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fix/617
...
burn/691-1
| Author | SHA1 | Date | |
|---|---|---|---|
| ae063a8c71 | |||
| 41afbc2ca9 |
266
scripts/training_provenance.py
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266
scripts/training_provenance.py
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@@ -0,0 +1,266 @@
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#!/usr/bin/env python3
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"""
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Training Pair Provenance Tracker — Timmy Foundation
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Adds, filters, and reports provenance metadata for JSONL training pairs.
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Tracks source_session_id, model, and timestamp for quality auditing.
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Usage:
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# Tag pairs with provenance
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python3 scripts/training_provenance.py tag input.jsonl -o tagged.jsonl \
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--session abc123 --model nous/hermes-3
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# Filter by model (exclude Anthropic-sourced)
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python3 scripts/training_provenance.py filter input.jsonl -o filtered.jsonl \
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--exclude-model anthropic
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# Report: pair count by source model
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python3 scripts/training_provenance.py report input.jsonl
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# Pipe support
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cat pairs.jsonl | python3 scripts/training_provenance.py report -
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"""
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import sys
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import json
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import argparse
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from datetime import datetime, timezone
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from collections import Counter
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from typing import Dict, Any, Optional, List, TextIO
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PROVENANCE_KEYS = ["source_session_id", "source_model", "source_timestamp"]
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def tag_pair(pair: Dict[str, Any], session_id: Optional[str] = None,
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model: Optional[str] = None) -> Dict[str, Any]:
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"""Add provenance metadata to a training pair."""
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meta = dict(pair.get("_provenance", {}))
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if session_id:
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meta["source_session_id"] = session_id
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if model:
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meta["source_model"] = model
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meta["source_timestamp"] = datetime.now(timezone.utc).isoformat()
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pair["_provenance"] = meta
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return pair
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def _open_input(path: str) -> TextIO:
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"""Open input file or return stdin."""
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return sys.stdin if path == "-" else open(path, "r", encoding="utf-8")
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def _open_output(path: str) -> TextIO:
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"""Open output file or return stdout."""
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return sys.stdout if path == "-" else open(path, "w", encoding="utf-8")
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def stamp_command(input_path: str, output_path: str,
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session_id: Optional[str], model: Optional[str]) -> Dict[str, Any]:
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"""Tag all pairs in a file with provenance metadata."""
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tagged = 0
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skipped = 0
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errors = 0
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source = _open_input(input_path)
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out = _open_output(output_path)
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try:
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for line in source:
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line = line.strip()
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if not line:
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continue
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try:
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pair = json.loads(line)
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except json.JSONDecodeError:
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errors += 1
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continue
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# Skip if already tagged with same model+session
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existing = pair.get("_provenance", {})
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if (existing.get("source_model") == model
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and existing.get("source_session_id") == session_id):
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skipped += 1
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out.write(line + "\n")
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continue
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pair = tag_pair(pair, session_id=session_id, model=model)
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out.write(json.dumps(pair, ensure_ascii=False) + "\n")
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tagged += 1
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finally:
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if source is not sys.stdin:
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source.close()
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# Never close stdout — it breaks downstream piping
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return {"tagged": tagged, "skipped": skipped, "errors": errors}
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def filter_pairs(input_path: str, output_path: str,
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include_models: Optional[List[str]] = None,
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exclude_models: Optional[List[str]] = None) -> Dict[str, Any]:
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"""Filter pairs by provenance metadata."""
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kept = []
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removed = []
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errors = 0
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source = _open_input(input_path)
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try:
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for line in source:
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line = line.strip()
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if not line:
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continue
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try:
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pair = json.loads(line)
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except json.JSONDecodeError:
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errors += 1
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continue
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prov = pair.get("_provenance", {})
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model = prov.get("source_model", "unknown")
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should_keep = True
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if include_models:
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should_keep = should_keep and model in include_models
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if exclude_models:
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should_keep = should_keep and model not in exclude_models
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if should_keep:
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kept.append(pair)
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else:
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removed.append(pair)
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finally:
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if source is not sys.stdin:
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source.close()
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# Write output
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if output_path:
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out = _open_output(output_path)
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try:
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for pair in kept:
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out.write(json.dumps(pair, ensure_ascii=False) + "\n")
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finally:
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if out is not sys.stdout:
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out.close()
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return {
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"total": len(kept) + len(removed),
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"kept": len(kept),
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"filtered_out": len(removed),
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"errors": errors,
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}
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def report(input_path: str) -> Dict[str, Any]:
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"""Report pair counts by source model and session."""
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model_counts: Counter = Counter()
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session_counts: Counter = Counter()
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tagged = 0
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untagged = 0
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total = 0
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errors = 0
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source = _open_input(input_path)
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try:
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for line in source:
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line = line.strip()
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if not line:
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continue
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try:
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pair = json.loads(line)
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except json.JSONDecodeError:
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errors += 1
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continue
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total += 1
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prov = pair.get("_provenance", {})
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if prov:
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tagged += 1
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model = prov.get("source_model", "unknown")
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session = prov.get("source_session_id", "unknown")
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model_counts[model] += 1
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session_counts[session] += 1
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else:
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untagged += 1
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finally:
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if source is not sys.stdin:
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source.close()
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return {
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"total": total,
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"tagged": tagged,
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"untagged": untagged,
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"tag_rate": round(tagged / max(total, 1) * 100, 1),
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"by_model": dict(model_counts.most_common(20)),
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"by_session": dict(session_counts.most_common(10)),
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"errors": errors,
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}
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def main():
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parser = argparse.ArgumentParser(description="Training pair provenance tracking")
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sub = parser.add_subparsers(dest="command", required=True)
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# tag subcommand
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tag_p = sub.add_parser("tag", help="Tag pairs with provenance metadata")
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tag_p.add_argument("input", help="Input JSONL file (use - for stdin)")
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tag_p.add_argument("-o", "--output", default="-", help="Output JSONL file")
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tag_p.add_argument("--session", help="Source session ID")
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tag_p.add_argument("--model", help="Source model name")
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# filter subcommand
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filt_p = sub.add_parser("filter", help="Filter pairs by provenance")
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filt_p.add_argument("input", help="Input JSONL file (use - for stdin)")
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filt_p.add_argument("-o", "--output", default="-", help="Output JSONL file")
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filt_p.add_argument("--include-model", action="append", help="Only include these models")
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filt_p.add_argument("--exclude-model", action="append", help="Exclude these models")
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# report subcommand
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rpt_p = sub.add_parser("report", help="Report provenance statistics")
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rpt_p.add_argument("input", help="Input JSONL file (use - for stdin)")
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args = parser.parse_args()
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if args.command == "tag":
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result = stamp_command(args.input, args.output, args.session, args.model)
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print(f"Tagged: {result['tagged']} Skipped: {result['skipped']} Errors: {result['errors']}", file=sys.stderr)
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elif args.command == "filter":
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result = filter_pairs(
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args.input, args.output,
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include_models=args.include_model,
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exclude_models=args.exclude_model,
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)
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print(f"Total: {result['total']} Kept: {result['kept']} Filtered: {result['filtered_out']}", file=sys.stderr)
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elif args.command == "report":
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result = report(args.input)
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print(f"Training Pair Provenance Report", file=sys.stderr)
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print(f"{'='*40}", file=sys.stderr)
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print(f"Total pairs: {result['total']}", file=sys.stderr)
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print(f"Tagged: {result['tagged']} ({result['tag_rate']}%)", file=sys.stderr)
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print(f"Untagged: {result['untagged']}", file=sys.stderr)
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if result["by_model"]:
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print(f"\nBy source model:", file=sys.stderr)
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for model, count in result["by_model"].items():
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print(f" {model}: {count}", file=sys.stderr)
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if result["by_session"]:
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print(f"\nBy source session (top 10):", file=sys.stderr)
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for session, count in result["by_session"].items():
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session_short = session[:12] + "..." if len(session) > 12 else session
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print(f" {session_short}: {count}", file=sys.stderr)
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# JSON output to stdout
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print(json.dumps(result, indent=2))
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if __name__ == "__main__":
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main()
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363
tests/test_training_provenance.py
Normal file
363
tests/test_training_provenance.py
Normal file
@@ -0,0 +1,363 @@
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"""Tests for training pair provenance tracking."""
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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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import tempfile
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import pytest
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SCRIPT = os.path.join(os.path.dirname(__file__), "..", "scripts", "training_provenance.py")
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def _run(args, stdin=None):
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"""Run training_provenance.py and return (stdout, stderr, returncode)."""
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result = subprocess.run(
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[sys.executable, SCRIPT] + args,
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capture_output=True, text=True,
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input=stdin,
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)
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return result.stdout, result.stderr, result.returncode
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def _make_pairs(count=3, model="nous/hermes-3", session="sess-123"):
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"""Generate test JSONL pairs."""
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lines = []
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for i in range(count):
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lines.append(json.dumps({"terse": f"q{i}", "rich": f"a{i}", "domain": "test"}))
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return "\n".join(lines)
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# ── tag command ──────────────────────────────────────────────────
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class TestTagCommand:
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def test_tag_adds_provenance_to_each_pair(self):
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pairs = _make_pairs(3)
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with tempfile.NamedTemporaryFile(mode="w", suffix=".jsonl", delete=False) as f:
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f.write(pairs)
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f.flush()
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out_path = f.name + ".tagged"
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try:
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out, err, rc = _run(["tag", f.name, "-o", out_path,
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"--session", "sess-abc", "--model", "nous/hermes-3"])
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assert rc == 0
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with open(out_path) as f:
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lines = [json.loads(l) for l in f if l.strip()]
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assert len(lines) == 3
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for pair in lines:
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prov = pair["_provenance"]
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assert prov["source_session_id"] == "sess-abc"
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assert prov["source_model"] == "nous/hermes-3"
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assert "source_timestamp" in prov
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finally:
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os.unlink(f.name)
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if os.path.exists(out_path):
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os.unlink(out_path)
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def test_tag_preserves_existing_pair_data(self):
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pairs = '{"terse": "hello", "rich": "world", "domain": "greeting"}\n'
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with tempfile.NamedTemporaryFile(mode="w", suffix=".jsonl", delete=False) as f:
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f.write(pairs)
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f.flush()
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out_path = f.name + ".tagged"
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try:
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_run(["tag", f.name, "-o", out_path, "--model", "m1"])
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with open(out_path) as f:
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pair = json.loads(f.readline())
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assert pair["terse"] == "hello"
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assert pair["rich"] == "world"
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assert pair["domain"] == "greeting"
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assert pair["_provenance"]["source_model"] == "m1"
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finally:
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os.unlink(f.name)
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if os.path.exists(out_path):
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os.unlink(out_path)
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def test_tag_skips_already_tagged_same_provenance(self):
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pair = json.dumps({
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"terse": "q", "rich": "a",
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"_provenance": {"source_model": "m1", "source_session_id": "s1"}
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})
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with tempfile.NamedTemporaryFile(mode="w", suffix=".jsonl", delete=False) as f:
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f.write(pair + "\n")
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f.flush()
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out_path = f.name + ".tagged"
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try:
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_, err, rc = _run(["tag", f.name, "-o", out_path,
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"--session", "s1", "--model", "m1"])
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assert rc == 0
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assert "Skipped: 1" in err
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finally:
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os.unlink(f.name)
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if os.path.exists(out_path):
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os.unlink(out_path)
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def test_tag_overwrites_different_provenance(self):
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pair = json.dumps({
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"terse": "q", "rich": "a",
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"_provenance": {"source_model": "old-model", "source_session_id": "old-sess"}
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})
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with tempfile.NamedTemporaryFile(mode="w", suffix=".jsonl", delete=False) as f:
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f.write(pair + "\n")
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f.flush()
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out_path = f.name + ".tagged"
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try:
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_, err, rc = _run(["tag", f.name, "-o", out_path,
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"--session", "new-sess", "--model", "new-model"])
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assert rc == 0
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assert "Tagged: 1" in err
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with open(out_path) as f:
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tagged = json.loads(f.readline())
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assert tagged["_provenance"]["source_model"] == "new-model"
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assert tagged["_provenance"]["source_session_id"] == "new-sess"
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finally:
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os.unlink(f.name)
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if os.path.exists(out_path):
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os.unlink(out_path)
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def test_tag_skips_blank_lines(self):
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pairs = '{"t":"a","r":"b"}\n\n{"t":"c","r":"d"}\n'
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with tempfile.NamedTemporaryFile(mode="w", suffix=".jsonl", delete=False) as f:
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f.write(pairs)
|
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f.flush()
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out_path = f.name + ".tagged"
|
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|
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try:
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_, err, rc = _run(["tag", f.name, "-o", out_path, "--model", "m1"])
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assert rc == 0
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assert "Tagged: 2" in err
|
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assert "Errors: 0" in err
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finally:
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os.unlink(f.name)
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if os.path.exists(out_path):
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os.unlink(out_path)
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|
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def test_tag_counts_malformed_lines_as_errors(self):
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pairs = '{"t":"a"}\nNOT_JSON\n{"t":"b"}\n'
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with tempfile.NamedTemporaryFile(mode="w", suffix=".jsonl", delete=False) as f:
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f.write(pairs)
|
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f.flush()
|
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out_path = f.name + ".tagged"
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|
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try:
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_, err, rc = _run(["tag", f.name, "-o", out_path, "--model", "m1"])
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assert rc == 0
|
||||
assert "Errors: 1" in err
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finally:
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os.unlink(f.name)
|
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if os.path.exists(out_path):
|
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os.unlink(out_path)
|
||||
|
||||
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# ── filter command ───────────────────────────────────────────────
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|
||||
class TestFilterCommand:
|
||||
def test_filter_exclude_model(self):
|
||||
lines = []
|
||||
for model in ["nous/hermes-3", "anthropic/claude", "openai/gpt-4"]:
|
||||
lines.append(json.dumps({
|
||||
"t": "q", "r": "a",
|
||||
"_provenance": {"source_model": model}
|
||||
}))
|
||||
pairs = "\n".join(lines)
|
||||
|
||||
with tempfile.NamedTemporaryFile(mode="w", suffix=".jsonl", delete=False) as f:
|
||||
f.write(pairs)
|
||||
f.flush()
|
||||
out_path = f.name + ".filtered"
|
||||
|
||||
try:
|
||||
_, err, rc = _run(["filter", f.name, "-o", out_path,
|
||||
"--exclude-model", "anthropic"])
|
||||
assert rc == 0
|
||||
assert "Kept: 2" in err
|
||||
assert "Filtered: 1" in err
|
||||
|
||||
with open(out_path) as f:
|
||||
kept = [json.loads(l) for l in f if l.strip()]
|
||||
models = [p["_provenance"]["source_model"] for p in kept]
|
||||
assert "anthropic/claude" not in models
|
||||
assert "nous/hermes-3" in models
|
||||
finally:
|
||||
os.unlink(f.name)
|
||||
if os.path.exists(out_path):
|
||||
os.unlink(out_path)
|
||||
|
||||
def test_filter_include_model(self):
|
||||
lines = []
|
||||
for model in ["nous/hermes-3", "anthropic/claude", "openai/gpt-4"]:
|
||||
lines.append(json.dumps({
|
||||
"t": "q", "r": "a",
|
||||
"_provenance": {"source_model": model}
|
||||
}))
|
||||
pairs = "\n".join(lines)
|
||||
|
||||
with tempfile.NamedTemporaryFile(mode="w", suffix=".jsonl", delete=False) as f:
|
||||
f.write(pairs)
|
||||
f.flush()
|
||||
out_path = f.name + ".filtered"
|
||||
|
||||
try:
|
||||
_, err, rc = _run(["filter", f.name, "-o", out_path,
|
||||
"--include-model", "nous/hermes-3"])
|
||||
assert rc == 0
|
||||
assert "Kept: 1" in err
|
||||
|
||||
with open(out_path) as f:
|
||||
kept = [json.loads(l) for l in f if l.strip()]
|
||||
assert len(kept) == 1
|
||||
assert kept[0]["_provenance"]["source_model"] == "nous/hermes-3"
|
||||
finally:
|
||||
os.unlink(f.name)
|
||||
if os.path.exists(out_path):
|
||||
os.unlink(out_path)
|
||||
|
||||
def test_filter_untreated_pairs_have_unknown_model(self):
|
||||
pairs = '{"t":"q","r":"a"}\n' # no _provenance
|
||||
with tempfile.NamedTemporaryFile(mode="w", suffix=".jsonl", delete=False) as f:
|
||||
f.write(pairs)
|
||||
f.flush()
|
||||
out_path = f.name + ".filtered"
|
||||
|
||||
try:
|
||||
# Exclude "unknown" — should filter out unprovenanced pair
|
||||
_, err, rc = _run(["filter", f.name, "-o", out_path,
|
||||
"--exclude-model", "unknown"])
|
||||
assert rc == 0
|
||||
assert "Kept: 0" in err
|
||||
finally:
|
||||
os.unlink(f.name)
|
||||
if os.path.exists(out_path):
|
||||
os.unlink(out_path)
|
||||
|
||||
|
||||
# ── report command ───────────────────────────────────────────────
|
||||
|
||||
class TestReportCommand:
|
||||
def test_report_counts_by_model(self):
|
||||
lines = []
|
||||
for model in ["nous/hermes-3", "nous/hermes-3", "anthropic/claude"]:
|
||||
lines.append(json.dumps({
|
||||
"t": "q", "r": "a",
|
||||
"_provenance": {"source_model": model, "source_session_id": "s1"}
|
||||
}))
|
||||
pairs = "\n".join(lines)
|
||||
|
||||
with tempfile.NamedTemporaryFile(mode="w", suffix=".jsonl", delete=False) as f:
|
||||
f.write(pairs)
|
||||
f.flush()
|
||||
|
||||
try:
|
||||
out, err, rc = _run(["report", f.name])
|
||||
assert rc == 0
|
||||
result = json.loads(out)
|
||||
assert result["total"] == 3
|
||||
assert result["tagged"] == 3
|
||||
assert result["untagged"] == 0
|
||||
assert result["tag_rate"] == 100.0
|
||||
assert result["by_model"]["nous/hermes-3"] == 2
|
||||
assert result["by_model"]["anthropic/claude"] == 1
|
||||
finally:
|
||||
os.unlink(f.name)
|
||||
|
||||
def test_report_distinguishes_tagged_vs_untagged(self):
|
||||
pairs = '{"t":"q","r":"a"}\n{"t":"q2","r":"a2","_provenance":{"source_model":"m1"}}\n'
|
||||
with tempfile.NamedTemporaryFile(mode="w", suffix=".jsonl", delete=False) as f:
|
||||
f.write(pairs)
|
||||
f.flush()
|
||||
|
||||
try:
|
||||
out, err, rc = _run(["report", f.name])
|
||||
assert rc == 0
|
||||
result = json.loads(out)
|
||||
assert result["total"] == 2
|
||||
assert result["tagged"] == 1
|
||||
assert result["untagged"] == 1
|
||||
assert result["tag_rate"] == 50.0
|
||||
finally:
|
||||
os.unlink(f.name)
|
||||
|
||||
def test_report_handles_empty_file(self):
|
||||
with tempfile.NamedTemporaryFile(mode="w", suffix=".jsonl", delete=False) as f:
|
||||
f.write("")
|
||||
f.flush()
|
||||
|
||||
try:
|
||||
out, err, rc = _run(["report", f.name])
|
||||
assert rc == 0
|
||||
result = json.loads(out)
|
||||
assert result["total"] == 0
|
||||
assert result["tag_rate"] == 0
|
||||
finally:
|
||||
os.unlink(f.name)
|
||||
|
||||
def test_report_counts_by_session(self):
|
||||
lines = []
|
||||
for sess in ["sess-a", "sess-a", "sess-b"]:
|
||||
lines.append(json.dumps({
|
||||
"t": "q", "r": "a",
|
||||
"_provenance": {"source_model": "m1", "source_session_id": sess}
|
||||
}))
|
||||
pairs = "\n".join(lines)
|
||||
|
||||
with tempfile.NamedTemporaryFile(mode="w", suffix=".jsonl", delete=False) as f:
|
||||
f.write(pairs)
|
||||
f.flush()
|
||||
|
||||
try:
|
||||
out, _, rc = _run(["report", f.name])
|
||||
assert rc == 0
|
||||
result = json.loads(out)
|
||||
assert result["by_session"]["sess-a"] == 2
|
||||
assert result["by_session"]["sess-b"] == 1
|
||||
finally:
|
||||
os.unlink(f.name)
|
||||
|
||||
|
||||
# ── integration ──────────────────────────────────────────────────
|
||||
|
||||
class TestIntegration:
|
||||
def test_tag_then_filter_then_report(self):
|
||||
"""Full pipeline: tag → filter → report."""
|
||||
lines = []
|
||||
for i, model in enumerate(["nous/hermes-3", "anthropic/claude", "openai/gpt-4"]):
|
||||
lines.append(json.dumps({"terse": f"q{i}", "rich": f"a{i}", "domain": "test"}))
|
||||
pairs = "\n".join(lines)
|
||||
|
||||
with tempfile.NamedTemporaryFile(mode="w", suffix=".jsonl", delete=False) as src:
|
||||
src.write(pairs)
|
||||
src.flush()
|
||||
|
||||
tagged_path = src.name + ".tagged"
|
||||
filtered_path = src.name + ".filtered"
|
||||
|
||||
try:
|
||||
# Step 1: Tag all with session info
|
||||
_, _, rc = _run(["tag", src.name, "-o", tagged_path,
|
||||
"--session", "pipe-1", "--model", "nous/hermes-3"])
|
||||
assert rc == 0
|
||||
|
||||
# Step 2: Filter — exclude "unknown" model (untagged pairs)
|
||||
_, err2, rc = _run(["filter", tagged_path, "-o", filtered_path,
|
||||
"--exclude-model", "unknown"])
|
||||
assert rc == 0
|
||||
assert "Kept: 3" in err2
|
||||
|
||||
# Step 3: Report
|
||||
out, _, rc = _run(["report", filtered_path])
|
||||
assert rc == 0
|
||||
result = json.loads(out)
|
||||
assert result["total"] == 3
|
||||
assert result["tagged"] == 3
|
||||
assert result["tag_rate"] == 100.0
|
||||
finally:
|
||||
for p in [src.name, tagged_path, filtered_path]:
|
||||
if os.path.exists(p):
|
||||
os.unlink(p)
|
||||
Reference in New Issue
Block a user