Day 1: ingestion pipeline (code, docs, issues)

data/manifest.json

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+      "url": "https://github.com/fastapi/fastapi/issues/13606"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/13440.json",
+      "url": "https://github.com/fastapi/fastapi/issues/13440"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/13116.json",
+      "url": "https://github.com/fastapi/fastapi/issues/13116"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/13022.json",
+      "url": "https://github.com/fastapi/fastapi/issues/13022"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/12780.json",
+      "url": "https://github.com/fastapi/fastapi/issues/12780"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/12055.json",
+      "url": "https://github.com/fastapi/fastapi/issues/12055"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/11580.json",
+      "url": "https://github.com/fastapi/fastapi/issues/11580"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/15764.json",
+      "url": "https://github.com/fastapi/fastapi/issues/15764"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/15762.json",
+      "url": "https://github.com/fastapi/fastapi/issues/15762"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/15716.json",
+      "url": "https://github.com/fastapi/fastapi/issues/15716"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/15715.json",
+      "url": "https://github.com/fastapi/fastapi/issues/15715"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/15714.json",
+      "url": "https://github.com/fastapi/fastapi/issues/15714"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/15713.json",
+      "url": "https://github.com/fastapi/fastapi/issues/15713"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/15712.json",
+      "url": "https://github.com/fastapi/fastapi/issues/15712"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/15268.json",
+      "url": "https://github.com/fastapi/fastapi/issues/15268"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/15118.json",
+      "url": "https://github.com/fastapi/fastapi/issues/15118"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/14810.json",
+      "url": "https://github.com/fastapi/fastapi/issues/14810"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/14508.json",
+      "url": "https://github.com/fastapi/fastapi/issues/14508"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/14496.json",
+      "url": "https://github.com/fastapi/fastapi/issues/14496"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/14484.json",
+      "url": "https://github.com/fastapi/fastapi/issues/14484"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/14483.json",
+      "url": "https://github.com/fastapi/fastapi/issues/14483"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/14467.json",
+      "url": "https://github.com/fastapi/fastapi/issues/14467"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/14466.json",
+      "url": "https://github.com/fastapi/fastapi/issues/14466"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/14465.json",
+      "url": "https://github.com/fastapi/fastapi/issues/14465"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/14444.json",
+      "url": "https://github.com/fastapi/fastapi/issues/14444"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/14431.json",
+      "url": "https://github.com/fastapi/fastapi/issues/14431"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/14316.json",
+      "url": "https://github.com/fastapi/fastapi/issues/14316"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/14271.json",
+      "url": "https://github.com/fastapi/fastapi/issues/14271"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/14247.json",
+      "url": "https://github.com/fastapi/fastapi/issues/14247"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/13111.json",
+      "url": "https://github.com/fastapi/fastapi/issues/13111"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/12901.json",
+      "url": "https://github.com/fastapi/fastapi/issues/12901"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/12323.json",
+      "url": "https://github.com/fastapi/fastapi/issues/12323"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/12290.json",
+      "url": "https://github.com/fastapi/fastapi/issues/12290"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/12017.json",
+      "url": "https://github.com/fastapi/fastapi/issues/12017"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/11993.json",
+      "url": "https://github.com/fastapi/fastapi/issues/11993"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/11873.json",
+      "url": "https://github.com/fastapi/fastapi/issues/11873"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/15855.json",
+      "url": "https://github.com/fastapi/fastapi/issues/15855"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/15844.json",
+      "url": "https://github.com/fastapi/fastapi/issues/15844"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/15738.json",
+      "url": "https://github.com/fastapi/fastapi/issues/15738"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/15680.json",
+      "url": "https://github.com/fastapi/fastapi/issues/15680"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/15578.json",
+      "url": "https://github.com/fastapi/fastapi/issues/15578"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/15538.json",
+      "url": "https://github.com/fastapi/fastapi/issues/15538"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/15535.json",
+      "url": "https://github.com/fastapi/fastapi/issues/15535"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/15466.json",
+      "url": "https://github.com/fastapi/fastapi/issues/15466"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/15325.json",
+      "url": "https://github.com/fastapi/fastapi/issues/15325"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/15324.json",
+      "url": "https://github.com/fastapi/fastapi/issues/15324"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/15322.json",
+      "url": "https://github.com/fastapi/fastapi/issues/15322"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/15238.json",
+      "url": "https://github.com/fastapi/fastapi/issues/15238"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/15237.json",
+      "url": "https://github.com/fastapi/fastapi/issues/15237"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/15236.json",
+      "url": "https://github.com/fastapi/fastapi/issues/15236"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/15197.json",
+      "url": "https://github.com/fastapi/fastapi/issues/15197"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/15138.json",
+      "url": "https://github.com/fastapi/fastapi/issues/15138"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/15111.json",
+      "url": "https://github.com/fastapi/fastapi/issues/15111"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/15085.json",
+      "url": "https://github.com/fastapi/fastapi/issues/15085"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/15049.json",
+      "url": "https://github.com/fastapi/fastapi/issues/15049"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/15002.json",
+      "url": "https://github.com/fastapi/fastapi/issues/15002"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/15000.json",
+      "url": "https://github.com/fastapi/fastapi/issues/15000"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/14989.json",
+      "url": "https://github.com/fastapi/fastapi/issues/14989"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/14988.json",
+      "url": "https://github.com/fastapi/fastapi/issues/14988"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/14787.json",
+      "url": "https://github.com/fastapi/fastapi/issues/14787"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/14503.json",
+      "url": "https://github.com/fastapi/fastapi/issues/14503"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/14502.json",
+      "url": "https://github.com/fastapi/fastapi/issues/14502"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/14501.json",
+      "url": "https://github.com/fastapi/fastapi/issues/14501"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/14500.json",
+      "url": "https://github.com/fastapi/fastapi/issues/14500"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/14499.json",
+      "url": "https://github.com/fastapi/fastapi/issues/14499"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/14498.json",
+      "url": "https://github.com/fastapi/fastapi/issues/14498"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/14497.json",
+      "url": "https://github.com/fastapi/fastapi/issues/14497"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/14494.json",
+      "url": "https://github.com/fastapi/fastapi/issues/14494"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/14493.json",
+      "url": "https://github.com/fastapi/fastapi/issues/14493"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/14312.json",
+      "url": "https://github.com/fastapi/fastapi/issues/14312"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/14225.json",
+      "url": "https://github.com/fastapi/fastapi/issues/14225"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/14199.json",
+      "url": "https://github.com/fastapi/fastapi/issues/14199"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/14114.json",
+      "url": "https://github.com/fastapi/fastapi/issues/14114"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/14078.json",
+      "url": "https://github.com/fastapi/fastapi/issues/14078"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/14010.json",
+      "url": "https://github.com/fastapi/fastapi/issues/14010"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/13839.json",
+      "url": "https://github.com/fastapi/fastapi/issues/13839"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/13715.json",
+      "url": "https://github.com/fastapi/fastapi/issues/13715"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/13316.json",
+      "url": "https://github.com/fastapi/fastapi/issues/13316"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/13119.json",
+      "url": "https://github.com/fastapi/fastapi/issues/13119"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/13023.json",
+      "url": "https://github.com/fastapi/fastapi/issues/13023"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/12987.json",
+      "url": "https://github.com/fastapi/fastapi/issues/12987"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/12963.json",
+      "url": "https://github.com/fastapi/fastapi/issues/12963"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/12936.json",
+      "url": "https://github.com/fastapi/fastapi/issues/12936"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/12924.json",
+      "url": "https://github.com/fastapi/fastapi/issues/12924"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/12765.json",
+      "url": "https://github.com/fastapi/fastapi/issues/12765"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/12497.json",
+      "url": "https://github.com/fastapi/fastapi/issues/12497"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/12425.json",
+      "url": "https://github.com/fastapi/fastapi/issues/12425"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/12382.json",
+      "url": "https://github.com/fastapi/fastapi/issues/12382"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/12111.json",
+      "url": "https://github.com/fastapi/fastapi/issues/12111"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/12039.json",
+      "url": "https://github.com/fastapi/fastapi/issues/12039"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/12010.json",
+      "url": "https://github.com/fastapi/fastapi/issues/12010"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/11989.json",
+      "url": "https://github.com/fastapi/fastapi/issues/11989"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/11941.json",
+      "url": "https://github.com/fastapi/fastapi/issues/11941"
+    },
+    {
+      "source_type": "issue",
+      "path": "issues/11812.json",
+      "url": "https://github.com/fastapi/fastapi/issues/11812"
+    }
+  ]
+}

src/ingest.py

@@ -0,0 +1,155 @@
+
+ 
+import argparse
+import json
+import os
+import subprocess
+from datetime import datetime, timedelta, timezone
+from pathlib import Path
+ 
+from github import Auth, Github
+ 
+DATA_DIR = Path("data")
+ 
+# Directories that add noise, not knowledge. Extend as you inspect results.
+SKIP_DIRS = {".git", ".github", "__pycache__", "node_modules", "tests", "test",
+             "scripts"}
+CODE_EXTS = {".py"}
+DOC_EXTS = {".md"}
+MAX_FILE_BYTES = 100_000   # skip generated/vendored monsters
+ISSUE_LOOKBACK_DAYS = 730  # ~2 years
+ 
+ 
+def clone_repo(repo: str) -> Path:
+    """Shallow-clone the repo into data/repo/ (we only need current state)."""
+    dest = DATA_DIR / "repo"
+    if dest.exists():
+        print(f"[clone] {dest} already exists, skipping clone")
+        return dest
+    url = f"https://github.com/{repo}.git"
+    print(f"[clone] {url} -> {dest}")
+    subprocess.run(["git", "clone", "--depth", "1", url, str(dest)], check=True)
+    return dest
+ 
+ 
+def collect_files(repo_dir: Path) -> list[dict]:
+    """Walk the clone and collect code + doc files worth indexing."""
+    records = []
+    for path in sorted(repo_dir.rglob("*")):
+        if not path.is_file():
+            continue
+        rel = path.relative_to(repo_dir)
+        if any(part in SKIP_DIRS for part in rel.parts):
+            continue
+        # FastAPI-specific: keep only English docs, skip tutorial snippets
+        if rel.parts[0] == "docs" and rel.parts[1] != "en":
+            continue
+        if rel.parts[0] == "docs_src":
+            continue
+        ext = path.suffix.lower()
+        if ext in CODE_EXTS:
+            source_type = "code"
+        elif ext in DOC_EXTS:
+            source_type = "doc"
+        else:
+            continue
+        size = path.stat().st_size
+        if size == 0 or size > MAX_FILE_BYTES:
+            continue
+        records.append({
+            "source_type": source_type,
+            "path": str(rel),
+            "size_bytes": size,
+        })
+    return records
+ 
+ 
+def fetch_issues(repo: str, max_issues: int) -> list[dict]:
+    """Pull recent closed issues (not PRs) and save each as JSON.
+ 
+    Resumable: issues already saved to disk are skipped (no API calls),
+    so a crashed or interrupted run can simply be re-run.
+    """
+    token = os.environ.get("GITHUB_TOKEN")
+    if not token:
+        print("[warn] no GITHUB_TOKEN set - unauthenticated limit is 60 req/hr")
+    gh = Github(auth=Auth.Token(token)) if token else Github()
+    since = datetime.now(timezone.utc) - timedelta(days=ISSUE_LOOKBACK_DAYS)
+    issues_dir = DATA_DIR / "issues"
+    issues_dir.mkdir(parents=True, exist_ok=True)
+ 
+    records = []
+    # sort="comments" surfaces the most-discussed (usually most useful) issues first
+    issues = gh.get_repo(repo).get_issues(state="closed", since=since,
+                                          sort="comments", direction="desc")
+    for issue in issues:
+        if issue.pull_request is not None:  # PRs come through the same API; skip
+            continue
+        if len(records) >= max_issues:
+            break
+ 
+        # Resume support: skip issues already saved from a previous run
+        out_path = issues_dir / f"{issue.number}.json"
+        if out_path.exists():
+            records.append({"source_type": "issue",
+                            "path": f"issues/{issue.number}.json",
+                            "url": issue.html_url})
+            continue
+ 
+        # Keep up to 3 comments, favoring the most 👍-reacted (often the answer)
+        comments = []
+        if issue.comments > 0:
+            all_comments = list(issue.get_comments())
+            all_comments.sort(key=lambda c: c.reactions.get("+1", 0), reverse=True)
+            comments = [c.body for c in all_comments[:3] if c.body]
+ 
+        record = {
+            "number": issue.number,
+            "title": issue.title,
+            "body": issue.body or "",
+            "labels": [label.name for label in issue.labels],
+            "url": issue.html_url,
+            "comments": comments,
+        }
+        out_path.write_text(
+            json.dumps(record, ensure_ascii=False, indent=2), encoding="utf-8")
+        records.append({"source_type": "issue",
+                        "path": f"issues/{issue.number}.json",
+                        "url": issue.html_url})
+        if len(records) % 50 == 0:
+            print(f"[issues] fetched {len(records)}...")
+    return records
+ 
+ 
+def main() -> None:
+    parser = argparse.ArgumentParser()
+    parser.add_argument("--repo", required=True, help="e.g. fastapi/fastapi")
+    parser.add_argument("--max-issues", type=int, default=300)
+    parser.add_argument("--skip-issues", action="store_true",
+                        help="only clone + collect files (useful while iterating)")
+    args = parser.parse_args()
+ 
+    DATA_DIR.mkdir(exist_ok=True)
+    repo_dir = clone_repo(args.repo)
+    file_records = collect_files(repo_dir)
+    issue_records = [] if args.skip_issues else fetch_issues(args.repo,
+                                                             args.max_issues)
+ 
+    manifest = {
+        "repo": args.repo,
+        "ingested_at": datetime.now(timezone.utc).isoformat(),
+        "files": file_records,
+        "issues": issue_records,
+    }
+    (DATA_DIR / "manifest.json").write_text(
+        json.dumps(manifest, ensure_ascii=False, indent=2), encoding="utf-8")
+ 
+    n_code = sum(1 for r in file_records if r["source_type"] == "code")
+    n_docs = sum(1 for r in file_records if r["source_type"] == "doc")
+    print(f"\n[done] {n_code} code files, {n_docs} docs, {len(issue_records)} issues")
+    print(f"[done] manifest -> {DATA_DIR / 'manifest.json'}")
+ 
+ 
+if __name__ == "__main__":
+    main()
+