pilot: dedupe + repo config + inline comments w/ suggestions
- Dedupe: Gitea-as-state. Scan existing reviews for a hidden
<!-- pragent:sha=... --> marker matching the head sha; skip if present
(kills duplicate reviews on label-toggle / re-fire). Prior review bodies
fed back as 'already said' context (light framework §6.1).
- Repo-local focus: optional .pr-review.json at repo root
({focus,exclude_paths,languages,instructions}), fetched at head ref.
- Inline comments + apply-able suggestions: model emits JSON findings
{severity,path,line,problem,fix,suggestion}; diff hunks parsed into valid
(path,new_line) RIGHT-side anchors; anchored findings become positional
review comments with a ```suggestion fence (Gitea apply-button);
unanchored findings fold into the summary body.
- Tests: parse_diff_anchors, parse_findings (tolerant JSON), split_findings,
inline_comment_body, summary_bullets, parse_repo_config, reviewed_shas,
prior_review_bodies, sha-marker. 35 pass.
- Bump OLLAMA_MAX_TOKENS default 6000 -> 8000 (suggestions add length).
Co-Authored-By: Claude <noreply@anthropic.com>
This commit is contained in:
+463
-30
@@ -1,51 +1,102 @@
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#!/usr/bin/env python3
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"""pragent pilot — minimal AI PR reviewer.
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Runs as a Gitea Actions step. Fetches a PR diff, asks glm-5.2:cloud (via the
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on-network headroom proxy, Anthropic /v1/messages format) to review it, and
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posts the findings back as a PR review authored by pragent-bot.
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Runs as a Gitea Actions step OR is called by the central webhook server
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(`webhook_server.py`). Fetches a PR diff, asks glm-5.2:cloud (via the on-network
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headroom proxy, Anthropic /v1/messages format) to review it, and posts the
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findings back as `pragent-bot` — as a **review summary** plus **inline line
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comments** with apply-able ```suggestion blocks where the model could produce
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them and the line anchors cleanly to the post-change file.
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Features (pilot v2):
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- **Dedupe / persistence:** Gitea itself is the source of truth. Before
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reviewing, fetch the PR's existing reviews and look for a hidden
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`<!-- pragent:sha=... -->` marker matching this commit. If present, skip
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(no duplicate review on label-toggle / re-fire). Prior review bodies are
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fed back to the model as "already said" context so a re-push synthesizes
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instead of repeating (light version of design §6.1).
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- **Repo-local focus:** if the repo has a `.pr-review.json` at the PR's head
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ref, its `focus` / `exclude_paths` / `instructions` / `languages` steer the
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review. Optional — defaults apply when absent.
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- **Inline comments + suggestions:** the model emits structured JSON
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findings with `path`/`line`. We parse the diff hunks to learn which
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`(path, new_line)` pairs are valid post-change anchors and post each
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anchored finding as a positional review comment; the `suggestion` field, if
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non-empty, is wrapped in a ```suggestion fence so Gitea renders an
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apply-button. Findings that don't anchor (bad line, unchanged file, etc.)
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are folded into the summary body as plain bullets.
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Fail-open by design: any error becomes a short "review failed" review comment,
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and the process always exits 0 so it can never block CI.
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and review_pr never raises. Stdlib only — no pip install.
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Stdlib only — no pip install, fast cold start in CI.
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Env:
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GITEA_API base URL of the in-cluster Gitea, e.g. http://gitea-http.gitea.svc.cluster.local:3000
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Env (CI run() path):
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GITEA_API base URL of the in-cluster Gitea
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GITEA_REPOSITORY "owner/repo" of the PR (github.repository)
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PR_INDEX PR number (github.event.pull_request.number)
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PR_TITLE PR title
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PR_BODY PR body (optional)
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PRAGENT_BOT_TOKEN bot access token (repo secret)
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PRAGENT_SHA head SHA to tag the review (github.event.pull_request.head.sha)
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PRAGENT_SHA head SHA to tag the review
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OLLAMA_URL headroom proxy URL, e.g. http://100.74.17.70:8789
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OLLAMA_MODEL model id, e.g. glm-5.2:cloud
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OLLAMA_MAX_TOKENS (optional) output cap, default 6000
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OLLAMA_MAX_TOKENS (optional) output cap, default 8000
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DIFF_MAX_CHARS (optional) diff truncation cap, default 150000
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"""
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import base64
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import json
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import os
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import re
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import sys
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import urllib.error
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import urllib.request
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REVIEW_HEADER = "🤖 **AI Review** · pragent pilot · {model} · `{sha}`"
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# Hidden marker the dedupe pass scans for. Full sha so a re-push (new sha) is
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# never mistaken for an already-reviewed commit, and a label-toggle (same sha)
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# is correctly skipped.
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SHA_MARKER = "<!-- pragent:sha={sha} -->"
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_SHA_MARKER_RE = re.compile(r"<!-- pragent:sha=([0-9a-f]{7,40}) -->")
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AI_REVIEW_LABEL = "AI-REVIEW"
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SEVERITIES = ("critical", "high", "medium", "low")
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REPO_CONFIG_FILE = ".pr-review.json"
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SYSTEM_PROMPT = """You are a senior, pragmatic code reviewer. Review the pull request diff below.
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Report ONLY real, actionable issues: correctness bugs, security problems, risky
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changes, missing tests for changed behaviour, and breaking API/contract changes.
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Honour any repo-specific focus / instructions given in the prompt; if focus is
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given, weight those areas higher, but do not ignore a critical issue outside them.
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For each issue, output exactly one line in this format:
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- [SEVERITY] path:line — concise problem. suggested fix.
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where SEVERITY is one of: critical, high, medium, low.
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Output STRICT JSON only — no prose, no markdown fences. Shape:
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{
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"findings": [
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{
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"severity": "critical|high|medium|low",
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"path": "file path exactly as it appears in the diff (`+++ b/` side)",
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"line": <int, the NEW-file line number the issue is on, within the diff>,
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"problem": "one line: what is wrong",
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"fix": "one line: how to fix it",
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"suggestion": "<exact replacement lines for that location, or empty string if you cannot produce safe replacement code>"
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}
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]
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}
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Rules:
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- Skip nitpicks, pure formatting, and praise.
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- If the diff is clean, output exactly: No issues found.
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- Be concise. At most ~15 findings, highest severity first.
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- Do not restate the diff. Do not include a summary header. Just the findings lines."""
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- `line` MUST be a line number that exists in the post-change version of `path`
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(i.e. a context line or an added `+` line shown in the diff). Never a removed
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line. If you are unsure of the exact line, set `line` to the closest context
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line you CAN see in the diff.
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- `suggestion` is the literal new code that should replace the flagged line(s).
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Keep it minimal — just the changed lines, indented as they would appear in the
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file. Leave it empty ("") if a safe textual replacement is not possible (e.g.
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a missing test, an architectural note).
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- Skip nitpicks, pure formatting, and praise. At most ~15 findings, highest
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severity first.
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- If the diff is clean, output: {"findings": []}
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- Do NOT repeat anything already covered in "PREVIOUS REVIEWS" — only surface
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new or still-unresolved issues."""
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# ---------------------------------------------------------------------------
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# Pure helpers (unit-tested, no network)
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@@ -80,16 +131,53 @@ def parse_text_blocks(content: list) -> str:
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def format_review_body(findings: str, model: str, sha: str) -> str:
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"""Format the posted review body. Findings empty -> "No issues found."."""
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"""Format the posted review summary body.
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`findings` is the bullet text for findings that could NOT be anchored inline
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(or, on the legacy/no-inline path, the whole review). Empty -> "No issues
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found.". The hidden sha marker is always appended for the dedupe pass.
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"""
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header = REVIEW_HEADER.format(model=model, sha=sha[:8] if sha else "unknown")
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findings = (findings or "").strip()
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if not findings:
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findings = "No issues found."
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return f"{header}\n\n{findings}"
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marker = SHA_MARKER.format(sha=sha) if sha else ""
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body = f"{header}\n\n{findings}"
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if marker:
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body += f"\n{marker}"
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return body
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def build_user_prompt(title: str, body: str, diff: str) -> str:
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parts = [f"## PR\nTitle: {title or '(none)'}"]
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def build_user_prompt(
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title: str,
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body: str,
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diff: str,
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config: dict | None = None,
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prior_reviews: list[str] | None = None,
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) -> str:
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"""Assemble the user prompt: repo config + prior reviews + PR meta + diff."""
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parts: list[str] = []
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if config:
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cfg_lines = []
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if config.get("focus"):
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cfg_lines.append("Focus areas: " + ", ".join(config["focus"]))
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if config.get("exclude_paths"):
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cfg_lines.append("Ignore paths: " + ", ".join(config["exclude_paths"]))
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if config.get("languages"):
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cfg_lines.append("Languages: " + ", ".join(config["languages"]))
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if config.get("instructions"):
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cfg_lines.append("Instructions:\n" + str(config["instructions"]).strip())
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if cfg_lines:
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parts.append("## Repo review config (.pr-review.json)\n" + "\n".join(cfg_lines))
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if prior_reviews:
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joined = "\n\n---\n\n".join(prior_reviews)
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if len(joined) > 8000:
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joined = joined[:8000] + "\n…[prior reviews truncated]"
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parts.append("## PREVIOUS REVIEWS (already posted — do NOT repeat these points)\n" + joined)
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parts.append(f"## PR\nTitle: {title or '(none)'}")
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if body and body.strip():
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b = body.strip()
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if len(b) > 4000:
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@@ -99,6 +187,256 @@ def build_user_prompt(title: str, body: str, diff: str) -> str:
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return "\n\n".join(parts)
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# ---------------------------------------------------------------------------
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# Diff parsing — find valid post-change (RIGHT-side) line anchors per file
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# ---------------------------------------------------------------------------
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def parse_diff_anchors(diff: str) -> dict[str, set[int]]:
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"""Parse a unified diff into {path: {new_line, ...}} for lines that exist in
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the post-change version (context + added lines). Removed lines are NOT
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anchors (they have no RIGHT-side line). Used to validate inline comments.
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Robust to:
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- `diff --git a/x b/x` and `+++ b/x` path headers (uses the `b/` side)
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- hunk headers `@@ -a,b +c,d @@` (new line counter starts at c)
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- No-newline-at-eof markers, binary files, missing hunks.
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"""
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anchors: dict[str, set[int]] = {}
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current_path: str | None = None
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new_line = 0
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for raw in (diff or "").splitlines():
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# File path: prefer the `+++ b/` line (handles renames); fall back to
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# `diff --git a/x b/x`'s second path.
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if raw.startswith("+++ "):
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p = raw[4:].strip()
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if p == "/dev/null":
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current_path = None
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else:
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current_path = _strip_path_prefix(p)
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anchors.setdefault(current_path, set())
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continue
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if raw.startswith("diff --git "):
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# `diff --git a/foo b/foo` — take the second path as a fallback in
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# case the `+++` line is missing (binary). Split on " b/".
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m = re.search(r" b/(.+)$", raw)
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if m:
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current_path = m.group(1).strip()
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anchors.setdefault(current_path, set())
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continue
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if raw.startswith("@@"):
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m = re.search(r"\+(\d+)(?:,\d+)?\s@@", raw)
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new_line = int(m.group(1)) if m else 0
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continue
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if current_path is None:
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continue
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if raw.startswith("\\ No newline"):
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continue
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if raw.startswith("-"):
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# removed line — no RIGHT-side anchor
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continue
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if raw.startswith("+"):
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anchors[current_path].add(new_line)
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new_line += 1
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continue
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# context line (" " or anything else within a hunk)
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if raw.startswith(" "):
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anchors[current_path].add(new_line)
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new_line += 1
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return anchors
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def _strip_path_prefix(p: str) -> str:
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"""`b/foo` or `foo` -> `foo`."""
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if p.startswith("b/"):
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return p[2:]
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return p
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# ---------------------------------------------------------------------------
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# Model output parsing — tolerant JSON findings extraction
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# ---------------------------------------------------------------------------
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def parse_findings(text: str) -> list[dict]:
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"""Parse the model's JSON response into a list of finding dicts.
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Tolerant: strips ```json fences, and if the model wrapped JSON in prose,
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scans for the first balanced `{...}` and extracts its `findings` array.
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Drops findings missing path/line or with an unknown severity (normalised).
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Never raises — returns [] on any parse failure.
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"""
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if not text:
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return []
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s = text.strip()
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# Strip a single wrapping code fence if present.
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if s.startswith("```"):
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s = re.sub(r"^```[a-zA-Z]*\n?", "", s)
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s = re.sub(r"\n?```$", "", s).strip()
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data = None
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try:
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data = json.loads(s)
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except json.JSONDecodeError:
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obj = _extract_first_json_object(s)
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if obj is not None:
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try:
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data = json.loads(obj)
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except json.JSONDecodeError:
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data = None
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if not isinstance(data, dict):
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return []
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findings = data.get("findings")
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if not isinstance(findings, list):
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return []
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out = []
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for f in findings:
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if not isinstance(f, dict):
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continue
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path = f.get("path")
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line = f.get("line")
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if not isinstance(path, str) or not path.strip():
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continue
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if not isinstance(line, int) or line < 1:
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continue
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sev = str(f.get("severity", "medium")).strip().lower()
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if sev not in SEVERITIES:
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sev = "medium"
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out.append({
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"severity": sev,
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"path": path.strip(),
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"line": line,
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"problem": str(f.get("problem", "")).strip(),
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"fix": str(f.get("fix", "")).strip(),
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"suggestion": str(f.get("suggestion", "") or "").strip(),
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})
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return out
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|
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def _extract_first_json_object(s: str) -> str | None:
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"""Return the substring of the first balanced top-level `{ ... }` in s."""
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start = s.find("{")
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if start < 0:
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return None
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depth = 0
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in_str = False
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esc = False
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for i in range(start, len(s)):
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c = s[i]
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if in_str:
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if esc:
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esc = False
|
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elif c == "\\":
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esc = True
|
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elif c == '"':
|
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in_str = False
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continue
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if c == '"':
|
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in_str = True
|
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elif c == "{":
|
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depth += 1
|
||||
elif c == "}":
|
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depth -= 1
|
||||
if depth == 0:
|
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return s[start:i + 1]
|
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return None
|
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|
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|
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def split_findings(findings: list[dict], anchors: dict[str, set[int]]) -> tuple[list[dict], list[dict]]:
|
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"""Split findings into (anchored, unanchored).
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|
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A finding is anchored if its path is known AND its line is a valid post-change
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line for that path. Lines just outside the diff (model off-by-one) are NOT
|
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anchored — safer to keep them as summary bullets than to drop or misplace.
|
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"""
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anchored, unanchored = [], []
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for f in findings:
|
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valid = anchors.get(f["path"])
|
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if valid and f["line"] in valid:
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anchored.append(f)
|
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else:
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unanchored.append(f)
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return anchored, unanchored
|
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|
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|
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def inline_comment_body(f: dict) -> str:
|
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"""Render one finding as a positional review-comment body.
|
||||
|
||||
Includes a ```suggestion fence only if the model produced non-empty
|
||||
replacement code. Gitea renders that as an apply-able suggestion.
|
||||
"""
|
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sev = f["severity"].upper()
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body = f"**[{sev}]** {f['problem']}"
|
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if f["fix"]:
|
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body += f"\n\nFix: {f['fix']}"
|
||||
if f["suggestion"]:
|
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body += f"\n\n```suggestion\n{f['suggestion']}\n```"
|
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return body
|
||||
|
||||
|
||||
def summary_bullets(findings: list[dict]) -> str:
|
||||
"""Render unanchored findings as summary-body bullets (no line anchor)."""
|
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lines = []
|
||||
for f in findings:
|
||||
loc = f"{f['path']}:{f['line']}" if f["line"] else f["path"]
|
||||
fix = f" — fix: {f['fix']}" if f["fix"] else ""
|
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lines.append(f"- **[{f['severity'].upper()}]** `{loc}` — {f['problem']}{fix}")
|
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return "\n".join(lines)
|
||||
|
||||
|
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# ---------------------------------------------------------------------------
|
||||
# Repo config + existing-review helpers
|
||||
# ---------------------------------------------------------------------------
|
||||
|
||||
|
||||
def parse_repo_config(raw: str) -> dict:
|
||||
"""Parse a .pr-review.json blob tolerantly. Returns {} on any failure."""
|
||||
if not raw:
|
||||
return {}
|
||||
try:
|
||||
data = json.loads(raw)
|
||||
except json.JSONDecodeError:
|
||||
return {}
|
||||
if not isinstance(data, dict):
|
||||
return {}
|
||||
out = {}
|
||||
for k in ("focus", "exclude_paths", "languages"):
|
||||
v = data.get(k)
|
||||
if isinstance(v, list) and all(isinstance(x, str) for x in v):
|
||||
out[k] = v
|
||||
instr = data.get("instructions")
|
||||
if isinstance(instr, str) and instr.strip():
|
||||
out["instructions"] = instr.strip()
|
||||
return out
|
||||
|
||||
|
||||
def reviewed_shas(reviews: list[dict]) -> set[str]:
|
||||
"""Pull every `<!-- pragent:sha=... -->` marker out of a PR's reviews."""
|
||||
shas: set[str] = set()
|
||||
for r in reviews or []:
|
||||
body = r.get("body") or ""
|
||||
for m in _SHA_MARKER_RE.finditer(body):
|
||||
shas.add(m.group(1))
|
||||
return shas
|
||||
|
||||
|
||||
def prior_review_bodies(reviews: list[dict], current_sha: str, limit: int = 6) -> list[str]:
|
||||
"""Bodies of prior bot reviews (older shas), newest-first, bounded."""
|
||||
out = []
|
||||
for r in reviews or []:
|
||||
body = (r.get("body") or "").strip()
|
||||
if not body:
|
||||
continue
|
||||
shas = _SHA_MARKER_RE.findall(body)
|
||||
# Skip the current sha (that would be a self-reference) and non-bot
|
||||
# noise; keep reviews that carry our marker.
|
||||
if not shas:
|
||||
continue
|
||||
if current_sha and current_sha in shas:
|
||||
continue
|
||||
out.append(body)
|
||||
return out[:limit]
|
||||
|
||||
|
||||
# ---------------------------------------------------------------------------
|
||||
# Network helpers
|
||||
# ---------------------------------------------------------------------------
|
||||
@@ -147,6 +485,35 @@ def fetch_pr_diff(api: str, repo: str, index: str, token: str, max_chars: int) -
|
||||
return truncate_diff("\n".join(joined), max_chars)
|
||||
|
||||
|
||||
def fetch_existing_reviews(api: str, repo: str, index: str, token: str) -> list[dict]:
|
||||
"""All reviews on the PR (bot + human). Empty list on failure (fail-open)."""
|
||||
status, raw = gitea_get(api, repo, f"pulls/{index}/reviews", token)
|
||||
if status != 200:
|
||||
return []
|
||||
try:
|
||||
data = json.loads(raw)
|
||||
except json.JSONDecodeError:
|
||||
return []
|
||||
return data if isinstance(data, list) else []
|
||||
|
||||
|
||||
def fetch_repo_config(api: str, repo: str, sha: str, token: str) -> dict:
|
||||
"""Fetch .pr-review.json from the PR's head ref. {} if absent/unreadable."""
|
||||
if not sha:
|
||||
return {}
|
||||
status, raw = gitea_get(api, repo, f"contents/{REPO_CONFIG_FILE}?ref={sha}", token)
|
||||
if status != 200:
|
||||
return {}
|
||||
try:
|
||||
data = json.loads(raw)
|
||||
content_b64 = data.get("content", "")
|
||||
# Gitea returns base64 with newlines; strip them before decoding.
|
||||
decoded = base64.b64decode(content_b64.replace("\n", "")).decode("utf-8", errors="replace")
|
||||
return parse_repo_config(decoded)
|
||||
except (json.JSONDecodeError, ValueError):
|
||||
return {}
|
||||
|
||||
|
||||
def call_model(ollama_url: str, model: str, system: str, user: str, max_tokens: int) -> str:
|
||||
payload = {
|
||||
"model": model,
|
||||
@@ -167,6 +534,7 @@ def call_model(ollama_url: str, model: str, system: str, user: str, max_tokens:
|
||||
|
||||
|
||||
def post_review(api: str, repo: str, index: str, token: str, body: str) -> None:
|
||||
"""Post a body-only review (summary / failure note). No inline comments."""
|
||||
status, raw = gitea_post(api, repo, f"pulls/{index}/reviews", token, {"event": "COMMENT", "body": body})
|
||||
if status not in (200, 201):
|
||||
# Fallback to a plain issue comment if reviews endpoint refuses.
|
||||
@@ -175,6 +543,33 @@ def post_review(api: str, repo: str, index: str, token: str, body: str) -> None:
|
||||
raise RuntimeError(f"post review failed: reviews={status}, comments={status2}")
|
||||
|
||||
|
||||
def post_inline_review(
|
||||
api: str, repo: str, index: str, token: str, summary: str, anchored: list[dict]
|
||||
) -> None:
|
||||
"""Post a review with a summary body AND positional inline comments.
|
||||
|
||||
Each anchored finding becomes one entry in `comments`:
|
||||
{path, side:"RIGHT", line, body}. The body carries the ```suggestion
|
||||
fence when the model produced replacement code.
|
||||
"""
|
||||
comments = [
|
||||
{
|
||||
"path": f["path"],
|
||||
"side": "RIGHT",
|
||||
"line": f["line"],
|
||||
"body": inline_comment_body(f),
|
||||
}
|
||||
for f in anchored
|
||||
]
|
||||
payload = {"event": "COMMENT", "body": summary, "comments": comments}
|
||||
status, raw = gitea_post(api, repo, f"pulls/{index}/reviews", token, payload)
|
||||
if status in (200, 201):
|
||||
return
|
||||
# If the inline post failed (e.g. a bad line slipped through), retry as a
|
||||
# body-only review so the findings still land somewhere.
|
||||
post_review(api, repo, index, token, summary)
|
||||
|
||||
|
||||
# ---------------------------------------------------------------------------
|
||||
# Main
|
||||
# ---------------------------------------------------------------------------
|
||||
@@ -197,23 +592,61 @@ def review_pr(
|
||||
token: str,
|
||||
ollama_url: str,
|
||||
model: str,
|
||||
max_tokens: int = 6000,
|
||||
max_tokens: int = 8000,
|
||||
max_chars: int = 150000,
|
||||
) -> bool:
|
||||
"""Run one review and post it as a PR comment.
|
||||
"""Run one review and post it as `pragent-bot`.
|
||||
|
||||
Returns True on success, False on failure (failure note is posted when
|
||||
possible). Never raises — fail-open by design. Both the CI `run()` entry
|
||||
point and the central webhook server call this.
|
||||
Dedupe: if a prior review already carries this commit's sha marker, skip
|
||||
(no duplicate). Otherwise: fetch repo config + prior-review context, call
|
||||
the model, parse JSON findings, anchor what we can to diff lines, post a
|
||||
review with inline comments + suggestions (unanchored findings → summary
|
||||
bullets).
|
||||
|
||||
Returns True on success (including a deliberate skip), False on failure
|
||||
(failure note posted when possible). Never raises — fail-open by design.
|
||||
Both the CI `run()` entry point and the central webhook server call this.
|
||||
"""
|
||||
try:
|
||||
reviews = fetch_existing_reviews(api, repo, index, token)
|
||||
# Dedupe: already reviewed this exact commit -> nothing to do.
|
||||
if sha and sha in reviewed_shas(reviews):
|
||||
print(f"pragent: {repo}#{index} sha={sha[:8]} already reviewed, skipping", flush=True)
|
||||
return True
|
||||
|
||||
diff, _truncated, _orig = fetch_pr_diff(api, repo, index, token, max_chars)
|
||||
if not diff.strip():
|
||||
post_review(api, repo, index, token, format_review_body("No diff content to review.", model, sha))
|
||||
return True
|
||||
user_prompt = build_user_prompt(title, body, diff)
|
||||
findings = call_model(ollama_url, model, SYSTEM_PROMPT, user_prompt, max_tokens)
|
||||
post_review(api, repo, index, token, format_review_body(findings, model, sha))
|
||||
|
||||
config = fetch_repo_config(api, repo, sha, token)
|
||||
prior = prior_review_bodies(reviews, sha)
|
||||
user_prompt = build_user_prompt(title, body, diff, config, prior)
|
||||
raw_findings = call_model(ollama_url, model, SYSTEM_PROMPT, user_prompt, max_tokens)
|
||||
findings = parse_findings(raw_findings)
|
||||
|
||||
anchors = parse_diff_anchors(diff)
|
||||
anchored, unanchored = split_findings(findings, anchors)
|
||||
|
||||
# Summary body: the unanchored bullets (or "No issues found."), plus a
|
||||
# one-line note when inline comments were posted so the summary isn't
|
||||
# empty-looking.
|
||||
bullets = summary_bullets(unanchored)
|
||||
summary_parts = []
|
||||
if anchored:
|
||||
summary_parts.append(f"_{len(anchored)} inline comment(s) posted below._")
|
||||
if bullets:
|
||||
summary_parts.append(bullets)
|
||||
if not summary_parts:
|
||||
summary_parts.append("No issues found.")
|
||||
summary_body = format_review_body("\n\n".join(summary_parts), model, sha)
|
||||
|
||||
post_inline_review(api, repo, index, token, summary_body, anchored)
|
||||
print(
|
||||
f"pragent: reviewed {repo}#{index} sha={sha[:8]} "
|
||||
f"findings={len(findings)} inline={len(anchored)}",
|
||||
flush=True,
|
||||
)
|
||||
return True
|
||||
except Exception as e: # fail-open
|
||||
try:
|
||||
@@ -235,7 +668,7 @@ def run() -> int:
|
||||
token=_need("PRAGENT_BOT_TOKEN"),
|
||||
ollama_url=_need("OLLAMA_URL"),
|
||||
model=_need("OLLAMA_MODEL"),
|
||||
max_tokens=int(os.environ.get("OLLAMA_MAX_TOKENS", "6000")),
|
||||
max_tokens=int(os.environ.get("OLLAMA_MAX_TOKENS", "8000")),
|
||||
max_chars=int(os.environ.get("DIFF_MAX_CHARS", "150000")),
|
||||
)
|
||||
return 0
|
||||
|
||||
Reference in New Issue
Block a user