feat(evals): add PR impact analysis workflow

This commit is contained in:
Alisa Novikova
2026-03-18 15:30:07 -07:00
parent a5a461c234
commit 6bef72cddd
3 changed files with 192 additions and 46 deletions

88
.github/workflows/eval-pr.yml vendored Normal file
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@@ -0,0 +1,88 @@
name: 'Evals: PR Impact'
on:
pull_request:
paths:
- 'packages/core/src/prompts/**'
- 'packages/core/src/tools/**'
- 'packages/core/src/agents/**'
- 'evals/**'
permissions:
contents: 'read'
checks: 'write'
pull-requests: 'write'
jobs:
eval-impact:
name: 'Eval Impact Analysis'
runs-on: 'gemini-cli-ubuntu-16-core'
if: "github.repository == 'google-gemini/gemini-cli'"
steps:
- name: 'Checkout'
uses: 'actions/checkout@v4'
- name: 'Set up Node.js'
uses: 'actions/setup-node@v4'
with:
node-version-file: '.nvmrc'
cache: 'npm'
- name: 'Install dependencies'
run: 'npm ci'
- name: 'Build project'
run: 'npm run build'
- name: 'Create logs directory'
run: 'mkdir -p evals/logs'
- name: 'Run Evals (Lite)'
env:
GEMINI_API_KEY: '${{ secrets.GEMINI_API_KEY }}'
RUN_EVALS: 'true'
run: |
# Run 1 attempt on critical models for speed in PR
MODELS=("gemini-3.1-pro-preview-customtools" "gemini-3-flash-preview")
for model in "${MODELS[@]}"; do
echo "Running evals for $model..."
mkdir -p "evals/logs/eval-logs-$model-1"
# We redirect to report.json in a subfolder so aggregate_evals.js can find it via subfolder name
GEMINI_MODEL=$model npm run test:all_evals -- --outputFile.json="evals/logs/eval-logs-$model-1/report.json"
done
- name: 'Generate Impact Report'
id: 'generate-report'
env:
GH_TOKEN: '${{ secrets.GITHUB_TOKEN }}'
run: |
echo "<!-- eval-impact-report -->" > report.md
node scripts/aggregate_evals.js evals/logs --compare-main --pr-comment >> report.md
cat report.md >> "$GITHUB_STEP_SUMMARY"
# Check if there are any regressions (🔴)
if grep -q "🔴" report.md; then
echo "REGRESSION_DETECTED=true" >> "$GITHUB_ENV"
fi
- name: 'Comment on PR'
env:
GH_TOKEN: '${{ secrets.GITHUB_TOKEN }}'
run: |
PR_NUMBER=${{ github.event.pull_request.number }}
# Try to find existing comment to avoid spamming
EXISTING_COMMENT=$(gh pr view $PR_NUMBER --json comments --jq '.comments[] | select(.body | contains("eval-impact-report")) | .id' | head -n 1)
if [ -n "$EXISTING_COMMENT" ]; then
# We can't easily edit by ID with 'gh pr comment', so we just post a new one for now
# but in the future we could use 'gh api' to update.
gh pr comment $PR_NUMBER --body-file report.md
else
gh pr comment $PR_NUMBER --body-file report.md
fi
- name: 'Fail if regression detected'
if: "env.REGRESSION_DETECTED == 'true'"
run: |
echo "Behavioral evaluation regressions detected. Please check the impact report."
exit 1

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@@ -200,10 +200,30 @@ Results for evaluations are available on GitHub Actions:
- **CI Evals**: Included in the
[E2E (Chained)](https://github.com/google-gemini/gemini-cli/actions/workflows/chained_e2e.yml)
workflow. These must pass 100% for every PR.
- **PR Impact Analysis**: Run automatically on PRs that modify prompts, tools,
or agent logic via the
[Evals: PR Impact](https://github.com/google-gemini/gemini-cli/actions/workflows/eval-pr.yml)
workflow. This provides a "before and after" comparison of behavioral eval
stability and will fail the PR if regressions are detected.
- **Nightly Evals**: Run daily via the
[Evals: Nightly](https://github.com/google-gemini/gemini-cli/actions/workflows/evals-nightly.yml)
workflow. These track the long-term health and stability of model steering.
### PR Impact Report
When a PR triggers the impact analysis, a bot will post a table to the PR
commenting on the change in pass rates for critical models (e.g. Gemini 3.1 Pro
and Gemini 3 Flash).
- **Baseline**: The pass rate from the latest successful nightly run on `main`.
- **Current**: The pass rate on the PR branch (based on a "lite" run of 1
attempt).
- **Impact**: A delta showing if stability improved (🟢), regressed (🔴), or
remained stable (⚪).
A PR that introduces a regression (🔴) in any behavioral evaluation will fail
this check and require investigation before merging.
### Nightly Report Format
The nightly workflow executes the full evaluation suite multiple times

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@@ -11,8 +11,10 @@ import path from 'node:path';
import { execSync } from 'node:child_process';
import os from 'node:os';
const artifactsDir = process.argv[2] || '.';
const MAX_HISTORY = 10;
const args = process.argv.slice(2);
const artifactsDir = args.find((arg) => !arg.startsWith('--')) || '.';
const isPrComment = args.includes('--pr-comment');
const MAX_HISTORY = isPrComment ? 1 : 10;
// Find all report.json files recursively
function findReports(dir) {
@@ -87,8 +89,20 @@ function fetchHistoricalData() {
const history = [];
try {
// Determine branch
// Check if gh is available
try {
execSync('gh --version', { stdio: 'ignore' });
} catch {
if (!isPrComment) {
console.warn(
'Warning: GitHub CLI (gh) not found. Historical data will be unavailable.',
);
}
return history;
}
const branch = 'main';
// ... rest of the function ...
// Get recent runs
const cmd = `gh run list --workflow evals-nightly.yml --branch "${branch}" --limit ${
@@ -145,18 +159,23 @@ function fetchHistoricalData() {
}
function generateMarkdown(currentStatsByModel, history) {
console.log('### Evals Nightly Summary\n');
console.log(
'See [evals/README.md](https://github.com/google-gemini/gemini-cli/tree/main/evals) for more details.\n',
);
if (isPrComment) {
console.log('### 🤖 Model Steering Impact Report\n');
console.log(
"This PR modifies files that affect the model's behavior. Below is the impact on behavioral evaluations.\n",
);
} else {
console.log('### Evals Nightly Summary\n');
console.log(
'See [evals/README.md](https://github.com/google-gemini/gemini-cli/tree/main/evals) for more details.\n',
);
}
// Reverse history to show oldest first
const reversedHistory = [...history].reverse();
const models = Object.keys(currentStatsByModel).sort();
const getPassRate = (statsForModel) => {
if (!statsForModel) return '-';
if (!statsForModel) return null;
const totalStats = Object.values(statsForModel).reduce(
(acc, stats) => {
acc.passed += stats.passed;
@@ -166,67 +185,89 @@ function generateMarkdown(currentStatsByModel, history) {
{ passed: 0, total: 0 },
);
return totalStats.total > 0
? ((totalStats.passed / totalStats.total) * 100).toFixed(1) + '%'
: '-';
? (totalStats.passed / totalStats.total) * 100
: null;
};
const formatPassRate = (rate) =>
rate === null ? '-' : rate.toFixed(1) + '%';
for (const model of models) {
const currentStats = currentStatsByModel[model];
const totalPassRate = getPassRate(currentStats);
const currentPassRate = getPassRate(currentStats);
// Baseline is the most recent history entry
const baselineStats =
reversedHistory.length > 0
? reversedHistory[reversedHistory.length - 1].stats[model]
: null;
const baselinePassRate = getPassRate(baselineStats);
console.log(`#### Model: ${model}`);
console.log(`**Total Pass Rate: ${totalPassRate}**\n`);
if (isPrComment && baselinePassRate !== null) {
const delta = currentPassRate - baselinePassRate;
const deltaStr =
delta === 0
? ' (No Change)'
: ` (${delta > 0 ? '↑' : '↓'} ${Math.abs(delta).toFixed(1)}%)`;
console.log(
`**Pass Rate: ${formatPassRate(currentPassRate)}** from ${formatPassRate(baselinePassRate)}${deltaStr}\n`,
);
} else {
console.log(`**Total Pass Rate: ${formatPassRate(currentPassRate)}**\n`);
}
// Header
let header = '| Test Name |';
let separator = '| :--- |';
let passRateRow = '| **Overall Pass Rate** |';
for (const item of reversedHistory) {
header += ` [${item.run.databaseId}](${item.run.url}) |`;
if (!isPrComment) {
for (const item of reversedHistory) {
header += ` [${item.run.databaseId}](${item.run.url}) |`;
separator += ' :---: |';
}
} else if (baselinePassRate !== null) {
header += ' Baseline |';
separator += ' :---: |';
passRateRow += ` **${getPassRate(item.stats[model])}** |`;
}
// Add Current column last
header += ' Current |';
separator += ' :---: |';
passRateRow += ` **${totalPassRate}** |`;
header += ' Current | Impact |';
separator += ' :---: | :---: |';
console.log(header);
console.log(separator);
console.log(passRateRow);
// Collect all test names for this model
const allTestNames = new Set(Object.keys(currentStats));
for (const item of reversedHistory) {
if (item.stats[model]) {
Object.keys(item.stats[model]).forEach((name) =>
allTestNames.add(name),
);
}
if (baselineStats) {
Object.keys(baselineStats).forEach((name) => allTestNames.add(name));
}
for (const name of Array.from(allTestNames).sort()) {
const searchUrl = `https://github.com/search?q=repo%3Agoogle-gemini%2Fgemini-cli%20%22${encodeURIComponent(name)}%22&type=code`;
let row = `| [${name}](${searchUrl}) |`;
// History
for (const item of reversedHistory) {
const stat = item.stats[model] ? item.stats[model][name] : null;
if (stat) {
const passRate = ((stat.passed / stat.total) * 100).toFixed(0) + '%';
row += ` ${passRate} |`;
} else {
row += ' - |';
const curr = currentStats[name];
const base = baselineStats ? baselineStats[name] : null;
if (!isPrComment) {
for (const item of reversedHistory) {
const stat = item.stats[model] ? item.stats[model][name] : null;
row += ` ${stat ? ((stat.passed / stat.total) * 100).toFixed(0) + '%' : '-'} |`;
}
} else if (baselinePassRate !== null) {
row += ` ${base ? ((base.passed / base.total) * 100).toFixed(0) + '%' : '-'} |`;
}
// Current
const curr = currentStats[name];
if (curr) {
const passRate = ((curr.passed / curr.total) * 100).toFixed(0) + '%';
row += ` ${passRate} |`;
const currRate = curr ? (curr.passed / curr.total) * 100 : null;
const baseRate = base ? (base.passed / base.total) * 100 : null;
row += ` ${formatPassRate(currRate)} |`;
if (currRate !== null && baseRate !== null) {
const delta = currRate - baseRate;
if (delta > 0) row += ` 🟢 +${delta.toFixed(0)}% |`;
else if (delta < 0) row += ` 🔴 ${delta.toFixed(0)}% |`;
else row += ' ⚪ 0% |';
} else {
row += ' - |';
}
@@ -242,9 +283,6 @@ function generateMarkdown(currentStatsByModel, history) {
const currentReports = findReports(artifactsDir);
if (currentReports.length === 0) {
console.log('No reports found.');
// We don't exit here because we might still want to see history if available,
// but practically if current has no reports, something is wrong.
// Sticking to original behavior roughly, but maybe we can continue.
process.exit(0);
}