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LLM Evaluations

LLM Evaluations #47

Workflow file for this run

name: LLM Evaluations
on:
pull_request:
paths:
- 'src/core/**'
- 'src/schema/**'
- 'src/binary/**'
- 'src/evals/**'
- 'benchmarks/**'
push:
branches: [main]
schedule:
# Run weekly on Sunday at midnight
- cron: '0 0 * * 0'
workflow_dispatch:
inputs:
eval_type:
description: 'Type of evaluation to run'
required: true
default: 'smoke'
type: choice
options:
- smoke
- full
jobs:
smoke-test:
name: Smoke Test Evaluations
runs-on: ubuntu-latest
if: github.event_name == 'pull_request' || github.event.inputs.eval_type == 'smoke'
steps:
- name: Checkout code
uses: actions/checkout@v4
- name: Setup Node.js
uses: actions/setup-node@v4
with:
node-version: '20'
cache: 'npm'
- name: Install dependencies
run: npm ci
- name: Build project
run: npm run build
- name: Run smoke evaluations
env:
OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }}
AZURE_API_KEY: ${{ secrets.AZURE_API_KEY }}
ANTHROPIC_API_KEY: ${{ secrets.ANTHROPIC_API_KEY }}
run: npm run eval:smoke
continue-on-error: true
- name: Check for regressions
id: regression_check
run: npm run eval:check-regressions
continue-on-error: true
- name: Upload eval results
uses: actions/upload-artifact@v4
with:
name: smoke-eval-results
path: benchmarks/results/
retention-days: 30
- name: Comment PR with results
if: github.event_name == 'pull_request'
uses: actions/github-script@v7
with:
script: |
const fs = require('fs');
const path = require('path');
try {
const resultPath = path.join(process.cwd(), 'benchmarks/results/latest.json');
if (!fs.existsSync(resultPath)) {
console.log('No results file found');
return;
}
const results = JSON.parse(fs.readFileSync(resultPath, 'utf-8'));
const passed = results.passed ? '✅' : '❌';
const duration = (results.duration / 1000).toFixed(1);
let comment = `## ${passed} LLM Evaluation Results\n\n`;
comment += `**Duration:** ${duration}s\n`;
comment += `**Status:** ${results.passed ? 'Passed' : 'Failed'}\n\n`;
comment += `### Metrics\n\n`;
comment += `| Model | Exact Match | Token Efficiency |\n`;
comment += `|-------|-------------|------------------|\n`;
for (const [model, metrics] of Object.entries(results.results)) {
const exactMatch = ((metrics.exactMatch || 0) * 100).toFixed(1);
const tokenEff = (metrics.tokenEfficiency || 0).toFixed(0);
comment += `| ${model} | ${exactMatch}% | ${tokenEff} |\n`;
}
if (results.regressions && results.regressions.length > 0) {
comment += `\n### ⚠️ Regressions Detected\n\n`;
results.regressions.forEach(r => {
const emoji = r.severity === 'critical' ? '🔴' : r.severity === 'major' ? '🟠' : '🟡';
comment += `${emoji} **${r.model}/${r.metric}:** ${r.change.toFixed(1)}% change\n`;
});
}
await github.rest.issues.createComment({
issue_number: context.issue.number,
owner: context.repo.owner,
repo: context.repo.repo,
body: comment
});
} catch (error) {
console.error('Error posting comment:', error);
}
full-evaluation:
name: Full Evaluation Suite
runs-on: ubuntu-latest
if: github.event_name == 'push' || github.event_name == 'schedule' || github.event.inputs.eval_type == 'full'
steps:
- name: Checkout code
uses: actions/checkout@v4
- name: Setup Node.js
uses: actions/setup-node@v4
with:
node-version: '20'
cache: 'npm'
- name: Install dependencies
run: npm ci
- name: Build project
run: npm run build
- name: Run full evaluation suite
env:
OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }}
AZURE_API_KEY: ${{ secrets.AZURE_API_KEY }}
ANTHROPIC_API_KEY: ${{ secrets.ANTHROPIC_API_KEY }}
run: npm run eval:full
timeout-minutes: 30
- name: Check for regressions
id: regression_check
run: npm run eval:check-regressions -- --type=full
continue-on-error: true
- name: Save as new baseline
if: github.ref == 'refs/heads/main' && steps.regression_check.outcome == 'success'
run: npm run eval:baseline -- --type=full
- name: Upload eval results
uses: actions/upload-artifact@v4
with:
name: full-eval-results
path: benchmarks/results/
retention-days: 90
- name: Fail on critical regressions
if: steps.regression_check.outcome == 'failure'
run: exit 1