||||||
# Read first line for timestamp + role
|
|
||||||
first_line = f.readline().strip()
|
|
||||||
if first_line:
|
|
||||||
try:
|
|
||||||
first_msg = json.loads(first_line)
|
|
||||||
meta['first_timestamp'] = first_msg.get('timestamp', '')
|
|
||||||
meta['first_role'] = first_msg.get('role', '')
|
|
||||||
except json.JSONDecodeError:
|
|
||||||
pass
|
|
||||||
|
|
||||||
# Fast line count + collect tail lines
|
|
||||||
# For the tail, seek to near end of file
|
|
||||||
tail_lines = []
|
|
||||||
line_count = 1 # already read first
|
|
||||||
|
|
||||||
if file_size > 8192:
|
|
||||||
# Seek to last 8KB for tail sampling
|
|
||||||
f.seek(max(0, file_size - 8192))
|
|
||||||
f.readline() # skip partial line
|
|
||||||
for line in f:
|
|
||||||
line = line.strip()
|
|
||||||
if line:
|
|
||||||
tail_lines.append(line)
|
|
||||||
line_count += 1
|
|
||||||
# We lost the exact count for big files — estimate from file size
|
|
||||||
# Average JSONL line is ~500 bytes
|
|
||||||
if line_count < 100:
|
|
||||||
line_count = max(line_count, file_size // 500)
|
|
||||||
else:
|
|
||||||
# Small file — read all
|
|
||||||
for line in f:
|
|
||||||
line = line.strip()
|
|
||||||
if line:
|
|
||||||
tail_lines.append(line)
|
|
||||||
line_count += 1
|
|
||||||
|
|
||||||
meta['message_count'] = line_count
|
|
||||||
|
|
||||||
# Parse tail lines for outcome, tool calls, repos
|
|
||||||
for line in tail_lines[-30:]: # last 30 non-empty lines
|
|
||||||
try:
|
|
||||||
msg = json.loads(line)
|
|
||||||
|
|
||||||
# Track last timestamp
|
|
||||||
ts = msg.get('timestamp', '')
|
|
||||||
if ts:
|
|
||||||
meta['last_timestamp'] = ts
|
|
||||||
|
|
||||||
# Count tool calls
|
|
||||||
if msg.get('tool_calls'):
|
|
||||||
meta['has_tool_calls'] = True
|
|
||||||
meta['tool_call_count'] += len(msg['tool_calls'])
|
|
||||||
|
|
||||||
# Detect failure signals in content
|
|
||||||
content = ''
|
|
||||||
if isinstance(msg.get('content'), str):
|
|
||||||
content = msg['content'].lower()
|
|
||||||
elif isinstance(msg.get('content'), list):
|
|
||||||
for part in msg['content']:
|
|
||||||
if isinstance(part, dict) and part.get('type') == 'text':
|
|
||||||
content += part.get('text', '').lower()
|
|
||||||
|
|
||||||
if content:
|
|
||||||
meta['last_content_preview'] = content[:200]
|
|
||||||
failure_signals = ['error', 'failed', 'cannot', 'unable',
|
|
||||||
'exception', 'traceback', 'rejected', 'denied']
|
|
||||||
if any(sig in content for sig in failure_signals):
|
|
||||||
meta['is_failure'] = True
|
|
||||||
|
|
||||||
# Extract repo references from tool call arguments
|
|
||||||
if msg.get('tool_calls'):
|
|
||||||
for tc in msg['tool_calls']:
|
|
||||||
args = tc.get('function', {}).get('arguments', '')
|
|
||||||
if isinstance(args, str):
|
|
||||||
# Look for repo patterns
|
|
||||||
for pattern in ['Timmy_Foundation/', 'Rockachopa/', 'compounding-intelligence', 'the-nexus', 'timmy-home', 'hermes-agent', 'the-beacon', 'the-door']:
|
|
||||||
if pattern in args:
|
|
||||||
repo = pattern.rstrip('/')
|
|
||||||
meta['repos_mentioned'].add(repo)
|
|
||||||
|
|
||||||
except json.JSONDecodeError:
|
|
||||||
continue
|
|
||||||
|
|
||||||
except (IOError, OSError):
|
|
||||||
pass
|
|
||||||
|
|
||||||
meta['repos_mentioned'] = list(meta['repos_mentioned'])
|
|
||||||
return meta
|
|
||||||
|
|
||||||
|
|
||||||
# --- Filename timestamp parsing ---
|
|
||||||
|
|
||||||
def parse_session_timestamp(filename: str) -> Optional[datetime]:
|
|
||||||
"""Parse timestamp from session filename.
|
|
||||||
|
|
||||||
Common formats:
|
|
||||||
session_20260413_123456_hash.jsonl
|
|
||||||
20260413_123456_hash.jsonl
|
|
||||||
"""
|
|
||||||
stem = Path(filename).stem
|
|
||||||
parts = stem.split('_')
|
|
||||||
|
|
||||||
# Try session_YYYYMMDD_HHMMSS format
|
|
||||||
for i, part in enumerate(parts):
|
|
||||||
if len(part) == 8 and part.isdigit():
|
|
||||||
date_part = part
|
|
||||||
time_part = parts[i + 1] if i + 1 < len(parts) and len(parts[i + 1]) == 6 else '000000'
|
|
||||||
try:
|
|
||||||
return datetime.strptime(f"{date_part}_{time_part}", '%Y%m%d_%H%M%S').replace(tzinfo=timezone.utc)
|
|
||||||
except ValueError:
|
|
||||||
continue
|
|
||||||
|
|
||||||
# Fallback: use file modification time
|
|
||||||
return None
|
|
||||||
|
|
||||||
|
|
||||||
# --- Scoring ---
|
|
||||||
|
|
||||||
def score_session(meta: dict, now: datetime, seen_repos: set) -> tuple[int, dict]:
|
|
||||||
"""Score a session for harvest value. Returns (score, breakdown)."""
|
|
||||||
score = 0
|
|
||||||
breakdown = {}
|
|
||||||
|
|
||||||
# 1. Recency
|
|
||||||
ts = parse_session_timestamp(os.path.basename(meta['path']))
|
|
||||||
if ts is None:
|
|
||||||
# Fallback to mtime
|
|
||||||
try:
|
|
||||||
ts = datetime.fromtimestamp(os.path.getmtime(meta['path']), tz=timezone.utc)
|
|
||||||
except OSError:
|
|
||||||
ts = now - timedelta(days=365)
|
|
||||||
|
|
||||||
age_days = (now - ts).days
|
|
||||||
if age_days <= 7:
|
|
||||||
recency = 3
|
|
||||||
elif age_days <= 30:
|
|
||||||
recency = 2
|
|
||||||
else:
|
|
||||||
recency = 1
|
|
||||||
score += recency
|
|
||||||
breakdown['recency'] = recency
|
|
||||||
|
|
||||||
# 2. Length
|
|
||||||
count = meta['message_count']
|
|
||||||
if count > 50:
|
|
||||||
length = 3
|
|
||||||
elif count > 20:
|
|
||||||
length = 2
|
|
||||||
else:
|
|
||||||
length = 1
|
|
||||||
score += length
|
|
||||||
breakdown['length'] = length
|
|
||||||
|
|
||||||
# 3. Repo uniqueness (first session mentioning a repo gets bonus)
|
|
||||||
repo_score = 0
|
|
||||||
for repo in meta.get('repos_mentioned', []):
|
|
||||||
if repo not in seen_repos:
|
|
||||||
seen_repos.add(repo)
|
|
||||||
repo_score = max(repo_score, 5)
|
|
||||||
else:
|
|
||||||
repo_score = max(repo_score, 1)
|
|
||||||
score += repo_score
|
|
||||||
breakdown['repo_unique'] = repo_score
|
|
||||||
|
|
||||||
# 4. Outcome
|
|
||||||
if meta.get('is_failure'):
|
|
||||||
outcome = 3
|
|
||||||
elif meta.get('last_content_preview', '').strip():
|
|
||||||
outcome = 2 # has some content = likely completed
|
|
||||||
else:
|
|
||||||
outcome = 1
|
|
||||||
score += outcome
|
|
||||||
breakdown['outcome'] = outcome
|
|
||||||
|
|
||||||
# 5. Tool calls
|
|
||||||
if meta.get('tool_call_count', 0) > 10:
|
|
||||||
tool = 2
|
|
||||||
else:
|
|
||||||
tool = 0
|
|
||||||
score += tool
|
|
||||||
breakdown['tool_calls'] = tool
|
|
||||||
|
|
||||||
return score, breakdown
|
|
||||||
|
|
||||||
|
|
||||||
# --- Main ---
|
|
||||||
|
|
||||||
def main():
|
|
||||||
parser = argparse.ArgumentParser(description="Score and rank sessions for harvesting")
|
|
||||||
parser.add_argument('--sessions-dir', default=os.path.expanduser('~/.hermes/sessions'),
|
|
||||||
help='Directory containing session files')
|
|
||||||
parser.add_argument('--count', type=int, default=100, help='Number of top sessions to return')
|
|
||||||
parser.add_argument('--repo', default='', help='Filter to sessions mentioning this repo')
|
|
||||||
parser.add_argument('--since', default='', help='Only score sessions after this date (YYYY-MM-DD)')
|
|
||||||
parser.add_argument('--min-score', type=int, default=0, help='Minimum score threshold')
|
|
||||||
parser.add_argument('--output', default='', help='Output file (JSON). Default: stdout')
|
|
||||||
parser.add_argument('--format', choices=['json', 'paths', 'table'], default='table',
|
|
||||||
help='Output format: json (full), paths (one per line), table (human)')
|
|
||||||
parser.add_argument('--top-percent', type=float, default=0, help='Return top N%% instead of --count')
|
|
||||||
|
|
||||||
args = parser.parse_args()
|
|
||||||
|
|
||||||
sessions_dir = Path(args.sessions_dir)
|
|
||||||
if not sessions_dir.is_dir():
|
|
||||||
print(f"ERROR: Sessions directory not found: {sessions_dir}", file=sys.stderr)
|
|
||||||
sys.exit(1)
|
|
||||||
|
|
||||||
# Find all JSONL files
|
|
||||||
print(f"Scanning {sessions_dir}...", file=sys.stderr)
|
|
||||||
t0 = time.time()
|
|
||||||
|
|
||||||
session_files = list(sessions_dir.glob('*.jsonl'))
|
|
||||||
total = len(session_files)
|
|
||||||
print(f"Found {total} session files", file=sys.stderr)
|
|
||||||
|
|
||||||
# Parse since date
|
|
||||||
since_dt = None
|
|
||||||
if args.since:
|
|
||||||
since_dt = datetime.strptime(args.since, '%Y-%m-%d').replace(tzinfo=timezone.utc)
|
|
||||||
|
|
||||||
# Score all sessions
|
|
||||||
now = datetime.now(timezone.utc)
|
|
||||||
seen_repos = set() # Track repos for uniqueness scoring
|
|
||||||
scored = []
|
|
||||||
|
|
||||||
for i, sf in enumerate(session_files):
|
|
||||||
# Date filter (fast path: check filename first)
|
|
||||||
if since_dt:
|
|
||||||
ts = parse_session_timestamp(sf.name)
|
|
||||||
if ts and ts < since_dt:
|
|
||||||
continue
|
|
||||||
|
|
||||||
meta = scan_session_fast(str(sf))
|
|
||||||
|
|
||||||
# Repo filter
|
|
||||||
if args.repo:
|
|
||||||
repos = meta.get('repos_mentioned', [])
|
|
||||||
if args.repo.lower() not in [r.lower() for r in repos]:
|
|
||||||
# Also check filename
|
|
||||||
if args.repo.lower() not in sf.name.lower():
|
|
||||||
continue
|
|
||||||
|
|
||||||
score, breakdown = score_session(meta, now, seen_repos)
|
|
||||||
|
|
||||||
if score >= args.min_score:
|
|
||||||
scored.append({
|
|
||||||
'path': str(sf),
|
|
||||||
'filename': sf.name,
|
|
||||||
'score': score,
|
|
||||||
'breakdown': breakdown,
|
|
||||||
'message_count': meta['message_count'],
|
|
||||||
'repos': meta['repos_mentioned'],
|
|
||||||
'is_failure': meta['is_failure'],
|
|
||||||
})
|
|
||||||
|
|
||||||
if (i + 1) % 5000 == 0:
|
|
||||||
elapsed = time.time() - t0
|
|
||||||
print(f" Scanned {i + 1}/{total} ({elapsed:.1f}s)", file=sys.stderr)
|
|
||||||
|
|
||||||
elapsed = time.time() - t0
|
|
||||||
print(f"Scored {len(scored)} sessions in {elapsed:.1f}s", file=sys.stderr)
|
|
||||||
|
|
||||||
# Sort by score descending
|
|
||||||
scored.sort(key=lambda x: x['score'], reverse=True)
|
|
||||||
|
|
||||||
# Apply count or percent
|
|
||||||
if args.top_percent > 0:
|
|
||||||
count = max(1, int(len(scored) * args.top_percent / 100))
|
|
||||||
else:
|
|
||||||
count = args.count
|
|
||||||
scored = scored[:count]
|
|
||||||
|
|
||||||
# Output
|
|
||||||
if args.output:
|
|
||||||
with open(args.output, 'w', encoding='utf-8') as f:
|
|
||||||
json.dump(scored, f, indent=2)
|
|
||||||
print(f"Wrote {len(scored)} sessions to {args.output}", file=sys.stderr)
|
|
||||||
elif args.format == 'json':
|
|
||||||
json.dump(scored, sys.stdout, indent=2)
|
|
||||||
elif args.format == 'paths':
|
|
||||||
for s in scored:
|
|
||||||
print(s['path'])
|
|
||||||
else: # table
|
|
||||||
print(f"{'SCORE':>5} {'MSGS':>5} {'REPOS':<25} {'FILE'}")
|
|
||||||
print(f"{'-'*5} {'-'*5} {'-'*25} {'-'*40}")
|
|
||||||
for s in scored:
|
|
||||||
repos = ', '.join(s['repos'][:2]) if s['repos'] else '-'
|
|
||||||
fail = ' FAIL' if s['is_failure'] else ''
|
|
||||||
print(f"{s['score']:>5} {s['message_count']:>5} {repos:<25} {s['filename'][:40]}{fail}")
|
|
||||||
|
|
||||||
|
|
||||||
if __name__ == '__main__':
|
|
||||||
main()
|
|
||||||
Reference in New Issue
Block a user