diff --git a/.github/workflows/backport.yml b/.github/workflows/backport.yml deleted file mode 100644 index 832a570f1..000000000 --- a/.github/workflows/backport.yml +++ /dev/null @@ -1,32 +0,0 @@ -name: Backport Merged Pull Request -on: - pull_request_target: - types: [closed] -permissions: - contents: write - issues: write - pull-requests: write - -# NOTE: -# Microsoft requires rotating BOT_PAT every 3 months. -# Log onto agent-lightning-bot account and rotate the PAT if needed. - -jobs: - backport: - name: Backport pull request - runs-on: ubuntu-latest - # Don't run on closed unmerged pull requests - if: github.event.pull_request.merged - steps: - - uses: actions/checkout@v6 - - name: Create backport pull requests - uses: korthout/backport-action@v3 - with: - branch_name: 'backport/${pull_number}/${target_branch}' - label_pattern: ^(stable/[^ ]+)$ - github_token: ${{ secrets.BOT_PAT }} - add_labels: backport - add_author_as_assignee: true - git_committer_name: agent-lightning-bot - # This email address is not monitored. - git_committer_email: agl.msft@outlook.com diff --git a/.github/workflows/badge-apo.yml b/.github/workflows/badge-apo.yml deleted file mode 100644 index 806a7c9e5..000000000 --- a/.github/workflows/badge-apo.yml +++ /dev/null @@ -1,29 +0,0 @@ -name: Badge - APO - -on: - workflow_run: - workflows: - - Examples - APO - types: [completed] - - workflow_dispatch: - -permissions: - actions: read - contents: read - -jobs: - badge: - if: ${{ github.event_name == 'workflow_dispatch' || (github.event_name == 'workflow_run' && github.event.workflow_run.head_branch == 'main') }} - runs-on: ubuntu-latest - steps: - - uses: actions/checkout@v6 - - uses: actions/github-script@v8 - with: - github-token: ${{ secrets.GITHUB_TOKEN }} - script: | - const badgeAggregation = require('./scripts/badge_aggregation.js'); - const dependencies = [ - { workflow: 'examples-apo.yml', label: 'apo', variants: ['legacy', 'stable'] }, - ]; - await badgeAggregation({ github, context, core, dependencies }); diff --git a/.github/workflows/badge-azure.yml b/.github/workflows/badge-azure.yml deleted file mode 100644 index 7bc2881c8..000000000 --- a/.github/workflows/badge-azure.yml +++ /dev/null @@ -1,29 +0,0 @@ -name: Badge - Azure - -on: - workflow_run: - workflows: - - Examples - Azure - types: [completed] - - workflow_dispatch: - -permissions: - actions: read - contents: read - -jobs: - badge: - if: ${{ github.event_name == 'workflow_dispatch' || (github.event_name == 'workflow_run' && github.event.workflow_run.head_branch == 'main') }} - runs-on: ubuntu-latest - steps: - - uses: actions/checkout@v6 - - uses: actions/github-script@v8 - with: - github-token: ${{ secrets.GITHUB_TOKEN }} - script: | - const badgeAggregation = require('./scripts/badge_aggregation.js'); - const dependencies = [ - { workflow: 'examples-azure.yml', label: 'azure', variants: ['stable'] }, - ]; - await badgeAggregation({ github, context, core, dependencies }); diff --git a/.github/workflows/badge-calc-x.yml b/.github/workflows/badge-calc-x.yml deleted file mode 100644 index 76c90ad49..000000000 --- a/.github/workflows/badge-calc-x.yml +++ /dev/null @@ -1,29 +0,0 @@ -name: Badge - Calc-X - -on: - workflow_run: - workflows: - - Examples - Calc-X - types: [completed] - - workflow_dispatch: - -permissions: - actions: read - contents: read - -jobs: - badge: - if: ${{ github.event_name == 'workflow_dispatch' || (github.event_name == 'workflow_run' && github.event.workflow_run.head_branch == 'main') }} - runs-on: ubuntu-latest - steps: - - uses: actions/checkout@v6 - - uses: actions/github-script@v8 - with: - github-token: ${{ secrets.GITHUB_TOKEN }} - script: | - const badgeAggregation = require('./scripts/badge_aggregation.js'); - const dependencies = [ - { workflow: 'examples-calc-x.yml', label: 'calc-x', variants: ['legacy', 'stable'] }, - ]; - await badgeAggregation({ github, context, core, dependencies }); diff --git a/.github/workflows/badge-chartqa.yml b/.github/workflows/badge-chartqa.yml deleted file mode 100644 index 5946cd801..000000000 --- a/.github/workflows/badge-chartqa.yml +++ /dev/null @@ -1,29 +0,0 @@ -name: Badge - ChartQA - -on: - workflow_run: - workflows: - - Examples - ChartQA - types: [completed] - - workflow_dispatch: - -permissions: - actions: read - contents: read - -jobs: - badge: - if: ${{ github.event_name == 'workflow_dispatch' || (github.event_name == 'workflow_run' && github.event.workflow_run.head_branch == 'main') }} - runs-on: ubuntu-latest - steps: - - uses: actions/checkout@v6 - - uses: actions/github-script@v8 - with: - github-token: ${{ secrets.GITHUB_TOKEN }} - script: | - const badgeAggregation = require('./scripts/badge_aggregation.js'); - const dependencies = [ - { workflow: 'examples-chartqa.yml', label: 'chartqa', variants: ['stable'] }, - ]; - await badgeAggregation({ github, context, core, dependencies }); diff --git a/.github/workflows/badge-claude-code.yml b/.github/workflows/badge-claude-code.yml deleted file mode 100644 index e9ef3db86..000000000 --- a/.github/workflows/badge-claude-code.yml +++ /dev/null @@ -1,29 +0,0 @@ -name: Badge - Claude Code - -on: - workflow_run: - workflows: - - Examples - Claude Code - types: [completed] - - workflow_dispatch: - -permissions: - actions: read - contents: read - -jobs: - badge: - if: ${{ github.event_name == 'workflow_dispatch' || (github.event_name == 'workflow_run' && github.event.workflow_run.head_branch == 'main') }} - runs-on: ubuntu-latest - steps: - - uses: actions/checkout@v6 - - uses: actions/github-script@v8 - with: - github-token: ${{ secrets.GITHUB_TOKEN }} - script: | - const badgeAggregation = require('./scripts/badge_aggregation.js'); - const dependencies = [ - { workflow: 'examples-claude-code.yml', label: 'claude-code', variants: ['stable'] }, - ]; - await badgeAggregation({ github, context, core, dependencies }); diff --git a/.github/workflows/badge-compat.yml b/.github/workflows/badge-compat.yml deleted file mode 100644 index 965e7c78f..000000000 --- a/.github/workflows/badge-compat.yml +++ /dev/null @@ -1,29 +0,0 @@ -name: Badge - Compatibility - -on: - workflow_run: - workflows: - - Examples - Backward Compatibility - types: [completed] - - workflow_dispatch: - -permissions: - actions: read - contents: read - -jobs: - badge: - if: ${{ github.event_name == 'workflow_dispatch' || (github.event_name == 'workflow_run' && github.event.workflow_run.head_branch == 'main') }} - runs-on: ubuntu-latest - steps: - - uses: actions/checkout@v6 - - uses: actions/github-script@v8 - with: - github-token: ${{ secrets.GITHUB_TOKEN }} - script: | - const badgeAggregation = require('./scripts/badge_aggregation.js'); - const dependencies = [ - { workflow: 'examples-compat.yml', label: 'examples-compat', variants: ['legacy', 'stable'] }, - ]; - await badgeAggregation({ github, context, core, dependencies }); diff --git a/.github/workflows/badge-examples.yml b/.github/workflows/badge-examples.yml deleted file mode 100644 index cdcc8cce1..000000000 --- a/.github/workflows/badge-examples.yml +++ /dev/null @@ -1,45 +0,0 @@ -name: Badge - Examples - -on: - workflow_run: - workflows: - - Examples - Calc-X - - Examples - Spider - - Examples - APO - - Examples - Unsloth - - Examples - Tinker - - Examples - Azure - - Examples - Claude Code - - Examples - RAG - - Examples - ChartQA - types: [completed] - - workflow_dispatch: - -permissions: - actions: read - contents: read - -jobs: - badge: - if: ${{ github.event_name == 'workflow_dispatch' || (github.event_name == 'workflow_run' && github.event.workflow_run.head_branch == 'main') }} - runs-on: ubuntu-latest - steps: - - uses: actions/checkout@v6 - - uses: actions/github-script@v8 - with: - github-token: ${{ secrets.GITHUB_TOKEN }} - script: | - const badgeAggregation = require('./scripts/badge_aggregation.js'); - const dependencies = [ - { workflow: 'examples-calc-x.yml', label: 'examples-calc-x.stable', variants: ['stable'] }, - { workflow: 'examples-spider.yml', label: 'examples-spider.stable', variants: ['stable'] }, - { workflow: 'examples-apo.yml', label: 'examples-apo.stable', variants: ['stable'] }, - { workflow: 'examples-unsloth.yml', label: 'examples-unsloth.stable', variants: ['stable'] }, - { workflow: 'examples-tinker.yml', label: 'examples-tinker.stable', variants: ['stable'] }, - { workflow: 'examples-azure.yml', label: 'examples-azure.stable', variants: ['stable'] }, - { workflow: 'examples-claude-code.yml', label: 'examples-claude-code.stable', variants: ['stable'] }, - { workflow: 'examples-rag.yml', label: 'examples-rag.stable', variants: ['stable'] }, - { workflow: 'examples-chartqa.yml', label: 'examples-chartqa.stable', variants: ['stable'] }, - ]; - await badgeAggregation({ github, context, core, dependencies }); diff --git a/.github/workflows/badge-latest.yml b/.github/workflows/badge-latest.yml deleted file mode 100644 index 3fe560311..000000000 --- a/.github/workflows/badge-latest.yml +++ /dev/null @@ -1,41 +0,0 @@ -name: Badge - Latest - -on: - workflow_run: - workflows: - - Examples - Calc-X - - Examples - Spider - - Examples - APO - - Examples - Unsloth - - Examples - RAG - - Examples - Claude Code - - GPU Test - types: [completed] - - workflow_dispatch: - -permissions: - actions: read - contents: read - -jobs: - badge: - if: ${{ github.event_name == 'workflow_dispatch' || (github.event_name == 'workflow_run' && github.event.workflow_run.head_branch == 'main') }} - runs-on: ubuntu-latest - steps: - - uses: actions/checkout@v6 - - uses: actions/github-script@v8 - with: - github-token: ${{ secrets.GITHUB_TOKEN }} - script: | - const badgeAggregation = require('./scripts/badge_aggregation.js'); - const dependencies = [ - { workflow: 'examples-calc-x.yml', label: 'calc-x.latest', variants: ['latest'] }, - { workflow: 'examples-spider.yml', label: 'spider.latest', variants: ['latest'] }, - { workflow: 'examples-apo.yml', label: 'apo.latest', variants: ['latest'] }, - { workflow: 'examples-unsloth.yml', label: 'unsloth.latest', variants: ['latest'] }, - { workflow: 'examples-claude-code.yml', label: 'claude-code.latest', variants: ['latest'] }, - { workflow: 'examples-rag.yml', label: 'rag.latest', variants: ['latest'] }, - { workflow: 'tests-full.yml', label: 'tests-full.latest', variants: ['latest'] }, - ]; - await badgeAggregation({ github, context, core, dependencies }); diff --git a/.github/workflows/badge-rag.yml b/.github/workflows/badge-rag.yml deleted file mode 100644 index 38c4eef10..000000000 --- a/.github/workflows/badge-rag.yml +++ /dev/null @@ -1,29 +0,0 @@ -name: Badge - RAG - -on: - workflow_run: - workflows: - - Examples - RAG - types: [completed] - - workflow_dispatch: - -permissions: - actions: read - contents: read - -jobs: - badge: - if: ${{ github.event_name == 'workflow_dispatch' || (github.event_name == 'workflow_run' && github.event.workflow_run.head_branch == 'main') }} - runs-on: ubuntu-latest - steps: - - uses: actions/checkout@v6 - - uses: actions/github-script@v8 - with: - github-token: ${{ secrets.GITHUB_TOKEN }} - script: | - const badgeAggregation = require('./scripts/badge_aggregation.js'); - const dependencies = [ - { workflow: 'examples-rag.yml', label: 'rag', variants: ['legacy', 'stable'] }, - ]; - await badgeAggregation({ github, context, core, dependencies }); diff --git a/.github/workflows/badge-spider.yml b/.github/workflows/badge-spider.yml deleted file mode 100644 index 0e47c88a8..000000000 --- a/.github/workflows/badge-spider.yml +++ /dev/null @@ -1,29 +0,0 @@ -name: Badge - Spider - -on: - workflow_run: - workflows: - - Examples - Spider - types: [completed] - - workflow_dispatch: - -permissions: - actions: read - contents: read - -jobs: - badge: - if: ${{ github.event_name == 'workflow_dispatch' || (github.event_name == 'workflow_run' && github.event.workflow_run.head_branch == 'main') }} - runs-on: ubuntu-latest - steps: - - uses: actions/checkout@v6 - - uses: actions/github-script@v8 - with: - github-token: ${{ secrets.GITHUB_TOKEN }} - script: | - const badgeAggregation = require('./scripts/badge_aggregation.js'); - const dependencies = [ - { workflow: 'examples-spider.yml', label: 'spider', variants: ['stable'] }, - ]; - await badgeAggregation({ github, context, core, dependencies }); diff --git a/.github/workflows/badge-tinker.yml b/.github/workflows/badge-tinker.yml deleted file mode 100644 index d83898c64..000000000 --- a/.github/workflows/badge-tinker.yml +++ /dev/null @@ -1,29 +0,0 @@ -name: Badge - Tinker - -on: - workflow_run: - workflows: - - Examples - Tinker - types: [completed] - - workflow_dispatch: - -permissions: - actions: read - contents: read - -jobs: - badge: - if: ${{ github.event_name == 'workflow_dispatch' || (github.event_name == 'workflow_run' && github.event.workflow_run.head_branch == 'main') }} - runs-on: ubuntu-latest - steps: - - uses: actions/checkout@v6 - - uses: actions/github-script@v8 - with: - github-token: ${{ secrets.GITHUB_TOKEN }} - script: | - const badgeAggregation = require('./scripts/badge_aggregation.js'); - const dependencies = [ - { workflow: 'examples-tinker.yml', label: 'tinker', variants: ['stable'] }, - ]; - await badgeAggregation({ github, context, core, dependencies }); diff --git a/.github/workflows/badge-unit.yml b/.github/workflows/badge-unit.yml deleted file mode 100644 index 345fdb2b0..000000000 --- a/.github/workflows/badge-unit.yml +++ /dev/null @@ -1,31 +0,0 @@ -name: Badge - Unit Test - -on: - workflow_run: - workflows: - - CPU Test - - GPU Test - types: [completed] - - workflow_dispatch: - -permissions: - actions: read - contents: read - -jobs: - badge: - if: ${{ github.event_name == 'workflow_dispatch' || (github.event_name == 'workflow_run' && github.event.workflow_run.head_branch == 'main') }} - runs-on: ubuntu-latest - steps: - - uses: actions/checkout@v6 - - uses: actions/github-script@v8 - with: - github-token: ${{ secrets.GITHUB_TOKEN }} - script: | - const badgeAggregation = require('./scripts/badge_aggregation.js'); - const dependencies = [ - { workflow: 'tests-full.yml', label: 'tests-full', variants: ['legacy', 'stable'] }, - { workflow: 'tests.yml', label: 'tests', variants: ['legacy', 'stable', 'Lint', 'documentation', 'JavaScript'] }, - ]; - await badgeAggregation({ github, context, core, dependencies }); diff --git a/.github/workflows/badge-unsloth.yml b/.github/workflows/badge-unsloth.yml deleted file mode 100644 index 852298760..000000000 --- a/.github/workflows/badge-unsloth.yml +++ /dev/null @@ -1,29 +0,0 @@ -name: Badge - Unsloth - -on: - workflow_run: - workflows: - - Examples - Unsloth - types: [completed] - - workflow_dispatch: - -permissions: - actions: read - contents: read - -jobs: - badge: - if: ${{ github.event_name == 'workflow_dispatch' || (github.event_name == 'workflow_run' && github.event.workflow_run.head_branch == 'main') }} - runs-on: ubuntu-latest - steps: - - uses: actions/checkout@v6 - - uses: actions/github-script@v8 - with: - github-token: ${{ secrets.GITHUB_TOKEN }} - script: | - const badgeAggregation = require('./scripts/badge_aggregation.js'); - const dependencies = [ - { workflow: 'examples-unsloth.yml', label: 'examples-unsloth.stable', variants: ['stable'] }, - ]; - await badgeAggregation({ github, context, core, dependencies }); diff --git a/.github/workflows/benchmark.yml b/.github/workflows/benchmark.yml deleted file mode 100644 index 085a5051e..000000000 --- a/.github/workflows/benchmark.yml +++ /dev/null @@ -1,441 +0,0 @@ -name: Benchmark -permissions: - contents: read -on: - workflow_dispatch: - schedule: - # Every Monday and Thursday at 3 AM UTC+8 - - cron: '0 19 * * 0,3' - -jobs: - benchmark: - name: ${{ matrix.workload.kind }} (${{ matrix.backend.id }}, ${{ matrix.workload.display }}) - runs-on: ${{ matrix.workload.runner }} - timeout-minutes: ${{ matrix.workload.timeout }} - strategy: - fail-fast: false - matrix: - backend: - - id: memory - compose_file: compose.prometheus-memory-store.yml - - id: mongo - compose_file: compose.prometheus-mongo-store.yml - workload: - - id: scenario-minimal-scale - display: Minimal production scale - kind: scenario - store_workers: 4 - runner: - - self-hosted - - 1ES.Pool=agl-runner-cpu - timeout: 45 - args: >- - --mode batch - --total-tasks 4096 - --batch-size 256 - --n-runners 32 - --max-rounds 6 - --sleep-seconds 0.5 - - id: scenario-medium-scale - display: Medium production scale - kind: scenario - store_workers: 16 - runner: - - self-hosted - - 1ES.Pool=agl-runner-cpu - timeout: 45 - args: >- - --mode batch - --total-tasks 10000 - --batch-size 1000 - --n-runners 100 - --max-rounds 10 - --sleep-seconds 0.1 - - id: scenario-midhigh-scale - display: Mid-high production scale - kind: scenario - store_workers: 24 - runner: - - self-hosted - - 1ES.Pool=agl-runner-cpu - timeout: 60 - args: >- - --mode batch - --total-tasks 20000 - --batch-size 2048 - --n-runners 300 - --max-rounds 6 - --sleep-seconds 0.1 - - id: scenario-large-batch - display: Large batch waves - kind: scenario - store_workers: 96 - runner: - - self-hosted - - 1ES.Pool=agl-runner-cpu-high - timeout: 120 - args: >- - --mode batch - --total-tasks 50000 - --batch-size 8192 - --n-runners 1000 - --max-rounds 3 - --sleep-seconds 0.1 - - id: scenario-long-queues - display: Long rollout queues - kind: scenario - store_workers: 48 - runner: - - self-hosted - - 1ES.Pool=agl-runner-cpu - timeout: 120 - args: >- - --mode batch_partial - --total-tasks 50000 - --batch-size 1024 - --n-runners 256 - --remaining-tasks 4096 - --max-rounds 4 - --sleep-seconds 0.1 - - id: scenario-high-concurrency - display: High-throughput concurrent requests - kind: scenario - store_workers: 96 - runner: - - self-hosted - - 1ES.Pool=agl-runner-cpu-high - timeout: 120 - args: >- - --mode single - --total-tasks 50000 - --concurrency 2048 - --n-runners 256 - --max-rounds 2 - --sleep-seconds 0.1 - - id: scenario-heavy-traces - display: Heavy rollouts with deep traces - kind: scenario - store_workers: 96 - runner: - - self-hosted - - 1ES.Pool=agl-runner-cpu-high - timeout: 60 - args: >- - --mode batch_partial - --total-tasks 10000 - --batch-size 1024 - --remaining-tasks 256 - --n-runners 512 - --max-rounds 20 - --sleep-seconds 1.0 - - - id: micro-worker - display: Update worker - kind: micro - store_workers: 8 - runner: ubuntu-latest - timeout: 30 - cli: worker - - id: micro-dequeue-empty - display: Dequeue empty - kind: micro - store_workers: 8 - runner: ubuntu-latest - timeout: 30 - cli: dequeue-empty - - id: micro-rollout - display: Rollout + span - kind: micro - store_workers: 8 - runner: ubuntu-latest - timeout: 30 - cli: rollout - - id: micro-dequeue-update-attempt - display: Dequeue + update attempt - kind: micro - store_workers: 8 - runner: ubuntu-latest - timeout: 30 - cli: dequeue-update-attempt - - id: micro-dequeue-only - display: Dequeue only - kind: micro - store_workers: 8 - runner: ubuntu-latest - timeout: 30 - cli: dequeue-only - - id: micro-metrics - display: Multi-metric fan-out - kind: micro - store_workers: 8 - runner: ubuntu-latest - timeout: 15 - cli: metrics - env: - PYTHONUNBUFFERED: "1" - STORE_URL: http://localhost:4747 - STORE_API_URL: http://localhost:4747/v1/agl - PROM_URL: http://localhost:9090 - GITHUB_ACTIONS_TIMEOUT_MINUTES: ${{ matrix.workload.timeout }} - WORKLOAD_KIND: ${{ matrix.workload.kind }} - WORKLOAD_ID: ${{ matrix.workload.id }} - BACKEND_ID: ${{ matrix.backend.id }} - ARTIFACT_DIR: ${{ format('artifacts/{0}-{1}', matrix.workload.id, matrix.backend.id) }} - COMPOSE_FILE: ${{ matrix.backend.compose_file }} - AGL_STORE_N_WORKERS: ${{ matrix.workload.store_workers }} - ANALYSIS_FILE: ${{ format('analysis-{0}.log', matrix.workload.id) }} - SUMMARY_FILE: ${{ format('summary-{0}.log', matrix.workload.id) }} - PROM_ARCHIVE_BASENAME: ${{ format('prometheus-{0}-{1}', matrix.workload.id, matrix.backend.id) }} - ARTIFACT_NAME: ${{ format('{0}-{1}', matrix.workload.id, matrix.backend.id) }} - steps: - - uses: actions/checkout@v6 - - - uses: astral-sh/setup-uv@v7 - with: - enable-cache: true - python-version: '3.12' - - - name: Sync dependencies - run: uv sync --frozen --extra mongo --group core-stable --group dev - - - name: Check disk space - run: df -h - - - name: Reset benchmark data directories - run: | - set -euo pipefail - cd docker - rm -rf data - bash setup.sh - - - name: Launch ${{ matrix.backend.id }} Prometheus stack - run: | - set -euo pipefail - cd docker - docker compose -f "$COMPOSE_FILE" down -v || true - docker compose -f "$COMPOSE_FILE" up -d --quiet-pull - - - name: Wait for store readiness - run: | - set -euo pipefail - for attempt in {1..60}; do - if curl -fsS "$STORE_API_URL/health" >/dev/null 2>&1; then - sleep 1 - curl -fsS "$STORE_API_URL/rollouts" # Warm up the scraper - sleep 15 # Allow some time for the baseline metrics to be established - exit 0 - fi - sleep 1 - done - echo "Store did not become ready in time" >&2 - # show logs for debugging - cd docker && docker compose -f "$COMPOSE_FILE" logs app - exit 1 - - - name: Prepare artifact directory - run: mkdir -p "$ARTIFACT_DIR" - - - name: Record workload start - run: echo "BENCHMARK_START=$(date -u +%FT%TZ)" >> "$GITHUB_ENV" - - - name: (Scenario) Run ${{ matrix.workload.display }} workload - if: ${{ matrix.workload.kind == 'scenario' }} - run: | - set -euo pipefail - uv run --locked --no-sync python -m tests.benchmark.benchmark_store \ - --store-url "$STORE_URL" \ - ${{ matrix.workload.args }} - - - name: (Micro) Run ${{ matrix.workload.display }} - if: ${{ matrix.workload.kind == 'micro' }} - run: | - set -euo pipefail - mkdir -p "$ARTIFACT_DIR" - uv run --locked --no-sync python -m tests.benchmark.micro_benchmark \ - --store-url "$STORE_URL" \ - --summary-file "$ARTIFACT_DIR/$SUMMARY_FILE" \ - "${{ matrix.workload.cli }}" | tee "$ARTIFACT_DIR/${{ matrix.workload.id }}.txt" - - - name: Record workload end - if: ${{ always() }} - run: echo "BENCHMARK_END=$(date -u +%FT%TZ)" >> "$GITHUB_ENV" - - - name: Show micro benchmark summary - if: ${{ always() && matrix.workload.kind == 'micro' }} - run: | - set -euo pipefail - summary_file="$ARTIFACT_DIR/$SUMMARY_FILE" - if [ -f "$summary_file" ]; then - echo "Micro benchmark summary ($WORKLOAD_ID/$BACKEND_ID):" - cat "$summary_file" - else - echo "Summary file not found: $summary_file" - fi - - - name: Run workload analysis - if: ${{ always() }} - run: | - set -euo pipefail - mkdir -p "$ARTIFACT_DIR" - if [ -z "${BENCHMARK_START:-}" ] || [ -z "${BENCHMARK_END:-}" ]; then - echo "Analysis skipped: benchmark window not recorded." > "$ARTIFACT_DIR/$ANALYSIS_FILE" - exit 1 - fi - uv run --locked --no-sync python -m tests.benchmark.analysis \ - --prom-url "$PROM_URL" \ - --store-url "$STORE_API_URL" \ - --start "$BENCHMARK_START" \ - --end "$BENCHMARK_END" \ - | tee "$ARTIFACT_DIR/$ANALYSIS_FILE" - - - name: Collect docker logs - if: ${{ always() }} - run: | - set -euo pipefail - mkdir -p "$ARTIFACT_DIR" - cd docker - readarray -t services < <(docker compose -f "$COMPOSE_FILE" config --services) - if [ "${#services[@]}" -eq 0 ]; then - echo "No services defined in compose file." - exit 0 - fi - for service in "${services[@]}"; do - docker compose -f "$COMPOSE_FILE" logs "$service" > "../$ARTIFACT_DIR/docker-${service}-${WORKLOAD_ID}-${BACKEND_ID}.log" || true - done - - - name: Stop ${{ matrix.backend.id }} Prometheus stack - if: ${{ always() }} - run: | - set -euo pipefail - cd docker - docker compose -f "$COMPOSE_FILE" down -v || true - - - name: Archive Prometheus metrics - if: ${{ always() }} - run: | - set -euo pipefail - mkdir -p "$ARTIFACT_DIR" - if [ -d docker/data/prometheus ]; then - tar -C docker/data -czf "$ARTIFACT_DIR/${PROM_ARCHIVE_BASENAME}.tar.gz" prometheus - fi - - - name: Upload workload artifacts - if: ${{ always() }} - uses: actions/upload-artifact@v6 - with: - name: ${{ env.ARTIFACT_NAME }} - path: ${{ env.ARTIFACT_DIR }} - if-no-files-found: error - - collection-benchmarks: - name: collection (${{ matrix.backend.id }}, ${{ matrix.workload.id }}) - runs-on: ${{ matrix.backend.runner }} - timeout-minutes: 15 - strategy: - fail-fast: false - matrix: - backend: - - id: memory - needs_mongo: false - runner: ubuntu-latest - - id: mongo - needs_mongo: true - runner: ubuntu-latest - workload: - - id: high-insert - total_tasks: 50000 - concurrency: 2048 - type: insert - - id: medium-insert - total_tasks: 50000 - concurrency: 128 - type: insert - - id: low-insert - total_tasks: 50000 - concurrency: 4 - type: insert - - id: high-dequeue - total_tasks: 50000 - concurrency: 2048 - type: dequeue - - id: medium-dequeue - total_tasks: 50000 - concurrency: 128 - type: dequeue - - id: low-dequeue - total_tasks: 50000 - concurrency: 4 - type: dequeue - env: - ARTIFACT_DIR: ${{ format('artifacts/{0}-{1}', matrix.backend.id, matrix.workload.id) }} - SUMMARY_FILE: ${{ format('artifacts/{0}-{1}/summary-{0}-{1}.jsonl', matrix.backend.id, matrix.workload.id) }} - ARTIFACT_NAME: ${{ format('collections-{0}-{1}', matrix.backend.id, matrix.workload.id) }} - MONGO_URI: mongodb://localhost:27017/?replicaSet=rs0 - steps: - - uses: actions/checkout@v6 - - - uses: astral-sh/setup-uv@v7 - with: - enable-cache: true - python-version: '3.12' - - - name: Sync dependencies - run: uv sync --frozen --extra mongo --group core-stable --group dev - - - name: Launch MongoDB - if: ${{ matrix.backend.needs_mongo }} - run: | - set -euo pipefail - cd docker - docker compose -f compose.mongo.yml down -v || true - docker compose -f compose.mongo.yml up -d --quiet-pull - for attempt in {1..60}; do - if docker compose -f compose.mongo.yml exec -T mongo mongosh --quiet --eval 'db.runCommand({ping:1})' >/dev/null 2>&1; then - exit 0 - fi - sleep 2 - done - echo "MongoDB did not become ready in time" >&2 - docker compose -f compose.mongo.yml logs mongo - exit 1 - - - name: Run collection benchmark - run: | - set -euo pipefail - mkdir -p "$ARTIFACT_DIR" - echo "Running collection benchmark (backend=${{ matrix.backend.id }}, workload=${{ matrix.workload.id }})" - uv run --locked --no-sync python -m tests.benchmark.collection_benchmark \ - "${{ matrix.workload.type }}" \ - --backend "${{ matrix.backend.id }}" \ - --total-tasks "${{ matrix.workload.total_tasks }}" \ - --concurrency "${{ matrix.workload.concurrency }}" \ - --task-prefix "${{ matrix.backend.id }}-${{ matrix.workload.id }}" \ - --summary-file "$SUMMARY_FILE" \ - --mongo-uri "$MONGO_URI" \ - --mongo-database agentlightning_collection_bench - - - name: Show collection benchmark summary - if: ${{ always() }} - run: | - set -euo pipefail - if [ -f "$SUMMARY_FILE" ]; then - echo "Collection benchmark summary (${{ matrix.backend.id }}):" - cat "$SUMMARY_FILE" - else - echo "Summary file not found: $SUMMARY_FILE" - fi - - - name: Stop MongoDB - if: ${{ always() && matrix.backend.needs_mongo }} - run: | - set -euo pipefail - cd docker - docker compose -f compose.mongo.yml down -v || true - - - name: Upload collection artifacts - if: ${{ always() }} - uses: actions/upload-artifact@v6 - with: - name: ${{ env.ARTIFACT_NAME }} - path: ${{ env.ARTIFACT_DIR }} - if-no-files-found: error diff --git a/.github/workflows/dashboard.yml b/.github/workflows/dashboard.yml deleted file mode 100644 index 2e8755238..000000000 --- a/.github/workflows/dashboard.yml +++ /dev/null @@ -1,33 +0,0 @@ -name: Dashboard -permissions: - contents: read -on: - schedule: - # Every day at 5 AM UTC+8 - - cron: '0 21 * * *' - - workflow_dispatch: - - push: - branches: [ main, stable/**/* ] - -jobs: - dashboard: - name: Chromatic - runs-on: ubuntu-latest - timeout-minutes: 15 - steps: - - uses: actions/checkout@v6 - with: - fetch-depth: 0 - - uses: actions/setup-node@v6 - with: - node-version: '22' - - name: Install JavaScript dependencies - run: cd dashboard && npm ci - - name: Run Chromatic - uses: chromaui/action@v13 - with: - projectToken: ${{ secrets.CHROMATIC_PROJECT_TOKEN }} - workingDir: dashboard - exitZeroOnChanges: false diff --git a/.github/workflows/examples-apo.yml b/.github/workflows/examples-apo.yml deleted file mode 100644 index 65d295f52..000000000 --- a/.github/workflows/examples-apo.yml +++ /dev/null @@ -1,116 +0,0 @@ -name: Examples - APO -permissions: - contents: read -on: - schedule: - # Every day at 3 AM UTC+8 - - cron: '0 19 * * *' - - workflow_dispatch: - - repository_dispatch: - types: [ci-apo, ci-all] - -run-name: >- - ${{ github.event_name == 'repository_dispatch' - && format( - 'APO - PR #{0} - {1} - {2}', - github.event.client_payload.pull_number, - github.event.client_payload.ci_label, - github.event.client_payload.correlation_id - ) - || format('APO - {0}', github.event_name) }} - -jobs: - apo: - if: > - github.event_name != 'repository_dispatch' || - github.event.action == 'ci-apo' || - github.event.action == 'ci-all' - name: APO (Python ${{ matrix.python-version }}, ${{ matrix.setup-script }}) - # This job is run on GitHub hosted runners rather than self-hosted runners because it needs no GPU. - runs-on: ubuntu-latest - timeout-minutes: 30 - strategy: - matrix: - include: - - python-version: '3.10' - setup-script: 'legacy' - - python-version: '3.12' - setup-script: 'stable' - - python-version: '3.13' - setup-script: 'latest' - fail-fast: false - steps: - - uses: actions/checkout@v6 - with: - ref: ${{ github.event_name == 'repository_dispatch' && github.event.client_payload.pr_ref || (github.event.pull_request.number && format('refs/pull/{0}/merge', github.event.pull_request.number)) || github.ref }} - - uses: astral-sh/setup-uv@v7 - with: - enable-cache: true - python-version: ${{ matrix.python-version }} - - name: Upgrade dependencies (latest) - run: uv lock --upgrade - if: matrix.setup-script == 'latest' - - name: Sync dependencies (latest) - run: | - uv sync --frozen --no-default-groups --extra apo \ - --group dev --group experiment --group agents --group core-stable - if: matrix.setup-script == 'latest' - - name: Sync dependencies (stable & legacy) - run: | - uv sync --frozen --no-default-groups --extra apo \ - --group dev --group experiment --group agents --group core-${{ matrix.setup-script }} - if: matrix.setup-script != 'latest' - - name: Freeze dependencies - run: | - set -ex - uv pip freeze | tee requirements-freeze.txt - echo "UV_LOCKED=1" >> $GITHUB_ENV - echo "UV_NO_SYNC=1" >> $GITHUB_ENV - - name: Upload dependencies artifact - uses: actions/upload-artifact@v6 - with: - name: dependencies-apo-${{ matrix.python-version }}-${{ matrix.setup-script }} - path: requirements-freeze.txt - compression-level: 0 - - - name: Launch LiteLLM Proxy - run: | - ./scripts/litellm_run.sh - env: - AZURE_API_BASE: ${{ secrets.AZURE_GROUP_SUBSCRIPTION_API_BASE }} - AZURE_API_KEY: ${{ secrets.AZURE_GROUP_SUBSCRIPTION_API_KEY }} - - - name: APO custom algorithm - run: | - set -ex - cd examples/apo - uv run apo_custom_algorithm_trainer.py | tee _ci_apo.log - # Check whether the log contains "Best prompt found:" - grep "Best prompt found:" _ci_apo.log - env: - # New versions follow OPENAI_BASE_URL instead of OPENAI_API_BASE - OPENAI_BASE_URL: http://localhost:12306/ - OPENAI_API_KEY: dummy - - name: APO custom algorithm debugger - run: | - set -ex - cd examples/apo - uv run apo_debug.py --mode runner - uv run apo_debug.py --mode hook - uv run apo_debug.py --mode trainer - env: - # New versions follow OPENAI_BASE_URL instead of OPENAI_API_BASE - OPENAI_BASE_URL: http://localhost:12306/ - OPENAI_API_KEY: dummy - - - name: APO built-in algorithm - run: | - set -ex - cd examples/apo - uv run room_selector_apo.py - env: - OPENAI_BASE_URL: http://localhost:12306/ - OPENAI_API_KEY: dummy - if: matrix.setup-script != 'legacy' diff --git a/.github/workflows/examples-azure.yml b/.github/workflows/examples-azure.yml deleted file mode 100644 index 1654f72be..000000000 --- a/.github/workflows/examples-azure.yml +++ /dev/null @@ -1,98 +0,0 @@ -name: Examples - Azure -permissions: - contents: read -on: - schedule: - # Every day at 4 AM UTC+8 - - cron: '0 20 * * *' - - workflow_dispatch: - - repository_dispatch: - types: [ci-azure, ci-all] - -run-name: >- - ${{ github.event_name == 'repository_dispatch' - && format( - 'Azure - PR #{0} - {1} - {2}', - github.event.client_payload.pull_number, - github.event.client_payload.ci_label, - github.event.client_payload.correlation_id - ) - || format('Azure - {0}', github.event_name) }} - -jobs: - azure: - if: > - github.event_name != 'repository_dispatch' || - github.event.action == 'ci-azure' || - github.event.action == 'ci-all' - name: Azure (Python ${{ matrix.python-version }}, ${{ matrix.setup-script }}) - runs-on: [self-hosted, 1ES.Pool=agl-runner-cpu] - timeout-minutes: 400 - strategy: - matrix: - include: - - python-version: '3.12' - setup-script: 'stable' - fail-fast: false - steps: - - name: Check disk space - run: df -h - - uses: actions/checkout@v6 - with: - ref: ${{ github.event_name == 'repository_dispatch' && github.event.client_payload.pr_ref || (github.event.pull_request.number && format('refs/pull/{0}/merge', github.event.pull_request.number)) || github.ref }} - - uses: astral-sh/setup-uv@v7 - with: - enable-cache: true - python-version: ${{ matrix.python-version }} - - name: Upgrade dependencies (latest) - run: uv lock --upgrade - if: matrix.setup-script == 'latest' - - name: Sync dependencies - run: | - uv sync --frozen --no-default-groups \ - --group dev --group experiment --group agents --group core-stable - - name: Freeze dependencies - run: | - set -ex - uv pip freeze | tee requirements-freeze.txt - echo "UV_LOCKED=1" >> $GITHUB_ENV - echo "UV_NO_SYNC=1" >> $GITHUB_ENV - - name: Upload dependencies artifact - uses: actions/upload-artifact@v6 - with: - name: dependencies-azure-${{ matrix.python-version }}-${{ matrix.setup-script }} - path: requirements-freeze.txt - compression-level: 0 - - - name: Azure Login - run: | - az login --identity - shell: bash - - - name: Azure OpenAI Sanity Check - run: | - source .venv/bin/activate - cd examples/azure - python capital_agent.py - shell: bash - env: - AZURE_OPENAI_ENDPOINT: ${{ secrets.AZURE_OPENAI_ENDPOINT_SWEDEN }} - AZURE_OPENAI_API_KEY: ${{ secrets.AZURE_OPENAI_API_KEY_SWEDEN }} - id: azure_openai_sanity_check - - - name: Azure OpenAI Supervised Fine-tuning - run: | - source .venv/bin/activate - cd examples/azure - python train_capital_agent.py --n-iterations 2 --cleanup - shell: bash - env: - AZURE_OPENAI_ENDPOINT: ${{ secrets.AZURE_OPENAI_ENDPOINT_SWEDEN }} - AZURE_OPENAI_API_KEY: ${{ secrets.AZURE_OPENAI_API_KEY_SWEDEN }} - AZURE_SUBSCRIPTION_ID: ${{ secrets.AZURE_SUBSCRIPTION_ID }} - AZURE_OPENAI_API_VERSION: 2025-04-01-preview - AZURE_RESOURCE_GROUP: ${{ secrets.AZURE_RESOURCE_GROUP }} - AZURE_RESOURCE_NAME: ${{ secrets.AZURE_RESOURCE_NAME }} - id: azure_openai_finetune diff --git a/.github/workflows/examples-calc-x.yml b/.github/workflows/examples-calc-x.yml deleted file mode 100644 index 841a616dc..000000000 --- a/.github/workflows/examples-calc-x.yml +++ /dev/null @@ -1,438 +0,0 @@ -name: Examples - Calc-X -permissions: - contents: read -on: - schedule: - # Every day at 3 AM UTC+8 - - cron: '0 19 * * *' - - workflow_dispatch: - - repository_dispatch: - types: [ci-calc-x, ci-all] - -run-name: >- - ${{ github.event_name == 'repository_dispatch' - && format( - 'Calc-X - PR #{0} - {1} - {2}', - github.event.client_payload.pull_number, - github.event.client_payload.ci_label, - github.event.client_payload.correlation_id - ) - || format('Calc-X - {0}', github.event_name) }} - -jobs: - calc-x-perf: - if: > - github.event_name != 'repository_dispatch' || - github.event.action == 'ci-calc-x' || - github.event.action == 'ci-all' - name: Calc-X Performance (Python ${{ matrix.python-version }}, ${{ matrix.setup-script }}) - runs-on: [self-hosted, 1ES.Pool=agl-runner-gpu] - timeout-minutes: 90 - strategy: - matrix: - include: - - python-version: '3.10' - setup-script: 'legacy' - - python-version: '3.12' - setup-script: 'stable' - - python-version: '3.13' - setup-script: 'latest' - fail-fast: false - steps: - - name: Check GPU status - run: nvidia-smi - - name: Check disk space - run: df -h - - uses: actions/checkout@v6 - with: - ref: ${{ github.event_name == 'repository_dispatch' && github.event.client_payload.pr_ref || (github.event.pull_request.number && format('refs/pull/{0}/merge', github.event.pull_request.number)) || github.ref }} - - uses: astral-sh/setup-uv@v7 - with: - enable-cache: true - python-version: ${{ matrix.python-version }} - - name: Upgrade dependencies (latest) - run: uv lock --upgrade - if: matrix.setup-script == 'latest' - - name: Sync dependencies (latest) - run: | - uv sync --frozen --no-default-groups --extra verl \ - --group dev --group experiment --group agents --group torch-gpu-stable - if: matrix.setup-script == 'latest' - - name: Sync dependencies (stable & legacy) - run: | - uv sync --frozen --no-default-groups --extra verl \ - --group dev --group experiment --group agents --group torch-gpu-${{ matrix.setup-script }} - if: matrix.setup-script != 'latest' - - name: Freeze dependencies - run: | - set -ex - uv pip freeze | tee requirements-freeze.txt - echo "UV_LOCKED=1" >> $GITHUB_ENV - echo "UV_NO_SYNC=1" >> $GITHUB_ENV - - name: Upload dependencies artifact - uses: actions/upload-artifact@v6 - with: - name: dependencies-calc-x-performance-${{ matrix.python-version }}-${{ matrix.setup-script }} - path: requirements-freeze.txt - compression-level: 0 - - - name: Launch LiteLLM Proxy - run: | - ./scripts/litellm_run.sh - env: - AZURE_API_BASE: ${{ secrets.AZURE_GROUP_SUBSCRIPTION_API_BASE }} - AZURE_API_KEY: ${{ secrets.AZURE_GROUP_SUBSCRIPTION_API_KEY }} - - - name: Prepare Calc-X dataset - run: | - set -ex - cd examples/calc_x - uv run gdown --fuzzy https://drive.google.com/file/d/1FQMyKLLd6hP9dw9rfZn1EZOWNvKaDsqw/view - unzip calc-x-data.zip -d data - rm calc-x-data.zip - - - name: Calc-X MCP sanity check - run: | - set -ex - cd examples/calc_x - uv run tests/test_mcp_calculator.py - env: - OPENAI_API_BASE: http://localhost:12306/ - OPENAI_API_KEY: dummy - - name: Calc-X sanity check - run: | - set -ex - cd examples/calc_x - uv run legacy_calc_agent_debug.py - env: - OPENAI_BASE_URL: http://localhost:12306/ - OPENAI_API_KEY: dummy - - # Calc-X training suddenly works after running the sanity check. - # And it has to be run before Spider training. - # The client side used to hang in many of my attempts. - # Don't ask why. Don't touch this. - - name: Calc-X training - run: | - source .venv/bin/activate - cd examples/calc_x - ../../scripts/restart_ray.sh - sleep 5 - python train_calc_agent.py --val-file data/test_mini.parquet --ci - shell: bash - env: - WANDB_BASE_URL: ${{ secrets.MSR_WANDB_BASE_URL }} - WANDB_API_KEY: ${{ secrets.MSR_WANDB_API_KEY }} - id: calc_x_train - - - name: Validate Calc-X training - run: | - set -ex - uv run scripts/validate_example_wandb.py ${{ steps.calc_x_train.outputs.project_name }} ${{ steps.calc_x_train.outputs.run_name }} - env: - WANDB_BASE_URL: ${{ secrets.MSR_WANDB_BASE_URL }} - WANDB_API_KEY: ${{ secrets.MSR_WANDB_API_KEY }} - - calc-x-variants: - if: > - github.event_name != 'repository_dispatch' || - github.event.action == 'ci-calc-x' || - github.event.action == 'ci-all' - name: Calc-X Variants (Python ${{ matrix.python-version }}, ${{ matrix.setup-script }}) - runs-on: [self-hosted, 1ES.Pool=agl-runner-gpu] - timeout-minutes: 90 - strategy: - matrix: - include: - - python-version: '3.10' - setup-script: 'legacy' - - python-version: '3.12' - setup-script: 'stable' - - python-version: '3.13' - setup-script: 'latest' - fail-fast: false - steps: - - name: Check GPU status - run: nvidia-smi - - name: Check disk space - run: df -h - - uses: actions/checkout@v6 - with: - ref: ${{ github.event_name == 'repository_dispatch' && github.event.client_payload.pr_ref || (github.event.pull_request.number && format('refs/pull/{0}/merge', github.event.pull_request.number)) || github.ref }} - - uses: astral-sh/setup-uv@v7 - with: - enable-cache: true - python-version: ${{ matrix.python-version }} - - name: Upgrade dependencies (latest) - run: uv lock --upgrade - if: matrix.setup-script == 'latest' - - name: Sync dependencies (latest) - run: | - uv sync --frozen --no-default-groups --extra verl \ - --group dev --group experiment --group agents --extra weave --extra mongo --group torch-gpu-stable - if: matrix.setup-script == 'latest' - - name: Sync dependencies (stable & legacy) - run: | - uv sync --frozen --no-default-groups --extra verl \ - --group dev --group experiment --group agents --extra weave --extra mongo --group torch-gpu-${{ matrix.setup-script }} - if: matrix.setup-script != 'latest' - - name: Freeze dependencies - run: | - set -ex - uv pip freeze | tee requirements-freeze.txt - echo "UV_LOCKED=1" >> $GITHUB_ENV - echo "UV_NO_SYNC=1" >> $GITHUB_ENV - - name: Upload dependencies artifact - uses: actions/upload-artifact@v6 - with: - name: dependencies-calc-x-variants-${{ matrix.python-version }}-${{ matrix.setup-script }} - path: requirements-freeze.txt - compression-level: 0 - - - name: Launch LiteLLM Proxy - run: | - ./scripts/litellm_run.sh - env: - AZURE_API_BASE: ${{ secrets.AZURE_GROUP_SUBSCRIPTION_API_BASE }} - AZURE_API_KEY: ${{ secrets.AZURE_GROUP_SUBSCRIPTION_API_KEY }} - - - name: Prepare Calc-X dataset - run: | - set -ex - cd examples/calc_x - uv run gdown --fuzzy https://drive.google.com/file/d/1FQMyKLLd6hP9dw9rfZn1EZOWNvKaDsqw/view - unzip calc-x-data.zip -d data - rm calc-x-data.zip - - - name: Calc-X MCP sanity check - run: | - set -ex - cd examples/calc_x - uv run tests/test_mcp_calculator.py - env: - OPENAI_API_BASE: http://localhost:12306/ - OPENAI_API_KEY: dummy - - name: Calc-X sanity check - run: | - set -ex - cd examples/calc_x - uv run legacy_calc_agent_debug.py - env: - OPENAI_BASE_URL: http://localhost:12306/ - OPENAI_API_KEY: dummy - - - name: Training with local model - run: | - set -ex - source .venv/bin/activate - cd examples/calc_x - ../../scripts/restart_ray.sh - sleep 5 - hf download Qwen/Qwen2.5-0.5B-Instruct --local-dir data/qwen_model - PYTHONUNBUFFERED=1 python train_calc_agent.py --val-file data/test_mini.parquet --ci-fast --model $(realpath data/qwen_model) - sleep 10 - shell: bash - env: - WANDB_BASE_URL: ${{ secrets.MSR_WANDB_BASE_URL }} - WANDB_API_KEY: ${{ secrets.MSR_WANDB_API_KEY }} - id: calc_x_train_local_model - - - name: Validate training with local model - run: | - set -ex - uv run scripts/validate_example_wandb.py ${{ steps.calc_x_train_local_model.outputs.project_name }} ${{ steps.calc_x_train_local_model.outputs.run_name }} - env: - WANDB_BASE_URL: ${{ secrets.MSR_WANDB_BASE_URL }} - WANDB_API_KEY: ${{ secrets.MSR_WANDB_API_KEY }} - - - name: Training with LLM Proxy - run: | - set -ex - source .venv/bin/activate - cd examples/calc_x - ../../scripts/restart_ray.sh - sleep 5 - PYTHONUNBUFFERED=1 python train_calc_agent.py --val-file data/test_mini.parquet --ci-fast --llm-proxy - sleep 10 - shell: bash - env: - WANDB_BASE_URL: ${{ secrets.MSR_WANDB_BASE_URL }} - WANDB_API_KEY: ${{ secrets.MSR_WANDB_API_KEY }} - id: calc_x_train_llm_proxy - - - name: Validate training with LLM Proxy - run: | - set -ex - uv run scripts/validate_example_wandb.py ${{ steps.calc_x_train_llm_proxy.outputs.project_name }} ${{ steps.calc_x_train_llm_proxy.outputs.run_name }} - env: - WANDB_BASE_URL: ${{ secrets.MSR_WANDB_BASE_URL }} - WANDB_API_KEY: ${{ secrets.MSR_WANDB_API_KEY }} - - - name: Setup Docker environments - run: ./scripts/mongodb_docker_run.sh - shell: bash - - - name: Training with MongoDB - run: | - set -ex - source .venv/bin/activate - cd examples/calc_x - ../../scripts/restart_ray.sh - sleep 5 - PYTHONUNBUFFERED=1 python train_calc_agent.py --val-file data/test_mini.parquet --ci-fast --mongo-uri mongodb://localhost:27017/?replicaSet=rs0 - sleep 10 - shell: bash - env: - WANDB_BASE_URL: ${{ secrets.MSR_WANDB_BASE_URL }} - WANDB_API_KEY: ${{ secrets.MSR_WANDB_API_KEY }} - id: calc_x_train_mongo - - - name: Validate training with MongoDB - run: | - set -ex - uv run scripts/validate_example_wandb.py ${{ steps.calc_x_train_mongo.outputs.project_name }} ${{ steps.calc_x_train_mongo.outputs.run_name }} - env: - WANDB_BASE_URL: ${{ secrets.MSR_WANDB_BASE_URL }} - WANDB_API_KEY: ${{ secrets.MSR_WANDB_API_KEY }} - - - name: Training with LoRA - run: | - set -ex - source .venv/bin/activate - cd examples/calc_x - ../../scripts/restart_ray.sh - sleep 5 - PYTHONUNBUFFERED=1 python train_calc_agent.py --val-file data/test_mini.parquet --ci-fast --lora - sleep 10 - shell: bash - env: - WANDB_BASE_URL: ${{ secrets.MSR_WANDB_BASE_URL }} - WANDB_API_KEY: ${{ secrets.MSR_WANDB_API_KEY }} - id: calc_x_train_lora - if: matrix.setup-script != 'legacy' - - - name: Validate training with LoRA - run: | - set -ex - uv run scripts/validate_example_wandb.py ${{ steps.calc_x_train_lora.outputs.project_name }} ${{ steps.calc_x_train_lora.outputs.run_name }} - env: - WANDB_BASE_URL: ${{ secrets.MSR_WANDB_BASE_URL }} - WANDB_API_KEY: ${{ secrets.MSR_WANDB_API_KEY }} - if: matrix.setup-script != 'legacy' - - - name: Training with trajectory level aggregation - run: | - set -ex - source .venv/bin/activate - cd examples/calc_x - ../../scripts/restart_ray.sh - sleep 5 - PYTHONUNBUFFERED=1 python train_calc_agent.py --val-file data/test_mini.parquet --ci-fast --trajectory-level - sleep 10 - shell: bash - env: - WANDB_BASE_URL: ${{ secrets.MSR_WANDB_BASE_URL }} - WANDB_API_KEY: ${{ secrets.MSR_WANDB_API_KEY }} - id: calc_x_train_trajectory_level - - - name: Validate training with trajectory level aggregation - run: | - set -ex - uv run scripts/validate_example_wandb.py ${{ steps.calc_x_train_trajectory_level.outputs.project_name }} ${{ steps.calc_x_train_trajectory_level.outputs.run_name }} - env: - WANDB_BASE_URL: ${{ secrets.MSR_WANDB_BASE_URL }} - WANDB_API_KEY: ${{ secrets.MSR_WANDB_API_KEY }} - - - name: Training with Weave - run: | - set -ex - source .venv/bin/activate - cd examples/calc_x - ../../scripts/restart_ray.sh - sleep 5 - PYTHONUNBUFFERED=1 python train_calc_agent.py --val-file data/test_mini.parquet --ci-fast --weave - sleep 10 - shell: bash - env: - WANDB_BASE_URL: ${{ secrets.MSR_WANDB_BASE_URL }} - WANDB_API_KEY: ${{ secrets.MSR_WANDB_API_KEY }} - id: calc_x_train_weave - - - name: Validate training with Weave - run: | - set -ex - uv run scripts/validate_example_wandb.py ${{ steps.calc_x_train_weave.outputs.project_name }} ${{ steps.calc_x_train_weave.outputs.run_name }} - env: - WANDB_BASE_URL: ${{ secrets.MSR_WANDB_BASE_URL }} - WANDB_API_KEY: ${{ secrets.MSR_WANDB_API_KEY }} - - - name: Training with external store - run: | - set -euo pipefail - source .venv/bin/activate - cd examples/calc_x - ../../scripts/restart_ray.sh - - agl store --port 4747 & - sleep 5 - AGL_MANAGED_STORE=0 AGL_CURRENT_ROLE=runner python train_calc_agent.py --external-store-address http://localhost:4747 --val-file data/test_mini.parquet --ci-fast & - sleep 5 - AGL_MANAGED_STORE=0 AGL_CURRENT_ROLE=algorithm python train_calc_agent.py --external-store-address http://localhost:4747 --val-file data/test_mini.parquet --ci-fast - - pkill -f agl && echo "SIGTERM sent to agl" || echo "No agl process found" - while pgrep -f agl; do - echo "Waiting for agl to finish..." - sleep 5 - done - pkill -f train_calc_agent.py && echo "SIGTERM sent to train_calc_agent.py" || echo "No train_calc_agent.py process found" - while pgrep -f train_calc_agent.py; do - echo "Waiting for train_calc_agent.py to finish..." - sleep 5 - done - echo "train_calc_agent.py has finished." - shell: bash - env: - WANDB_BASE_URL: ${{ secrets.MSR_WANDB_BASE_URL }} - WANDB_API_KEY: ${{ secrets.MSR_WANDB_API_KEY }} - id: calc_x_train_external_store - - - name: Validate training with external store - run: | - set -ex - uv run scripts/validate_example_wandb.py ${{ steps.calc_x_train_external_store.outputs.project_name }} ${{ steps.calc_x_train_external_store.outputs.run_name }} - env: - WANDB_BASE_URL: ${{ secrets.MSR_WANDB_BASE_URL }} - WANDB_API_KEY: ${{ secrets.MSR_WANDB_API_KEY }} - - - name: Training with role-based environment variables - run: | - set -euo pipefail - source .venv/bin/activate - cd examples/calc_x - ../../scripts/restart_ray.sh - - PYTHONUNBUFFERED=1 AGL_SERVER_HOST=127.0.0.1 AGL_SERVER_PORT=5858 AGL_CURRENT_ROLE=runner python train_calc_agent.py --val-file data/test_mini.parquet --ci-fast & - sleep 5 - PYTHONUNBUFFERED=1 AGL_SERVER_HOST=0.0.0.0 AGL_SERVER_PORT=5858 AGL_CURRENT_ROLE=algorithm python train_calc_agent.py --val-file data/test_mini.parquet --ci-fast - - pkill -f train_calc_agent.py && echo "SIGTERM sent to train_calc_agent.py" || echo "No train_calc_agent.py process found" - while pgrep -f train_calc_agent.py; do - echo "Waiting for train_calc_agent.py to finish..." - sleep 5 - done - echo "train_calc_agent.py has finished." - shell: bash - env: - WANDB_BASE_URL: ${{ secrets.MSR_WANDB_BASE_URL }} - WANDB_API_KEY: ${{ secrets.MSR_WANDB_API_KEY }} - id: calc_x_train_role_based_env_var - - - name: Validate training with role-based environment variables - run: | - set -ex - uv run scripts/validate_example_wandb.py ${{ steps.calc_x_train_role_based_env_var.outputs.project_name }} ${{ steps.calc_x_train_role_based_env_var.outputs.run_name }} - env: - WANDB_BASE_URL: ${{ secrets.MSR_WANDB_BASE_URL }} - WANDB_API_KEY: ${{ secrets.MSR_WANDB_API_KEY }} diff --git a/.github/workflows/examples-chartqa.yml b/.github/workflows/examples-chartqa.yml deleted file mode 100644 index 508ba91f7..000000000 --- a/.github/workflows/examples-chartqa.yml +++ /dev/null @@ -1,168 +0,0 @@ -name: Examples - ChartQA -permissions: - contents: read -on: - schedule: - # Every day at 6 AM UTC+8 - - cron: "0 22 * * *" - - workflow_dispatch: - - repository_dispatch: - types: [ci-chartqa, ci-all] - -run-name: >- - ${{ github.event_name == 'repository_dispatch' - && format( - 'ChartQA - PR #{0} - {1} - {2}', - github.event.client_payload.pull_number, - github.event.client_payload.ci_label, - github.event.client_payload.correlation_id - ) - || format('ChartQA - {0}', github.event_name) }} - -jobs: - chartqa: - if: > - github.event_name != 'repository_dispatch' || - github.event.action == 'ci-chartqa' || - github.event.action == 'ci-all' - name: ChartQA (Python ${{ matrix.python-version }}, ${{ matrix.setup-script }}) - runs-on: [self-hosted, 1ES.Pool=agl-runner-gpu] - timeout-minutes: 60 - strategy: - matrix: - include: - - python-version: '3.12' - setup-script: 'stable' - fail-fast: false - steps: - - name: Check GPU status - run: nvidia-smi - - name: Check disk space - run: df -h - - uses: actions/checkout@v6 - with: - ref: ${{ github.event_name == 'repository_dispatch' && github.event.client_payload.pr_ref || (github.event.pull_request.number && format('refs/pull/{0}/merge', github.event.pull_request.number)) || github.ref }} - - uses: astral-sh/setup-uv@v7 - with: - enable-cache: true - python-version: ${{ matrix.python-version }} - - name: Upgrade dependencies (latest) - run: uv lock --upgrade - if: matrix.setup-script == 'latest' - - name: Sync dependencies - run: | - uv sync --frozen --no-default-groups --extra verl \ - --group dev --group experiment --group image --group langchain --group vllm-0-10-2 --group torch-gpu-stable - - name: Freeze dependencies - run: | - set -ex - uv pip freeze | tee requirements-freeze.txt - echo "UV_LOCKED=1" >> $GITHUB_ENV - echo "UV_NO_SYNC=1" >> $GITHUB_ENV - - name: Upload dependencies artifact - uses: actions/upload-artifact@v6 - with: - name: dependencies-chartqa-${{ matrix.python-version }}-${{ matrix.setup-script }} - path: requirements-freeze.txt - compression-level: 0 - - - name: Launch LiteLLM Proxy - run: | - ./scripts/litellm_run.sh - env: - AZURE_API_BASE: ${{ secrets.AZURE_GROUP_SUBSCRIPTION_API_BASE }} - AZURE_API_KEY: ${{ secrets.AZURE_GROUP_SUBSCRIPTION_API_KEY }} - - - name: Prepare ChartQA dataset - run: | - set -euo pipefail - cd examples/chartqa - uv run gdown --fuzzy "https://drive.google.com/file/d/1fWRt9hehg8_uV7BDWSCwKTycM60JcmGN/view?usp=sharing" -O chartqa-data.zip - unzip chartqa-data.zip - rm chartqa-data.zip - shell: bash - - - name: ChartQA sanity check with GPT - run: | - set -euo pipefail - cd examples/chartqa - uv run python debug_chartqa_agent.py - shell: bash - env: - OPENAI_API_BASE: http://localhost:12306/ - OPENAI_API_KEY: dummy - - - name: Run vLLM Server - run: | - set -euo pipefail - source .venv/bin/activate - cd examples/chartqa - uv run --no-sync vllm serve Qwen/Qwen2-VL-2B-Instruct \ - --gpu-memory-utilization 0.9 \ - --max-model-len 4096 \ - --allowed-local-media-path "$(pwd)/data" \ - --enable-prefix-caching \ - --port 8088 & - - VLLM_READY=0 - for i in {1..100}; do - if curl -sSf http://localhost:8088/v1/models > /dev/null 2>&1; then - echo "vLLM server is ready!" - VLLM_READY=1 - break - fi - echo "Waiting for vLLM server to be ready... (${i})" - sleep 5 - done - if [[ "$VLLM_READY" != "1" ]]; then - echo "vLLM server failed to start!" - exit 1 - fi - - - name: ChartQA sanity check with vLLM - run: | - set -euo pipefail - source .venv/bin/activate - cd examples/chartqa - uv run python debug_chartqa_agent.py - shell: bash - env: - USE_LLM_PROXY: "1" - OPENAI_API_BASE: http://localhost:8088/v1 - OPENAI_MODEL: Qwen/Qwen2-VL-2B-Instruct - - - name: Stop vLLM Server - run: | - set -euo pipefail - pkill -f vllm - for i in {1..60}; do - if ! pgrep -f vllm; then - break - fi - sleep 5 - done - - - name: ChartQA training - run: | - set -euo pipefail - source .venv/bin/activate - cd examples/chartqa - ../../scripts/restart_ray.sh - sleep 5 - PYTHONUNBUFFERED=1 python train_chartqa_agent.py ci - sleep 10 - shell: bash - env: - WANDB_BASE_URL: ${{ secrets.MSR_WANDB_BASE_URL }} - WANDB_API_KEY: ${{ secrets.MSR_WANDB_API_KEY }} - id: chartqa_train - - - name: Validate ChartQA training - run: | - set -euo pipefail - uv run scripts/validate_example_wandb.py ${{ steps.chartqa_train.outputs.project_name }} ${{ steps.chartqa_train.outputs.run_name }} - env: - WANDB_BASE_URL: ${{ secrets.MSR_WANDB_BASE_URL }} - WANDB_API_KEY: ${{ secrets.MSR_WANDB_API_KEY }} diff --git a/.github/workflows/examples-claude-code.yml b/.github/workflows/examples-claude-code.yml deleted file mode 100644 index a4812f204..000000000 --- a/.github/workflows/examples-claude-code.yml +++ /dev/null @@ -1,151 +0,0 @@ -name: Examples - Claude Code -permissions: - contents: read -on: - schedule: - # Every day at 4 AM UTC+8 - - cron: "0 20 * * *" - - workflow_dispatch: - - repository_dispatch: - types: [ci-claude-code, ci-all] - -run-name: >- - ${{ github.event_name == 'repository_dispatch' - && format( - 'Claude Code - PR #{0} - {1} - {2}', - github.event.client_payload.pull_number, - github.event.client_payload.ci_label, - github.event.client_payload.correlation_id - ) - || format('Claude Code - {0}', github.event_name) }} - -jobs: - claude-code: - if: > - github.event_name != 'repository_dispatch' || - github.event.action == 'ci-claude-code' || - github.event.action == 'ci-all' - name: Claude Code (Python ${{ matrix.python-version }}, ${{ matrix.setup-script }}) - runs-on: [self-hosted, 1ES.Pool=agl-runner-gpu] - timeout-minutes: 60 - strategy: - matrix: - include: - - python-version: "3.12" - setup-script: "stable" - - python-version: "3.13" - setup-script: "latest" - fail-fast: false - steps: - - name: Check GPU status - run: nvidia-smi - - name: Check disk space - run: df -h - - uses: actions/checkout@v6 - with: - ref: ${{ github.event_name == 'repository_dispatch' && github.event.client_payload.pr_ref || (github.event.pull_request.number && format('refs/pull/{0}/merge', github.event.pull_request.number)) || github.ref }} - - uses: astral-sh/setup-uv@v7 - with: - enable-cache: true - python-version: ${{ matrix.python-version }} - - name: Upgrade dependencies (latest) - run: uv lock --upgrade - if: matrix.setup-script == 'latest' - - name: Sync dependencies - run: | - uv sync --frozen --no-default-groups \ - --group dev --group experiment --group agents --group torch-gpu-stable - - name: Freeze dependencies - run: | - set -ex - uv pip freeze | tee requirements-freeze.txt - echo "UV_LOCKED=1" >> $GITHUB_ENV - echo "UV_NO_SYNC=1" >> $GITHUB_ENV - - name: Upload dependencies artifact - uses: actions/upload-artifact@v6 - with: - name: dependencies-claude-code-${{ matrix.python-version }}-${{ matrix.setup-script }} - path: requirements-freeze.txt - compression-level: 0 - - - name: Download model - run: | - source .venv/bin/activate - python -c "from transformers import AutoModelForCausalLM; AutoModelForCausalLM.from_pretrained('Qwen/Qwen3-Coder-30B-A3B-Instruct')" - - - name: Launch vLLM server - run: | - set -euo pipefail - source .venv/bin/activate - vllm serve Qwen/Qwen3-Coder-30B-A3B-Instruct \ - --max-model-len 131072 \ - --enable-auto-tool-choice \ - --tool-call-parser qwen3_coder \ - --port 45993 & - - VLLM_READY=0 - for i in {1..100}; do - if curl -sSf http://localhost:45993/v1/models > /dev/null 2>&1; then - echo "vLLM server is ready!" - VLLM_READY=1 - break - fi - echo "Waiting for vLLM server to be ready... (${i})" - sleep 5 - done - if [[ "$VLLM_READY" != "1" ]]; then - echo "vLLM server failed to start!" - exit 1 - fi - - - name: Claude Code sanity check with vLLM models - run: | - source .venv/bin/activate - cd examples/claude_code - python claude_code_agent.py vllm --backend-model-high Qwen/Qwen3-Coder-30B-A3B-Instruct --backend-model-low Qwen/Qwen3-Coder-30B-A3B-Instruct --base-url http://localhost:45993/v1 --debug - shell: bash - - - name: Upload sanity check artifacts for vLLM - if: ${{ always() }} - uses: actions/upload-artifact@v6 - with: - name: claude-code-sanity-check-vllm-${{ matrix.setup-script }} - path: | - examples/claude_code/data/ - examples/claude_code/logs/ - if-no-files-found: error - - - name: Cleanup vLLM - run: | - set -euo pipefail - pkill -f vllm - for i in {1..60}; do - if ! pgrep -f vllm; then - break - fi - sleep 5 - done - rm -rf examples/claude_code/data/ - rm -rf examples/claude_code/logs/ - - - name: Claude Code sanity check with OpenAI models - run: | - source .venv/bin/activate - cd examples/claude_code - python claude_code_agent.py openai --backend-model-high gpt-5.1-codex-mini --backend-model-low gpt-4.1-mini --debug - shell: bash - env: - OPENAI_BASE_URL: ${{ secrets.AZURE_OPENAI_ENDPOINT_SWEDEN }} - OPENAI_API_KEY: ${{ secrets.AZURE_OPENAI_API_KEY_SWEDEN }} - - - name: Upload sanity check artifacts for OpenAI - if: ${{ always() }} - uses: actions/upload-artifact@v6 - with: - name: claude-code-sanity-check-openai-${{ matrix.setup-script }} - path: | - examples/claude_code/data/ - examples/claude_code/logs/ - if-no-files-found: error diff --git a/.github/workflows/examples-compat.yml b/.github/workflows/examples-compat.yml deleted file mode 100644 index 0418a5223..000000000 --- a/.github/workflows/examples-compat.yml +++ /dev/null @@ -1,151 +0,0 @@ -name: Examples - Backward Compatibility -permissions: - contents: read -on: - schedule: - # Every day at 6 AM UTC+8 - - cron: '0 22 * * *' - - workflow_dispatch: - - repository_dispatch: - types: [ci-compat, ci-all] - -run-name: >- - ${{ github.event_name == 'repository_dispatch' - && format( - 'Backward Compatibility - PR #{0} - {1} - {2}', - github.event.client_payload.pull_number, - github.event.client_payload.ci_label, - github.event.client_payload.correlation_id - ) - || format('Backward Compatibility - {0}', github.event_name) }} - -jobs: - backward-compatibility: - if: > - github.event_name != 'repository_dispatch' || - github.event.action == 'ci-compat' || - github.event.action == 'ci-all' - name: Backward Compatibility (Python ${{ matrix.python-version }}, ${{ matrix.setup-script }}) - runs-on: [self-hosted, 1ES.Pool=agl-runner-gpu] - timeout-minutes: 30 - strategy: - matrix: - include: - - python-version: '3.10' - setup-script: 'legacy' - - python-version: '3.12' - setup-script: 'stable' - fail-fast: false - steps: - - name: Check GPU status - run: nvidia-smi - - name: Check disk space - run: df -h - - uses: actions/checkout@v6 - with: - ref: ${{ github.event_name == 'repository_dispatch' && github.event.client_payload.pr_ref || (github.event.pull_request.number && format('refs/pull/{0}/merge', github.event.pull_request.number)) || github.ref }} - - uses: astral-sh/setup-uv@v7 - with: - enable-cache: true - python-version: ${{ matrix.python-version }} - - name: Sync dependencies - run: | - uv sync --frozen --no-default-groups --extra apo --extra verl \ - --group dev --group experiment --group agents --group torch-gpu-${{ matrix.setup-script }} - - name: Override VERL (stable) - run: | - uv pip install verl==0.5.0 vllm==0.10.2 - if: matrix.setup-script == 'stable' - - name: Freeze dependencies - run: | - set -ex - uv pip freeze | tee requirements-freeze.txt - echo "UV_LOCKED=1" >> $GITHUB_ENV - echo "UV_NO_SYNC=1" >> $GITHUB_ENV - - name: Upload dependencies artifact - uses: actions/upload-artifact@v6 - with: - name: dependencies-backward-compatibility-${{ matrix.python-version }}-${{ matrix.setup-script }} - path: requirements-freeze.txt - compression-level: 0 - - - name: Launch LiteLLM Proxy - run: | - ./scripts/litellm_run.sh - env: - AZURE_API_BASE: ${{ secrets.AZURE_GROUP_SUBSCRIPTION_API_BASE }} - AZURE_API_KEY: ${{ secrets.AZURE_GROUP_SUBSCRIPTION_API_KEY }} - - name: Prepare Calc-X dataset - run: | - set -ex - cd examples/calc_x - uv run gdown --fuzzy https://drive.google.com/file/d/1FQMyKLLd6hP9dw9rfZn1EZOWNvKaDsqw/view - unzip calc-x-data.zip -d data - rm calc-x-data.zip - - - name: APO example (legacy client-server style) - run: | - set -ex - cd examples/apo - uv run legacy_apo_client.py & - sleep 3 # Wait for the client to be up - uv run legacy_apo_server.py - pkill -f legacy_apo_client.py && echo "SIGTERM sent to legacy_apo_client.py" || echo "No legacy_apo_client.py process found" - while pgrep -f legacy_apo_client.py; do - echo "Waiting for legacy_apo_client.py to finish..." - sleep 5 - done - echo "legacy_apo_client.py has finished." - sleep 10 - env: - OPENAI_API_BASE: http://localhost:12306/ - OPENAI_API_KEY: dummy - - - name: Calc-X MCP sanity check - run: | - set -ex - cd examples/calc_x - uv run tests/test_mcp_calculator.py - env: - OPENAI_API_BASE: http://localhost:12306/ - OPENAI_API_KEY: dummy - - name: Calc-X sanity check - run: | - set -ex - cd examples/calc_x - uv run legacy_calc_agent_debug.py - env: - OPENAI_BASE_URL: http://localhost:12306/ - OPENAI_API_KEY: dummy - - - name: Calc-X training (legacy client-server style) - run: | - set -ex - source .venv/bin/activate - cd examples/calc_x - ../../scripts/restart_ray.sh - sleep 5 - PYTHONUNBUFFERED=1 python legacy_calc_agent.py & - bash legacy_train.sh - pkill -f legacy_calc_agent.py && echo "SIGTERM sent to legacy_calc_agent.py" || echo "No legacy_calc_agent.py process found" - while pgrep -f legacy_calc_agent.py; do - echo "Waiting for legacy_calc_agent.py to finish..." - sleep 5 - done - echo "legacy_calc_agent.py has finished." - sleep 10 - shell: bash - env: - WANDB_BASE_URL: ${{ secrets.MSR_WANDB_BASE_URL }} - WANDB_API_KEY: ${{ secrets.MSR_WANDB_API_KEY }} - id: calc_x_train - - - name: Validate Calc-X training - run: | - set -ex - uv run scripts/validate_example_wandb.py ${{ steps.calc_x_train.outputs.project_name }} ${{ steps.calc_x_train.outputs.run_name }} - env: - WANDB_BASE_URL: ${{ secrets.MSR_WANDB_BASE_URL }} - WANDB_API_KEY: ${{ secrets.MSR_WANDB_API_KEY }} diff --git a/.github/workflows/examples-rag.yml b/.github/workflows/examples-rag.yml deleted file mode 100644 index 0a1776b6f..000000000 --- a/.github/workflows/examples-rag.yml +++ /dev/null @@ -1,179 +0,0 @@ -name: Examples - RAG -permissions: - contents: read -on: - schedule: - # Every day at 6 AM UTC+8 - - cron: '0 22 * * *' - - workflow_dispatch: - - repository_dispatch: - types: [ci-rag, ci-all] - -run-name: >- - ${{ github.event_name == 'repository_dispatch' - && format( - 'RAG - PR #{0} - {1} - {2}', - github.event.client_payload.pull_number, - github.event.client_payload.ci_label, - github.event.client_payload.correlation_id - ) - || format('RAG - {0}', github.event_name) }} - -jobs: - rag: - if: > - github.event_name != 'repository_dispatch' || - github.event.action == 'ci-rag' || - github.event.action == 'ci-all' - name: RAG (Python ${{ matrix.python-version }}, ${{ matrix.setup-script }}) - runs-on: [self-hosted, 1ES.Pool=agl-runner-gpu] - timeout-minutes: 60 - strategy: - matrix: - include: - - python-version: '3.10' - setup-script: 'legacy' - - python-version: '3.12' - setup-script: 'stable' - - python-version: '3.13' - setup-script: 'latest' - fail-fast: false - steps: - - name: Check GPU status - run: nvidia-smi - - name: Check disk space - run: df -h - - uses: actions/checkout@v6 - with: - ref: ${{ github.event_name == 'repository_dispatch' && github.event.client_payload.pr_ref || (github.event.pull_request.number && format('refs/pull/{0}/merge', github.event.pull_request.number)) || github.ref }} - - uses: astral-sh/setup-uv@v7 - with: - enable-cache: true - python-version: ${{ matrix.python-version }} - - name: Upgrade dependencies (latest) - run: uv lock --upgrade - if: matrix.setup-script == 'latest' - - name: Sync dependencies (latest) - run: | - uv sync --frozen --no-default-groups --extra verl \ - --group dev --group experiment --group agents --group rag --group torch-gpu-stable - if: matrix.setup-script == 'latest' - - name: Sync dependencies (stable & legacy) - run: | - uv sync --frozen --no-default-groups --extra verl \ - --group dev --group experiment --group agents --group rag --group torch-gpu-${{ matrix.setup-script }} - if: matrix.setup-script != 'latest' - - name: Freeze dependencies - run: | - set -ex - uv pip freeze | tee requirements-freeze.txt - echo "UV_LOCKED=1" >> $GITHUB_ENV - echo "UV_NO_SYNC=1" >> $GITHUB_ENV - - name: Upload dependencies artifact - uses: actions/upload-artifact@v6 - with: - name: dependencies-rag-${{ matrix.python-version }}-${{ matrix.setup-script }} - path: requirements-freeze.txt - compression-level: 0 - - - name: Launch LiteLLM Proxy - run: | - ./scripts/litellm_run.sh - env: - AZURE_API_BASE: ${{ secrets.AZURE_GROUP_SUBSCRIPTION_API_BASE }} - AZURE_API_KEY: ${{ secrets.AZURE_GROUP_SUBSCRIPTION_API_KEY }} - - - name: Prepare RAG dataset - run: | - set -euo pipefail - cd examples/rag - mkdir -p data - uv run gdown --fuzzy "https://drive.google.com/file/d/1Pq4Ag8zVoN8gUtLu0LcBfY35Dm5zL0hq/view?usp=drive_link" -O data/dataset_tiny.parquet - uv run gdown --fuzzy "https://drive.google.com/file/d/1REXCpRLbeZu1KfWWKhIGEQe_WNHUOBkS/view?usp=drive_link" -O data/chunks_candidate_tiny.pkl - uv run gdown --fuzzy "https://drive.google.com/file/d/1f6P-h_8KSRhe5pqDHWbRQWvUhTygfZ-c/view?usp=drive_link" -O data/index_hnsw_faiss_n32e40_tiny.index - - - name: Run WIKI Retriever MCP Server - run: | - set -euo pipefail - cd examples/rag - uv run python wiki_retriever_mcp.py & - for i in {1..20}; do - sleep 5 - if nc -z localhost 8099; then - echo "MCP server is up!" - exit 0 - else - echo "Waiting for MCP server to start..." - fi - done - echo "MCP server failed to start within expected time." - exit 1 - - - name: Run vLLM Server - run: | - set -euo pipefail - source .venv/bin/activate - vllm serve Qwen/Qwen2.5-1.5B-Instruct \ - --enable-auto-tool-choice \ - --tool-call-parser hermes \ - --port 8000 & - - VLLM_READY=0 - for i in {1..100}; do - if curl -sSf http://localhost:8000/v1/models > /dev/null 2>&1; then - echo "vLLM server is ready!" - VLLM_READY=1 - break - fi - echo "Waiting for vLLM server to be ready... (${i})" - sleep 5 - done - if [[ "$VLLM_READY" != "1" ]]; then - echo "vLLM server failed to start!" - exit 1 - fi - - - name: Run RAG Sanity check - run: | - set -ex - source .venv/bin/activate - cd examples/rag - uv run python rag_agent.py - shell: bash - - - name: Stop vLLM Server - run: | - set -euo pipefail - pkill -f vllm - for i in {1..60}; do - if ! pgrep -f vllm; then - break - fi - sleep 5 - done - - - name: RAG training - run: | - set -ex - source .venv/bin/activate - cd examples/rag - ../../scripts/restart_ray.sh - sleep 5 - PYTHONUNBUFFERED=1 python train_rag.py fast - sleep 10 - shell: bash - env: - WANDB_BASE_URL: ${{ secrets.MSR_WANDB_BASE_URL }} - WANDB_API_KEY: ${{ secrets.MSR_WANDB_API_KEY }} - id: rag_train - - - name: Validate RAG training - run: | - set -ex - # Allow up to 5 rollouts to fail to produce rewards - uv run scripts/validate_example_wandb.py ${{ steps.rag_train.outputs.project_name }} ${{ steps.rag_train.outputs.run_name }} --reward-tolerance 5 - env: - WANDB_BASE_URL: ${{ secrets.MSR_WANDB_BASE_URL }} - WANDB_API_KEY: ${{ secrets.MSR_WANDB_API_KEY }} diff --git a/.github/workflows/examples-spider.yml b/.github/workflows/examples-spider.yml deleted file mode 100644 index d3da0426c..000000000 --- a/.github/workflows/examples-spider.yml +++ /dev/null @@ -1,126 +0,0 @@ -name: Examples - Spider -permissions: - contents: read -on: - schedule: - # Every day at 4 AM UTC+8 - - cron: '0 20 * * *' - - workflow_dispatch: - - repository_dispatch: - types: [ci-spider, ci-all] - -run-name: >- - ${{ github.event_name == 'repository_dispatch' - && format( - 'Spider - PR #{0} - {1} - {2}', - github.event.client_payload.pull_number, - github.event.client_payload.ci_label, - github.event.client_payload.correlation_id - ) - || format('Spider - {0}', github.event_name) }} - -jobs: - spider: - if: > - github.event_name != 'repository_dispatch' || - github.event.action == 'ci-spider' || - github.event.action == 'ci-all' - name: Spider (Python ${{ matrix.python-version }}, ${{ matrix.setup-script }}) - runs-on: [self-hosted, 1ES.Pool=agl-runner-gpu] - timeout-minutes: 60 - strategy: - matrix: - include: - # legacy is omitted because langchain doesn't work with legacy vllm versions - - python-version: '3.12' - setup-script: 'stable' - - python-version: '3.13' - setup-script: 'latest' - fail-fast: false - steps: - - name: Check GPU status - run: nvidia-smi - - name: Check disk space - run: df -h - - uses: actions/checkout@v6 - with: - ref: ${{ github.event_name == 'repository_dispatch' && github.event.client_payload.pr_ref || (github.event.pull_request.number && format('refs/pull/{0}/merge', github.event.pull_request.number)) || github.ref }} - - uses: astral-sh/setup-uv@v7 - with: - enable-cache: true - python-version: ${{ matrix.python-version }} - - name: Upgrade dependencies (latest) - run: uv lock --upgrade - if: matrix.setup-script == 'latest' - - name: Sync dependencies (latest) - run: | - uv sync --frozen --no-default-groups --extra verl \ - --group dev --group experiment --group agents --group langchain --group torch-gpu-stable - if: matrix.setup-script == 'latest' - - name: Sync dependencies (stable) - run: | - uv sync --frozen --no-default-groups --extra verl \ - --group dev --group experiment --group agents --group langchain --group torch-gpu-${{ matrix.setup-script }} - if: matrix.setup-script == 'stable' - - name: Freeze dependencies - run: | - set -ex - uv pip freeze | tee requirements-freeze.txt - echo "UV_LOCKED=1" >> $GITHUB_ENV - echo "UV_NO_SYNC=1" >> $GITHUB_ENV - - name: Upload dependencies artifact - uses: actions/upload-artifact@v6 - with: - name: dependencies-spider-${{ matrix.python-version }}-${{ matrix.setup-script }} - path: requirements-freeze.txt - compression-level: 0 - - - name: Launch LiteLLM Proxy - run: | - ./scripts/litellm_run.sh - env: - AZURE_API_BASE: ${{ secrets.AZURE_GROUP_SUBSCRIPTION_API_BASE }} - AZURE_API_KEY: ${{ secrets.AZURE_GROUP_SUBSCRIPTION_API_KEY }} - - - name: Prepare Spider dataset - run: | - set -ex - cd examples/spider - uv run gdown --fuzzy https://drive.google.com/file/d/1oi9J1jZP9TyM35L85CL3qeGWl2jqlnL6/view - unzip -q spider-data.zip -d data - rm spider-data.zip - - - name: Spider sanity check - run: | - set -ex - cd examples/spider - uv run sql_agent.py - env: - OPENAI_API_BASE: http://localhost:12306/ - OPENAI_API_KEY: dummy - if: success() || failure() - - - name: Spider training - run: | - set -ex - source .venv/bin/activate - cd examples/spider - ../../scripts/restart_ray.sh - sleep 5 - PYTHONUNBUFFERED=1 python train_sql_agent.py fast - sleep 10 - shell: bash - env: - WANDB_BASE_URL: ${{ secrets.MSR_WANDB_BASE_URL }} - WANDB_API_KEY: ${{ secrets.MSR_WANDB_API_KEY }} - id: spider_train - - - name: Validate Spider training - run: | - set -ex - uv run scripts/validate_example_wandb.py ${{ steps.spider_train.outputs.project_name }} ${{ steps.spider_train.outputs.run_name }} --reward-tolerance 5 - env: - WANDB_BASE_URL: ${{ secrets.MSR_WANDB_BASE_URL }} - WANDB_API_KEY: ${{ secrets.MSR_WANDB_API_KEY }} diff --git a/.github/workflows/examples-tinker.yml b/.github/workflows/examples-tinker.yml deleted file mode 100644 index 29437cd29..000000000 --- a/.github/workflows/examples-tinker.yml +++ /dev/null @@ -1,170 +0,0 @@ -name: Examples - Tinker -permissions: - contents: read -on: - schedule: - # Every day at 3 AM UTC+8 - - cron: '0 19 * * *' - - workflow_dispatch: - - repository_dispatch: - types: [ci-tinker, ci-all] - -run-name: >- - ${{ github.event_name == 'repository_dispatch' - && format( - 'Tinker - PR #{0} - {1} - {2}', - github.event.client_payload.pull_number, - github.event.client_payload.ci_label, - github.event.client_payload.correlation_id - ) - || format('Tinker - {0}', github.event_name) }} - -jobs: - tinker: - if: > - github.event_name != 'repository_dispatch' || - github.event.action == 'ci-tinker' || - github.event.action == 'ci-all' - name: Tinker (Python ${{ matrix.python-version }}, ${{ matrix.setup-script }}) - runs-on: [self-hosted, 1ES.Pool=agl-runner-cpu] - timeout-minutes: 150 - strategy: - matrix: - include: - - python-version: '3.12' - setup-script: 'stable' - - python-version: '3.13' - setup-script: 'latest' - fail-fast: false - steps: - - name: Check disk space - run: df -h - - uses: actions/checkout@v6 - with: - ref: ${{ github.event_name == 'repository_dispatch' && github.event.client_payload.pr_ref || (github.event.pull_request.number && format('refs/pull/{0}/merge', github.event.pull_request.number)) || github.ref }} - - uses: astral-sh/setup-uv@v7 - with: - enable-cache: true - python-version: ${{ matrix.python-version }} - - name: Upgrade dependencies (latest) - run: uv lock --upgrade - if: matrix.setup-script == 'latest' - - name: Sync dependencies - run: | - uv sync --frozen --no-default-groups \ - --group dev --group experiment --group agents --group torch-cpu --group core-stable --group tinker - - name: Freeze dependencies - run: | - set -euo pipefail - uv pip freeze | tee requirements-freeze.txt - echo "UV_LOCKED=1" >> $GITHUB_ENV - echo "UV_NO_SYNC=1" >> $GITHUB_ENV - - name: Upload dependencies artifact - uses: actions/upload-artifact@v6 - with: - name: dependencies-tinker-${{ matrix.python-version }}-${{ matrix.setup-script }} - path: requirements-freeze.txt - compression-level: 0 - - # TODO: Currently only test the client tracer implementation. - - name: Tinker LLM sanity check (tracer text) - run: | - set -euo pipefail - source .venv/bin/activate - cd examples/tinker - python -m tests.test_tinker_llm tracer-text - shell: bash - env: - TINKER_API_KEY: ${{ secrets.TINKER_API_KEY }} - - - name: Tinker LLM sanity check (tracer tool) - run: | - set -euo pipefail - source .venv/bin/activate - cd examples/tinker - python -m tests.test_tinker_llm tracer-tool - shell: bash - env: - TINKER_API_KEY: ${{ secrets.TINKER_API_KEY }} - - - name: Tinker Hello - run: | - set -euo pipefail - source .venv/bin/activate - cd examples/tinker - python hello.py oneclick --ci - shell: bash - env: - TINKER_API_KEY: ${{ secrets.TINKER_API_KEY }} - - - name: Tinker Q20 Evaluate (GPT-4.1) - run: | - set -euo pipefail - source .venv/bin/activate - cd examples/tinker - mkdir -p logs - python q20_evaluate.py --ci --model gpt-4.1 --output-file logs/q20_evaluate_gpt-4.1.jsonl - shell: bash - env: - OPENAI_BASE_URL: ${{ secrets.AZURE_OPENAI_ENDPOINT_SWEDEN }} - OPENAI_API_KEY: ${{ secrets.AZURE_OPENAI_API_KEY_SWEDEN }} - CREWAI_DISABLE_TELEMETRY: true - TINKER_API_KEY: ${{ secrets.TINKER_API_KEY }} - - - name: Tinker Q20 Evaluate (Qwen3-30B-A3B-Instruct-2507) - run: | - set -euo pipefail - source .venv/bin/activate - cd examples/tinker - python q20_evaluate.py --ci --model Qwen/Qwen3-30B-A3B-Instruct-2507 --output-file logs/q20_evaluate_qwen3-30b-a3b.jsonl - shell: bash - env: - OPENAI_BASE_URL: ${{ secrets.AZURE_OPENAI_ENDPOINT_SWEDEN }} - OPENAI_API_KEY: ${{ secrets.AZURE_OPENAI_API_KEY_SWEDEN }} - CREWAI_DISABLE_TELEMETRY: true - TINKER_API_KEY: ${{ secrets.TINKER_API_KEY }} - - - name: Tinker Q20 Training Dry Run - run: | - set -euo pipefail - source .venv/bin/activate - cd examples/tinker - python q20_train.py dryrun --model qwen4b - shell: bash - env: - OPENAI_BASE_URL: ${{ secrets.AZURE_OPENAI_ENDPOINT_SWEDEN }} - OPENAI_API_KEY: ${{ secrets.AZURE_OPENAI_API_KEY_SWEDEN }} - CREWAI_DISABLE_TELEMETRY: true - TINKER_API_KEY: ${{ secrets.TINKER_API_KEY }} - - - name: Tinker Q20 Training - run: | - set -euo pipefail - source .venv/bin/activate - cd examples/tinker - agl store --port 4747 & - sleep 5 - python q20_train.py runner --n-runners 4 & - sleep 5 - python q20_train.py algo --model qwen4b --ci - sleep 5 - - pkill -f agl && echo "SIGTERM sent to agl" || echo "No agl process found" - while pgrep -f agl; do - echo "Waiting for agl to finish..." - sleep 5 - done - pkill -f q20_train.py && echo "SIGTERM sent to q20_train.py" || echo "No q20_train.py process found" - while pgrep -f q20_train.py; do - echo "Waiting for q20_train.py to finish..." - sleep 5 - done - echo "q20_train.py has finished." - shell: bash - env: - OPENAI_BASE_URL: ${{ secrets.AZURE_OPENAI_ENDPOINT_SWEDEN }} - OPENAI_API_KEY: ${{ secrets.AZURE_OPENAI_API_KEY_SWEDEN }} - CREWAI_DISABLE_TELEMETRY: true - TINKER_API_KEY: ${{ secrets.TINKER_API_KEY }} diff --git a/.github/workflows/examples-unsloth.yml b/.github/workflows/examples-unsloth.yml deleted file mode 100644 index 8d74f0850..000000000 --- a/.github/workflows/examples-unsloth.yml +++ /dev/null @@ -1,129 +0,0 @@ -name: Examples - Unsloth -permissions: - contents: read -on: - schedule: - # Every day at 5 AM UTC+8 - - cron: '0 21 * * *' - - workflow_dispatch: - - repository_dispatch: - types: [ci-unsloth, ci-all] - -run-name: >- - ${{ github.event_name == 'repository_dispatch' - && format( - 'Unsloth - PR #{0} - {1} - {2}', - github.event.client_payload.pull_number, - github.event.client_payload.ci_label, - github.event.client_payload.correlation_id - ) - || format('Unsloth - {0}', github.event_name) }} - -jobs: - unsloth: - if: > - github.event_name != 'repository_dispatch' || - github.event.action == 'ci-unsloth' || - github.event.action == 'ci-all' - name: Unsloth (Python ${{ matrix.python-version }}, ${{ matrix.setup-script }}) - runs-on: [self-hosted, 1ES.Pool=agl-runner-gpu] - timeout-minutes: 60 - strategy: - matrix: - # Legacy versions are not supported for Unsloth examples. - include: - - python-version: '3.12' - setup-script: 'stable' - - python-version: '3.13' - setup-script: 'latest' - fail-fast: false - steps: - - name: Check GPU status - run: nvidia-smi - - name: Check disk space - run: df -h - - uses: actions/checkout@v6 - with: - ref: ${{ github.event_name == 'repository_dispatch' && github.event.client_payload.pr_ref || (github.event.pull_request.number && format('refs/pull/{0}/merge', github.event.pull_request.number)) || github.ref }} - - uses: astral-sh/setup-uv@v7 - with: - enable-cache: true - python-version: ${{ matrix.python-version }} - - name: Upgrade dependencies (latest) - run: uv lock --upgrade - if: matrix.setup-script == 'latest' - - name: Sync dependencies - run: | - uv sync --frozen --no-default-groups --extra verl \ - --group dev --group experiment --group trl --group agents --group torch-gpu-stable - - name: Freeze dependencies - run: | - set -ex - uv pip freeze | tee requirements-freeze.txt - echo "UV_LOCKED=1" >> $GITHUB_ENV - echo "UV_NO_SYNC=1" >> $GITHUB_ENV - - name: Upload dependencies artifact - uses: actions/upload-artifact@v6 - with: - name: dependencies-unsloth-${{ matrix.python-version }}-${{ matrix.setup-script }} - path: requirements-freeze.txt - compression-level: 0 - - - name: Prepare Unsloth model - run: | - set -ex - cd examples/unsloth - rm -rf models - uv run hf download unsloth/Qwen3-4B-Instruct-2507 --local-dir models/version_0 - - - name: Unsloth SFT example - run: | - set -ex - source .venv/bin/activate - cd examples/unsloth - - agl store --port 4747 & - sleep 5 - python sft_rollout_runners.py & - sleep 5 - python sft_algorithm.py - - pkill -f agl && echo "SIGTERM sent to agl" || echo "No agl process found" - while pgrep -f agl; do - echo "Waiting for agl to finish..." - sleep 5 - done - pkill -f sft_rollout_runners.py && echo "SIGTERM sent to sft_rollout_runners.py" || echo "No sft_rollout_runners.py process found" - while pgrep -f sft_rollout_runners.py; do - echo "Waiting for sft_rollout_runners.py to finish..." - sleep 5 - done - echo "sft_rollout_runners.py has finished." - sleep 10 - - # Check models/version_2 must exist - if [ ! -d "models/version_2" ]; then - echo "models/version_2 does not exist" - exit 1 - fi - env: - WANDB_BASE_URL: ${{ secrets.MSR_WANDB_BASE_URL }} - WANDB_API_KEY: ${{ secrets.MSR_WANDB_API_KEY }} - - - name: Unsloth SFT example all-in-one - run: | - set -ex - source .venv/bin/activate - cd examples/unsloth - rm -rf models/version_1 models/version_2 - - python sft_allinone.py - if [ ! -d "models/version_2" ]; then - echo "models/version_2 does not exist" - exit 1 - fi - env: - WANDB_BASE_URL: ${{ secrets.MSR_WANDB_BASE_URL }} - WANDB_API_KEY: ${{ secrets.MSR_WANDB_API_KEY }} diff --git a/.github/workflows/issue-comment.yml b/.github/workflows/issue-comment.yml deleted file mode 100644 index 0c537ebf2..000000000 --- a/.github/workflows/issue-comment.yml +++ /dev/null @@ -1,309 +0,0 @@ -name: Issue Comment - -on: - issue_comment: - types: [created] - -permissions: - pull-requests: write - issues: write - contents: write - actions: read - -jobs: - dispatch: - # Only run for comments on pull requests AND when the comment starts with "/ci" - if: > - github.event.issue.pull_request != null && - startsWith(github.event.comment.body, '/ci') - runs-on: ubuntu-latest - outputs: - dispatched: ${{ steps.dispatch.outputs.dispatched }} - event_types: ${{ steps.dispatch.outputs.event_types }} - correlation_id: ${{ steps.dispatch.outputs.correlation_id }} - trigger_comment_id: ${{ steps.dispatch.outputs.trigger_comment_id }} - ack_comment_id: ${{ steps.ack.outputs.comment_id }} - steps: - - name: Guardrail — allow only members/collaborators - id: guard - uses: actions/github-script@v8 - with: - script: | - const allowed = ['MEMBER','OWNER','COLLABORATOR']; - const assoc = context.payload.comment.author_association; - if (!allowed.includes(assoc)) { - core.notice(`Ignoring /ci from ${context.payload.comment.user.login} (author_association=${assoc}).`); - core.setOutput('skip', 'true'); - } - - - name: Trigger repository dispatch - id: dispatch - if: steps.guard.outputs.skip != 'true' - uses: actions/github-script@v8 - with: - script: | - const owner = context.repo.owner; - const repo = context.repo.repo; - const pull_number = context.payload.issue.number; - const comment = context.payload.comment; - - // Fetch current PR state - const { data: pr } = await github.rest.pulls.get({ owner, repo, pull_number }); - - // Add reaction so folks know we saw it - try { - await github.rest.reactions.createForIssueComment({ - owner, - repo, - comment_id: comment.id, - content: 'rocket' - }); - } catch (e) { - core.info('Could not add reaction (likely due to permissions). Continuing.'); - } - - const labels = (pr.labels ?? []).map(label => label.name); - const directCiLabels = labels.filter(label => label.startsWith('ci-')); - const hasCiAll = directCiLabels.includes('ci-all'); - const dedupe = new Set( - directCiLabels.filter(label => label !== 'ci-all') - ); - - if (!hasCiAll && dedupe.size === 0) { - core.notice('No ci-* labels found on the pull request; nothing to dispatch.'); - core.setOutput('dispatched', 'false'); - core.setOutput('event_types', ''); - return; - } - - const correlation_id = `id-${comment.id}-${Date.now().toString(36)}`; - - const clientPayload = { - correlation_id, - pull_number, - pr_ref: `refs/pull/${pull_number}/merge`, - pr_head_ref: pr.head.ref, - pr_head_sha: pr.head.sha, - pr_base_ref: pr.base.ref, - pr_base_sha: pr.base.sha, - trigger_comment_id: comment.id, - trigger_comment_user: comment.user.login, - }; - - const eventTypes = hasCiAll - ? ['ci-all'] - : Array.from(dedupe); - for (const eventType of eventTypes) { - await github.rest.repos.createDispatchEvent({ - owner, - repo, - event_type: eventType, - client_payload: { ...clientPayload, ci_label: eventType } - }); - core.notice(`Dispatched '${eventType}' event for PR #${pull_number}.`); - } - - core.setOutput('dispatched', 'true'); - core.setOutput('event_types', eventTypes.join(',')); - core.setOutput('correlation_id', correlation_id); - core.setOutput('trigger_comment_id', String(comment.id)); - - - name: Acknowledge in thread (optional) - if: steps.guard.outputs.skip != 'true' && steps.dispatch.outputs.dispatched == 'true' - id: ack - uses: actions/github-script@v8 - env: - EVENT_TYPES: ${{ steps.dispatch.outputs.event_types }} - CORRELATION_ID: ${{ steps.dispatch.outputs.correlation_id }} - with: - script: | - const eventTypes = (process.env.EVENT_TYPES || '') - .split(',') - .map(label => label.trim()) - .filter(Boolean); - const formatted = eventTypes.map(label => `\`repository_dispatch:${label}\``).join(', '); - const { owner, repo } = context.repo; - const issue_number = context.payload.issue.number; - const body = [ - `✅ CI trigger requested by @${context.payload.comment.user.login}.`, - `Fired ${formatted}.`, - '', - `_Collecting run links for correlation \`${process.env.CORRELATION_ID}\`…_` - ].join('\n'); - const { data: comment } = await github.rest.issues.createComment({ - owner, repo, issue_number, - body - }); - core.setOutput('comment_id', String(comment.id)); - - - name: Notify missing ci label - if: steps.guard.outputs.skip != 'true' && steps.dispatch.outputs.dispatched != 'true' - uses: actions/github-script@v8 - with: - script: | - const { owner, repo } = context.repo; - const issue_number = context.payload.issue.number; - await github.rest.issues.createComment({ - owner, - repo, - issue_number, - body: `⚠️ CI trigger ignored because the pull request has no \`ci-*\` labels (e.g. \`ci-apo\`, \`ci-calc-x\`). Add the desired labels and try \`/ci\` again.` - }); - - watch: - needs: dispatch - if: needs.dispatch.outputs.dispatched == 'true' - runs-on: ubuntu-latest - timeout-minutes: 180 - steps: - - name: Track dispatched runs and update comment - uses: actions/github-script@v8 - env: - CORRELATION_ID: ${{ needs.dispatch.outputs.correlation_id }} - ACK_COMMENT_ID: ${{ needs.dispatch.outputs.ack_comment_id }} - TRIGGER_COMMENT_ID: ${{ needs.dispatch.outputs.trigger_comment_id }} - with: - script: | - const owner = context.repo.owner; - const repo = context.repo.repo; - const correlationId = process.env.CORRELATION_ID; - if (!correlationId) { - core.warning('No correlation id supplied; nothing to watch.'); - return; - } - - const ackCommentId = Number(process.env.ACK_COMMENT_ID || 0); - if (!ackCommentId) { - core.warning('No comment id available for updates; skipping watch.'); - return; - } - const triggerCommentId = Number(process.env.TRIGGER_COMMENT_ID || 0); - if (!triggerCommentId) { - core.warning('No trigger comment id available; skipping watch.'); - return; - } - - const prefix = `🚀 CI Watcher for correlation ${correlationId} triggered by comment ${triggerCommentId}`; - core.notice(`Watching workflow runs for correlation '${correlationId}' using comment ${ackCommentId}.`); - - function fmt(run) { - const status = run.status; - const conclusion = run.conclusion; - const badge = status === 'completed' - ? (conclusion === 'success' ? '🟢' : conclusion === 'failure' ? '🔴' : '🟡') - : (status === 'in_progress' ? '🟣' : '⚪️'); - const title = run.display_title || run.name || `run ${run.id}`; - const statusText = status === 'completed' ? `${status}/${conclusion}` : status; - return `- ${badge} [${title}](${run.html_url}) — \`${statusText}\``; - } - - const signatureOf = runs => - runs - .map(run => `${run.id}:${run.status}/${run.conclusion || ''}`) - .sort() - .join('|'); - - const deadlineMs = Date.now() + 175 * 60 * 1000; // 175 minutes - let found = []; - - async function searchOnce() { - const runs = await github.paginate( - github.rest.actions.listWorkflowRunsForRepo, - { owner, repo, event: 'repository_dispatch', per_page: 100 } - ); - const cutoff = new Date(Date.now() - 60 * 60 * 1000); // last hour - return runs.filter(run => { - const createdAt = new Date(run.created_at); - const title = String(run.display_title || run.name || ''); - return createdAt >= cutoff && title.includes(correlationId); - }); - } - - while (Date.now() < deadlineMs) { - found = await searchOnce(); - if (found.length > 0) { - core.notice(`Discovered ${found.length} workflow run(s) for correlation '${correlationId}'.`); - break; - } - core.notice(`No runs found yet for correlation '${correlationId}'; retrying shortly.`); - await new Promise(res => setTimeout(res, 10000)); - } - - if (found.length === 0) { - core.notice(`Watcher timed out with no runs for correlation '${correlationId}'; notifying thread.`); - await github.rest.issues.updateComment({ - owner, - repo, - comment_id: ackCommentId, - body: [ - prefix, - `⚠️ I couldn't find any workflow runs for correlation \`${correlationId}\`.`, - `They may be delayed or misconfigured.` - ].join('\n') - }); - return; - } - - const runIds = new Set(found.map(run => run.id)); - let lastSignature = ''; - - async function refreshRuns() { - const ids = Array.from(runIds); - const refreshed = []; - for (const id of ids) { - const { data } = await github.rest.actions.getWorkflowRun({ - owner, - repo, - run_id: id - }); - refreshed.push(data); - } - return refreshed; - } - - async function updateCommentIfChanged(runs, allDone) { - const signature = signatureOf(runs); - if (signature === lastSignature) { - // Run statuses unchanged; skipping comment update. - return; - } - lastSignature = signature; - core.notice(`Updating comment ${ackCommentId} with ${runs.length} run status entries (allDone=${allDone}).`); - await github.rest.issues.updateComment({ - owner, - repo, - comment_id: ackCommentId, - body: [ - prefix, - `🏃‍♀️ Tracking ${runs.length} workflow run(s):`, - '', - ...runs.map(fmt), - '', - allDone ? '✅ All runs completed.' : '_Still running…_' - ].join('\n') - }); - } - - await updateCommentIfChanged(found, found.every(run => run.status === 'completed')); - - while (Date.now() < deadlineMs) { - const latest = await searchOnce(); - for (const run of latest) { - if (!runIds.has(run.id)) { - runIds.add(run.id); - core.notice(`Detected additional run ${run.id} (${run.name || run.display_title || 'unnamed'}) for correlation '${correlationId}'.`); - } - } - const current = await refreshRuns(); - const allDone = current.every(run => run.status === 'completed'); - await updateCommentIfChanged(current, allDone); - if (allDone) { - core.notice(`All runs for correlation '${correlationId}' completed; stopping watcher.`); - break; - } - await new Promise(res => setTimeout(res, 60000)); - } - - if (Date.now() >= deadlineMs) { - core.warning(`Watcher hit the deadline while monitoring correlation '${correlationId}'.`); - } diff --git a/.github/workflows/playground.yml b/.github/workflows/playground.yml deleted file mode 100644 index f3b0530eb..000000000 --- a/.github/workflows/playground.yml +++ /dev/null @@ -1,18 +0,0 @@ -# Pre-defined workflow with workflow_dispatch trigger, -# convenient for testing and debugging. - -name: Playground -permissions: - contents: read -on: - workflow_dispatch: - -jobs: - playground: - runs-on: ubuntu-latest - steps: - - name: Checkout code - uses: actions/checkout@v6 - - name: Run script - run: | - echo "Hello, world!" diff --git a/.github/workflows/pypi-nightly.yml b/.github/workflows/pypi-nightly.yml deleted file mode 100644 index 89ea40f2e..000000000 --- a/.github/workflows/pypi-nightly.yml +++ /dev/null @@ -1,59 +0,0 @@ -name: PyPI Nightly Build - -on: - schedule: - # Run daily at 6:00 AM UTC+8 - - cron: '0 22 * * *' - workflow_dispatch: # Allow manual trigger - -jobs: - publish-test-pypi: - runs-on: ubuntu-latest - permissions: - id-token: write # IMPORTANT: this permission is mandatory for trusted publishing - contents: read - - steps: - - uses: actions/checkout@v6 - with: - fetch-depth: 0 - - uses: actions/setup-python@v6 - with: - python-version: '3.12' - - uses: astral-sh/setup-uv@v7 - with: - enable-cache: true - - name: Sync dependencies - run: uv sync --frozen --no-default-groups --group dev - - - uses: actions/setup-node@v6 - with: - node-version: '22' - - name: Install JavaScript dependencies - run: cd dashboard && npm ci - - name: Build dashboard - run: cd dashboard && npm run build - - - name: Get current version - id: get_version - run: | - VERSION=$(grep '^version = ' pyproject.toml | sed 's/version = "\(.*\)"/\1/') - echo "version=$VERSION" >> $GITHUB_OUTPUT - echo "Current version: $VERSION" - - - name: Create development version - run: | - # Create a dev version with timestamp - TIMESTAMP=$(date +%Y%m%d%H%M%S) - DEV_VERSION="${{ steps.get_version.outputs.version }}.dev$TIMESTAMP" - echo "Creating dev version: $DEV_VERSION" - ./scripts/bump_version.sh "$DEV_VERSION" - - - name: Build package - run: | - uv build - - - name: Publish to Test PyPI - uses: pypa/gh-action-pypi-publish@release/v1 - with: - repository-url: https://test.pypi.org/legacy/ diff --git a/.github/workflows/pypi-release.yml b/.github/workflows/pypi-release.yml deleted file mode 100644 index 8d81cb70d..000000000 --- a/.github/workflows/pypi-release.yml +++ /dev/null @@ -1,81 +0,0 @@ -name: PyPI Release - -on: - push: - tags: - - 'v*' # Trigger on version tags like v1.0.0, v1.2.3, etc. - workflow_dispatch: # Allow manual trigger - -jobs: - check-version: - runs-on: ubuntu-latest - permissions: - contents: read - outputs: - version: ${{ steps.get_version.outputs.version }} - tag_version: ${{ steps.get_tag.outputs.tag_version }} - steps: - - name: Checkout code - uses: actions/checkout@v6 - - - name: Get version from pyproject.toml - id: get_version - run: | - VERSION=$(grep '^version = ' pyproject.toml | sed 's/version = "\(.*\)"/\1/') - echo "version=$VERSION" >> $GITHUB_OUTPUT - echo "Package version: $VERSION" - - - name: Get tag version - id: get_tag - run: | - TAG_VERSION=${GITHUB_REF#refs/tags/v} - echo "tag_version=$TAG_VERSION" >> $GITHUB_OUTPUT - echo "Tag version: $TAG_VERSION" - - - name: Verify version matches tag - run: | - if [ "${{ steps.get_version.outputs.version }}" != "${{ steps.get_tag.outputs.tag_version }}" ]; then - echo "Error: Version in pyproject.toml (${{ steps.get_version.outputs.version }}) does not match tag (${{ steps.get_tag.outputs.tag_version }})" - exit 1 - fi - echo "Version check passed!" - - publish-pypi: - needs: check-version - runs-on: ubuntu-latest - permissions: - id-token: write # IMPORTANT: this permission is mandatory for trusted publishing - contents: read - - steps: - - uses: actions/checkout@v6 - with: - fetch-depth: 0 - - uses: actions/setup-python@v6 - with: - python-version: '3.12' - - uses: astral-sh/setup-uv@v7 - with: - enable-cache: true - - name: Sync dependencies - run: uv sync --frozen --no-default-groups --group dev - - - uses: actions/setup-node@v6 - with: - node-version: '22' - - name: Install JavaScript dependencies - run: cd dashboard && npm ci - - name: Build dashboard - run: cd dashboard && npm run build - - - name: Build package - run: | - uv build - - - name: Verify package contents - run: | - uv run --locked --no-sync python -m tarfile -l dist/*.tar.gz - uv run --locked --no-sync python -m zipfile -l dist/*.whl - - - name: Publish to PyPI - uses: pypa/gh-action-pypi-publish@release/v1 diff --git a/.github/workflows/tests-full.yml b/.github/workflows/tests-full.yml deleted file mode 100644 index 721d33bae..000000000 --- a/.github/workflows/tests-full.yml +++ /dev/null @@ -1,363 +0,0 @@ -name: GPU Test -permissions: - contents: read -on: - schedule: - # Every day at 5 AM UTC+8 - - cron: '0 21 * * *' - - workflow_dispatch: - - repository_dispatch: - types: [ci-gpu, ci-all] - -run-name: >- - ${{ github.event_name == 'repository_dispatch' - && format( - 'GPU Test - PR #{0} - {1} - {2}', - github.event.client_payload.pull_number, - github.event.client_payload.ci_label, - github.event.client_payload.correlation_id - ) - || format('GPU Test - {0}', github.event_name) }} - -jobs: - tests-full: - if: > - github.event_name != 'repository_dispatch' || - github.event.action == 'ci-gpu' || - github.event.action == 'ci-all' - name: Full Test (${{ matrix.mark.display-name }}, ${{ matrix.env.setup-script }}, Python ${{ matrix.env.python-version }}) - - runs-on: ${{ matrix.mark.runs-on }} - timeout-minutes: 30 - strategy: - matrix: - mark: - - id: store - display-name: Store - pytest-mark: 'store' # store tests should not require gpu - runs-on: ubuntu-latest - has-gpu: false - # AgentOps needs to be separated because it injects tricky global state. - - id: agentops - display-name: AgentOps - pytest-mark: 'agentops' # including agentops+litellm tests here - runs-on: [self-hosted, 1ES.Pool=agl-runner-gpu] - has-gpu: true - # Similar for Weave. - - id: weave - display-name: Weave - pytest-mark: 'weave' - runs-on: ubuntu-latest # No GPU tests for Weave. - has-gpu: false - # Other tests that require GPU - - id: gpu - display-name: GPU required - pytest-mark: '(gpu or llmproxy) and not agentops' - runs-on: [self-hosted, 1ES.Pool=agl-runner-gpu] - has-gpu: true - # Other uncovered tests - - id: others - display-name: Others - pytest-mark: 'not store and not agentops and not weave and not gpu and not llmproxy' - runs-on: ubuntu-latest - has-gpu: false - env: - - python-version: '3.10' - setup-script: 'legacy' - - python-version: '3.12' - setup-script: 'stable' - - python-version: '3.13' - setup-script: 'latest' - fail-fast: false - steps: - - name: Check GPU status - if: matrix.mark.has-gpu - run: nvidia-smi - - uses: actions/checkout@v6 - with: - ref: ${{ github.event_name == 'repository_dispatch' && github.event.client_payload.pr_ref || (github.event.pull_request.number && format('refs/pull/{0}/merge', github.event.pull_request.number)) || github.ref }} - - - uses: astral-sh/setup-uv@v7 - with: - enable-cache: true - python-version: ${{ matrix.env.python-version }} - - name: Upgrade dependencies (latest) - run: uv lock --upgrade - if: matrix.env.setup-script == 'latest' - - - name: Sync dependencies (latest, gpu) - if: matrix.env.setup-script == 'latest' && matrix.mark.has-gpu - run: uv sync --frozen --no-default-groups --extra apo --extra weave --extra mongo --group dev --group agents --group langchain --group torch-gpu-stable - # Don't install vllm/pytorch on CPU counterparts - - name: Sync dependencies (latest, cpu) - if: matrix.env.setup-script == 'latest' && !matrix.mark.has-gpu - run: uv sync --frozen --no-default-groups --extra apo --extra weave --extra mongo --group dev --group agents --group langchain --group core-stable - - name: Sync dependencies (stable, gpu) - if: matrix.env.setup-script == 'stable' && matrix.mark.has-gpu - run: uv sync --frozen --no-default-groups --extra apo --extra weave --extra mongo --group dev --group agents --group langchain --group torch-gpu-${{ matrix.env.setup-script }} - - name: Sync dependencies (stable, cpu) - if: matrix.env.setup-script == 'stable' && !matrix.mark.has-gpu - run: uv sync --frozen --no-default-groups --extra apo --extra weave --extra mongo --group dev --group agents --group langchain --group core-stable - # Don't install langchain for legacy dependency because it has conflicts with torch. - - name: Sync dependencies (legacy, gpu) - if: matrix.env.setup-script == 'legacy' && matrix.mark.has-gpu - run: uv sync --frozen --no-default-groups --extra apo --extra weave --extra mongo --group dev --group agents --group torch-gpu-legacy - - name: Sync dependencies (legacy, cpu) - if: matrix.env.setup-script == 'legacy' && !matrix.mark.has-gpu - run: uv sync --frozen --no-default-groups --extra apo --extra weave --extra mongo --group dev --group agents --group core-legacy - - - name: Freeze dependencies - run: | - set -ex - uv pip freeze | tee requirements-freeze.txt - echo "UV_LOCKED=1" >> $GITHUB_ENV - echo "UV_NO_SYNC=1" >> $GITHUB_ENV - - name: Upload dependencies artifact - uses: actions/upload-artifact@v6 - with: - name: dependencies-tests-full-${{ matrix.mark.id }}-${{ matrix.env.python-version }}-${{ matrix.env.setup-script }} - path: requirements-freeze.txt - compression-level: 0 - - - uses: actions/setup-node@v6 - with: - node-version: '22' - cache: 'npm' - cache-dependency-path: dashboard/package-lock.json - - name: Install JavaScript dependencies - run: cd dashboard && npm ci - - name: Build dashboard - run: cd dashboard && npm run build - - - name: Setup Docker environments - run: ./scripts/mongodb_docker_run.sh - shell: bash - - - name: Launch LiteLLM Proxy - run: | - ./scripts/litellm_run.sh - env: - AZURE_API_BASE: ${{ secrets.AZURE_GROUP_SUBSCRIPTION_API_BASE }} - AZURE_API_KEY: ${{ secrets.AZURE_GROUP_SUBSCRIPTION_API_KEY }} - - # mongo, openai, gpu, all enabled by default - - name: Run tests - run: | - uv run pytest -v --durations=0 tests -m "${{ matrix.mark.pytest-mark }}${{ matrix.env.setup-script == 'legacy' && ' and not langchain' || '' }}" - env: - PYTEST_ADDOPTS: "--color=yes" - OPENAI_BASE_URL: http://localhost:12306/ - OPENAI_API_KEY: dummy - AGL_TEST_MONGO_URI: mongodb://localhost:27017/?replicaSet=rs0 - - - minimal-examples: - if: > - github.event_name != 'repository_dispatch' || - github.event.action == 'ci-gpu' || - github.event.action == 'ci-all' - name: Minimal Examples with Python ${{ matrix.python-version }} (${{ matrix.setup-script }}) - - runs-on: [self-hosted, 1ES.Pool=agl-runner-gpu] - timeout-minutes: 30 - strategy: - matrix: - include: - - python-version: '3.10' - setup-script: 'legacy' - - python-version: '3.12' - setup-script: 'stable' - - python-version: '3.13' - setup-script: 'latest' - fail-fast: false - steps: - - name: Check GPU status - run: nvidia-smi - - uses: actions/checkout@v6 - with: - ref: ${{ github.event_name == 'repository_dispatch' && github.event.client_payload.pr_ref || (github.event.pull_request.number && format('refs/pull/{0}/merge', github.event.pull_request.number)) || github.ref }} - - uses: astral-sh/setup-uv@v7 - with: - enable-cache: true - python-version: ${{ matrix.python-version }} - - name: Upgrade dependencies (latest) - run: uv lock --upgrade - if: matrix.setup-script == 'latest' - - name: Sync dependencies (latest) - run: uv sync --frozen --no-default-groups --extra apo --group dev --group agents --group langchain --group torch-gpu-stable - if: matrix.setup-script == 'latest' - - name: Sync dependencies (stable) - run: uv sync --frozen --no-default-groups --extra apo --extra mongo --group dev --group agents --group langchain --group torch-gpu-${{ matrix.setup-script }} - if: matrix.setup-script == 'stable' - # Don't install langchain for legacy dependency because it has conflicts with torch. - - name: Sync dependencies (legacy) - run: uv sync --frozen --no-default-groups --extra apo --extra mongo --group dev --group agents --group torch-gpu-legacy - if: matrix.setup-script == 'legacy' - - name: Freeze dependencies - run: | - set -ex - uv pip freeze | tee requirements-freeze.txt - echo "UV_LOCKED=1" >> $GITHUB_ENV - echo "UV_NO_SYNC=1" >> $GITHUB_ENV - - name: Upload dependencies artifact - uses: actions/upload-artifact@v6 - with: - name: dependencies-minimal-examples-${{ matrix.python-version }}-${{ matrix.setup-script }} - path: requirements-freeze.txt - compression-level: 0 - - - name: Launch LiteLLM Proxy - run: | - ./scripts/litellm_run.sh - env: - AZURE_API_BASE: ${{ secrets.AZURE_GROUP_SUBSCRIPTION_API_BASE }} - AZURE_API_KEY: ${{ secrets.AZURE_GROUP_SUBSCRIPTION_API_KEY }} - - - name: Write Traces via Otel Tracer - run: | - set -euo pipefail - source .venv/bin/activate - cd examples/minimal - python write_traces.py otel - sleep 5 - - - name: Write Traces via AgentOps Tracer - env: - OPENAI_BASE_URL: http://localhost:12306/ - OPENAI_API_KEY: dummy - run: | - set -euo pipefail - source .venv/bin/activate - cd examples/minimal - python write_traces.py agentops - sleep 5 - - - name: Write Traces with Operations - run: | - set -euo pipefail - source .venv/bin/activate - cd examples/minimal - python write_traces.py operation - sleep 5 - - - name: Write Traces via Otel Tracer with Client - run: | - set -euo pipefail - source .venv/bin/activate - cd examples/minimal - agl store --port 45993 --log-level DEBUG & - sleep 5 - python write_traces.py otel --use-client - pkill -f agl && echo "SIGTERM sent to agl" || echo "No agl process found" - while pgrep -f agl; do - echo "Waiting for agl to finish..." - sleep 5 - done - - - name: Write Traces via AgentOps Tracer with Client - env: - OPENAI_BASE_URL: http://localhost:12306/ - OPENAI_API_KEY: dummy - run: | - set -euo pipefail - source .venv/bin/activate - cd examples/minimal - agl store --port 45993 --log-level DEBUG & - sleep 5 - python write_traces.py agentops --use-client - pkill -f agl && echo "SIGTERM sent to agl" || echo "No agl process found" - while pgrep -f agl; do - echo "Waiting for agl to finish..." - sleep 5 - done - - - name: vLLM Server - run: | - set -euo pipefail - source .venv/bin/activate - cd examples/minimal - python vllm_server.py Qwen/Qwen2.5-0.5B-Instruct - - - name: LLM Proxy (OpenAI backend) - env: - OPENAI_API_BASE: http://localhost:12306/ - OPENAI_API_KEY: dummy - run: | - set -euo pipefail - source .venv/bin/activate - cd examples/minimal - - python llm_proxy.py openai gpt-4.1-mini & - - LLM_PROXY_READY=0 - for attempt in $(seq 1 30); do - if curl -sSf http://localhost:43886/health > /dev/null 2>&1; then - LLM_PROXY_READY=1 - break - fi - sleep 2 - done - if [[ "$LLM_PROXY_READY" != "1" ]]; then - echo "LLM proxy failed to become healthy" >&2 - exit 1 - fi - - python llm_proxy.py test gpt-4.1-mini - - pkill -f llm_proxy.py && echo "SIGTERM sent to llm_proxy.py" || echo "No llm_proxy.py process found" - while pgrep -f llm_proxy.py; do - echo "Waiting for llm_proxy.py to finish..." - sleep 5 - done - - - name: LLM Proxy (vLLM backend) - if: matrix.setup-script != 'legacy' # Skip if return_token_ids is not supported - run: | - set -euo pipefail - source .venv/bin/activate - cd examples/minimal - python llm_proxy.py vllm Qwen/Qwen2.5-0.5B-Instruct & - - LLM_PROXY_READY=0 - for attempt in $(seq 1 30); do - if curl -sSf http://localhost:43886/health > /dev/null 2>&1; then - LLM_PROXY_READY=1 - break - fi - sleep 2 - done - if [[ "$LLM_PROXY_READY" != "1" ]]; then - echo "LLM proxy failed to become healthy" >&2 - exit 1 - fi - - python llm_proxy.py test Qwen/Qwen2.5-0.5B-Instruct - - pkill -f llm_proxy.py && echo "SIGTERM sent to llm_proxy.py" || echo "No llm_proxy.py process found" - while pgrep -f llm_proxy.py; do - echo "Waiting for llm_proxy.py to finish..." - sleep 5 - done - - - name: MultiMetrics backend example - run: | - set -euo pipefail - source .venv/bin/activate - cd examples/minimal - python write_metrics.py --duration 8 --prom-port 9105 --prom-host 0.0.0.0 2>&1 | tee metrics.log & - pid=$! - - for attempt in $(seq 1 20); do - if curl -sSf http://localhost:9105/metrics | grep -q minimal_requests_total; then - echo "Metrics endpoint responding" - wait $pid - cat metrics.log - exit 0 - fi - sleep 1 - done - - echo "Metrics endpoint did not respond" - exit 1 diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml index fbe077451..bd28d372b 100644 --- a/.github/workflows/tests.yml +++ b/.github/workflows/tests.yml @@ -10,10 +10,6 @@ on: branches: [ main, stable/**/* ] workflow_dispatch: - schedule: - # Every day at noon and midnight - - cron: '0 0,12 * * *' - jobs: lint: @@ -157,7 +153,7 @@ jobs: pytest-mark: 'not store and not agentops and not weave and not llmproxy and not utils' env: - python-version: '3.10' - setup-script: 'legacy' + setup-script: 'stable' - python-version: '3.11' setup-script: 'stable' - python-version: '3.12' @@ -179,10 +175,10 @@ jobs: run: uv lock --upgrade if: matrix.env.setup-script == 'latest' - name: Sync dependencies (latest) - run: uv sync --frozen --no-default-groups --extra apo --extra weave --group dev --group agents --group langchain --group core-stable + run: uv sync --frozen --no-default-groups --extra apo --extra weave --group dev --group agents --group langchain if: matrix.env.setup-script == 'latest' - - name: Sync dependencies (stable & legacy) - run: uv sync --frozen --no-default-groups --extra apo --extra weave --group dev --group agents --group langchain --group core-${{ matrix.env.setup-script }} + - name: Sync dependencies (stable) + run: uv sync --frozen --no-default-groups --extra apo --extra weave --group dev --group agents --group langchain if: matrix.env.setup-script != 'latest' - name: Freeze dependencies run: | @@ -231,7 +227,7 @@ jobs: enable-cache: true python-version: '3.12' - name: Sync Python dependencies - run: uv sync --frozen --no-default-groups --extra apo --group dev --group agents --group core-stable + run: uv sync --frozen --no-default-groups --extra apo --group dev --group agents - name: Install JavaScript dependencies run: cd dashboard && npm ci - name: Run vitest diff --git a/.gitignore b/.gitignore index c89af90d7..bf0c1885c 100644 --- a/.gitignore +++ b/.gitignore @@ -176,7 +176,7 @@ cython_debug/ # be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore # and can be added to the global gitignore or merged into this file. For a more nuclear # option (not recommended) you can uncomment the following to ignore the entire idea folder. -#.idea/ +.idea/ # Abstra # Abstra is an AI-powered process automation framework. diff --git a/RAI_README.md b/RAI_README.md index ce2f35e29..2c9ef8af9 100644 --- a/RAI_README.md +++ b/RAI_README.md @@ -1,5 +1,11 @@ # Responsible AI Transparency Documentation - Agent Lightning +> **Fork notice:** This document was inherited from +> [microsoft/agent-lightning](https://github.com/microsoft/agent-lightning) and records the upstream project's +> evaluation and intended-use guidance. YanbiaoLab preserves it as safety context, but does not claim Microsoft +> certification or endorsement for this independently maintained fork. Fork-specific concerns should be reported +> through [YanbiaoLab's issue tracker](https://github.com/YanbiaoLab/agent-lightning/issues). + ## OVERVIEW Agent Lightning is a flexible and extensible framework that enables seamless agent optimization for any existing agent framework. Agent optimization includes various data-driven techniques to customize the agent for better performance, including but not limited to model fine-tuning, prompt tuning, and model selection. And the agent frameworks refer to popular and easy-to-use agent developing frameworks such as OpenAI Agents SDK, Microsoft AutoGen, and LangChain. @@ -65,7 +71,7 @@ It is the user’s responsibility to ensure that the use of Agent Lightning comp We use the MIT license. ## CONTACT -We welcome feedback and collaboration from our audience. If you have suggestions, questions, or observe unexpected/offensive behavior in our technology, please contact us at agent-lightning@microsoft.com. +For this fork, submit suggestions and questions through the [YanbiaoLab issue tracker](https://github.com/YanbiaoLab/agent-lightning/issues). Security-sensitive reports should follow the repository's [security policy](SECURITY.md). The upstream project can be contacted at agent-lightning@microsoft.com for upstream-specific matters. If the team receives reports of undesired behavior or identifies issues independently, we will update this repository with appropriate mitigations. diff --git a/README.md b/README.md index 2be94bfaf..e03c71890 100644 --- a/README.md +++ b/README.md @@ -4,16 +4,21 @@ # Agent Lightning⚡ -[![Unit Tests](https://github.com/microsoft/agent-lightning/actions/workflows/badge-unit.yml/badge.svg)](https://github.com/microsoft/agent-lightning/actions/workflows/badge-unit.yml) -[![Documentation](https://img.shields.io/badge/GitHub%20Pages-Documentation-blue)](https://microsoft.github.io/agent-lightning/) -[![PyPI version](https://badge.fury.io/py/agentlightning.svg)](https://badge.fury.io/py/agentlightning) +[![Unit Tests](https://github.com/YanbiaoLab/agent-lightning/actions/workflows/tests.yml/badge.svg)](https://github.com/YanbiaoLab/agent-lightning/actions/workflows/tests.yml) +[![Documentation](https://img.shields.io/badge/GitHub%20Pages-Documentation-blue)](https://yanbiaolab.github.io/agent-lightning/) +[![Upstream PyPI version](https://badge.fury.io/py/agentlightning.svg)](https://badge.fury.io/py/agentlightning) [![License](https://img.shields.io/badge/license-MIT-blue.svg)](LICENSE) -[![Ask DeepWiki](https://deepwiki.com/badge.svg)](https://deepwiki.com/microsoft/agent-lightning) +[![Ask DeepWiki](https://deepwiki.com/badge.svg)](https://deepwiki.com/YanbiaoLab/agent-lightning) [![Discord](https://img.shields.io/badge/Discord-Join-5865F2?logo=discord&logoColor=white)](https://discord.gg/RYk7CdvDR7) **The absolute trainer to light up AI agents.** -Join our [Discord community](https://discord.gg/RYk7CdvDR7) to connect with other users and contributors. +> [!IMPORTANT] +> This repository is an independently maintained fork of +> [microsoft/agent-lightning](https://github.com/microsoft/agent-lightning). It is not maintained or endorsed by +> Microsoft. Existing copyright, license, authorship, and citation information is preserved from the upstream project. + +The upstream project hosts a [Discord community](https://discord.gg/RYk7CdvDR7) for Agent Lightning users and contributors. ## ⚡ Core Features @@ -22,7 +27,7 @@ Join our [Discord community](https://discord.gg/RYk7CdvDR7) to connect with othe - **Selectively** optimize one or more agents in a multi-agent system. 🎯 - Embraces **Algorithms** like Reinforcement Learning, Automatic Prompt Optimization, Supervised Fine-tuning and more. 🤗 -Read more on our [documentation website](https://microsoft.github.io/agent-lightning/). +Read more on the [documentation website](https://yanbiaolab.github.io/agent-lightning/).

Agent-Lightning Core Quickstart @@ -30,19 +35,27 @@ Read more on our [documentation website](https://microsoft.github.io/agent-light ## ⚡ Installation +Install this fork directly from GitHub: + +```bash +pip install "agentlightning @ git+https://github.com/YanbiaoLab/agent-lightning.git@main" +``` + +The `agentlightning` package on PyPI is published by the upstream project and may not include changes from this fork: + ```bash pip install agentlightning ``` -For the latest nightly build (cutting-edge features), you can install from Test PyPI: +Upstream nightly builds are available from Test PyPI: ```bash pip install --upgrade --index-url https://test.pypi.org/simple/ --extra-index-url https://pypi.org/simple/ --pre agentlightning ``` -Please refer to our [installation guide](https://microsoft.github.io/agent-lightning/stable/tutorials/installation/) for more details. +Please refer to the [installation guide](https://yanbiaolab.github.io/agent-lightning/stable/tutorials/installation/) for more details. -To start using Agent-lightning, check out our [documentation](https://microsoft.github.io/agent-lightning/) and [examples](./examples). +To start using Agent-lightning, check out the [documentation](https://yanbiaolab.github.io/agent-lightning/) and [examples](./examples). ## ⚡ Articles @@ -72,17 +85,6 @@ No rewrites, no lock-in, just a clear path from first rollout to steady improvem Agent-lightning Architecture

-## ⚡ CI Status - -| Workflow | Status | -|----------|--------| -| CPU Tests | [![tests workflow status](https://github.com/microsoft/agent-lightning/actions/workflows/tests.yml/badge.svg)](https://github.com/microsoft/agent-lightning/actions/workflows/tests.yml) | -| Full Tests | [![tests summary workflow status](https://github.com/microsoft/agent-lightning/actions/workflows/badge-unit.yml/badge.svg)](https://github.com/microsoft/agent-lightning/actions/workflows/badge-unit.yml) | -| UI Tests | [![UI Tests](https://github.com/microsoft/agent-lightning/actions/workflows/dashboard.yml/badge.svg)](https://github.com/microsoft/agent-lightning/actions/workflows/dashboard.yml) | -| Examples Integration | [![examples summary workflow status](https://github.com/microsoft/agent-lightning/actions/workflows/badge-examples.yml/badge.svg)](https://github.com/microsoft/agent-lightning/actions/workflows/badge-examples.yml) | -| Latest Dependency Compatibility | [![latest summary workflow status](https://github.com/microsoft/agent-lightning/actions/workflows/badge-latest.yml/badge.svg)](https://github.com/microsoft/agent-lightning/actions/workflows/badge-latest.yml) | -| Legacy Examples Compatibility | [![compat summary workflow status](https://github.com/microsoft/agent-lightning/actions/workflows/badge-compat.yml/badge.svg)](https://github.com/microsoft/agent-lightning/actions/workflows/badge-compat.yml) | - ## ⚡ Citation If you find Agent Lightning useful in your research or projects, please cite our paper: @@ -101,11 +103,7 @@ If you find Agent Lightning useful in your research or projects, please cite our ## ⚡ Contributing -This project welcomes contributions and suggestions. Start by reading the [Contributing Guide](docs/community/contributing.md) for recommended contribution points, environment setup, branching conventions, and pull request expectations. Most contributions require you to agree to a Contributor License Agreement (CLA) declaring that you have the right to, and actually do, grant us the rights to use your contribution. For details, visit https://cla.opensource.microsoft.com. - -When you submit a pull request, a CLA bot will automatically determine whether you need to provide a CLA and decorate the PR appropriately (e.g., status check, comment). Simply follow the instructions provided by the bot. You will only need to do this once across all repos using our CLA. - -This project has adopted the [Microsoft Open Source Code of Conduct](https://opensource.microsoft.com/codeofconduct/). For more information see the [Code of Conduct FAQ](https://opensource.microsoft.com/codeofconduct/faq/) or contact [opencode@microsoft.com](mailto:opencode@microsoft.com) with any additional questions or comments. +This project welcomes contributions and suggestions. Start by reading the [Contributing Guide](docs/community/contributing.md) for recommended contribution points, environment setup, branching conventions, and pull request expectations. By contributing, you confirm that you have the right to submit your changes under the repository's MIT License. ## ⚡ Trademarks @@ -113,7 +111,7 @@ This project may contain trademarks or logos for projects, products, or services ## ⚡ Responsible AI -This project has been evaluated and certified to comply with the Microsoft Responsible AI Standard. The team will continue to monitor and maintain the repository, addressing any severe issues, including potential harms, if they arise. +The upstream project reports evaluation against the Microsoft Responsible AI Standard. That statement applies to the upstream project and does not constitute certification or endorsement of this independently maintained fork. Please report security, safety, or harmful-behavior concerns through this repository's [issue tracker](https://github.com/YanbiaoLab/agent-lightning/issues). ## ⚡ License diff --git a/SECURITY.md b/SECURITY.md index 656f79188..59587810d 100644 --- a/SECURITY.md +++ b/SECURITY.md @@ -1,14 +1,9 @@ - +# Security Policy -## Security +## Reporting a Vulnerability -Microsoft takes the security of our software products and services seriously, which -includes all source code repositories in our GitHub organizations. +Do not report security vulnerabilities through public GitHub issues. -**Please do not report security vulnerabilities through public GitHub issues.** +Use [GitHub private vulnerability reporting](https://github.com/YanbiaoLab/agent-lightning/security/advisories/new) to contact the YanbiaoLab maintainers. Include affected versions, reproduction steps, impact, and any suggested mitigation. Maintainers will acknowledge the report and coordinate disclosure through the private advisory. -For security reporting information, locations, contact information, and policies, -please review the latest guidance for Microsoft repositories at -[https://aka.ms/SECURITY.md](https://aka.ms/SECURITY.md). - - +Vulnerabilities that affect the upstream project should also be reported according to the [Microsoft security policy](https://aka.ms/SECURITY.md). diff --git a/agentlightning/__init__.py b/agentlightning/__init__.py index 23ba470ca..ec96daeea 100644 --- a/agentlightning/__init__.py +++ b/agentlightning/__init__.py @@ -4,18 +4,13 @@ from .adapter import * from .algorithm import * -from .client import AgentLightningClient, DevTaskLoader # deprecated # type: ignore -from .config import * from .emitter import * from .env_var import * from .execution import * from .litagent import * from .llm_proxy import * -from .logging import configure_logger # deprecated # type: ignore -from .logging import setup as setup_logging # type: ignore -from .logging import setup_module as setup_module_logging # type: ignore +from .logging import * from .runner import * -from .server import AgentLightningServer # deprecated # type: ignore from .store import * from .tracer import * from .trainer import * diff --git a/agentlightning/adapter/messages.py b/agentlightning/adapter/messages.py index fe6c5912e..f31f47448 100644 --- a/agentlightning/adapter/messages.py +++ b/agentlightning/adapter/messages.py @@ -118,7 +118,7 @@ def convert_to_openai_messages(prompt_completion_list: List[_RawSpanInfo]) -> Ge entries compatible with the OpenAI Functions fine-tuning format. """ - # Import locally to avoid legacy OpenAI version type import errors + # Keep OpenAI-specific schema imports scoped to this conversion path. from openai.types.chat import ( ChatCompletionAssistantMessageParam, ChatCompletionFunctionToolParam, diff --git a/agentlightning/adapter/triplet.py b/agentlightning/adapter/triplet.py index b36acc735..d7ef3591f 100644 --- a/agentlightning/adapter/triplet.py +++ b/agentlightning/adapter/triplet.py @@ -6,7 +6,7 @@ import logging import re from enum import Enum -from typing import Any, Dict, List, Optional, Sequence, Tuple, Union, cast +from typing import Any, Dict, List, Optional, Sequence, Tuple, TypeGuard, Union, cast from opentelemetry.sdk.trace import ReadableSpan from pydantic import BaseModel @@ -21,6 +21,44 @@ logger = logging.getLogger(__name__) +TRACER_TOKEN_IDS_KEYS = { + "prompt": ("prompt_token_ids",), + "response": ("response_token_ids",), +} + + +def _is_int_sequence(value: Sequence[Any]) -> TypeGuard[Sequence[int]]: + return all(isinstance(item, int) for item in value) + + +def _is_any_mapping(value: object) -> TypeGuard[Dict[str, Any]]: + return isinstance(value, dict) + + +TRACER_RESPONSE_ID_KEYS = ("gen_ai.response.id", f"{LightningSpanAttributes.OPERATION_OUTPUT.value}.id") + +TRACER_REQUEST_KEY_PREFIXES = ("gen_ai.request", LightningSpanAttributes.OPERATION_INPUT.value) + +TRACER_RESPONSE_KEY_PREFIXES = ("gen_ai.response", LightningSpanAttributes.OPERATION_OUTPUT.value) + +TRACER_PROMPT_KEY_PREFIXES = ("gen_ai.prompt", f"{LightningSpanAttributes.OPERATION_INPUT.value}.messages") + +TRACER_COMPLETION_KEY_PREFIXES = ("gen_ai.completion", f"{LightningSpanAttributes.OPERATION_OUTPUT.value}.choices") + +LLM_PROXY_RAW_TOKEN_KEYS = { + "prompt": ("llm.hosted_vllm.prompt_token_ids",), + "response_choices": ("llm.hosted_vllm.choices",), + "response_tokens": ("llm.hosted_vllm.response_token_ids",), +} + +LLM_PROXY_OPENAI_TOKEN_KEYS = { + "prompt": ("prompt_token_ids",), + "response": ("response_token_ids",), +} + +LLM_PROXY_RESPONSE_ID_KEYS = ("gen_ai.response.id", "llm.hosted_vllm.id") + + def _attributes_get_multiple(attributes: Dict[str, Any], keys: List[str]) -> Optional[str]: """Get a string from the attributes, if present. If there are multiple matches, the first one is returned. @@ -116,11 +154,11 @@ def __init__( self.children = children or [] @property - def start_time(self): + def start_time(self) -> Optional[float]: return self.span.start_time @property - def end_time(self): + def end_time(self) -> Optional[float]: return self.span.end_time def find_id(self, id: str) -> "TraceTree | None": @@ -149,7 +187,7 @@ def visualize(self, filename: str, interested_span_match: str | None = None) -> """ import graphviz - dot = graphviz.Digraph(comment="Trace Tree") + dot = cast(Any, graphviz.Digraph(comment="Trace Tree")) should_visit_cache: Dict[str, bool] = {} @@ -177,14 +215,14 @@ def visit(node: "TraceTree") -> bool: vis_name = node.id[-8:] + " (" + node.span.name + ")" if agent_name is not None: vis_name += " [" + agent_name + "]" - dot.node(node.id, vis_name) # type: ignore + dot.node(node.id, vis_name) for child in node.children: if visit(child): - dot.edge(node.id, child.id) # type: ignore + dot.edge(node.id, child.id) return True visit(self) - dot.render(filename, format="png", cleanup=True) # type: ignore + dot.render(filename, format="png", cleanup=True) def names_tuple(self) -> Tuple[str, List[Any]]: """Return the span name alongside nested child names. @@ -321,8 +359,6 @@ def agent_name(self) -> Optional[str]: Agent name extracted from known attributes, otherwise `None`. """ attributes = self.span.attributes - if attributes is None: # type: ignore - return None # Case 1: OpenAI Agent SDK agent_name = cast(Optional[str], attributes.get("agent.name")) @@ -383,7 +419,7 @@ def is_reward_span(self) -> bool: `True` when the span payload describes a reward, otherwise `False`. """ maybe_reward = self.maybe_reward_dict() - if maybe_reward and maybe_reward.get("type") == "reward": # type: ignore + if maybe_reward and maybe_reward.get("type") == "reward": return True # Agent-lightning 0.3+ @@ -442,8 +478,8 @@ def find_llm_calls( ): is_llm_call = False - if is_llm_call: - llm_calls.append((self, within_matching_subtree)) # type: ignore + if is_llm_call and within_matching_subtree is not None: + llm_calls.append((self, within_matching_subtree)) if existing_llm_call_response_ids is None: existing_llm_call_response_ids = set() if response_id is not None: @@ -508,10 +544,17 @@ def repair_hierarchy(self) -> None: continue if node is self: continue - if node.start_time <= repair_node.start_time and node.end_time >= repair_node.end_time: # type: ignore - duration_delta = node.end_time - repair_node.end_time + repair_node.start_time - node.start_time # type: ignore + if ( + node.start_time is None + or node.end_time is None + or repair_node.start_time is None + or repair_node.end_time is None + ): + continue + if node.start_time <= repair_node.start_time and node.end_time >= repair_node.end_time: + duration_delta = node.end_time - repair_node.end_time + repair_node.start_time - node.start_time if duration_delta > 0 and duration_delta < closest_duration: - closest_duration = duration_delta # type: ignore + closest_duration = duration_delta closest_parent = node # Repair the hierarchy @@ -534,18 +577,18 @@ def match_rewards(self, reward_match: str, llm_calls: List["TraceTree"]) -> dict rewards: dict[str, Optional[float]] = {} if reward_match == RewardMatchPolicy.FIRST_OCCURRENCE: - time_sorted: List[TraceTree] = cast(List[TraceTree], sorted(self.traverse(), key=lambda x: x.start_time)) # type: ignore - assign_to: List[Tuple[str, int]] = [] # type: ignore + time_sorted = sorted(self.traverse(), key=lambda x: x.start_time or 0.0) + assign_to: List[Tuple[str, float]] = [] for item in time_sorted: - if item.id in llm_call_ids: - assign_to.append((item.id, item.end_time)) # type: ignore + if item.id in llm_call_ids and item.end_time is not None: + assign_to.append((item.id, item.end_time)) # get reward agentops_output = item.maybe_reward_dict() if agentops_output and agentops_output.get("type") == "reward": for assign_to_id, assign_to_end_time in reversed(assign_to): # This reward happens before the end of the LLM call. - if assign_to_end_time > item.start_time: # type: ignore + if item.start_time is None or assign_to_end_time > item.start_time: continue # Ok, we found someone to assign to if assign_to_id in rewards: @@ -556,15 +599,15 @@ def match_rewards(self, reward_match: str, llm_calls: List["TraceTree"]) -> dict elif reward_match == RewardMatchPolicy.FIRST_SIBLING: for item in self.traverse(): - assign_to: List[Tuple[str, int]] = [] + assign_to: List[Tuple[str, float]] = [] for child in item.children: - if child.id in llm_call_ids: - assign_to.append((child.id, child.end_time)) # type: ignore + if child.id in llm_call_ids and child.end_time is not None: + assign_to.append((child.id, child.end_time)) agentops_output = child.maybe_reward_dict() if agentops_output and agentops_output.get("type") == "reward": for assign_to_id, assign_to_end_time in reversed(assign_to): - if assign_to_end_time > child.start_time: # type: ignore + if child.start_time is None or assign_to_end_time > child.start_time: # This reward happens before the end of the LLM call. continue if assign_to_id in rewards: @@ -589,25 +632,19 @@ def extract_prompt_image_urls(self, prompt_raw_content: Any) -> List[str]: message_entries = cast(List[Any], prompt_raw_content) elif isinstance(prompt_raw_content, dict): # Common when the attributes expand to {"0": {...}, "prompt_filter_results": ...} - numeric_keys = [ - key - for key in cast(Dict[str, Any], prompt_raw_content).keys() - if isinstance(key, str) and key.isdigit() # pyright: ignore[reportUnnecessaryIsInstance] - ] + prompt_dict = cast(Dict[str, Any], prompt_raw_content) + numeric_keys = [key for key in prompt_dict if key.isdigit()] if numeric_keys: for key in sorted(numeric_keys, key=int): - message_entries.append(prompt_raw_content[key]) + message_entries.append(prompt_dict[key]) else: - message_entries = [prompt_raw_content] + message_entries = [prompt_dict] else: return [] image_urls: List[str] = [] - for message in cast(List[Dict[str, Any]], message_entries): - if ( - not isinstance(message, dict) # pyright: ignore[reportUnnecessaryIsInstance] - or "content" not in message - ): + for message in message_entries: + if not _is_any_mapping(message) or "content" not in message: continue content = message["content"] if isinstance(content, str): @@ -617,15 +654,17 @@ def extract_prompt_image_urls(self, prompt_raw_content: Any) -> List[str]: logger.debug(f"Failed to parse message content as JSON: {content}") continue if isinstance(content, list): - for content_part in cast(List[Dict[str, Any]], content): - if not isinstance(content_part, dict): # pyright: ignore[reportUnnecessaryIsInstance] + content_parts = cast(List[Any], content) + for content_part in content_parts: + if not _is_any_mapping(content_part): continue if content_part.get("type") == "image_url": - image_url_dict = cast(Dict[str, Any], content_part.get("image_url")) - if not isinstance(image_url_dict, dict): # pyright: ignore[reportUnnecessaryIsInstance] + image_url_dict = content_part.get("image_url") + if not _is_any_mapping(image_url_dict): continue - if "url" in image_url_dict: - image_urls.append(image_url_dict["url"]) + image_url = image_url_dict.get("url") + if isinstance(image_url, str): + image_urls.append(image_url) return image_urls def span_to_triplet(self, span: Span, agent_name: str) -> Triplet: @@ -634,39 +673,15 @@ def span_to_triplet(self, span: Span, agent_name: str) -> Triplet: Subclass can override this method to add more fields to the triplet, such as chat messages and tool calls. """ - prompt_token_ids = ( - _attributes_get_ids_multiple( - span.attributes, - [ - "prompt_token_ids", - "agentlightning.operation.output.prompt_token_ids", # Weave tracer - ], - ) - or [] - ) + prompt_token_ids = _attributes_get_ids_multiple(span.attributes, list(TRACER_TOKEN_IDS_KEYS["prompt"])) or [] response_token_ids = ( - _attributes_get_ids_multiple( - span.attributes, - [ - "response_token_ids", - "agentlightning.operation.output.response_token_ids.0", # Weave tracer - "agentlightning.operation.output.choices.0.token_ids", # Weave tracer with newer vLLM - "agentlightning.operation.output.choices.0.provider_specific_fields.token_ids", # new vLLM + new OpenAI client SDK - ], - ) - or [] + _attributes_get_ids_multiple(span.attributes, list(TRACER_TOKEN_IDS_KEYS["response"])) or [] ) - response_id = _attributes_get_multiple( - span.attributes, ["gen_ai.response.id", "agentlightning.operation.output.id"] - ) - request_metadata = _attributes_unflatten_multiple( - span.attributes, ["gen_ai.request", "agentlightning.operation.input"] - ) - response_metadata = _attributes_unflatten_multiple( - span.attributes, ["gen_ai.response", "agentlightning.operation.output"] - ) - # Special handling for Weave tracer: messages are handled separately + response_id = _attributes_get_multiple(span.attributes, list(TRACER_RESPONSE_ID_KEYS)) + request_metadata = _attributes_unflatten_multiple(span.attributes, list(TRACER_REQUEST_KEY_PREFIXES)) + response_metadata = _attributes_unflatten_multiple(span.attributes, list(TRACER_RESPONSE_KEY_PREFIXES)) + # Special handling for operation output messages: messages are handled separately. if isinstance(request_metadata, dict): request_metadata.pop("messages", None) if isinstance(response_metadata, dict): @@ -674,18 +689,14 @@ def span_to_triplet(self, span: Span, agent_name: str) -> Triplet: response_metadata.pop("prompt_token_ids", None) response_metadata.pop("response_token_ids", None) - prompt_raw_content = _attributes_unflatten_multiple( - span.attributes, ["gen_ai.prompt", "agentlightning.operation.input.messages"] - ) - completion_raw_content = _attributes_unflatten_multiple( - span.attributes, ["gen_ai.completion", "agentlightning.operation.output.choices"] - ) + prompt_raw_content = _attributes_unflatten_multiple(span.attributes, list(TRACER_PROMPT_KEY_PREFIXES)) + completion_raw_content = _attributes_unflatten_multiple(span.attributes, list(TRACER_COMPLETION_KEY_PREFIXES)) image_urls = self.extract_prompt_image_urls(prompt_raw_content) prompt_payload = {"token_ids": prompt_token_ids, "raw_content": prompt_raw_content, "image_urls": image_urls} response_payload = {"token_ids": response_token_ids, "raw_content": completion_raw_content} # FIXME: logprob doesn't support Weave tracer yet. - logprobs_content = span.attributes.get("logprobs.content", None) # type: ignore + logprobs_content = span.attributes.get("logprobs.content", None) if isinstance(logprobs_content, str): logprobs_content = json.loads(logprobs_content) response_payload["logprobs"] = logprobs_content @@ -828,7 +839,7 @@ def visualize( trace_tree.visualize(filename, interested_span_match=interested_span_match) return trace_tree - def adapt(self, source: Union[Sequence[Span], Sequence[ReadableSpan]], /) -> List[Triplet]: # type: ignore + def adapt(self, source: Union[Sequence[Span], Sequence[ReadableSpan]], /) -> List[Triplet]: """Convert tracer spans into [`Triplet`][agentlightning.Triplet] trajectories. Args: @@ -870,7 +881,7 @@ class LlmProxyTraceToTriplet(TraceToTripletBase): 1. Sort spans by `(sequence_id, start_time)` for deterministic processing. 2. Extract token identifiers from `litellm_request` or `raw_gen_ai_request` spans. - 3. Extract rewards from spans exposing AgentOps-style payloads or explicit reward spans. + 3. Extract rewards from AGL reward spans. 4. Match each reward to the most recent unmatched LLM call whose sequence is smaller. """ @@ -884,64 +895,72 @@ def _literal_eval_maybe(self, v: Any) -> Any: return v return v - def _extract_tokens_from_raw(self, attrs: Dict[str, Any]) -> Tuple[List[int], List[int]]: - """Extract token ids from raw_gen_ai_request attributes. - - - llm.hosted_vllm.prompt_token_ids: string -> List[int] - - llm.hosted_vllm.response_token_ids: string -> List[List[int]] -> take first - - llm.hosted_vllm.choices: string -> [{'token_ids': [...]}] -> take first - """ - prompt_ids: List[int] = [] - resp_ids: List[int] = [] - - # prompt - p = attrs.get("llm.hosted_vllm.prompt_token_ids") - p = self._literal_eval_maybe(p) - if isinstance(p, list) and all(isinstance(x, int) for x in p): # type: ignore - prompt_ids = cast(List[int], p) - - # response preferred path - r = attrs.get("llm.hosted_vllm.response_token_ids") - r = self._literal_eval_maybe(r) - if isinstance(r, list) and len(r) > 0 and isinstance(r[0], list): # type: ignore - first = cast(List[Any], r[0]) - if all(isinstance(x, int) for x in first): - resp_ids = cast(List[int], first) - - # fallback via choices + def _as_token_ids(self, value: Any) -> List[int]: + """Normalize token ids from list[int], tuple[int], or first element of list[list[int]].""" + parsed = self._literal_eval_maybe(value) + if isinstance(parsed, tuple): + values = cast(Sequence[Any], parsed) + elif isinstance(parsed, list): + values = cast(Sequence[Any], parsed) + else: + return [] + if _is_int_sequence(values): + return list(values) + if values and isinstance(values[0], (list, tuple)): + first = cast(Sequence[Any], values[0]) + if _is_int_sequence(first): + return list(first) + return [] + + def _first_token_ids(self, attrs: Dict[str, Any], keys: Sequence[str]) -> List[int]: + for key in keys: + token_ids = self._as_token_ids(attrs.get(key)) + if token_ids: + return token_ids + return [] + + def _extract_choice_token_ids(self, attrs: Dict[str, Any]) -> List[int]: + choices = attrs.get(LLM_PROXY_RAW_TOKEN_KEYS["response_choices"][0]) + choices = self._literal_eval_maybe(choices) + if not (isinstance(choices, list) and choices): + return [] + choices_list = cast(List[Any], choices) + candidate = choices_list[0] + if not _is_any_mapping(candidate): + return [] + token_ids = self._as_token_ids(candidate.get("token_ids")) + if token_ids: + return token_ids + provider_fields = candidate.get("provider_specific_fields") + if _is_any_mapping(provider_fields): + return self._as_token_ids(provider_fields.get("token_ids")) + return [] + + def _extract_tokens(self, attrs: Dict[str, Any]) -> Tuple[List[int], List[int]]: + """Extract token ids from any LLM proxy span carrying supported token attributes.""" + prompt_ids = self._first_token_ids( + attrs, + ( + *LLM_PROXY_RAW_TOKEN_KEYS["prompt"], + *LLM_PROXY_OPENAI_TOKEN_KEYS["prompt"], + ), + ) + resp_ids = self._first_token_ids( + attrs, + ( + *LLM_PROXY_RAW_TOKEN_KEYS["response_tokens"], + *LLM_PROXY_OPENAI_TOKEN_KEYS["response"], + ), + ) if not resp_ids: - choices = attrs.get("llm.hosted_vllm.choices") - choices = self._literal_eval_maybe(choices) - if isinstance(choices, list) and choices: - cand = cast(Any, choices[0]) - if isinstance(cand, dict): - tids = cast(Dict[str, Any], cand).get("token_ids") - if isinstance(tids, list) and all(isinstance(x, int) for x in tids): # type: ignore - resp_ids = cast(List[int], tids) - + resp_ids = self._extract_choice_token_ids(attrs) return prompt_ids, resp_ids - def _extract_tokens_from_openai(self, attrs: Dict[str, Any]) -> Tuple[List[int], List[int]]: - prompt_ids = cast(Any, attrs.get("prompt_token_ids") or []) - resp_ids = cast(Any, attrs.get("response_token_ids") or []) - prompt_ids = self._literal_eval_maybe(prompt_ids) - resp_ids = self._literal_eval_maybe(resp_ids) - if not (isinstance(prompt_ids, list) and all(isinstance(x, int) for x in prompt_ids)): # type: ignore - prompt_ids = [] - if not (isinstance(resp_ids, list) and all(isinstance(x, int) for x in resp_ids)): # type: ignore - resp_ids = [] - return cast(List[int], prompt_ids), cast(List[int], resp_ids) - - def _maybe_reward_value(self, span: Span) -> Optional[float]: - """Parse reward from typical AgentOps payloads or explicit reward spans.""" - return get_reward_value(span) - def _request_id_from_attrs(self, attrs: Dict[str, Any]) -> Optional[str]: - # Prefer OpenAI-like id if present, else proxy raw id. - rid = attrs.get("gen_ai.response.id") or attrs.get("llm.hosted_vllm.id") + rid = _attributes_get_multiple(attrs, list(LLM_PROXY_RESPONSE_ID_KEYS)) return str(rid) if isinstance(rid, str) and rid else None - def adapt(self, source: Sequence[Span], /) -> List[Triplet]: # type: ignore + def adapt(self, source: Sequence[Span], /) -> List[Triplet]: """Convert LLM Proxy spans into [`Triplet`][agentlightning.Triplet] trajectories. Args: @@ -964,11 +983,21 @@ def adapt(self, source: Sequence[Span], /) -> List[Triplet]: # type: ignore prompt_ids: List[int] = [] resp_ids: List[int] = [] - if s.name == "raw_gen_ai_request": - prompt_ids, resp_ids = self._extract_tokens_from_raw(attrs) - elif s.name == "litellm_request": - # Some proxies never include token ids here. Ignore unless present. - prompt_ids, resp_ids = self._extract_tokens_from_openai(attrs) + if s.name in {"raw_gen_ai_request", "litellm_request"}: + prompt_ids, resp_ids = self._extract_tokens(attrs) + elif any( + key in attrs + for key in ( + *LLM_PROXY_RAW_TOKEN_KEYS["prompt"], + *LLM_PROXY_OPENAI_TOKEN_KEYS["prompt"], + *LLM_PROXY_RAW_TOKEN_KEYS["response_tokens"], + *LLM_PROXY_OPENAI_TOKEN_KEYS["response"], + *LLM_PROXY_RAW_TOKEN_KEYS["response_choices"], + ) + ): + # LiteLLM/OpenTelemetry span names have changed across versions. + # Treat token-id attributes as the compatibility contract. + prompt_ids, resp_ids = self._extract_tokens(attrs) if prompt_ids and resp_ids: rid = self._request_id_from_attrs(attrs) @@ -993,7 +1022,7 @@ def adapt(self, source: Sequence[Span], /) -> List[Triplet]: # type: ignore # Collect rewards by sequence only. rewards: List[Tuple[int, Optional[float]]] = [] for s in spans: - val = self._maybe_reward_value(s) + val = get_reward_value(s) if val is not None: rewards.append((s.sequence_id, val)) diff --git a/agentlightning/algorithm/apo/apo.py b/agentlightning/algorithm/apo/apo.py index 894ea8be2..d02c7e3f3 100644 --- a/agentlightning/algorithm/apo/apo.py +++ b/agentlightning/algorithm/apo/apo.py @@ -13,6 +13,7 @@ import logging import random import time +from collections.abc import Callable from dataclasses import dataclass from pathlib import Path from typing import ( @@ -34,15 +35,26 @@ import poml from openai import AsyncOpenAI +from pydantic import TypeAdapter +from agentlightning.adapter import TraceAdapter from agentlightning.adapter.messages import TraceToMessages from agentlightning.algorithm.base import Algorithm -from agentlightning.algorithm.utils import batch_iter_over_dataset, with_llm_proxy, with_store -from agentlightning.reward import find_final_reward -from agentlightning.types import Dataset, NamedResources, PromptTemplate, Rollout, RolloutMode, RolloutStatus +from agentlightning.algorithm.utils import batch_iter_over_dataset +from agentlightning.emitter.reward import find_final_reward +from agentlightning.types import ( + AlgorithmContext, + Dataset, + NamedResources, + PromptTemplate, + Rollout, + RolloutMode, + RolloutStatus, +) if TYPE_CHECKING: - from agentlightning.llm_proxy import LLMProxy + from openai.types.chat import ChatCompletionMessageParam + from agentlightning.store.base import LightningStore logger = logging.getLogger(__name__) @@ -59,6 +71,10 @@ class RolloutResultForAPO(TypedDict): messages: List[Any] +class _OpenAIChatPayload(TypedDict): + messages: List["ChatCompletionMessageParam"] + + @dataclass class VersionedPromptTemplate: version: str @@ -196,6 +212,22 @@ def _format_log_prefix( return "" return f"[{' | '.join(parts)}]" + @staticmethod + def _validate_openai_messages(messages: object) -> List["ChatCompletionMessageParam"]: + from openai.types.chat import ChatCompletionMessageParam + + return TypeAdapter(List[ChatCompletionMessageParam]).validate_python(messages) + + @classmethod + def _render_poml_chat_payload(cls, template: Path, context: Dict[str, Any]) -> _OpenAIChatPayload: + """Render a POML template into an OpenAI chat payload.""" + render_poml = cast(Callable[..., object], cast(Any, poml).poml) + payload = render_poml(template, context=context, format="openai_chat") + if not isinstance(payload, dict) or "messages" not in payload: + raise ValueError("POML did not return an OpenAI chat payload with a 'messages' field.") + payload_dict = cast(Dict[str, object], payload) + return {"messages": cls._validate_openai_messages(payload_dict["messages"])} + def _log(self, level: int, message: str, *, prefix: Optional[str] = None) -> None: """ Log a message with an optional standardized prefix. @@ -206,7 +238,8 @@ def _log(self, level: int, message: str, *, prefix: Optional[str] = None) -> Non else: logger.log(level, message) - def get_seed_prompt_template(self) -> Tuple[str, PromptTemplate]: + @staticmethod + def _get_seed_prompt_template(initial_resources: NamedResources | None) -> Tuple[str, PromptTemplate]: """ Extract the initial prompt template from the algorithm's resources. @@ -216,18 +249,15 @@ def get_seed_prompt_template(self) -> Tuple[str, PromptTemplate]: Raises: ValueError: If initial_resources is not set or no PromptTemplate is found. """ - initial_resources = self.get_initial_resources() if initial_resources is None: - raise ValueError( - "initial_resources are not set for APO algorithm. " - "Use algorithm.set_initial_resources() to set initial resources or set it in Trainer()" - ) + raise ValueError("APO requires initial_resources in AlgorithmContext.") for name, resource in initial_resources.items(): if isinstance(resource, PromptTemplate): return name, resource raise ValueError("No prompt template resource found in initial_resources") - def get_adapter(self) -> TraceToMessages: + @staticmethod + def _require_adapter(adapter: TraceAdapter[Any] | None) -> TraceToMessages: """ Get the adapter for converting spans to messages. @@ -237,7 +267,6 @@ def get_adapter(self) -> TraceToMessages: Raises: ValueError: If the adapter is not a TraceToMessages. """ - adapter = super().get_adapter() if not isinstance(adapter, TraceToMessages): raise ValueError("Adapter must be a TraceToMessages for APO algorithm") return adapter @@ -294,13 +323,12 @@ async def compute_textual_gradient( prefix=prefix, ) - tg_msg = poml.poml( # type: ignore + tg_msg = self._render_poml_chat_payload( tg_template, context={ "experiments": sampled_rollout_results, "prompt_template": current_prompt.prompt_template.template, }, - format="openai_chat", ) self._log( logging.DEBUG, @@ -309,7 +337,7 @@ async def compute_textual_gradient( ) critique_response = await self.async_openai_client.chat.completions.create( model=self.gradient_model, - messages=tg_msg["messages"], # type: ignore + messages=tg_msg["messages"], temperature=self.diversity_temperature, ) critique_text = critique_response.choices[0].message.content @@ -364,18 +392,17 @@ async def textual_gradient_and_apply_edit( f"Edit will be generated by {self.apply_edit_model} with template: {ae_template.name}", prefix=prefix, ) - ae_msg = poml.poml( # type: ignore + ae_msg = self._render_poml_chat_payload( ae_template, context={ "prompt_template": current_prompt.prompt_template.template, "critique": critique_text, }, - format="openai_chat", ) ae_response = await self.async_openai_client.chat.completions.create( model=self.apply_edit_model, - messages=ae_msg["messages"], # type: ignore + messages=ae_msg["messages"], temperature=self.diversity_temperature, ) new_prompt = ae_response.choices[0].message.content @@ -387,10 +414,10 @@ async def textual_gradient_and_apply_edit( ) return new_prompt - @with_store async def get_rollout_results( self, store: LightningStore, + adapter: TraceToMessages, rollout: List[Rollout], *, prefix: Optional[str] = None, @@ -408,7 +435,6 @@ async def get_rollout_results( List of rollout results formatted for APO processing. """ rollout_results: List[RolloutResultForAPO] = [] - adapter = self.get_adapter() for r in rollout: spans = await store.query_spans(r.rollout_id) messages = adapter.adapt(spans) @@ -429,6 +455,8 @@ async def get_rollout_results( async def evaluate_prompt_on_batch( self, + store: LightningStore, + adapter: TraceToMessages, prompt: VersionedPromptTemplate, resource_name: str, dataset: Sequence[T_task], @@ -456,7 +484,6 @@ async def evaluate_prompt_on_batch( A tuple of (rollout_results, average_reward) where rollout_results contains detailed information for each rollout and average_reward is the mean final reward. """ - store = self.get_store() preview = prompt.prompt_template.template[:50] self._log( logging.INFO, @@ -494,6 +521,8 @@ async def evaluate_prompt_on_batch( await asyncio.sleep(2.0) rollout_results = await self.get_rollout_results( + store, + adapter, finished, prefix=prefix, ) @@ -511,6 +540,7 @@ async def evaluate_prompt_on_batch( def _initialize_beam( self, + initial_resources: NamedResources | None, train_dataset: Optional[Dataset[T_task]], val_dataset: Optional[Dataset[T_task]], ) -> Tuple[str, PromptTemplate, Iterator[Sequence[T_task]], Iterator[Sequence[T_task]]]: @@ -527,7 +557,7 @@ def _initialize_beam( Raises: ValueError: If either dataset is None. """ - resource_name, seed_prompt = self.get_seed_prompt_template() + resource_name, seed_prompt = self._get_seed_prompt_template(initial_resources) if train_dataset is None: raise ValueError("train_dataset is required for APO algorithm") @@ -576,6 +606,8 @@ def _sample_parent_prompts( async def _generate_candidate_prompts( self, + store: LightningStore, + adapter: TraceToMessages, parent_prompts: List[Tuple[int, VersionedPromptTemplate]], resource_name: str, grad_dataset_iterator: Iterator[Sequence[T_task]], @@ -649,6 +681,8 @@ async def _generate_candidate_prompts( ) grad_samples = next(grad_dataset_iterator) rollout_results, _ = await self.evaluate_prompt_on_batch( + store, + adapter, prompt, resource_name, grad_samples, @@ -688,6 +722,8 @@ async def _generate_candidate_prompts( async def _evaluate_and_select_beam( self, + store: LightningStore, + adapter: TraceToMessages, candidates: List[VersionedPromptTemplate], resource_name: str, val_dataset_iterator: Iterator[Sequence[T_task]], @@ -724,6 +760,8 @@ async def _evaluate_and_select_beam( prompt_version=prompt.version, ) _, score = await self.evaluate_prompt_on_batch( + store, + adapter, prompt, resource_name, val_batch, @@ -757,6 +795,8 @@ async def _evaluate_and_select_beam( async def _update_best_prompt( self, + store: LightningStore, + adapter: TraceToMessages, beam: List[VersionedPromptTemplate], resource_name: str, val_dataset: Dataset[T_task], @@ -775,6 +815,8 @@ async def _update_best_prompt( best_prompt = beam[0] prefix = self._format_log_prefix(round_num=display_round, prompt_version=best_prompt.version) _, best_score = await self.evaluate_prompt_on_batch( + store, + adapter, best_prompt, resource_name, cast(Sequence[T_task], val_dataset), @@ -804,14 +846,9 @@ async def _update_best_prompt( prefix=prefix, ) - @with_llm_proxy() - @with_store async def run( self, - store: LightningStore, # Injected by decorator - callers should not provide this parameter - llm_proxy: Optional[LLMProxy], # Injected by decorator - callers should not provide this parameter - train_dataset: Optional[Dataset[T_task]] = None, - val_dataset: Optional[Dataset[T_task]] = None, + context: AlgorithmContext, ) -> None: """ Execute the APO algorithm to optimize prompts through beam search with textual gradients. @@ -824,72 +861,96 @@ async def run( - Uses different training data samples for each gradient computation to ensure diversity Args: - train_dataset: Dataset of tasks for computing textual gradients. Required. - val_dataset: Dataset of tasks for evaluating and selecting prompts. Required. + context: Runtime context containing the store, adapter, optional LLM proxy, + initial resources, and datasets used by APO. Raises: - ValueError: If train_dataset or val_dataset is None, or if resources are not set. - """ - # Initialize beam search - resource_name, seed_prompt, grad_iterator, val_iterator = self._initialize_beam(train_dataset, val_dataset) - - if self._poml_trace: - poml.set_trace(trace_dir="pomltrace") - - # Validation datasets are guaranteed to be non-None after initialization - assert val_dataset is not None + ValueError: If `context.train_dataset`, `context.val_dataset`, + or initial resources are missing. + """ + store = context.store + llm_proxy = context.llm_proxy + adapter = self._require_adapter(context.adapter) + train_dataset = context.train_dataset + val_dataset = context.val_dataset + managed_proxy = False + if llm_proxy is not None and not llm_proxy.is_running(): + await llm_proxy.start() + managed_proxy = True + + try: + # Initialize beam search + resource_name, seed_prompt, grad_iterator, val_iterator = self._initialize_beam( + context.initial_resources, + train_dataset, + val_dataset, + ) + if self._poml_trace: + poml.set_trace(trace_dir="pomltrace") - # Start with seed prompt in the beam - seed_versioned = self._create_versioned_prompt(seed_prompt) - beam: List[VersionedPromptTemplate] = [seed_versioned] - self._history_best_prompt = seed_prompt - self._history_best_version = seed_versioned.version + # Validation datasets are guaranteed to be non-None after initialization + assert val_dataset is not None - # Optionally evaluate seed prompt on validation set to establish baseline - if self.run_initial_validation: - seed_prefix = self._format_log_prefix(round_num=0, prompt_version=seed_versioned.version) - self._log( - logging.INFO, - "Evaluating seed prompt on validation dataset before optimization...", - prefix=seed_prefix, - ) - _, seed_score = await self.evaluate_prompt_on_batch( - seed_versioned, - resource_name, - cast(Sequence[T_task], val_dataset), - mode="val", - prefix=seed_prefix, - ) - self._log( - logging.INFO, - f"Seed prompt baseline score: {seed_score:.3f}", - prefix=seed_prefix, - ) + # Start with seed prompt in the beam + seed_versioned = self._create_versioned_prompt(seed_prompt) + beam: List[VersionedPromptTemplate] = [seed_versioned] self._history_best_prompt = seed_prompt - self._history_best_score = seed_score self._history_best_version = seed_versioned.version - # Run beam search for specified number of rounds - for rnd in range(self.beam_rounds): - display_round = rnd + 1 - round_prefix = self._format_log_prefix(round_num=display_round) - self._log( - logging.INFO, - f"Round {display_round}/{self.beam_rounds}...", - prefix=round_prefix, - ) + # Optionally evaluate seed prompt on validation set to establish baseline + if self.run_initial_validation: + seed_prefix = self._format_log_prefix(round_num=0, prompt_version=seed_versioned.version) + self._log( + logging.INFO, + "Evaluating seed prompt on validation dataset before optimization...", + prefix=seed_prefix, + ) + _, seed_score = await self.evaluate_prompt_on_batch( + store, + adapter, + seed_versioned, + resource_name, + cast(Sequence[T_task], val_dataset), + mode="val", + prefix=seed_prefix, + ) + self._log( + logging.INFO, + f"Seed prompt baseline score: {seed_score:.3f}", + prefix=seed_prefix, + ) + self._history_best_prompt = seed_prompt + self._history_best_score = seed_score + self._history_best_version = seed_versioned.version + + # Run beam search for specified number of rounds + for rnd in range(self.beam_rounds): + display_round = rnd + 1 + round_prefix = self._format_log_prefix(round_num=display_round) + self._log( + logging.INFO, + f"Round {display_round}/{self.beam_rounds}...", + prefix=round_prefix, + ) - # Sample parent prompts from current beam - parent_prompts = self._sample_parent_prompts(beam, rnd) + # Sample parent prompts from current beam + parent_prompts = self._sample_parent_prompts(beam, rnd) - # Generate new candidate prompts from parents - new_candidates = await self._generate_candidate_prompts(parent_prompts, resource_name, grad_iterator, rnd) + # Generate new candidate prompts from parents + new_candidates = await self._generate_candidate_prompts( + store, adapter, parent_prompts, resource_name, grad_iterator, rnd + ) - # Combine existing beam with new candidates - all_candidates = [*beam, *new_candidates] + # Combine existing beam with new candidates + all_candidates = [*beam, *new_candidates] - # Evaluate and select top-k prompts for next beam - beam = await self._evaluate_and_select_beam(all_candidates, resource_name, val_iterator, rnd) + # Evaluate and select top-k prompts for next beam + beam = await self._evaluate_and_select_beam( + store, adapter, all_candidates, resource_name, val_iterator, rnd + ) - # Update historically best prompt if improved - await self._update_best_prompt(beam, resource_name, val_dataset, rnd) + # Update historically best prompt if improved + await self._update_best_prompt(store, adapter, beam, resource_name, val_dataset, rnd) + finally: + if managed_proxy and llm_proxy is not None: + await llm_proxy.stop() diff --git a/agentlightning/algorithm/base.py b/agentlightning/algorithm/base.py index a7487a048..803bed372 100644 --- a/agentlightning/algorithm/base.py +++ b/agentlightning/algorithm/base.py @@ -3,160 +3,25 @@ from __future__ import annotations import inspect -import weakref -from typing import ( - TYPE_CHECKING, - Any, - Awaitable, - Optional, - Union, -) +from typing import Awaitable, Union -from agentlightning.adapter import TraceAdapter -from agentlightning.client import AgentLightningClient -from agentlightning.store.base import LightningStore -from agentlightning.types import Dataset, NamedResources - -if TYPE_CHECKING: - from agentlightning.llm_proxy import LLMProxy - from agentlightning.trainer import Trainer +from agentlightning.types import AlgorithmContext class Algorithm: """Algorithm is the strategy, or tuner to train the agent.""" - _trainer_ref: weakref.ReferenceType[Trainer] | None = None - _llm_proxy_ref: weakref.ReferenceType["LLMProxy"] | None = None - _store: LightningStore | None = None - _initial_resources: NamedResources | None = None - _adapter_ref: weakref.ReferenceType[TraceAdapter[Any]] | None = None - def is_async(self) -> bool: """Return True if the algorithm is asynchronous.""" return inspect.iscoroutinefunction(self.run) - def set_trainer(self, trainer: Trainer) -> None: - """ - Set the trainer for this algorithm. - - Args: - trainer: The Trainer instance that will handle training and validation. - """ - self._trainer_ref = weakref.ref(trainer) - - def get_trainer(self) -> Trainer: - """ - Get the trainer for this algorithm. - - Returns: - The Trainer instance associated with this agent. - """ - if self._trainer_ref is None: - raise ValueError("Trainer has not been set for this agent.") - trainer = self._trainer_ref() - if trainer is None: - raise ValueError("Trainer reference is no longer valid (object has been garbage collected).") - return trainer - - def set_llm_proxy(self, llm_proxy: LLMProxy | None) -> None: - """ - Set the LLM proxy for this algorithm to reuse when available. - - Args: - llm_proxy: The LLMProxy instance configured by the trainer, if any. - """ - self._llm_proxy_ref = weakref.ref(llm_proxy) if llm_proxy is not None else None - - def get_llm_proxy(self) -> Optional[LLMProxy]: - """ - Retrieve the configured LLM proxy instance, if one has been set. - - Returns: - The active LLMProxy instance or None when not configured. - """ - if self._llm_proxy_ref is None: - return None - - llm_proxy = self._llm_proxy_ref() - if llm_proxy is None: - raise ValueError("LLM proxy reference is no longer valid (object has been garbage collected).") - - return llm_proxy - - def set_adapter(self, adapter: TraceAdapter[Any]) -> None: - """ - Set the adapter for this algorithm to collect and convert traces. - """ - self._adapter_ref = weakref.ref(adapter) - - def get_adapter(self) -> TraceAdapter[Any]: - """ - Retrieve the adapter for this algorithm to communicate with the runners. - """ - if self._adapter_ref is None: - raise ValueError("Adapter has not been set for this algorithm.") - adapter = self._adapter_ref() - if adapter is None: - raise ValueError("Adapter reference is no longer valid (object has been garbage collected).") - return adapter - - def set_store(self, store: LightningStore) -> None: - """ - Set the store for this algorithm to communicate with the runners. - - Store is set directly instead of using weakref because its copy is meant to be - maintained throughout the algorithm's lifecycle. - """ - self._store = store - - def get_store(self) -> LightningStore: - """ - Retrieve the store for this algorithm to communicate with the runners. - """ - if self._store is None: - raise ValueError("Store has not been set for this algorithm.") - return self._store - - def get_initial_resources(self) -> Optional[NamedResources]: - """ - Get the initial resources for this algorithm. - """ - return self._initial_resources - - def set_initial_resources(self, resources: NamedResources) -> None: - """ - Set the initial resources for this algorithm. - """ - self._initial_resources = resources - - def __call__(self, *args: Any, **kwargs: Any) -> Any: - return self.run(*args, **kwargs) - - def run( - self, - train_dataset: Optional[Dataset[Any]] = None, - val_dataset: Optional[Dataset[Any]] = None, - ) -> Union[None, Awaitable[None]]: + def run(self, context: AlgorithmContext) -> Union[None, Awaitable[None]]: """Subclasses should implement this method to implement the algorithm. Args: - train_dataset: The dataset to train on. Not all algorithms require a training dataset. - val_dataset: The dataset to validate on. Not all algorithms require a validation dataset. + context: Runtime input for the algorithm execution. Returns: Algorithm should refrain from returning anything. It should just run the algorithm. """ raise NotImplementedError("Subclasses must implement run().") - - def get_client(self) -> AgentLightningClient: - """Get the client to communicate with the algorithm. - - If the algorithm does not require a server-client communication, it can also create a mock client - that never communicates with itself. - - Deprecated and will be removed in a future version. - - Returns: - The AgentLightningClient instance associated with this algorithm. - """ - raise NotImplementedError("Subclasses must implement get_client().") diff --git a/agentlightning/algorithm/decorator.py b/agentlightning/algorithm/decorator.py index 6d5b83c1f..38ba80f6e 100644 --- a/agentlightning/algorithm/decorator.py +++ b/agentlightning/algorithm/decorator.py @@ -4,96 +4,16 @@ import functools import inspect -from typing import ( - TYPE_CHECKING, - Any, - Awaitable, - Dict, - Generic, - Literal, - Optional, - Protocol, - TypeVar, - Union, - cast, - overload, -) +from collections.abc import Callable +from typing import Awaitable, Generic, Literal, TypeVar, Union, cast, overload -from agentlightning.adapter import TraceAdapter -from agentlightning.store.base import LightningStore -from agentlightning.types import Dataset, NamedResources - -if TYPE_CHECKING: - from agentlightning.llm_proxy import LLMProxy +from agentlightning.types import AlgorithmContext from .base import Algorithm -# Algorithm function signature types -# We've missed a lot of combinations here. -# Let's add them in future. - - -class AlgorithmFuncSyncFull(Protocol): - def __call__( - self, - *, - store: LightningStore, - train_dataset: Optional[Dataset[Any]], - val_dataset: Optional[Dataset[Any]], - llm_proxy: Optional[LLMProxy], - adapter: Optional[TraceAdapter[Any]], - initial_resources: Optional[NamedResources], - ) -> None: ... - - -class AlgorithmFuncSyncOnlyStore(Protocol): - def __call__(self, *, store: LightningStore) -> None: ... - - -class AlgorithmFuncSyncOnlyDataset(Protocol): - def __call__(self, *, train_dataset: Optional[Dataset[Any]], val_dataset: Optional[Dataset[Any]]) -> None: ... - - -class AlgorithmFuncAsyncFull(Protocol): - def __call__( - self, - *, - store: LightningStore, - train_dataset: Optional[Dataset[Any]], - val_dataset: Optional[Dataset[Any]], - llm_proxy: Optional[LLMProxy], - adapter: Optional[TraceAdapter[Any]], - initial_resources: Optional[NamedResources], - ) -> Awaitable[None]: ... - - -class AlgorithmFuncAsyncOnlyStore(Protocol): - def __call__(self, *, store: LightningStore) -> Awaitable[None]: ... - - -class AlgorithmFuncAsyncOnlyDataset(Protocol): - def __call__( - self, *, train_dataset: Optional[Dataset[Any]], val_dataset: Optional[Dataset[Any]] - ) -> Awaitable[None]: ... - - -AlgorithmFuncAsync = Union[AlgorithmFuncAsyncOnlyStore, AlgorithmFuncAsyncOnlyDataset, AlgorithmFuncAsyncFull] - -AlgorithmFuncSync = Union[AlgorithmFuncSyncOnlyStore, AlgorithmFuncSyncOnlyDataset, AlgorithmFuncSyncFull] - - -class AlgorithmFuncSyncFallback(Protocol): - def __call__(self, *args: Any, **kwargs: Any) -> Any: ... - - -class AlgorithmFuncAsyncFallback(Protocol): - def __call__(self, *args: Any, **kwargs: Any) -> Awaitable[Any]: ... - - -AlgorithmFuncSyncLike = Union[AlgorithmFuncSync, AlgorithmFuncSyncFallback] -AlgorithmFuncAsyncLike = Union[AlgorithmFuncAsync, AlgorithmFuncAsyncFallback] - -AlgorithmFunc = Union[AlgorithmFuncSyncLike, AlgorithmFuncAsyncLike] +AlgorithmFuncSync = Callable[[AlgorithmContext], None] +AlgorithmFuncAsync = Callable[[AlgorithmContext], Awaitable[None]] +AlgorithmFunc = Union[AlgorithmFuncSync, AlgorithmFuncAsync] AsyncFlag = Literal[True, False] @@ -103,162 +23,81 @@ def __call__(self, *args: Any, **kwargs: Any) -> Awaitable[Any]: ... class FunctionalAlgorithm(Algorithm, Generic[AF]): """An algorithm wrapper built from a callable implementation. - Functional algorithms let you provide an ordinary function instead of - subclassing [`Algorithm`][agentlightning.Algorithm]. The wrapper inspects - the callable signature to supply optional dependencies - such as the store, adapter, and LLM proxy. + Functional algorithms let you provide a plain function instead of subclassing + [`Algorithm`][agentlightning.Algorithm], while still receiving a fully + initialized [`AlgorithmContext`][agentlightning.AlgorithmContext]. """ @overload - def __init__(self: "FunctionalAlgorithm[Literal[False]]", algorithm_func: AlgorithmFuncSyncLike) -> None: ... + def __init__(self: "FunctionalAlgorithm[Literal[False]]", algorithm_func: AlgorithmFuncSync) -> None: ... @overload - def __init__(self: "FunctionalAlgorithm[Literal[True]]", algorithm_func: AlgorithmFuncAsyncLike) -> None: ... + def __init__(self: "FunctionalAlgorithm[Literal[True]]", algorithm_func: AlgorithmFuncAsync) -> None: ... - def __init__(self, algorithm_func: Union[AlgorithmFuncSyncLike, AlgorithmFuncAsyncLike]) -> None: + def __init__(self, algorithm_func: AlgorithmFunc) -> None: """Wrap a function that implements algorithm behaviour. Args: - algorithm_func: Sync or async callable implementing the algorithm - contract. Arguments are detected automatically based on the - function signature. + algorithm_func: Sync or async callable implementing the context-based + algorithm contract. """ super().__init__() self._algorithm_func = algorithm_func - self._sig = inspect.signature(algorithm_func) self._is_async = inspect.iscoroutinefunction(algorithm_func) - # Copy function metadata to preserve type hints and other attributes - functools.update_wrapper(self, algorithm_func) # type: ignore + # Copy function metadata to preserve behavior expected by callers. + functools.update_wrapper(cast(AlgorithmFunc, self), algorithm_func) def is_async(self) -> bool: return self._is_async - @overload - def run( - self: "FunctionalAlgorithm[Literal[False]]", - train_dataset: Optional[Dataset[Any]] = None, - val_dataset: Optional[Dataset[Any]] = None, - ) -> None: ... + def run(self, context: AlgorithmContext) -> Union[None, Awaitable[None]]: + """Execute the wrapped function with the provided context.""" + return self._algorithm_func(context) @overload - def run( - self: "FunctionalAlgorithm[Literal[True]]", - train_dataset: Optional[Dataset[Any]] = None, - val_dataset: Optional[Dataset[Any]] = None, - ) -> Awaitable[None]: ... - - def __call__(self, *args: Any, **kwargs: Any) -> Any: - return self._algorithm_func(*args, **kwargs) # type: ignore - - def run( - self, - train_dataset: Optional[Dataset[Any]] = None, - val_dataset: Optional[Dataset[Any]] = None, - ) -> Union[None, Awaitable[None]]: - """Execute the wrapped function with injected dependencies. + def __call__(self: "FunctionalAlgorithm[Literal[True]]", context: AlgorithmContext) -> Awaitable[None]: ... - Args: - train_dataset: Optional training dataset passed through when the - callable declares a `train_dataset` parameter. - val_dataset: Optional validation dataset passed through when the - callable declares a `val_dataset` parameter. + @overload + def __call__(self: "FunctionalAlgorithm[Literal[False]]", context: AlgorithmContext) -> None: ... - Returns: - None for sync callables or an awaitable when the callable is async. - - Raises: - TypeError: If a dataset is provided but the function signature does - not accept the corresponding argument. - """ - kwargs: Dict[str, Any] = {} - if "store" in self._sig.parameters: - kwargs["store"] = self.get_store() - if "adapter" in self._sig.parameters: - kwargs["adapter"] = self.get_adapter() - if "llm_proxy" in self._sig.parameters: - kwargs["llm_proxy"] = self.get_llm_proxy() - if "initial_resources" in self._sig.parameters: - kwargs["initial_resources"] = self.get_initial_resources() - if "train_dataset" in self._sig.parameters: - kwargs["train_dataset"] = train_dataset - elif train_dataset is not None: - raise TypeError( - f"train_dataset is provided but not supported by the algorithm function: {self._algorithm_func}" - ) - if "val_dataset" in self._sig.parameters: - kwargs["val_dataset"] = val_dataset - elif val_dataset is not None: - raise TypeError( - f"val_dataset is provided but not supported by the algorithm function: {self._algorithm_func}" - ) - # both sync and async functions can be called with the same signature - result = self._algorithm_func(**kwargs) # type: ignore[misc] - if self._is_async: - return cast(Awaitable[None], result) - return None + def __call__(self, context: AlgorithmContext) -> Union[None, Awaitable[None]]: + return self._algorithm_func(context) @overload def algo(func: AlgorithmFuncAsync) -> FunctionalAlgorithm[Literal[True]]: ... -@overload -def algo(func: AlgorithmFuncAsyncFallback) -> FunctionalAlgorithm[Any]: ... - - @overload def algo(func: AlgorithmFuncSync) -> FunctionalAlgorithm[Literal[False]]: ... -@overload -def algo(func: AlgorithmFuncSyncFallback) -> FunctionalAlgorithm[Any]: ... - - def algo( - func: Union[ - AlgorithmFuncSync, - AlgorithmFuncAsync, - AlgorithmFuncSyncFallback, - AlgorithmFuncAsyncFallback, - ], + func: AlgorithmFunc, ) -> Union[FunctionalAlgorithm[Literal[False]], FunctionalAlgorithm[Literal[True]]]: """Convert a callable into a [`FunctionalAlgorithm`][agentlightning.algorithm.decorator.FunctionalAlgorithm]. - The decorator inspects the callable signature to decide which dependencies - to inject at runtime, enabling concise algorithm definitions that still - leverage the full training runtime. + The decorated callable must accept one argument named `context`. - Args: - func: Function implementing the algorithm logic. May be synchronous or - asynchronous. The function can expect all of, or a subset of the following parameters: + ```python + from agentlightning.algorithm.decorator import algo - - `store`: [`LightningStore`][agentlightning.store.base.LightningStore], - - `train_dataset`: [`Dataset`][agentlightning.Dataset], - - `val_dataset`: [`Dataset`][agentlightning.Dataset], - - `llm_proxy`: [`LLMProxy`][agentlightning.LLMProxy], - - `adapter`: [`TraceAdapter`][agentlightning.TraceAdapter], - - `initial_resources`: [`NamedResources`][agentlightning.NamedResources], + @algo + def batching_algorithm(context): + for sample in context.train_dataset or []: + context.store.enqueue_rollout(input=sample, mode=\"train\") - If the function does not expect a parameter, the wrapper will not inject it into the call. - Using `*args` and `**kwargs` will not work and no parameters will be injected. - - Returns: - FunctionalAlgorithm that proxies the callable while exposing the - `Algorithm` interface. - - Examples: - ```python - from agentlightning.algorithm.decorator import algo - - @algo - def batching_algorithm(*, store, train_dataset, val_dataset): - for sample in train_dataset: - store.enqueue_rollout(input=sample, mode="train") - - @algo - async def async_algorithm(*, store, train_dataset=None, val_dataset=None): - await store.enqueue_rollout(input={"prompt": "hello"}, mode="train") - ``` + @algo + async def async_algorithm(context): + await context.store.enqueue_rollout(input={\"prompt\": \"hello\"}, mode=\"train\") + ``` """ + signature = inspect.signature(func) + params = list(signature.parameters.values()) + if len(params) != 1 or params[0].name != "context": + raise TypeError( + "Functions decorated with @algo must accept exactly one parameter named `context` of type AlgorithmContext." + ) + return FunctionalAlgorithm(func) diff --git a/agentlightning/algorithm/fast.py b/agentlightning/algorithm/fast.py index b31ba96e5..e6c6a35b3 100644 --- a/agentlightning/algorithm/fast.py +++ b/agentlightning/algorithm/fast.py @@ -5,16 +5,13 @@ import asyncio import logging from datetime import datetime -from typing import TYPE_CHECKING, Any, List, Literal, Optional +from typing import Any, List, Literal, Optional -from agentlightning.types import Attempt, Dataset, Rollout, RolloutStatus, Span +from agentlightning.adapter import TraceAdapter +from agentlightning.store.base import LightningStore +from agentlightning.types import AlgorithmContext, Attempt, Rollout, RolloutStatus, Span from .base import Algorithm -from .utils import with_llm_proxy, with_store - -if TYPE_CHECKING: - from agentlightning.llm_proxy import LLMProxy - from agentlightning.store.base import LightningStore logger = logging.getLogger(__name__) @@ -106,10 +103,13 @@ def _span_to_string(self, rollout_id: str, attempt: Attempt, span: Span) -> str: msg += f"Attribute keys: {list(span.attributes.keys())}" return msg - async def _handle_rollout_finish(self, rollout: Rollout) -> None: + async def _handle_rollout_finish( + self, + store: LightningStore, + adapter: TraceAdapter[Any] | None, + rollout: Rollout, + ) -> None: """Log attempt metadata and emit adapted traces when a rollout ends.""" - store = self.get_store() - rollout_id = rollout.rollout_id rollout_end_time = rollout.end_time or asyncio.get_event_loop().time() logger.info( @@ -132,36 +132,18 @@ async def _handle_rollout_finish(self, rollout: Rollout) -> None: if self.span_verbosity != "none": logger.info(self._span_to_string(rollout.rollout_id, attempt, span)) - # Attempts to adapt the spans using the adapter if provided - try: - adapter = self.get_adapter() - except ValueError: - logger.warning("No adapter set for MockAlgorithm. Skipping trace adaptation.") - adapter = None if adapter is not None: spans = await store.query_spans(rollout_id=rollout_id, attempt_id="latest") transformed_data = adapter.adapt(spans) logger.info(f"[Rollout {rollout_id}] Adapted data: {transformed_data}") - async def _enqueue_rollouts( - self, dataset: Dataset[Any], train_indices: List[int], val_indices: List[int], resources_id: str + async def _harvest_rollout_spans( + self, + store: LightningStore, + adapter: TraceAdapter[Any] | None, + rollout_id: str, ) -> None: - """Submit rollouts while respecting the maximum queue length.""" - store = self.get_store() - - for index in train_indices + val_indices: - queuing_rollouts = await store.query_rollouts(status_in=["queuing", "requeuing"]) - if len(queuing_rollouts) <= 1: - # Only enqueue a new rollout when there is at most 1 rollout in the queue. - sample = dataset[index] - mode = "train" if index in train_indices else "val" - rollout = await store.enqueue_rollout(input=sample, mode=mode, resources_id=resources_id) - logger.info(f"[Rollout {rollout.rollout_id}] Enqueued in {mode} mode with sample: {sample}") - await asyncio.sleep(self.polling_interval) - - async def _harvest_rollout_spans(self, rollout_id: str): """Poll rollout status updates until completion and log transitions.""" - store = self.get_store() last_status: Optional[RolloutStatus] = None while True: @@ -169,7 +151,7 @@ async def _harvest_rollout_spans(self, rollout_id: str): if rollout is not None: if rollout.status in ["succeeded", "failed", "cancelled"]: # Rollout is finished, log all the data. - await self._handle_rollout_finish(rollout) + await self._handle_rollout_finish(store, adapter, rollout) # We are done here. self._finished_rollout_count += 1 logger.info(f"Finished {self._finished_rollout_count} rollouts.") @@ -187,64 +169,74 @@ async def _harvest_rollout_spans(self, rollout_id: str): await asyncio.sleep(self.polling_interval) - @with_llm_proxy() - @with_store async def run( self, - store: LightningStore, # Injected by decorator - callers should not provide this parameter - llm_proxy: Optional[LLMProxy], # Injected by decorator - callers should not provide this parameter - train_dataset: Optional[Dataset[Any]] = None, - val_dataset: Optional[Dataset[Any]] = None, + context: AlgorithmContext, ) -> None: """Execute the baseline loop across the provided datasets.""" - train_dataset_length = len(train_dataset) if train_dataset is not None else 0 - val_dataset_length = len(val_dataset) if val_dataset is not None else 0 - if train_dataset_length == 0 and val_dataset_length == 0: - logger.error( - "MockAlgorithm requires at least one dataset. Provide train_dataset or val_dataset before running." - ) - return - - concatenated_dataset = [train_dataset[i] for i in range(train_dataset_length) if train_dataset is not None] + [ - val_dataset[i] for i in range(val_dataset_length) if val_dataset is not None - ] - train_indices = list(range(0, train_dataset_length)) - val_indices = list(range(train_dataset_length, train_dataset_length + val_dataset_length)) - logger.debug(f"Train indices: {train_indices}") - logger.debug(f"Val indices: {val_indices}") - - # Currently we only supports a single resource update at the start. - initial_resources = self.get_initial_resources() - if initial_resources is not None: - resource_update = await store.update_resources("default", initial_resources) - resources_id = resource_update.resources_id - logger.info(f"Initial resources set: {initial_resources}") - else: - logger.warning("No initial resources provided. Skip initializing resources.") - resources_id = None - - for epoch in range(self.n_epochs): - harvest_tasks: List[asyncio.Task[None]] = [] - logger.info(f"Proceeding epoch {epoch + 1}/{self.n_epochs}.") - for index in train_indices + val_indices: - logger.info( - f"Processing index {index}. {len(train_indices)} train indices and {len(val_indices)} val indices in total." + store = context.store + train_dataset = context.train_dataset + val_dataset = context.val_dataset + adapter = context.adapter + llm_proxy = context.llm_proxy + managed_proxy = False + if llm_proxy is not None and not llm_proxy.is_running(): + await llm_proxy.start() + managed_proxy = True + + try: + train_dataset_length = len(train_dataset) if train_dataset is not None else 0 + val_dataset_length = len(val_dataset) if val_dataset is not None else 0 + if train_dataset_length == 0 and val_dataset_length == 0: + raise ValueError( + "Baseline requires at least one dataset. Provide train_dataset or val_dataset before running." ) - while True: - queuing_rollouts = await store.query_rollouts(status_in=["queuing", "requeuing"]) - if len(queuing_rollouts) <= self.max_queue_length: - # Only enqueue a new rollout when there is at most "max_queue_length" rollout in the queue. - sample = concatenated_dataset[index] - mode = "train" if index in train_indices else "val" - rollout = await store.enqueue_rollout(input=sample, mode=mode, resources_id=resources_id) - harvest_tasks.append(asyncio.create_task(self._harvest_rollout_spans(rollout.rollout_id))) - logger.info(f"Enqueued rollout {rollout.rollout_id} in {mode} mode with sample: {sample}") - break - else: - # Sleep a bit and try again later. - await asyncio.sleep(self.polling_interval) - # Wait for all harvest tasks to complete - logger.info(f"Waiting for {len(harvest_tasks)} harvest tasks to complete...") - if len(harvest_tasks) > 0: - await asyncio.gather(*harvest_tasks) + concatenated_dataset = [ + train_dataset[i] for i in range(train_dataset_length) if train_dataset is not None + ] + [val_dataset[i] for i in range(val_dataset_length) if val_dataset is not None] + train_indices = list(range(0, train_dataset_length)) + val_indices = list(range(train_dataset_length, train_dataset_length + val_dataset_length)) + logger.debug(f"Train indices: {train_indices}") + logger.debug(f"Val indices: {val_indices}") + + # Currently we only supports a single resource update at the start. + initial_resources = context.initial_resources + if initial_resources is not None: + resource_update = await store.update_resources("default", initial_resources) + resources_id = resource_update.resources_id + logger.info(f"Initial resources set: {initial_resources}") + else: + logger.warning("No initial resources provided. Skip initializing resources.") + resources_id = None + + for epoch in range(self.n_epochs): + harvest_tasks: List[asyncio.Task[None]] = [] + logger.info(f"Proceeding epoch {epoch + 1}/{self.n_epochs}.") + for index in train_indices + val_indices: + logger.info( + f"Processing index {index}. {len(train_indices)} train indices and {len(val_indices)} val indices in total." + ) + while True: + queuing_rollouts = await store.query_rollouts(status_in=["queuing", "requeuing"]) + if len(queuing_rollouts) <= self.max_queue_length: + # Only enqueue a new rollout when there is at most "max_queue_length" rollout in the queue. + sample = concatenated_dataset[index] + mode = "train" if index in train_indices else "val" + rollout = await store.enqueue_rollout(input=sample, mode=mode, resources_id=resources_id) + harvest_tasks.append( + asyncio.create_task(self._harvest_rollout_spans(store, adapter, rollout.rollout_id)) + ) + logger.info(f"Enqueued rollout {rollout.rollout_id} in {mode} mode with sample: {sample}") + break + else: + # Sleep a bit and try again later. + await asyncio.sleep(self.polling_interval) + + # Wait for all harvest tasks to complete + logger.info(f"Waiting for {len(harvest_tasks)} harvest tasks to complete...") + if len(harvest_tasks) > 0: + await asyncio.gather(*harvest_tasks) + finally: + if managed_proxy and llm_proxy is not None: + await llm_proxy.stop() diff --git a/agentlightning/algorithm/utils.py b/agentlightning/algorithm/utils.py index d9e8548f7..4a0f6fe35 100644 --- a/agentlightning/algorithm/utils.py +++ b/agentlightning/algorithm/utils.py @@ -2,41 +2,17 @@ from __future__ import annotations -import functools -import logging import random -from collections.abc import Coroutine from typing import ( - TYPE_CHECKING, - Any, - Callable, - Concatenate, Iterator, List, - Literal, - Optional, - ParamSpec, Sequence, TypeVar, - overload, ) from agentlightning.types import Dataset -if TYPE_CHECKING: - from agentlightning.llm_proxy import LLMProxy - from agentlightning.store.base import LightningStore - - from .base import Algorithm - T_task = TypeVar("T_task") -T_algo = TypeVar("T_algo", bound="Algorithm") - -P = ParamSpec("P") -R = TypeVar("R") - - -logger = logging.getLogger(__name__) def batch_iter_over_dataset(dataset: Dataset[T_task], batch_size: int) -> Iterator[Sequence[T_task]]: @@ -72,106 +48,3 @@ def batch_iter_over_dataset(dataset: Dataset[T_task], batch_size: int) -> Iterat if len(current_batch) == batch_size: yield [dataset[index] for index in current_batch] current_batch = [] - - -def with_store( - func: Callable[Concatenate[T_algo, LightningStore, P], Coroutine[Any, Any, R]], -) -> Callable[Concatenate[T_algo, P], Coroutine[Any, Any, R]]: - """Inject the algorithm's `LightningStore` into coroutine methods. - - The decorator calls `Algorithm.get_store()` once per invocation and passes the - resulting store as an explicit argument to the wrapped coroutine. Decorated - methods therefore receive the resolved store even when invoked by helper - utilities rather than directly by the algorithm. - - Args: - func: The coroutine that expects `(self, store, *args, **kwargs)`. - - Returns: - A coroutine wrapper that automatically retrieves the store and forwards it - to `func`. - """ - - @functools.wraps(func) - async def wrapper(self: T_algo, *args: P.args, **kwargs: P.kwargs) -> R: - store = self.get_store() - return await func(self, store, *args, **kwargs) - - return wrapper - - -@overload -def with_llm_proxy( - required: Literal[False] = False, - auto_start: bool = True, -) -> Callable[ - [Callable[Concatenate[T_algo, Optional[LLMProxy], P], Coroutine[Any, Any, R]]], - Callable[Concatenate[T_algo, P], Coroutine[Any, Any, R]], -]: ... - - -@overload -def with_llm_proxy( - required: Literal[True], - auto_start: bool = True, -) -> Callable[ - [Callable[Concatenate[T_algo, LLMProxy, P], Coroutine[Any, Any, R]]], - Callable[Concatenate[T_algo, P], Coroutine[Any, Any, R]], -]: ... - - -def with_llm_proxy( - required: bool = False, - auto_start: bool = True, -) -> Callable[ - [Callable[..., Coroutine[Any, Any, Any]]], - Callable[..., Coroutine[Any, Any, Any]], -]: - """Resolve and optionally lifecycle-manage the configured LLM proxy. - - Args: - required: When True, raises `ValueError` if the algorithm does not have an - [`LLMProxy`][agentlightning.LLMProxy] set. When False, the wrapped coroutine receives - `None` if no proxy is available. - auto_start: When True, [`LLMProxy.start()`][agentlightning.LLMProxy.start] is invoked if the proxy is not - already running before calling `func` and [`LLMProxy.stop()`][agentlightning.LLMProxy.stop] is - called afterwards. - - Returns: - A decorator that injects the [`LLMProxy`][agentlightning.LLMProxy] (or `None`) as the first - argument after `self` and manages automatic startup/shutdown when requested. - """ - - def decorator( - func: Callable[..., Coroutine[Any, Any, Any]], - ) -> Callable[..., Coroutine[Any, Any, Any]]: - @functools.wraps(func) - async def wrapper(self: Algorithm, *args: Any, **kwargs: Any) -> Any: - llm_proxy = self.get_llm_proxy() - - if required and llm_proxy is None: - raise ValueError( - "LLM proxy is required but not configured. Call set_llm_proxy() before using this method." - ) - - auto_started = False - if auto_start and llm_proxy is not None: - if llm_proxy.is_running(): - logger.info("Proxy is already running, skipping start") - else: - logger.info("Starting proxy, managed by the algorithm") - await llm_proxy.start() - auto_started = True - - try: - # At type level, overloads guarantee that if `required=True` - # then `func` expects a non-optional LLMProxy. - return await func(self, llm_proxy, *args, **kwargs) - finally: - if auto_started and llm_proxy is not None: - logger.info("Stopping proxy, managed by the algorithm") - await llm_proxy.stop() - - return wrapper - - return decorator diff --git a/agentlightning/algorithm/verl/interface.py b/agentlightning/algorithm/verl/interface.py index b45418d5a..9d4fc2e1e 100644 --- a/agentlightning/algorithm/verl/interface.py +++ b/agentlightning/algorithm/verl/interface.py @@ -2,19 +2,11 @@ from __future__ import annotations -from typing import TYPE_CHECKING, Any, Optional, Type - -from hydra import compose, initialize -from omegaconf import OmegaConf +from importlib import import_module +from typing import Any, Callable, Optional, Type, cast from agentlightning.algorithm.base import Algorithm -from agentlightning.client import AgentLightningClient -from agentlightning.types import Dataset -from agentlightning.verl.entrypoint import run_ppo # type: ignore - -if TYPE_CHECKING: - from agentlightning.verl.daemon import AgentModeDaemon - from agentlightning.verl.trainer import AgentLightningTrainer +from agentlightning.types import AlgorithmContext class VERL(Algorithm): @@ -125,78 +117,58 @@ class VERL(Algorithm): def __init__( self, config: dict[str, Any], - trainer_cls: Optional[Type[AgentLightningTrainer]] = None, - daemon_cls: Optional[Type[AgentModeDaemon]] = None, + trainer_cls: Optional[Type[Any]] = None, + daemon_cls: Optional[Type[Any]] = None, ): super().__init__() + hydra = import_module("hydra") + omega_conf = getattr(import_module("omegaconf"), "OmegaConf") + initialize = cast(Callable[..., Any], getattr(hydra, "initialize")) + compose = cast(Callable[..., Any], getattr(hydra, "compose")) + # Compose the base config exactly like your decorator: with initialize(version_base=None, config_path="pkg://agentlightning/verl"): base_cfg = compose(config_name="config") # Merge your dict overrides - override_conf = OmegaConf.create(config) + override_conf = omega_conf.create(config) # Allow adding new fields - OmegaConf.set_struct(base_cfg, False) - self.config = OmegaConf.merge(base_cfg, override_conf) + omega_conf.set_struct(base_cfg, False) + self.config = omega_conf.merge(base_cfg, override_conf) self.trainer_cls = trainer_cls self.daemon_cls = daemon_cls def run( self, - train_dataset: Optional[Dataset[Any]] = None, - val_dataset: Optional[Dataset[Any]] = None, + context: AlgorithmContext, ) -> None: """Launch the VERL PPO entrypoint with the configured runtime context. Args: - train_dataset: Optional dataset forwarded to VERL for training. - val_dataset: Optional dataset forwarded to VERL for evaluation. + context: Runtime context containing the store, adapter, LLM proxy, + and optional datasets forwarded to VERL. Raises: - ValueError: If required dependencies such as the store, LLM proxy, or - adapter have been garbage-collected when using the V1 execution - mode. + ValueError: If required dependencies such as the store, LLM proxy, + or adapter are missing for V1 execution mode. """ + store = context.store + from agentlightning.verl.daemon import AgentModeDaemon from agentlightning.verl.trainer import AgentLightningTrainer + run_ppo = cast(Callable[..., None], getattr(import_module("agentlightning.verl.entrypoint"), "run_ppo")) + trainer_cls = self.trainer_cls or AgentLightningTrainer daemon_cls = self.daemon_cls or AgentModeDaemon - try: - store = self.get_store() - except Exception: - print("Store is not set. Assuming v0 execution mode.") - run_ppo( - self.config, - train_dataset=train_dataset, - val_dataset=val_dataset, - store=None, - llm_proxy=None, - adapter=None, - trainer_cls=trainer_cls, - daemon_cls=daemon_cls, - ) - else: - print("Store is set. Assuming v1 execution mode.") - llm_proxy = self.get_llm_proxy() - adapter = self.get_adapter() - run_ppo( - self.config, - train_dataset=train_dataset, - val_dataset=val_dataset, - store=store, - llm_proxy=llm_proxy, - adapter=adapter, - trainer_cls=trainer_cls, - daemon_cls=daemon_cls, - ) - - def get_client(self) -> AgentLightningClient: - """Create a client bound to the VERL-managed Agent Lightning server. - - Deprecated: - Since v0.2. - """ - port = self.config.agentlightning.port - return AgentLightningClient(endpoint=f"http://localhost:{port}") + run_ppo( + self.config, + train_dataset=context.train_dataset, + val_dataset=context.val_dataset, + store=store, + llm_proxy=context.llm_proxy, + adapter=context.adapter, + trainer_cls=trainer_cls, + daemon_cls=daemon_cls, + ) diff --git a/agentlightning/cli/prometheus.py b/agentlightning/cli/prometheus.py index bac930ade..767c89b59 100644 --- a/agentlightning/cli/prometheus.py +++ b/agentlightning/cli/prometheus.py @@ -8,13 +8,13 @@ import asyncio import logging import os +from importlib import import_module from pathlib import Path -from typing import Iterable +from typing import Any, Callable, Iterable, cast from fastapi import FastAPI -from prometheus_client import make_asgi_app # pyright: ignore[reportUnknownVariableType] -from agentlightning.logging import setup as setup_logging +from agentlightning.logging import setup_logging from agentlightning.utils.metrics import get_prometheus_registry from agentlightning.utils.server_launcher import PythonServerLauncher, PythonServerLauncherArgs @@ -51,13 +51,16 @@ def create_prometheus_app(metrics_path: str = "/v1/prometheus") -> FastAPI: raise ValueError("metrics_path must not be '/'. Choose a sub-path such as /v1/prometheus.") app = FastAPI(title="Agent Lightning Prometheus exporter", docs_url=None, redoc_url=None) - metrics_app = make_asgi_app(registry=get_prometheus_registry()) # pyright: ignore[reportUnknownVariableType] - app.mount(normalized_path, metrics_app) # pyright: ignore[reportUnknownArgumentType] + prometheus_client = import_module("prometheus_client") + make_asgi_app = cast(Callable[..., Any], getattr(prometheus_client, "make_asgi_app")) + app.mount(normalized_path, make_asgi_app(registry=get_prometheus_registry())) @app.get("/health") - async def healthcheck() -> dict[str, str]: # pyright: ignore[reportUnusedFunction] + async def healthcheck() -> dict[str, str]: return {"status": "ok"} + _registered_routes = (healthcheck,) + return app diff --git a/agentlightning/cli/vllm.py b/agentlightning/cli/vllm.py index 26e8de707..e434758f6 100644 --- a/agentlightning/cli/vllm.py +++ b/agentlightning/cli/vllm.py @@ -2,16 +2,16 @@ from __future__ import annotations -from typing import Iterable +from importlib import import_module +from typing import Any, Callable, Iterable, cast def main(argv: Iterable[str] | None = None) -> int: import sys - from vllm.entrypoints.cli.main import main as vllm_main - from agentlightning.instrumentation.vllm import instrument_vllm + vllm_main = cast(Callable[[], Any], getattr(import_module("vllm.entrypoints.cli.main"), "main")) instrument_vllm() if argv is not None: original_argv = sys.argv diff --git a/agentlightning/client.py b/agentlightning/client.py deleted file mode 100644 index 0848ce380..000000000 --- a/agentlightning/client.py +++ /dev/null @@ -1,408 +0,0 @@ -# Copyright (c) Microsoft. All rights reserved. - -"""Utilities for interacting with legacy Agent Lightning servers. - -This module contains compatibility shims that speak the deprecated HTTP -interface used by older Agent Lightning deployments. Modern code should prefer -the store-based APIs exposed by `agentlightning.store`, but keeping these -clients available makes it easier to migrate existing workflows incrementally. -""" - -import asyncio -import logging -import time -import urllib.parse -import warnings -from typing import Any, Dict, List, Optional, Union - -import aiohttp -import requests - -from .types import NamedResources, ResourcesUpdate, RolloutLegacy, Task, TaskIfAny, TaskInput - -logger = logging.getLogger(__name__) - - -class AgentLightningClient: - """Client wrapper for the legacy version-aware Agent Lightning server. - - The client exposes synchronous and asynchronous helpers for polling tasks, - retrieving resource bundles, and submitting rollouts. It also maintains a - simple in-memory cache keyed by the server-provided resource identifier to - avoid redundant network requests. - - !!! warning "Deprecated" - [`AgentLightningClient`][agentlightning.client.AgentLightningClient] is part of - the legacy client/server stack. New code should rely on the store-based APIs - implemented in `agentlightning.store`. - - Attributes: - endpoint: Base URL of the Agent Lightning server. - poll_interval: Delay in seconds between polling attempts when no task is - available. - timeout: Timeout in seconds applied to HTTP requests. - task_count: Number of tasks claimed during the lifetime of this client. - """ - - _next_task_uri = "/task" - _resources_uri = "/resources" - _latest_resources_uri = "/resources/latest" - _report_rollout_uri = "/rollout" - - def __init__(self, endpoint: str, poll_interval: float = 5.0, timeout: float = 10.0): - """Initialize the client. - - Args: - endpoint: Root URL of the Agent Lightning server. - poll_interval: Seconds to wait between polling attempts. - timeout: Seconds before a request to the server is considered timed out. - """ - warnings.warn( - "AgentLightningClient is deprecated. Please use LightningStoreClient instead.", DeprecationWarning - ) - self.endpoint = endpoint - self.task_count = 0 - self.poll_interval = poll_interval - self.timeout = timeout - self._resource_cache: Dict[str, ResourcesUpdate] = {} # TODO: mechanism to evict cache - self._default_headers = {"X-AgentLightning-Client": "true"} - - async def _request_json_async(self, url: str) -> Optional[Dict[str, Any]]: - """Perform an asynchronous ``GET`` request and parse the JSON payload. - - Args: - url: Fully qualified URL to query. - - Returns: - Parsed JSON body as a dictionary if the request succeeds; otherwise ``None``. - """ - timeout = aiohttp.ClientTimeout(total=self.timeout) - async with aiohttp.ClientSession(timeout=timeout) as session: - try: - async with session.get(url, headers=self._default_headers) as resp: - resp.raise_for_status() - return await resp.json() - except Exception as e: - logger.debug(f"Async GET request failed for {url}: {e}") - return None - - async def _post_json_async(self, url: str, payload: Dict[str, Any]) -> Optional[Dict[str, Any]]: - """Perform an asynchronous ``POST`` request with a JSON body. - - Args: - url: Fully qualified URL that accepts the payload. - payload: Dictionary that will be serialized and sent as JSON. - - Returns: - Parsed JSON body as a dictionary if the request succeeds; otherwise ``None``. - """ - timeout = aiohttp.ClientTimeout(total=self.timeout) - async with aiohttp.ClientSession(timeout=timeout) as session: - try: - async with session.post(url, json=payload, headers=self._default_headers) as resp: - resp.raise_for_status() - return await resp.json() - except Exception as e: - logger.debug(f"Async POST request failed for {url}: {e}") - return None - - async def poll_next_task_async(self) -> Optional[Task]: - """Poll the server asynchronously until a task becomes available. - - Returns: - The next [`Task`][agentlightning.Task] exposed by the server, - or ``None`` if polling fails. - """ - url = urllib.parse.urljoin(self.endpoint, self._next_task_uri) - while True: - response = await self._request_json_async(url) - if response: - task_if_any = TaskIfAny.model_validate(response) - if task_if_any.is_available and task_if_any.task: - self.task_count += 1 - logger.info(f"[Task {self.task_count} Received] ID: {task_if_any.task.rollout_id}") - return task_if_any.task - logger.debug(f"No task available yet. Retrying in {self.poll_interval} seconds...") - await asyncio.sleep(self.poll_interval) - - async def get_resources_by_id_async(self, resource_id: str) -> Optional[ResourcesUpdate]: - """Fetch a specific resource bundle by identifier. - - Args: - resource_id: Identifier sourced from the task metadata. - - Returns: - Cached or freshly downloaded - [`ResourcesUpdate`][agentlightning.ResourcesUpdate], or - ``None`` when the server returns an error. - """ - if resource_id in self._resource_cache: - logger.debug(f"Found resources '{resource_id}' in cache.") - return self._resource_cache[resource_id] - - url = urllib.parse.urljoin(self.endpoint, f"{self._resources_uri}/{resource_id}") - response = await self._request_json_async(url) - if response: - resources_update = ResourcesUpdate.model_validate(response) - self._resource_cache[resource_id] = resources_update - logger.info(f"Fetched and cached resources for ID: {resource_id}") - return resources_update - return None - - async def get_latest_resources_async(self) -> Optional[ResourcesUpdate]: - """Fetch the most recent resource bundle advertised by the server. - - Returns: - [`ResourcesUpdate`][agentlightning.ResourcesUpdate] for the - newest version, or ``None`` when unavailable. - """ - url = urllib.parse.urljoin(self.endpoint, self._latest_resources_uri) - response = await self._request_json_async(url) - if response: - resources_update = ResourcesUpdate.model_validate(response) - # Cache this result as well - self._resource_cache[resources_update.resources_id] = resources_update - return resources_update - return None - - async def post_rollout_async(self, rollout: RolloutLegacy) -> Optional[Dict[str, Any]]: - """Submit a completed rollout back to the server. - - Args: - rollout: Legacy rollout payload produced by the executor. - - Returns: - Parsed JSON response returned by the server, or ``None`` when the request fails. - """ - url = urllib.parse.urljoin(self.endpoint, self._report_rollout_uri) - payload = rollout.model_dump(mode="json") - return await self._post_json_async(url, payload) - - def _request_json(self, url: str) -> Optional[Dict[str, Any]]: - """Perform a blocking ``GET`` request and parse the JSON payload. - - Args: - url: Fully qualified URL to query. - - Returns: - Parsed JSON body as a dictionary if the request succeeds; otherwise ``None``. - """ - try: - response = requests.get(url, timeout=self.timeout, headers=self._default_headers) - response.raise_for_status() - return response.json() - except requests.exceptions.RequestException as e: - logger.debug(f"Sync GET request failed for {url}: {e}") - return None - - def _post_json(self, url: str, payload: Dict[str, Any]) -> Optional[Dict[str, Any]]: - """Perform a blocking ``POST`` request with a JSON payload. - - Args: - url: Fully qualified URL that accepts the payload. - payload: Dictionary that will be serialized and sent as JSON. - - Returns: - Parsed JSON body as a dictionary if the request succeeds; otherwise ``None``. - """ - try: - response = requests.post(url, json=payload, timeout=self.timeout, headers=self._default_headers) - response.raise_for_status() - return response.json() - except requests.exceptions.RequestException as e: - logger.debug(f"Sync POST request failed for {url}: {e}") - return None - - def poll_next_task(self) -> Optional[Task]: - """Poll the server synchronously until a task becomes available. - - Returns: - The next [`Task`][agentlightning.Task] available for execution, or - ``None`` if polling fails. - """ - url = urllib.parse.urljoin(self.endpoint, self._next_task_uri) - while True: - response = self._request_json(url) - if response: - task_if_any = TaskIfAny.model_validate(response) - if task_if_any.is_available and task_if_any.task: - self.task_count += 1 - logger.info(f"[Task {self.task_count} Received] ID: {task_if_any.task.rollout_id}") - return task_if_any.task - logger.debug(f"No task available yet. Retrying in {self.poll_interval} seconds...") - time.sleep(self.poll_interval) - - def get_resources_by_id(self, resource_id: str) -> Optional[ResourcesUpdate]: - """Fetch a specific resource bundle by identifier. - - Args: - resource_id: Identifier sourced from the task metadata. - - Returns: - Cached or freshly downloaded - [`ResourcesUpdate`][agentlightning.ResourcesUpdate], or - ``None`` when the server returns an error. - """ - if resource_id in self._resource_cache: - logger.debug(f"Found resources '{resource_id}' in cache.") - return self._resource_cache[resource_id] - - url = urllib.parse.urljoin(self.endpoint, f"{self._resources_uri}/{resource_id}") - response = self._request_json(url) - if response: - resources_update = ResourcesUpdate.model_validate(response) - self._resource_cache[resource_id] = resources_update - logger.info(f"Fetched and cached resources for ID: {resource_id}") - return resources_update - return None - - def get_latest_resources(self) -> Optional[ResourcesUpdate]: - """Fetch the most recent resource bundle advertised by the server. - - Returns: - [`ResourcesUpdate`][agentlightning.ResourcesUpdate] for the - newest version, or ``None`` when unavailable. - """ - url = urllib.parse.urljoin(self.endpoint, self._latest_resources_uri) - response = self._request_json(url) - if response: - resources_update = ResourcesUpdate.model_validate(response) - self._resource_cache[resources_update.resources_id] = resources_update - return resources_update - return None - - def post_rollout(self, rollout: RolloutLegacy) -> Optional[Dict[str, Any]]: - """Submit a completed rollout back to the server. - - Args: - rollout: Legacy rollout payload produced by the executor. - - Returns: - Parsed JSON response returned by the server, or ``None`` when the request fails. - """ - url = urllib.parse.urljoin(self.endpoint, self._report_rollout_uri) - payload = rollout.model_dump(mode="json") - return self._post_json(url, payload) - - -class DevTaskLoader(AgentLightningClient): - """In-memory task loader used for development and integration tests. - - The loader mimics the behavior of the legacy HTTP server by storing tasks and - resources locally. Polling methods simply iterate over the provided collection, - allowing rapid iteration without provisioning any external infrastructure. - - !!! warning "Deprecated" - - [`DevTaskLoader`][agentlightning.client.DevTaskLoader] is a compatibility shim. - Prefer [`Trainer.dev`][agentlightning.Trainer.dev] for new code. - """ - - def __init__( - self, - tasks: Union[List[TaskInput], List[Task]], - resources: Union[NamedResources, ResourcesUpdate], - **kwargs: Any, - ): - """Initialize the loader with predefined tasks and resources. - - Args: - tasks: Sequence of task inputs or preconstructed tasks that will be served in - order. - resources: Static resources returned for any `resources_id` query. - **kwargs: Additional keyword arguments forwarded to the parent client. - - Raises: - ValueError: If no tasks are provided or both [`Task`][agentlightning.Task] - and [`TaskInput`][agentlightning.TaskInput] instances are mixed. - """ - warnings.warn("DevTaskLoader is deprecated. Please use Trainer.dev instead.", DeprecationWarning) - super().__init__(endpoint="local://", **kwargs) - self._tasks = tasks.copy() - if len(self._tasks) == 0: - raise ValueError("DevTaskLoader requires at least one task to be provided.") - - # Check if tasks are mixture of TaskInput and Task - if any(isinstance(task, Task) for task in self._tasks): - if not all(isinstance(task, Task) for task in self._tasks): - raise ValueError("All tasks must be either Task or TaskInput objects.") - - self._task_index = 0 - - if isinstance(resources, ResourcesUpdate): - self._resources_update = resources - else: - self._resources_update = ResourcesUpdate( - resources_id="local", resources=resources, create_time=time.time(), update_time=time.time(), version=1 - ) - - # Store rollouts posted back to the loader for easy debugging of local runs - self._rollouts: List[RolloutLegacy] = [] - - @property - def rollouts(self) -> List[RolloutLegacy]: - """Return the rollouts posted back to the loader during development runs.""" - return self._rollouts - - def poll_next_task(self) -> Optional[Task]: - """Return the next task from the local queue. - - If [`TaskInput`][agentlightning.TaskInput] instances were provided, - they are converted into [`Task`][agentlightning.Task] objects on the - fly. Otherwise, the preconstructed tasks are returned in sequence. - - Returns: - Next task to execute. - """ - if self._task_index >= len(self._tasks): - self._task_index = 0 - - task_or_input = self._tasks[self._task_index] - - if isinstance(task_or_input, Task): - task = task_or_input - else: - rollout_id = f"local_task_{self._task_index + 1:03d}" - task = Task( - rollout_id=rollout_id, - input=task_or_input, - resources_id=self._resources_update.resources_id, - create_time=time.time(), - ) - - self._task_index += 1 - self.task_count += 1 - logger.info(f"[Task {self.task_count} Received] Task ID: {task.rollout_id}") - return task - - def get_resources_by_id(self, resource_id: str) -> Optional[ResourcesUpdate]: - logger.debug(f"DevTaskLoader checking resources for ID: {resource_id}") - if resource_id != self._resources_update.resources_id: - raise ValueError( - f"Resource ID '{resource_id}' not found. Only '{self._resources_update.resources_id}' is available." - ) - return self._resources_update - - def get_latest_resources(self) -> Optional[ResourcesUpdate]: - logger.debug("DevTaskLoader returning latest resources.") - return self._resources_update - - def post_rollout(self, rollout: RolloutLegacy) -> Optional[Dict[str, Any]]: - logger.debug(f"DevTaskLoader received rollout for task: {rollout.rollout_id}") - self._rollouts.append(rollout) - return {"status": "received", "rollout_id": rollout.rollout_id} - - async def poll_next_task_async(self) -> Optional[Task]: - return self.poll_next_task() - - async def get_resources_by_id_async(self, resource_id: str) -> Optional[ResourcesUpdate]: - return self.get_resources_by_id(resource_id) - - async def get_latest_resources_async(self) -> Optional[ResourcesUpdate]: - return self.get_latest_resources() - - async def post_rollout_async(self, rollout: RolloutLegacy) -> Optional[Dict[str, Any]]: - return self.post_rollout(rollout) - - def __repr__(self): - return f"DevTaskLoader(num_tasks={len(self._tasks)}, resources={self._resources_update.resources})" diff --git a/agentlightning/config.py b/agentlightning/config.py deleted file mode 100644 index 750c1a90e..000000000 --- a/agentlightning/config.py +++ /dev/null @@ -1,348 +0,0 @@ -# Copyright (c) Microsoft. All rights reserved. - -""" -This file is not carefully reviewed. -It might contain unintentional bugs and issues. -Please always review the parsed construction arguments before using them. -""" - -from __future__ import annotations - -import argparse -import inspect -import logging -from typing import _GenericAlias # type: ignore -from typing import ( - Any, - Callable, - Dict, - List, - Tuple, - Type, - TypeVar, - Union, - get_args, - get_origin, - get_type_hints, - overload, -) - -CliConfigurable = Any - -logger = logging.getLogger(__name__) - -__all__ = ["lightning_cli"] - -# TypeVars for precise return type hinting with overloads -_C = TypeVar("_C", bound=CliConfigurable) -_C1 = TypeVar("_C1", bound=CliConfigurable) -_C2 = TypeVar("_C2", bound=CliConfigurable) -_C3 = TypeVar("_C3", bound=CliConfigurable) -_C4 = TypeVar("_C4", bound=CliConfigurable) - - -# Custom type for CLI arguments that can be string or None -def nullable_str(value: str) -> str | None: - """Converts specific string values (case-insensitive) to None, otherwise returns the string.""" - if value.lower() in ["none", "null", "~", "nil"]: # Define keywords for None - return None - return value - - -def nullable_int(value: str) -> int | None: - """Converts specific string values (case-insensitive) to None, otherwise returns the integer.""" - if value.lower() in ["none", "null", "~", "nil"]: # Define keywords for None - return None - try: - return int(value) - except ValueError: - raise argparse.ArgumentTypeError(f"Invalid integer value: '{value}'") - - -def nullable_float(value: str) -> float | None: - """Converts specific string values (case-insensitive) to None, otherwise returns the float.""" - if value.lower() in ["none", "null", "~", "nil"]: # Define keywords for None - return None - try: - return float(value) - except ValueError: - raise argparse.ArgumentTypeError(f"Invalid float value: '{value}'") - - -def _str_to_bool(v: str) -> bool: - """Converts common string representations of bool to Python bool (case-insensitive).""" - if isinstance(v, bool): # type: ignore - return v # Allow passing bools directly if used programmatically - lowered_v = v.lower() - if lowered_v in ("yes", "true", "t", "y", "1"): - return True - elif lowered_v in ("no", "false", "f", "n", "0"): - return False - else: - raise argparse.ArgumentTypeError(f"Boolean value expected (e.g., 'true', 'false', 'yes', 'no'), got '{v}'") - - -def _get_param_type_details(param_annotation: Any) -> Tuple[Any, bool, bool]: - """Normalize an annotation into its core type, optionality, and list status. - - Args: - param_annotation: The annotation to inspect. - - Returns: - A tuple ``(core_type, is_optional, is_list)`` describing the normalized type. - - - For ``Optional[T]`` → ``(T, True, is_list_status_of_T)`` - - For ``List[T]`` → ``(List[T], is_optional_status_of_List, True)`` - - For ``Optional[List[T]]`` → ``(List[T], True, True)`` - """ - is_optional = False - is_list = False - current_type = param_annotation - - # Check for outer Optional - origin = get_origin(current_type) - if origin is Union: - union_args = get_args(current_type) - if len(union_args) == 2 and type(None) in union_args: - is_optional = True - current_type = next(arg for arg in union_args if arg is not type(None)) # Unwrap Optional - - # Check if the (potentially unwrapped) type is a List - origin = get_origin(current_type) # Re-check origin after potential unwrap - if origin is list or (isinstance(current_type, _GenericAlias) and current_type.__origin__ is list): - is_list = True - - return current_type, is_optional, is_list - - -def _determine_argparse_type(param_type: Any) -> Callable[[str], Any]: - """Determines the type for argparse based on parameter type details.""" - core_type, is_optional, _ = _get_param_type_details(param_type) - if core_type is str and is_optional: - return nullable_str # Special handling for Optional[str] - elif core_type is int and is_optional: - return nullable_int - elif core_type is float and is_optional: - return nullable_float - elif core_type is bool: - return _str_to_bool # Special handling for bool - elif core_type in (int, float, str): - return core_type - return str # Default to str if no specific type is provided (including empty) - - -def _determine_argparse_type_and_nargs( - core_param_type: Any, is_param_list: bool # The type after unwrapping an outer Optional -) -> Dict[str, Any]: - """Determines the 'type' and 'nargs' for argparse based on parameter type details.""" - kwargs: Dict[str, Any] = {} - - if is_param_list: - kwargs["nargs"] = "*" # Allows zero or more arguments for lists - list_item_annotations = get_args(core_param_type) # For List[T], core_param_type is List[T] - - if list_item_annotations and list_item_annotations[0] is not Any: - item_ann = list_item_annotations[0] - # Check if the list item itself is, e.g., Optional[str] or bool - kwargs["type"] = _determine_argparse_type(item_ann) - else: - kwargs["type"] = str - else: # Not a list - kwargs["type"] = _determine_argparse_type(core_param_type) - return kwargs - - -def _build_help_string(cls_name: str, param_name: str, core_type: Any, is_optional: bool, is_list: bool) -> str: - """Constructs a descriptive help string for a CLI argument.""" - type_display_name = "Any" - if core_type is not inspect.Parameter.empty: - type_display_name = getattr(core_type, "__name__", str(core_type)) - - if is_list: - list_item_args = get_args(core_type) # core_type is List[T] here - item_name = "Any" - if list_item_args and list_item_args[0] is not Any: - inner_item_core_type, inner_item_optional, _ = _get_param_type_details(list_item_args[0]) - item_name = getattr(inner_item_core_type, "__name__", str(inner_item_core_type)) - if inner_item_optional: # e.g. List[Optional[str]] - item_name = f"Optional[{item_name}]" - type_display_name = f"List[{item_name}]" - - full_type_display = f"Optional[{type_display_name}]" if is_optional and not is_list else type_display_name - if is_optional and is_list: # e.g. Optional[List[str]] - full_type_display = f"Optional[{type_display_name}]" - - help_str = f"For {cls_name}: '{param_name}'. Inferred type: {full_type_display}." - return help_str - - -def _add_argument_for_parameter( - parser: argparse.ArgumentParser, - cls: Type[CliConfigurable], - param_name: str, - param_obj: inspect.Parameter, - dest_name: str, - resolved_param_annotation: Any = None, -) -> None: - """Configures and adds a single CLI argument for an __init__ parameter.""" - if resolved_param_annotation is None: - param_type_annotation = param_obj.annotation - else: - param_type_annotation = resolved_param_annotation - - # core_type is the main type (e.g., int, str, List[str]), after unwrapping the outermost Optional. - # is_overall_optional indicates if the parameter itself can be None (e.g. param: Optional[T] = None) - # is_list indicates if core_type is a List. - core_type, is_overall_optional, is_list = _get_param_type_details(param_type_annotation) - - has_init_default = param_obj.default is not inspect.Parameter.empty - init_default_value = param_obj.default if has_init_default else None - - argparse_kwargs = _determine_argparse_type_and_nargs(core_type if is_list else param_type_annotation, is_list) - - if has_init_default: - argparse_kwargs["default"] = init_default_value - elif is_overall_optional: # Parameter is Optional (e.g. Optional[int]) and no explicit default in __init__ - argparse_kwargs["default"] = None # So, if not provided on CLI, it becomes None. - - argparse_kwargs["help"] = _build_help_string(cls.__name__, param_name, core_type, is_overall_optional, is_list) - - if not has_init_default and not is_overall_optional: # Required if no __init__ default AND not Optional - argparse_kwargs["required"] = True - if "default" in argparse_kwargs: # Should not happen if logic is correct - del argparse_kwargs["default"] - - cli_arg_name = f"--{cls.__name__.lower()}.{param_name.replace('_', '-')}" - parser.add_argument(cli_arg_name, dest=dest_name, **argparse_kwargs) - - -def _add_arguments_for_class( - parser: argparse.ArgumentParser, - cls: Type[CliConfigurable], - class_arg_configs_maps: Dict[Type[CliConfigurable], Dict[str, str]], # Maps cls to {param_name: dest_name} -) -> None: - """Adds all relevant CLI arguments for a given class by processing its __init__ parameters.""" - cls_name_lower = cls.__name__.lower() - sig = inspect.signature(cls.__init__) - - try: - # Resolve string annotations to actual types using get_type_hints. - # For methods, get_type_hints automatically uses obj.__globals__ for globalns. - resolved_hints = get_type_hints(cls.__init__) - except Exception as e: - logger.warning( - f"Could not resolve type hints for {cls.__name__}.__init__ using get_type_hints: {e}. " - f"CLI argument parsing for this class might be based on string annotations, " - "which could be unreliable for complex types." - ) - resolved_hints = {} # Fallback to an empty dict if resolution fails - - if cls not in class_arg_configs_maps: # Ensure the class entry exists - class_arg_configs_maps[cls] = {} - - for param_name, param_obj in sig.parameters.items(): - if param_name == "self": # Skip 'self' - continue - - dest_name = f"{cls_name_lower}_{param_name}" # Unique destination for argparse - class_arg_configs_maps[cls][param_name] = dest_name # Store mapping for later instantiation - - # Use the resolved hint if available, otherwise fallback to param_obj.annotation (which might be a string) - actual_param_annotation = resolved_hints.get(param_name, param_obj.annotation) - _add_argument_for_parameter(parser, cls, param_name, param_obj, dest_name, actual_param_annotation) - - -def _create_argument_parser() -> argparse.ArgumentParser: - """Creates and returns the main ArgumentParser with default settings.""" - return argparse.ArgumentParser( - description="CLI configurator for application components.", - formatter_class=argparse.ArgumentDefaultsHelpFormatter, # Automatically shows default values in help - ) - - -def _instantiate_classes( - parsed_args: argparse.Namespace, - classes: Tuple[Type[CliConfigurable], ...], - class_arg_configs_maps: Dict[Type[CliConfigurable], Dict[str, str]], -) -> Tuple[CliConfigurable, ...]: - """Instantiates classes using the parsed CLI arguments and the stored mappings.""" - instances_list: List[CliConfigurable] = [] - for cls in classes: - constructor_args: Dict[str, Any] = {} - # Get the {__init__ param_name: argparse_dest_name} map for the current class - param_to_dest_map = class_arg_configs_maps.get(cls, {}) - - sig = inspect.signature(cls.__init__) - for param_name_in_sig, _ in sig.parameters.items(): - if param_name_in_sig == "self": - continue - - dest_name_for_arg = param_to_dest_map.get(param_name_in_sig) - if dest_name_for_arg and hasattr(parsed_args, dest_name_for_arg): - value = getattr(parsed_args, dest_name_for_arg) - constructor_args[param_name_in_sig] = value - # If an argument was required by argparse, parse_args() would have exited if missing. - # If not required and not provided, its default value (set by argparse) is used. - - try: - logger.info("Instantiating %s with args: %s", cls.__name__, constructor_args) - instances_list.append(cls(**constructor_args)) - except Exception as e: - parsed_args_for_cls = { - k: getattr(parsed_args, v) for k, v in param_to_dest_map.items() if hasattr(parsed_args, v) - } - logger.error( - f"Error instantiating {cls.__name__} with resolved args {constructor_args}. " - f"Parsed args for class: " - f"{parsed_args_for_cls}. " - f"Error: {e}" - ) - raise - - return tuple(instances_list) - - -@overload -def lightning_cli(cls1: Type[_C1]) -> _C1: ... -@overload -def lightning_cli(cls1: Type[_C1], cls2: Type[_C2]) -> Tuple[_C1, _C2]: ... -@overload -def lightning_cli(cls1: Type[_C1], cls2: Type[_C2], cls3: Type[_C3]) -> Tuple[_C1, _C2, _C3]: ... -@overload -def lightning_cli(cls1: Type[_C1], cls2: Type[_C2], cls3: Type[_C3], cls4: Type[_C4]) -> Tuple[_C1, _C2, _C3, _C4]: ... -@overload # Fallback for more than 4 or a dynamic number of classes -def lightning_cli(*classes: Type[CliConfigurable]) -> Tuple[CliConfigurable, ...]: ... - - -# FIXME: lightning_cli needs to be fixed to comply with the latest trainer implementation. - - -def lightning_cli(*classes: Type[CliConfigurable]) -> CliConfigurable | Tuple[CliConfigurable, ...]: # type: ignore - """ - Parses command-line arguments to configure and instantiate provided CliConfigurable classes. - - Args: - *classes: One or more classes that inherit from CliConfigurable. Each class's - __init__ parameters will be exposed as command-line arguments. - - Returns: - A tuple of instantiated objects, corresponding to the input classes in order. - """ - if not classes: - return tuple() # Return an empty tuple if no classes are provided - - parser = _create_argument_parser() - - # This map will store {cls: {init_param_name: argparse_dest_name}} - class_arg_configs_maps: Dict[Type[CliConfigurable], Dict[str, str]] = {} - - for cls in classes: - _add_arguments_for_class(parser, cls, class_arg_configs_maps) - - parsed_args = parser.parse_args() # Uses sys.argv[1:] by default - - # Correctly handle single class case for return type matching overloads - instances = _instantiate_classes(parsed_args, classes, class_arg_configs_maps) - if len(classes) == 1: - return instances[0] - return instances diff --git a/agentlightning/emitter/__init__.py b/agentlightning/emitter/__init__.py index 630fd1cf2..e9dc2c096 100644 --- a/agentlightning/emitter/__init__.py +++ b/agentlightning/emitter/__init__.py @@ -22,11 +22,9 @@ get_reward_value, get_rewards_from_span, is_reward_span, - reward, ) __all__ = [ - "reward", "operation", "emit_reward", "get_reward_value", diff --git a/agentlightning/emitter/annotation.py b/agentlightning/emitter/annotation.py index 793d9dd62..fcabcbd70 100644 --- a/agentlightning/emitter/annotation.py +++ b/agentlightning/emitter/annotation.py @@ -2,7 +2,6 @@ """Helpers for emitting annotation/operation spans.""" -import asyncio import functools import inspect import logging @@ -246,11 +245,7 @@ def _record_auto_outputs(recording_ctx: SpanRecordingContext, result: Any) -> No flattened = flatten_attributes({LightningSpanAttributes.OPERATION_OUTPUT.value: result}) recording_ctx.record_attributes(sanitize_attributes(flattened)) - if inspect.iscoroutinefunction(fn) or ( - # For backwards compatibility. - hasattr(asyncio, "iscoroutinefunction") - and asyncio.iscoroutinefunction(fn) # type: ignore - ): + if inspect.iscoroutinefunction(fn): @functools.wraps(fn) async def async_wrapper(*args: Any, **kwargs: Any) -> Any: diff --git a/agentlightning/emitter/exception.py b/agentlightning/emitter/exception.py index b52605dff..3159adc31 100644 --- a/agentlightning/emitter/exception.py +++ b/agentlightning/emitter/exception.py @@ -12,6 +12,12 @@ logger = logging.getLogger(__name__) +def _ensure_exception(exception: object) -> BaseException: + if not isinstance(exception, BaseException): + raise TypeError(f"Expected a BaseException instance, got: {type(exception)}.") + return exception + + def emit_exception( exception: BaseException, attributes: Optional[Dict[str, Any]] = None, propagate: bool = True ) -> None: @@ -30,8 +36,7 @@ def emit_exception( The helper validates its input. If a non-exception value is provided, a TypeError is raised to indicate a programming mistake. """ - if not isinstance(exception, BaseException): # type: ignore - raise TypeError(f"Expected a BaseException instance, got: {type(exception)}.") + exception = _ensure_exception(exception) span_attributes = format_exception_attributes(exception) if attributes: diff --git a/agentlightning/emitter/message.py b/agentlightning/emitter/message.py index 20c88e7ee..bcdac5e8a 100644 --- a/agentlightning/emitter/message.py +++ b/agentlightning/emitter/message.py @@ -12,6 +12,12 @@ logger = logging.getLogger(__name__) +def _ensure_message(message: object) -> str: + if not isinstance(message, str): + raise TypeError(f"Message must be a string or list of strings, got: {type(message)}.") + return message + + def emit_message(message: str, attributes: Optional[Dict[str, Any]] = None, propagate: bool = True) -> None: """Emit a textual message as an OpenTelemetry span. @@ -26,8 +32,7 @@ def emit_message(message: str, attributes: Optional[Dict[str, Any]] = None, prop OpenTelemetry distinguishes between logs and spans. Emitting the message as a span keeps all Agent Lightning telemetry in a single data store for analysis. """ - if not isinstance(message, str): # type: ignore - raise TypeError(f"Message must be a string or list of strings, got: {type(message)}.") + message = _ensure_message(message) if propagate: tracer = get_active_tracer() diff --git a/agentlightning/emitter/object.py b/agentlightning/emitter/object.py index fc4db131d..a698971a9 100644 --- a/agentlightning/emitter/object.py +++ b/agentlightning/emitter/object.py @@ -3,7 +3,7 @@ import base64 import json import logging -from typing import Any, Dict, Optional +from typing import Any, Dict, Optional, cast from agentlightning.semconv import AGL_OBJECT, LightningSpanAttributes from agentlightning.tracer.base import get_active_tracer @@ -14,18 +14,18 @@ logger = logging.getLogger(__name__) -def emit_object(object: Any, attributes: Optional[Dict[str, Any]] = None, propagate: bool = True) -> SpanCoreFields: +def emit_object(value: Any, attributes: Optional[Dict[str, Any]] = None, propagate: bool = True) -> SpanCoreFields: """Emit an object's serialized representation as an OpenTelemetry span. Args: - object: Data structure to encode as JSON and attach to the span payload. + value: Data structure to encode as JSON and attach to the span payload. attributes: Additional attributes to attach to the object span. propagate: Whether to propagate the span to exporters automatically. !!! note The payload must be JSON serializable. Non-serializable objects will lead to a RuntimeError. """ - span_attributes = encode_object(object) + span_attributes = encode_object(value) if attributes: flattened = flatten_attributes(attributes, expand_leaf_lists=False) span_attributes.update(sanitize_attributes(flattened)) @@ -52,32 +52,33 @@ def emit_object(object: Any, attributes: Optional[Dict[str, Any]] = None, propag ) -def encode_object(object: Any) -> Dict[str, Any]: +def encode_object(value: Any) -> Dict[str, Any]: """Encode an object as span attributes. Args: - object: Data structure to encode as JSON. + value: Data structure to encode as JSON. """ span_attributes = {} - if isinstance(object, (str, int, float, bool)): + if isinstance(value, (str, int, float, bool)): span_attributes = { - LightningSpanAttributes.OBJECT_TYPE.value: type(object).__name__, - LightningSpanAttributes.OBJECT_LITERAL.value: str(object), + LightningSpanAttributes.OBJECT_TYPE.value: type(value).__name__, + LightningSpanAttributes.OBJECT_LITERAL.value: str(value), } - elif isinstance(object, bytes): - b64_encoded = base64.b64encode(object).decode("utf-8") + elif isinstance(value, bytes): + b64_encoded = base64.b64encode(value).decode("utf-8") span_attributes = { LightningSpanAttributes.OBJECT_TYPE.value: "bytes", LightningSpanAttributes.OBJECT_LITERAL.value: b64_encoded, } else: try: - serialized = json.dumps(object) + serialized = json.dumps(value) except (TypeError, ValueError) as exc: - raise RuntimeError(f"Object must be JSON serializable, got: {type(object)}.") from exc + raise RuntimeError(f"Object must be JSON serializable, got: {type(value)}.") from exc + value_type = cast(type[Any], type(value)) span_attributes = { - LightningSpanAttributes.OBJECT_TYPE.value: full_qualified_name(type(object)), # type: ignore + LightningSpanAttributes.OBJECT_TYPE.value: full_qualified_name(value_type), LightningSpanAttributes.OBJECT_JSON.value: serialized, } @@ -93,24 +94,28 @@ def get_object_value(span: SpanLike) -> Any: attributes = span.attributes or {} if LightningSpanAttributes.OBJECT_JSON.value in attributes: serialized = attributes[LightningSpanAttributes.OBJECT_JSON.value] + if not isinstance(serialized, str): + raise RuntimeError("Object JSON span attribute must be a string.") try: - return json.loads(serialized) # type: ignore + return json.loads(serialized) except (TypeError, ValueError) as exc: raise RuntimeError("Failed to deserialize object JSON from span.") from exc elif LightningSpanAttributes.OBJECT_LITERAL.value in attributes: literal = attributes[LightningSpanAttributes.OBJECT_LITERAL.value] obj_type = attributes.get(LightningSpanAttributes.OBJECT_TYPE.value, "str") + if not isinstance(literal, str): + raise RuntimeError("Object literal span attribute must be a string.") if obj_type == "str": return literal elif obj_type == "int": # Let it raise errors if there are any - return int(literal) # type: ignore + return int(literal) elif obj_type == "float": - return float(literal) # type: ignore + return float(literal) elif obj_type == "bool": - return literal.lower() == "true" # type: ignore + return literal.lower() == "true" elif obj_type == "bytes": - return base64.b64decode(literal.encode("utf-8")) # type: ignore + return base64.b64decode(literal.encode("utf-8")) else: raise RuntimeError(f"Unsupported object type for literal deserialization: {obj_type}") else: diff --git a/agentlightning/emitter/reward.py b/agentlightning/emitter/reward.py index 5a3541759..6ccc3189f 100644 --- a/agentlightning/emitter/reward.py +++ b/agentlightning/emitter/reward.py @@ -1,28 +1,27 @@ # Copyright (c) Microsoft. All rights reserved. -"""Helpers for emitting reward spans and integrating with AgentOps telemetry.""" +"""Helpers for emitting reward spans.""" -import asyncio -import inspect -import json import logging -import warnings from typing import ( Any, - Callable, Dict, List, - Literal, Optional, Sequence, TypedDict, - TypeVar, cast, ) from pydantic import TypeAdapter -from agentlightning.semconv import AGL_ANNOTATION, LightningSpanAttributes, RewardPydanticModel +from agentlightning.semconv import ( + AGL_ANNOTATION, + AGL_OPERATION, + AGL_REWARD, + LightningSpanAttributes, + RewardPydanticModel, +) from agentlightning.types import SpanCoreFields, SpanLike from agentlightning.utils.otel import filter_and_unflatten_attributes @@ -31,7 +30,6 @@ logger = logging.getLogger(__name__) __all__ = [ - "reward", "emit_reward", "get_reward_value", "get_rewards_from_span", @@ -41,6 +39,12 @@ ] +def _ensure_numeric_reward(reward: object) -> float: + if isinstance(reward, float): + return reward + raise TypeError(f"Reward must be a float, got: {type(reward)}") + + class RewardDimension(TypedDict): """Type representing a single dimension in a multi-dimensional reward.""" @@ -48,105 +52,8 @@ class RewardDimension(TypedDict): value: float -class _RewardSpanData(TypedDict): - type: Literal["reward"] - value: Optional[float] - - -_FnType = TypeVar("_FnType", bound=Callable[..., Any]) - - -def _agentops_initialized() -> bool: - """Return `True` when the AgentOps client has been configured.""" - import agentops - - return agentops.get_client().initialized - - -def reward(fn: _FnType) -> _FnType: - """Decorate a reward function so its outputs are tracked as spans. - - The decorator integrates with AgentOps when it is available and falls back to - the built-in telemetry otherwise. Both synchronous and asynchronous functions - are supported transparently. - - Deprecated: - This decorator is deprecated. Use [`emit_reward`][agentlightning.emit_reward] instead. - - Args: - fn: Callable that produces a numeric reward. - - Returns: - Wrapped callable that preserves the original signature. - """ - - from agentops.sdk.decorators import operation - - def wrap_result(result: Optional[float]) -> _RewardSpanData: - """Normalize the reward value into the span payload format.""" - if result is None: - return {"type": "reward", "value": None} - if not isinstance(result, (float, int)): # type: ignore - warnings.warn(f"Reward is ignored because it is not a number: {result}") - return {"type": "reward", "value": None} - return {"type": "reward", "value": float(result)} - - # Check if the function is async - is_async = inspect.iscoroutinefunction(fn) or ( - # For backwards compatibility. - hasattr(asyncio, "iscoroutinefunction") - and asyncio.iscoroutinefunction(fn) # type: ignore - ) - - if is_async: - - async def wrapper_async(*args: Any, **kwargs: Any) -> Any: - if not _agentops_initialized(): - # Track the reward without AgentOps - result = await fn(*args, **kwargs) - emit_reward(cast(float, result)) - return result - - result: Optional[float] = None - - @operation - async def agentops_reward_operation() -> _RewardSpanData: - # The reward function we are interested in tracing - # It takes zero inputs and return a formatted dict - nonlocal result - result = await fn(*args, **kwargs) - return wrap_result(result) - - await agentops_reward_operation() - return result - - return wrapper_async # type: ignore - - else: - - def wrapper(*args: Any, **kwargs: Any) -> Any: - if not _agentops_initialized(): - # Track the reward without AgentOps - result = fn(*args, **kwargs) - emit_reward(cast(float, result)) - return result - - result: Optional[float] = None - - @operation - def agentops_reward_operation() -> _RewardSpanData: - nonlocal result - result = fn(*args, **kwargs) - return wrap_result(result) - - agentops_reward_operation() - return result - - return wrapper # type: ignore - - def emit_reward( - reward: float | Dict[str, Any], + reward: float | Dict[str, float], *, primary_key: str | None = None, attributes: Dict[str, Any] | None = None, @@ -170,8 +77,7 @@ def emit_reward( >>> emit_reward(0.7, attributes=make_tag_attributes(["fast", "reliable"])) Args: - reward: Numeric reward to record. Integers and booleans are converted to - floating point numbers for consistency. + reward: Floating point reward to record. Use a dictionary to represent a multi-dimensional reward. attributes: Other optional span attributes. propagate: Whether to propagate the span to exporters automatically. @@ -182,14 +88,7 @@ def emit_reward( logger.debug(f"Emitting reward: {reward}") reward_dimensions: List[RewardDimension] = [] if isinstance(reward, dict): - reward_dict: Dict[str, float] = {} - for k, v in reward.items(): - if isinstance(v, (int, bool)): - reward_dict[k] = float(v) - elif isinstance(v, float): - reward_dict[k] = v - else: - raise ValueError(f"Reward value must be a number, got: {type(v)} for key {k}") + reward_dict = {key: _ensure_numeric_reward(value) for key, value in reward.items()} if primary_key is None: raise ValueError("When emitting a multi-dimensional reward as a dict, primary_key must be provided.") if primary_key not in reward_dict: @@ -199,10 +98,7 @@ def emit_reward( if k != primary_key: reward_dimensions.append(RewardDimension(name=k, value=v)) else: - if isinstance(reward, (int, bool)): - reward = float(reward) - elif not isinstance(reward, float): # pyright: ignore[reportUnnecessaryIsInstance] - raise TypeError(f"Reward must be a number, got: {type(reward)}") + reward = _ensure_numeric_reward(reward) reward_dimensions.append(RewardDimension(name="primary", value=reward)) return emit_annotation( @@ -214,56 +110,20 @@ def get_reward_value(span: SpanLike) -> Optional[float]: """Extract the reward value from a span, if available. Args: - span: Span object produced by AgentOps or Agent Lightning emitters. + span: Span object produced by Agent Lightning emitters. Returns: The primary reward encoded in the span or `None` when the span does not represent a reward. """ - # v0.3+ emit reward format + if span.name == AGL_OPERATION and span.attributes: + operation_name = span.attributes.get(LightningSpanAttributes.OPERATION_NAME.value) + if operation_name != AGL_REWARD: + return None + elif span.name != AGL_ANNOTATION: + return None reward_list = get_rewards_from_span(span) if reward_list: - # Reward list is ordered and the first element is the primary reward return reward_list[0].value - - for key in [ - "agentops.task.output", # newer versions of agentops - "agentops.entity.output", - ]: - reward_dict: Dict[str, Any] | None = None - if span.attributes: - output = span.attributes.get(key) - if output: - if isinstance(output, dict): - reward_dict = cast(Dict[str, Any], output) - elif isinstance(output, str): - try: - reward_dict = cast(Dict[str, Any], json.loads(output)) - except json.JSONDecodeError: - reward_dict = None - - if reward_dict and reward_dict.get("type") == "reward": - reward_value = reward_dict.get("value", None) - if reward_value is None: - return None - if not isinstance(reward_value, float): - logger.error(f"Reward is not a number, got: {type(reward_value)}. This may cause undefined behaviors.") - logger.warning( - f"Extracted reward {reward_value} from AgentOps. This format is deprecated, please migrate to using `emit_reward`." - ) - return cast(float, reward_value) - - # v0.2 emit reward format - if span.name == AGL_ANNOTATION and span.attributes: - reward_value = span.attributes.get("reward", None) - if reward_value is None: - return None - if not isinstance(reward_value, float): - logger.error(f"Reward is not a number, got: {type(reward_value)}. This may cause undefined behaviors.") - logger.warning( - f"Extracted reward {reward_value} from a legacy version of reward span. You might have inconsistent agent-lightning versions." - ) - return cast(float, reward_value) - return None @@ -271,7 +131,7 @@ def get_rewards_from_span(span: SpanLike) -> List[RewardPydanticModel]: """Extract the reward as a list from a span, if available. Args: - span: Span object produced by AgentOps or Agent Lightning emitters. + span: Span object produced by Agent Lightning emitters. Returns: A list of reward dimensions encoded in the span or an empty list when the span does not represent a reward. diff --git a/agentlightning/execution/client_server.py b/agentlightning/execution/client_server.py index 950610b40..0f56186b5 100644 --- a/agentlightning/execution/client_server.py +++ b/agentlightning/execution/client_server.py @@ -7,7 +7,7 @@ import signal import time from multiprocessing.context import BaseContext -from typing import Callable, Iterable, Literal, cast +from typing import Awaitable, Callable, Iterable, Literal, cast from agentlightning.env_var import LightningEnvVar, resolve_bool_env_var, resolve_int_env_var, resolve_str_env_var from agentlightning.store.base import LightningStore @@ -19,6 +19,54 @@ logger = logging.getLogger(__name__) +def _runner_process_entrypoint( + strategy: "ClientServerExecutionStrategy", + runner: RunnerBundle, + worker_id: int, + store: LightningStore, + stop_evt: ExecutionEvent, +) -> None: + """Run a runner bundle from a child process. + + This must stay at module scope so multiprocessing ``spawn`` can pickle it + on macOS and Windows. + """ + try: + asyncio.run(strategy.execute_runner_bundle(runner, worker_id, store, stop_evt)) + except KeyboardInterrupt: + logger.warning("Runner (asyncio) %s received KeyboardInterrupt; exiting gracefully", worker_id) + except BaseException as exc: + logger.exception("Runner (asyncio) %s crashed by %s; signaling stop event", worker_id, exc) + raise + + +def _algorithm_process_entrypoint( + strategy: "ClientServerExecutionStrategy", + algorithm: AlgorithmBundle, + store: LightningStore, + stop_evt: ExecutionEvent, + runner_drained_evt: ExecutionEvent, +) -> None: + """Run an algorithm bundle from a child process. + + This must stay at module scope so multiprocessing ``spawn`` can pickle it + on macOS and Windows. + """ + try: + + async def wait_for_runner() -> None: + stop_evt.set() + while not runner_drained_evt.is_set(): + await asyncio.sleep(0.05) + + asyncio.run(strategy.execute_algorithm_bundle(algorithm, store, stop_evt, drain_runners=wait_for_runner)) + except KeyboardInterrupt: + logger.warning("Algorithm (asyncio.run) received KeyboardInterrupt; exiting gracefully") + except BaseException as exc: + logger.exception("Algorithm (asyncio.run) crashed by %s; signaling stop event", exc) + raise + + class ClientServerExecutionStrategy(ExecutionStrategy): """Run algorithm and runner bundles as separate processes over HTTP. @@ -43,6 +91,10 @@ class ClientServerExecutionStrategy(ExecutionStrategy): so the original store instance passed to [execute()][agentlightning.ExecutionStrategy.execute] is not updated. + Graceful completion keeps the Store server alive while runners finish work + they have already claimed. Failures and interrupts bypass that drain and use + the abort escalation below. + Abort Model (four-step escalation): 1. Cooperative stop. Every bundle receives a shared @@ -124,24 +176,31 @@ def __init__( ) self.allowed_exit_codes = tuple(allowed_exit_codes) - async def _execute_algorithm( - self, algorithm: AlgorithmBundle, store: LightningStore, stop_evt: ExecutionEvent + async def execute_algorithm_bundle( + self, + algorithm: AlgorithmBundle, + store: LightningStore, + stop_evt: ExecutionEvent, + *, + drain_runners: Callable[[], Awaitable[None]] | None = None, ) -> None: - wrapper_store: LightningStore | None = None - if self.managed_store: - logger.info("Starting LightningStore server on %s:%s", self.server_host, self.server_port) - wrapper_store = LightningStoreServer(store, host=self.server_host, port=self.server_port) - server_started = False - else: - wrapper_store = store - server_started = False + facade_store: LightningStore = store + server: LightningStoreServer | None = None + server_started = False + client_store: LightningStoreClient | None = None try: - if self.managed_store and isinstance(wrapper_store, LightningStoreServer): - await wrapper_store.start() + if self.managed_store: + logger.info("Starting LightningStore server on %s:%s", self.server_host, self.server_port) + server = LightningStoreServer(store, host=self.server_host, port=self.server_port) + await server.start() server_started = True - logger.debug("Algorithm bundle starting against endpoint %s", wrapper_store.endpoint) - await algorithm(wrapper_store, stop_evt) + logger.debug("Algorithm bundle starting against endpoint %s", server.endpoint) + client_store = LightningStoreClient(server.endpoint) + facade_store = client_store + await algorithm(facade_store, stop_evt) + if drain_runners is not None: + await drain_runners() logger.debug("Algorithm bundle completed successfully") except asyncio.CancelledError: logger.info("Algorithm received CancelledError; signaling stop event") @@ -156,15 +215,23 @@ async def _execute_algorithm( stop_evt.set() raise finally: - if self.managed_store and isinstance(wrapper_store, LightningStoreServer) and server_started: + if self.managed_store and client_store is not None: + try: + await client_store.close() + except Exception: + logger.exception("Error closing LightningStore client for algorithm") + else: + logger.debug("Algorithm closed LightningStore client") + + if self.managed_store and server is not None and server_started: try: - await wrapper_store.stop() + await server.stop() except Exception: logger.exception("Error stopping LightningStore server") else: logger.debug("LightningStore server shutdown completed") - async def _execute_runner( + async def execute_runner_bundle( self, runner: RunnerBundle, worker_id: int, @@ -214,22 +281,13 @@ def _spawn_runners( ) -> list[multiprocessing.Process]: """Used when `role == "runner"` or `role == "both"` and `n_runners > 1`.""" processes: list[multiprocessing.Process] = [] - - def _runner_sync(runner: RunnerBundle, worker_id: int, store: LightningStore, stop_evt: ExecutionEvent) -> None: - # Runners are executed in child processes; each process owns its own - # event loop to keep the asyncio scheduler isolated. - try: - asyncio.run(self._execute_runner(runner, worker_id, store, stop_evt)) - except KeyboardInterrupt: - logger.warning("Runner (asyncio) %s received KeyboardInterrupt; exiting gracefully", worker_id) - except BaseException as exc: - logger.exception("Runner (asyncio) %s crashed by %s; signaling stop event", worker_id, exc) - raise + process_factory = cast(Callable[..., multiprocessing.Process], getattr(ctx, "Process")) for i in range(self.n_runners): - process = cast( - multiprocessing.Process, - ctx.Process(target=_runner_sync, args=(runner, i, store, stop_evt), name=f"runner-{i}"), # type: ignore + process = process_factory( + target=_runner_process_entrypoint, + args=(self, runner, i, store, stop_evt), + name=f"runner-{i}", ) process.start() logger.debug("Spawned runner process %s (pid=%s)", process.name, process.pid) @@ -242,23 +300,17 @@ def _spawn_algorithm_process( algorithm: AlgorithmBundle, store: LightningStore, stop_evt: ExecutionEvent, + runner_drained_evt: ExecutionEvent, *, ctx: BaseContext, ) -> multiprocessing.Process: """Used when `main_process == "runner"`.""" - def _algorithm_sync(algorithm: AlgorithmBundle, store: LightningStore, stop_evt: ExecutionEvent) -> None: - try: - asyncio.run(self._execute_algorithm(algorithm, store, stop_evt)) - except KeyboardInterrupt: - logger.warning("Algorithm (asyncio.run) received KeyboardInterrupt; exiting gracefully") - except BaseException as exc: - logger.exception("Algorithm (asyncio.run) crashed by %s; signaling stop event", exc) - raise - - process = cast( - multiprocessing.Process, - ctx.Process(target=_algorithm_sync, args=(algorithm, store, stop_evt), name="algorithm"), # type: ignore + process_factory = cast(Callable[..., multiprocessing.Process], getattr(ctx, "Process")) + process = process_factory( + target=_algorithm_process_entrypoint, + args=(self, algorithm, store, stop_evt, runner_drained_evt), + name="algorithm", ) process.start() logger.debug("Spawned algorithm process %s (pid=%s)", process.name, process.pid) @@ -365,6 +417,7 @@ def execute(self, algorithm: AlgorithmBundle, runner: RunnerBundle, store: Light # agree on the start method (fork/spawn/forkserver). ctx = multiprocessing.get_context() stop_evt = MultiprocessingEvent(ctx=ctx) + runner_drained_evt = MultiprocessingEvent(ctx=ctx) # Track spawned processes so we can enforce termination ordering and # surface non-zero exit codes back to the caller. processes: list[multiprocessing.Process] = [] @@ -375,11 +428,11 @@ def execute(self, algorithm: AlgorithmBundle, runner: RunnerBundle, store: Light try: if self.role == "algorithm": logger.info("Running algorithm solely...") - asyncio.run(self._execute_algorithm(algorithm, store, stop_evt)) + asyncio.run(self.execute_algorithm_bundle(algorithm, store, stop_evt)) elif self.role == "runner": if self.n_runners == 1: logger.info("Running runner solely...") - asyncio.run(self._execute_runner(runner, 0, store, stop_evt)) + asyncio.run(self.execute_runner_bundle(runner, 0, store, stop_evt)) else: logger.info("Spawning runner processes...") processes = self._spawn_runners(runner, store, stop_evt, ctx=ctx) @@ -391,9 +444,28 @@ def execute(self, algorithm: AlgorithmBundle, runner: RunnerBundle, store: Light if self.main_process == "algorithm": logger.info("Spawning runner processes...") processes = self._spawn_runners(runner, store, stop_evt, ctx=ctx) + + async def drain_runners() -> None: + stop_evt.set() + alive = await asyncio.to_thread( + self._join_until_deadline, + processes, + self.graceful_timeout, + ) + if alive: + names = ", ".join(process.name or str(process.pid) for process in alive) + raise TimeoutError(f"Runner drain exceeded {self.graceful_timeout:.1f}s: {names}") + try: logger.info("Running algorithm...") - asyncio.run(self._execute_algorithm(algorithm, store, stop_evt)) + asyncio.run( + self.execute_algorithm_bundle( + algorithm, + store, + stop_evt, + drain_runners=drain_runners, + ) + ) finally: # Always request the runner side to unwind once the # algorithm/server portion finishes (successfully or not). @@ -403,7 +475,13 @@ def execute(self, algorithm: AlgorithmBundle, runner: RunnerBundle, store: Light raise ValueError("main_process='runner' requires n_runners to be 1") logger.info("Spawning algorithm process...") - algorithm_process = self._spawn_algorithm_process(algorithm, store, stop_evt, ctx=ctx) + algorithm_process = self._spawn_algorithm_process( + algorithm, + store, + stop_evt, + runner_drained_evt, + ctx=ctx, + ) processes = [algorithm_process] # Run the lone runner cooperatively in-process so users can @@ -411,7 +489,8 @@ def execute(self, algorithm: AlgorithmBundle, runner: RunnerBundle, store: Light # the background process spawned above (the provided # store must therefore be picklable when using spawn). logger.info("Running runner...") - asyncio.run(self._execute_runner(runner, 0, store, stop_evt)) + asyncio.run(self.execute_runner_bundle(runner, 0, store, stop_evt)) + runner_drained_evt.set() # Wait for the algorithm process to finish. algorithm_process.join() diff --git a/agentlightning/execution/inter_process.py b/agentlightning/execution/inter_process.py deleted file mode 100644 index bdd89802e..000000000 --- a/agentlightning/execution/inter_process.py +++ /dev/null @@ -1,16 +0,0 @@ -# Copyright (c) Microsoft. All rights reserved. - -from .base import ExecutionStrategy - - -class InterProcessExecutionStrategy(ExecutionStrategy): - """Placeholder strategy for future inter-process primitives. - - The class exists to reserve the `ipc` alias and make the planned - implementation discoverable. Attempting to use it today will raise - `NotImplementedError` once the execution contract is finalized. - """ - - alias: str = "ipc" - - # TODO: to be implemented diff --git a/agentlightning/execution/shared_memory.py b/agentlightning/execution/shared_memory.py index f8b344943..218d2a780 100644 --- a/agentlightning/execution/shared_memory.py +++ b/agentlightning/execution/shared_memory.py @@ -5,7 +5,7 @@ import threading from contextlib import suppress from queue import SimpleQueue -from typing import Any, Awaitable, Callable, List, Literal, Optional, Tuple +from typing import Any, Callable, Coroutine, List, Literal, Optional, Tuple from agentlightning.env_var import LightningEnvVar, resolve_bool_env_var from agentlightning.store.base import LightningStore @@ -23,7 +23,8 @@ class SharedMemoryExecutionStrategy(ExecutionStrategy): Stop Model: - All bundles share one [`ThreadingEvent`][agentlightning.ThreadingEvent] - named `stop_evt`. + named `stop_evt` for graceful shutdown. The strategy keeps a separate + internal abort event for exceptions and interrupts. - Only the main thread receives `KeyboardInterrupt`. When Ctrl+C occurs we set `stop_evt`. - Any exception raised inside a bundle sets `stop_evt` so other threads can @@ -67,7 +68,7 @@ def __init__( LightningEnvVar.AGL_MANAGED_STORE, override=managed_store, fallback=True ) - async def _run_until_completed_or_canceled(self, coro: Awaitable[Any], stop_evt: ExecutionEvent) -> Any: + async def _run_until_completed_or_canceled(self, coro: Coroutine[Any, Any, Any], stop_evt: ExecutionEvent) -> Any: """Run `coro` until it finishes or a cooperative stop is requested. Control flow: @@ -85,7 +86,7 @@ async def _run_until_completed_or_canceled(self, coro: Awaitable[Any], stop_evt: frequently; cooperative shutdown (checking `stop_evt` inside the bundle) remains the preferred approach. """ - task: asyncio.Task[Any] = asyncio.create_task(coro) # type: ignore + task = asyncio.create_task(coro) task_exception: Optional[BaseException] = None async def watcher() -> None: @@ -101,7 +102,7 @@ async def watcher() -> None: # Grace period: let a cooperative bundle exit on its own. try: # At this point of waiting, the main task should already see the stop event. - await asyncio.wait_for(asyncio.shield(task), timeout=self.graceful_delay) # type: ignore + await asyncio.wait_for(asyncio.shield(task), timeout=self.graceful_delay) logger.debug("Bundle finished by itself during grace period.") return # bundle finished by itself during grace period except asyncio.TimeoutError: @@ -123,9 +124,7 @@ async def watcher() -> None: try: # We don't wait on FIRST_COMPLETED here, because we want the watcher # to be able to grant a grace window after stop_evt flips. - await asyncio.wait( - {task, watcher_task}, return_when=asyncio.FIRST_COMPLETED - ) # pyright: ignore[reportUnknownArgumentType] + await asyncio.wait({task, watcher_task}, return_when=asyncio.FIRST_COMPLETED) finally: # If the main task hasn't completed yet (e.g., watcher scheduled cancel), # finish the cancellation handshake. @@ -145,7 +144,7 @@ async def watcher() -> None: else: # Task completed naturally; retrieve result. try: - result = await task # type: ignore + result = await task except asyncio.CancelledError: pass except BaseException as exc: @@ -158,7 +157,7 @@ async def watcher() -> None: if task_exception is not None: raise task_exception - return result # type: ignore + return result def _run_algorithm( self, @@ -166,6 +165,7 @@ def _run_algorithm( store: LightningStore, stop_evt: ExecutionEvent, thread_exceptions: Optional[SimpleQueue[BaseException]], + abort_evt: Optional[ExecutionEvent] = None, ) -> None: try: asyncio.run(self._run_until_completed_or_canceled(algorithm(store, stop_evt), stop_evt)) @@ -176,7 +176,10 @@ def _run_algorithm( if thread_exceptions is not None: thread_exceptions.put(exc) stop_evt.set() - raise + if abort_evt is not None: + abort_evt.set() + if thread_exceptions is None: + raise def _run_runner( self, @@ -185,9 +188,11 @@ def _run_runner( worker_id: int, stop_evt: ExecutionEvent, thread_exceptions: Optional[SimpleQueue[BaseException]], + abort_evt: Optional[ExecutionEvent] = None, ) -> None: try: - asyncio.run(self._run_until_completed_or_canceled(runner(store, worker_id, stop_evt), stop_evt)) + cancellation_evt = abort_evt if abort_evt is not None else stop_evt + asyncio.run(self._run_until_completed_or_canceled(runner(store, worker_id, stop_evt), cancellation_evt)) except asyncio.CancelledError: logger.info("Runner bundle (worker_id=%s) canceled due to stop signal.", worker_id) except BaseException as exc: @@ -195,7 +200,10 @@ def _run_runner( if thread_exceptions is not None: thread_exceptions.put(exc) stop_evt.set() - raise + if abort_evt is not None: + abort_evt.set() + if thread_exceptions is None: + raise def execute(self, algorithm: AlgorithmBundle, runner: RunnerBundle, store: LightningStore) -> None: logger.info( @@ -206,6 +214,7 @@ def execute(self, algorithm: AlgorithmBundle, runner: RunnerBundle, store: Light # Create stop event and thread-safe store. stop_evt = ThreadingEvent() + abort_evt = ThreadingEvent() if self.managed_store: thread_safe_store = LightningStoreThreaded(store) else: @@ -228,13 +237,13 @@ def make_thread(name: str, target: Callable[..., Any], args: Tuple[Any, ...]) -> thread = make_thread( name=f"runner-{i}", target=self._run_runner, - args=(runner, thread_safe_store, i, stop_evt, thread_exceptions), + args=(runner, thread_safe_store, i, stop_evt, thread_exceptions, abort_evt), ) threads.append(thread) # Ctrl+C here raises KeyboardInterrupt on this stack. # Main thread doesn't need to collect exceptions. - self._run_algorithm(algorithm, thread_safe_store, stop_evt, None) + self._run_algorithm(algorithm, thread_safe_store, stop_evt, None, abort_evt) # If algo finishes naturally, request runners to stop. stop_evt.set() @@ -244,13 +253,13 @@ def make_thread(name: str, target: Callable[..., Any], args: Tuple[Any, ...]) -> thread = make_thread( name="algorithm", target=self._run_algorithm, - args=(algorithm, thread_safe_store, stop_evt, thread_exceptions), + args=(algorithm, thread_safe_store, stop_evt, thread_exceptions, abort_evt), ) threads.append(thread) # Ctrl+C here raises KeyboardInterrupt on this stack. # Main thread doesn't need to collect exceptions. - self._run_runner(runner, thread_safe_store, 0, stop_evt, None) + self._run_runner(runner, thread_safe_store, 0, stop_evt, None, abort_evt) # If runner finishes naturally, WAIT FOR ALGORITHM TO FINISH. thread.join() @@ -261,11 +270,13 @@ def make_thread(name: str, target: Callable[..., Any], args: Tuple[Any, ...]) -> except KeyboardInterrupt: logger.warning("KeyboardInterrupt received on main thread; initiating cooperative shutdown...") stop_evt.set() + abort_evt.set() finally: - # Attempt a clean join; if some threads don't comply, log and move on. + # Normal completion waits for claimed work to drain. Abort paths retain + # the bounded join because work may no longer be able to finish cleanly. for t in threads: logger.debug("Joining thread %s...", t.name) - t.join(timeout=self.join_timeout) + t.join(timeout=self.join_timeout if abort_evt.is_set() else None) alive = [t.name for t in threads if t.is_alive()] if alive: diff --git a/agentlightning/instrumentation/__init__.py b/agentlightning/instrumentation/__init__.py index 9d0eb31df..6896680d5 100644 --- a/agentlightning/instrumentation/__init__.py +++ b/agentlightning/instrumentation/__init__.py @@ -1,26 +1,22 @@ # Copyright (c) Microsoft. All rights reserved. +import importlib import warnings -AGENTOPS_INSTALLED: bool = False -AGENTOPS_LANGCHAIN_INSTALLED: bool = False -LITELLM_INSTALLED: bool = False -VLLM_INSTALLED: bool = False -WEAVE_INSTALLED: bool = False -try: - from . import agentops # type: ignore +def _is_module_available(module_name: str) -> bool: + try: + importlib.import_module(f"{__name__}.{module_name}") + except ImportError: + return False + return True - AGENTOPS_INSTALLED = True # type: ignore -except ImportError: - pass -try: - from . import litellm # type: ignore - - LITELLM_INSTALLED = True # type: ignore -except ImportError: - pass +AGENTOPS_INSTALLED: bool = _is_module_available("agentops") +AGENTOPS_LANGCHAIN_INSTALLED: bool = _is_module_available("agentops_langchain") +LITELLM_INSTALLED: bool = _is_module_available("litellm") +VLLM_INSTALLED: bool = False +WEAVE_INSTALLED: bool = False # MAGIC! DO NOT TOUCH THIS! # vllm import will cause reward tracing function to fail and produce nothing. @@ -32,14 +28,6 @@ # pass -try: - from . import agentops_langchain # type: ignore - - AGENTOPS_LANGCHAIN_INSTALLED = True # type: ignore -except ImportError: - pass - - def instrument_all(): """Instrument all the instrumentation libraries.""" if AGENTOPS_INSTALLED: diff --git a/agentlightning/instrumentation/agentops.py b/agentlightning/instrumentation/agentops.py index 4efcbe5e2..0ed8a263d 100644 --- a/agentlightning/instrumentation/agentops.py +++ b/agentlightning/instrumentation/agentops.py @@ -4,15 +4,18 @@ import json import logging -from typing import Any, Callable, no_type_check +from collections.abc import Callable as CallableABC +from collections.abc import Mapping +from importlib import import_module +from typing import Any, Callable, cast import requests from agentops.client.api import V3Client, V4Client from agentops.client.api.types import AuthTokenResponse from agentops.sdk.exporters import AuthenticatedOTLPExporter from opentelemetry.exporter.otlp.proto.http.metric_exporter import OTLPMetricExporter -from opentelemetry.exporter.otlp.proto.http.trace_exporter import OTLPSpanExporter from opentelemetry.sdk.metrics.export import MetricExportResult +from opentelemetry.trace import Tracer from agentlightning.utils.otlp import LightningStoreOTLPExporter @@ -25,9 +28,119 @@ # Module-level storage for originals _original_handle_chat_attributes: Callable[..., Any] | None = None -_original_handle_response: Callable[..., Any] | None = None +_original_openai_custom_wrap: Callable[..., Any] | None = None _agentops_service_enabled = False +_Wrapper = Callable[..., Any] +_WrapperFactory = Callable[[Tracer], _Wrapper] +_wrapt = cast(Any, import_module("wrapt")) +wrap_function_wrapper = cast(Callable[[str, str, _Wrapper], Any], _wrapt.wrap_function_wrapper) + + +def _module_available(module_name: str) -> bool: + try: + import_module(module_name) + except ModuleNotFoundError: + return False + return True + + +def _wrap_agentops_openai_streaming(instrumentor: object, **kwargs: object) -> None: + """Install AgentOps streaming wrappers supported by the active OpenAI SDK.""" + _ = kwargs + from agentops.instrumentation.providers.openai.utils import is_openai_v1 + + stream_wrapper_module = cast( + Any, + import_module("agentops.instrumentation.providers.openai.stream_wrapper"), + ) + chat_completion_stream_wrapper = cast( + _WrapperFactory, + stream_wrapper_module.chat_completion_stream_wrapper, + ) + async_chat_completion_stream_wrapper = cast( + _WrapperFactory, + stream_wrapper_module.async_chat_completion_stream_wrapper, + ) + responses_stream_wrapper = cast( + _WrapperFactory, + stream_wrapper_module.responses_stream_wrapper, + ) + async_responses_stream_wrapper = cast( + _WrapperFactory, + stream_wrapper_module.async_responses_stream_wrapper, + ) + + tracer = cast(Tracer | None, getattr(instrumentor, "_tracer", None)) + if not is_openai_v1() or tracer is None: + return + + wrappers: list[tuple[str, str, _WrapperFactory]] = [ + ( + "openai.resources.chat.completions", + "Completions.create", + chat_completion_stream_wrapper, + ), + ( + "openai.resources.chat.completions", + "AsyncCompletions.create", + async_chat_completion_stream_wrapper, + ), + ( + "openai.resources.responses", + "Responses.create", + responses_stream_wrapper, + ), + ( + "openai.resources.responses", + "AsyncResponses.create", + async_responses_stream_wrapper, + ), + ] + beta_module = "openai.resources.beta.chat.completions" + if _module_available(beta_module): + wrappers.extend( + [ + (beta_module, "Completions.parse", chat_completion_stream_wrapper), + (beta_module, "AsyncCompletions.parse", async_chat_completion_stream_wrapper), + ] + ) + else: + logger.debug("OpenAI beta chat completions are unavailable; skipping AgentOps beta streaming wrappers.") + + for module_name, target, wrapper_factory in wrappers: + if not _module_available(module_name): + logger.debug("OpenAI module %s is unavailable; skipping AgentOps wrapper %s.", module_name, target) + continue + wrap_function_wrapper(module_name, target, wrapper_factory(tracer)) + + +def _patch_agentops_openai_streaming() -> None: + """Replace AgentOps 0.4.x's all-or-nothing OpenAI streaming setup.""" + global _original_openai_custom_wrap + if _original_openai_custom_wrap is not None: + return + try: + instrumentor_module = import_module("agentops.instrumentation.providers.openai.instrumentor") + except ModuleNotFoundError: + logger.debug("AgentOps OpenAI instrumentor does not expose the 0.4.x streaming setup.") + return + instrumentor_cls = cast(Any, instrumentor_module).OpenaiInstrumentor + if not hasattr(instrumentor_cls, "_custom_wrap"): + return + _original_openai_custom_wrap = instrumentor_cls._custom_wrap + instrumentor_cls._custom_wrap = _wrap_agentops_openai_streaming + + +def _unpatch_agentops_openai_streaming() -> None: + global _original_openai_custom_wrap + if _original_openai_custom_wrap is None: + return + instrumentor_module = import_module("agentops.instrumentation.providers.openai.instrumentor") + instrumentor_cls = cast(Any, instrumentor_module).OpenaiInstrumentor + instrumentor_cls._custom_wrap = _original_openai_custom_wrap + _original_openai_custom_wrap = None + def enable_agentops_service(enabled: bool = True) -> None: """ @@ -50,36 +163,62 @@ def _patch_exporters(): import agentops.client.api import agentops.sdk.core - agentops.sdk.core.AuthenticatedOTLPExporter = BypassableAuthenticatedOTLPExporter # type: ignore - agentops.sdk.core.OTLPMetricExporter = BypassableOTLPMetricExporter - if hasattr(agentops.sdk.core, "OTLPSpanExporter"): - agentops.sdk.core.OTLPSpanExporter = BypassableOTLPSpanExporter # type: ignore - agentops.client.api.V3Client = BypassableV3Client - agentops.client.api.V4Client = BypassableV4Client + sdk_core = cast(Any, agentops.sdk.core) + client_api = cast(Any, agentops.client.api) + sdk_core.AuthenticatedOTLPExporter = BypassableAuthenticatedOTLPExporter + sdk_core.OTLPMetricExporter = BypassableOTLPMetricExporter + client_api.V3Client = BypassableV3Client + client_api.V4Client = BypassableV4Client def _unpatch_exporters(): import agentops.client.api import agentops.sdk.core - agentops.sdk.core.AuthenticatedOTLPExporter = AuthenticatedOTLPExporter # type: ignore - agentops.sdk.core.OTLPMetricExporter = OTLPMetricExporter - if hasattr(agentops.sdk.core, "OTLPSpanExporter"): - agentops.sdk.core.OTLPSpanExporter = OTLPSpanExporter # type: ignore - agentops.client.api.V3Client = V3Client - agentops.client.api.V4Client = V4Client + sdk_core = cast(Any, agentops.sdk.core) + client_api = cast(Any, agentops.client.api) + sdk_core.AuthenticatedOTLPExporter = AuthenticatedOTLPExporter + sdk_core.OTLPMetricExporter = OTLPMetricExporter + client_api.V3Client = V3Client + client_api.V4Client = V4Client -def _unwrap_legacy_response(response: Any) -> Any: - if hasattr(response, "parse") and callable(response.parse): - return response.parse() +def _unwrap_raw_response(response: object) -> object: + parse = getattr(response, "parse", None) + if isinstance(parse, CallableABC): + return cast(Callable[[], object], parse)() return response -def _patch_new_agentops(): +def _as_list(value: object) -> list[object] | None: + if isinstance(value, (list, tuple)): + return list(cast(list[object] | tuple[object, ...], value)) + return None + + +def _as_first_nested_list(value: object) -> list[object] | None: + values = _as_list(value) + if not values: + return None + return _as_list(values[0]) + + +def _serialize_model_list(value: object) -> str | None: + values = _as_list(value) + if values is None: + return None + serialized: list[object] = [] + for item in values: + model_dump = getattr(item, "model_dump", None) + if not isinstance(model_dump, CallableABC): + return None + serialized.append(cast(Callable[[], object], model_dump)()) + return json.dumps(serialized) + + +def _patch_agentops_chat_attributes() -> bool: import agentops.instrumentation.providers.openai.stream_wrapper import agentops.instrumentation.providers.openai.wrappers.chat - from agentops.instrumentation.providers.openai.wrappers.chat import handle_chat_attributes # type: ignore global _original_handle_chat_attributes @@ -87,60 +226,54 @@ def _patch_new_agentops(): logger.warning("AgentOps already patched. Skipping.") return True - _original_handle_chat_attributes = handle_chat_attributes # type: ignore - - @no_type_check - def _handle_chat_attributes_with_tokens(args=None, kwargs=None, return_value=None, **kws): # type: ignore - attributes = _original_handle_chat_attributes(args=args, kwargs=kwargs, return_value=return_value, **kws) - - # In some cases, response is a openai._legacy_response.LegacyAPIResponse (e.g., LiteLLM, or LangChain), - # This is created by client.with_raw_response.create() - return_value = _unwrap_legacy_response(return_value) - - if ( - return_value is not None - and hasattr(return_value, "prompt_token_ids") - and return_value.prompt_token_ids is not None - ): - attributes["prompt_token_ids"] = list(return_value.prompt_token_ids) - if ( - return_value is not None - and hasattr(return_value, "response_token_ids") - and return_value.response_token_ids is not None - ): - attributes["response_token_ids"] = list(return_value.response_token_ids[0]) - - # For LiteLLM Proxy (v0.2) with vLLM return_token_ids, response_token_ids now lives in choices - if ( - return_value is not None - and hasattr(return_value, "choices") - and return_value.choices - and isinstance(return_value.choices, list) - and len(return_value.choices) > 0 - ): - first_choice = return_value.choices[0] + chat_wrappers = cast(Any, agentops.instrumentation.providers.openai.wrappers.chat) + _original_handle_chat_attributes = cast(Callable[..., Any], chat_wrappers.handle_chat_attributes) + handle_chat_attributes = _original_handle_chat_attributes + + def _handle_chat_attributes_with_tokens( + args: Any = None, + kwargs: Any = None, + return_value: object = None, + **kws: Any, + ) -> dict[str, Any]: + attributes = cast( + dict[str, Any], + handle_chat_attributes(args=args, kwargs=kwargs, return_value=return_value, **kws), + ) + + # Raw-response clients expose a wrapper whose parsed model contains the token fields. + return_value = _unwrap_raw_response(return_value) + + prompt_token_ids = _as_list(getattr(return_value, "prompt_token_ids", None)) + if prompt_token_ids is not None: + attributes["prompt_token_ids"] = prompt_token_ids + response_token_ids = _as_first_nested_list(getattr(return_value, "response_token_ids", None)) + if response_token_ids is not None: + attributes["response_token_ids"] = response_token_ids + + # LiteLLM Proxy with vLLM return_token_ids may place response token IDs in choices. + choices = _as_list(getattr(return_value, "choices", None)) + if choices: + first_choice = choices[0] # Token IDs from "choices[0].token_ids" if "response_token_ids" not in attributes: - if hasattr(first_choice, "token_ids") and first_choice.token_ids is not None: - attributes["response_token_ids"] = list(first_choice.token_ids) - # newer versions of OpenAI client SDK - elif ( - hasattr(first_choice, "provider_specific_fields") - and first_choice.provider_specific_fields.get("token_ids") is not None - ): - attributes["response_token_ids"] = list(first_choice.provider_specific_fields["token_ids"]) + token_ids = _as_list(getattr(first_choice, "token_ids", None)) + provider_fields = getattr(first_choice, "provider_specific_fields", None) + if token_ids is None and isinstance(provider_fields, Mapping): + provider_mapping = cast(Mapping[object, object], provider_fields) + token_ids = _as_list(provider_mapping.get("token_ids")) + if token_ids is not None: + attributes["response_token_ids"] = token_ids # log probability # This is temporary. We need a unified convention for classifying and naming logprobs. - if hasattr(first_choice, "logprobs") and first_choice.logprobs is not None: - if hasattr(first_choice.logprobs, "content") and first_choice.logprobs.content is not None: - attributes["logprobs.content"] = json.dumps( - [logprob.model_dump() for logprob in first_choice.logprobs.content] - ) - if hasattr(first_choice.logprobs, "refusal") and first_choice.logprobs.refusal is not None: - attributes["logprobs.refusal"] = json.dumps( - [logprob.model_dump() for logprob in first_choice.logprobs.refusal] - ) + logprobs = getattr(first_choice, "logprobs", None) + content = _serialize_model_list(getattr(logprobs, "content", None)) + refusal = _serialize_model_list(getattr(logprobs, "refusal", None)) + if content is not None: + attributes["logprobs.content"] = content + if refusal is not None: + attributes["logprobs.refusal"] = refusal return attributes @@ -148,11 +281,11 @@ def _handle_chat_attributes_with_tokens(args=None, kwargs=None, return_value=Non agentops.instrumentation.providers.openai.stream_wrapper.handle_chat_attributes = ( _handle_chat_attributes_with_tokens ) - logger.info("Patched newer version of agentops using handle_chat_attributes") + logger.info("Patched AgentOps chat attributes to capture token IDs") return True -def _unpatch_new_agentops(): +def _unpatch_agentops_chat_attributes() -> None: import agentops.instrumentation.providers.openai.stream_wrapper import agentops.instrumentation.providers.openai.wrappers.chat @@ -165,84 +298,26 @@ def _unpatch_new_agentops(): _original_handle_chat_attributes ) _original_handle_chat_attributes = None - logger.info("Unpatched newer version of agentops using handle_chat_attributes") - - -def _patch_old_agentops(): - import opentelemetry.instrumentation.openai.shared.chat_wrappers # type: ignore - from opentelemetry.instrumentation.openai.shared.chat_wrappers import _handle_response, dont_throw # type: ignore - - global _original_handle_response - _original_handle_response = _handle_response # type: ignore - - @dont_throw # type: ignore - def _handle_response_with_tokens(response, span, *args, **kwargs): # type: ignore - _original_handle_response(response, span, *args, **kwargs) # type: ignore - if hasattr(response, "prompt_token_ids"): # type: ignore - span.set_attribute("prompt_token_ids", list(response.prompt_token_ids)) # type: ignore - if hasattr(response, "response_token_ids"): # type: ignore - span.set_attribute("response_token_ids", list(response.response_token_ids[0])) # type: ignore - - # For LiteLLM, response is a openai._legacy_response.LegacyAPIResponse - if hasattr(response, "http_response") and hasattr(response.http_response, "json"): # type: ignore - json_data = response.http_response.json() # type: ignore - if isinstance(json_data, dict): - if "prompt_token_ids" in json_data: - span.set_attribute("prompt_token_ids", list(json_data["prompt_token_ids"])) # type: ignore - if "response_token_ids" in json_data: - span.set_attribute("response_token_ids", list(json_data["response_token_ids"][0])) # type: ignore - - opentelemetry.instrumentation.openai.shared.chat_wrappers._handle_response = _handle_response_with_tokens # type: ignore - logger.info("Patched earlier version of agentops using _handle_response") - return True - + logger.info("Restored AgentOps chat attribute handling") -def _unpatch_old_agentops(): - import opentelemetry.instrumentation.openai.shared.chat_wrappers # type: ignore - global _original_handle_response - if _original_handle_response is not None: - opentelemetry.instrumentation.openai.shared.chat_wrappers._handle_response = _original_handle_response # type: ignore - _original_handle_response = None - logger.info("Unpatched earlier version of agentops using _handle_response") - - -def instrument_agentops(): +def instrument_agentops() -> bool: """ Instrument agentops to capture token IDs. - Automatically detects and uses the appropriate patching method based on the installed agentops version. + Requires the supported AgentOps instrumentation API from AgentOps 0.4.21 or newer. """ _patch_exporters() + _patch_agentops_openai_streaming() - # Try newest version first (tested for 0.4.16) - try: - return _patch_new_agentops() - except ImportError as e: - logger.debug(f"Couldn't patch newer version of agentops: {str(e)}") - - # Note: 0.4.15 needs another patching method, but it's too shortlived to be worth handling separately. - - # Try older version (tested for 0.4.13) - try: - return _patch_old_agentops() - except ImportError as e: - logger.warning(f"Couldn't patch older version of agentops: {str(e)}") - logger.error("Failed to instrument agentops - neither patching method was successful") - return False + return _patch_agentops_chat_attributes() def uninstrument_agentops(): """Uninstrument agentops to stop capturing token IDs.""" _unpatch_exporters() + _unpatch_agentops_openai_streaming() - try: - _unpatch_new_agentops() - except Exception: - pass - try: - _unpatch_old_agentops() - except Exception: - pass + _unpatch_agentops_chat_attributes() class BypassableAuthenticatedOTLPExporter(LightningStoreOTLPExporter, AuthenticatedOTLPExporter): @@ -264,34 +339,21 @@ class BypassableOTLPMetricExporter(OTLPMetricExporter): def export(self, *args: Any, **kwargs: Any) -> MetricExportResult: if _agentops_service_enabled: - return super().export(*args, **kwargs) # type: ignore[reportUnknownMemberType] + return cast(MetricExportResult, cast(Any, super()).export(*args, **kwargs)) else: logger.debug("SwitchableOTLPMetricExporter is switched off, skipping export.") return MetricExportResult.SUCCESS -class BypassableOTLPSpanExporter(LightningStoreOTLPExporter): - """ - OTLPSpanExporter with switchable service control. - When `_agentops_service_enabled` is False, skip export and return success. - - This is used instead of BypassableAuthenticatedOTLPExporter on legacy AgentOps versions. - """ - - def should_bypass(self) -> bool: - return not _agentops_service_enabled - - class BypassableV3Client(V3Client): """ V3Client with toggleable authentication calls. Returns dummy auth response when `_agentops_service_enabled` is False. """ - # Temporary synchronous override of fetch_auth_token for mock purposes. - def fetch_auth_token(self, *args: Any, **kwargs: Any) -> AuthTokenResponse: # type: ignore[override] + async def fetch_auth_token(self, api_key: str) -> AuthTokenResponse: if _agentops_service_enabled: - return super().fetch_auth_token(*args, **kwargs) # type: ignore[override] + return await super().fetch_auth_token(api_key) else: logger.debug("SwitchableV3Client is switched off, skipping fetch_auth_token request.") return AuthTokenResponse(token="dummy", project_id="dummy") @@ -303,9 +365,9 @@ class BypassableV4Client(V4Client): Returns dummy response when `_agentops_service_enabled` is False. """ - def post(self, *args: Any, **kwargs: Any) -> requests.Response: + def post(self, path: str, body: str | bytes, headers: dict[str, str] | None = None) -> requests.Response: if _agentops_service_enabled: - return super().post(*args, **kwargs) + return super().post(path, body, headers) else: logger.debug("SwitchableV4Client is switched off, skipping post request.") response = requests.Response() diff --git a/agentlightning/instrumentation/agentops_langchain.py b/agentlightning/instrumentation/agentops_langchain.py index 68cd33af1..4eb2bb9bf 100644 --- a/agentlightning/instrumentation/agentops_langchain.py +++ b/agentlightning/instrumentation/agentops_langchain.py @@ -14,18 +14,20 @@ ] -def on_chain_start(self: Any, serialized: Dict[str, Any], inputs: Dict[str, Any], **kwargs: Any) -> None: +def on_chain_start(self: Any, serialized: Dict[str, Any] | None, inputs: Dict[str, Any], **kwargs: Any) -> None: if "name" in kwargs: - if serialized is None: # type: ignore + if serialized is None: serialized = {} serialized = serialized.copy() serialized["name"] = kwargs["name"] if "run_id" in kwargs: - if serialized is None: # type: ignore + if serialized is None: serialized = {} serialized = serialized.copy() if "id" not in serialized: serialized["id"] = kwargs["run_id"] + if serialized is None: + serialized = {} return original_on_chain_start(self, serialized, inputs, **kwargs) diff --git a/agentlightning/instrumentation/litellm.py b/agentlightning/instrumentation/litellm.py index e80056676..08aad05c8 100644 --- a/agentlightning/instrumentation/litellm.py +++ b/agentlightning/instrumentation/litellm.py @@ -8,7 +8,8 @@ [Related documentation](https://docs.litellm.ai/docs/observability/agentops_integration). """ -from typing import Any, Optional +from collections.abc import Callable +from typing import Any, Optional, cast from litellm.integrations.opentelemetry import OpenTelemetry @@ -17,7 +18,7 @@ "uninstrument_litellm", ] -original_set_attributes = OpenTelemetry.set_attributes # type: ignore +original_set_attributes = cast(Callable[..., None], cast(Any, OpenTelemetry).set_attributes) def patched_set_attributes(self: Any, span: Any, kwargs: Any, response_obj: Optional[Any]): diff --git a/agentlightning/instrumentation/vllm.py b/agentlightning/instrumentation/vllm.py index 3731be5ad..fa94188be 100644 --- a/agentlightning/instrumentation/vllm.py +++ b/agentlightning/instrumentation/vllm.py @@ -3,24 +3,41 @@ from __future__ import annotations import warnings -from typing import Any, List - -import vllm.entrypoints.openai.protocol -from vllm.entrypoints.openai.protocol import ChatCompletionResponse -from vllm.entrypoints.openai.serving_chat import OpenAIServingChat +from importlib import import_module +from typing import Any, Callable, Type, cast __all__ = [ "instrument_vllm", "uninstrument_vllm", ] - -class ChatCompletionResponsePatched(ChatCompletionResponse): - prompt_token_ids: List[int] | None = None - response_token_ids: List[int] | None = None - - -original_chat_completion_full_generator = OpenAIServingChat.chat_completion_full_generator +_original_chat_completion_full_generator: Callable[..., Any] | None = None +_patched_response_cls: Type[Any] | None = None + + +def _load_vllm_targets() -> tuple[Any, Type[Any], Type[Any]]: + """Load vLLM objects only when vLLM instrumentation is requested.""" + protocol = import_module("vllm.entrypoints.openai.protocol") + serving_chat = import_module("vllm.entrypoints.openai.serving_chat") + response_cls = cast(Type[Any], getattr(protocol, "ChatCompletionResponse")) + serving_chat_cls = cast(Type[Any], getattr(serving_chat, "OpenAIServingChat")) + return protocol, response_cls, serving_chat_cls + + +def _make_patched_response_cls(base_cls: Type[Any]) -> Type[Any]: + return type( + "ChatCompletionResponsePatched", + (base_cls,), + { + "__annotations__": { + "prompt_token_ids": list[int] | None, + "response_token_ids": list[list[int]] | None, + }, + "prompt_token_ids": None, + "response_token_ids": None, + "__module__": __name__, + }, + ) async def chat_completion_full_generator( @@ -33,17 +50,20 @@ async def chat_completion_full_generator( tokenizer: Any, request_metadata: Any, ) -> Any: - prompt_token_ids: List[int] | None = None - response_token_ids: List[List[int]] | None = None + if _original_chat_completion_full_generator is None: + raise RuntimeError("vLLM instrumentation has not been initialized.") - async def _generate_inceptor(): + prompt_token_ids: list[int] | None = None + response_token_ids: list[list[int]] | None = None + + async def _generate_inceptor() -> Any: nonlocal prompt_token_ids, response_token_ids async for res in result_generator: yield res prompt_token_ids = res.prompt_token_ids response_token_ids = [output.token_ids for output in res.outputs] - response = await original_chat_completion_full_generator( + response = await _original_chat_completion_full_generator( self, request, _generate_inceptor(), @@ -53,29 +73,44 @@ async def _generate_inceptor(): tokenizer, request_metadata, ) - response = response.model_copy( + return response.model_copy( update={ "prompt_token_ids": prompt_token_ids, "response_token_ids": response_token_ids, } ) - return response - -def instrument_vllm(): +def instrument_vllm() -> None: """Instrument vLLM to capture token IDs generated by engine. This instrumentation has been merged to upstream vLLM since v0.10.2. """ - if vllm.entrypoints.openai.protocol.ChatCompletionResponse is ChatCompletionResponsePatched: + global _original_chat_completion_full_generator, _patched_response_cls + + protocol, response_cls, serving_chat_cls = _load_vllm_targets() + if _patched_response_cls is not None and response_cls is _patched_response_cls: warnings.warn("vllm is already instrumented. Skip the instrumentation.") return - vllm.entrypoints.openai.protocol.ChatCompletionResponse = ChatCompletionResponsePatched - OpenAIServingChat.chat_completion_full_generator = chat_completion_full_generator + _patched_response_cls = _make_patched_response_cls(response_cls) + if _original_chat_completion_full_generator is None: + _original_chat_completion_full_generator = cast( + Callable[..., Any], serving_chat_cls.chat_completion_full_generator + ) + + protocol.ChatCompletionResponse = _patched_response_cls + serving_chat_cls.chat_completion_full_generator = chat_completion_full_generator -def uninstrument_vllm(): +def uninstrument_vllm() -> None: """Uninstrument vLLM to stop capturing token IDs generated by engine.""" - OpenAIServingChat.chat_completion_full_generator = original_chat_completion_full_generator + global _patched_response_cls + + protocol, response_cls, serving_chat_cls = _load_vllm_targets() + if _patched_response_cls is not None and response_cls is _patched_response_cls: + # Use the patched class' first base, which is the original ChatCompletionResponse. + protocol.ChatCompletionResponse = _patched_response_cls.__bases__[0] + if _original_chat_completion_full_generator is not None: + serving_chat_cls.chat_completion_full_generator = _original_chat_completion_full_generator + _patched_response_cls = None diff --git a/agentlightning/instrumentation/weave.py b/agentlightning/instrumentation/weave.py index e75de0b72..aeade3c86 100644 --- a/agentlightning/instrumentation/weave.py +++ b/agentlightning/instrumentation/weave.py @@ -6,17 +6,24 @@ import threading import warnings from datetime import datetime, timezone -from typing import Any, Callable, Dict, Iterator, List +from importlib import import_module +from typing import Any, Callable, Dict, Iterator, List, Type, TypeVar -import weave.trace.weave_init from pydantic import validate_call -from weave.trace_server import trace_server_interface as tsi -from weave.trace_server.ids import generate_id -from weave.trace_server_bindings.client_interface import TraceServerClientInterface -from weave.trace_server_bindings.models import ServerInfoRes logger = logging.getLogger(__name__) +T_response = TypeVar("T_response") + +weave_trace_init: Any = import_module("weave.trace.weave_init") +tsi: Any = import_module("weave.trace_server.trace_server_interface") +generate_id: Callable[[], str] = getattr(import_module("weave.trace_server.ids"), "generate_id") +TraceServerClientInterface: Type[Any] = getattr( + import_module("weave.trace_server_bindings.client_interface"), + "TraceServerClientInterface", +) +ServerInfoRes: Type[Any] = getattr(import_module("weave.trace_server_bindings.models"), "ServerInfoRes") + __all__ = [ "instrument_weave", "uninstrument_weave", @@ -24,6 +31,10 @@ ] +def _make_response(response_cls: type[T_response], **kwargs: Any) -> T_response: + return response_cls(**kwargs) + + class InMemoryWeaveTraceServer(TraceServerClientInterface): """A minimal in-memory implementation of the TraceServerInterface. @@ -33,11 +44,11 @@ class InMemoryWeaveTraceServer(TraceServerClientInterface): def __init__(self): # Minimal storage to allow basic querying in tests - self.calls: Dict[str, tsi.CallSchema] = {} + self.calls: Dict[str, Any] = {} self.partial_calls: Dict[str, Dict[str, Any]] = {} self.objs: Dict[str, Any] = {} self.files: Dict[str, bytes] = {} - self.feedback: List[tsi.FeedbackCreateReq] = [] + self.feedback: List[Any] = [] self._call_threading_lock = threading.Lock() @@ -45,16 +56,16 @@ def __init__(self): def from_env(cls, *args: Any, **kwargs: Any) -> InMemoryWeaveTraceServer: return cls() - def server_info(self) -> ServerInfoRes: + def server_info(self) -> Any: return ServerInfoRes(min_required_weave_python_version="0.52.22") - def ensure_project_exists(self, entity: str, project: str) -> tsi.EnsureProjectExistsRes: + def ensure_project_exists(self, entity: str, project: str) -> Any: return tsi.EnsureProjectExistsRes(project_name=project) # --- Call API --- @validate_call - def call_start(self, req: tsi.CallStartReq) -> tsi.CallStartRes: + def call_start(self, req: Any) -> Any: # NOTE: It's not necessary that call_end must be called after call_start. request_content = req.start.model_dump(exclude_none=True) @@ -77,7 +88,7 @@ def call_start(self, req: tsi.CallStartReq) -> tsi.CallStartRes: return tsi.CallStartRes(id=call_id, trace_id=trace_id) @validate_call - def call_end(self, req: tsi.CallEndReq) -> tsi.CallEndRes: + def call_end(self, req: Any) -> Any: request_content = req.end.model_dump(exclude_none=True) call_id = req.end.id @@ -92,7 +103,7 @@ def call_end(self, req: tsi.CallEndReq) -> tsi.CallEndRes: return tsi.CallEndRes() @validate_call - def call_start_batch(self, req: tsi.CallCreateBatchReq) -> tsi.CallCreateBatchRes: + def call_start_batch(self, req: Any) -> Any: for item in req.batch: if isinstance(item, tsi.CallStartReq): self.call_start(item) @@ -101,20 +112,20 @@ def call_start_batch(self, req: tsi.CallCreateBatchReq) -> tsi.CallCreateBatchRe return tsi.CallCreateBatchRes(res=[]) @validate_call - def call_read(self, req: tsi.CallReadReq) -> tsi.CallReadRes: + def call_read(self, req: Any) -> Any: call_data = self.calls.get(req.id) return tsi.CallReadRes(call=call_data) @validate_call - def calls_query(self, req: tsi.CallsQueryReq) -> tsi.CallsQueryRes: + def calls_query(self, req: Any) -> Any: return tsi.CallsQueryRes(calls=list(self.calls_query_stream(req))) @validate_call - def calls_query_stream(self, req: tsi.CallsQueryReq) -> Iterator[tsi.CallSchema]: + def calls_query_stream(self, req: Any) -> Iterator[Any]: yield from self.calls.values() @validate_call - def calls_delete(self, req: tsi.CallsDeleteReq) -> tsi.CallsDeleteRes: + def calls_delete(self, req: Any) -> Any: num_deleted = 0 for call_id in req.call_ids: if call_id in self.calls: @@ -123,100 +134,100 @@ def calls_delete(self, req: tsi.CallsDeleteReq) -> tsi.CallsDeleteRes: return tsi.CallsDeleteRes(num_deleted=num_deleted) @validate_call - def call_update(self, req: tsi.CallUpdateReq) -> tsi.CallUpdateRes: + def call_update(self, req: Any) -> Any: return tsi.CallUpdateRes() @validate_call - def calls_query_stats(self, req: tsi.CallsQueryStatsReq) -> tsi.CallsQueryStatsRes: + def calls_query_stats(self, req: Any) -> Any: return tsi.CallsQueryStatsRes(count=len(self.calls)) # --- Cost API --- @validate_call - def cost_create(self, req: tsi.CostCreateReq) -> tsi.CostCreateRes: + def cost_create(self, req: Any) -> Any: return tsi.CostCreateRes(ids=[(generate_id(), generate_id()) for _ in req.costs]) @validate_call - def cost_query(self, req: tsi.CostQueryReq) -> tsi.CostQueryRes: + def cost_query(self, req: Any) -> Any: return tsi.CostQueryRes(results=[]) @validate_call - def cost_purge(self, req: tsi.CostPurgeReq) -> tsi.CostPurgeRes: + def cost_purge(self, req: Any) -> Any: return tsi.CostPurgeRes() # --- Object API (Legacy V1) --- @validate_call - def obj_create(self, req: tsi.ObjCreateReq) -> tsi.ObjCreateRes: + def obj_create(self, req: Any) -> Any: digest = generate_id() self.objs[digest] = req.obj return tsi.ObjCreateRes(digest=digest) @validate_call - def obj_read(self, req: tsi.ObjReadReq) -> tsi.ObjReadRes: + def obj_read(self, req: Any) -> Any: return tsi.ObjReadRes(obj=self.objs.get(req.digest, {})) @validate_call - def objs_query(self, req: tsi.ObjQueryReq) -> tsi.ObjQueryRes: + def objs_query(self, req: Any) -> Any: return tsi.ObjQueryRes(objs=[]) @validate_call - def obj_delete(self, req: tsi.ObjDeleteReq) -> tsi.ObjDeleteRes: + def obj_delete(self, req: Any) -> Any: return tsi.ObjDeleteRes(num_deleted=0) # --- Table API --- @validate_call - def table_create(self, req: tsi.TableCreateReq) -> tsi.TableCreateRes: + def table_create(self, req: Any) -> Any: return tsi.TableCreateRes(digest=generate_id(), row_digests=[]) @validate_call - def table_create_from_digests(self, req: tsi.TableCreateFromDigestsReq) -> tsi.TableCreateFromDigestsRes: + def table_create_from_digests(self, req: Any) -> Any: return tsi.TableCreateFromDigestsRes(digest=generate_id()) @validate_call - def table_update(self, req: tsi.TableUpdateReq) -> tsi.TableUpdateRes: + def table_update(self, req: Any) -> Any: return tsi.TableUpdateRes(digest=generate_id(), updated_row_digests=[]) @validate_call - def table_query(self, req: tsi.TableQueryReq) -> tsi.TableQueryRes: + def table_query(self, req: Any) -> Any: return tsi.TableQueryRes(rows=[]) @validate_call - def table_query_stream(self, req: tsi.TableQueryReq) -> Iterator[tsi.TableRowSchema]: + def table_query_stream(self, req: Any) -> Iterator[Any]: yield from [] @validate_call - def table_query_stats(self, req: tsi.TableQueryStatsReq) -> tsi.TableQueryStatsRes: + def table_query_stats(self, req: Any) -> Any: return tsi.TableQueryStatsRes(count=0) @validate_call - def table_query_stats_batch(self, req: tsi.TableQueryStatsBatchReq) -> tsi.TableQueryStatsBatchRes: + def table_query_stats_batch(self, req: Any) -> Any: return tsi.TableQueryStatsBatchRes(tables=[]) # --- Ref API --- @validate_call - def refs_read_batch(self, req: tsi.RefsReadBatchReq) -> tsi.RefsReadBatchRes: + def refs_read_batch(self, req: Any) -> Any: return tsi.RefsReadBatchRes(vals=[]) # --- File API --- - def file_create(self, req: tsi.FileCreateReq) -> tsi.FileCreateRes: + def file_create(self, req: Any) -> Any: self.files[req.name] = req.content return tsi.FileCreateRes(digest=generate_id()) - def file_content_read(self, req: tsi.FileContentReadReq) -> tsi.FileContentReadRes: + def file_content_read(self, req: Any) -> Any: return tsi.FileContentReadRes(content=self.files.get(req.digest, b"dummy_content")) - def files_stats(self, req: tsi.FilesStatsReq) -> tsi.FilesStatsRes: + def files_stats(self, req: Any) -> Any: total_size = sum(len(c) for c in self.files.values()) return tsi.FilesStatsRes(total_size_bytes=total_size) # --- Feedback API --- @validate_call - def feedback_create(self, req: tsi.FeedbackCreateReq) -> tsi.FeedbackCreateRes: + def feedback_create(self, req: Any) -> Any: req.id = req.id or generate_id() self.feedback.append(req) return tsi.FeedbackCreateRes( @@ -226,24 +237,24 @@ def feedback_create(self, req: tsi.FeedbackCreateReq) -> tsi.FeedbackCreateRes: payload=req.payload, ) - def feedback_create_batch(self, req: tsi.FeedbackCreateBatchReq) -> tsi.FeedbackCreateBatchRes: - results: List[tsi.FeedbackCreateRes] = [] + def feedback_create_batch(self, req: Any) -> Any: + results: List[Any] = [] for item in req.batch: res = self.feedback_create(item) results.append(res) return tsi.FeedbackCreateBatchRes(res=results) @validate_call - def feedback_query(self, req: tsi.FeedbackQueryReq) -> tsi.FeedbackQueryRes: + def feedback_query(self, req: Any) -> Any: return tsi.FeedbackQueryRes(result=[]) @validate_call - def feedback_purge(self, req: tsi.FeedbackPurgeReq) -> tsi.FeedbackPurgeRes: + def feedback_purge(self, req: Any) -> Any: self.feedback.clear() return tsi.FeedbackPurgeRes() @validate_call - def feedback_replace(self, req: tsi.FeedbackReplaceReq) -> tsi.FeedbackReplaceRes: + def feedback_replace(self, req: Any) -> Any: return tsi.FeedbackReplaceRes( id=req.id or generate_id(), created_at=datetime.now(timezone.utc), @@ -254,30 +265,30 @@ def feedback_replace(self, req: tsi.FeedbackReplaceReq) -> tsi.FeedbackReplaceRe # --- Action API --- @validate_call - def actions_execute_batch(self, req: tsi.ActionsExecuteBatchReq) -> tsi.ActionsExecuteBatchRes: + def actions_execute_batch(self, req: Any) -> Any: return tsi.ActionsExecuteBatchRes() # --- Execute LLM API --- @validate_call - def completions_create(self, req: tsi.CompletionsCreateReq) -> tsi.CompletionsCreateRes: + def completions_create(self, req: Any) -> Any: return tsi.CompletionsCreateRes(response={"choices": [{"text": "dummy completion"}]}) @validate_call - def completions_create_stream(self, req: tsi.CompletionsCreateReq) -> Iterator[dict[str, Any]]: + def completions_create_stream(self, req: Any) -> Iterator[dict[str, Any]]: yield {"choices": [{"text": "dummy "}]} yield {"choices": [{"text": "stream"}]} # --- Execute Image Generation API --- @validate_call - def image_create(self, req: tsi.ImageGenerationCreateReq) -> tsi.ImageGenerationCreateRes: + def image_create(self, req: Any) -> Any: return tsi.ImageGenerationCreateRes(response={}) # --- Project Statistics API --- @validate_call - def project_stats(self, req: tsi.ProjectStatsReq) -> tsi.ProjectStatsRes: + def project_stats(self, req: Any) -> Any: return tsi.ProjectStatsRes( trace_storage_size_bytes=0, objects_storage_size_bytes=0, @@ -288,22 +299,22 @@ def project_stats(self, req: tsi.ProjectStatsReq) -> tsi.ProjectStatsRes: # --- Thread API --- @validate_call - def threads_query_stream(self, req: tsi.ThreadsQueryReq) -> Iterator[tsi.ThreadSchema]: + def threads_query_stream(self, req: Any) -> Iterator[Any]: yield from [] # --- Evaluation API (V1) --- @validate_call - def evaluate_model(self, req: tsi.EvaluateModelReq) -> tsi.EvaluateModelRes: + def evaluate_model(self, req: Any) -> Any: return tsi.EvaluateModelRes(call_id=generate_id()) @validate_call - def evaluation_status(self, req: tsi.EvaluationStatusReq) -> tsi.EvaluationStatusRes: + def evaluation_status(self, req: Any) -> Any: return tsi.EvaluationStatusRes(status=tsi.EvaluationStatusNotFound()) # --- OTEL API --- - def otel_export(self, req: tsi.OtelExportReq) -> tsi.OtelExportRes: + def otel_export(self, req: Any) -> Any: return tsi.OtelExportRes() # ========================================== @@ -311,117 +322,117 @@ def otel_export(self, req: tsi.OtelExportReq) -> tsi.OtelExportRes: # ========================================== # --- Ops --- - def op_create(self, req: tsi.OpCreateReq) -> tsi.OpCreateRes: + def op_create(self, req: Any) -> Any: return tsi.OpCreateRes(digest=generate_id(), object_id=generate_id(), version_index=0) - def op_read(self, req: tsi.OpReadReq) -> tsi.OpReadRes: - return tsi.OpReadRes(op=None) # type: ignore + def op_read(self, req: Any) -> Any: + return _make_response(tsi.OpReadRes, op=None) - def op_list(self, req: tsi.OpListReq) -> Iterator[tsi.OpReadRes]: + def op_list(self, req: Any) -> Iterator[Any]: yield from [] - def op_delete(self, req: tsi.OpDeleteReq) -> tsi.OpDeleteRes: + def op_delete(self, req: Any) -> Any: return tsi.OpDeleteRes(num_deleted=0) # --- Datasets --- - def dataset_create(self, req: tsi.DatasetCreateReq) -> tsi.DatasetCreateRes: + def dataset_create(self, req: Any) -> Any: return tsi.DatasetCreateRes(digest=generate_id(), object_id=generate_id(), version_index=0) - def dataset_read(self, req: tsi.DatasetReadReq) -> tsi.DatasetReadRes: - return tsi.DatasetReadRes(dataset=None) # type: ignore + def dataset_read(self, req: Any) -> Any: + return _make_response(tsi.DatasetReadRes, dataset=None) - def dataset_list(self, req: tsi.DatasetListReq) -> Iterator[tsi.DatasetReadRes]: + def dataset_list(self, req: Any) -> Iterator[Any]: yield from [] - def dataset_delete(self, req: tsi.DatasetDeleteReq) -> tsi.DatasetDeleteRes: + def dataset_delete(self, req: Any) -> Any: return tsi.DatasetDeleteRes(num_deleted=0) # --- Scorers --- - def scorer_create(self, req: tsi.ScorerCreateReq) -> tsi.ScorerCreateRes: + def scorer_create(self, req: Any) -> Any: return tsi.ScorerCreateRes(digest=generate_id(), object_id=generate_id(), version_index=0, scorer=generate_id()) - def scorer_read(self, req: tsi.ScorerReadReq) -> tsi.ScorerReadRes: - return tsi.ScorerReadRes(scorer=None) # type: ignore + def scorer_read(self, req: Any) -> Any: + return _make_response(tsi.ScorerReadRes, scorer=None) - def scorer_list(self, req: tsi.ScorerListReq) -> Iterator[tsi.ScorerReadRes]: + def scorer_list(self, req: Any) -> Iterator[Any]: yield from [] - def scorer_delete(self, req: tsi.ScorerDeleteReq) -> tsi.ScorerDeleteRes: + def scorer_delete(self, req: Any) -> Any: return tsi.ScorerDeleteRes(num_deleted=0) # --- Evaluations (V2) --- - def evaluation_create(self, req: tsi.EvaluationCreateReq) -> tsi.EvaluationCreateRes: + def evaluation_create(self, req: Any) -> Any: return tsi.EvaluationCreateRes( digest=generate_id(), object_id=generate_id(), version_index=0, evaluation_ref=generate_id() ) - def evaluation_read(self, req: tsi.EvaluationReadReq) -> tsi.EvaluationReadRes: - return tsi.EvaluationReadRes(evaluation=None) # type: ignore + def evaluation_read(self, req: Any) -> Any: + return _make_response(tsi.EvaluationReadRes, evaluation=None) - def evaluation_list(self, req: tsi.EvaluationListReq) -> Iterator[tsi.EvaluationReadRes]: + def evaluation_list(self, req: Any) -> Iterator[Any]: yield from [] - def evaluation_delete(self, req: tsi.EvaluationDeleteReq) -> tsi.EvaluationDeleteRes: + def evaluation_delete(self, req: Any) -> Any: return tsi.EvaluationDeleteRes(num_deleted=0) # --- Models --- - def model_create(self, req: tsi.ModelCreateReq) -> tsi.ModelCreateRes: + def model_create(self, req: Any) -> Any: return tsi.ModelCreateRes( digest=generate_id(), object_id=generate_id(), version_index=0, model_ref=generate_id() ) - def model_read(self, req: tsi.ModelReadReq) -> tsi.ModelReadRes: - return tsi.ModelReadRes(model=None) # type: ignore + def model_read(self, req: Any) -> Any: + return _make_response(tsi.ModelReadRes, model=None) - def model_list(self, req: tsi.ModelListReq) -> Iterator[tsi.ModelReadRes]: + def model_list(self, req: Any) -> Iterator[Any]: yield from [] - def model_delete(self, req: tsi.ModelDeleteReq) -> tsi.ModelDeleteRes: + def model_delete(self, req: Any) -> Any: return tsi.ModelDeleteRes(num_deleted=0) # --- Evaluation Runs --- - def evaluation_run_create(self, req: tsi.EvaluationRunCreateReq) -> tsi.EvaluationRunCreateRes: + def evaluation_run_create(self, req: Any) -> Any: return tsi.EvaluationRunCreateRes(evaluation_run_id=generate_id()) - def evaluation_run_read(self, req: tsi.EvaluationRunReadReq) -> tsi.EvaluationRunReadRes: - return tsi.EvaluationRunReadRes(evaluation_run=None) # type: ignore + def evaluation_run_read(self, req: Any) -> Any: + return _make_response(tsi.EvaluationRunReadRes, evaluation_run=None) - def evaluation_run_list(self, req: tsi.EvaluationRunListReq) -> Iterator[tsi.EvaluationRunReadRes]: + def evaluation_run_list(self, req: Any) -> Iterator[Any]: yield from [] - def evaluation_run_delete(self, req: tsi.EvaluationRunDeleteReq) -> tsi.EvaluationRunDeleteRes: + def evaluation_run_delete(self, req: Any) -> Any: return tsi.EvaluationRunDeleteRes(num_deleted=0) - def evaluation_run_finish(self, req: tsi.EvaluationRunFinishReq) -> tsi.EvaluationRunFinishRes: + def evaluation_run_finish(self, req: Any) -> Any: return tsi.EvaluationRunFinishRes(success=True) # --- Predictions --- - def prediction_create(self, req: tsi.PredictionCreateReq) -> tsi.PredictionCreateRes: + def prediction_create(self, req: Any) -> Any: return tsi.PredictionCreateRes(prediction_id=generate_id()) - def prediction_read(self, req: tsi.PredictionReadReq) -> tsi.PredictionReadRes: - return tsi.PredictionReadRes(prediction=None) # type: ignore + def prediction_read(self, req: Any) -> Any: + return _make_response(tsi.PredictionReadRes, prediction=None) - def prediction_list(self, req: tsi.PredictionListReq) -> Iterator[tsi.PredictionReadRes]: + def prediction_list(self, req: Any) -> Iterator[Any]: yield from [] - def prediction_delete(self, req: tsi.PredictionDeleteReq) -> tsi.PredictionDeleteRes: + def prediction_delete(self, req: Any) -> Any: return tsi.PredictionDeleteRes(num_deleted=0) - def prediction_finish(self, req: tsi.PredictionFinishReq) -> tsi.PredictionFinishRes: + def prediction_finish(self, req: Any) -> Any: return tsi.PredictionFinishRes(success=True) # --- Scores --- - def score_create(self, req: tsi.ScoreCreateReq) -> tsi.ScoreCreateRes: + def score_create(self, req: Any) -> Any: return tsi.ScoreCreateRes(score_id=generate_id()) - def score_read(self, req: tsi.ScoreReadReq) -> tsi.ScoreReadRes: - return tsi.ScoreReadRes(score=None) # type: ignore + def score_read(self, req: Any) -> Any: + return _make_response(tsi.ScoreReadRes, score=None) - def score_list(self, req: tsi.ScoreListReq) -> Iterator[tsi.ScoreReadRes]: + def score_list(self, req: Any) -> Iterator[Any]: yield from [] - def score_delete(self, req: tsi.ScoreDeleteReq) -> tsi.ScoreDeleteRes: + def score_delete(self, req: Any) -> Any: return tsi.ScoreDeleteRes(num_deleted=0) # Experimental unstable APIs @@ -489,7 +500,7 @@ def get_entity_project_from_project_name_factory(entity_name: str) -> tuple[str, else: warnings.warn("W&B integration might have been repeatedly/recursively instrumented.") return "agl", "weave" - except weave.trace.weave_init.WeaveWandbAuthenticationException: + except weave_trace_init.WeaveWandbAuthenticationException: # In case API is not available. return "agl", "weave" @@ -510,12 +521,12 @@ def instrument_weave(server: InMemoryWeaveTraceServer): """Patch the Weave/W&B integration to bypass actual network calls for testing.""" global _original_init_weave_get_server, _original_get_entity_project_from_project_name, _original_get_username - _original_init_weave_get_server = weave.trace.weave_init.init_weave_get_server - _original_get_entity_project_from_project_name = weave.trace.weave_init.get_entity_project_from_project_name - _original_get_username = weave.trace.weave_init.get_username - weave.trace.weave_init.init_weave_get_server = init_weave_get_server_factory(server) - weave.trace.weave_init.get_entity_project_from_project_name = get_entity_project_from_project_name_factory - weave.trace.weave_init.get_username = get_username + _original_init_weave_get_server = weave_trace_init.init_weave_get_server + _original_get_entity_project_from_project_name = weave_trace_init.get_entity_project_from_project_name + _original_get_username = weave_trace_init.get_username + weave_trace_init.init_weave_get_server = init_weave_get_server_factory(server) + weave_trace_init.get_entity_project_from_project_name = get_entity_project_from_project_name_factory + weave_trace_init.get_username = get_username def uninstrument_weave(): @@ -523,19 +534,19 @@ def uninstrument_weave(): global _original_init_weave_get_server, _original_get_entity_project_from_project_name, _original_get_username if _original_init_weave_get_server is not None: - weave.trace.weave_init.init_weave_get_server = _original_init_weave_get_server + weave_trace_init.init_weave_get_server = _original_init_weave_get_server _original_init_weave_get_server = None else: raise RuntimeError("Weave/W&B integration was not instrumented.") if _original_get_entity_project_from_project_name is not None: - weave.trace.weave_init.get_entity_project_from_project_name = _original_get_entity_project_from_project_name + weave_trace_init.get_entity_project_from_project_name = _original_get_entity_project_from_project_name _original_get_entity_project_from_project_name = None else: raise RuntimeError("Weave/W&B integration was not instrumented.") if _original_get_username is not None: - weave.trace.weave_init.get_username = _original_get_username + weave_trace_init.get_username = _original_get_username _original_get_username = None else: raise RuntimeError("Weave/W&B integration was not instrumented.") diff --git a/agentlightning/litagent/decorator.py b/agentlightning/litagent/decorator.py index 738ee2bf4..f5f62453d 100644 --- a/agentlightning/litagent/decorator.py +++ b/agentlightning/litagent/decorator.py @@ -5,6 +5,7 @@ from __future__ import annotations import functools +import importlib import inspect import logging from typing import Any, Awaitable, Callable, Dict, Protocol, TypeGuard, TypeVar, Union, overload @@ -16,7 +17,7 @@ PromptTemplate, ProxyLLM, Rollout, - RolloutRawResult, + RolloutResult, ) from .litagent import LitAgent @@ -35,20 +36,28 @@ T_contra = TypeVar("T_contra", contravariant=True) +def _resolve_module_attr(module_name: str, qualname: str) -> Any: + """Resolve a module-level decorated object for multiprocessing spawn.""" + obj: Any = importlib.import_module(module_name) + for attr in qualname.split("."): + obj = getattr(obj, attr) + return obj + + class LlmRolloutFuncSync2(Protocol[T_contra]): - def __call__(self, task: T_contra, llm: LLM) -> RolloutRawResult: ... + def __call__(self, task: T_contra, llm: LLM) -> RolloutResult: ... class LlmRolloutFuncSync3(Protocol[T_contra]): - def __call__(self, task: T_contra, llm: LLM, rollout: Rollout) -> RolloutRawResult: ... + def __call__(self, task: T_contra, llm: LLM, rollout: Rollout) -> RolloutResult: ... class LlmRolloutFuncAsync2(Protocol[T_contra]): - def __call__(self, task: T_contra, llm: LLM) -> Awaitable[RolloutRawResult]: ... + def __call__(self, task: T_contra, llm: LLM) -> Awaitable[RolloutResult]: ... class LlmRolloutFuncAsync3(Protocol[T_contra]): - def __call__(self, task: T_contra, llm: LLM, rollout: Rollout) -> Awaitable[RolloutRawResult]: ... + def __call__(self, task: T_contra, llm: LLM, rollout: Rollout) -> Awaitable[RolloutResult]: ... LlmRolloutFunc = Union[ @@ -60,21 +69,21 @@ def __call__(self, task: T_contra, llm: LLM, rollout: Rollout) -> Awaitable[Roll class PromptRolloutFuncSync2(Protocol[T_contra]): - def __call__(self, task: T_contra, prompt_template: PromptTemplate) -> RolloutRawResult: ... + def __call__(self, task: T_contra, prompt_template: PromptTemplate) -> RolloutResult: ... class PromptRolloutFuncAsync2(Protocol[T_contra]): - def __call__(self, task: T_contra, prompt_template: PromptTemplate) -> Awaitable[RolloutRawResult]: ... + def __call__(self, task: T_contra, prompt_template: PromptTemplate) -> Awaitable[RolloutResult]: ... class PromptRolloutFuncSync3(Protocol[T_contra]): - def __call__(self, task: T_contra, prompt_template: PromptTemplate, rollout: Rollout) -> RolloutRawResult: ... + def __call__(self, task: T_contra, prompt_template: PromptTemplate, rollout: Rollout) -> RolloutResult: ... class PromptRolloutFuncAsync3(Protocol[T_contra]): def __call__( self, task: T_contra, prompt_template: PromptTemplate, rollout: Rollout - ) -> Awaitable[RolloutRawResult]: ... + ) -> Awaitable[RolloutResult]: ... PromptRolloutFunc = Union[ @@ -86,9 +95,7 @@ def __call__( class FunctionalLitAgentFunc(Protocol[T_contra]): - def __call__( - self, task: T_contra, *args: Any, **kwargs: Any - ) -> Union[RolloutRawResult, Awaitable[RolloutRawResult]]: ... + def __call__(self, task: T_contra, *args: Any, **kwargs: Any) -> Union[RolloutResult, Awaitable[RolloutResult]]: ... class FunctionalLitAgent(LitAgent[T]): @@ -119,7 +126,7 @@ def __init__(self, rollout_func: FunctionalLitAgentFunc[T], *, strip_proxy: bool self._sig = inspect.signature(rollout_func) # Copy function metadata to preserve type hints and other attributes - functools.update_wrapper(self, rollout_func) # type: ignore + functools.update_wrapper(self, rollout_func) def _accepts_rollout(self) -> bool: return "rollout" in self._sig.parameters @@ -132,12 +139,16 @@ def _accepts_prompt_template(self) -> bool: def __call__(self, *args: Any, **kwargs: Any) -> Any: """Make the agent instance callable, preserving the original function behavior.""" - return self._rollout_func(*args, **kwargs) # type: ignore + return self._rollout_func(*args, **kwargs) + + def __reduce__(self) -> tuple[Any, tuple[str, str]]: + """Restore module-level decorated agents by import path under spawn.""" + return (_resolve_module_attr, (self.__module__, self.__qualname__)) def is_async(self) -> bool: return self._is_async - def rollout(self, task: T, resources: NamedResources, rollout: Rollout) -> RolloutRawResult: + def rollout(self, task: T, resources: NamedResources, rollout: Rollout) -> RolloutResult: """Execute a synchronous rollout using the wrapped function. Args: @@ -155,9 +166,12 @@ def rollout(self, task: T, resources: NamedResources, rollout: Rollout) -> Rollo raise RuntimeError(f"{self._rollout_func} is asynchronous. Use rollout_async instead.") kwargs = self._get_kwargs(resources, rollout) - return self._rollout_func(task, **kwargs) # type: ignore + result = self._rollout_func(task, **kwargs) + if inspect.isawaitable(result): + raise RuntimeError(f"{self._rollout_func} returned an awaitable. Use rollout_async instead.") + return result - async def rollout_async(self, task: T, resources: NamedResources, rollout: Rollout) -> RolloutRawResult: + async def rollout_async(self, task: T, resources: NamedResources, rollout: Rollout) -> RolloutResult: """Execute an asynchronous rollout using the wrapped function. Args: @@ -175,7 +189,10 @@ async def rollout_async(self, task: T, resources: NamedResources, rollout: Rollo raise RuntimeError(f"{self._rollout_func} is synchronous. Use rollout instead.") kwargs = self._get_kwargs(resources, rollout) - return await self._rollout_func(task, **kwargs) # type: ignore + result = self._rollout_func(task, **kwargs) + if not inspect.isawaitable(result): + raise RuntimeError(f"{self._rollout_func} returned synchronously. Use rollout instead.") + return await result def _get_kwargs(self, resources: NamedResources, rollout: Rollout) -> Dict[str, Any]: """Prepare keyword arguments expected by the wrapped rollout function. diff --git a/agentlightning/litagent/litagent.py b/agentlightning/litagent/litagent.py index a2ff18a98..9d2f5433b 100644 --- a/agentlightning/litagent/litagent.py +++ b/agentlightning/litagent/litagent.py @@ -4,19 +4,10 @@ from __future__ import annotations -import inspect import logging -import warnings -import weakref -from typing import TYPE_CHECKING, Any, Callable, Generic, Optional, TypeVar - -from agentlightning.types import NamedResources, Rollout, RolloutRawResult, Task - -if TYPE_CHECKING: - from agentlightning.runner import Runner - from agentlightning.tracer import Tracer - from agentlightning.trainer import Trainer +from typing import Generic, TypeVar +from agentlightning.types import NamedResources, Rollout, RolloutResult logger = logging.getLogger(__name__) @@ -27,21 +18,6 @@ ] -def is_v0_1_rollout_api(func: Callable[..., Any]) -> bool: - """Return `True` when the rollout function uses the deprecated v0.1 signature. - - The helper inspects the callable's signature to detect whether a `rollout_id` - parameter is present, which indicates the legacy API. - - Args: - func: Function to analyze. - - Returns: - `True` if the callable exposes a `rollout_id` parameter. - """ - return "rollout_id" in inspect.signature(func).parameters - - class LitAgent(Generic[T]): """Base class for implementing agent rollouts. @@ -49,136 +25,22 @@ class LitAgent(Generic[T]): runner infrastructure manages orchestration, tracing, and persistence. """ - def __init__(self, *, trained_agents: Optional[str] = None) -> None: # FIXME: str | None won't work for cli - """Initialize the agent instance. - - Args: - trained_agents: Optional identifier used by legacy tooling to mark trained - agents. - - !!! warning "Deprecated" - The `trained_agents` flag is deprecated. Configure `agent_match` in the adapter - layer instead. See [`TracerTraceToTriplet`][agentlightning.TracerTraceToTriplet] - for more details. - """ - if trained_agents is not None: - warnings.warn( - "`trained_agents` is deprecated. Configure `agent_match` in adapter instead.", - DeprecationWarning, - stacklevel=2, - ) - self.trained_agents = trained_agents - - self._trainer_ref: weakref.ReferenceType[Trainer] | None = None - self._runner_ref: weakref.ReferenceType[Runner[T]] | None = None + def __init__(self) -> None: + """Initialize the agent instance.""" def is_async(self) -> bool: """Return `True` when the agent overrides any asynchronous rollout methods. Override this method for customized async detection logic. """ - return ( - ( - hasattr(self, "training_rollout_async") - and self.__class__.training_rollout_async is not LitAgent.training_rollout_async # type: ignore - ) - or ( - hasattr(self, "validation_rollout_async") - and self.__class__.validation_rollout_async is not LitAgent.validation_rollout_async # type: ignore - ) - or (hasattr(self, "rollout_async") and self.__class__.rollout_async is not LitAgent.rollout_async) # type: ignore + return any( + method_name in base.__dict__ + for base in type(self).__mro__ + if base is not LitAgent + for method_name in ("training_rollout_async", "validation_rollout_async", "rollout_async") ) - def set_trainer(self, trainer: Trainer) -> None: - """Attach the trainer responsible for orchestration. - - Args: - trainer: [`Trainer`][agentlightning.Trainer] that manages the agent. - """ - self._trainer_ref = weakref.ref(trainer) - - def get_trainer(self) -> Trainer: - """Return the trainer associated with this agent.""" - if self._trainer_ref is None: - raise ValueError("Trainer has not been set for this agent.") - trainer = self._trainer_ref() - if trainer is None: - raise ValueError("Trainer reference is no longer valid (object has been garbage collected).") - return trainer - - @property - def trainer(self) -> Trainer: - """Return the trainer associated with this agent.""" - return self.get_trainer() - - def get_tracer(self) -> Tracer: - """Return the tracer configured for this agent.""" - if hasattr(self.runner, "tracer"): - return self.runner.tracer # type: ignore - else: - return self.trainer.tracer - - @property - def tracer(self) -> Tracer: - """Return the tracer configured for this agent.""" - return self.get_tracer() - - def set_runner(self, runner: Runner[T]) -> None: - """Attach the runner responsible for executing rollouts. - - Args: - runner: [`Runner`][agentlightning.Runner] coordinating execution. - """ - self._runner_ref = weakref.ref(runner) - - def get_runner(self) -> Runner[T]: - """Return the runner responsible for executing rollouts.""" - if self._runner_ref is None: - raise ValueError("Runner has not been set for this agent.") - runner = self._runner_ref() - if runner is None: - raise ValueError("Runner reference is no longer valid (object has been garbage collected).") - return runner - - @property - def runner(self) -> Runner[T]: - """Return the runner responsible for executing rollouts.""" - return self.get_runner() - - def on_rollout_start(self, task: Task, runner: Runner[T], tracer: Tracer) -> None: - """Hook invoked immediately before a rollout begins. - - Subclasses can override this method to implement custom logic such as logging, - metric collection, or resource setup. The default implementation is a no-op. - - Args: - task: [`Task`][agentlightning.Task] that will be processed. - runner: [`Runner`][agentlightning.Runner] managing the rollout. - tracer: [`Tracer`][agentlightning.Tracer] associated with the runner. - - !!! warning "Deprecated" - Override [`Hook.on_rollout_start`][agentlightning.Hook.on_rollout_start] - instead of this method when extending agents. - """ - - def on_rollout_end(self, task: Task, rollout: Rollout, runner: Runner[T], tracer: Tracer) -> None: - """Hook invoked after a rollout completes. - - Subclasses can override this method for cleanup or additional logging. The default - implementation is a no-op. - - Args: - task: [`Task`][agentlightning.Task] that was processed. - rollout: Resulting [`Rollout`][agentlightning.Rollout]. - runner: [`Runner`][agentlightning.Runner] managing the rollout. - tracer: [`Tracer`][agentlightning.Tracer] associated with the runner. - - !!! warning "Deprecated" - Override [`Hook.on_rollout_end`][agentlightning.Hook.on_rollout_end] - instead of this method when extending agents. - """ - - def rollout(self, task: T, resources: NamedResources, rollout: Rollout) -> RolloutRawResult: + def rollout(self, task: T, resources: NamedResources, rollout: Rollout) -> RolloutResult: """Execute a rollout synchronously. @@ -196,13 +58,11 @@ def rollout(self, task: T, resources: NamedResources, rollout: Rollout) -> Rollo * `None` when tracing is handled by the runner. * `float` representing the final reward. - * `List[ReadableSpan]` with OpenTelemetry spans. - * `List[Span]` with Agent Lightning spans. - * `List[SpanCoreFields]` with Agent Lightning spans. + * `list[AgentSpanPayload]` with agent-defined spans. """ raise NotImplementedError("Agents must implement the `rollout` method.") - async def rollout_async(self, task: T, resources: NamedResources, rollout: Rollout) -> RolloutRawResult: + async def rollout_async(self, task: T, resources: NamedResources, rollout: Rollout) -> RolloutResult: """Execute a rollout asynchronously. Args: @@ -217,7 +77,7 @@ async def rollout_async(self, task: T, resources: NamedResources, rollout: Rollo """ raise NotImplementedError("Agents must implement the `rollout_async` method for async operations.") - def training_rollout(self, task: T, resources: NamedResources, rollout: Rollout) -> RolloutRawResult: + def training_rollout(self, task: T, resources: NamedResources, rollout: Rollout) -> RolloutResult: """Process a single training task synchronously. By default, this method delegates to @@ -225,7 +85,7 @@ def training_rollout(self, task: T, resources: NamedResources, rollout: Rollout) """ return self.rollout(task, resources, rollout) - def validation_rollout(self, task: T, resources: NamedResources, rollout: Rollout) -> RolloutRawResult: + def validation_rollout(self, task: T, resources: NamedResources, rollout: Rollout) -> RolloutResult: """Process a single validation task synchronously. Override this method when validation should differ from training. The default @@ -234,7 +94,7 @@ def validation_rollout(self, task: T, resources: NamedResources, rollout: Rollou """ return self.rollout(task, resources, rollout) - async def training_rollout_async(self, task: T, resources: NamedResources, rollout: Rollout) -> RolloutRawResult: + async def training_rollout_async(self, task: T, resources: NamedResources, rollout: Rollout) -> RolloutResult: """Process a single training task asynchronously. By default, this method delegates to @@ -242,7 +102,7 @@ async def training_rollout_async(self, task: T, resources: NamedResources, rollo """ return await self.rollout_async(task, resources, rollout) - async def validation_rollout_async(self, task: T, resources: NamedResources, rollout: Rollout) -> RolloutRawResult: + async def validation_rollout_async(self, task: T, resources: NamedResources, rollout: Rollout) -> RolloutResult: """Process a single validation task asynchronously. Override this method when validation should differ from training. The default diff --git a/agentlightning/llm_proxy.py b/agentlightning/llm_proxy.py index 42368edef..9d07bda17 100644 --- a/agentlightning/llm_proxy.py +++ b/agentlightning/llm_proxy.py @@ -11,7 +11,10 @@ import tempfile import threading import time +from collections.abc import Mapping as MappingABC +from collections.abc import Sequence as SequenceABC from contextlib import asynccontextmanager +from contextvars import ContextVar from datetime import datetime from typing import ( Any, @@ -34,11 +37,11 @@ import litellm import opentelemetry.trace as trace_api import yaml -from fastapi import Request, Response +from fastapi import FastAPI, Request, Response from fastapi.responses import StreamingResponse from litellm.integrations.custom_logger import CustomLogger from litellm.integrations.opentelemetry import OpenTelemetry, OpenTelemetryConfig -from litellm.proxy.proxy_server import app, save_worker_config # pyright: ignore[reportUnknownVariableType] +from litellm.proxy import proxy_server as litellm_proxy_server from litellm.types.utils import CallTypes from opentelemetry.exporter.otlp.proto.http.trace_exporter import OTLPSpanExporter from opentelemetry.sdk.resources import Resource @@ -49,6 +52,7 @@ from agentlightning.semconv import LightningResourceAttributes from agentlightning.types import LLM, ProxyLLM +from agentlightning.utils.async_store_span_writer import STORE_WRITE_TIMEOUT_SECONDS, AsyncStoreSpanWriter from agentlightning.utils.server_launcher import ( LaunchMode, PythonServerLauncher, @@ -59,6 +63,14 @@ from .store.base import LightningStore logger = logging.getLogger(__name__) +_UNSET_TRACER_PROVIDER = object() + +_ROLLOUT_ID_ATTR = "agentlightning.rollout_id" +_ATTEMPT_ID_ATTR = "agentlightning.attempt_id" +_SEQUENCE_ID_ATTR = "agentlightning.sequence_id" +_CURRENT_ROLLOUT_HEADERS: ContextVar[Dict[str, str]] = ContextVar("agentlightning_llm_proxy_headers", default={}) +app: FastAPI = cast(FastAPI, cast(Any, litellm_proxy_server).app) +save_worker_config = cast(Callable[..., Any], cast(Any, litellm_proxy_server).save_worker_config) __all__ = [ "LLMProxy", @@ -126,7 +138,7 @@ def _reset_litellm_logging_worker() -> None: from litellm.litellm_core_utils import logging_worker as litellm_logging_worker litellm_logging_worker.GLOBAL_LOGGING_WORKER = litellm_logging_worker.LoggingWorker() - litellm_utils.GLOBAL_LOGGING_WORKER = litellm_logging_worker.GLOBAL_LOGGING_WORKER # type: ignore[reportAttributeAccessIssue] + cast(Any, litellm_utils).GLOBAL_LOGGING_WORKER = litellm_logging_worker.GLOBAL_LOGGING_WORKER except Exception: # pragma: no cover - best-effort hygiene logger.warning("Unable to propagate LiteLLM logging worker reset.", exc_info=True) @@ -141,11 +153,79 @@ def _reset_litellm_logging_callback_manager() -> None: """ try: - litellm.logging_callback_manager._reset_all_callbacks() # pyright: ignore[reportPrivateUsage] + cast(Any, litellm.logging_callback_manager)._reset_all_callbacks() except Exception: # pragma: no cover - best-effort hygiene logger.warning("Unable to reset LiteLLM logging callback manager.", exc_info=True) +def _headers_get(headers: object, key: str) -> Optional[str]: + key_lower = key.lower() + + if isinstance(headers, MappingABC): + header_mapping = cast(MappingABC[object, object], headers) + value = header_mapping.get(key) or header_mapping.get(key_lower) + if value is not None: + return str(value) + items: Iterable[object] = header_mapping.items() + elif isinstance(headers, SequenceABC) and not isinstance(headers, (str, bytes)): + items = cast(SequenceABC[object], headers) + else: + return None + + for item in items: + if not isinstance(item, SequenceABC) or isinstance(item, (str, bytes)): + continue + header_item = cast(SequenceABC[object], item) + if len(header_item) != 2: + continue + header_key, value = header_item + if isinstance(header_key, bytes): + header_key = header_key.decode() + if isinstance(value, bytes): + value = value.decode() + if str(header_key).lower() == key_lower: + return str(value) + return None + + +def _rollout_headers_from_headers(headers: Any) -> Dict[str, str]: + rollout_id = _headers_get(headers, "x-rollout-id") + attempt_id = _headers_get(headers, "x-attempt-id") + sequence_id = _headers_get(headers, "x-sequence-id") + if not rollout_id or not attempt_id or not sequence_id: + return {} + return {"x-rollout-id": rollout_id, "x-attempt-id": attempt_id, "x-sequence-id": sequence_id} + + +def _set_rollout_span_attributes(span: Any, headers: Dict[str, str]) -> None: + if not headers: + return + try: + span.set_attribute(_ROLLOUT_ID_ATTR, headers["x-rollout-id"]) + span.set_attribute(_ATTEMPT_ID_ATTR, headers["x-attempt-id"]) + span.set_attribute(_SEQUENCE_ID_ATTR, headers["x-sequence-id"]) + span.set_attribute("metadata.requester_custom_headers", str(headers)) + except Exception: + logger.debug("Unable to set rollout attributes on LiteLLM root span.", exc_info=True) + + +def _set_readable_span_attribute(span: ReadableSpan, key: str, value: str) -> None: + if isinstance(span.attributes, dict): + span.attributes[key] = value + return + attributes = dict(span.attributes or {}) + attributes[key] = value + cast(Any, span)._attributes = attributes + + +def _set_readable_span_rollout_attributes(span: ReadableSpan, headers: Dict[str, str]) -> None: + if not headers: + return + _set_readable_span_attribute(span, _ROLLOUT_ID_ATTR, headers["x-rollout-id"]) + _set_readable_span_attribute(span, _ATTEMPT_ID_ATTR, headers["x-attempt-id"]) + _set_readable_span_attribute(span, _SEQUENCE_ID_ATTR, headers["x-sequence-id"]) + + class AddReturnTokenIds(CustomLogger): """LiteLLM logger hook to request token ids from vLLM. @@ -214,11 +294,13 @@ def __init__(self, _store: Optional[LightningStore] = None): self._store: Optional[LightningStore] = _store # this is only for testing purposes self._buffer: List[ReadableSpan] = [] self._lock: Optional[threading.Lock] = None - self._loop_lock_pid: Optional[int] = None - # Single dedicated event loop running in a daemon thread. - # This decouples OTEL SDK threads from our async store I/O. - # Deferred creation until first use. + self._loop_writer = AsyncStoreSpanWriter( + thread_name="LightningSpanExporterLoop", + clear_on_fork=True, + startup_timeout=30.0, + shutdown_timeout=2.0, + ) self._loop: Optional[asyncio.AbstractEventLoop] = None self._loop_thread: Optional[threading.Thread] = None @@ -230,11 +312,8 @@ def _ensure_loop(self) -> asyncio.AbstractEventLoop: Returns: asyncio.AbstractEventLoop: The initialized event loop. """ - self._clear_loop_and_lock() - if self._loop is None: - self._loop = asyncio.new_event_loop() - self._loop_thread = threading.Thread(target=self._run_loop, name="LightningSpanExporterLoop", daemon=True) - self._loop_thread.start() + self._loop = self._loop_writer.ensure_loop() + self._loop_thread = self._loop_writer.loop_thread return self._loop def _ensure_lock(self) -> threading.Lock: @@ -243,53 +322,20 @@ def _ensure_lock(self) -> threading.Lock: Returns: threading.Lock: The initialized lock. """ - self._clear_loop_and_lock() + self._loop_writer.ensure_lock() if self._lock is None: self._lock = threading.Lock() return self._lock - def _clear_loop_and_lock(self) -> None: - """Clear the loop and lock. - This happens if the exporter was used in a process then used in another process. - - This should only happen in CI. - """ - if os.getpid() != self._loop_lock_pid: - logger.warning("Loop and lock are not owned by the current process. Clearing them.") - self._loop = None - self._loop_thread = None - self._lock = None - self._loop_lock_pid = os.getpid() - elif self._loop_lock_pid is None: - self._loop_lock_pid = os.getpid() - - def _run_loop(self) -> None: - """Run the private asyncio loop forever on the exporter thread.""" - assert self._loop is not None, "Loop should be initialized before thread starts" - asyncio.set_event_loop(self._loop) - self._loop.run_forever() - def shutdown(self) -> None: """Shut down the exporter event loop. Safe to call at process exit. """ - if self._loop is None: - return - - try: - - def _stop(): - assert self._loop is not None - self._loop.stop() - - self._loop.call_soon_threadsafe(_stop) - if self._loop_thread is not None: - self._loop_thread.join(timeout=2.0) - self._loop.close() - except Exception: - logger.exception("Error during exporter shutdown") + self._loop_writer.shutdown() + self._loop = None + self._loop_thread = None def export(self, spans: Sequence[ReadableSpan]) -> SpanExportResult: """Export spans via buffered subtree flush. @@ -307,14 +353,15 @@ def export(self, spans: Sequence[ReadableSpan]) -> SpanExportResult: with self._ensure_lock(): for span in spans: self._buffer.append(span) - default_endpoint = self._otlp_exporter._endpoint # pyright: ignore[reportPrivateUsage] + otlp_exporter = cast(Any, self._otlp_exporter) + default_endpoint = otlp_exporter._endpoint try: self._maybe_flush() except Exception as e: logger.exception("Export flush failed: %s", e) return SpanExportResult.FAILURE finally: - self._otlp_exporter._endpoint = default_endpoint # pyright: ignore[reportPrivateUsage] + otlp_exporter._endpoint = default_endpoint return SpanExportResult.SUCCESS @@ -349,7 +396,7 @@ def _maybe_flush(self): # If the store supports OTLP endpoint, use it. if store.capabilities.get("otlp_traces", False): otlp_traces_endpoint = store.otlp_traces_endpoint() - self._otlp_exporter._endpoint = otlp_traces_endpoint # pyright: ignore[reportPrivateUsage] + cast(Any, self._otlp_exporter)._endpoint = otlp_traces_endpoint otlp_enabled = True else: otlp_enabled = False @@ -360,6 +407,17 @@ def _maybe_flush(self): for span in subtree_spans: if span.attributes is None: continue + rollout_id_attr = span.attributes.get(_ROLLOUT_ID_ATTR) + attempt_id_attr = span.attributes.get(_ATTEMPT_ID_ATTR) + sequence_id_attr = span.attributes.get(_SEQUENCE_ID_ATTR) + if rollout_id_attr and attempt_id_attr and sequence_id_attr: + headers_merged.update( + { + "x-rollout-id": str(rollout_id_attr), + "x-attempt-id": str(attempt_id_attr), + "x-sequence-id": str(sequence_id_attr), + } + ) headers_str = span.attributes.get("metadata.requester_custom_headers") if headers_str is None: continue @@ -369,7 +427,6 @@ def _maybe_flush(self): ) continue if not headers_str.strip(): - logger.warning("metadata.requester_custom_headers is an empty string. Skipping the span.") continue try: # Use literal_eval to parse the stringified dict safely. @@ -387,9 +444,7 @@ def _maybe_flush(self): headers_merged.update(cast(Dict[str, Any], headers)) if not headers_merged: - logger.warning( - f"No headers found in {len(subtree_spans)} subtree spans of root {root_span_id}. Cannot log to store." - ) + logger.warning(f"No headers found in {len(subtree_spans)} subtree spans of root {root_span_id}.") continue # Validate and normalize required header fields. @@ -407,12 +462,21 @@ def _maybe_flush(self): ) continue sequence_id_decimal = int(sequence_id) + normalized_headers = { + "x-rollout-id": rollout_id, + "x-attempt-id": attempt_id, + "x-sequence-id": sequence_id, + } + + for span in subtree_spans: + _set_readable_span_rollout_attributes(span, normalized_headers) # Persist each span in the subtree with the resolved identifiers. if otlp_enabled: # If store has OTLP support, directly use OTLP exporter and export in batch for span in subtree_spans: - span._resource = span._resource.merge( # pyright: ignore[reportPrivateUsage] + span_api = cast(Any, span) + span_api._resource = span_api._resource.merge( Resource.create( { LightningResourceAttributes.ROLLOUT_ID.value: rollout_id, @@ -428,15 +492,14 @@ def _maybe_flush(self): else: # The old way: store does not support OTLP endpoint for span in subtree_spans: - loop = self._ensure_loop() + self._ensure_loop() add_otel_span_task = store.add_otel_span( rollout_id=rollout_id, attempt_id=attempt_id, sequence_id=sequence_id_decimal, readable_span=span, ) - fut = asyncio.run_coroutine_threadsafe(add_otel_span_task, loop) - fut.result() # Bubble up any exceptions from the coroutine. + self._loop_writer.run_in_loop(add_otel_span_task, timeout=STORE_WRITE_TIMEOUT_SECONDS) def _get_root_span_ids(self) -> Iterable[int]: """Yield span_ids for root spans currently in the buffer. @@ -513,7 +576,7 @@ def __init__(self): if _check_tracer_provider(): logger.error("Tracer is already initialized. OpenTelemetry may not work as expected.") - super().__init__(config=config) # pyright: ignore[reportUnknownMemberType] + cast(Any, super()).__init__(config=config) async def async_pre_call_deployment_hook( self, kwargs: Dict[str, Any], call_type: Optional[CallTypes] = None @@ -521,15 +584,23 @@ async def async_pre_call_deployment_hook( """The root span is sometimes missing (e.g., when Anthropic endpoint is used). It is created in an auth module in LiteLLM. If it's missing, we create it here. """ + rollout_headers = _rollout_headers_from_headers(kwargs.get("headers", {})) or _CURRENT_ROLLOUT_HEADERS.get() if "metadata" not in kwargs or "litellm_parent_otel_span" not in kwargs["metadata"]: - parent_otel_span = self.create_litellm_proxy_request_started_span( # type: ignore + parent_otel_span = cast(Any, self).create_litellm_proxy_request_started_span( start_time=datetime.now(), headers=kwargs.get("headers", {}), ) - updated_metadata = {**kwargs.get("metadata", {}), "litellm_parent_otel_span": parent_otel_span} + _set_rollout_span_attributes(parent_otel_span, rollout_headers) + updated_metadata = { + **kwargs.get("metadata", {}), + "litellm_parent_otel_span": parent_otel_span, + "requester_custom_headers": rollout_headers, + } return {**kwargs, "metadata": updated_metadata} else: + parent_otel_span = kwargs["metadata"]["litellm_parent_otel_span"] + _set_rollout_span_attributes(parent_otel_span, rollout_headers) return kwargs @@ -550,6 +621,7 @@ async def dispatch(self, request: Request, call_next: Callable[[Request], Awaita path = request.url.path match = re.match(r"^/rollout/([^/]+)/attempt/([^/]+)(/.*)?$", path) + context_token = None if match: rollout_id = match.group(1) attempt_id = match.group(2) @@ -563,18 +635,27 @@ async def dispatch(self, request: Request, call_next: Callable[[Request], Awaita if store is not None: # Allocate a monotonic sequence id per (rollout, attempt). sequence_id = await store.get_next_span_sequence_id(rollout_id, attempt_id) + rollout_headers = { + "x-rollout-id": rollout_id, + "x-attempt-id": attempt_id, + "x-sequence-id": str(sequence_id), + } + context_token = _CURRENT_ROLLOUT_HEADERS.set(rollout_headers) # Inject headers so downstream components and exporters can retrieve them. request.scope["headers"] = list(request.scope["headers"]) + [ - (b"x-rollout-id", rollout_id.encode()), - (b"x-attempt-id", attempt_id.encode()), - (b"x-sequence-id", str(sequence_id).encode()), + (b"x-rollout-id", rollout_headers["x-rollout-id"].encode()), + (b"x-attempt-id", rollout_headers["x-attempt-id"].encode()), + (b"x-sequence-id", rollout_headers["x-sequence-id"].encode()), ] else: logger.warning("Store is not set. Skipping sequence id allocation and header injection.") - response = await call_next(request) - return response + try: + return await call_next(request) + finally: + if context_token is not None: + _CURRENT_ROLLOUT_HEADERS.reset(context_token) class MessageInspectionMiddleware(BaseHTTPMiddleware): @@ -673,7 +754,7 @@ async def _handle_stream_case( # Directly modify the request body # Creating a new request won't work because request is cached in the base class - request._body = modified_body # type: ignore + cast(Any, request)._body = modified_body response = await call_next(request) @@ -684,11 +765,11 @@ async def _handle_stream_case( if hasattr(response, "body_iterator"): # Buffer body safely body_chunks: List[bytes] = [] - async for chunk in response.body_iterator: # type: ignore - body_chunks.append(chunk) # type: ignore + async for chunk in cast(Any, response).body_iterator: + body_chunks.append(cast(bytes, chunk)) buffered = b"".join(body_chunks) else: - buffered = response.body # type: ignore + buffered = cast(Any, response).body data = json.loads(buffered or b"{}") @@ -886,7 +967,7 @@ def sse_chunk(obj: Dict[str, Any]) -> str: ) # 2) stream textual content as small deltas - async def stream_content(text: str): + async def stream_content(text: str) -> AsyncGenerator[str, None]: if not text: return # prefer splitting on spaces in ~20–40 char pieces @@ -916,7 +997,7 @@ async def stream_content(text: str): # tiny pause helps some UIs animate smoothly; keep very small await asyncio.sleep(0.0) - async for piece in stream_content(content): # type: ignore[misc] + async for piece in stream_content(content): yield piece # pass through the produced chunks # 3) stream tool_calls if present (id/name first, then arguments piecemeal) @@ -1370,6 +1451,10 @@ def as_resource( _callbacks_before_litellm_start: Optional[List[Any]] = None +def _litellm_callbacks() -> List[Any]: + return cast(List[Any], cast(Any, litellm).callbacks) + + def get_active_llm_proxy() -> LLMProxy: """Get the current global LLMProxy instance. @@ -1406,9 +1491,10 @@ def initialize_llm_callbacks(callback_classes: List[Type[CustomLogger]]) -> bool """ global _callbacks_before_litellm_start + callbacks = _litellm_callbacks() if _callbacks_before_litellm_start is None: - litellm.callbacks.extend([cls() for cls in callback_classes]) # type: ignore - _callbacks_before_litellm_start = [*litellm.callbacks] # type: ignore + callbacks.extend([cls() for cls in callback_classes]) + _callbacks_before_litellm_start = [*callbacks] return True else: @@ -1433,8 +1519,8 @@ def initialize_llm_callbacks(callback_classes: List[Type[CustomLogger]]) -> bool logger.debug("Global tracer provider is valid. Reusing existing OpenTelemetry callback.") # Otherwise, we just skip the check for opentelemetry and use the existing callback. - litellm.callbacks.clear() # type: ignore - litellm.callbacks.extend(_callbacks_before_litellm_start) # type: ignore + callbacks.clear() + callbacks.extend(_callbacks_before_litellm_start) return False @@ -1446,9 +1532,6 @@ def _check_tracer_provider() -> bool: Returns: bool: True if the tracer provider is valid, else False. """ - if ( - hasattr(trace_api, "_TRACER_PROVIDER") - and trace_api._TRACER_PROVIDER is not None # pyright: ignore[reportPrivateUsage] - ): + if getattr(trace_api, "_TRACER_PROVIDER", _UNSET_TRACER_PROVIDER) is not None: return True return False diff --git a/agentlightning/logging.py b/agentlightning/logging.py index ec1847feb..ffe562a87 100644 --- a/agentlightning/logging.py +++ b/agentlightning/logging.py @@ -6,47 +6,12 @@ import os import platform import sys -import warnings from logging.config import dictConfig from typing import Any, Dict, Optional from rich.console import Console -__all__ = ["setup", "configure_logger", "setup_module"] - - -def configure_logger(level: int = logging.INFO, name: str = "agentlightning") -> logging.Logger: - """Create or reset a namespaced logger with a consistent console format. - - This helper clears any previously attached handlers before binding a single - `StreamHandler` that writes to standard output. The resulting logger does - not propagate to the root logger, preventing duplicate log emission when - applications compose multiple logging configurations. - - !!! danger - - This function is deprecated in favor of [`setup_logging`][agentlightning.setup_logging]. - - Args: - level: Logging level applied both to the logger and the installed - handler. Defaults to `logging.INFO`. - name: Dotted path for the logger instance. Defaults to - `"agentlightning"`. - - Returns: - Configured logger instance ready for immediate use. - - Examples: - ```python - from agentlightning import configure_logger - - logger = configure_logger(level=logging.INFO) - logger.info("agent-lightning is ready!") - ``` - """ - warnings.warn("This function is deprecated in favor of `setup_logging`.", DeprecationWarning, stacklevel=2) - - return setup_module(level=level, name=name, console=True, color=True, propagate=False) +__all__ = ["setup_logging"] DEFAULT_FORMAT = "%(asctime)s [%(levelname)s] (Process-%(process)d %(name)s) %(message)s" @@ -92,7 +57,7 @@ def _ensure_file_handler( logger.addHandler(fh) -def setup( +def setup_logging( level: int | str = "INFO", *, console: bool = True, @@ -171,20 +136,20 @@ def setup( Examples: Basic setup: - >>> setup() + >>> setup_logging() Enabling debug mode with no color: - >>> setup(level="DEBUG", color=False) + >>> setup_logging(level="DEBUG", color=False) Overriding specific submodule levels: - >>> setup(submodule_levels={"agentlightning.io": "DEBUG"}) + >>> setup_logging(submodule_levels={"agentlightning.io": "DEBUG"}) Attaching an additional file handler: >>> fh = logging.FileHandler("app.log") - >>> setup(extra_handlers=[fh]) + >>> setup_logging(extra_handlers=[fh]) """ # Ensure UTF-8 encoding on Windows consoles # Note: This change does not fully represent support for execution under the windows system. @@ -193,7 +158,7 @@ def setup( if platform.system() == "Windows": os.environ["PYTHONUTF8"] = "1" - base_logger = setup_module( + base_logger = _setup_logger_namespace( level, name="agentlightning", console=console, @@ -283,7 +248,7 @@ def setup( logging.captureWarnings(True) -def setup_module( +def _setup_logger_namespace( level: int | str = "INFO", *, name: str = "agentlightning", @@ -292,17 +257,12 @@ def setup_module( propagate: bool = False, disable_existing_loggers: bool = False, ) -> logging.Logger: - """Initializes and returns the base logger for `agentlightning`. + """Initialize and return a logger namespace with Agent Lightning formatting. This function constructs and applies a `dictConfig` configuration for the logger hierarchy rooted at `name`. It supports either rich console formatting (via `RichHandler`) or plain text formatting, based on the `color` argument. - - Unlike [`setup_logging`][agentlightning.setup_logging], this function configures only a single logger namespace - and does not attach extra handlers or submodule levels. It is primarily used - internally by [`setup_logging`][agentlightning.setup_logging] but is also suitable for direct integration in - custom logging workflows. """ root_cfg: Dict[str, Any] = { "version": 1, diff --git a/agentlightning/reward.py b/agentlightning/reward.py deleted file mode 100644 index 95d45a7e8..000000000 --- a/agentlightning/reward.py +++ /dev/null @@ -1,7 +0,0 @@ -# Copyright (c) Microsoft. All rights reserved. - -import warnings - -from .emitter.reward import * # noqa: F401,F403 - -warnings.warn("agentlightning.reward is deprecated. Please use agentlightning.emitter instead.") diff --git a/agentlightning/runner/__init__.py b/agentlightning/runner/__init__.py index 9277156ee..118794be4 100644 --- a/agentlightning/runner/__init__.py +++ b/agentlightning/runner/__init__.py @@ -2,10 +2,8 @@ from .agent import LitAgentRunner from .base import Runner -from .legacy import LegacyAgentRunner __all__ = [ "Runner", - "LegacyAgentRunner", "LitAgentRunner", ] diff --git a/agentlightning/runner/agent.py b/agentlightning/runner/agent.py index 1f0530686..93dcc8709 100644 --- a/agentlightning/runner/agent.py +++ b/agentlightning/runner/agent.py @@ -10,16 +10,19 @@ from __future__ import annotations import asyncio +import functools import logging import random import threading import time +from concurrent.futures import ProcessPoolExecutor from contextlib import suppress from typing import ( TYPE_CHECKING, Any, Awaitable, Callable, + Coroutine, List, Literal, Optional, @@ -28,22 +31,21 @@ cast, ) -from opentelemetry.sdk.trace import ReadableSpan - +from agentlightning.emitter.reward import emit_reward, find_final_reward from agentlightning.litagent import LitAgent -from agentlightning.reward import emit_reward, find_final_reward from agentlightning.store.base import LightningStore from agentlightning.tracer.base import Tracer -from agentlightning.tracer.otel import OtelTracer from agentlightning.types import ( + AgentSpanPayload, AttemptedRollout, Hook, NamedResources, Rollout, RolloutMode, - RolloutRawResult, + RolloutResult, Span, SpanCoreFields, + TraceStatus, ) from agentlightning.utils.system_snapshot import system_snapshot @@ -56,6 +58,19 @@ logger = logging.getLogger(__name__) +RolloutExecutionPolicy = Literal["inline", "thread", "process"] +HookType = Literal["on_trace_start", "on_trace_end", "on_rollout_start", "on_rollout_end"] +CONTROL_HOOK_TYPES: frozenset[str] = frozenset({"on_rollout_start", "on_trace_start"}) + + +def _invoke_sync_rollout( + rollout_method: Callable[..., RolloutResult], + task: Any, + resources: NamedResources, + rollout: AttemptedRollout, +) -> RolloutResult: + return rollout_method(task, resources=resources, rollout=rollout) + class LitAgentRunner(Runner[T_task]): """Execute [`LitAgent`][agentlightning.LitAgent] tasks with tracing support. @@ -77,6 +92,8 @@ def __init__( interval_jitter: float = 0.5, heartbeat_launch_mode: Literal["asyncio", "thread"] = "thread", heartbeat_include_gpu: bool = False, + rollout_execution_policy: RolloutExecutionPolicy = "thread", + rollout_process_workers: int = 1, ) -> None: """Initialize the agent runner. @@ -94,8 +111,18 @@ def __init__( under load. Use "asyncio" for simpler deployments with low worker counts. heartbeat_include_gpu: Whether to include GPU stats in heartbeat snapshots. Querying GPU stats can be slow under load, so this is disabled by default. + rollout_execution_policy: How synchronous rollout methods are executed. + `"thread"` uses `asyncio.to_thread` and is the default so synchronous + agents do not block heartbeats or other runner tasks. + `"inline"` runs directly in the event loop. + `"process"` uses a process pool for pickleable agents and payloads. + rollout_process_workers: Process pool size used when `rollout_execution_policy="process"`. """ super().__init__() + if rollout_execution_policy not in ("inline", "thread", "process"): + raise ValueError("rollout_execution_policy must be one of: inline, thread, process") + if rollout_process_workers < 1: + raise ValueError("rollout_process_workers must be at least 1") self._tracer = tracer self._max_rollouts = max_rollouts self._poll_interval = poll_interval @@ -103,6 +130,9 @@ def __init__( self._interval_jitter = interval_jitter self._heartbeat_launch_mode = heartbeat_launch_mode self._heartbeat_include_gpu = heartbeat_include_gpu + self._rollout_execution_policy = rollout_execution_policy + self._rollout_process_workers = rollout_process_workers + self._rollout_process_pool: ProcessPoolExecutor | None = None self._random_state = random.Random() # Set later @@ -124,7 +154,6 @@ def init(self, agent: LitAgent[T_task], *, hooks: Optional[Sequence[Hook]] = Non **kwargs: Additional initialization arguments (currently unused). """ self._agent = agent - self._agent.set_runner(self) self._hooks = [*hooks] if hooks is not None else [] self._tracer.init() @@ -162,6 +191,9 @@ def teardown(self, *args: Any, **kwargs: Any) -> None: self._hooks = [] self._tracer.teardown() + if self._rollout_process_pool is not None: + self._rollout_process_pool.shutdown(wait=True, cancel_futures=True) + self._rollout_process_pool = None def teardown_worker(self, worker_id: int, *args: Any, **kwargs: Any) -> None: """Teardown the runner for a specific worker. @@ -243,17 +275,62 @@ def _log_prefix(self, rollout_id: Optional[str] = None) -> str: return f"[Rollout {rollout_id}]" return "[Default Worker]" + def _get_rollout_process_pool(self) -> ProcessPoolExecutor: + if self._rollout_process_pool is None: + try: + self._rollout_process_pool = ProcessPoolExecutor(max_workers=self._rollout_process_workers) + except (NotImplementedError, OSError) as exc: + raise RuntimeError( + "rollout_execution_policy='process' is unavailable in this environment. " + "Use 'thread' for blocking rollout methods when multiprocessing is restricted." + ) from exc + return self._rollout_process_pool + + async def _execute_sync_rollout( + self, + rollout_method: Callable[..., RolloutResult], + task: T_task, + resources: NamedResources, + rollout: AttemptedRollout, + ) -> RolloutResult: + """Execute a synchronous rollout using the configured policy.""" + if self._rollout_execution_policy == "inline": + return _invoke_sync_rollout(rollout_method, task, resources, rollout) + if self._rollout_execution_policy == "thread": + return await asyncio.to_thread(_invoke_sync_rollout, rollout_method, task, resources, rollout) + + loop = asyncio.get_running_loop() + call = functools.partial(_invoke_sync_rollout, rollout_method, task, resources, rollout) + return await loop.run_in_executor(self._get_rollout_process_pool(), call) + + async def _await_with_event( + self, awaitable: Coroutine[Any, Any, RolloutResult], event: Optional[ExecutionEvent] + ) -> RolloutResult: + if event is None: + return await awaitable + + task = asyncio.create_task(awaitable) + while not task.done(): + if event.is_set(): + task.cancel() + with suppress(asyncio.CancelledError): + await task + raise asyncio.CancelledError() + await asyncio.wait({task}, timeout=0.05) + + return await task + async def _trigger_hooks( self, - hook_type: Literal["on_trace_start", "on_trace_end", "on_rollout_start", "on_rollout_end"], + hook_type: HookType, *args: Any, **kwargs: Any, ) -> None: """Trigger all registered hooks of a specific type. - This method calls the specified hook method on all registered hooks, - catching and logging any exceptions that occur during hook execution - to prevent them from disrupting the main execution flow. + Start hooks are control hooks: failures abort the attempt and follow + the runner's normal exception handling. End hooks are observation hooks: + failures are logged and do not change the attempt outcome. Args: hook_type: The type of hook to trigger. Valid values are: @@ -261,15 +338,16 @@ async def _trigger_hooks( *args: Positional arguments to pass to the hook methods. **kwargs: Keyword arguments to pass to the hook methods. """ + propagate = hook_type in CONTROL_HOOK_TYPES for hook in self._hooks: try: await getattr(hook, hook_type)(*args, **kwargs) except Exception: logger.exception(f"{self._log_prefix()} Exception during {hook_type} hook {hook}.") + if propagate: + raise - async def _post_process_rollout_result( - self, rollout: AttemptedRollout, raw_result: RolloutRawResult - ) -> List[ReadableSpan] | List[Span]: + async def _post_process_rollout_result(self, rollout: AttemptedRollout, raw_result: RolloutResult) -> List[Span]: """Standardizes the agent's return value and report what's needed to report to the store. Args: @@ -291,13 +369,7 @@ async def _post_process_rollout_result( result_recognized = True # Case 1: result is a float (final reward) - if isinstance(raw_result, (bool, int, float)): - if isinstance(raw_result, (bool, int)): - logger.warning( - f"{self._log_prefix(rollout.rollout_id)} Reward is not a number, got: {type(raw_result)}. " - "Auto converting to float." - ) - raw_result = float(raw_result) + if isinstance(raw_result, float): # Preserve the existing spans before another span is emitted trace_spans = list(self._tracer.get_last_trace()) # This will NOT emit another span to the tracer @@ -310,76 +382,52 @@ async def _post_process_rollout_result( attempt_id=rollout.attempt.attempt_id, sequence_id=sequence_id, ) - await store.add_span(reward_span) + stored_reward_span = await store.add_span(reward_span) + if stored_reward_span is None: + raise RuntimeError("Failed to persist the rollout reward span.") + trace_spans.append(stored_reward_span) result_recognized = True - # Case 2-4: result is a list + # Case 2: result is a list if isinstance(raw_result, list): - # Case 2: result is a list of ReadableSpan (OpenTelemetry spans) - if len(raw_result) > 0 and all(isinstance(t, ReadableSpan) for t in raw_result): - if isinstance(self._tracer, OtelTracer): - logger.warning( - f"{self._log_prefix(rollout.rollout_id)} Tracer is already an OpenTelemetry tracer. " - "The traces should have already been added to the store. " - "Returning the traces from the rollout will result in duplicate spans." - ) - for span in raw_result: - added_span = await store.add_otel_span( - rollout.rollout_id, rollout.attempt.attempt_id, cast(ReadableSpan, span) - ) - if added_span is not None: - trace_spans.append(added_span) - else: - logger.error( - f"{self._log_prefix(rollout.rollout_id)} Failed to add OpenTelemetry span to the store: {span}" - ) - result_recognized = True - - # Case 3: result is a list of Span (agentlightning spans) - elif len(raw_result) > 0 and all(isinstance(t, Span) for t in raw_result): - # Add the spans directly to the store - for span in raw_result: - await store.add_span(cast(Span, span)) - trace_spans = [cast(Span, span) for span in raw_result] + if len(raw_result) == 0: + logger.warning( + f"{self._log_prefix(rollout.rollout_id)} The rollout returns an empty list. " + "Please check your rollout implementation." + ) + trace_spans = [] result_recognized = True - - # Case 4: result is a list of SpanCoreFields (agentlightning spans) - elif len(raw_result) > 0 and all(isinstance(t, SpanCoreFields) for t in raw_result): - # Add the spans directly to the store too, but needs to get sequence id first + else: + if not all(isinstance(cast(object, span_payload), AgentSpanPayload) for span_payload in raw_result): + raise ValueError("A rollout result must be a list of AgentSpanPayload values.") sequence_ids = await store.get_many_span_sequence_ids( [(rollout.rollout_id, rollout.attempt.attempt_id) for _ in range(len(raw_result))] ) trace_spans = [ Span.from_core_fields( - cast(SpanCoreFields, span_core_fields), + SpanCoreFields( + name=span_payload.name, + status=TraceStatus(**span_payload.status), + attributes=span_payload.attributes, + start_time=span_payload.start_time, + end_time=span_payload.end_time, + ), rollout_id=rollout.rollout_id, attempt_id=rollout.attempt.attempt_id, sequence_id=sequence_id, ) - for span_core_fields, sequence_id in zip(raw_result, sequence_ids, strict=True) + for span_payload, sequence_id in zip(raw_result, sequence_ids, strict=True) ] - await store.add_many_spans(trace_spans) - result_recognized = True - - # Left over cases for list - elif len(raw_result) == 0: - logger.warning( - f"{self._log_prefix(rollout.rollout_id)} The rollout returns an empty list. " - "Please check your rollout implementation." - ) - trace_spans = [] + write_result = await store.add_many_spans(trace_spans) + if write_result.failed: + raise RuntimeError( + f"Failed to persist {write_result.failed} of {len(trace_spans)} rollout span(s)." + ) result_recognized = True - else: - types = [type(t).__name__ for t in raw_result][:10] - raise ValueError( - f"Invalid raw result type. It's expected to be a list of ReadableSpan or Span, " - f"but got: {', '.join(types)}..." - ) - if not result_recognized: raise TypeError( - f"Invalid raw result type. It's expected to be none, float, or a list of ReadableSpan or Span, " + f"Invalid raw result type. It's expected to be none, float, or a list of AgentSpanPayload, " f"but got: {type(raw_result).__name__}..." ) @@ -484,8 +532,9 @@ async def stop() -> None: def _start_heartbeat_thread_loop(self, store: LightningStore) -> Optional[Callable[[], Awaitable[None]]]: """Start a background heartbeat loop using threading. - It uses two threads: one to produce the snapshot and one to consume it, - to avoid either of them blocking the event loop. + It uses a background thread only for system snapshot collection. Store + updates stay on the caller's asyncio loop so store implementations do + not need to be safe across event loops. Args: store: The lightning store to update. @@ -494,6 +543,7 @@ def _start_heartbeat_thread_loop(self, store: LightningStore) -> Optional[Callab An async stopper function that can be used to stop the heartbeat loop. """ stop_evt = threading.Event() + async_stop_evt = asyncio.Event() lock = threading.Lock() latest_snapshot = None @@ -523,76 +573,75 @@ def producer() -> None: ) stop_evt.wait(max(interval, 0.01)) - def consumer() -> None: - loop = asyncio.new_event_loop() - asyncio.set_event_loop(loop) + async def consumer() -> None: last_warned_ts = None # Track which snapshot we've already warned about - try: - while not stop_evt.is_set(): - with lock: - snap = latest_snapshot - ts = latest_ts - - wait_interval = max( - self._heartbeat_interval - + self._random_state.uniform(-self._interval_jitter, self._interval_jitter), - 0.01, - ) + while not async_stop_evt.is_set(): + with lock: + snap = latest_snapshot + ts = latest_ts + + wait_interval = max( + self._heartbeat_interval + + self._random_state.uniform(-self._interval_jitter, self._interval_jitter), + 0.01, + ) - if snap is None: - # probably just started - logger.debug("%s Heartbeat consumer: no snapshot yet; skipping update.", self._log_prefix()) - stop_evt.wait(wait_interval) - continue - - age = time.monotonic() - ts - if age > stale_after: - # Only warn once per stale snapshot (check if we haven't warned about this timestamp yet) - if last_warned_ts != ts: - logger.warning( - "%s Heartbeat consumer: snapshot stale (age=%.2fs > %.2fs); skipping update.", - self._log_prefix(), - age, - stale_after, - ) - last_warned_ts = ts - stop_evt.wait(wait_interval) - continue - - try: - logger.debug(f"{self._log_prefix()} Heartbeat consumer: updating worker.") - loop.run_until_complete( - asyncio.wait_for( - store.update_worker(worker_id, snap), - timeout=self._heartbeat_interval, - ) - ) - logger.debug(f"{self._log_prefix()} Heartbeat consumer: worker updated.") - except asyncio.TimeoutError: + if snap is None: + # probably just started + logger.debug("%s Heartbeat consumer: no snapshot yet; skipping update.", self._log_prefix()) + with suppress(asyncio.TimeoutError): + await asyncio.wait_for(async_stop_evt.wait(), timeout=wait_interval) + continue + + age = time.monotonic() - ts + if age > stale_after: + # Only warn once per stale snapshot (check if we haven't warned about this timestamp yet) + if last_warned_ts != ts: logger.warning( - "%s Heartbeat consumer: update timed out after %.1fs.", + "%s Heartbeat consumer: snapshot stale (age=%.2fs > %.2fs); skipping update.", self._log_prefix(), - self._heartbeat_interval, + age, + stale_after, ) - except Exception: - logger.warning("%s Heartbeat consumer: update failed.", self._log_prefix(), exc_info=True) + last_warned_ts = ts + with suppress(asyncio.TimeoutError): + await asyncio.wait_for(async_stop_evt.wait(), timeout=wait_interval) + continue - stop_evt.wait(wait_interval) - finally: - with suppress(Exception): - loop.stop() - with suppress(Exception): - loop.close() + try: + logger.debug(f"{self._log_prefix()} Heartbeat consumer: updating worker.") + await asyncio.wait_for( + store.update_worker(worker_id, snap), + timeout=self._heartbeat_interval, + ) + logger.debug(f"{self._log_prefix()} Heartbeat consumer: worker updated.") + except asyncio.CancelledError: + raise + except asyncio.TimeoutError: + logger.warning( + "%s Heartbeat consumer: update timed out after %.1fs.", + self._log_prefix(), + self._heartbeat_interval, + ) + except Exception: + logger.warning("%s Heartbeat consumer: update failed.", self._log_prefix(), exc_info=True) + + with suppress(asyncio.TimeoutError): + await asyncio.wait_for(async_stop_evt.wait(), timeout=wait_interval) t_prod = threading.Thread(target=producer, name=f"{worker_id}-heartbeat-producer", daemon=True) - t_cons = threading.Thread(target=consumer, name=f"{worker_id}-heartbeat-consumer", daemon=True) t_prod.start() - t_cons.start() + consumer_task = asyncio.create_task(consumer(), name=f"{worker_id}-heartbeat-consumer") async def stop() -> None: stop_evt.set() - await asyncio.to_thread(t_prod.join) - await asyncio.to_thread(t_cons.join) + async_stop_evt.set() + with suppress(asyncio.CancelledError): + await consumer_task + join_timeout = max(self._heartbeat_interval + self._interval_jitter, 0.01) + await asyncio.to_thread(t_prod.join, join_timeout) + if t_prod.is_alive(): + logger.warning("%s Heartbeat producer did not stop within %.2fs.", self._log_prefix(), join_timeout) return stop @@ -618,7 +667,12 @@ async def _sleep_until_next_poll(self, event: Optional[ExecutionEvent] = None) - if event.is_set(): return - async def _step_impl(self, next_rollout: AttemptedRollout, raise_on_exception: bool = False) -> str: + async def _step_impl( + self, + next_rollout: AttemptedRollout, + raise_on_exception: bool = False, + event: Optional[ExecutionEvent] = None, + ) -> str: """Execute a single rollout implementation. This is the core method that handles the execution of a single rollout, @@ -630,11 +684,15 @@ async def _step_impl(self, next_rollout: AttemptedRollout, raise_on_exception: b and resources information. raise_on_exception: If True, exceptions during rollout execution will be re-raised. If False, exceptions are logged but not propagated. + event: Optional cooperative cancellation signal for this rollout. """ store = self.get_store() agent = self.get_agent() rollout_id = next_rollout.rollout_id + if event is not None and event.is_set(): + await store.update_attempt(rollout_id, next_rollout.attempt.attempt_id, status="cancelled") + raise asyncio.CancelledError() resources_id = next_rollout.resources_id resources_update = None @@ -644,16 +702,23 @@ async def _step_impl(self, next_rollout: AttemptedRollout, raise_on_exception: b logger.debug(f"{self._log_prefix(rollout_id)} No 'resources_id'. Fetching latest resources.") resources_update = await store.get_latest_resources() if not resources_update: + error = RuntimeError(f"{self._log_prefix(rollout_id)} Failed to fetch resources") + try: + await store.update_attempt(rollout_id, next_rollout.attempt.attempt_id, status="failed") + except Exception: + logger.exception( + f"{self._log_prefix(rollout_id)} Exception during update_attempt for missing resources." + ) if raise_on_exception: - raise RuntimeError(f"{self._log_prefix(rollout_id)} Failed to fetch resources") - else: - logger.error(f"{self._log_prefix(rollout_id)} Failed to fetch resources. Skipping.") - return rollout_id + raise error + logger.error(f"{self._log_prefix(rollout_id)} Failed to fetch resources. Skipping.") + return rollout_id logger.debug(f"{self._log_prefix(rollout_id)} Resources fetched (id={resources_update.resources_id}).") - trace_spans: List[ReadableSpan] | List[Span] = [] + trace_spans: List[Span] = [] has_exception: bool = False + terminal_status: Literal["failed", "cancelled", "succeeded"] = "succeeded" try: await self._trigger_hooks(hook_type="on_rollout_start", agent=agent, runner=self, rollout=next_rollout) @@ -676,17 +741,24 @@ async def _step_impl(self, next_rollout: AttemptedRollout, raise_on_exception: b agent.training_rollout_async if next_rollout.mode == "train" else agent.validation_rollout_async ) logger.debug(f"{self._log_prefix(rollout_id)} Starting async rollout method.") - result = await rollout_method( - next_rollout.input, resources=resources_update.resources, rollout=next_rollout + result = await self._await_with_event( + rollout_method(next_rollout.input, resources=resources_update.resources, rollout=next_rollout), + event, ) logger.debug(f"{self._log_prefix(rollout_id)} Async rollout method completed.") else: rollout_method = ( agent.training_rollout if next_rollout.mode == "train" else agent.validation_rollout ) - logger.debug(f"{self._log_prefix(rollout_id)} Starting sync rollout method.") - result = rollout_method( - next_rollout.input, resources=resources_update.resources, rollout=next_rollout + logger.debug( + f"{self._log_prefix(rollout_id)} Starting sync rollout method " + f"with policy={self._rollout_execution_policy}." + ) + result = await self._execute_sync_rollout( + rollout_method, + next_rollout.input, + resources=resources_update.resources, + rollout=next_rollout, ) logger.debug(f"{self._log_prefix(rollout_id)} Sync rollout method completed.") @@ -707,24 +779,27 @@ async def _step_impl(self, next_rollout: AttemptedRollout, raise_on_exception: b f"Final reward: {last_reward}" ) + except asyncio.CancelledError: + logger.exception(f"{self._log_prefix(rollout_id)} Execution was cancelled.") + has_exception = True + terminal_status = "cancelled" + raise except Exception: logger.exception(f"{self._log_prefix(rollout_id)} Exception during rollout.") has_exception = True + terminal_status = "failed" if raise_on_exception: raise finally: - try: - await self._trigger_hooks( - hook_type="on_rollout_end", agent=agent, runner=self, rollout=next_rollout, spans=trace_spans - ) - except Exception: - logger.exception(f"{self._log_prefix(rollout_id)} Exception during on_rollout_end hook.") + await self._trigger_hooks( + hook_type="on_rollout_end", agent=agent, runner=self, rollout=next_rollout, spans=trace_spans + ) try: if has_exception: - # possibly timed out and cancelled? - await store.update_attempt(rollout_id, next_rollout.attempt.attempt_id, status="failed") + # Cancelled/failed execution should still be persisted as a terminal attempt status. + await store.update_attempt(rollout_id, next_rollout.attempt.attempt_id, status=terminal_status) else: await store.update_attempt(rollout_id, next_rollout.attempt.attempt_id, status="succeeded") except Exception: @@ -778,6 +853,8 @@ async def iter(self, *, event: Optional[ExecutionEvent] = None) -> None: return # Execute the step + # A stop request prevents new dequeue operations but does not cancel + # an attempt that this runner has already claimed. await self._step_impl(next_rollout) num_tasks_processed += 1 @@ -812,8 +889,10 @@ async def step( If not provided, the latest resources from the store will be used. mode: Optional rollout mode ("train" or "validation"). If not provided, the agent's default mode will be used. - event: Optional ExecutionEvent object to signal interruption (currently unused - but included for interface consistency). + event: Optional ExecutionEvent object to cancel an asynchronous step + cooperatively. If already set, no rollout is created. Synchronous + work cannot be stopped safely once started, so it + completes and records its real result. Returns: The completed rollout. @@ -824,6 +903,9 @@ async def step( """ store = self.get_store() + if event is not None and event.is_set(): + raise asyncio.CancelledError() + if resources is not None: resources_update = await store.add_resources(resources) resources_id = resources_update.resources_id @@ -833,7 +915,7 @@ async def step( attempted_rollout = await self.get_store().start_rollout( input=input, mode=mode, resources_id=resources_id, worker_id=self.get_worker_id() ) - rollout_id = await self._step_impl(attempted_rollout, raise_on_exception=True) + rollout_id = await self._step_impl(attempted_rollout, raise_on_exception=True, event=event) completed_rollout = await store.get_rollout_by_id(rollout_id) if completed_rollout is None: diff --git a/agentlightning/runner/base.py b/agentlightning/runner/base.py index 0755a478e..59a803a8d 100644 --- a/agentlightning/runner/base.py +++ b/agentlightning/runner/base.py @@ -11,7 +11,7 @@ from agentlightning.execution.events import ExecutionEvent from agentlightning.litagent import LitAgent from agentlightning.store.base import LightningStore -from agentlightning.types import Hook, NamedResources, ParallelWorkerBase, Rollout, RolloutMode +from agentlightning.types import Hook, NamedResources, Rollout, RolloutMode if TYPE_CHECKING: from agentlightning.execution.events import ExecutionEvent @@ -22,7 +22,7 @@ logger = logging.getLogger(__name__) -class Runner(ParallelWorkerBase, Generic[T_task]): +class Runner(Generic[T_task]): """Abstract base class for long-running agent executors. Runner implementations coordinate [`LitAgent`][agentlightning.LitAgent] @@ -63,18 +63,6 @@ def init_worker(self, worker_id: int, store: LightningStore, **kwargs: Any) -> N """ raise NotImplementedError() - def run(self, *args: Any, **kwargs: Any) -> None: - """Deprecated synchronous entry point. - - Use [`iter()`][agentlightning.Runner.iter] or [`step()`][agentlightning.Runner.step] instead. - - Raises: - RuntimeError: Always raised to direct callers to - [iter()][agentlightning.Runner.iter] or - [step()][agentlightning.Runner.step]. - """ - raise RuntimeError("The behavior of run() of Runner is undefined. Use iter() or step() instead.") - def teardown(self, *args: Any, **kwargs: Any) -> None: """Release resources acquired during [`init()`][agentlightning.Runner.init]. @@ -118,18 +106,19 @@ def run_context( worker_id: Override the worker identifier used during setup. Defaults to `0`. """ + resolved_worker_id: int = 0 if worker_id is None else worker_id _initialized: bool = False _worker_initialized: bool = False try: self.init(agent=agent, hooks=hooks) _initialized = True - self.init_worker(worker_id=0, store=store) + self.init_worker(worker_id=resolved_worker_id, store=store) _worker_initialized = True yield self finally: try: if _worker_initialized: - self.teardown_worker(worker_id=worker_id if worker_id is not None else 0) + self.teardown_worker(worker_id=resolved_worker_id) except Exception: logger.error("Error during runner worker teardown", exc_info=True) diff --git a/agentlightning/runner/legacy.py b/agentlightning/runner/legacy.py deleted file mode 100644 index 27bad4b9c..000000000 --- a/agentlightning/runner/legacy.py +++ /dev/null @@ -1,309 +0,0 @@ -# Copyright (c) Microsoft. All rights reserved. - -import json -import logging -import time -from typing import Any, Dict, List, Optional, cast - -from opentelemetry.sdk.trace import ReadableSpan - -from agentlightning.adapter import TracerTraceToTriplet -from agentlightning.client import AgentLightningClient -from agentlightning.litagent import LitAgent -from agentlightning.litagent.litagent import is_v0_1_rollout_api -from agentlightning.tracer.base import Tracer -from agentlightning.types import RolloutLegacy, RolloutRawResultLegacy, Span, SpanLike, Triplet - -from .base import Runner - -logger = logging.getLogger(__name__) - -__all__ = [ - "LegacyAgentRunner", -] - - -class LegacyAgentRunner(Runner[Any]): - """Manages the agent's execution loop and integrates with AgentOps. - - This class orchestrates the interaction between the agent (`LitAgent`) and - the server (`AgentLightningClient`). It handles polling for tasks, executing - the agent's logic, and reporting results back to the server. If enabled, - it will also automatically trace each rollout using AgentOps. - - Attributes: - agent: The `LitAgent` instance containing the agent's logic. - client: The `AgentLightningClient` for server communication. - tracer: The tracer instance for this runner/worker. - worker_id: An optional identifier for the worker process. - max_tasks: The maximum number of tasks to process before stopping. - """ - - def __init__( - self, - agent: LitAgent[Any], - client: AgentLightningClient, - tracer: Tracer, - triplet_exporter: TracerTraceToTriplet, - worker_id: Optional[int] = None, - max_tasks: Optional[int] = None, - ): - super().__init__() - self.agent = agent - self.client = client - self.tracer = tracer - self.triplet_exporter = triplet_exporter - - # Worker-specific attributes - self.worker_id = worker_id - self.max_tasks = max_tasks - - # These methods are overridden by Runner, getting them back to old behavior. - def init(self, *args: Any, **kwargs: Any) -> None: - pass - - def init_worker(self, worker_id: int, *args: Any, **kwargs: Any) -> None: - self.worker_id = worker_id - - def teardown_worker(self, worker_id: int, *args: Any, **kwargs: Any) -> None: - pass - - def teardown(self, *args: Any, **kwargs: Any) -> None: - pass - - def _log_prefix(self, rollout_id: Optional[str] = None) -> str: - """Generates a standardized log prefix for the current worker.""" - if self.worker_id is not None: - if rollout_id: - return f"[Worker {self.worker_id} | RolloutLegacy {rollout_id}]" - else: - return f"[Worker {self.worker_id}]" - if rollout_id: - return f"[RolloutLegacy {rollout_id}]" - return "[Default Worker]" - - def _to_rollout_object( - self, - result: RolloutRawResultLegacy, - rollout_id: str, - ) -> RolloutLegacy: - """Standardizes the agent's return value into a RolloutLegacy object. - - Args: - result: The output from the agent's rollout method. - rollout_id: The unique identifier for the current task. - - Returns: - A standardized `RolloutLegacy` object for reporting to the server. - """ - trace: Any = None - final_reward: Optional[float] = None - triplets: Optional[List[Triplet]] = None - trace_spans: Optional[List[SpanLike]] = None - - # Handle different types of results from the agent - # Case 1: result is a float (final reward) - if isinstance(result, float): - final_reward = result - # Case 2: result is a list of Triplets - if isinstance(result, list) and all(isinstance(t, Triplet) for t in result): - triplets = result # type: ignore - # Case 3.1: result is a list of ReadableSpan (OpenTelemetry spans) - if isinstance(result, list) and all(isinstance(t, (ReadableSpan)) for t in result): - trace_spans = result # type: ignore - trace = [json.loads(readable_span.to_json()) for readable_span in trace_spans] # type: ignore - # Case 3.2: result is a list of Span (Agent-lightning spans) - if isinstance(result, list) and all(isinstance(t, Span) for t in result): - trace_spans = result # type: ignore - trace = [span.model_dump() for span in trace_spans] # type: ignore - # Case 4: result is a list of dict (trace JSON) - if isinstance(result, list) and all(isinstance(t, dict) for t in result): - trace = result - # Case 5: result is a RolloutLegacy object - if isinstance(result, RolloutLegacy): - final_reward = result.final_reward - triplets = result.triplets - trace = result.trace - - # If the agent has tracing enabled, use the tracer's last trace if not already set - if self.tracer and (trace is None or trace_spans is None): - trace_spans = self.tracer.get_last_trace() # type: ignore - if trace_spans: - trace = [cast(Span, span).model_dump() for span in trace_spans] - - # Always extract triplets from the trace using TracerTraceToTriplet - if trace_spans: - triplets = self.triplet_exporter(trace_spans) # type: ignore - - # If the agent has triplets, use the last one for final reward if not set - if triplets and triplets[-1].reward is not None and final_reward is None: - final_reward = triplets[-1].reward - - # Create the RolloutLegacy object with standardized fields - result_dict: Dict[str, Any] = { - "rollout_id": rollout_id, - } - if final_reward is not None: - result_dict["final_reward"] = final_reward - if triplets is not None: - result_dict["triplets"] = triplets - if trace is not None: - result_dict["trace"] = trace - - if isinstance(result, RolloutLegacy): - return result.model_copy(update=result_dict) - return RolloutLegacy(**result_dict) - - def run(self) -> bool: # type: ignore - """Poll the task and rollout once synchronously.""" - self.agent.set_runner(self) # Ensure the agent has a reference to this runner - - task = self.client.poll_next_task() - if task is None: - logger.info(f"{self._log_prefix()} Poll returned no task. Exiting.") - return False - rollout_id = task.rollout_id - - resources_id = task.resources_id - resources_update = None - if resources_id: - resources_update = self.client.get_resources_by_id(resources_id) - else: - logger.debug(f"{self._log_prefix(rollout_id)} No 'resources_id'. Fetching latest resources.") - resources_update = self.client.get_latest_resources() - if not resources_update: - logger.error(f"{self._log_prefix(rollout_id)} Failed to fetch resources. Skipping.") - return False - - rollout_obj = RolloutLegacy(rollout_id=task.rollout_id, task=task) # Default empty rollout - - try: - try: - self.agent.on_rollout_start(task, self, self.tracer) - except Exception: - logger.exception(f"{self._log_prefix(rollout_id)} Exception during on_rollout_start hook.") - - with self.tracer._trace_context_sync(name=f"rollout_{rollout_id}"): # pyright: ignore[reportPrivateUsage] - start_time = time.time() - rollout_method = self.agent.training_rollout if task.mode == "train" else self.agent.validation_rollout - # Pass the task input, not the whole task object - if is_v0_1_rollout_api(rollout_method): - result = cast( - RolloutRawResultLegacy, - rollout_method( - task.input, rollout_id=rollout_obj.rollout_id, resources=resources_update.resources # type: ignore - ), - ) # type: ignore - else: - result = rollout_method(task.input, resources=resources_update.resources, rollout=rollout_obj) # type: ignore - rollout_obj = self._to_rollout_object(result, task.rollout_id) # type: ignore - end_time = time.time() - logger.info( - f"{self._log_prefix(rollout_id)} Completed in " - f"{end_time - start_time:.2f}s. Triplet length: " - f"{len(rollout_obj.triplets) if rollout_obj.triplets is not None else 'N/A'}. " - f"Reward: {rollout_obj.final_reward}" - ) - - except Exception: - logger.exception(f"{self._log_prefix(rollout_id)} Exception during rollout.") - finally: - try: - self.agent.on_rollout_end(task, rollout_obj, self, self.tracer) # type: ignore - except Exception: - logger.exception(f"{self._log_prefix(rollout_id)} Exception during on_rollout_end hook.") - self.client.post_rollout(rollout_obj) - - return True - - def iter(self) -> int: # type: ignore - """Executes the synchronous polling and rollout loop.""" - num_tasks_processed = 0 - logger.info(f"{self._log_prefix()} Started sync rollouts (max: {self.max_tasks or 'unlimited'}).") - - while self.max_tasks is None or num_tasks_processed < self.max_tasks: - if self.run(): - num_tasks_processed += 1 - - if num_tasks_processed % 10 == 0 or num_tasks_processed == 1: - logger.info(f"{self._log_prefix()} Progress: {num_tasks_processed}/{self.max_tasks or 'unlimited'}") - - logger.info(f"{self._log_prefix()} Finished sync rollouts. Processed {num_tasks_processed} tasks.") - return num_tasks_processed - - async def run_async(self) -> bool: - """Poll the task and rollout once.""" - self.agent.set_runner(self) # Ensure the agent has a reference to this runner - - task = await self.client.poll_next_task_async() - if task is None: - logger.info(f"{self._log_prefix()} Poll returned no task. Exiting.") - return False - rollout_id = task.rollout_id - - resources_id = task.resources_id - resources_update = None - if resources_id: - resources_update = await self.client.get_resources_by_id_async(resources_id) - else: - logger.debug(f"{self._log_prefix(rollout_id)} No 'resources_id'. Fetching latest resources.") - resources_update = await self.client.get_latest_resources_async() - if not resources_update: - logger.error(f"{self._log_prefix(rollout_id)} Failed to fetch resources. Skipping.") - return False - - rollout_obj = RolloutLegacy(rollout_id=task.rollout_id, task=task) # Default empty rollout - - try: - try: - self.agent.on_rollout_start(task, self, self.tracer) - except Exception: - logger.exception(f"{self._log_prefix(rollout_id)} Exception during on_rollout_start hook.") - - async with self.tracer.trace_context(name=f"rollout_{rollout_id}"): - start_time = time.time() - rollout_method = ( - self.agent.training_rollout_async if task.mode == "train" else self.agent.validation_rollout_async - ) - # Pass the task input, not the whole task object - if is_v0_1_rollout_api(rollout_method): - result = cast( - RolloutRawResultLegacy, - await rollout_method( - task.input, rollout_id=rollout_obj.rollout_id, resources=resources_update.resources # type: ignore - ), - ) # type: ignore - else: - result = await rollout_method(task.input, resources=resources_update.resources, rollout=rollout_obj) # type: ignore - rollout_obj = self._to_rollout_object(result, task.rollout_id) # type: ignore - end_time = time.time() - logger.info( - f"{self._log_prefix(rollout_id)} Completed in " - f"{end_time - start_time:.2f}s. Triplet length: " - f"{len(rollout_obj.triplets) if rollout_obj.triplets is not None else 'N/A'}. " - f"Reward: {rollout_obj.final_reward}" - ) - except Exception: - logger.exception(f"{self._log_prefix(rollout_id)} Exception during rollout.") - finally: - try: - self.agent.on_rollout_end(task, rollout_obj, self, self.tracer) # type: ignore - except Exception: - logger.exception(f"{self._log_prefix(rollout_id)} Exception during on_rollout_end hook.") - await self.client.post_rollout_async(rollout_obj) - - return True - - async def iter_async(self) -> int: - """Executes the asynchronous polling and rollout loop.""" - num_tasks_processed = 0 - logger.info(f"{self._log_prefix()} Started async rollouts (max: {self.max_tasks or 'unlimited'}).") - - while self.max_tasks is None or num_tasks_processed < self.max_tasks: - if await self.run_async(): - num_tasks_processed += 1 - - if num_tasks_processed % 10 == 0 or num_tasks_processed == 1: - logger.info(f"{self._log_prefix()} Progress: {num_tasks_processed}/{self.max_tasks or 'unlimited'}") - logger.info(f"{self._log_prefix()} Finished async rollouts. Processed {num_tasks_processed} tasks.") - return num_tasks_processed diff --git a/agentlightning/server.py b/agentlightning/server.py deleted file mode 100644 index b1343fcb1..000000000 --- a/agentlightning/server.py +++ /dev/null @@ -1,401 +0,0 @@ -# Copyright (c) Microsoft. All rights reserved. - -"""Legacy HTTP server compatible with the original Agent Lightning protocol. - -The implementation in this module predates the modern store-powered runtime and -is kept for backwards compatibility with older deployments. New applications -should migrate to the store architecture where possible. -""" - -from __future__ import annotations - -import asyncio -import logging -import threading -import time -import uuid -import warnings -from contextlib import asynccontextmanager -from typing import Any, Dict, List, Literal, Optional - -import uvicorn -from fastapi import FastAPI, HTTPException, Path - -from .types import ( - GenericResponse, - NamedResources, - ResourcesUpdate, - RolloutLegacy, - Task, - TaskIfAny, -) - -logger = logging.getLogger(__name__) - - -class ServerDataStore: - """Async-safe container for in-memory server state. - - The store tracks queued tasks, claimed tasks, uploaded rollouts, and the - currently published resources. All interactions are guarded by asyncio locks - so that the FastAPI handlers can safely run in parallel. - - !!! warning "Deprecated" - [`ServerDataStore`][agentlightning.server.ServerDataStore] is part of - the legacy client/server stack. Use [`LightningStore`][agentlightning.LightningStore] instead. - """ - - def __init__(self): - self._task_queue: asyncio.Queue[Task] = asyncio.Queue() - self._processing_tasks: Dict[str, Task] = {} # Currently processing tasks - self._completed_rollouts: Dict[str, RolloutLegacy] = {} - - # Store for versioned resources - self._resource_versions: Dict[str, NamedResources] = {} - self._latest_resources_id: Optional[str] = None - - # Locks for thread-safe access - self._results_lock = asyncio.Lock() - self._resources_lock = asyncio.Lock() - - async def add_task( - self, - sample: Any, - mode: Literal["train", "val", "test"] | None = None, - resources_id: str | None = None, - metadata: Dict[str, Any] | None = None, - ) -> str: - """Enqueue a new task and return the generated rollout identifier. - - Args: - sample: Payload that describes the task input. - mode: Phase in which the sample should be executed (`"train"`, `"val"`, or - `"test"`). - resources_id: Identifier of a resource bundle that the executor should - load before running the task. - metadata: Optional metadata forwarded to the executor. - - Returns: - Unique rollout identifier assigned to the task. - """ - rollout_id = f"rollout-{uuid.uuid4()}" - task = Task( - rollout_id=rollout_id, - input=sample, - mode=mode, - resources_id=resources_id, - create_time=time.time(), - num_claims=0, - metadata=metadata or {}, - ) - await self._task_queue.put(task) - logger.info(f"Task queued: {rollout_id} (mode: {mode}, resources_id: {resources_id})") - return rollout_id - - async def get_next_task(self) -> Optional[Task]: - """Retrieve the next task from the queue without blocking. - - Returns: - Next [`Task`][agentlightning.Task] ready to execute, or ``None`` - when the queue is empty. - """ - try: - async with self._results_lock: - task = self._task_queue.get_nowait() - task = task.model_copy( - update={ - "last_claim_time": time.time(), - "num_claims": (task.num_claims or 0) + 1, - } - ) - self._processing_tasks[task.rollout_id] = task - if task.num_claims == 1: - logger.debug(f"Next task retrieved: {task.rollout_id}") - else: - logger.info(f"Task {task.rollout_id} re-claimed (attempt {task.num_claims})") - return task - except asyncio.QueueEmpty: - return None - - async def update_resources(self, update: ResourcesUpdate): - """Persist a new resource bundle and mark it as the latest version. - - Args: - update: Resource payload received from a client. - """ - # TODO: evict old resources if necessary. - async with self._resources_lock: - self._resource_versions[update.resources_id] = update.resources - self._latest_resources_id = update.resources_id - logger.info(f"Resources updated. New version '{update.resources_id}' is now latest.") - - async def get_resources_by_id(self, resources_id: str) -> Optional[ResourcesUpdate]: - """Retrieve a specific resource bundle by identifier. - - Args: - resources_id: Identifier that was previously published to the store. - - Returns: - Matching [`ResourcesUpdate`][agentlightning.ResourcesUpdate] - instance, or ``None`` when the identifier is unknown. - """ - async with self._resources_lock: - resources = self._resource_versions.get(resources_id) - if resources: - return ResourcesUpdate( - resources_id=resources_id, - resources=resources, - create_time=time.time(), - update_time=time.time(), - version=1, - ) - return None - - async def get_latest_resources(self) -> Optional[ResourcesUpdate]: - """Return the most recent resource bundle, if one exists.""" - if self._latest_resources_id: - return await self.get_resources_by_id(self._latest_resources_id) - return None - - async def store_rollout(self, rollout: RolloutLegacy): - """Persist a completed rollout for later inspection. - - Args: - rollout: Rollout returned by a client. - """ - async with self._results_lock: - self._processing_tasks.pop(rollout.rollout_id, None) - self._completed_rollouts[rollout.rollout_id] = rollout - logger.info(f"Rollout received and stored: {rollout.rollout_id}") - - async def retrieve_rollout(self, rollout_id: str) -> Optional[RolloutLegacy]: - """Retrieve and remove a stored rollout by identifier. - - Args: - rollout_id: Identifier of the rollout to fetch. - - Returns: - Stored [`RolloutLegacy`][agentlightning.RolloutLegacy], or ``None`` - when the identifier is unknown. - """ - async with self._results_lock: - return self._completed_rollouts.pop(rollout_id, None) - - async def retrieve_completed_rollouts(self) -> List[RolloutLegacy]: - """Return all completed rollouts and clear the internal buffer.""" - async with self._results_lock: - rollouts = list(self._completed_rollouts.values()) - self._completed_rollouts.clear() - return rollouts - - def get_processing_tasks(self) -> Dict[str, Task]: - """Return a copy of currently processing tasks for timeout checking.""" - return self._processing_tasks.copy() - - async def requeue_task(self, task: Task): - """Requeue a task that timed out while being processed.""" - logger.warning(f"Requeuing task {task.rollout_id} after timeout (attempt {task.num_claims})") - async with self._results_lock: - # Remove from processing tasks - self._processing_tasks.pop(task.rollout_id, None) - self._task_queue.put_nowait(task) - - -class AgentLightningServer: - """High-level controller for the legacy Agent Lightning FastAPI server. - - The controller orchestrates server start-up, task queueing, resource updates, - and retrieval of client rollouts. It is primarily used by existing systems that - still rely on the HTTP-based workflow. - - !!! warning "Deprecated" - [`AgentLightningServer`][agentlightning.server.AgentLightningServer] is part of - the legacy client/server stack. Prefer the store-based runtime for new - integrations. - """ - - def __init__(self, host: str = "127.0.0.1", port: int = 8000, task_timeout_seconds: float = 300.0): - """Initialize the controller. - - Args: - host: Hostname or IP address to bind the HTTP server to. - port: TCP port exposed by the server. - task_timeout_seconds: Seconds before a claimed task is considered stale and - re-queued. - """ - warnings.warn( - "AgentLightningServer is deprecated. Please use LightningStoreServer instead.", DeprecationWarning - ) - self.host = host - self.port = port - self.endpoint = f"http://{host}:{port}" - self._task_timeout_seconds = task_timeout_seconds - - # Defer initialization and use event for cross-thread communication - self._store: Optional[ServerDataStore] = None - self.loop: Optional[asyncio.AbstractEventLoop] = None - self.startup_event = threading.Event() - - # Create FastAPI app instance with a lifespan manager - self._app = FastAPI(lifespan=self._lifespan) - self._setup_routes() - - self._uvicorn_config = uvicorn.Config(self._app, host=self.host, port=self.port, log_level="info") - self._uvicorn_server = uvicorn.Server(self._uvicorn_config) - - # --- ADDED: Lifespan context manager --- - @asynccontextmanager - async def _lifespan(self, app: FastAPI): - """Manage server start-up and shutdown within the event loop.""" - logger.info("Server is starting up...") - self.loop = asyncio.get_running_loop() - self._store = ServerDataStore() # Initialize data store here - self.startup_event.set() # Signal that the server is ready - - yield - - logger.info("Server is shutting down.") - self._store = None - self.startup_event.clear() # Clear the startup event - self.loop = None - - async def _check_and_requeue_stale_tasks(self): - """Check for stale tasks and requeue them when they exceed the timeout.""" - current_time = time.time() - # Ensure store is initialized before checking - if not self._store: - return - processing_tasks = self._store.get_processing_tasks() - - for _, task in processing_tasks.items(): - if task.last_claim_time and current_time - task.last_claim_time > self._task_timeout_seconds: - await self._store.requeue_task(task) - logger.warning( - f"Task {task.rollout_id} timed out after {self._task_timeout_seconds}s, requeued (attempt {task.num_claims})" - ) - - def _setup_routes(self): - """Configure the FastAPI routes that make up the legacy HTTP API.""" - - @self._app.get("/task", response_model=TaskIfAny) - async def next_task() -> TaskIfAny: # type: ignore - """Provide the next available task to a client.""" - await self._check_and_requeue_stale_tasks() - - if not self._store: - return TaskIfAny(is_available=False) - - task = await self._store.get_next_task() - if task: - logger.debug(f"Serving task {task.rollout_id} to a client.") - return TaskIfAny(is_available=True, task=task) - else: - logger.debug("No task available for client.") - return TaskIfAny(is_available=False) - - @self._app.get("/resources/latest", response_model=ResourcesUpdate) - async def fetch_latest_resources() -> ResourcesUpdate: # type: ignore - """Return the most recent resource bundle published to the server.""" - if not self._store: - raise HTTPException(status_code=503, detail="Server not fully initialized.") - resources_update = await self._store.get_latest_resources() - if not resources_update: - raise HTTPException(status_code=404, detail="No resources have been set on the server.") - logger.debug(f"Serving latest resources '{resources_update.resources_id}' to a client.") - return resources_update - - @self._app.get("/resources/{resource_id}", response_model=ResourcesUpdate) - async def fetch_resources_by_id( # type: ignore - resource_id: str = Path(..., description="The unique identifier for the resource version.") - ) -> ResourcesUpdate: - """Return a specific version of resources by identifier.""" - if not self._store: - raise HTTPException(status_code=503, detail="Server not fully initialized.") - resources_update = await self._store.get_resources_by_id(resource_id) - if not resources_update: - raise HTTPException(status_code=404, detail=f"Resource ID '{resource_id}' not found.") - logger.debug(f"Serving resources for ID '{resource_id}' to a client.") - return resources_update - - @self._app.post("/rollout", response_model=GenericResponse) - async def post_rollout(payload: RolloutLegacy) -> GenericResponse: # type: ignore - """Persist the rollout reported by a client.""" - if not self._store: - raise HTTPException(status_code=503, detail="Server not fully initialized.") - await self._store.store_rollout(payload) - return GenericResponse( - status="ok", - message=f"Rollout {payload.rollout_id} received and stored.", - ) - - async def start(self): - """Start the FastAPI server in the background.""" - logger.info(f"Starting server at {self.endpoint}") - asyncio.create_task(self._uvicorn_server.serve()) - await asyncio.sleep(1) # Allow time for server to start up. - - async def stop(self): - """Stop the FastAPI server and wait for a graceful shutdown.""" - if self._uvicorn_server.started: - logger.info("Stopping server...") - self._uvicorn_server.should_exit = True - await asyncio.sleep(1) # Allow time for graceful shutdown. - logger.info("Server stopped.") - - async def run_forever(self): - """Run the server indefinitely until `stop()` is invoked.""" - await self._uvicorn_server.serve() - - async def queue_task( - self, - sample: Any, - mode: Literal["train", "val", "test"] | None = None, - resources_id: str | None = None, - metadata: Dict[str, Any] | None = None, - ) -> str: - """Add a task to the queue for a client to process.""" - if not self._store: - raise RuntimeError("Store not initialized. The server may not be running.") - return await self._store.add_task(sample, mode=mode, resources_id=resources_id, metadata=metadata) - - async def update_resources(self, resources: NamedResources) -> str: - """Publish a new resource bundle and return its generated identifier.""" - if not self._store: - raise RuntimeError("Store not initialized. The server may not be running.") - resources_id = f"res-{uuid.uuid4()}" - update = ResourcesUpdate( - resources_id=resources_id, resources=resources, create_time=time.time(), update_time=time.time(), version=1 - ) - await self._store.update_resources(update) - return resources_id - - async def get_completed_rollout(self, rollout_id: str) -> Optional[RolloutLegacy]: - """Retrieve a specific completed rollout by identifier.""" - if not self._store: - raise RuntimeError("Store not initialized. The server may not be running.") - return await self._store.retrieve_rollout(rollout_id) - - async def poll_completed_rollout(self, rollout_id: str, timeout: Optional[float] = None) -> Optional[RolloutLegacy]: - """Poll for a completed rollout until it becomes available or a timeout expires. - - Args: - rollout_id: Identifier of the rollout to wait for. - timeout: Maximum number of seconds to wait. ``None`` waits indefinitely. - - Returns: - Retrieved rollout, or ``None`` when the timeout is reached without success. - """ - start_time = time.time() - while True: - rollout = await self.get_completed_rollout(rollout_id) - if rollout: - return rollout - if timeout and (time.time() - start_time) >= timeout: - return None - await asyncio.sleep(1) - - async def retrieve_completed_rollouts(self) -> List[RolloutLegacy]: - """Return every completed rollout and clear the internal buffer.""" - if not self._store: - raise RuntimeError("Store not initialized. The server may not be running.") - return await self._store.retrieve_completed_rollouts() diff --git a/agentlightning/store/base.py b/agentlightning/store/base.py index 9019bea5e..553cd86a2 100644 --- a/agentlightning/store/base.py +++ b/agentlightning/store/base.py @@ -17,6 +17,7 @@ RolloutConfig, RolloutMode, RolloutStatus, + SpanWriteResult, Span, TaskInput, Worker, @@ -319,11 +320,15 @@ async def start_attempt(self, rollout_id: str, worker_id: Optional[str] = None) """ raise NotImplementedError() - async def add_many_spans(self, spans: Sequence[Span]) -> Sequence[Span]: + async def add_many_spans(self, spans: Sequence[Span]) -> SpanWriteResult: """Persist a sequence of pre-constructed spans emitted during rollout execution. Implementations can simply delegate to [`add_span()`][agentlightning.LightningStore.add_span] for each span. However, if the store supports bulk insertion, it can implement this method to improve performance. + + Returns: + A [`SpanWriteResult`][agentlightning.SpanWriteResult] describing how many spans were + inserted, how many duplicates were skipped, and how many failed. """ raise NotImplementedError() @@ -394,18 +399,13 @@ async def query_rollouts( sort_order: Literal["asc", "desc"] = "asc", limit: int = -1, offset: int = 0, - # Deprecated fields - status: Optional[Sequence[RolloutStatus]] = None, - rollout_ids: Optional[Sequence[str]] = None, ) -> Sequence[Rollout]: """Retrieve rollouts filtered by status and/or explicit identifiers. This interface supports structured filtering, sorting, and pagination so callers can build simple dashboards without copying data out of the - store. The legacy parameters `status` and `rollout_ids` remain valid and - are treated as aliases for `status_in` and `rollout_id_in` - respectively—when both the new and deprecated parameters are supplied - the new parameters take precedence. + store. Filter by status via `status_in` and by rollout identifiers via + `rollout_id_in`. Args: status_in: Optional whitelist of [`RolloutStatus`][agentlightning.RolloutStatus] values. @@ -417,9 +417,6 @@ async def query_rollouts( sort_order: Direction to sort when `sort_by` is provided. limit: Maximum number of rows to return. Use `-1` for "no limit". offset: Number of rows to skip before returning results. - status: Deprecated field. Use `status_in` instead. - rollout_ids: Deprecated field. Use `rollout_id_in` instead. - Returns: A sequence of matching rollouts (or [`AttemptedRollout`][agentlightning.AttemptedRollout] when attempts exist). Ordering is deterministic when `sort_by` is set. @@ -733,7 +730,7 @@ async def update_rollout( * Validate the rollout exists before mutating it. * Replace each property when a concrete value (including `None`) is supplied. * When the status switches into a terminal state, set `end_time` and signal any waiters. - * When the status re-enters a queueing state, ensure the rollout is enqueued exactly once. + * When the status re-enters a queuing state, ensure the rollout is enqueued exactly once. Args: rollout_id: Identifier of the rollout to update. @@ -775,7 +772,8 @@ async def update_attempt( If `worker_id` is present, the worker status will be updated following the rules: - 1. If attempt status is "succeeded" or "failed", the corresponding worker status will be set to "idle". + 1. If attempt status is "succeeded", "failed", or "cancelled", the corresponding worker + status will be set to "idle". 2. If attempt status is "unresponsive" or "timeout", the corresponding worker status will be set to "unknown". 3. Otherwise, the worker status will be set to "busy". diff --git a/agentlightning/store/client_server.py b/agentlightning/store/client_server.py index b496135ee..00fe3fbbb 100644 --- a/agentlightning/store/client_server.py +++ b/agentlightning/store/client_server.py @@ -9,6 +9,8 @@ import threading import time import traceback +from dataclasses import dataclass +from importlib import import_module from pathlib import Path from typing import ( Any, @@ -55,6 +57,7 @@ RolloutConfig, RolloutStatus, Span, + SpanWriteResult, TaskInput, Worker, WorkerStatus, @@ -78,6 +81,12 @@ T_model = TypeVar("T_model", bound=BaseModel) +@dataclass(frozen=True) +class _ClientSessionRecord: + session: aiohttp.ClientSession + loop: asyncio.AbstractEventLoop + + class RolloutRequest(BaseModel): input: TaskInput mode: Optional[Literal["train", "val", "test"]] = None @@ -215,10 +224,14 @@ def file_response(self, *args: Any, **kwargs: Any) -> Response: return resp -class LightningStoreServer(LightningStore): +class LightningStoreServer: """ - Server wrapper that exposes a LightningStore via HTTP API. - Delegates all operations to an underlying store implementation. + HTTP server container for a LightningStore-backed control plane. + + This object is a has-a lifecycle holder around a store. It is not itself a + `LightningStore` business adapter; callers should use `LightningStoreClient` + (same process or subprocess) when an interface conforming to `LightningStore` + is required. Healthcheck and watchdog relies on the underlying store. @@ -241,6 +254,8 @@ class LightningStoreServer(LightningStore): It's not allowed to set `host`, `port`, `launch_mode` together with `launcher_args`. n_workers: The number of workers to run in the server. Only applicable for `mp` launch mode. tracker: The metrics tracker to use for the server. + debug_errors: Whether `/v1/agl` unhandled exception responses include + `error_type` and `traceback`. Keep disabled outside development. """ def __init__( @@ -253,8 +268,8 @@ def __init__( launcher_args: PythonServerLauncherArgs | None = None, n_workers: int = 1, tracker: MetricsBackend | None = None, + debug_errors: bool = False, ): - super().__init__() self.store = store if launcher_args is not None: @@ -294,6 +309,7 @@ def __init__( self._lock: threading.Lock = threading.Lock() self._cors_allow_origins = self._normalize_cors_origins(cors_allow_origins) + self._debug_errors = debug_errors self._apply_cors() self._setup_routes() @@ -336,6 +352,7 @@ def __getstate__(self): "launcher_args": self.launcher_args, "server_launcher": self.server_launcher, "_owner_pid": self._owner_pid, + "_debug_errors": self._debug_errors, } def __setstate__(self, state: Dict[str, Any]): @@ -355,6 +372,7 @@ def __setstate__(self, state: Dict[str, Any]): self._tracker = None self._owner_pid = state["_owner_pid"] self._cors_allow_origins = state.get("_cors_allow_origins") + self._debug_errors = state.get("_debug_errors", False) self._client = None self._lock = threading.Lock() self._prometheus_registry = None @@ -441,9 +459,8 @@ def _setup_routes(self): if self._tracker is not None: self._setup_metrics(api=api, app=self.app) - # TODO: This should only be enabled in development mode. @self.app.middleware("http") - async def _app_exception_handler( # pyright: ignore[reportUnusedFunction] + async def _app_exception_handler( request: Request, call_next: Callable[[Request], Awaitable[Response]] ) -> Response: """ @@ -462,20 +479,21 @@ async def _app_exception_handler( # pyright: ignore[reportUnusedFunction] # decide whether to convert this into your 400 JSONResponse if request.url.path.startswith(API_V1_AGL_PREFIX): server_logger.exception("Unhandled application error", exc_info=exc) - payload = { - "detail": "Internal server error", - "error_type": type(exc).__name__, - "traceback": traceback.format_exc(), - } + payload = {"detail": "Internal server error"} + if self._debug_errors: + payload.update( + { + "error_type": type(exc).__name__, + "traceback": traceback.format_exc(), + } + ) # 500 so clients can decide to retry return JSONResponse(status_code=500, content=payload) # otherwise re-raise and let FastAPI/Starlette handle it (500 or other handlers) raise @self.app.middleware("http") - async def _log_time( # pyright: ignore[reportUnusedFunction] - request: Request, call_next: Callable[[Request], Awaitable[Response]] - ): + async def _log_time(request: Request, call_next: Callable[[Request], Awaitable[Response]]): # If not API request, just pass through if not request.url.path.startswith(API_V1_AGL_PREFIX) and not request.url.path.startswith( API_V1_PREFIX + "/traces" @@ -521,9 +539,11 @@ def _validate_paginated_request( raise HTTPException(status_code=400, detail="Limit must be greater than 0 or -1 for no limit") if not request.offset >= 0: raise HTTPException(status_code=400, detail="Offset must be greater than or equal to 0") - if hasattr(request, "filter_logic") and request.filter_logic not in ["and", "or"]: # type: ignore + if isinstance( + request, (QueryRolloutsRequest, QuerySpansRequest, QueryWorkersRequest) + ) and request.filter_logic not in ["and", "or"]: raise HTTPException( - status_code=400, detail=f"Invalid filter_logic: {request.filter_logic}, allowed values are: and, or" # type: ignore + status_code=400, detail=f"Invalid filter_logic: {request.filter_logic}, allowed values are: and, or" ) def _build_paginated_response(items: Sequence[Any], *, limit: int, offset: int) -> PaginatedResult[Any]: @@ -540,11 +560,11 @@ def _build_paginated_response(items: Sequence[Any], *, limit: int, offset: int) return PaginatedResult(items=items, limit=limit, offset=offset, total=len(items)) @api.get(API_AGL_PREFIX + "/health") - async def health(): # pyright: ignore[reportUnusedFunction] + async def health(): return {"status": "ok"} @api.post(API_AGL_PREFIX + "/queues/rollouts/enqueue", status_code=201, response_model=List[Rollout]) - async def enqueue_rollouts( # pyright: ignore[reportUnusedFunction] + async def enqueue_rollouts( request: EnqueueManyRolloutsRequest, ) -> List[Rollout]: enqueue_requests = request.rollouts @@ -564,7 +584,7 @@ async def enqueue_rollouts( # pyright: ignore[reportUnusedFunction] return list(rollouts) @api.post(API_AGL_PREFIX + "/queues/rollouts/dequeue", response_model=List[AttemptedRollout]) - async def dequeue_rollouts( # pyright: ignore[reportUnusedFunction] + async def dequeue_rollouts( request: DequeueManyRolloutsRequest | None = Body(None), ) -> List[AttemptedRollout]: payload = request or DequeueManyRolloutsRequest() @@ -577,7 +597,7 @@ async def dequeue_rollouts( # pyright: ignore[reportUnusedFunction] return list(rollouts) @api.post(API_AGL_PREFIX + "/rollouts", status_code=201, response_model=AttemptedRollout) - async def start_rollout(request: RolloutRequest): # pyright: ignore[reportUnusedFunction] + async def start_rollout(request: RolloutRequest): return await self.start_rollout( input=request.input, mode=request.mode, @@ -588,7 +608,7 @@ async def start_rollout(request: RolloutRequest): # pyright: ignore[reportUnuse ) @api.get(API_AGL_PREFIX + "/rollouts", response_model=PaginatedResult[Union[AttemptedRollout, Rollout]]) - async def query_rollouts(params: QueryRolloutsRequest = Depends()): # pyright: ignore[reportUnusedFunction] + async def query_rollouts(params: QueryRolloutsRequest = Depends()): _validate_paginated_request(params, Rollout) # Get all rollouts from the underlying store results = await self.query_rollouts( @@ -604,7 +624,7 @@ async def query_rollouts(params: QueryRolloutsRequest = Depends()): # pyright: return _build_paginated_response(results, limit=params.limit, offset=params.offset) @api.post(API_AGL_PREFIX + "/rollouts/search", response_model=PaginatedResult[Union[AttemptedRollout, Rollout]]) - async def search_rollouts(request: QueryRolloutsRequest): # pyright: ignore[reportUnusedFunction] + async def search_rollouts(request: QueryRolloutsRequest): _validate_paginated_request(request, Rollout) status_in = request.status_in if "status_in" in request.model_fields_set else None rollout_id_in = request.rollout_id_in if "rollout_id_in" in request.model_fields_set else None @@ -622,7 +642,7 @@ async def search_rollouts(request: QueryRolloutsRequest): # pyright: ignore[rep return _build_paginated_response(results, limit=request.limit, offset=request.offset) @api.get(API_AGL_PREFIX + "/rollouts/{rollout_id}", response_model=Union[AttemptedRollout, Rollout]) - async def get_rollout_by_id(rollout_id: str): # pyright: ignore[reportUnusedFunction] + async def get_rollout_by_id(rollout_id: str): return await self.get_rollout_by_id(rollout_id) def _get_mandatory_field_or_unset(request: BaseModel | None, field: str) -> Any: @@ -639,9 +659,7 @@ def _get_mandatory_field_or_unset(request: BaseModel | None, field: str) -> Any: return UNSET @api.post(API_AGL_PREFIX + "/rollouts/{rollout_id}", response_model=Rollout) - async def update_rollout( # pyright: ignore[reportUnusedFunction] - rollout_id: str, request: UpdateRolloutRequest = Body(...) - ): + async def update_rollout(rollout_id: str, request: UpdateRolloutRequest = Body(...)): return await self.update_rollout( rollout_id=rollout_id, input=request.input if "input" in request.model_fields_set else UNSET, @@ -653,16 +671,12 @@ async def update_rollout( # pyright: ignore[reportUnusedFunction] ) @api.post(API_AGL_PREFIX + "/rollouts/{rollout_id}/attempts", status_code=201, response_model=AttemptedRollout) - async def start_attempt( # pyright: ignore[reportUnusedFunction] - rollout_id: str, request: StartAttemptRequest | None = Body(None) - ): + async def start_attempt(rollout_id: str, request: StartAttemptRequest | None = Body(None)): worker_id = request.worker_id if request else None return await self.start_attempt(rollout_id, worker_id=worker_id) @api.post(API_AGL_PREFIX + "/rollouts/{rollout_id}/attempts/search", response_model=PaginatedResult[Attempt]) - async def search_attempts( # pyright: ignore[reportUnusedFunction] - rollout_id: str, request: QueryAttemptsRequest - ): + async def search_attempts(rollout_id: str, request: QueryAttemptsRequest): _validate_paginated_request(request, Attempt) attempts = await self.query_attempts( rollout_id, @@ -674,9 +688,7 @@ async def search_attempts( # pyright: ignore[reportUnusedFunction] return _build_paginated_response(attempts, limit=request.limit, offset=request.offset) @api.post(API_AGL_PREFIX + "/rollouts/{rollout_id}/attempts/{attempt_id}", response_model=Attempt) - async def update_attempt( # pyright: ignore[reportUnusedFunction] - rollout_id: str, attempt_id: str, request: UpdateAttemptRequest = Body(...) - ): + async def update_attempt(rollout_id: str, attempt_id: str, request: UpdateAttemptRequest = Body(...)): return await self.update_attempt( rollout_id=rollout_id, attempt_id=attempt_id, @@ -687,7 +699,7 @@ async def update_attempt( # pyright: ignore[reportUnusedFunction] ) @api.get(API_AGL_PREFIX + "/workers", response_model=PaginatedResult[Worker]) - async def query_workers(params: QueryWorkersRequest = Depends()): # pyright: ignore[reportUnusedFunction] + async def query_workers(params: QueryWorkersRequest = Depends()): _validate_paginated_request(params, Worker) workers = await self.query_workers( status_in=params.status_in, @@ -701,7 +713,7 @@ async def query_workers(params: QueryWorkersRequest = Depends()): # pyright: ig return _build_paginated_response(workers, limit=params.limit, offset=params.offset) @api.post(API_AGL_PREFIX + "/workers/search", response_model=PaginatedResult[Worker]) - async def search_workers(request: QueryWorkersRequest): # pyright: ignore[reportUnusedFunction] + async def search_workers(request: QueryWorkersRequest): _validate_paginated_request(request, Worker) status_in = request.status_in if "status_in" in request.model_fields_set else None workers = await self.query_workers( @@ -716,26 +728,22 @@ async def search_workers(request: QueryWorkersRequest): # pyright: ignore[repor return _build_paginated_response(workers, limit=request.limit, offset=request.offset) @api.get(API_AGL_PREFIX + "/workers/{worker_id}", response_model=Optional[Worker]) - async def get_worker(worker_id: str): # pyright: ignore[reportUnusedFunction] + async def get_worker(worker_id: str): return await self.get_worker_by_id(worker_id) @api.post(API_AGL_PREFIX + "/workers/{worker_id}", response_model=Worker) - async def update_worker( # pyright: ignore[reportUnusedFunction] - worker_id: str, request: UpdateWorkerRequest | None = Body(None) - ): + async def update_worker(worker_id: str, request: UpdateWorkerRequest | None = Body(None)): return await self.update_worker( worker_id=worker_id, heartbeat_stats=_get_mandatory_field_or_unset(request, "heartbeat_stats"), ) @api.get(API_AGL_PREFIX + "/statistics", response_model=Dict[str, Any]) - async def get_statistics(): # pyright: ignore[reportUnusedFunction] + async def get_statistics(): return await self.statistics() @api.get(API_AGL_PREFIX + "/rollouts/{rollout_id}/attempts", response_model=PaginatedResult[Attempt]) - async def query_attempts( # pyright: ignore[reportUnusedFunction] - rollout_id: str, params: QueryAttemptsRequest = Depends() - ): + async def query_attempts(rollout_id: str, params: QueryAttemptsRequest = Depends()): _validate_paginated_request(params, Attempt) attempts = await self.query_attempts( rollout_id, @@ -747,11 +755,11 @@ async def query_attempts( # pyright: ignore[reportUnusedFunction] return _build_paginated_response(attempts, limit=params.limit, offset=params.offset) @api.get(API_AGL_PREFIX + "/rollouts/{rollout_id}/attempts/latest", response_model=Optional[Attempt]) - async def get_latest_attempt(rollout_id: str): # pyright: ignore[reportUnusedFunction] + async def get_latest_attempt(rollout_id: str): return await self.get_latest_attempt(rollout_id) @api.get(API_AGL_PREFIX + "/resources", response_model=PaginatedResult[ResourcesUpdate]) - async def query_resources(params: QueryResourcesRequest = Depends()): # pyright: ignore[reportUnusedFunction] + async def query_resources(params: QueryResourcesRequest = Depends()): _validate_paginated_request(params, ResourcesUpdate) resources = await self.query_resources( resources_id=params.resources_id, @@ -764,29 +772,27 @@ async def query_resources(params: QueryResourcesRequest = Depends()): # pyright return _build_paginated_response(resources, limit=params.limit, offset=params.offset) @api.post(API_AGL_PREFIX + "/resources", status_code=201, response_model=ResourcesUpdate) - async def add_resources(resources: NamedResources): # pyright: ignore[reportUnusedFunction] + async def add_resources(resources: NamedResources): return await self.add_resources(resources) @api.get(API_AGL_PREFIX + "/resources/latest", response_model=Optional[ResourcesUpdate]) - async def get_latest_resources(): # pyright: ignore[reportUnusedFunction] + async def get_latest_resources(): return await self.get_latest_resources() @api.post(API_AGL_PREFIX + "/resources/{resources_id}", response_model=ResourcesUpdate) - async def update_resources( # pyright: ignore[reportUnusedFunction] - resources_id: str, resources: NamedResources - ): + async def update_resources(resources_id: str, resources: NamedResources): return await self.update_resources(resources_id, resources) @api.get(API_AGL_PREFIX + "/resources/{resources_id}", response_model=Optional[ResourcesUpdate]) - async def get_resources_by_id(resources_id: str): # pyright: ignore[reportUnusedFunction] + async def get_resources_by_id(resources_id: str): return await self.get_resources_by_id(resources_id) @api.post(API_AGL_PREFIX + "/spans", status_code=201, response_model=Optional[Span]) - async def add_span(span: Span): # pyright: ignore[reportUnusedFunction] + async def add_span(span: Span): return await self.add_span(span) @api.get(API_AGL_PREFIX + "/spans", response_model=PaginatedResult[Span]) - async def query_spans(params: QuerySpansRequest = Depends()): # pyright: ignore[reportUnusedFunction] + async def query_spans(params: QuerySpansRequest = Depends()): _validate_paginated_request(params, Span) spans = await self.query_spans( params.rollout_id, @@ -808,7 +814,7 @@ async def query_spans(params: QuerySpansRequest = Depends()): # pyright: ignore return _build_paginated_response(spans, limit=params.limit, offset=params.offset) @api.post(API_AGL_PREFIX + "/spans/search", response_model=PaginatedResult[Span]) - async def search_spans(request: QuerySpansRequest): # pyright: ignore[reportUnusedFunction] + async def search_spans(request: QuerySpansRequest): _validate_paginated_request(request, Span) spans = await self.query_spans( request.rollout_id, @@ -830,14 +836,47 @@ async def search_spans(request: QuerySpansRequest): # pyright: ignore[reportUnu return _build_paginated_response(spans, limit=request.limit, offset=request.offset) @api.post(API_AGL_PREFIX + "/spans/next", response_model=NextSequenceIdResponse) - async def get_next_span_sequence_id(request: NextSequenceIdRequest): # pyright: ignore[reportUnusedFunction] + async def get_next_span_sequence_id(request: NextSequenceIdRequest): sequence_id = await self.get_next_span_sequence_id(request.rollout_id, request.attempt_id) return NextSequenceIdResponse(sequence_id=sequence_id) @api.post(API_AGL_PREFIX + "/waits/rollouts", response_model=List[Rollout]) - async def wait_for_rollouts(request: WaitForRolloutsRequest): # pyright: ignore[reportUnusedFunction] + async def wait_for_rollouts(request: WaitForRolloutsRequest): return await self.wait_for_rollouts(rollout_ids=request.rollout_ids, timeout=request.timeout) + _registered_routes = ( + _app_exception_handler, + _log_time, + health, + enqueue_rollouts, + dequeue_rollouts, + start_rollout, + query_rollouts, + search_rollouts, + get_rollout_by_id, + update_rollout, + start_attempt, + search_attempts, + update_attempt, + query_workers, + search_workers, + get_worker, + update_worker, + get_statistics, + query_attempts, + get_latest_attempt, + query_resources, + add_resources, + get_latest_resources, + update_resources, + get_resources_by_id, + add_span, + query_spans, + search_spans, + get_next_span_sequence_id, + wait_for_rollouts, + ) + # Setup OTLP endpoints self._setup_otlp(api) @@ -887,7 +926,7 @@ def get_template_path(path: str) -> str: return path @app.middleware("http") - async def tracking_middleware( # pyright: ignore[reportUnusedFunction] + async def tracking_middleware( request: Request, call_next: Callable[[Request], Awaitable[Response]] ) -> Response: if self._tracker is None: @@ -927,15 +966,15 @@ async def tracking_middleware( # pyright: ignore[reportUnusedFunction] labels={"method": method, "path": path, "status": str(status)}, ) - if self._tracker.has_prometheus(): - from prometheus_client import make_asgi_app # pyright: ignore[reportUnknownVariableType] + _registered_middleware = (tracking_middleware,) - metrics_app = make_asgi_app( # pyright: ignore[reportUnknownVariableType] - registry=get_prometheus_registry() - ) + if self._tracker.has_prometheus(): + prometheus_client = import_module("prometheus_client") + make_asgi_app = cast(Callable[..., Any], getattr(prometheus_client, "make_asgi_app")) + metrics_app = make_asgi_app(registry=get_prometheus_registry()) # This App would need to be accessed via /v1/prometheus/ (note the trailing slash) - app.mount(api.prefix + "/prometheus", metrics_app) # pyright: ignore[reportUnknownArgumentType] + app.mount(api.prefix + "/prometheus", metrics_app) def _setup_otlp(self, api: APIRouter): """Setup OTLP endpoints.""" @@ -943,30 +982,34 @@ def _setup_otlp(self, api: APIRouter): async def _trace_handler(request: PbExportTraceServiceRequest) -> None: spans = await spans_from_proto(request, self.get_many_span_sequence_ids) server_logger.debug(f"Received {len(spans)} OTLP spans: {', '.join([span.name for span in spans])}") - await self.add_many_spans(spans) + write_result = await self.add_many_spans(spans) + if write_result.failed: + raise RuntimeError(f"Failed to persist {write_result.failed} of {len(spans)} OTLP span(s).") # Reserved methods for OTEL traces # https://opentelemetry.io/docs/specs/otlp/#otlphttp-request # This is currently the recommended path for Otel compatibility and bulk-insertion support. @api.post("/traces") - async def otlp_traces(request: Request): # pyright: ignore[reportUnusedFunction] + async def otlp_traces(request: Request): return await handle_otlp_export( request, PbExportTraceServiceRequest, PbExportTraceServiceResponse, _trace_handler, "traces" ) # Other API endpoints are not supported yet @api.post("/metrics") - async def otlp_metrics(): # pyright: ignore[reportUnusedFunction] + async def otlp_metrics(): return Response(status_code=501) @api.post("/logs") - async def otlp_logs(): # pyright: ignore[reportUnusedFunction] + async def otlp_logs(): return Response(status_code=501) @api.post("/development/profiles") - async def otlp_development_profiles(): # pyright: ignore[reportUnusedFunction] + async def otlp_development_profiles(): return Response(status_code=501) + _registered_routes = (otlp_traces, otlp_metrics, otlp_logs, otlp_development_profiles) + def _setup_dashboard(self): """Setup the dashboard static files and SPA.""" assert self.app is not None @@ -994,16 +1037,18 @@ def _setup_dashboard(self): # SPA fallback (client-side routing) # Anything that's not /v1/* or a real file in /assets will serve index.html @self.app.get("/", include_in_schema=False) - def root(): # pyright: ignore[reportUnusedFunction] + def root(): return FileResponse(index_file) @self.app.get("/{full_path:path}", include_in_schema=False) - def spa_fallback(full_path: str): # pyright: ignore[reportUnusedFunction] + def spa_fallback(full_path: str): if full_path.startswith("v1/"): raise HTTPException(status_code=404, detail="Not Found") # Let the frontend router handle it return FileResponse(index_file) + _registered_routes = (root, spa_fallback) + server_logger.info("Agent-lightning dashboard will be available at %s", self.endpoint) # Delegate methods @@ -1113,8 +1158,6 @@ async def query_rollouts( sort_order: Literal["asc", "desc"] = "asc", limit: int = -1, offset: int = 0, - status: Optional[Sequence[RolloutStatus]] = None, - rollout_ids: Optional[Sequence[str]] = None, ) -> PaginatedResult[Union[AttemptedRollout, Rollout]]: return await self._call_store_method( "query_rollouts", @@ -1126,8 +1169,6 @@ async def query_rollouts( sort_order=sort_order, limit=limit, offset=offset, - status=status, - rollout_ids=rollout_ids, ) async def query_attempts( @@ -1189,7 +1230,7 @@ async def get_latest_resources(self) -> Optional[ResourcesUpdate]: async def add_span(self, span: Span) -> Optional[Span]: return await self._call_store_method("add_span", span) - async def add_many_spans(self, spans: Sequence[Span]) -> Sequence[Span]: + async def add_many_spans(self, spans: Sequence[Span]) -> SpanWriteResult: return await self._call_store_method("add_many_spans", spans) async def get_next_span_sequence_id(self, rollout_id: str, attempt_id: str) -> int: @@ -1358,7 +1399,7 @@ def __init__( ): self.server_address_root = server_address.rstrip("/") self.server_address = self.server_address_root + API_V1_AGL_PREFIX - self._sessions: Dict[int, aiohttp.ClientSession] = {} # id(loop) -> ClientSession + self._sessions: Dict[int, _ClientSessionRecord] = {} # id(loop) -> session record self._lock = threading.Lock() # retry config @@ -1443,17 +1484,18 @@ async def _get_session(self) -> aiohttp.ClientSession: loop = asyncio.get_running_loop() key = id(loop) with self._lock: - sess = self._sessions.get(key) - if sess is None or sess.closed: + record = self._sessions.get(key) + if record is None or record.session.closed: timeout = aiohttp.ClientTimeout( total=self._request_timeout, connect=self._connection_timeout, sock_connect=self._connection_timeout, sock_read=self._request_timeout, ) - sess = aiohttp.ClientSession(timeout=timeout) - self._sessions[key] = sess - return sess + session = aiohttp.ClientSession(timeout=timeout) + record = _ClientSessionRecord(session=session, loop=loop) + self._sessions[key] = record + return record.session async def _wait_until_healthy(self, session: aiohttp.ClientSession) -> bool: """ @@ -1546,26 +1588,33 @@ async def _request_json( assert last_exc is not None raise last_exc + async def _close_session_record(self, record: _ClientSessionRecord) -> None: + """Close a session on the loop that owns it.""" + session = record.session + if session.closed: + return + + owner_loop = record.loop + current_loop = asyncio.get_running_loop() + if owner_loop is current_loop: + await session.close() + return + + if owner_loop.is_closed() or not owner_loop.is_running(): + client_logger.warning("Skipping close for ClientSession owned by a stopped event loop.") + return + + future = asyncio.run_coroutine_threadsafe(session.close(), owner_loop) + await asyncio.to_thread(future.result) + async def close(self): - """Close the HTTP session.""" + """Close all HTTP sessions owned by this client.""" with self._lock: - sessions = list(self._sessions.values()) + records = list(self._sessions.values()) self._sessions.clear() - # close them on their own loops to avoid warnings - async def _close(sess: aiohttp.ClientSession): - if not sess.closed: - await sess.close() - - # If called from one loop, best-effort close here. - for s in sessions: - try: - await _close(s) - except RuntimeError: - # If created on a different loop/thread, schedule a thread-safe close - # Fallback: close without awaiting (library tolerates it in practice), - # or keep a per-loop shutdown hook where they were created. - pass + for record in records: + await self._close_session_record(record) async def start_rollout( self, @@ -1699,11 +1748,9 @@ async def query_rollouts( sort_order: Literal["asc", "desc"] = "asc", limit: int = -1, offset: int = 0, - status: Optional[Sequence[RolloutStatus]] = None, - rollout_ids: Optional[Sequence[str]] = None, ) -> PaginatedResult[Union[AttemptedRollout, Rollout]]: - resolved_status = status_in if status_in is not None else status - resolved_rollout_ids = rollout_id_in if rollout_id_in is not None else rollout_ids + resolved_status = status_in + resolved_rollout_ids = rollout_id_in payload: Dict[str, Any] = { "limit": limit, @@ -1886,12 +1933,14 @@ async def add_span(self, span: Span) -> Optional[Span]: data = await self._request_json("post", "/spans", json=span.model_dump(mode="json")) return Span.model_validate(data) if data is not None else None - async def add_many_spans(self, spans: Sequence[Span]) -> Sequence[Span]: - result: List[Span] = [] + async def add_many_spans(self, spans: Sequence[Span]) -> SpanWriteResult: + result = SpanWriteResult() for span in spans: ret = await self.add_span(span) if ret is not None: - result.append(ret) + result.inserted += 1 + else: + result.duplicates += 1 return result async def get_next_span_sequence_id(self, rollout_id: str, attempt_id: str) -> int: diff --git a/agentlightning/store/collection/base.py b/agentlightning/store/collection/base.py index 4475ca36f..2e37121f7 100644 --- a/agentlightning/store/collection/base.py +++ b/agentlightning/store/collection/base.py @@ -112,7 +112,33 @@ def ensure_numeric(value: Any, *, description: str) -> TypeGuard[Real]: class DuplicatedPrimaryKeyError(ValueError): """Error raised when a duplicate key is encountered.""" - pass + def __init__( + self, + message: str, + *, + inserted_indices: Sequence[int] | None = None, + duplicate_indices: Sequence[int] | None = None, + ) -> None: + super().__init__(message) + self.inserted_indices = tuple(inserted_indices) if inserted_indices is not None else None + self.duplicate_indices = tuple(duplicate_indices) if duplicate_indices is not None else None + + +class BatchInsertError(RuntimeError): + """Bulk insert failure with backend-confirmed per-item outcomes.""" + + def __init__( + self, + message: str, + *, + inserted_indices: Sequence[int], + duplicate_indices: Sequence[int], + failed_indices: Sequence[int], + ) -> None: + super().__init__(message) + self.inserted_indices = tuple(inserted_indices) + self.duplicate_indices = tuple(duplicate_indices) + self.failed_indices = tuple(failed_indices) class TrackedCollection: @@ -161,7 +187,10 @@ async def tracking_context(self, operation: str, collection: str): raise finally: elapsed = time.perf_counter() - start_time - await self._tracker.inc_counter( # pyright: ignore[reportPrivateUsage] + tracker = self.tracker + if tracker is None: + return + await tracker.inc_counter( "agl.collections.total", labels={ "store_pubmeth": public_store_method, @@ -172,7 +201,7 @@ async def tracking_context(self, operation: str, collection: str): **self.extra_tracking_labels, }, ) - await self._tracker.observe_histogram( # pyright: ignore[reportPrivateUsage] + await tracker.observe_histogram( "agl.collections.latency", value=elapsed, labels={ @@ -528,7 +557,7 @@ def merge_must_filters(target: MutableMapping[str, FilterField], definition: Any if isinstance(definition, Mapping): entries.append(cast(Mapping[str, FilterField], definition)) elif isinstance(definition, Sequence) and not isinstance(definition, (str, bytes)): - for entry in definition: # type: ignore + for entry in cast(Sequence[Any], definition): if not isinstance(entry, Mapping): raise TypeError("Each `_must` entry must be a mapping of field names to operators") entries.append(cast(Mapping[str, FilterField], entry)) @@ -566,7 +595,9 @@ def normalize_filter_options( if field_name == "_must": merge_must_filters(must_filters, ops) continue - normalized[field_name] = cast(FilterField, dict(ops)) # type: ignore + if not isinstance(ops, Mapping): + raise TypeError(f"Filter operators for field '{field_name}' must be a mapping") + normalized[field_name] = cast(FilterField, dict(ops)) return (normalized or None, must_filters or None, aggregate) diff --git a/agentlightning/store/collection/memory.py b/agentlightning/store/collection/memory.py index 9d9e45539..6b11d8dcb 100644 --- a/agentlightning/store/collection/memory.py +++ b/agentlightning/store/collection/memory.py @@ -16,7 +16,6 @@ List, Literal, Mapping, - MutableMapping, Optional, Sequence, Tuple, @@ -73,6 +72,13 @@ MutationMode = Literal["insert", "update", "upsert", "delete"] +def _contains_value(container: object, expected: object) -> bool: + try: + return expected in cast(Iterable[object], container) + except TypeError: + return False + + def _item_matches_filters( item: object, filters: Optional[FilterMap], @@ -118,10 +124,7 @@ def _item_matches_filters( all_conditions_match.append(item_value == expected) elif op_name == "within": - try: - all_conditions_match.append(item_value in expected) # type: ignore[arg-type] - except TypeError: - all_conditions_match.append(False) + all_conditions_match.append(_contains_value(expected, item_value)) elif op_name == "contains": if item_value is None: @@ -130,10 +133,7 @@ def _item_matches_filters( all_conditions_match.append(expected in item_value) else: # Fallback: treat as generic iterable containment. - try: - all_conditions_match.append(expected in item_value) # type: ignore[arg-type] - except TypeError: - all_conditions_match.append(False) + all_conditions_match.append(_contains_value(item_value, expected)) else: raise ValueError(f"Unsupported filter operator '{op_name}' for field '{field_name}'") @@ -269,7 +269,7 @@ def _locate_node( self, key_values: Sequence[Any], create_missing: bool, - ) -> Tuple[MutableMapping[Any, Any], Any]: + ) -> Tuple[Dict[Any, Any], Any]: """Locate the parent mapping and final key for an item path. Args: @@ -286,22 +286,22 @@ def _locate_node( if not key_values: raise ValueError("key_values must be non-empty") - current: MutableMapping[Any, Any] = self._items + current: Dict[Any, Any] = self._items for idx, value in enumerate(key_values): is_last = idx == len(key_values) - 1 if is_last: # At the final level, current[value] is the item (or will be). - return current, value # type: ignore + return current, value # Intermediate level: current[value] must be a dict. if value not in current: if not create_missing: raise KeyError(f"Path does not exist for given primary keys: {self._render_key_values(key_values)}") current[value] = {} - next_node = current[value] # type: ignore + next_node = current[value] if not isinstance(next_node, dict): - raise ValueError(f"Internal structure corrupted: expected dict, got {type(next_node)!r}") # type: ignore - current = next_node # type: ignore + raise ValueError(f"Internal structure corrupted: expected dict, got {type(next_node)!r}") + current = cast(Dict[Any, Any], next_node) # We should always return inside the loop. raise RuntimeError("Unreachable") @@ -390,6 +390,38 @@ def _mutate_single(self, item: T, mode: MutationMode, update_fields: Sequence[st else: raise ValueError(f"Unknown mutation mode: {mode}") + def _count_items(self, root: Mapping[Any, Any]) -> int: + count = 0 + stack: List[Mapping[Any, Any]] = [root] + while stack: + node = stack.pop() + for value in node.values(): + if isinstance(value, self._item_type): + count += 1 + elif isinstance(value, dict): + stack.append(cast(Mapping[Any, Any], value)) + else: + raise ValueError( + f"Internal structure corrupted: expected dict or {self._item_type.__name__}, " + f"got {type(value)!r}" + ) + return count + + def remove_root(self, key: Any) -> None: + """Remove all items grouped under the first primary-key value.""" + removed = self._items.pop(key, None) + if removed is None: + return + if isinstance(removed, self._item_type): + self._size -= 1 + return + if isinstance(removed, dict): + self._size -= self._count_items(cast(Mapping[Any, Any], removed)) + return + raise ValueError( + f"Internal structure corrupted: expected dict or {self._item_type.__name__}, got {type(removed)!r}" + ) + def _iter_items( self, root: Optional[Mapping[Any, Any]] = None, @@ -411,7 +443,7 @@ def _iter_items( if _item_matches_filters(value, filters, filter_logic, must_filters): yield value elif isinstance(value, dict): - stack.append(value) # type: ignore + stack.append(cast(Mapping[Any, Any], value)) else: raise ValueError( f"Internal structure corrupted: expected dict or {self._item_type.__name__}, " @@ -441,7 +473,7 @@ def _iter_matching_items( # combined_ops are: [{"exact": value}, {"within": [...]}, ...] combined_ops: List[FilterField] = [] for source in prefix_sources: - field_ops = source.get(pk) # type: ignore[union-attr] + field_ops = source.get(pk) if field_ops: combined_ops.append(field_ops) if not combined_ops: @@ -493,7 +525,7 @@ def _iter_matching_items( subtree = parent.get(final_key) if isinstance(subtree, dict): return self._iter_items( - subtree, # type: ignore + cast(Mapping[Any, Any], subtree), filters=filters, must_filters=must_filters, filter_logic=filter_logic, @@ -623,6 +655,27 @@ async def insert(self, items: Sequence[T]) -> None: seen_keys.add(key_values) prepared.append(item) + duplicate_indices: List[int] = [] + for index, item in enumerate(prepared): + key_values = self._extract_primary_key_values(item) + try: + parent, final_key = self._locate_node(key_values, create_missing=False) + except KeyError: + continue + if final_key in parent: + duplicate_indices.append(index) + + if duplicate_indices: + duplicate_index_set = set(duplicate_indices) + inserted_indices = [index for index in range(len(prepared)) if index not in duplicate_index_set] + for index in inserted_indices: + self._mutate_single(prepared[index], mode="insert") + raise DuplicatedPrimaryKeyError( + "One or more items already exist", + inserted_indices=inserted_indices, + duplicate_indices=duplicate_indices, + ) + for item in prepared: self._mutate_single(item, mode="insert") @@ -909,7 +962,7 @@ async def evict_spans_for_rollout(self, rollout_id: str) -> None: Uses private API for efficiency. """ - self._spans._items.pop(rollout_id, []) # pyright: ignore[reportPrivateUsage] + self._spans.remove_root(rollout_id) class _LoopAwareAsyncLock: diff --git a/agentlightning/store/collection/mongo.py b/agentlightning/store/collection/mongo.py index 7fa7b0607..c5e68db48 100644 --- a/agentlightning/store/collection/mongo.py +++ b/agentlightning/store/collection/mongo.py @@ -62,6 +62,7 @@ from .base import ( AtomicLabels, AtomicMode, + BatchInsertError, Collection, DuplicatedPrimaryKeyError, KeyValue, @@ -360,8 +361,6 @@ def __init__( raise ValueError("primary_keys must be non-empty") self._primary_keys = list(primary_keys) - if not issubclass(item_type, BaseModel): # type: ignore - raise ValueError(f"item_type must be a subclass of BaseModel, got {item_type.__name__}") self._item_type = item_type @property @@ -464,7 +463,7 @@ def _model_validate_item(self, raw: Mapping[str, Any]) -> T_model: if not item_type_has_id: raw = {k: v for k, v in raw.items() if k != "_id"} # Convert Mongo document to Pydantic model - return self._item_type.model_validate(raw) # type: ignore[arg-type] + return self._item_type.model_validate(dict(raw)) @tracked("query") async def query( @@ -565,15 +564,36 @@ async def insert(self, items: Sequence[T_model]) -> None: try: async with self.tracking_context("insert.insert_many", self._collection_name): - await collection.insert_many(docs, session=self._session) + await collection.insert_many(docs, ordered=False, session=self._session) except DuplicateKeyError as exc: - # In case the DB enforces uniqueness via index, normalize to ValueError + if len(docs) == 1: + raise DuplicatedPrimaryKeyError( + "Duplicated primary key(s) while inserting items", + inserted_indices=(), + duplicate_indices=(0,), + ) from exc raise DuplicatedPrimaryKeyError("Duplicated primary key(s) while inserting items") from exc except BulkWriteError as exc: write_errors = exc.details.get("writeErrors", []) - if write_errors and write_errors[0].get("code") == 11000: - raise DuplicatedPrimaryKeyError("Duplicated primary key(s) while inserting items") from exc - raise + write_concern_errors = exc.details.get("writeConcernErrors", []) + if not write_errors or write_concern_errors: + raise + error_indices = {int(error["index"]) for error in write_errors} + duplicate_indices = {int(error["index"]) for error in write_errors if error.get("code") == 11000} + failed_indices = error_indices - duplicate_indices + inserted_indices = set(range(len(docs))) - error_indices + if duplicate_indices and not failed_indices: + raise DuplicatedPrimaryKeyError( + "Duplicated primary key(s) while inserting items", + inserted_indices=sorted(inserted_indices), + duplicate_indices=sorted(duplicate_indices), + ) from exc + raise BatchInsertError( + "Bulk insert failed for one or more items", + inserted_indices=sorted(inserted_indices), + duplicate_indices=sorted(duplicate_indices), + failed_indices=sorted(failed_indices), + ) from exc @tracked("update") async def update(self, items: Sequence[T_model], update_fields: Sequence[str] | None = None) -> List[T_model]: @@ -594,7 +614,7 @@ async def update(self, items: Sequence[T_model], update_fields: Sequence[str] | # Branch 1: Full Replace if update_fields is None: async with self.tracking_context("update.find_one_and_replace", self._collection_name): - updated_doc = await collection.find_one_and_replace( + updated_doc: Mapping[str, Any] | None = await collection.find_one_and_replace( filter=pk_filter, replacement=doc, session=self._session, @@ -613,7 +633,7 @@ async def update(self, items: Sequence[T_model], update_fields: Sequence[str] | ) # Validation and Reconstruction - if updated_doc is None: # type: ignore + if updated_doc is None: raise ValueError(f"Item with primary key(s) {pk_filter} does not exist") # Re-instantiate the model from the raw MongoDB dictionary. @@ -655,7 +675,7 @@ async def upsert(self, items: Sequence[T_model], update_fields: Sequence[str] | update_spec["$set"] = update_subset async with self.tracking_context("upsert.find_one_and_update", self._collection_name): - result_doc = await collection.find_one_and_update( + result_doc: Mapping[str, Any] | None = await collection.find_one_and_update( filter=pk_filter, update=update_spec, upsert=True, @@ -663,7 +683,7 @@ async def upsert(self, items: Sequence[T_model], update_fields: Sequence[str] | return_document=ReturnDocument.AFTER, ) - if result_doc is None: # pyright: ignore[reportUnnecessaryComparison] + if result_doc is None: raise RuntimeError(f"Upsert resulted in no document for filter: {pk_filter}") # Because upsert=True, result_doc is guaranteed to be not None @@ -808,7 +828,7 @@ async def dequeue(self, limit: int = 1) -> Sequence[T_generic]: # Atomic claim loop using find_one_and_update for _ in range(limit): async with self.tracking_context("dequeue.find_one_and_update", self.collection_name): - doc = await collection.find_one_and_update( + doc: Mapping[str, Any] | None = await collection.find_one_and_update( { "partition_id": self._partition_id, "consumed": False, @@ -818,7 +838,7 @@ async def dequeue(self, limit: int = 1) -> Sequence[T_generic]: return_document=True, session=self._session, ) - if doc is None: # type: ignore + if doc is None: # No more items to dequeue break @@ -999,7 +1019,7 @@ async def inc(self, key: K, amount: V) -> V: encoded_amount = self._value_adapter.dump_python(amount, mode="python") try: async with self.tracking_context("inc.find_one_and_update", self.collection_name): - doc = await collection.find_one_and_update( + doc: Mapping[str, Any] | None = await collection.find_one_and_update( { "partition_id": self._partition_id, "key": encoded_key, @@ -1015,7 +1035,7 @@ async def inc(self, key: K, amount: V) -> V: if exc.code == 14 or "Cannot apply $inc" in str(exc): raise TypeError(f"value for key {key!r} is not numeric") from exc raise - if doc is None: # type: ignore + if doc is None: raise RuntimeError("Failed to increment value; MongoDB did not return a document") raw_value = doc["value"] return self._value_adapter.validate_python(raw_value) @@ -1028,7 +1048,7 @@ async def chmax(self, key: K, value: V) -> V: encoded_value = self._value_adapter.dump_python(value, mode="python") try: async with self.tracking_context("chmax.find_one_and_update", self.collection_name): - doc = await collection.find_one_and_update( + doc: Mapping[str, Any] | None = await collection.find_one_and_update( { "partition_id": self._partition_id, "key": encoded_key, @@ -1044,7 +1064,7 @@ async def chmax(self, key: K, value: V) -> V: if exc.code == 14 or "Cannot apply $max" in str(exc): raise TypeError(f"value for key {key!r} is not numeric") from exc raise - if doc is None: # type: ignore + if doc is None: raise RuntimeError("Failed to update value; MongoDB did not return a document") raw_value = doc["value"] return self._value_adapter.validate_python(raw_value) @@ -1060,7 +1080,7 @@ async def pop(self, key: K, default: V | None = None) -> V | None: }, session=self._session, ) - if doc is None: # type: ignore + if doc is None: return default raw_value = doc["value"] diff --git a/agentlightning/store/collection_based.py b/agentlightning/store/collection_based.py index 1de630587..48b0a7056 100644 --- a/agentlightning/store/collection_based.py +++ b/agentlightning/store/collection_based.py @@ -17,7 +17,6 @@ import functools import logging import time -import warnings from collections import defaultdict from contextvars import ContextVar from types import CoroutineType @@ -55,6 +54,7 @@ RolloutStatus, SortOptions, Span, + SpanWriteResult, TaskInput, Worker, WorkerStatus, @@ -72,8 +72,12 @@ is_queuing, ) from .collection import FilterOptions, LightningCollections -from .collection.base import AtomicLabels, DuplicatedPrimaryKeyError -from .utils import LATENCY_BUCKETS, rollout_status_from_attempt, scan_unhealthy_rollouts +from .collection.base import AtomicLabels, BatchInsertError, DuplicatedPrimaryKeyError +from .utils import ( + LATENCY_BUCKETS, + rollout_status_from_attempt, +) +from .utils import scan_unhealthy_rollouts as find_unhealthy_rollout_updates T_callable = TypeVar("T_callable", bound=Callable[..., Any]) T_model = TypeVar("T_model", bound=BaseModel) @@ -113,7 +117,7 @@ async def callback(collections: T_collections) -> R: return await self.collections.execute( callback, mode="rw", # Read-write all enabled. - snapshot=self._read_snapshot, # pyright: ignore[reportPrivateUsage] + snapshot=self.read_snapshot, commit=True, # Enable committing. labels=labels, ) @@ -143,7 +147,8 @@ async def wrapper(self: CollectionBasedLightningStore[T_collections], *args: Any priv_token = _current_private_store_method.set(name) try: - if self._tracker is None: # pyright: ignore[reportPrivateUsage] + tracker = self.tracker + if tracker is None: # Skip the tracking because tracking is not configured return await func(self, *args, **kwargs) @@ -156,11 +161,11 @@ async def wrapper(self: CollectionBasedLightningStore[T_collections], *args: Any raise finally: elapsed = time.perf_counter() - start_time - await self._tracker.inc_counter( # pyright: ignore[reportPrivateUsage] + await tracker.inc_counter( "agl.store.total", labels={"method": name, "store_pubmeth": public_meth_in_stack, "status": status}, ) - await self._tracker.observe_histogram( # pyright: ignore[reportPrivateUsage] + await tracker.observe_histogram( "agl.store.latency", value=elapsed, labels={"method": name, "store_pubmeth": public_meth_in_stack, "status": status}, @@ -187,19 +192,19 @@ def healthcheck_before(func: T_callable) -> T_callable: @functools.wraps(func) async def wrapper(self: CollectionBasedLightningStore[T_collections], *args: Any, **kwargs: Any) -> Any: # Check if healthcheck is already running to prevent recursion - if getattr(self, "_healthcheck_running", False): + if self.healthcheck_running: # Skip healthcheck if already running return await func(self, *args, **kwargs) # Set flag to prevent recursive healthcheck calls # This flag is not asyncio/thread-safe, but it doesn't matter - self._healthcheck_running = True # type: ignore + self.healthcheck_running = True try: # The following methods should live inside one lock. - await self._scan_for_unhealthy_rollouts() # pyright: ignore[reportPrivateUsage] + await self.scan_unhealthy_rollouts() finally: # Always clear the flag, even if healthcheck fails - self._healthcheck_running = False # type: ignore + self.healthcheck_running = False # Execute the original method # This should be outside the lock. @@ -242,6 +247,8 @@ class CollectionBasedLightningStore(LightningStore, Generic[T_collections]): It's isolated for each store instance if there are multiple worker replicas. """ + healthcheck_running: bool + def __init__( self, collections: T_collections, @@ -258,6 +265,7 @@ def __init__( # Control scan debounce to avoid overloading the store. self._scan_debounce_seconds = scan_debounce_seconds + self.healthcheck_running = False last_scan_time = self._launch_time if self._scan_debounce_seconds > 0: # Allow the first scan immediately after instantiation @@ -288,6 +296,16 @@ def __init__( group_level=1, ) + @property + def read_snapshot(self) -> bool: + """Whether read operations should use collection snapshots.""" + return self._read_snapshot + + @property + def tracker(self) -> MetricsBackend | None: + """Metrics tracker configured for this store.""" + return self._tracker + async def statistics(self) -> LightningStoreStatistics: """Return the statistics of the store.""" current_time = time.time() @@ -334,7 +352,7 @@ async def _unlocked_sync_worker_with_attempt( # NOTE: We don't check the status change anymore, in sake of performance. # Instead, we always update the last_idle_time regardless of whether the attempt status has changed. - if attempt.status in ("succeeded", "failed"): + if attempt.status in ("succeeded", "failed", "cancelled"): worker.last_idle_time = now worker.status = "idle" worker.current_rollout_id = None @@ -525,7 +543,7 @@ async def enqueue_rollout( await self._enqueue_many_rollouts([rollout]) # Notify the subclass that the rollout status has changed. all_fields = list(Rollout.model_fields.keys()) - # Skip queueing because the rollout is already in the queue. + # Skip queuing because the rollout is already in the queue. await self._post_update_rollout([(rollout, all_fields)], skip_enqueue=True) # Return the rollout with no attempt attached. @@ -770,37 +788,18 @@ async def query_rollouts( sort_order: Literal["asc", "desc"] = "asc", limit: int = -1, offset: int = 0, - status: Optional[Sequence[RolloutStatus]] = None, - rollout_ids: Optional[Sequence[str]] = None, ) -> PaginatedResult[Union[Rollout, AttemptedRollout]]: """Retrieve rollouts with filtering and pagination. See [`LightningStore.query_rollouts()`][agentlightning.LightningStore.query_rollouts] for semantics. """ - # Construct filters condition - if status_in is not None: - resolved_status = status_in - elif status is not None: - warnings.warn("status is deprecated, use status_in instead", DeprecationWarning, stacklevel=3) - resolved_status = status - else: - resolved_status = None - - if rollout_id_in is not None: - resolved_rollout_ids = rollout_id_in - elif rollout_ids is not None: - warnings.warn("rollout_ids is deprecated, use rollout_id_in instead", DeprecationWarning, stacklevel=3) - resolved_rollout_ids = rollout_ids - else: - resolved_rollout_ids = None - filters: FilterOptions = {} filters["_aggregate"] = filter_logic - if resolved_status is not None: - filters["status"] = {"within": list(resolved_status)} - if resolved_rollout_ids is not None: + if status_in is not None: + filters["status"] = {"within": list(status_in)} + if rollout_id_in is not None: rollout_id_field = cast(FilterField, filters.setdefault("rollout_id", {})) - rollout_id_field["within"] = list(resolved_rollout_ids) + rollout_id_field["within"] = list(rollout_id_in) if rollout_id_contains is not None: rollout_id_field = cast(FilterField, filters.setdefault("rollout_id", {})) rollout_id_field["contains"] = rollout_id_contains @@ -867,8 +866,26 @@ async def _unlocked_many_rollouts_to_attempted_rollouts( self, collections: T_collections, rollouts: Sequence[Rollout] ) -> List[Union[Rollout, AttemptedRollout]]: """Query the latest attempts for the rollouts, and attach them to the rollout objects.""" - # TODO: Maybe we can use asyncio.gather here to speed up the process? - return [await self._unlocked_rollout_to_attempted_rollout(collections, rollout) for rollout in rollouts] + if not rollouts: + return [] + + attempts = await collections.attempts.query( + filter={"rollout_id": {"within": [rollout.rollout_id for rollout in rollouts]}}, + sort={"name": "sequence_id", "order": "desc"}, + ) + latest_attempts: Dict[str, Attempt] = {} + for attempt in attempts: + if attempt.rollout_id not in latest_attempts: + latest_attempts[attempt.rollout_id] = attempt + + return [ + ( + AttemptedRollout(**rollout.model_dump(), attempt=latest_attempts[rollout.rollout_id]) + if rollout.rollout_id in latest_attempts + else rollout + ) + for rollout in rollouts + ] @tracked("_unlocked_get_latest_attempt") async def _unlocked_get_latest_attempt(self, collections: T_collections, rollout_id: str) -> Optional[Attempt]: @@ -1061,11 +1078,13 @@ async def add_span(self, span: Span) -> Optional[Span]: """ # Update the sequence ID to be synced with latest input span await self._sync_span_sequence_id(span.rollout_id, span.sequence_id) - successful_spans = await self._add_many_spans_helper(span.rollout_id, span.attempt_id, [span]) - return successful_spans[0] if len(successful_spans) > 0 else None + insert_result = await self._add_many_spans_helper( + span.rollout_id, span.attempt_id, [span], raise_on_failure=True + ) + return span if insert_result.inserted > 0 else None @tracked("add_many_spans") - async def add_many_spans(self, spans: Sequence[Span]) -> Sequence[Span]: + async def add_many_spans(self, spans: Sequence[Span]) -> SpanWriteResult: """Persist a sequence of pre-converted spans. See [`LightningStore.add_many_spans()`][agentlightning.LightningStore.add_many_spans] for semantics. @@ -1076,12 +1095,14 @@ async def add_many_spans(self, spans: Sequence[Span]) -> Sequence[Span]: spans_by_rollout_attempt[(span.rollout_id, span.attempt_id)].append(span) # Bulk add spans for each rollout and attempt - successful_spans: List[Span] = [] + write_result = SpanWriteResult() for (rollout_id, attempt_id), spans in spans_by_rollout_attempt.items(): await self._sync_span_sequence_id(rollout_id, max(span.sequence_id for span in spans)) ret = await self._add_many_spans_helper(rollout_id, attempt_id, spans) - successful_spans.extend(ret) - return successful_spans + write_result.inserted += ret.inserted + write_result.duplicates += ret.duplicates + write_result.failed += ret.failed + return write_result @tracked("add_otel_span") async def add_otel_span( @@ -1106,54 +1127,124 @@ async def add_otel_span( span = Span.from_opentelemetry( readable_span, rollout_id=rollout_id, attempt_id=attempt_id, sequence_id=sequence_id ) - ret = await self._add_many_spans_helper(rollout_id, attempt_id, [span]) - return ret[0] if len(ret) > 0 else None + ret = await self._add_many_spans_helper(rollout_id, attempt_id, [span], raise_on_failure=True) + return span if ret.inserted > 0 else None + + @tracked("_insert_spans_precisely") + async def _insert_spans_precisely( + self, spans: Sequence[Span], *, raise_on_failure: bool + ) -> Tuple[SpanWriteResult, List[Span]]: + """Insert spans in bulk and reconcile partial writes when the bulk operation fails.""" + successful_spans: List[Span] = [] + write_result = SpanWriteResult() - @tracked("_insert_spans_with_fallback") - async def _insert_spans_with_fallback(self, spans: Sequence[Span]) -> Sequence[Span]: - """Insert spans into the store. If the insert fails, fallback to inserting one by one.""" + unique_spans: Dict[str, Span] = {} + for span in spans: + if span.span_id in unique_spans: + write_result.duplicates += 1 + else: + unique_spans[span.span_id] = span + + if not unique_spans: + return write_result, successful_spans + + async with self.collections.atomic(mode="rw", snapshot=self._read_snapshot, labels=["spans"]) as collections: + sample = next(iter(unique_spans.values())) + + async def query_existing(span_ids: Sequence[str]) -> Dict[str, Span]: + if not span_ids: + return {} + existing = await collections.spans.query( + { + "rollout_id": {"exact": sample.rollout_id}, + "attempt_id": {"exact": sample.attempt_id}, + "span_id": {"within": list(span_ids)}, + } + ) + return {span.span_id: span for span in existing} - async def _add_span_fallback(collections: T_collections, span: Span) -> bool: - try: - await collections.spans.insert([span]) - return True - except DuplicatedPrimaryKeyError: + existing_before = await query_existing(list(unique_spans)) + write_result.duplicates += len(existing_before) + for span in existing_before.values(): logger.error( - f"Duplicated span added for rollout={span.rollout_id}, attempt={span.attempt_id}, span={span.span_id}. Skipping." + "Duplicated span added for rollout=%s, attempt=%s, span=%s. Skipping.", + span.rollout_id, + span.attempt_id, + span.span_id, ) - return False + pending = [span for span_id, span in unique_spans.items() if span_id not in existing_before] + if not pending: + return write_result, successful_spans - successful_spans: List[Span] = [] - try: - # This is not guarded by commit=True. - async with self.collections.atomic( - mode="w", snapshot=self._read_snapshot, commit=False, labels=["spans"] - ) as collections: - # FIXME: Part of the insertion might complete though the full operation fails. - # In that case, the "insert spans" return values might not be accurate. - await collections.spans.insert(spans) - successful_spans.extend(spans) - except DuplicatedPrimaryKeyError: - # There is a duplicate span, we warn it - # We fallback to adding the spans one by one - for span in spans: - async with self.collections.atomic( - mode="w", snapshot=self._read_snapshot, labels=["spans"] - ) as collections: - # No need to commit here, it will be simple atomic write operations - if await _add_span_fallback(collections, span): - successful_spans.append(span) + def outcomes_are_complete(*groups: Sequence[int]) -> bool: + indices = [index for group in groups for index in group] + return len(indices) == len(set(indices)) and set(indices) == set(range(len(pending))) - return successful_spans + try: + await collections.spans.insert(pending) + except DuplicatedPrimaryKeyError as exc: + if exc.inserted_indices is None or exc.duplicate_indices is None: + if raise_on_failure: + raise + write_result.failed += len(pending) + logger.exception("Span backend did not report per-item outcomes for a duplicate batch.") + elif not outcomes_are_complete(exc.inserted_indices, exc.duplicate_indices): + if raise_on_failure: + raise RuntimeError("Span backend returned incomplete duplicate-batch outcomes.") from exc + write_result.failed += len(pending) + logger.exception("Span backend returned incomplete duplicate-batch outcomes.") + else: + successful_spans.extend(pending[index] for index in exc.inserted_indices) + write_result.inserted += len(exc.inserted_indices) + write_result.duplicates += len(exc.duplicate_indices) + except BatchInsertError as exc: + if not outcomes_are_complete( + exc.inserted_indices, + exc.duplicate_indices, + exc.failed_indices, + ): + if raise_on_failure: + raise RuntimeError("Span backend returned incomplete batch outcomes.") from exc + write_result.failed += len(pending) + logger.exception("Span backend returned incomplete batch outcomes.") + else: + successful_spans.extend(pending[index] for index in exc.inserted_indices) + write_result.inserted += len(exc.inserted_indices) + write_result.duplicates += len(exc.duplicate_indices) + write_result.failed += len(exc.failed_indices) + if raise_on_failure and exc.failed_indices: + raise + except Exception: + if raise_on_failure: + raise + write_result.failed += len(pending) + logger.exception( + "Span batch write failed for rollout=%s, attempt=%s (%d outcome(s) unknown).", + sample.rollout_id, + sample.attempt_id, + len(pending), + ) + else: + successful_spans.extend(pending) + write_result.inserted += len(pending) + + return write_result, successful_spans @tracked("_add_many_spans_helper") - async def _add_many_spans_helper(self, rollout_id: str, attempt_id: str, spans: Sequence[Span]) -> Sequence[Span]: + async def _add_many_spans_helper( + self, + rollout_id: str, + attempt_id: str, + spans: Sequence[Span], + *, + raise_on_failure: bool = False, + ) -> SpanWriteResult: """Add many spans to the store. All spans must be for the same rollout and attempt. This method is divided into three parts: 1. Verify the rollout and attempt exist; - 2. Insert the spans in bulk; if insert fails, fallback to inserting one by one; + 2. Insert the spans in bulk and reconcile partial backend failures; 3. Update rollout and attempt status if necessary. """ @@ -1170,13 +1261,20 @@ async def _add_many_spans_helper(self, rollout_id: str, attempt_id: str, spans: if not current_attempt: raise ValueError(f"Attempt {attempt_id} not found for rollout {rollout_id}") - successful_spans = await self._insert_spans_with_fallback(spans) + write_result, successful_spans = await self._insert_spans_precisely(spans, raise_on_failure=raise_on_failure) if successful_spans: await self._post_add_spans(successful_spans, rollout_id, attempt_id) - logger.debug("Added %d spans for rollout %s, attempt %s", len(successful_spans), rollout_id, attempt_id) + logger.debug( + "Added %d spans for rollout %s, attempt %s (%d duplicates, %d failed).", + write_result.inserted, + rollout_id, + attempt_id, + write_result.duplicates, + write_result.failed, + ) - return successful_spans + return write_result @tracked("_post_add_spans") async def _post_add_spans(self, spans: Sequence[Span], rollout_id: str, attempt_id: str) -> None: @@ -1225,7 +1323,7 @@ async def _on_attempt_heartbeat( updated_fields: List[str] = [] latest_attempt = await self._unlocked_get_latest_attempt(collections, rollout.rollout_id) if latest_attempt is not None and attempt.attempt_id == latest_attempt.attempt_id: - if rollout.status in ["preparing", "queueing", "requeuing"]: + if rollout.status in ["preparing", "queuing", "requeuing"]: # If rollout is currently preparing or queuing, set it to running rollout.status = "running" await collections.rollouts.update([rollout], update_fields=["status"]) @@ -1506,19 +1604,20 @@ async def _post_update_rollout( Args: rollouts: A sequence of tuples, each containing a rollout and the fields that were updated. - skip_enqueue: Whether to skip queueing the rollouts. + skip_enqueue: Whether to skip queuing the rollouts. """ for rollout, updated_fields in rollouts: # Sometimes "end_time" is set but it's not really updated. if "end_time" in updated_fields and is_finished(rollout): - if self._tracker is not None: + tracker = self.tracker + if tracker is not None: labels = { "status": rollout.status, "mode": rollout.mode if rollout.mode is not None else "unknown", } duration = cast(float, rollout.end_time) - rollout.start_time - await self._tracker.inc_counter("agl.rollouts.total", labels=labels) - await self._tracker.observe_histogram( + await tracker.inc_counter("agl.rollouts.total", labels=labels) + await tracker.observe_histogram( "agl.rollouts.duration", value=duration, labels=labels, @@ -1599,7 +1698,7 @@ async def _unlocked_update_attempt_and_rollout( if not isinstance(status, Unset): attempt.status = status # Also update end_time if the status indicates completion - if status in ["failed", "succeeded"]: + if status in ["failed", "succeeded", "cancelled"]: attempt.end_time = time.time() worker_sync_required = worker_sync_required or bool(attempt.worker_id) if not isinstance(last_heartbeat_time, Unset): @@ -1692,8 +1791,8 @@ async def _unlocked_get_running_rollouts(self, collections: T_collections) -> Li return running_attempted_rollouts - @tracked("_scan_for_unhealthy_rollouts") - async def _scan_for_unhealthy_rollouts(self) -> None: + @tracked("scan_unhealthy_rollouts") + async def scan_unhealthy_rollouts(self) -> None: """Perform healthcheck against all running rollouts in the store.""" if not await self._should_scan_for_unhealthy_rollouts(): return @@ -1739,7 +1838,7 @@ async def _find_and_update_unhealthy_rollouts( """ running_rollouts = await self._unlocked_get_running_rollouts(collections) - candidate_updates = await scan_unhealthy_rollouts(running_rollouts) + candidate_updates = await find_unhealthy_rollout_updates(running_rollouts) if not candidate_updates: return [], [] @@ -1756,9 +1855,8 @@ async def _find_and_update_unhealthy_rollouts( return rollouts, attempts -# _scan_for_unhealthy_rollouts is somehow standalone and automatically invoked. COLLECTION_STORE_PUBLIC_METHODS = frozenset( - [name for name in LightningStore.__dict__ if not name.startswith("_")] + ["_scan_for_unhealthy_rollouts"] + [name for name in LightningStore.__dict__ if not name.startswith("_")] + ["scan_unhealthy_rollouts"] ) COLLECTION_STORE_ALL_METHODS = frozenset([name for name in CollectionBasedLightningStore.__dict__]) diff --git a/agentlightning/store/sqlite.py b/agentlightning/store/sqlite.py deleted file mode 100644 index 2fd777b2f..000000000 --- a/agentlightning/store/sqlite.py +++ /dev/null @@ -1,3 +0,0 @@ -# Copyright (c) Microsoft. All rights reserved. - -# TODO: Implement this diff --git a/agentlightning/store/threading.py b/agentlightning/store/threading.py index 70566657f..14dc2f6cc 100644 --- a/agentlightning/store/threading.py +++ b/agentlightning/store/threading.py @@ -18,6 +18,7 @@ RolloutConfig, RolloutStatus, Span, + SpanWriteResult, TaskInput, Worker, WorkerStatus, @@ -115,8 +116,6 @@ async def query_rollouts( sort_order: Literal["asc", "desc"] = "asc", limit: int = -1, offset: int = 0, - status: Optional[Sequence[RolloutStatus]] = None, - rollout_ids: Optional[Sequence[str]] = None, ) -> Sequence[Rollout]: with self._lock: return await self.store.query_rollouts( @@ -128,8 +127,6 @@ async def query_rollouts( sort_order=sort_order, limit=limit, offset=offset, - status=status, - rollout_ids=rollout_ids, ) async def query_attempts( @@ -194,7 +191,7 @@ async def get_latest_resources(self) -> Optional[ResourcesUpdate]: with self._lock: return await self.store.get_latest_resources() - async def add_many_spans(self, spans: Sequence[Span]) -> Sequence[Span]: + async def add_many_spans(self, spans: Sequence[Span]) -> SpanWriteResult: with self._lock: return await self.store.add_many_spans(spans) diff --git a/agentlightning/store/utils.py b/agentlightning/store/utils.py index 665cb5a7a..cbc936f33 100644 --- a/agentlightning/store/utils.py +++ b/agentlightning/store/utils.py @@ -68,7 +68,7 @@ async def rollout_status_from_attempt( The status of the rollout from the perspective of the attempt. """ # Propagate the status directly to the rollout - if attempt.status == "preparing" or attempt.status == "running" or attempt.status == "succeeded": + if attempt.status in ("preparing", "running", "succeeded", "cancelled"): return attempt.status if attempt.status == "failed" or attempt.status == "timeout" or attempt.status == "unresponsive": diff --git a/agentlightning/tracer/agentops.py b/agentlightning/tracer/agentops.py index a2bf81f9c..2ec42f780 100644 --- a/agentlightning/tracer/agentops.py +++ b/agentlightning/tracer/agentops.py @@ -4,9 +4,9 @@ import logging import os -import warnings +import threading from contextlib import asynccontextmanager, contextmanager -from typing import TYPE_CHECKING, Any, AsyncGenerator, Iterator, List, Optional +from typing import TYPE_CHECKING, Any, AsyncGenerator, List, Optional, cast import agentops import agentops.sdk.core @@ -16,7 +16,6 @@ from opentelemetry.trace.status import StatusCode from agentlightning.instrumentation import instrument_all, uninstrument_all -from agentlightning.store.base import LightningStore from agentlightning.utils.otel import get_span_processors, get_tracer_provider from .base import with_active_tracer_context @@ -28,6 +27,9 @@ logger = logging.getLogger(__name__) +_instrumentation_lock = threading.Lock() +_managed_instrumentation_refcount = 0 + class AgentOpsTracer(OtelTracer): """Traces agent execution using AgentOps. @@ -55,6 +57,7 @@ def __init__(self, *, agentops_managed: bool = True, instrument_managed: bool = self.agentops_managed = agentops_managed self.instrument_managed = instrument_managed self.daemon = daemon + self._managed_instrumentation_active = False if not self.agentops_managed: logger.warning("agentops_managed=False. You are responsible for AgentOps setup.") @@ -67,17 +70,39 @@ def instrument(self, worker_id: int): def uninstrument(self, worker_id: int): uninstrument_all() + def _acquire_managed_instrumentation(self, worker_id: int) -> None: + global _managed_instrumentation_refcount + if self._managed_instrumentation_active: + return + + with _instrumentation_lock: + if _managed_instrumentation_refcount == 0: + self.instrument(worker_id) + _managed_instrumentation_refcount += 1 + self._managed_instrumentation_active = True + + def _release_managed_instrumentation(self, worker_id: int) -> None: + global _managed_instrumentation_refcount + if not self._managed_instrumentation_active: + return + + with _instrumentation_lock: + _managed_instrumentation_refcount = max(_managed_instrumentation_refcount - 1, 0) + self._managed_instrumentation_active = False + if _managed_instrumentation_refcount == 0: + self.uninstrument(worker_id) + def _initialize_tracer_provider(self, worker_id: int): logger.info(f"[Worker {worker_id}] Setting up AgentOps tracer...") # worker_id included in process name if self.instrument_managed: - self.instrument(worker_id) + self._acquire_managed_instrumentation(worker_id) logger.info(f"[Worker {worker_id}] Instrumentation applied.") if self.agentops_managed: os.environ.setdefault("AGENTOPS_API_KEY", "dummy") if not agentops.get_client().initialized: - agentops.init(auto_start_session=False) # type: ignore + cast(Any, agentops).init(auto_start_session=False) logger.info(f"[Worker {worker_id}] AgentOps client initialized.") else: logger.warning(f"[Worker {worker_id}] AgentOps client was already initialized. Skip initialization.") @@ -93,14 +118,17 @@ def _initialize_tracer_provider(self, worker_id: int): self._lightning_span_processor = span_processors[0] else: self._lightning_span_processor = LightningSpanProcessor() - self._get_tracer_provider().add_span_processor(self._lightning_span_processor) # type: ignore + cast(Any, self._get_tracer_provider()).add_span_processor(self._lightning_span_processor) def teardown_worker(self, worker_id: int) -> None: super().teardown_worker(worker_id) if self.instrument_managed: - self.uninstrument(worker_id) - logger.info(f"[Worker {worker_id}] Instrumentation removed.") + self._release_managed_instrumentation(worker_id) + logger.info(f"[Worker {worker_id}] Instrumentation lease released.") + + self._store = None + self._lightning_span_processor = None # NOTE: The teardown doesn't try to remove the LightningSpanProcessor from the TracerProvider. # Currently there is no stable way to fully restore the AgentOps state to the initial state. @@ -111,7 +139,6 @@ async def trace_context( self, name: Optional[str] = None, *, - store: Optional[LightningStore] = None, rollout_id: Optional[str] = None, attempt_id: Optional[str] = None, ) -> AsyncGenerator[trace_api.Tracer, None]: @@ -120,34 +147,12 @@ async def trace_context( Args: name: Optional name for the tracing context. - store: Optional store to add the spans to. rollout_id: Optional rollout ID to add the spans to. attempt_id: Optional attempt ID to add the spans to. Yields: The OpenTelemetry tracer instance to collect spans. """ - if store is not None: - warnings.warn( - "store is deprecated in favor of init_worker(). It will be removed in the future.", - DeprecationWarning, - stacklevel=3, - ) - else: - store = self._store - with self._trace_context_sync(name=name, store=store, rollout_id=rollout_id, attempt_id=attempt_id) as tracer: - yield tracer - - @contextmanager - def _trace_context_sync( - self, - name: Optional[str] = None, - *, - store: Optional[LightningStore] = None, - rollout_id: Optional[str] = None, - attempt_id: Optional[str] = None, - ) -> Iterator[trace_api.Tracer]: - """Implementation of `trace_context` for synchronous execution.""" if not self._lightning_span_processor: raise RuntimeError("LightningSpanProcessor is not initialized. Call init_worker() first.") tracer_provider = self._get_tracer_provider() @@ -157,6 +162,7 @@ def _trace_context_sync( kwargs["trace_name"] = name elif rollout_id is not None: kwargs["trace_name"] = rollout_id + store = self._store if store is not None and rollout_id is not None and attempt_id is not None: if store.capabilities.get("otlp_traces", False) is True: logger.debug(f"Tracing to LightningStore rollout_id={rollout_id}, attempt_id={attempt_id}") @@ -175,21 +181,21 @@ def _trace_context_sync( with self._agentops_trace_context(None, None, kwargs): yield trace_api.get_tracer(__name__, tracer_provider=tracer_provider) else: - raise ValueError("store, rollout_id, and attempt_id must be either all provided or all None") + raise ValueError("rollout_id and attempt_id must be either both provided or both None") @contextmanager def _agentops_trace_context(self, rollout_id: Optional[str], attempt_id: Optional[str], kwargs: dict[str, Any]): trace = agentops.start_trace(**kwargs) - status = StatusCode.OK # type: ignore + status = StatusCode.OK try: yield except Exception as e: # This will catch errors in user code. - status = StatusCode.ERROR # type: ignore + status = StatusCode.ERROR logger.error(f"Trace failed for rollout_id={rollout_id}, attempt_id={attempt_id}: {e}") raise # should reraise the error here so that runner can handle it finally: - agentops.end_trace(trace, end_state=status) # type: ignore + cast(Any, agentops).end_trace(trace, end_state=status) def get_langchain_handler(self, tags: List[str] | None = None) -> LangchainCallbackHandler: """ @@ -230,13 +236,14 @@ def _get_tracer_provider(self) -> TracerProviderImpl: "AgentOps might not work properly." ) - if not isinstance(instance.provider, TracerProviderImpl): # type: ignore + provider = cast(object, getattr(instance, "provider")) + if not isinstance(provider, TracerProviderImpl): raise RuntimeError("Unsupported TracerProvider type for AgentOps instrumentation.") - self._tracer_provider = instance.provider + self._tracer_provider = provider return self._tracer_provider except AttributeError: # old versions - instance = TracingCore.get_instance() # type: ignore - self._tracer_provider = instance._provider # type: ignore - return self._tracer_provider # type: ignore + instance = cast(Any, TracingCore).get_instance() + self._tracer_provider = cast(TracerProviderImpl, instance._provider) + return self._tracer_provider diff --git a/agentlightning/tracer/base.py b/agentlightning/tracer/base.py index b1199cdbf..6878f172e 100644 --- a/agentlightning/tracer/base.py +++ b/agentlightning/tracer/base.py @@ -5,13 +5,15 @@ import functools import logging from contextlib import contextmanager -from typing import TYPE_CHECKING, Any, AsyncContextManager, Awaitable, Callable, ContextManager, List, Optional, TypeVar +from typing import Any, AsyncContextManager, Callable, ContextManager, List, Optional, Protocol, TypeVar from agentlightning.store.base import LightningStore from agentlightning.types import Attributes, ParallelWorkerBase, Span, SpanCoreFields, SpanRecordingContext, TraceStatus -if TYPE_CHECKING: - from langchain_core.callbacks.base import BaseCallbackHandler # type: ignore + +class BaseCallbackHandler(Protocol): + """Structural marker for optional LangChain callback handlers.""" + logger = logging.getLogger(__name__) @@ -21,8 +23,6 @@ _active_tracer: Optional[Tracer] = None -T_func = Callable[..., Awaitable[Any]] - class Tracer(ParallelWorkerBase): """ @@ -75,7 +75,6 @@ def trace_context( self, name: Optional[str] = None, *, - store: Optional[LightningStore] = None, rollout_id: Optional[str] = None, attempt_id: Optional[str] = None, ) -> AsyncContextManager[Any]: @@ -89,22 +88,11 @@ def trace_context( Args: name: The name for the root span of this trace context. - store: The store to add the spans to. Deprecated in favor of passing store to init_worker(). rollout_id: The rollout ID to add the spans to. attempt_id: The attempt ID to add the spans to. """ raise NotImplementedError() - def _trace_context_sync( - self, - name: Optional[str] = None, - *, - rollout_id: Optional[str] = None, - attempt_id: Optional[str] = None, - ) -> ContextManager[Any]: - """Internal API for CI backward compatibility.""" - raise NotImplementedError() - def get_last_trace(self) -> List[Span]: """ Retrieves the raw list of captured spans from the most recent trace. @@ -114,23 +102,6 @@ def get_last_trace(self) -> List[Span]: """ raise NotImplementedError() - def trace_run(self, func: Callable[..., Any], *args: Any, **kwargs: Any) -> Any: - """ - A convenience wrapper to trace the execution of a single synchronous function. - - Deprecated in favor of customizing Runners. - - Args: - func: The synchronous function to execute and trace. - *args: Positional arguments to pass to the function. - **kwargs: Keyword arguments to pass to the function. - - Returns: - The return value of the function. - """ - with self._trace_context_sync(name=func.__name__): - return func(*args, **kwargs) - def create_span( self, name: str, @@ -173,24 +144,7 @@ def operation_context( """ raise NotImplementedError() - async def trace_run_async(self, func: Callable[..., Awaitable[Any]], *args: Any, **kwargs: Any) -> Any: - """ - A convenience wrapper to trace the execution of a single asynchronous function. - - Deprecated in favor of customizing Runners. - - Args: - func: The asynchronous function to execute and trace. - *args: Positional arguments to pass to the function. - **kwargs: Keyword arguments to pass to the function. - - Returns: - The return value of the function. - """ - async with self.trace_context(name=func.__name__): - return await func(*args, **kwargs) - - def get_langchain_handler(self) -> Optional[BaseCallbackHandler]: # type: ignore + def get_langchain_handler(self) -> Optional[BaseCallbackHandler]: """Get a handler to install in langchain agent callback. Agents are expected to use this handler in their agents to enable tracing. diff --git a/agentlightning/tracer/otel.py b/agentlightning/tracer/otel.py index 7798a7b8f..608f4d74b 100644 --- a/agentlightning/tracer/otel.py +++ b/agentlightning/tracer/otel.py @@ -5,9 +5,8 @@ import asyncio import logging import threading -import warnings from contextlib import asynccontextmanager, contextmanager -from typing import Any, AsyncGenerator, Awaitable, Iterator, List, Optional +from typing import Any, AsyncGenerator, Coroutine, Iterator, List, Optional, cast import opentelemetry.trace as trace_api from opentelemetry.instrumentation.utils import suppress_instrumentation @@ -20,6 +19,7 @@ from agentlightning.store.base import LightningStore from agentlightning.types import Attributes, Span, SpanCoreFields, SpanRecordingContext, StatusCode, TraceStatus from agentlightning.types.tracer import convert_timestamp +from agentlightning.utils.async_store_span_writer import STORE_WRITE_TIMEOUT_SECONDS, AsyncStoreSpanWriter from agentlightning.utils.otel import get_tracer_provider from agentlightning.utils.otlp import LightningStoreOTLPExporter @@ -27,8 +27,6 @@ logger = logging.getLogger(__name__) -STORE_WRITE_TIMEOUT_SECONDS = 10.0 - def to_otel_status_code(status_code: StatusCode) -> trace_api.StatusCode: if status_code == "UNSET": @@ -126,7 +124,6 @@ async def trace_context( self, name: Optional[str] = None, *, - store: Optional[LightningStore] = None, rollout_id: Optional[str] = None, attempt_id: Optional[str] = None, ) -> AsyncGenerator[trace_api.Tracer, None]: @@ -135,7 +132,6 @@ async def trace_context( Args: name: Optional name for the tracing context. - store: Optional store to add the spans to. rollout_id: Optional rollout ID to add the spans to. attempt_id: Optional attempt ID to add the spans to. @@ -145,14 +141,7 @@ async def trace_context( if not self._lightning_span_processor: raise RuntimeError("LightningSpanProcessor is not initialized. Call init_worker() first.") - if store is not None: - warnings.warn( - "store is deprecated in favor of init_worker(). It will be removed in the future.", - DeprecationWarning, - stacklevel=3, - ) - else: - store = self._store + store = self._store if rollout_id is not None and attempt_id is not None: if store is None: @@ -249,10 +238,11 @@ def _get_tracer_provider(self) -> TracerProviderImpl: def _enable_native_otlp_exporter(self, store: LightningStore, rollout_id: str, attempt_id: str): tracer_provider = self._get_tracer_provider() - active_span_processor = tracer_provider._active_span_processor # pyright: ignore[reportPrivateUsage] + tracer_provider_api = cast(Any, tracer_provider) + active_span_processor = tracer_provider_api._active_span_processor # Override the resources so that the server knows where the request comes from. - tracer_provider._resource = tracer_provider._resource.merge( # pyright: ignore[reportPrivateUsage] + tracer_provider_api._resource = tracer_provider_api._resource.merge( Resource.create( { LightningResourceAttributes.ROLLOUT_ID.value: rollout_id, @@ -262,7 +252,7 @@ def _enable_native_otlp_exporter(self, store: LightningStore, rollout_id: str, a ) instrumented = False candidates: List[str] = [] - for processor in active_span_processor._span_processors: # pyright: ignore[reportPrivateUsage] + for processor in active_span_processor._span_processors: if isinstance(processor, LightningSpanProcessor): # We don't need the LightningSpanProcessor any more. logger.debug("LightningSpanProcessor already present in TracerProvider, disabling it.") @@ -289,8 +279,9 @@ def _enable_native_otlp_exporter(self, store: LightningStore, rollout_id: str, a def _disable_native_otlp_exporter(self): tracer_provider = self._get_tracer_provider() - active_span_processor = tracer_provider._active_span_processor # pyright: ignore[reportPrivateUsage] - tracer_provider._resource = tracer_provider._resource.merge( # pyright: ignore[reportPrivateUsage] + tracer_provider_api = cast(Any, tracer_provider) + active_span_processor = tracer_provider_api._active_span_processor + tracer_provider_api._resource = tracer_provider_api._resource.merge( Resource.create( { LightningResourceAttributes.ROLLOUT_ID.value: "", @@ -298,7 +289,7 @@ def _disable_native_otlp_exporter(self): } ) ) # reset resource - for processor in active_span_processor._span_processors: # pyright: ignore[reportPrivateUsage] + for processor in active_span_processor._span_processors: if isinstance(processor, LightningSpanProcessor): # We will be in need of the LightningSpanProcessor again. logger.debug("Enabling LightningSpanProcessor in TracerProvider.") @@ -326,11 +317,12 @@ def __init__(self, disable_store_submission: bool = False): self._local_sequence_id: int = 0 self._lock = threading.Lock() - # private asyncio loop running in a daemon thread - self._loop_ready = threading.Event() + # private asyncio loop writer + self._loop_writer = AsyncStoreSpanWriter( + thread_name="otel-loop", clear_on_fork=False, startup_timeout=30.0, shutdown_timeout=5.0 + ) self._loop: Optional[asyncio.AbstractEventLoop] = None self._loop_thread: Optional[threading.Thread] = None - self._loop_init_lock = threading.Lock() def __repr__(self) -> str: return ( @@ -366,27 +358,9 @@ def disable_store_submission(self, value: bool) -> None: self._disable_store_submission = value def _ensure_loop(self) -> None: - # Fast path: loop already initialized - if self._loop_thread is not None and self._loop is not None: - return - - with self._loop_init_lock: - # Double-check after acquiring lock - if self._loop_thread is not None and self._loop is not None: - return - self._loop_ready.clear() - self._loop_thread = threading.Thread(target=self._loop_runner, name="otel-loop", daemon=True) - self._loop_thread.start() - if not self._loop_ready.wait(timeout=30.0): - raise RuntimeError("Timed out waiting for otel-loop thread to start") - - def _loop_runner(self): - loop = asyncio.new_event_loop() - self._loop = loop - asyncio.set_event_loop(loop) - self._loop_ready.set() - loop.run_forever() - loop.close() + self._loop_writer.ensure_loop() + self._loop = self._loop_writer.loop + self._loop_thread = self._loop_writer.loop_thread def __enter__(self): self._last_trace = None @@ -398,46 +372,13 @@ def __exit__(self, exc_type: Any, exc_val: Any, exc_tb: Any): self._rollout_id = None self._attempt_id = None - def _await_in_loop(self, coro: Awaitable[Any], timeout: Optional[float] = None) -> Any: - # submit to the dedicated loop and wait synchronously - self._ensure_loop() - if self._loop is None: - raise RuntimeError("Loop is not initialized. This should not happen.") - - # If already on the exporter loop thread, schedule and return immediately. - # --------------------------------------------------------------------------- - # WHY THIS CONDITIONAL EXISTS: - # In rare cases, span.end() is triggered from a LangchainCallbackHandler.__del__ - # (or another finalizer) while the Python garbage collector is running on the - # *same thread* that owns our exporter event loop ("otel-loop"). - # - # When that happens, on_end() executes on the exporter loop thread itself. - # If we were to call `asyncio.run_coroutine_threadsafe(...).result()` here, - # it would deadlock immediately — because the loop cannot both wait on and run - # the same coroutine. The Future stays pending forever and the loop stops - # processing scheduled callbacks. - # - # To avoid that self-deadlock, we detect when on_end() runs on the exporter - # loop thread. If so, we *schedule* the coroutine on the loop (fire-and-forget) - # instead of blocking with .result(). - # - # This situation can occur because Python calls __del__ in whatever thread - # releases the last reference, which can easily be our loop thread if the - # object is dereferenced during loop._run_once(). - # --------------------------------------------------------------------------- - if threading.current_thread() is self._loop_thread: - self._loop.call_soon_threadsafe(asyncio.create_task, coro) # type: ignore - return None - - fut = asyncio.run_coroutine_threadsafe(coro, self._loop) # type: ignore - return fut.result(timeout=timeout) # raises on error # type: ignore + def _await_in_loop(self, coro: Coroutine[object, object, Any], timeout: Optional[float] = None) -> Any: + return self._loop_writer.run_in_loop(coro, timeout=timeout) def shutdown(self) -> None: - if self._loop: - self._loop.call_soon_threadsafe(self._loop.stop) - self._loop = None - if self._loop_thread: - self._loop_thread.join(timeout=5) + self._loop_writer.shutdown() + self._loop = None + self._loop_thread = None def force_flush(self, timeout_millis: int = 30000) -> bool: return True @@ -452,22 +393,20 @@ def spans(self) -> List[Span]: """ return self._spans - def with_context(self, store: LightningStore, rollout_id: str, attempt_id: str): + @contextmanager + def with_context( + self, store: LightningStore, rollout_id: str, attempt_id: str + ) -> Iterator["LightningSpanProcessor"]: # simple context manager without nesting into asyncio - class _Ctx: - def __enter__(_): # type: ignore - # Use _ instead of self to avoid shadowing the instance method. - with self._lock: - self._store, self._rollout_id, self._attempt_id = store, rollout_id, attempt_id - self._last_trace = None - self._spans = [] - return self - - def __exit__(_, exc_type, exc, tb): # type: ignore - with self._lock: - self._store = self._rollout_id = self._attempt_id = None - - return _Ctx() + with self._lock: + self._store, self._rollout_id, self._attempt_id = store, rollout_id, attempt_id + self._last_trace = None + self._spans = [] + try: + yield self + finally: + with self._lock: + self._store = self._rollout_id = self._attempt_id = None def on_end(self, span: ReadableSpan) -> None: """ diff --git a/agentlightning/tracer/weave.py b/agentlightning/tracer/weave.py index 71ae6462e..5c8a8d7a8 100644 --- a/agentlightning/tracer/weave.py +++ b/agentlightning/tracer/weave.py @@ -10,6 +10,7 @@ import weakref from contextlib import asynccontextmanager, contextmanager from datetime import datetime +from importlib import import_module from typing import ( Any, AsyncIterator, @@ -21,13 +22,7 @@ cast, ) -import weave from opentelemetry.semconv.attributes import exception_attributes -from weave.trace.call import Call -from weave.trace.settings import UserSettings -from weave.trace.weave_client import WeaveClient -from weave.trace_server import trace_server_interface as tsi -from weave.wandb_interface.context import set_wandb_api_context from agentlightning.instrumentation.weave import InMemoryWeaveTraceServer, instrument_weave, uninstrument_weave from agentlightning.semconv import LightningResourceAttributes, LightningSpanAttributes @@ -54,6 +49,14 @@ logger = logging.getLogger(__name__) +weave: Any = import_module("weave") +UserSettings: Any = getattr(import_module("weave.trace.settings"), "UserSettings") +tsi: Any = import_module("weave.trace_server.trace_server_interface") +set_wandb_api_context: Callable[..., Any] = getattr( + import_module("weave.wandb_interface.context"), + "set_wandb_api_context", +) + def op_name_to_func_name(op_name: str) -> str: """Convert a Weave operation name to a function name. @@ -80,7 +83,7 @@ def get_timestamp_or_throw(date: Optional[datetime], field_name: str) -> float: class WeaveSpanRecordingContext(SpanRecordingContext): """Universal interface for recording operations on a Weave call.""" - def __init__(self, call: Call) -> None: + def __init__(self, call: Any) -> None: self._call = call def record_exception(self, exception: BaseException) -> None: @@ -132,9 +135,12 @@ def record_attributes(self, attributes: Attributes) -> None: and not key.startswith(LightningSpanAttributes.OPERATION_OUTPUT.value + ".") and not key == LightningSpanAttributes.OPERATION_NAME.value ): - if self._call.summary is None: - self._call.summary = {} - self._call.summary[key] = value + summary_value = getattr(self._call, "summary", None) + if summary_value is None: + summary_value = {} + setattr(self._call, "summary", summary_value) + summary = cast(Dict[str, Any], summary_value) + summary[key] = value def record_status(self, status_code: StatusCode, description: Optional[str] = None) -> None: if status_code == "ERROR": @@ -167,7 +173,7 @@ class WeaveTracerManagedTraceServer(InMemoryWeaveTraceServer): def __init__( self, partial_call_callback: Callable[[Dict[str, Any]], None], - complete_call_callback: Callable[[tsi.CallSchema], None], + complete_call_callback: Callable[[Any], None], ): super().__init__() self.partial_call_callback = partial_call_callback @@ -187,7 +193,7 @@ def trigger_callbacks(self, call_id: str) -> None: else: logger.error(f"Call {call_id} not found in partial_calls or calls") - def call_start(self, req: tsi.CallStartReq) -> tsi.CallStartRes: + def call_start(self, req: Any) -> Any: try: ret = super().call_start(req) self.trigger_callbacks(ret.id) @@ -196,7 +202,7 @@ def call_start(self, req: tsi.CallStartReq) -> tsi.CallStartRes: logger.exception(f"Error calling call_start: {req}", exc_info=True) raise - def call_end(self, req: tsi.CallEndReq) -> tsi.CallEndRes: + def call_end(self, req: Any) -> Any: try: ret = super().call_end(req) self.trigger_callbacks(req.end.id) @@ -225,7 +231,7 @@ def __init__( self, *, project_name: str | None = None, - weave_user_settings: UserSettings | None = None, + weave_user_settings: Any | None = None, instrument_managed: bool = True, ): """Initialize a WeaveTracer instance. @@ -246,7 +252,7 @@ def __init__( ) self._default_sequence_counter: int = 0 - self._calls: Dict[str, tsi.CallSchema] = {} # call_id -> call + self._calls: Dict[str, Any] = {} # call_id -> call self._spans: List[Span] = [] # spans in the current trace self._rollout_id: Optional[str] = None self._attempt_id: Optional[str] = None @@ -364,17 +370,15 @@ async def trace_context( try: # Create a new trace call object in Weave - trace_call = weave_client.create_call( # pyright: ignore[reportUnknownMemberType] - op=arg_op, inputs=arg_inputs - ) + trace_call = weave_client.create_call(op=arg_op, inputs=arg_inputs) try: yield trace_call # Finish trace even if no exception - weave_client.finish_call(trace_call) # pyright: ignore[reportUnknownMemberType] + weave_client.finish_call(trace_call) except Exception as exc: # Finish trace and log any exception - weave_client.finish_call(trace_call, exception=exc) # pyright: ignore[reportUnknownMemberType] + weave_client.finish_call(trace_call, exception=exc) logger.error(f"Trace failed for rollout_id={rollout_id}, attempt_id={attempt_id}, error={exc}") raise @@ -400,13 +404,13 @@ def create_span( if timestamp is not None: logger.warning("Weave doesn't support customizing the start time of a call. Timestamp is ignored.") weave_client = self._get_weave_client() - trace_call = weave_client.create_call( # pyright: ignore[reportUnknownMemberType] + trace_call = weave_client.create_call( op=name, attributes=attributes, inputs={}, ) # Immediately finish the call - weave_client.finish_call(trace_call) # pyright: ignore[reportUnknownMemberType] + weave_client.finish_call(trace_call) # We don't wait for the call to be propagated to the server. start_time = trace_call.started_at.timestamp() if trace_call.started_at else None end_time = trace_call.ended_at.timestamp() if trace_call.ended_at else None @@ -436,7 +440,7 @@ def operation_context( if end_time is not None: logger.warning("Weave doesn't support customizing the end time of a call. Timestamp is ignored.") weave_client = self._get_weave_client() - trace_call = weave_client.create_call( # pyright: ignore[reportUnknownMemberType] + trace_call = weave_client.create_call( op=name, attributes=attributes, inputs={}, @@ -448,7 +452,7 @@ def operation_context( recording_context.record_exception(exc) raise finally: - weave_client.finish_call(trace_call) # pyright: ignore[reportUnknownMemberType] + weave_client.finish_call(trace_call) async def _init_trace_context(self) -> None: """Initialize the trace context.""" @@ -458,7 +462,7 @@ async def _init_trace_context(self) -> None: self._complete_call_futures.clear() self._loop = weakref.ref(asyncio.get_running_loop()) - def _get_weave_client(self) -> WeaveClient: + def _get_weave_client(self) -> Any: """Get the Weave client.""" weave_client = weave.get_client() if not weave_client: @@ -513,7 +517,7 @@ def partial_call_callback(self, request_content: Dict[str, Any]) -> None: except Exception as exc: logger.exception(f"Error creating call start task: {exc}", exc_info=True) - def complete_call_callback(self, call: tsi.CallSchema) -> None: + def complete_call_callback(self, call: Any) -> None: try: loop, is_current_loop = self._ensure_loop() if is_current_loop: @@ -548,7 +552,7 @@ async def partial_call_handler(self, request_content: Dict[str, Any]) -> int: sequence_id = await self._get_next_sequence_id() return sequence_id - async def complete_call_handler(self, call: tsi.CallSchema) -> None: + async def complete_call_handler(self, call: Any) -> None: """Handler called when a Weave Call finishes. Converts the call (including nested children) into spans and stores them in LightningStore. @@ -579,7 +583,7 @@ async def complete_call_handler(self, call: tsi.CallSchema) -> None: async def convert_call_to_span( self, - call: tsi.CallSchema, + call: Any, rollout_id: Optional[str] = None, attempt_id: Optional[str] = None, sequence_id: Optional[int] = None, diff --git a/agentlightning/trainer/__init__.py b/agentlightning/trainer/__init__.py index 85a7723e0..81618cabb 100644 --- a/agentlightning/trainer/__init__.py +++ b/agentlightning/trainer/__init__.py @@ -1,6 +1,3 @@ -# Copyright (c) Microsoft. All rights reserved. - -from .init_utils import build_component from .trainer import Trainer -__all__ = ["Trainer", "build_component"] +__all__ = ["Trainer"] diff --git a/agentlightning/trainer/init_utils.py b/agentlightning/trainer/init_utils.py deleted file mode 100644 index da7d9bfd5..000000000 --- a/agentlightning/trainer/init_utils.py +++ /dev/null @@ -1,263 +0,0 @@ -# Copyright (c) Microsoft. All rights reserved. - -"""Utility helpers for dynamic component initialization within the trainer.""" - -from __future__ import annotations - -import importlib -import inspect -from typing import Any, Callable, Dict, Optional, TypeVar, Union, cast, overload - -OptionalDefaults = Dict[str, Callable[[], Any] | Any] -T = TypeVar("T") - - -def load_class(path: str) -> type[Any]: - """Load a class from its fully qualified import path.""" - module_name, class_name = path.rsplit(".", 1) - module = importlib.import_module(module_name) - return getattr(module, class_name) - - -def instantiate_component( - cls: type[Any], - provided_kwargs: Optional[Dict[str, Any]] = None, - optional_defaults: Optional[OptionalDefaults] = None, -) -> Any: - """Instantiate `cls`, filling optional kwargs when the constructor accepts them.""" - kwargs = dict(provided_kwargs or {}) - if optional_defaults: - signature = inspect.signature(cls.__init__) - for name, value in optional_defaults.items(): - if name in kwargs or name not in signature.parameters: - continue - kwargs[name] = value() if callable(value) else value - return cls(**kwargs) - - -def instantiate_from_spec( - spec: Union[str, Dict[str, Any]], - *, - spec_name: str, - optional_defaults: Optional[OptionalDefaults] = None, - dict_requires_type: bool = True, - dict_default_cls: type[Any] | None = None, - registry: Optional[Dict[str, str]] = None, -) -> Any: - """Instantiate a component from a string or dict spec.""" - if isinstance(spec, str): - type_path = registry.get(spec, spec) if registry else spec - cls = load_class(type_path) - return instantiate_component(cls, optional_defaults=optional_defaults) - - if isinstance(spec, dict): # pyright: ignore[reportUnnecessaryIsInstance] - spec_conf = dict(spec) - type_path = spec_conf.pop("type", None) - if type_path is None and registry and "name" in spec_conf: - type_path = registry.get(spec_conf.pop("name")) - elif registry and type_path is not None: - type_path = registry.get(type_path, type_path) - if type_path is None: - if dict_requires_type: - raise ValueError(f"{spec_name} dict must have a 'type' key with the class full name") - if dict_default_cls is None: - raise ValueError(f"{spec_name} dict missing 'type' and no default class provided") - cls = dict_default_cls - else: - cls = load_class(type_path) - return instantiate_component(cls, spec_conf, optional_defaults) - - raise TypeError(f"{spec_name} spec must be a string or dict (got {type(spec)}).") - - -def _ensure_expected_type( - instance: Any, - expected_type: type[T], - spec_name: str, - type_error_fmt: str | None, -) -> T: - if not isinstance(instance, expected_type): - type_name = str(type(instance)) # type: ignore - if type_error_fmt: - raise TypeError(type_error_fmt.format(type_name=type_name, expected_type=expected_type.__name__)) - raise TypeError(f"{spec_name} factory returned {type_name}, which is not a {expected_type.__name__} subclass.") - return instance - - -@overload -def build_component( - spec: Union[T, str, Dict[str, Any], type[T], Callable[[], T], None], - *, - expected_type: type[T], - spec_name: str, - default_factory: Callable[[], T], - allow_none: bool = ..., - optional_defaults: Optional[OptionalDefaults] = ..., - dict_requires_type: bool = ..., - dict_default_cls: type[T] | None = ..., - type_error_fmt: str | None = ..., - invalid_spec_error_fmt: str | None = ..., - registry: Optional[Dict[str, str]] = ..., -) -> T: ... - - -@overload -def build_component( - spec: Union[T, str, Dict[str, Any], type[T], Callable[[], T], None], - *, - expected_type: type[T], - spec_name: str, - default_factory: None = ..., - allow_none: bool, - optional_defaults: Optional[OptionalDefaults] = ..., - dict_requires_type: bool = ..., - dict_default_cls: type[T] | None = ..., - type_error_fmt: str | None = ..., - invalid_spec_error_fmt: str | None = ..., - registry: Optional[Dict[str, str]] = ..., -) -> T | None: ... - - -@overload -def build_component( - spec: Union[T, str, Dict[str, Any], type[T], Callable[[], T], None], - *, - expected_type: type[T], - spec_name: str, - default_factory: None = ..., - allow_none: bool = ..., - optional_defaults: Optional[OptionalDefaults] = ..., - dict_requires_type: bool = ..., - dict_default_cls: type[T] | None = ..., - type_error_fmt: str | None = ..., - invalid_spec_error_fmt: str | None = ..., - registry: Optional[Dict[str, str]] = ..., -) -> T | None: ... - - -def build_component( - spec: Union[T, str, Dict[str, Any], type[T], Callable[[], T], None], - *, - expected_type: type[T], - spec_name: str, - default_factory: Callable[[], T] | None = None, - allow_none: bool = False, - optional_defaults: Optional[OptionalDefaults] = None, - dict_requires_type: bool = True, - dict_default_cls: type[T] | None = None, - type_error_fmt: str | None = None, - invalid_spec_error_fmt: str | None = None, - registry: Optional[Dict[str, str]] = None, -) -> T | None: - """Build and return a component instance from a flexible specification. - - This function provides a flexible way to create component instances from various - input formats including direct instances, class types, factory functions, import - paths, or configuration dictionaries. - - Args: - spec: The component specification. Can be: - - An instance of expected_type (returned as-is) - - A string import path (e.g., 'module.Class') or registry key - - A dict with 'type' key (import path or registry key) and constructor kwargs - - A class type (will be instantiated) - - A factory function (will be called) - - None (uses default_factory or returns None if allow_none=True) - expected_type: The type that the resulting instance must be or inherit from. - spec_name: Descriptive name for the spec, used in error messages. - default_factory: Optional factory function called when spec is None. - allow_none: If True, allows None to be returned when spec is None and - no default_factory is provided. - optional_defaults: Dict mapping parameter names to default values or factory - functions that will be injected if the constructor accepts them. - dict_requires_type: If True, dict specs must include a 'type' key. - dict_default_cls: Default class to use for dict specs without a 'type' key - (only used when dict_requires_type=False). - type_error_fmt: Custom format string for type validation errors. Should include - {type_name} and {expected_type} placeholders. - invalid_spec_error_fmt: Custom format string for invalid spec type errors. - Should include {actual_type} and {expected_type} placeholders. - registry: Optional mapping of short names to fully qualified import paths. - When provided, string specs or dict 'type'/'name' entries are first - resolved through this registry before attempting to import. - - Returns: - An instance of expected_type, or None if allow_none=True and spec is None - without a default_factory. - - Raises: - TypeError: If the instantiated object is not an instance of expected_type. - ValueError: If spec is None and neither default_factory nor allow_none is set, - or if spec type is invalid, or if dict spec is invalid. - - Examples: - >>> # Direct instance - >>> optimizer = build_component(AdamW(), expected_type=Optimizer, spec_name='optimizer') - >>> - >>> # String import path - >>> optimizer = build_component('torch.optim.AdamW', expected_type=Optimizer, spec_name='optimizer') - >>> - >>> # Dict with type and kwargs - >>> spec = {'type': 'torch.optim.AdamW', 'lr': 0.001} - >>> optimizer = build_component(spec, expected_type=Optimizer, spec_name='optimizer') - >>> - >>> # Class type - >>> optimizer = build_component(AdamW, expected_type=Optimizer, spec_name='optimizer') - >>> - >>> # Factory function - >>> optimizer = build_component(lambda: AdamW(lr=0.001), expected_type=Optimizer, - ... spec_name='optimizer') - """ - if isinstance(spec, expected_type): - return cast(T, spec) - - if spec is None: - if default_factory is not None: - instance = default_factory() - return _ensure_expected_type(instance, expected_type, spec_name, type_error_fmt) - if allow_none: - return None - raise ValueError( - invalid_spec_error_fmt.format(actual_type=type(spec), expected_type=expected_type.__name__) - if invalid_spec_error_fmt - else f"{spec_name} cannot be None." - ) - - if isinstance(spec, type) and issubclass(spec, expected_type): - instance = instantiate_component(spec, optional_defaults=optional_defaults) - return _ensure_expected_type(instance, expected_type, spec_name, type_error_fmt) - - if callable(spec) and not isinstance(spec, type): # type: ignore - instance = spec() - return _ensure_expected_type(instance, expected_type, spec_name, type_error_fmt) - - if isinstance(spec, str): - instance = instantiate_from_spec( - spec, - spec_name=spec_name, - optional_defaults=optional_defaults, - dict_requires_type=dict_requires_type, - dict_default_cls=dict_default_cls, - registry=registry, - ) - return _ensure_expected_type(instance, expected_type, spec_name, type_error_fmt) - - if isinstance(spec, dict): - instance = instantiate_from_spec( - spec, # type: ignore - spec_name=spec_name, - optional_defaults=optional_defaults, - dict_requires_type=dict_requires_type, - dict_default_cls=dict_default_cls, - registry=registry, - ) - return _ensure_expected_type(instance, expected_type, spec_name, type_error_fmt) - - if invalid_spec_error_fmt: - raise ValueError(invalid_spec_error_fmt.format(actual_type=type(spec), expected_type=expected_type.__name__)) # type: ignore - - type_name = str(type(spec)) # type: ignore - raise ValueError(f"Invalid {spec_name} type: {type_name}. Expected {expected_type.__name__}, str, dict, or None.") - - -__all__ = ["OptionalDefaults", "build_component", "instantiate_component", "instantiate_from_spec", "load_class"] diff --git a/agentlightning/trainer/legacy.py b/agentlightning/trainer/legacy.py deleted file mode 100644 index fa4507527..000000000 --- a/agentlightning/trainer/legacy.py +++ /dev/null @@ -1,367 +0,0 @@ -# Copyright (c) Microsoft. All rights reserved. - -import asyncio -import logging -import multiprocessing -import signal -import time -import warnings -from typing import Any, List, Optional, TypeVar, Union - -from agentlightning.adapter import TraceAdapter, TracerTraceToTriplet -from agentlightning.algorithm import Algorithm -from agentlightning.client import AgentLightningClient -from agentlightning.litagent import LitAgent -from agentlightning.runner import LegacyAgentRunner -from agentlightning.tracer.base import Tracer -from agentlightning.types import Dataset, ParallelWorkerBase - -logger = logging.getLogger(__name__) - -T_co = TypeVar("T_co", covariant=True) - - -class TrainerLegacy(ParallelWorkerBase): - """Trainer for legacy mode for v0.1 compatibility.""" - - def __init__(self, *args: Any, **kwargs: Any): - """Initialize the TrainerLegacy. - - This method is mainly to make type checker happy. - It won't be used in practice. - """ - self._dev = kwargs.pop("dev", False) - self.algorithm: Optional[Algorithm] = kwargs.pop("algorithm", None) - self.tracer: Tracer = kwargs.pop("tracer", None) - self.n_workers: int = kwargs.pop("n_workers", None) - self.max_tasks: Optional[int] = kwargs.pop("max_tasks", None) - self.daemon: bool = kwargs.pop("daemon", True) - self.triplet_exporter: TraceAdapter[Any] = kwargs.pop("triplet_exporter", None) - - def _extract_client_from_data( - self, data: Union[str, AgentLightningClient, Dataset[Any]] - ) -> Optional[AgentLightningClient]: - """Extract client from data if it's a string URL or AgentLightningClient.""" - if isinstance(data, str): - if not data.startswith("http://") and not data.startswith("https://"): - raise ValueError("String data must be a valid URL starting with http:// or https://") - return AgentLightningClient(endpoint=data) - elif isinstance(data, AgentLightningClient): - return data - return None - - def _extract_dataset_from_data( - self, data: Union[str, AgentLightningClient, Dataset[Any]] - ) -> Optional[Dataset[Any]]: - """Extract dataset from data if it's a Dataset.""" - if isinstance(data, str) or isinstance(data, AgentLightningClient): - return None - return data - - def _determine_backend( - self, - train_data: Union[str, AgentLightningClient, Dataset[Any]], - dev_data: Union[str, AgentLightningClient, Dataset[Any], None] = None, - ) -> Union[str, AgentLightningClient]: - """Determine which backend to use for initialization.""" - if self._dev: - if dev_data is None: - raise ValueError("dev_data must be provided when dev=True.") - client = self._extract_client_from_data(dev_data) - if client is None: - raise ValueError("dev_data must be a string URL or AgentLightningClient when dev=True.") - return client - else: - client = self._extract_client_from_data(train_data) - if client is None and self.algorithm is None: - raise ValueError( - "train_data must be a string URL or AgentLightningClient when no algorithm is provided." - ) - elif client is None and self.algorithm is not None: - # Algorithm will be responsible for creating the client - client = self.algorithm.get_client() - logger.info(f"Algorithm created client: {client}") - return client - if client is None: - raise ValueError( - "train_data must be a string URL or AgentLightningClient when no algorithm is provided." - ) - return client - - def init(self, backend: Union[str, AgentLightningClient]) -> None: - logger.info(f"Initializing Trainer...") - - self._init_client(backend) - - self.tracer.init() - - logger.info(f"Trainer main initialization complete.") - - def teardown(self) -> None: - logger.info(f"Cleaning up Trainer...") - self.tracer.teardown() - - self._client = None - logger.info(f"Trainer main cleanup complete.") - - def client(self) -> AgentLightningClient: - """Returns the AgentLightningClient instance.""" - if self._client is None: - raise RuntimeError("AgentLightningClient has not been initialized. Call `init` first.") - return self._client - - def _init_client(self, backend: Union[str, AgentLightningClient]) -> AgentLightningClient: - if self._client is None: - if isinstance(backend, AgentLightningClient): - logger.info("Using provided AgentLightningClient instance.") - self._client = backend - else: - logger.info(f"Initializing AgentLightningClient with endpoint: {backend}") - if not isinstance(backend, str): # type: ignore - raise ValueError("backend must be a string URL or an AgentLightningClient instance.") - if not backend.startswith("http://") and not backend.startswith("https://"): - raise ValueError("backend must be a valid URL starting with http:// or https://") - # Initialize the client with the provided backend URL - self._client = AgentLightningClient(endpoint=backend) - else: - logger.warning("AgentLightningClient already initialized. Returning existing instance.") - return self._client - - def _worker_main_loop(self, agent: LitAgent[Any], worker_id: int, is_async: bool): - """The main function for each worker process. - - This function initializes the client and the loop, then starts the - execution. It also configures process-specific settings like the - process title and signal handling. - - Args: - agent: The `LitAgent` instance to run. - worker_id: The unique ID for this worker. - is_async: A boolean indicating if the async loop should be run. - """ - if self.n_workers > 1: - import setproctitle - - # Ignore Ctrl+C in worker processes; the main process handles it - signal.signal(signal.SIGINT, signal.SIG_IGN) - setproctitle.setproctitle(multiprocessing.current_process().name) - - # Now we are in child processes, so we can safely set up the environment. - agent.set_trainer(self) # type: ignore - if not isinstance(self.triplet_exporter, TracerTraceToTriplet): # type: ignore - raise ValueError("triplet_exporter must be a TracerTraceToTriplet for the legacy trainer.") - # TODO: this should be set elsewhere - if agent.trained_agents: - self.triplet_exporter.agent_match = agent.trained_agents - self._initialize_worker_env(worker_id) - - mode = "Async" if is_async else "Sync" - logger.info(f"[Worker {worker_id}] {mode} worker process started.") - - num_processed = 0 - - try: - client = self.client() - loop = LegacyAgentRunner( - agent=agent, - client=client, - tracer=self.tracer, - triplet_exporter=self.triplet_exporter, - max_tasks=self.max_tasks, - worker_id=worker_id, - ) - loop.init_worker(worker_id) # type: ignore - if is_async: - num_processed = asyncio.run(loop.iter_async()) - else: - num_processed = loop.iter() - except Exception: - logger.exception(f"[Worker {worker_id}] Unhandled exception in worker loop.") - finally: - self._teardown_worker_env(worker_id) - - return num_processed - - def _initialize_worker_env(self, worker_id: int): - logger.info(f"[Worker {worker_id}] Setting up trainer environment...") # worker_id included in process name - self.tracer.init_worker(worker_id) - - def _teardown_worker_env(self, worker_id: int): - logger.info(f"[Worker {worker_id}] Cleaning up trainer environment...") - self.tracer.teardown_worker(worker_id) - logger.info(f"[Worker {worker_id}] Environment cleanup complete.") - - @staticmethod - def kill_orphaned_processes() -> None: - """ - Kill any orphaned processes that may have been left behind by previous runs. - This is useful for cleaning up after crashes or unexpected exits. - """ - import psutil - - for proc in psutil.process_iter(): # type: ignore - # check whether the process name matches - if proc.name().startswith("AgentLightning-"): - proc.kill() - - def _terminate_processes(self, processes: List[multiprocessing.Process]) -> None: - if self.n_workers > 1 and len(processes) > 0: - for i, p in enumerate(processes): - if p.is_alive(): - logger.info(f"Terminating worker {i} (name: {p.name}, PID: {p.pid})...") - p.terminate() - else: - logger.info(f"Worker {i} (name: {p.name}, PID: {p.pid}) is not alive or has already terminated.") - for i, p in enumerate(processes): - if p.is_alive(): - p.join(timeout=10) # Give some time to terminate - if p.is_alive(): # If still alive, kill - logger.warning( - f"Worker {i} (name: {p.name}, PID: {p.pid}) did not terminate gracefully, killing..." - ) - p.kill() - p.join(timeout=10) # Ensure it's reaped - - def fit_v0( - self, - agent: LitAgent[T_co], - train_data: Union[str, AgentLightningClient, Dataset[T_co]], - *, - val_data: Union[str, AgentLightningClient, Dataset[T_co], None] = None, - dev_data: Union[str, AgentLightningClient, Dataset[T_co], None] = None, - dev_backend: Union[str, AgentLightningClient, None] = None, - ): - """Train the agent using the provided data. - - Each data argument can be a string URL connecting to a agent-lightning server, - or an AgentLightningClient instance connecting to a server (or mock server), or a dataset. - If no algorithm is provided when instantiating the trainer, the data must be - provided to connecting a server. Otherwise, dataset is also allowed and will be - passed to the algorithm. - - If the algorithm is instantiated and there is no URL/client provided, - the algorithm will be responsible for creating a client that will connect to itself. - It can also create a mock client if the algorithm does not require a server. - """ - - if dev_backend is not None: - warnings.warn("dev_backend is deprecated. Use dev_data instead.") - if dev_data is not None: - raise ValueError("dev_data and dev_backend cannot be provided at the same time.") - dev_data = dev_backend - - # Extract datasets for algorithm if available - train_dataset = self._extract_dataset_from_data(train_data) - val_dataset = self._extract_dataset_from_data(val_data) if val_data else None - - # Initialize the algorithm with trainer if provided - if self.algorithm is not None: - self.algorithm.set_trainer(self) # type: ignore - # DO NOT RUN TRAINING HERE. Need to spawn the worker first. - - # Determine the backend to use for client-server mode - backend = self._determine_backend(train_data, dev_data) - - if self._dev: - logger.warning(f"Running in dev mode. Using dev backend: {backend}") - else: - logger.debug(f"Running in non-dev mode. Using backend: {backend}") - - self.init(backend) - - processes: List[multiprocessing.Process] = [] - - # Determine if the agent is asynchronous - - mode = "asynchronous" if agent.is_async() else "synchronous" - - try: - if self.n_workers == 1: - logger.info(f"Running with n_workers=1 ({mode} in main process).") - - # Warn if algorithm is set with single worker mode - if self.algorithm is not None: - logger.warning( - "Algorithm is set but using single worker mode. Algorithm will never get the chance to run." - ) - # Ideally the single worker should be run in a separate thread or process. - - num_tasks = self._worker_main_loop(agent, 0, agent.is_async()) - logger.info(f"Single worker mode finished. Tasks processed: {num_tasks}") - - # If algorithm is provided and we have datasets, run algorithm after worker completes - if self.algorithm is not None and train_dataset is not None: - logger.info("Running algorithm training after worker completion.") - self.algorithm.run( - train_dataset=train_dataset, - val_dataset=val_dataset, - ) - else: - logger.info(f"Running with n_workers={self.n_workers} ({mode} multiprocessing).") - for i in range(self.n_workers): - process_name = f"AgentLightning-Worker-{i}" - p = multiprocessing.Process( - target=self._worker_main_loop, - args=(agent, i, agent.is_async()), - daemon=self.daemon, - name=process_name, - ) - processes.append(p) - logger.info(f"Starting worker process {i} (name: {process_name})...") - p.start() - - if self.daemon: - # If algorithm is provided and we have datasets, pass them to the algorithm - if self.algorithm is not None: - logger.info("All workers have been spawned. Running algorithm training with provided datasets.") - self.algorithm.run( - train_dataset=train_dataset, - val_dataset=val_dataset, - ) - logger.info("Algorithm exits. Killing the workers.") - self._terminate_processes(processes) - - for i, p in enumerate(processes): - p.join() # Wait for the process to complete - logger.info( - f"Worker process {i} (name: {p.name}, PID: {p.pid}) joined with exit code {p.exitcode}." - ) - if p.exitcode != 0: - logger.warning( - f"Worker process {i} (name: {p.name}, PID: {p.pid}) exited with non-zero code: {p.exitcode}." - ) - - logger.info(f"All {self.n_workers} worker processes have completed.") - else: - logger.info("All worker processes started. Main process will not wait.") - - # A hack to stop the main process from waiting for child processes to finish. - time.sleep(1) # Give workers time to start - import multiprocessing.process as multiprocessing_process - - multiprocessing_process._children.clear() # type: ignore - - if self.algorithm is not None: - logger.info("Main process continues to run algorithm.") - self.algorithm.run( - train_dataset=train_dataset, - val_dataset=val_dataset, - ) - logger.info("Algorithm exits. Killing the workers.") - self._terminate_processes(processes) - - except KeyboardInterrupt: - logger.info("KeyboardInterrupt received. Killing the workers.") - self._terminate_processes(processes) - logger.info(f"Workers terminated or single worker interrupted.") - raise - except Exception: - logger.exception(f"Unhandled exception in fit method.") - self._terminate_processes(processes) - logger.info(f"Workers terminated or single worker interrupted.") - raise - finally: - if self.daemon: - self.teardown() - else: - logger.info("Main process exiting. Please use Trainer.kill_orphaned_processes() for cleanup.") diff --git a/agentlightning/trainer/registry.py b/agentlightning/trainer/registry.py deleted file mode 100644 index 0befe27d4..000000000 --- a/agentlightning/trainer/registry.py +++ /dev/null @@ -1,12 +0,0 @@ -# Copyright (c) Microsoft. All rights reserved. - -"""Put components in this file to make them available to the Trainer. - -Currently only used for ExecutionStrategy. -""" - -ExecutionStrategyRegistry = { - "shm": "agentlightning.execution.shared_memory.SharedMemoryExecutionStrategy", - # "ipc": "agentlightning.execution.inter_process.InterProcessExecutionStrategy", - "cs": "agentlightning.execution.client_server.ClientServerExecutionStrategy", -} diff --git a/agentlightning/trainer/trainer.py b/agentlightning/trainer/trainer.py index 7500a3f38..87ac9f350 100644 --- a/agentlightning/trainer/trainer.py +++ b/agentlightning/trainer/trainer.py @@ -1,14 +1,12 @@ # Copyright (c) Microsoft. All rights reserved. -import asyncio import functools import logging -import warnings -from typing import Any, Callable, Dict, Optional, Sequence, TypeVar, Union +from collections.abc import Sequence +from typing import Any, TypeVar, Union, cast from agentlightning.adapter import TraceAdapter, TracerTraceToTriplet from agentlightning.algorithm import Algorithm, Baseline, FastAlgorithm -from agentlightning.client import AgentLightningClient from agentlightning.execution.base import ExecutionStrategy from agentlightning.execution.client_server import ClientServerExecutionStrategy from agentlightning.execution.events import ExecutionEvent @@ -19,21 +17,54 @@ from agentlightning.store.memory import InMemoryLightningStore from agentlightning.tracer.agentops import AgentOpsTracer from agentlightning.tracer.base import Tracer -from agentlightning.types import Dataset, Hook, NamedResources - -from .init_utils import build_component, instantiate_component -from .legacy import TrainerLegacy -from .registry import ExecutionStrategyRegistry +from agentlightning.types import AlgorithmContext, Dataset, Hook, NamedResources logger = logging.getLogger(__name__) T_co = TypeVar("T_co", covariant=True) -T = TypeVar("T") - -ComponentSpec = Union[T, type[T], Callable[[], T], str, Dict[str, Any], None] -class Trainer(TrainerLegacy): +async def _run_runner_bundle( + store: LightningStore, + worker_id: int, + event: ExecutionEvent, + *, + runner: Runner[Any], + agent: LitAgent[Any], + hooks: Sequence[Hook], +) -> None: + """Run a runner without capturing the whole Trainer instance. + + Client/server execution may pickle runner bundles for multiprocessing + ``spawn``. Capturing ``Trainer`` would also capture its algorithm, which is + unnecessary for runner workers and can make scripts run as ``__main__`` + unpicklable on macOS. + """ + runner_initialized = False + worker_initialized = False + try: + runner.init(agent=agent, hooks=hooks) + runner_initialized = True + runner.init_worker(worker_id, store) + worker_initialized = True + await runner.iter(event=event) + except Exception: + logger.exception("Runner bundle encountered an error (worker_id=%s).", worker_id) + raise + finally: + if worker_initialized: + try: + runner.teardown_worker(worker_id) + except Exception: + logger.exception("Error during runner worker teardown (worker_id=%s).", worker_id) + if runner_initialized: + try: + runner.teardown() + except Exception: + logger.exception("Error during runner teardown (worker_id=%s).", worker_id) + + +class Trainer: """High-level orchestration layer that wires Algorithm <-> Runner <-> Store. A [`Trainer`][agentlightning.Trainer] packages the moving parts of Agent-Lightning's @@ -58,7 +89,7 @@ class Trainer(TrainerLegacy): [Write the First Algorithm](../how-to/write-first-algorithm.md) tutorials for the broader context. """ - algorithm: Optional[Algorithm] + algorithm: Algorithm """An instance of [`Algorithm`][agentlightning.Algorithm] to use for training.""" store: LightningStore @@ -67,7 +98,7 @@ class Trainer(TrainerLegacy): runner: Runner[Any] """An instance of [`Runner`][agentlightning.Runner] to use for running the agent.""" - initial_resources: Optional[NamedResources] + initial_resources: NamedResources | None """An instance of [`NamedResources`][agentlightning.NamedResources] to use for bootstrapping the fit/dev process. The resources will be handed over to the algorithm. Note that not all algorithms support seeding resources. @@ -76,15 +107,14 @@ class Trainer(TrainerLegacy): n_runners: int """Number of agent runners to run in parallel.""" - max_rollouts: Optional[int] + max_rollouts: int | None """Maximum number of rollouts to process per runner. If None, workers run until no more rollouts are available.""" strategy: ExecutionStrategy """An instance of [`ExecutionStrategy`][agentlightning.ExecutionStrategy] to use for spawning the algorithm and runners.""" tracer: Tracer - """A tracer instance, or a string pointing to the class full name or a dictionary with a 'type' key - that specifies the class full name and other initialization parameters. + """An instance of [`Tracer`][agentlightning.Tracer]. If None, a default [`AgentOpsTracer`][agentlightning.AgentOpsTracer] will be created with the current settings.""" hooks: Sequence[Hook] @@ -94,296 +124,155 @@ class Trainer(TrainerLegacy): adapter: TraceAdapter[Any] """An instance of [`TraceAdapter`][agentlightning.TraceAdapter] to export data consumble by algorithms from traces.""" - llm_proxy: Optional[LLMProxy] + llm_proxy: LLMProxy | None """An instance of [`LLMProxy`][agentlightning.LLMProxy] to use for intercepting the LLM calls. If not provided, algorithm may create one on its own.""" - n_workers: int - """Number of agent workers to run in parallel. Deprecated in favor of `n_runners`.""" - - max_tasks: Optional[int] - """Maximum number of tasks to process per runner. Deprecated in favor of `max_rollouts`.""" - - daemon: bool - """Whether worker processes should be daemons. Daemon processes - are terminated automatically when the main process exits. Deprecated. - Only have effect with `fit_v0`.""" - - triplet_exporter: TraceAdapter[Any] - """An instance of [`TracerTraceToTriplet`][agentlightning.TracerTraceToTriplet] to export triplets from traces, - or a dictionary with the initialization parameters for the exporter. - Deprecated. Use [`adapter`][agentlightning.Trainer.adapter] instead.""" - - port: Optional[int] - """Port forwarded to [`ClientServerExecutionStrategy`][agentlightning.ClientServerExecutionStrategy].""" - def __init__( self, *, - dev: bool = False, - n_runners: Optional[int] = None, - max_rollouts: Optional[int] = None, - initial_resources: Optional[NamedResources] = None, - tracer: ComponentSpec[Tracer] = None, - adapter: ComponentSpec[TraceAdapter[Any]] = None, - store: ComponentSpec[LightningStore] = None, - runner: ComponentSpec[Runner[Any]] = None, - strategy: ComponentSpec[ExecutionStrategy] = None, - port: Optional[int] = None, - algorithm: ComponentSpec[Algorithm] = None, - llm_proxy: ComponentSpec[LLMProxy] = None, - n_workers: Optional[int] = None, - max_tasks: Optional[int] = None, - daemon: bool = True, - triplet_exporter: ComponentSpec[TracerTraceToTriplet] = None, - hooks: Optional[Union[Hook, Sequence[Hook]]] = None, + n_runners: int | None = None, + max_rollouts: int | None = None, + initial_resources: NamedResources | None = None, + tracer: Tracer | None = None, + adapter: TraceAdapter[Any] | None = None, + store: LightningStore | None = None, + runner: Runner[Any] | None = None, + strategy: ExecutionStrategy | None = None, + algorithm: Algorithm | None = None, + llm_proxy: LLMProxy | None = None, + hooks: Union[Hook, Sequence[Hook]] | None = None, ): - """Configure the trainer and resolve user-provided component specifications. + """Configure the trainer and resolve user-provided component instances. - Each keyword accepts either a concrete instance, a class, a callable factory, a - registry string, or a lightweight configuration dictionary (see - [`build_component()`][agentlightning.trainer.init_utils.build_component]). + Component keywords accept concrete instances. Build configurable components + before constructing the trainer. - When ``port`` is provided it is forwarded to - [`ClientServerExecutionStrategy`][agentlightning.ClientServerExecutionStrategy] - instances constructed (or supplied) for the trainer. + Configure strategy-specific options, such as client/server ports, on the + strategy instance before constructing the trainer. """ - # Do not call super().__init__() here. - # super().__init__() will call TrainerLegacy's initialization, which is not intended. - self.worker_id: Optional[int] = None - - if dev: - warnings.warn( - "Trainer(dev=True) is deprecated and will be removed in future versions. " - "Please use Trainer.dev(...) instead.", - DeprecationWarning, - stacklevel=2, - ) - self._dev = dev - self.daemon = daemon - self._client: AgentLightningClient | None = None # Will be initialized in fit or fit_v0 - - if n_workers is not None: - warnings.warn( - "`n_workers` is deprecated. Please use `n_runners`.", - DeprecationWarning, - stacklevel=2, - ) - - if n_runners is None: - n_runners = n_workers if n_workers is not None else 1 - else: - if n_workers is not None and n_workers != n_runners: - warnings.warn( - "`n_workers` is ignored when `n_runners` is provided.", - DeprecationWarning, - stacklevel=2, - ) - - self.n_runners = n_runners - self.n_workers = n_runners # Backwards compatibility for fit_v0 - - if max_tasks is not None: - warnings.warn( - "`max_tasks` is deprecated. Please use `max_rollouts`.", - DeprecationWarning, - stacklevel=2, - ) - - if max_rollouts is None: - max_rollouts = max_tasks - elif max_tasks is not None and max_tasks != max_rollouts: - warnings.warn( - "`max_tasks` is ignored when `max_rollouts` is provided.", - DeprecationWarning, - stacklevel=2, - ) + resolved_n_runners = 1 if n_runners is None else n_runners self.max_rollouts = max_rollouts - self.max_tasks = max_tasks if max_tasks is not None else max_rollouts self.tracer = self._make_tracer(tracer) - - if adapter is not None and triplet_exporter is not None: - warnings.warn( - "`triplet_exporter` is deprecated and ignored because `adapter` is provided.", - DeprecationWarning, - stacklevel=2, - ) - - adapter_spec = adapter if adapter is not None else triplet_exporter - self.adapter = self._make_adapter(adapter_spec) - self.triplet_exporter = self.adapter # Backwards compatibility + self.adapter = self._make_adapter(adapter) self.algorithm = self._make_algorithm(algorithm) # We might be able to support a list of resources in future. self.initial_resources = initial_resources - self.port = port - self.strategy = self._make_strategy( strategy, - n_runners=self.n_runners, - port=port, + n_runners=resolved_n_runners, ) + strategy_n_runners = getattr(self.strategy, "n_runners", None) + if isinstance(strategy_n_runners, int): + if n_runners is not None and strategy is not None and n_runners != strategy_n_runners: + raise ValueError( + "n_runners is configured on both Trainer and the execution strategy with different values: " + f"Trainer={n_runners}, strategy={strategy_n_runners}. Configure it in one place." + ) + self.n_runners = strategy_n_runners + else: + self.n_runners = resolved_n_runners + # The active store for the current execution context self.store = self._make_store(store, self.strategy) self.runner = self._make_runner(runner) - if hasattr(self.strategy, "n_runners"): - strategy_runners = getattr(self.strategy, "n_runners") - if isinstance(strategy_runners, int) and strategy_runners > 0: - self.n_runners = strategy_runners - self.n_workers = strategy_runners - - self.llm_proxy = self._make_llm_proxy(llm_proxy, store=self.store) + self.llm_proxy = self._make_llm_proxy(llm_proxy) self.hooks = self._normalize_hooks(hooks) - if not self.daemon: - logger.warning( - "daemon=False. Worker processes are non-daemonic. " - "The worker processes will NOT be terminated when the main process exits. " - "The cleanup must be handled manually." - ) - - def _make_tracer(self, tracer: ComponentSpec[Tracer]) -> Tracer: + @staticmethod + def _make_tracer(tracer: Tracer | None) -> Tracer: """Resolve the tracer component from user input, falling back to AgentOpsTracer.""" - default_factory = lambda: AgentOpsTracer( + if tracer is not None: + if not isinstance(cast("object", tracer), Tracer): + raise TypeError(f"tracer must be an instance of Tracer, got {type(tracer).__name__}.") + return tracer + return AgentOpsTracer( agentops_managed=True, instrument_managed=True, - daemon=self.daemon, - ) - return build_component( - tracer, - expected_type=Tracer, - spec_name="tracer", - default_factory=default_factory, - dict_requires_type=True, - invalid_spec_error_fmt="Invalid tracer type: {actual_type}. Expected Tracer, str, dict, or None.", - type_error_fmt="Tracer factory returned {type_name}, which is not a Tracer subclass.", + daemon=True, ) - def _make_algorithm(self, algorithm: ComponentSpec[Algorithm]) -> Optional[Algorithm]: - """Resolve the algorithm component, allowing `None` for dev-mode dry runs.""" - return build_component( - algorithm, - expected_type=Algorithm, - spec_name="algorithm", - allow_none=True, - invalid_spec_error_fmt="Invalid algorithm type: {actual_type}. Expected Algorithm, str, dict, or None.", - type_error_fmt="Algorithm factory returned {type_name}, which is not a Algorithm subclass.", - ) + @staticmethod + def _make_algorithm(algorithm: Algorithm | None) -> Algorithm: + """Resolve the algorithm used by both fit and dev, defaulting to Baseline.""" + if algorithm is None: + return Baseline() + if not isinstance(cast("object", algorithm), Algorithm): + raise TypeError(f"algorithm must be an instance of Algorithm, got {type(algorithm).__name__}.") + return algorithm - def _make_adapter(self, adapter: ComponentSpec[TraceAdapter[Any]]) -> TraceAdapter[Any]: + @staticmethod + def _make_adapter(adapter: TraceAdapter[Any] | None) -> TraceAdapter[Any]: """Resolve the adapter used to transform spans into algorithm-ready payloads.""" - return build_component( - adapter, - expected_type=TraceAdapter, - spec_name="adapter", - default_factory=TracerTraceToTriplet, - dict_requires_type=False, - dict_default_cls=TracerTraceToTriplet, - invalid_spec_error_fmt="Invalid adapter type: {actual_type}. Expected TraceAdapter, dict, or None.", - type_error_fmt="Adapter factory returned {type_name}, which is not a TraceAdapter subclass.", - ) - - def _make_store(self, store: ComponentSpec[LightningStore], strategy: ExecutionStrategy) -> LightningStore: + if adapter is None: + default_adapter: TraceAdapter[Any] = TracerTraceToTriplet() + return default_adapter + if not isinstance(cast("object", adapter), TraceAdapter): + raise TypeError(f"adapter must be an instance of TraceAdapter, got {type(adapter).__name__}.") + return adapter + + @staticmethod + def _make_store( + store: LightningStore | None, + strategy: ExecutionStrategy, + ) -> LightningStore: """Resolve the store implementation backing rollouts, attempts, spans, and resources. By default, it's always a in-memory store. If using a client/server execution strategy, the in-memory store will be initialized in a thread-safe manner. """ + if store is not None: + if not isinstance(cast("object", store), LightningStore): + raise TypeError(f"store must be an instance of LightningStore, got {type(store).__name__}.") + return store is_client_server = isinstance(strategy, ClientServerExecutionStrategy) - default_store_factory = lambda: InMemoryLightningStore(thread_safe=is_client_server) - return build_component( - store, - expected_type=LightningStore, - spec_name="store", - default_factory=default_store_factory, - invalid_spec_error_fmt="Invalid store type: {actual_type}. Expected LightningStore, str, dict, or None.", - type_error_fmt="Store factory returned {type_name}, which is not a LightningStore subclass.", - ) + return InMemoryLightningStore(thread_safe=is_client_server) + @staticmethod def _make_strategy( - self, - strategy: ComponentSpec[ExecutionStrategy], + strategy: ExecutionStrategy | None, *, n_runners: int, - port: Optional[int] = None, ) -> ExecutionStrategy: """Resolve the execution strategy and seed defaults such as `n_runners`.""" - if isinstance(strategy, ExecutionStrategy): - if port is not None and isinstance(strategy, ClientServerExecutionStrategy): - strategy.server_port = port + if strategy is not None: + if not isinstance(cast("object", strategy), ExecutionStrategy): + raise TypeError(f"strategy must be an instance of ExecutionStrategy, got {type(strategy).__name__}.") return strategy - optional_defaults: Dict[str, Callable[[], Any]] = {"n_runners": lambda: n_runners} - if port is not None: - optional_defaults["server_port"] = lambda: port - - def default_factory() -> ExecutionStrategy: - if port is not None: - return ClientServerExecutionStrategy(n_runners=n_runners, server_port=port) - return ClientServerExecutionStrategy(n_runners=n_runners) - - return build_component( - strategy, - expected_type=ExecutionStrategy, - spec_name="strategy", - default_factory=default_factory, - optional_defaults=optional_defaults, - invalid_spec_error_fmt="Invalid strategy type: {actual_type}. Expected ExecutionStrategy, str, dict, or None.", - type_error_fmt="Strategy factory returned {type_name}, which is not an ExecutionStrategy subclass.", - registry=ExecutionStrategyRegistry, - ) - - def _make_llm_proxy( + return ClientServerExecutionStrategy(n_runners=n_runners) + + @staticmethod + def _make_llm_proxy(llm_proxy: LLMProxy | None) -> LLMProxy | None: + """Resolve an optional LLM proxy instance.""" + if llm_proxy is None: + return None + if not isinstance(cast("object", llm_proxy), LLMProxy): + raise TypeError(f"llm_proxy must be an instance of LLMProxy, got {type(llm_proxy).__name__}.") + return llm_proxy + + def _make_runner( self, - llm_proxy: ComponentSpec[LLMProxy], - *, - store: LightningStore, - ) -> Optional[LLMProxy]: - """Resolve an optional LLM proxy and ensure it shares the trainer's store instance.""" - if isinstance(llm_proxy, LLMProxy): - return llm_proxy - - optional_defaults: Dict[str, Callable[[], Any]] = {"store": lambda: store} - if isinstance(llm_proxy, dict): - llm_proxy = {**llm_proxy} - llm_proxy.setdefault("store", store) - - return build_component( - llm_proxy, - expected_type=LLMProxy, - spec_name="llm_proxy", - allow_none=True, - optional_defaults=optional_defaults, - invalid_spec_error_fmt="Invalid llm_proxy type: {actual_type}. Expected LLMProxy, dict, str, or None.", - type_error_fmt="llm_proxy factory returned {type_name}, which is not an LLMProxy subclass.", - ) - - def _make_runner(self, runner: ComponentSpec[Runner[Any]]) -> Runner[Any]: + runner: Runner[Any] | None, + ) -> Runner[Any]: """Resolve the runner responsible for executing the agent inside each worker.""" - optional_defaults: Dict[str, Callable[[], Any]] = {"tracer": lambda: self.tracer} + if runner is not None: + if not isinstance(cast("object", runner), Runner): + raise TypeError(f"runner must be an instance of Runner, got {type(runner).__name__}.") + return runner if self.max_rollouts is not None: - optional_defaults["max_rollouts"] = lambda: self.max_rollouts - - def default_runner_factory() -> Runner[Any]: - return instantiate_component(LitAgentRunner, optional_defaults=optional_defaults) - - return build_component( - runner, - expected_type=Runner, - spec_name="runner", - default_factory=default_runner_factory, - optional_defaults=optional_defaults, - invalid_spec_error_fmt="Invalid runner type: {actual_type}. Expected Runner, callable, str, dict, or None.", - type_error_fmt="Runner factory returned {type_name}, which is not a Runner subclass.", - ) + return LitAgentRunner[Any](tracer=self.tracer, max_rollouts=self.max_rollouts) + return LitAgentRunner[Any](tracer=self.tracer) - def _normalize_hooks(self, hooks: Optional[Union[Hook, Sequence[Hook]]]) -> Sequence[Hook]: + @staticmethod + def _normalize_hooks(hooks: Union[Hook, Sequence[Hook]] | None) -> Sequence[Hook]: """Coerce hook inputs into an immutable sequence for runner initialization.""" if hooks is None: return () @@ -394,9 +283,9 @@ def _normalize_hooks(self, hooks: Optional[Union[Hook, Sequence[Hook]]]) -> Sequ def fit( self, agent: LitAgent[T_co], - train_dataset: Optional[Dataset[T_co]] = None, + train_dataset: Dataset[T_co] | None = None, *, - val_dataset: Optional[Dataset[T_co]] = None, + val_dataset: Dataset[T_co] | None = None, ) -> None: """Execute the full algorithm/runner training loop. @@ -414,35 +303,26 @@ def fit( val_dataset: Optional iterable consumed by validation passes. """ if isinstance(train_dataset, str): - logger.warning( - "Trainer.fit will no longer accepts a string URL in future version. " - "To continue using a string URL, please use Trainer.fit_v0 instead. " - "See documentation for how to migrate to latest version: https://microsoft.github.io/agent-lightning/stable/" - ) - return self.fit_v0( # type: ignore - agent, - train_dataset, - val_dataset, # type: ignore + raise TypeError( + "Trainer.fit no longer accepts string datasets. Use the latest execution-based API " + "with `ExecutionStrategy` and store-backed datasets." ) - - agent.set_trainer(self) - algorithm_bundle = functools.partial( self._algorithm_bundle, train_dataset=train_dataset, val_dataset=val_dataset, algorithm=self.algorithm, ) - runner_bundle = functools.partial(self._runner_bundle, agent=agent) + runner_bundle = functools.partial(_run_runner_bundle, agent=agent, runner=self.runner, hooks=self.hooks) self.strategy.execute(algorithm_bundle, runner_bundle, self.store) def dev( self, agent: LitAgent[T_co], - train_dataset: Optional[Dataset[T_co]] = None, + train_dataset: Dataset[T_co] | None = None, *, - val_dataset: Optional[Dataset[T_co]] = None, + val_dataset: Dataset[T_co] | None = None, ) -> None: """Exercise the infrastructure using a fast, synchronous algorithm. @@ -451,8 +331,6 @@ def dev( [`FastAlgorithm`][agentlightning.FastAlgorithm]. This keeps the loop responsive for debugging while still touching the same store, runners, hooks, and tracer plumbing. - If no algorithm is provided, a default [`Baseline`][agentlightning.Baseline] algorithm will be used. - Args: agent: [`LitAgent`][agentlightning.LitAgent] implementation to execute. train_dataset: Optional iterable passed to the algorithm. @@ -461,110 +339,51 @@ def dev( Raises: TypeError: If the configured algorithm does not inherit from `FastAlgorithm`. """ - agent.set_trainer(self) - - # Sanity check - if self.algorithm is None: - algorithm = Baseline() - else: - algorithm = self.algorithm - - if not isinstance(algorithm, FastAlgorithm): + if not isinstance(self.algorithm, FastAlgorithm): raise TypeError( "Trainer.dev() requires an algorithm that inherits from FastAlgorithm. " - f"Received {type(algorithm).__name__}." + f"Received {type(self.algorithm).__name__}." ) algorithm_bundle = functools.partial( self._algorithm_bundle, train_dataset=train_dataset, val_dataset=val_dataset, - algorithm=algorithm, + algorithm=self.algorithm, ) - runner_bundle = functools.partial(self._runner_bundle, agent=agent) + runner_bundle = functools.partial(_run_runner_bundle, agent=agent, runner=self.runner, hooks=self.hooks) self.strategy.execute(algorithm_bundle, runner_bundle, self.store) async def _algorithm_bundle( self, store: LightningStore, event: ExecutionEvent, - train_dataset: Optional[Dataset[T_co]], - val_dataset: Optional[Dataset[T_co]], - algorithm: Optional[Algorithm], + train_dataset: Dataset[T_co] | None, + val_dataset: Dataset[T_co] | None, + algorithm: Algorithm, ) -> None: """Internal entry point executed by the strategy for the algorithm role. - This coroutine is scheduled inside the strategy's process/thread and is responsible - for binding algorithm dependencies (store, adapter, initial resources, proxy) before - invoking [`Algorithm.run`][agentlightning.Algorithm.run]. - When `algorithm` is `None` the bundle simply waits for the - shared `event` to signal shutdown so runners can still execute (useful for manual queue - seeding or external algorithms). + This coroutine is scheduled inside the strategy's process/thread. It packages the + runtime dependencies into one immutable [`AlgorithmContext`][agentlightning.AlgorithmContext] + and passes that context to [`Algorithm.run`][agentlightning.Algorithm.run]. """ - if algorithm is not None: - algorithm.set_trainer(self) - algorithm.set_store(store) - algorithm.set_adapter(self.adapter) - if self.initial_resources is not None: - algorithm.set_initial_resources(self.initial_resources) - if self.llm_proxy is not None: - self.llm_proxy.set_store(store) - algorithm.set_llm_proxy(self.llm_proxy) - - if algorithm is None: - while not event.is_set(): - await asyncio.sleep(0.1) - return + if self.llm_proxy is not None: + self.llm_proxy.set_store(store) + + context = AlgorithmContext( + store=store, + event=event, + adapter=self.adapter, + llm_proxy=self.llm_proxy, + initial_resources=self.initial_resources, + train_dataset=train_dataset, + val_dataset=val_dataset, + ) try: - if algorithm.is_async(): - await algorithm.run( # type: ignore - train_dataset=train_dataset, - val_dataset=val_dataset, - ) - else: - # This will block the event loop to maximize the debugging experience - # It's the responsibility of the execution strategy to enable async execution - algorithm.run( - train_dataset=train_dataset, - val_dataset=val_dataset, - ) + result = algorithm.run(context) + if result is not None: + await result except Exception: logger.exception("Algorithm bundle encountered an error.") raise - - async def _runner_bundle( - self, store: LightningStore, worker_id: int, event: ExecutionEvent, agent: LitAgent[T_co] - ) -> None: - """Internal entry point executed by the strategy for each runner role. - - The bundle materializes the configured runner, binds the agent and hooks, associates - the worker with the shared store, and then drives the runner's [`iter`][agentlightning.Runner.iter] - loop until the execution event is set or an exception occurs. Cleanup mirrors the initialization - sequence to keep tracer state, hooks, and agent resources consistent across restarts. - """ - runner_instance: Runner[Any] | None = None - runner_initialized = False - worker_initialized = False - try: - # If not using shm execution strategy, we are already in the forked process - runner_instance = self.runner - runner_instance.init(agent=agent, hooks=self.hooks) - runner_initialized = True - runner_instance.init_worker(worker_id, store) - worker_initialized = True - await runner_instance.iter(event=event) - except Exception: - logger.exception("Runner bundle encountered an error (worker_id=%s).", worker_id) - raise - finally: - if runner_instance is not None: - if worker_initialized: - try: - runner_instance.teardown_worker(worker_id) - except Exception: - logger.exception("Error during runner worker teardown (worker_id=%s).", worker_id) - if runner_initialized: - try: - runner_instance.teardown() - except Exception: - logger.exception("Error during runner teardown (worker_id=%s).", worker_id) diff --git a/agentlightning/types/core.py b/agentlightning/types/core.py index b53683fe0..056c79d83 100644 --- a/agentlightning/types/core.py +++ b/agentlightning/types/core.py @@ -4,6 +4,7 @@ from __future__ import annotations +from dataclasses import dataclass, field from typing import ( TYPE_CHECKING, Any, @@ -25,26 +26,30 @@ overload, ) -from opentelemetry.sdk.trace import ReadableSpan -from pydantic import BaseModel, Field, model_validator +from pydantic import BaseModel, ConfigDict, Field, model_validator -from .tracer import Span, SpanCoreFields +from .tracer import Span if TYPE_CHECKING: + from agentlightning.adapter import TraceAdapter + from agentlightning.execution.events import ExecutionEvent from agentlightning.litagent import LitAgent + from agentlightning.llm_proxy import LLMProxy from agentlightning.runner.base import Runner + from agentlightning.store.base import LightningStore from agentlightning.tracer.base import Tracer + from .resources import NamedResources + __all__ = [ "Triplet", - "RolloutLegacy", - "Task", "TaskInput", - "TaskIfAny", - "RolloutRawResultLegacy", - "RolloutRawResult", + "RolloutResult", + "AlgorithmContext", + "AgentSpanPayload", + "SpanWriteResult", + "SpanWriter", "RolloutMode", - "GenericResponse", "ParallelWorkerBase", "Dataset", "AttemptStatus", @@ -75,35 +80,61 @@ class Triplet(BaseModel): metadata: Dict[str, Any] = Field(default_factory=dict) -class RolloutLegacy(BaseModel): - """Legacy reporting payload exchanged with the deprecated HTTP server. +class AgentSpanPayload(BaseModel): + """Span payload produced by agents during rollout. - !!! warning "Deprecated" - Use [`Rollout`][agentlightning.Rollout] instead. + The payload intentionally omits rollout ownership fields; the framework assigns + ownership (rollout/attempt/sequence) when persisting. """ - rollout_id: str + model_config = ConfigDict(extra="forbid") - # Echoing the input task - task: Optional[Task] = None + name: str + status: Dict[str, Any] + attributes: Dict[str, Any] + start_time: Optional[float] = None + end_time: Optional[float] = None - # Primary, high-level feedback - final_reward: Optional[float] = None - # Structured, sequential feedback for RL-style optimization - triplets: Optional[List[Triplet]] = None +RunConfig = Dict[str, Any] +"""General algorithm config container passed via context.""" - # Optional, rich-context data for deep analysis - trace: Optional[List[Dict[str, Any]]] = Field( - default=None, - description="A list of spans that conform to the OpenTelemetry JSON format. " - "Users of the opentelemetry-sdk can generate this by calling " - "json.loads(readable_span.to_json()).", - ) - logs: Optional[List[str]] = None +RolloutResult = Union[None, float, List[AgentSpanPayload]] +"""Algorithm/LitAgent return contract for a completed rollout.""" - # A bucket for any other relevant information - metadata: Dict[str, Any] = Field(default_factory=dict) + +@dataclass(frozen=True) +class AlgorithmContext: + """Input context passed into :meth:`Algorithm.run`.""" + + store: "LightningStore" + event: "ExecutionEvent" + adapter: Optional["TraceAdapter[Any]"] = None + llm_proxy: Optional["LLMProxy"] = None + initial_resources: Optional["NamedResources"] = None + train_dataset: Optional[Dataset[Any]] = None + val_dataset: Optional[Dataset[Any]] = None + config: RunConfig = field(default_factory=lambda: cast(RunConfig, {})) + + +class SpanWriteResult(BaseModel): + """Result summary for a span-batch write attempt.""" + + inserted: int = 0 + duplicates: int = 0 + failed: int = 0 + + +class SpanWriter(Protocol): + """Interface for writing owned spans into the store.""" + + async def __call__( + self, + *, + rollout_id: str, + attempt_id: str, + spans: "Sequence[AgentSpanPayload]", + ) -> SpanWriteResult: ... RolloutStatus = Literal[ @@ -118,12 +149,12 @@ class RolloutLegacy(BaseModel): """The status of a rollout.""" AttemptStatus = Literal[ - # A status is essentially a process. - # It should not have scheduling/management statuses like "queuing" or "cancelled". + # Attempt execution status and terminal reason. "preparing", "running", "failed", "succeeded", + "cancelled", "unresponsive", # the worker has not reported results for a while "timeout", # the worker has been emitting new logs, but have been working on the task for too long ] @@ -260,79 +291,6 @@ class Worker(BaseModel): """Task input type. Accepts arbitrary payloads.""" -class Task(BaseModel): - """Rollout request served to client agents. - - !!! warning "Deprecated" - The legacy HTTP client/server stack still uses this model. Prefer - [`LightningStore`][agentlightning.LightningStore] APIs for new workflows. - """ - - rollout_id: str - input: TaskInput - - mode: Optional[RolloutMode] = None - resources_id: Optional[str] = None - - # Optional fields for tracking task lifecycle - create_time: Optional[float] = None - last_claim_time: Optional[float] = None - num_claims: Optional[int] = None - - # Allow additional metadata fields - metadata: Dict[str, Any] = Field(default_factory=dict) - - -class TaskIfAny(BaseModel): - """A task or indication that no task is available. - - !!! warning "Deprecated" - Use [`LightningStore`][agentlightning.LightningStore] APIs for new workflows. - """ - - is_available: bool - """Indication that a task is available.""" - task: Optional[Task] = None - - -RolloutRawResultLegacy = Union[None, float, List[Triplet], List[Dict[str, Any]], List[ReadableSpan], RolloutLegacy] -"""Legacy rollout result type. - -!!! warning "Deprecated" - Use [`RolloutRawResult`][agentlightning.RolloutRawResult] instead. -""" - -RolloutRawResult = Union[ - None, # nothing (relies on tracer) - float, # only final reward - List[ReadableSpan], # constructed OTEL spans by user - List[Span], # constructed Span objects by user - List[SpanCoreFields], # constructed SpanCoreFields objects by user -] -"""Rollout result type. - -Possible return values of [`rollout`][agentlightning.LitAgent.rollout]. -""" - - -class GenericResponse(BaseModel): - """Generic server response used by compatibility endpoints. - - !!! warning "Deprecated" - This response is no longer used by the new - [`LightningStore`][agentlightning.LightningStore] APIs. - - Attributes: - status: Status string describing the result of the request. - message: Optional human readable explanation. - data: Arbitrary payload serialized as JSON. - """ - - status: str = "success" - message: Optional[str] = None - data: Optional[Dict[str, Any]] = None - - class ParallelWorkerBase: """Base class for workloads executed across multiple worker processes. @@ -399,6 +357,9 @@ async def on_trace_start( tracer: The [`Tracer`][agentlightning.Tracer] instance associated with the runner. rollout: The [`Rollout`][agentlightning.Rollout] object that will be processed. + This is a control hook. If it raises, the runner treats the attempt as + failed and applies the caller's normal exception policy. + Subclasses can override this method to implement custom logic such as logging, metric collection, or resource setup. By default, this is a no-op. """ @@ -414,6 +375,9 @@ async def on_trace_end( tracer: The [`Tracer`][agentlightning.Tracer] instance associated with the runner. rollout: The [`Rollout`][agentlightning.Rollout] object that has been processed. + This is an observation hook. If it raises, the runner logs the exception + and preserves the attempt outcome. + Subclasses can override this method to implement custom logic such as logging, metric collection, or resource cleanup. By default, this is a no-op. """ @@ -426,6 +390,9 @@ async def on_rollout_start(self, *, agent: LitAgent[Any], runner: Runner[Any], r runner: The [`Runner`][agentlightning.Runner] managing the rollout. rollout: The [`Rollout`][agentlightning.Rollout] object that will be processed. + This is a control hook. If it raises, the runner treats the attempt as + failed and applies the caller's normal exception policy. + Subclasses can override this method to implement custom logic such as logging, metric collection, or resource setup. By default, this is a no-op. @@ -437,7 +404,7 @@ async def on_rollout_end( agent: LitAgent[Any], runner: Runner[Any], rollout: Rollout, - spans: Union[List[ReadableSpan], List[Span]], + spans: List[Span], ) -> None: """Hook called after a rollout *attempt* completes. @@ -447,6 +414,9 @@ async def on_rollout_end( rollout: The [`Rollout`][agentlightning.Rollout] object that has been processed. spans: The spans that have been added to the store. + This is an observation hook. If it raises, the runner logs the exception + and preserves the attempt outcome. + Subclasses can override this method for cleanup or additional logging. By default, this is a no-op. """ @@ -543,7 +513,7 @@ def __getitem__(self, index: Union[int, slice]) -> Union[T_item, Sequence[T_item # Overriding __iter__ enables list(paginated_result) to work as expected, # but changes Pydantic's default dict iteration behavior (which would otherwise # iterate over field names). - def __iter__(self) -> Iterator[T_item]: # type: ignore + def __iter__(self) -> Iterator[T_item]: # pyright: ignore[reportIncompatibleMethodOverride] return iter(self.items) def __repr__(self) -> str: diff --git a/agentlightning/types/resources.py b/agentlightning/types/resources.py index 7616a7118..83eb3f12e 100644 --- a/agentlightning/types/resources.py +++ b/agentlightning/types/resources.py @@ -1,9 +1,9 @@ # Copyright (c) Microsoft. All rights reserved. -from __future__ import annotations - """Typed representations of tunable resources shared between Agent Lightning components.""" +from __future__ import annotations + import inspect import logging from typing import ( @@ -12,6 +12,7 @@ Dict, Literal, Optional, + TypeAlias, Union, ) @@ -69,7 +70,7 @@ class ProxyLLM(LLM): endpoint so that downstream services can attribute requests correctly. """ - resource_type: Literal["proxy_llm"] = "proxy_llm" # type: ignore + resource_type: Literal["proxy_llm"] = "proxy_llm" # pyright: ignore[reportIncompatibleVariableOverride] _initialized: bool = False def model_post_init(self, __context: Any) -> None: @@ -166,10 +167,8 @@ def format(self, **kwargs: Any) -> str: ) -# Use discriminated union for proper deserialization -# TODO: migrate to use a registry -ResourceUnion = Annotated[Union[LLM, ProxyLLM, PromptTemplate], Field(discriminator="resource_type")] -NamedResources = Dict[str, ResourceUnion] +ResourceUnion: TypeAlias = Annotated[Union[LLM, ProxyLLM, PromptTemplate], Field(discriminator="resource_type")] +NamedResources: TypeAlias = Dict[str, ResourceUnion] """Mapping from resource names to their configured instances. Examples: diff --git a/agentlightning/types/tracer.py b/agentlightning/types/tracer.py index 2db9a2f48..808747db6 100644 --- a/agentlightning/types/tracer.py +++ b/agentlightning/types/tracer.py @@ -7,7 +7,6 @@ """Data models that mirror OpenTelemetry spans for Agent Lightning.""" import json -from enum import Enum from typing import Any, Dict, List, Literal, Optional, Protocol, Sequence, Union from opentelemetry import trace as trace_api @@ -30,8 +29,6 @@ "Link", "OtelResource", "Span", - "SpanNames", - "SpanAttributeNames", "SpanLike", "StatusCode", "SpanCoreFields", @@ -478,35 +475,5 @@ def from_core_fields( ) -class SpanNames(str, Enum): - """Enumerated span names recognised by Agent-lightning. Deprecated in favor of [semconv][agentlightning.semconv].""" - - REWARD = "agentlightning.reward" - """The name of the reward span.""" - MESSAGE = "agentlightning.message" - """The name of the message span.""" - OBJECT = "agentlightning.object" - """The name of the object span.""" - EXCEPTION = "agentlightning.exception" - """The name of the exception span.""" - VIRTUAL = "agentlightning.virtual" - """The name of the virtual span. It represents derived spans without concrete operations.""" - ROLLOUT_ID = "agentlightning.rollout_id" - """The name of the rollout ID.""" - ATTEMPT_ID = "agentlightning.attempt_id" - """The name of the attempt ID.""" - SPAN_SEQUENCE_ID = "agentlightning.span_sequence_id" - """The name of the span sequence ID.""" - - -class SpanAttributeNames(str, Enum): - """Canonical attribute names written by Agent Lightning emitters. Deprecated in favor of [semconv][agentlightning.semconv].""" - - MESSAGE = "message" - """The name of the message attribute.""" - OBJECT = "object" - """The name of the object attribute.""" - - SpanLike = Union[ReadableSpan, Span] """Union type of OpenTelemetry `ReadableSpan` and Agent-lightning [`Span`][agentlightning.Span].""" diff --git a/agentlightning/utils/async_store_span_writer.py b/agentlightning/utils/async_store_span_writer.py new file mode 100644 index 000000000..3c1a45033 --- /dev/null +++ b/agentlightning/utils/async_store_span_writer.py @@ -0,0 +1,143 @@ +# Copyright (c) Microsoft. All rights reserved. + +"""Async helpers for submitting coroutines to a dedicated event loop. + +The store-backed tracing/exporter path in this codebase submits I/O work from +sync callbacks into a dedicated background loop. Both ``LightningSpanProcessor`` +and ``LightningSpanExporter`` need the same loop/thread/shutdown behavior, so this +utility centralizes that logic. +""" + +from __future__ import annotations + +import asyncio +import logging +import os +import threading +from typing import Coroutine, Optional, TypeVar + +logger = logging.getLogger(__name__) + +STORE_WRITE_TIMEOUT_SECONDS = 10.0 + +T_co = TypeVar("T_co") + + +class AsyncStoreSpanWriter: + """Submit coroutine callbacks from sync code on a dedicated event-loop thread.""" + + def __init__( + self, + *, + thread_name: str, + clear_on_fork: bool = False, + startup_timeout: float = 30.0, + shutdown_timeout: float = 5.0, + ) -> None: + self._thread_name = thread_name + self._clear_on_fork = clear_on_fork + self._startup_timeout = startup_timeout + self._shutdown_timeout = shutdown_timeout + self._loop: Optional[asyncio.AbstractEventLoop] = None + self._loop_thread: Optional[threading.Thread] = None + self._loop_ready = threading.Event() + self._loop_init_lock = threading.Lock() + self._loop_lock_pid: Optional[int] = None + self._lock: Optional[threading.Lock] = None + + @property + def loop(self) -> Optional[asyncio.AbstractEventLoop]: + """The worker event loop currently owned by the writer.""" + return self._loop + + @property + def loop_thread(self) -> Optional[threading.Thread]: + """The worker loop thread.""" + return self._loop_thread + + @property + def lock(self) -> Optional[threading.Lock]: + """The optional non-loop shared lock.""" + return self._lock + + def _ensure_fork_context(self) -> None: + if not self._clear_on_fork: + if self._loop_lock_pid is None: + self._loop_lock_pid = os.getpid() + return + + current_pid = os.getpid() + if self._loop_lock_pid is None: + self._loop_lock_pid = current_pid + return + + if self._loop_lock_pid != current_pid: + logger.warning("Loop and lock are not owned by the current process. Clearing them.") + self._loop = None + self._loop_thread = None + self._loop_ready.clear() + self._loop_lock_pid = current_pid + self._lock = None + + def _run_loop(self) -> None: + loop = self._loop + assert loop is not None, "Loop should be initialized before thread starts" + asyncio.set_event_loop(loop) + self._loop_ready.set() + loop.run_forever() + + def ensure_loop(self) -> asyncio.AbstractEventLoop: + """Initialize and return the writer loop/thread.""" + self._ensure_fork_context() + if self._loop_thread is not None and self._loop is not None: + return self._loop + + with self._loop_init_lock: + if self._loop_thread is not None and self._loop is not None: + return self._loop + + self._loop_ready.clear() + self._loop = asyncio.new_event_loop() + self._loop_thread = threading.Thread(target=self._run_loop, name=self._thread_name, daemon=True) + self._loop_thread.start() + if not self._loop_ready.wait(timeout=self._startup_timeout): + raise RuntimeError("Timed out waiting for async loop thread to start") + return self._loop + + def ensure_lock(self) -> threading.Lock: + """Initialize and return a shared lock.""" + self._ensure_fork_context() + if self._lock is None: + self._lock = threading.Lock() + return self._lock + + def run_in_loop(self, coro: Coroutine[object, object, T_co], *, timeout: Optional[float] = None) -> Optional[T_co]: + """Submit a coroutine to the loop and wait for completion.""" + loop = self.ensure_loop() + if threading.current_thread() is self._loop_thread: + loop.call_soon_threadsafe(asyncio.create_task, coro) + return None + + future = asyncio.run_coroutine_threadsafe(coro, loop) + return future.result(timeout=timeout) + + def shutdown(self) -> None: + """Stop the loop thread and release loop resources.""" + if self._loop is None or self._loop_thread is None: + return + + try: + if threading.current_thread() is self._loop_thread: + self._loop.stop() + else: + self._loop.call_soon_threadsafe(self._loop.stop) + self._loop_thread.join(timeout=self._shutdown_timeout) + except Exception: + logger.exception("Error while shutting down async loop writer.") + finally: + try: + self._loop.close() + except Exception: + logger.warning("Failed to close async loop.", exc_info=True) + self._loop = None + self._loop_thread = None diff --git a/agentlightning/utils/metrics.py b/agentlightning/utils/metrics.py index 2c7751c72..b9e7a93e8 100644 --- a/agentlightning/utils/metrics.py +++ b/agentlightning/utils/metrics.py @@ -18,7 +18,8 @@ import tempfile import time from dataclasses import dataclass -from typing import TYPE_CHECKING, Any, Dict, List, Optional, Sequence, Tuple +from importlib import import_module +from typing import TYPE_CHECKING, Any, Dict, List, Optional, Sequence, Tuple, cast import aiologic @@ -755,7 +756,7 @@ def __init__(self) -> None: ImportError: If prometheus_client is not installed. """ try: - import prometheus_client # type: ignore + import_module("prometheus_client") except ImportError: raise ImportError( "prometheus_client is not installed. Please either install it or use ConsoleMetricsBackend instead." @@ -1019,7 +1020,7 @@ def shutdown_metrics(server: Any = None, worker: Any = None, *args: Any, **kwarg pid = worker.pid else: pid = os.getpid() - multiprocess.mark_process_dead(pid, path.name) # type: ignore + cast(Any, multiprocess).mark_process_dead(pid, path.name) logger.debug("Marked Prometheus metrics for process %d as dead", pid) except Exception as e: logger.error("Error during metrics cleanup: %s", str(e)) diff --git a/agentlightning/utils/otel.py b/agentlightning/utils/otel.py index 59909d2ff..43d688f69 100644 --- a/agentlightning/utils/otel.py +++ b/agentlightning/utils/otel.py @@ -5,7 +5,7 @@ import json import logging import traceback -from typing import Any, Dict, List, Sequence, Type, TypeVar, Union, cast +from typing import Any, Dict, List, Mapping, Sequence, Type, TypeVar, Union, cast from warnings import filterwarnings import opentelemetry.trace as trace_api @@ -24,6 +24,7 @@ from agentlightning.utils.otlp import LightningStoreOTLPExporter logger = logging.getLogger(__name__) +_UNSET_TRACER_PROVIDER = object() __all__ = [ "full_qualified_name", @@ -49,7 +50,7 @@ T_SpanProcessor = TypeVar("T_SpanProcessor", bound=SpanProcessor) -def full_qualified_name(obj: type) -> str: +def full_qualified_name(obj: type[Any]) -> str: if str(obj.__module__) == "builtins": return obj.__qualname__ return f"{obj.__module__}.{obj.__qualname__}" @@ -64,7 +65,7 @@ def get_tracer_provider(inspect: bool = True) -> TracerProviderImpl: """ from agentlightning.tracer.otel import LightningSpanProcessor - if hasattr(trace_api, "_TRACER_PROVIDER") and trace_api._TRACER_PROVIDER is None: # type: ignore[attr-defined] + if getattr(trace_api, "_TRACER_PROVIDER", _UNSET_TRACER_PROVIDER) is None: raise RuntimeError("Tracer is not initialized. Cannot emit a meaningful span.") tracer_provider = otel_get_tracer_provider() if not isinstance(tracer_provider, TracerProviderImpl): @@ -89,12 +90,13 @@ def get_tracer_provider(inspect: bool = True) -> TracerProviderImpl: emitter_debug = logging.DEBUG >= logger_effective_level if emitter_debug: - active_span_processor = tracer_provider._active_span_processor # pyright: ignore[reportPrivateUsage] + tracer_provider_api = cast(Any, tracer_provider) + active_span_processor = tracer_provider_api._active_span_processor processors: List[str] = [] active_span_processor_cls = active_span_processor.__class__.__name__ - for processor in active_span_processor._span_processors: # pyright: ignore[reportPrivateUsage] + for processor in active_span_processor._span_processors: if isinstance(processor, LightningSpanProcessor): - # The legacy case for tracers without OTLP support. + # Direct store writer path for tracers without OTLP support. processors.append(f"{active_span_processor_cls} - {processor!r}") elif isinstance(processor, (SimpleSpanProcessor, BatchSpanProcessor)): processor_cls = processor.__class__.__name__ @@ -103,7 +105,7 @@ def get_tracer_provider(inspect: bool = True) -> TracerProviderImpl: processors.append(f"{active_span_processor_cls} - {processor_cls} - {processor.span_exporter!r}") elif isinstance(processor.span_exporter, OTLPSpanExporter): # You need to be careful if the code goes into this path. - endpoint = processor.span_exporter._endpoint # pyright: ignore[reportPrivateUsage] + endpoint = cast(Any, processor.span_exporter)._endpoint processors.append( f"{active_span_processor_cls} - {processor_cls} - " f"{processor.span_exporter.__class__.__name__}(endpoint={endpoint!r})" @@ -136,7 +138,8 @@ def get_span_processors( A list of span processors of the expected type. """ processors: List[T_SpanProcessor] = [] - for processor in tracer_provider._active_span_processor._span_processors: # pyright: ignore[reportPrivateUsage] + tracer_provider_api = cast(Any, tracer_provider) + for processor in tracer_provider_api._active_span_processor._span_processors: if isinstance(processor, expected_type): processors.append(processor) return processors @@ -154,7 +157,7 @@ def get_tracer(use_active_span_processor: bool = True) -> trace_api.Tracer: Raises: RuntimeError: If OpenTelemetry was not initialized before calling this helper. """ - if hasattr(trace_api, "_TRACER_PROVIDER") and trace_api._TRACER_PROVIDER is None: # type: ignore[attr-defined] + if getattr(trace_api, "_TRACER_PROVIDER", _UNSET_TRACER_PROVIDER) is None: raise RuntimeError("Tracer is not initialized. Cannot emit a meaningful span.") tracer_provider = get_tracer_provider(inspect=True) # inspection is on by default @@ -176,7 +179,7 @@ def get_tracer(use_active_span_processor: bool = True) -> trace_api.Tracer: # We use an empty span processor to avoid emitting spans to the tracer SynchronousMultiSpanProcessor(), tracer_provider.id_generator, - InstrumentationInfo("agentlightning", "", ""), # type: ignore + cast(Any, InstrumentationInfo)("agentlightning", "", ""), SpanLimits(), InstrumentationScope( "agentlightning", @@ -209,7 +212,7 @@ def extract_tags_from_attributes(attributes: Dict[str, Any]) -> List[str]: return TypeAdapter(List[str]).validate_python(maybe_tag_list) -def make_link_attributes(links: Dict[str, str]) -> Dict[str, Any]: +def make_link_attributes(links: Mapping[str, object]) -> Dict[str, Any]: """Convert a dictionary of links into flattened attributes for span linking. Links example: @@ -223,7 +226,7 @@ def make_link_attributes(links: Dict[str, str]) -> Dict[str, Any]: """ link_list: List[Dict[str, str]] = [] for key, value in links.items(): - if not isinstance(value, str): # pyright: ignore[reportUnnecessaryIsInstance] + if not isinstance(value, str): raise ValueError(f"Link value must be a string, got {type(value)} for key '{key}'") link_list.append({LinkAttributes.KEY_MATCH.value: key, LinkAttributes.VALUE_MATCH.value: value}) return flatten_attributes({LightningSpanAttributes.LINK.value: link_list}, expand_leaf_lists=True) @@ -423,40 +426,43 @@ def unflatten_attributes(flat_data: Dict[str, Any]) -> Union[Dict[str, Any], Lis for part in parts[:-1]: # Ensure intermediate node is a dict - if part not in curr or not isinstance(curr[part], dict): + next_node = curr.get(part) + if not isinstance(next_node, dict): curr[part] = {} - curr = curr[part] # type: ignore[assignment] + next_node = curr[part] + curr = cast(Dict[str, Any], next_node) curr[parts[-1]] = value # 2) Recursively convert dicts-with-consecutive-numeric-keys into lists - def convert(node: Union[Dict[str, Any], List[Any]]) -> Union[Dict[str, Any], List[Any]]: + def convert(node: object) -> object: if isinstance(node, dict): + node_dict = cast(Dict[str, Any], node) # First convert children - for k, v in list(node.items()): - node[k] = convert(v) + for k, v in list(node_dict.items()): + node_dict[k] = convert(v) - if not node: + if not node_dict: # empty dict stays dict - return node + return node_dict # Check if keys are all numeric strings - keys = list(node.keys()) - if all(isinstance(k, str) and k.isdigit() for k in keys): # pyright: ignore[reportUnnecessaryIsInstance] + keys = list(node_dict.keys()) + if all(k.isdigit() for k in keys): indices = sorted(int(k) for k in keys) # Must be exactly 0..n-1 if indices == list(range(len(indices))): - return [node[str(i)] for i in range(len(indices))] + return [node_dict[str(i)] for i in range(len(indices))] - return node + return node_dict - if isinstance(node, list): # pyright: ignore[reportUnnecessaryIsInstance] - return [convert(v) for v in node] + if isinstance(node, list): + node_list = cast(List[Any], node) + return [convert(v) for v in node_list] - # Keep as is return node - return convert(root) + return cast(Union[Dict[str, Any], List[Any]], convert(root)) def sanitize_attribute_value(object: Any, force: bool = True) -> AttributeValue: diff --git a/agentlightning/utils/otlp.py b/agentlightning/utils/otlp.py index 44cfcb5a0..5b07aa8c7 100644 --- a/agentlightning/utils/otlp.py +++ b/agentlightning/utils/otlp.py @@ -4,7 +4,7 @@ import gzip import logging -from typing import Any, Awaitable, Callable, Dict, List, Mapping, Optional, Sequence, Tuple, Type, TypeVar +from typing import Any, Awaitable, Callable, Dict, List, Mapping, Optional, Sequence, Tuple, Type, TypeVar, cast from fastapi import Request, Response from google.protobuf import json_format @@ -298,7 +298,8 @@ def export(self, spans: Sequence[ReadableSpan]) -> SpanExportResult: # It means that the server supports OTLP endpoint. for span in spans: # Override the resources so that the server knows where the request comes from. - span._resource = span._resource.merge( # pyright: ignore[reportPrivateUsage] + span_api = cast(Any, span) + span_api._resource = span_api._resource.merge( Resource.create( { LightningResourceAttributes.ROLLOUT_ID.value: self._rollout_id, diff --git a/agentlightning/utils/server_launcher.py b/agentlightning/utils/server_launcher.py index 3d9c21e74..56c0c585d 100644 --- a/agentlightning/utils/server_launcher.py +++ b/agentlightning/utils/server_launcher.py @@ -98,14 +98,14 @@ class GunicornApp(BaseApplication): def __init__(self, app: FastAPI, options: Dict[str, Any]): self.application = app self.options = options - super().__init__() # type: ignore + super().__init__() def load_config(self): - cfg = self.cfg - valid_keys = cfg.settings.keys() # type: ignore + cfg = cast(Any, self.cfg) + valid_keys = cfg.settings.keys() for k, v in (self.options or {}).items(): if k in valid_keys and v is not None: - cfg.set(k, v) # type: ignore + cfg.set(k, v) def load(self): return self.application @@ -440,16 +440,17 @@ def run_gunicorn( def _watchdog() -> None: start = time.time() deadline = start + timeout + arbiter_api = cast(Any, arbiter) # First, wait for arbiter.workers to get populated - while time.time() < deadline and not arbiter.WORKERS: # type: ignore + while time.time() < deadline and not arbiter_api.WORKERS: # If arbiter died early, abort quickly. if runtime_error is not None: logger.error("Gunicorn arbiter exited during startup. Watchdog exiting.") return time.sleep(0.1) - if not arbiter.WORKERS: # type: ignore + if not arbiter_api.WORKERS: elapsed_time = time.time() - start logger.error("Gunicorn workers did not start within %.2f seconds.", elapsed_time) if runtime_error is None: @@ -465,7 +466,7 @@ def _watchdog() -> None: logger.info("Halting Gunicorn arbiter.") # Ask arbiter to stop if it's still alive. # It will make the watchdog exit too. - arbiter.signal(signal.SIGTERM, inspect.currentframe()) # type: ignore + arbiter_api.signal(signal.SIGTERM, inspect.currentframe()) else: # Timeout case: arbiter has thrown an exception. logger.error("Gunicorn arbiter exited during startup. Watchdog exiting.") @@ -521,7 +522,7 @@ def _watchdog() -> None: ) logger.info("Halting Gunicorn arbiter.") # Ask arbiter to stop if it's still alive. - arbiter.signal(signal.SIGTERM, inspect.currentframe()) # type: ignore + arbiter_api.signal(signal.SIGTERM, inspect.currentframe()) else: # If arbiter has thrown an exception, report it. logger.error("Gunicorn arbiter exited during health check. Watchdog exiting.") @@ -789,7 +790,7 @@ def _ensure_access_host(self) -> str: self._access_host = self._ensure_host() else: self._access_host = self.args.access_host - return self._access_host # type: ignore + return self._access_host def _create_uvicorn_server(self) -> uvicorn.Server: config = uvicorn.Config( @@ -926,8 +927,8 @@ async def _start_serving_process(self): # Gunicorn path when n_workers > 1 if self.args.n_workers > 1: - logger.info(f"Starting Gunicorn server...") - options = { + logger.info("Starting Gunicorn server...") + options: Dict[str, Any] = { "bind": f"{host}:{port}", "workers": int(self.args.n_workers), "worker_class": "uvicorn_worker.UvicornWorker", @@ -942,7 +943,7 @@ async def _start_serving_process(self): if "PROMETHEUS_MULTIPROC_DIR" in os.environ: from agentlightning.utils.metrics import shutdown_metrics - options["child_exit"] = shutdown_metrics # type: ignore + options["child_exit"] = shutdown_metrics self._gunicorn_app = GunicornApp(self.app, options) diff --git a/agentlightning/utils/system_snapshot.py b/agentlightning/utils/system_snapshot.py index 2a435135f..c950f616e 100644 --- a/agentlightning/utils/system_snapshot.py +++ b/agentlightning/utils/system_snapshot.py @@ -6,10 +6,10 @@ import socket from contextlib import suppress from datetime import datetime -from typing import Any, Dict, List, cast +from typing import Any, Dict, Iterable, List, cast import psutil -from gpustat import GPUStat, GPUStatCollection +from gpustat import GPUStatCollection def system_snapshot(include_gpu: bool = False) -> Dict[str, Any]: @@ -49,15 +49,16 @@ def system_snapshot(include_gpu: bool = False) -> Dict[str, Any]: gpus: List[Dict[str, Any]] = [] if include_gpu: with suppress(Exception): - for g in GPUStatCollection.new_query().gpus: # type: ignore - g = cast(GPUStat, g) + gpu_query = cast(Any, GPUStatCollection).new_query() + gpu_stats = cast(Iterable[object], gpu_query.gpus) + for g in gpu_stats: gpus.append( { - "gpu": g.name, # type: ignore - "util_pct": g.utilization, - "mem_used_mb": g.memory_used, - "mem_total_mb": g.memory_total, - "temp_c": g.temperature, + "gpu": getattr(g, "name"), + "util_pct": getattr(g, "utilization"), + "mem_used_mb": getattr(g, "memory_used"), + "mem_total_mb": getattr(g, "memory_total"), + "temp_c": getattr(g, "temperature"), } ) diff --git a/agentlightning/verl/__init__.py b/agentlightning/verl/__init__.py index 41f4d9318..91e37a42f 100644 --- a/agentlightning/verl/__init__.py +++ b/agentlightning/verl/__init__.py @@ -2,7 +2,13 @@ """This package contains a *hacky* integration of VERL with Agent Lightning.""" -from .daemon import * -from .dataset import * -from .entrypoint import * -from .trainer import * +from .trajectory import * + +try: + from .daemon import * + from .dataset import * + from .entrypoint import * + from .trainer import * +except ModuleNotFoundError as exc: + if exc.name not in {"numpy", "torch", "tensordict", "verl", "ray", "vllm"}: + raise diff --git a/agentlightning/verl/async_server.py b/agentlightning/verl/async_server.py index 433d99c98..26c0606ee 100644 --- a/agentlightning/verl/async_server.py +++ b/agentlightning/verl/async_server.py @@ -1,19 +1,22 @@ # Copyright (c) Microsoft. All rights reserved. -# type: ignore - from copy import deepcopy +from importlib import import_module +from typing import Any, Callable, cast -import ray from starlette.requests import Request from starlette.responses import JSONResponse, StreamingResponse -from verl.workers.rollout.vllm_rollout.vllm_async_server import AsyncvLLMServer -from vllm.entrypoints.openai.protocol import ChatCompletionRequest, ErrorResponse -from agentlightning.instrumentation.vllm import ChatCompletionResponsePatched, instrument_vllm +from agentlightning.instrumentation.vllm import instrument_vllm + +ray = import_module("ray") +AsyncvLLMServer = getattr(import_module("verl.workers.rollout.vllm_rollout.vllm_async_server"), "AsyncvLLMServer") +vllm_protocol = import_module("vllm.entrypoints.openai.protocol") +ChatCompletionRequest = getattr(vllm_protocol, "ChatCompletionRequest") +ErrorResponse = getattr(vllm_protocol, "ErrorResponse") -def _unwrap_ray_remote(cls): +def _unwrap_ray_remote(cls: Any) -> Any: if hasattr(cls, "__ray_actor_class__"): cls = cls.__ray_actor_class__ return cls @@ -22,14 +25,16 @@ def _unwrap_ray_remote(cls): @ray.remote(num_cpus=1) class PatchedvLLMServer(_unwrap_ray_remote(AsyncvLLMServer)): - def __init__(self, *args, **kwargs): + def __init__(self, *args: Any, **kwargs: Any) -> None: instrument_vllm() - super().__init__(*args, **kwargs) + base_init = cast(Callable[..., None], getattr(super(), "__init__")) + base_init(*args, **kwargs) - self.config = deepcopy(self.config) - self.config.rollout.multi_turn.tool_config_path = "/dev/null" + self_api = cast(Any, self) + self_api.config = deepcopy(self_api.config) + self_api.config.rollout.multi_turn.tool_config_path = "/dev/null" - async def chat_completion(self, raw_request: Request): + async def chat_completion(self, raw_request: Request) -> JSONResponse | StreamingResponse: """OpenAI-compatible HTTP endpoint. API reference: [OpenAI-compatible server documentation](https://docs.vllm.ai/en/latest/serving/openai_compatible_server.html) diff --git a/agentlightning/verl/daemon.py b/agentlightning/verl/daemon.py index 98c58f330..37673de1d 100644 --- a/agentlightning/verl/daemon.py +++ b/agentlightning/verl/daemon.py @@ -1,114 +1,47 @@ # Copyright (c) Microsoft. All rights reserved. import asyncio -import json -import os -import random import socket import threading -import time import uuid from collections import defaultdict -from collections.abc import Mapping -from typing import Any, Dict, List, Literal, Optional, Tuple, cast +from collections.abc import Iterable, Mapping, Sequence +from dataclasses import dataclass +from importlib import import_module +from typing import Any, Dict, List, Optional, Tuple, cast -import numpy as np -import requests -import torch -from flask import Flask, Response, abort, request -from tensordict import TensorDict -from verl import DataProto - -from agentlightning import LLM, AgentLightningServer, NamedResources, RolloutLegacy +from agentlightning import NamedResources from agentlightning.adapter.triplet import TracerTraceToTriplet, TraceToTripletBase +from agentlightning.emitter.reward import find_final_reward from agentlightning.llm_proxy import LLMProxy, ModelConfig from agentlightning.store.base import LightningStore -from agentlightning.types import EnqueueRolloutRequest, Rollout, RolloutConfig, Task +from agentlightning.types import EnqueueRolloutRequest, Rollout, RolloutConfig, Triplet +from agentlightning.verl.trajectory import aggregate_trajectory_traces, ids_startswith, log_mismatch_detail + +np: Any = import_module("numpy") +torch: Any = import_module("torch") +TensorDict: Any = getattr(import_module("tensordict"), "TensorDict") +DataProto: Any = getattr(import_module("verl"), "DataProto") __all__ = [ "AgentModeDaemon", "get_left_padded_ids_and_attention_mask", "get_right_padded_ids_and_attention_mask", + "ids_startswith", + "log_mismatch_detail", ] -def ids_startswith( - full_ids: List[int], prefix_ids: List[int], tokenizer: Any, debug: bool = False -) -> Tuple[bool, Tuple[bool, bool, bool]]: - is_prefix: bool - template_mismatch, retoken_mismatch, others_mismatch = False, False, False - if full_ids[: len(prefix_ids)] == prefix_ids: - is_prefix = True - return True, (template_mismatch, retoken_mismatch, others_mismatch) - else: - is_prefix = False - - if not debug: - return is_prefix, (template_mismatch, retoken_mismatch, others_mismatch) - - def _special_token_sequence(ids: List[int]) -> List[int]: - return [id for id in ids if id in tokenizer.all_special_ids] - - def _none_special_token_sequence(ids: List[int]) -> List[int]: - return [id for id in ids if id not in tokenizer.all_special_ids] - - # First, handle special tokens - full_special_ids = _special_token_sequence(full_ids) - prefix_special_ids = _special_token_sequence(prefix_ids) - if sum(1 for a, b in zip(full_special_ids, prefix_special_ids) if a != b) > 0: - template_mismatch = True - - # Next, handle string content - full_content_ids = _none_special_token_sequence(full_ids) - prefix_content_ids = _none_special_token_sequence(prefix_ids) - full_string = tokenizer.decode(full_ids, skip_special_tokens=True) - prefix_string = tokenizer.decode(prefix_ids, skip_special_tokens=True) - if full_content_ids[: len(prefix_content_ids)] != prefix_content_ids and full_string.startswith(prefix_string): - retoken_mismatch = True - elif full_content_ids[: len(prefix_content_ids)] != prefix_content_ids and not full_string.startswith( - prefix_string - ): - others_mismatch = True - return is_prefix, (template_mismatch, retoken_mismatch, others_mismatch) - - -def log_mismatch_detail( - diagnostic: Tuple[bool, bool, bool], - full_ids: List[int], - prefix_ids: List[int], - global_steps: int, - rollout_id: str, - turn_id: int, - log_dir: str | None = None, -): - if log_dir is None: - return - os.makedirs(log_dir, exist_ok=True) - template_mismatch, retoken_mismatch, others_mismatch = diagnostic - if template_mismatch: - with open(os.path.join(log_dir, "template_mismatch.log"), "a+") as f: - print( - "-" * 10 + f" Global Steps: {global_steps}, Rollout ID: {rollout_id}, Turn ID: {turn_id} " + "-" * 10, - file=f, - ) - print(full_ids, file=f) - print(prefix_ids, file=f) - if retoken_mismatch: - with open(os.path.join(log_dir, "retoken_mismatch.log"), "a+") as f: - print( - "-" * 10 + f" Global Steps: {global_steps}, Rollout ID: {rollout_id}, Turn ID: {turn_id} " + "-" * 10, - file=f, - ) - print(full_ids, file=f) - print(prefix_ids, file=f) - if others_mismatch: - with open(os.path.join(log_dir, "others_mismatch.log"), "a+") as f: - print( - "-" * 10 + f" Global Steps: {global_steps}, Rollout ID: {rollout_id}, Turn ID: {turn_id} " + "-" * 10, - file=f, - ) - print(full_ids, file=f) - print(prefix_ids, file=f) +@dataclass +class _CompletedRollout: + rollout_id: str + final_reward: Optional[float] + triplets: List[Triplet] + metadata: Dict[str, Any] + + +_TRACE_READY_TIMEOUT_SECONDS = 10.0 +_TRACE_READY_POLL_INTERVAL_SECONDS = 0.25 def get_left_padded_ids_and_attention_mask( @@ -173,6 +106,21 @@ def get_right_padded_ids_and_attention_mask( return padded_ids, attention_mask +def _safe_mean(values: List[int]) -> float: + return float(np.mean(values)) if values else 0.0 + + +def _safe_ratio(numerator: int, denominator: int) -> float: + return numerator / denominator if denominator else 0.0 + + +def _get_bool_config(config: Mapping[str, Any], key: str, default: bool = False) -> bool: + value = config.get(key, default) + if not isinstance(value, bool): + raise TypeError(f"trace_aggregator.{key} must be a bool.") + return value + + def _find_available_port() -> int: with socket.socket(socket.AF_INET, socket.SOCK_STREAM) as s: s.bind(("", 0)) @@ -191,11 +139,13 @@ def _to_native(obj: Any) -> Any: # 3) Dict-like -> dict if isinstance(obj, Mapping): - return {_to_native(k): _to_native(v) for k, v in obj.items()} # type: ignore + mapping = cast(Mapping[Any, Any], obj) + return {_to_native(k): _to_native(v) for k, v in mapping.items()} # 4) Lists/Tuples/Sets -> list if isinstance(obj, (list, tuple, set)): - return [_to_native(x) for x in obj] # type: ignore + values = cast(Iterable[Any], obj) + return [_to_native(x) for x in values] # 5) Anything else: leave as-is return obj @@ -203,11 +153,12 @@ def _to_native(obj: Any) -> Any: class AgentModeDaemon: """ - AgentModeDaemon using the AgentLightningServer SDK. + Agent-mode daemon backed by the LightningStore control plane. - This class manages the server lifecycle, task queueing, and results - retrieval, while also running a proxy server for LLM requests. It maintains - the original interface for compatibility with the RayPPOTrainer. + This class manages rollout queuing, result retrieval, and the proxy server + for LLM requests. It maintains the original interface expected by the + RayPPOTrainer integration while using the store/proxy/adapter execution + model. """ def __init__( @@ -218,47 +169,38 @@ def __init__( tokenizer: Any, mini_batch_size: int, pad_token_id: int, - reward_fillna_value: float = 0.0, + reward_fillna_value: float | None = 0.0, llm_timeout_seconds: float = 1200.0, - mode: Literal["v0", "v1"] = "v1", llm_proxy: LLMProxy | None = None, store: LightningStore | None = None, adapter: TraceToTripletBase | None = None, processor: Any = None, image_base_dir: Optional[str] = None, - trace_aggregator: Dict[str, Any] = {"level": "transition"}, + trace_aggregator: Dict[str, Any] | None = None, ): - self.mode = mode + if store is None: + raise ValueError("VERL v1 execution requires a store instance.") + + self.store = store self.llm_timeout_seconds = llm_timeout_seconds - # Server and Task Configuration - if mode == "v0": - assert port is not None - self.server_port = port - self.server = AgentLightningServer( - host="0.0.0.0", port=self.server_port, task_timeout_seconds=self.llm_timeout_seconds + if llm_proxy is None: + self.llm_proxy = LLMProxy( + port=_find_available_port(), + model_list=[], + store=store, ) - self.proxy_port = _find_available_port() # Run proxy on a different port else: - assert store is not None - self.store = store - if llm_proxy is None: - self.llm_proxy = LLMProxy( - port=_find_available_port(), - model_list=[], - store=store, - ) - else: - # Reuse the existing LLM proxy (probably configured by user) - self.llm_proxy = llm_proxy - if adapter is None: - self.adapter = TracerTraceToTriplet() - else: - # Reuse the one from trainer - self.adapter = adapter - self._internal_loop: Optional[asyncio.AbstractEventLoop] = None - self._internal_loop_thread = threading.Thread(target=self._internal_loop_runner, daemon=True) - self._internal_loop_thread.start() + # Reuse the existing LLM proxy (probably configured by user) + self.llm_proxy = llm_proxy + if adapter is None: + self.adapter = TracerTraceToTriplet() + else: + # Reuse the one from trainer + self.adapter = adapter + self._internal_loop: Optional[asyncio.AbstractEventLoop] = None + self._internal_loop_thread = threading.Thread(target=self._internal_loop_runner, daemon=True) + self._internal_loop_thread.start() # Training and Data Configuration self.train_rollout_n = train_rollout_n @@ -269,7 +211,7 @@ def __init__( self.processor = processor self.reward_fillna_value = reward_fillna_value self.image_base_dir = image_base_dir - self.trace_aggregator = trace_aggregator + self.trace_aggregator = {"level": "transition"} if trace_aggregator is None else trace_aggregator # Check if model requires multimodal position_ids (e.g., Qwen2-VL) self._use_mrope = self._is_mrope_model() @@ -277,10 +219,8 @@ def __init__( # Internal State self.backend_llm_server_addresses: List[str] = [] self._total_tasks_queued = 0 - self._completed_rollouts_v0: Dict[str, RolloutLegacy] = {} + self._completed_rollouts: Dict[str, _CompletedRollout] = {} self._task_id_to_original_sample: Dict[str, Dict[str, Any]] = {} - self._server_thread: Optional[threading.Thread] = None - self._proxy_thread: Optional[threading.Thread] = None self.is_train = True def _internal_loop_runner(self): @@ -310,19 +250,19 @@ def _resolve_image_path(self, path: str) -> str: raise ValueError(f"Relative path '{path}' requires 'image_base_dir' to be set.") return os.path.join(self.image_base_dir, path) - def _get_image_grid_thw(self, image_urls: List[str]) -> Optional[torch.Tensor]: + def _get_image_grid_thw(self, image_urls: List[str]) -> Any | None: """Compute image_grid_thw from image URLs for M-RoPE computation. Args: image_urls: List of image URLs extracted from triplet prompt payload. URLs can be http(s):// URLs or file:// URIs, or data: URIs. """ - from PIL import Image - from verl.utils.dataset.vision_utils import process_image # pyright: ignore[reportUnknownVariableType] - if self.processor is None or not image_urls: return None + image_module = import_module("PIL.Image") + process_image: Any = getattr(import_module("verl.utils.dataset.vision_utils"), "process_image") + def to_image_uri(url: str) -> str: # Already a proper URI (http, https, file, data) if url.startswith(("http://", "https://", "file://", "data:")): @@ -331,24 +271,24 @@ def to_image_uri(url: str) -> str: resolved = self._resolve_image_path(url) return f"file://{resolved}" - images: List[Image.Image] = [process_image({"image": to_image_uri(url)}) for url in image_urls] + images = [process_image({"image": to_image_uri(url)}) for url in image_urls] + if not all(isinstance(image, image_module.Image) for image in images): + raise TypeError("process_image must return PIL Image instances.") model_inputs = self.processor(text=["dummy"], images=images, return_tensors="pt") return model_inputs.get("image_grid_thw") def _compute_mrope_position_ids( self, - input_ids: torch.Tensor, - attention_mask: torch.Tensor, - image_grid_thw: Optional[torch.Tensor] = None, - ) -> torch.Tensor: + input_ids: Any, + attention_mask: Any, + image_grid_thw: Any | None = None, + ) -> Any: """Compute 4D position_ids for M-RoPE models.""" - from typing import Callable - - get_rope_index: Callable[..., torch.Tensor] if "Qwen3VL" in self.processor.__class__.__name__: - from verl.models.transformers.qwen3_vl import get_rope_index # pyright: ignore[reportUnknownVariableType] + module_name = "verl.models.transformers.qwen3_vl" else: - from verl.models.transformers.qwen2_vl import get_rope_index # pyright: ignore[reportUnknownVariableType] + module_name = "verl.models.transformers.qwen2_vl" + get_rope_index: Any = getattr(import_module(module_name), "get_rope_index") vision_pos = get_rope_index( self.processor, input_ids=input_ids, image_grid_thw=image_grid_thw, attention_mask=attention_mask @@ -360,96 +300,6 @@ def _compute_mrope_position_ids( return torch.cat([text_pos, vision_pos], dim=0) - def _start_proxy_server_v0(self): - """ - Initializes and runs a Flask-based proxy server in a separate thread. - This proxy load-balances requests to the actual backend LLM servers. - """ - app = Flask(__name__) - - num_requests = 0 - last_request_time = 0 - - @app.route("/v1/", methods=["GET", "POST", "PUT", "DELETE", "PATCH", "OPTIONS", "HEAD"]) - def proxy(path: str): # type: ignore - if not self.backend_llm_server_addresses: - abort(503, description="No backend LLM servers available.") - - # Randomly choose a backend server for load balancing - target_server = random.choice(self.backend_llm_server_addresses) - target_url = f"http://{target_server}/v1/{path}" - - # Copy client request headers, removing the Host header - headers = {key: value for key, value in request.headers if key.lower() != "host"} - - # Log the request for debugging - nonlocal num_requests, last_request_time - current_time = time.time() - num_requests += 1 - if current_time - last_request_time > 60 or num_requests == 1 or num_requests % 100 == 0: - print(f"Proxying {request.method} request to {target_server}. Request data: {request.get_data()}") - last_request_time = current_time - - try: - # Forward the request to the target backend - resp = requests.request( - method=request.method, - url=target_url, - headers=headers, - params=request.args, # type: ignore - data=request.get_data(), - cookies=request.cookies, - allow_redirects=False, - timeout=self.llm_timeout_seconds, - ) - # Filter out hop-by-hop headers before returning the response - excluded_headers = [ - "content-encoding", - "content-length", - "transfer-encoding", - "connection", - "keep-alive", - "proxy-authenticate", - "proxy-authorization", - "te", - "trailers", - "upgrade", - ] - response_headers = [ - (name, value) for name, value in resp.raw.headers.items() if name.lower() not in excluded_headers - ] - if resp.status_code == 200: - # NOTE: from Zhiyuan's code. - # https://github.com/hzy46/verl_agent_mode/blob/2db65ea9858f645a914120357412a7540f8bd82d/verl/trainer/ppo/ray_trainer.py#L692-L711 - # request_json = json.loads(request.get_data().decode("utf-8")) - response_json = json.loads(resp.content.decode("utf-8")) - # response_message = ChatCompletion(**response_json).choices[0].message.model_dump(exclude_unset=True, exclude_none=True) - # tool_schemas = request_json.get("tools", None) - # prompt_ids = self.tokenizer.apply_chat_template(request_json["messages"], tools=tool_schemas, add_generation_prompt=True, tokenize=True) - # full_ids = self.tokenizer.apply_chat_template(request_json["messages"] + [response_message], tools=tool_schemas, add_generation_prompt=False, tokenize=True) - # TBD: response_ids sometimes ends with "\n", shall we keep the extra "\n"? - # sometimes it has some differences with the hacky method in the end, but this should align with ToolCompletionCallback - # response_ids = full_ids[len(prompt_ids):] - - # NOTE (yuge): They are different. Don't know why. - # assert response_json['prompt_token_ids'] == prompt_ids - # patched_response_ids = response_json['response_token_ids'][0] - # assert patched_response_ids == response_ids[:len(patched_response_ids)], f"{patched_response_ids} != {response_ids[:len(patched_response_ids)]}" - # response_json['prompt_token_ids'] = prompt_ids - # response_json['response_token_ids'] = [response_ids] - replaced_return_content = json.dumps(response_json).encode("utf-8") - return Response(replaced_return_content, status=resp.status_code, headers=response_headers) - return Response(resp.content, resp.status_code, response_headers) - except requests.exceptions.RequestException as e: - abort(500, description=f"Error proxying request: {e}") - - def run_app(): - app.run(host="0.0.0.0", port=self.proxy_port, threaded=True, debug=False) - - self._proxy_thread = threading.Thread(target=run_app, daemon=True) - self._proxy_thread.start() - print(f"Proxy server running on port {self.proxy_port}") - async def _update_proxy_server_v1(self): model_name = self.train_information.get("model") if not model_name: @@ -472,63 +322,27 @@ async def _update_proxy_server_v1(self): await self.llm_proxy.restart() def start(self): - """Starts the main AgentLightningServer and the proxy server.""" - - if self.mode == "v0": - - def run_server(): - """Run the AgentLightningServer in a separate thread.""" - asyncio.run(self.server.run_forever()) - - self._server_thread = threading.Thread(target=run_server, daemon=True) - self._server_thread.start() - - # Wait for the server's internal startup event to be set. - print("Waiting for AgentLightningServer to start...") - is_ready = self.server.startup_event.wait(timeout=20.0) # Wait up to 20s - if not is_ready: - raise RuntimeError("AgentLightningServer failed to start within the timeout period.") - - print(f"AgentLightningServer control plane running on port {self.server_port}") - - self._start_proxy_server_v0() - else: - # Agent lightning server is no longer needed; - # Start proxy server in _async_set_up - pass + """No-op: v1 execution uses an external async LLM proxy only.""" + return None async def _async_set_up(self, data: Dict[str, Any], server_addresses: List[str], is_train: bool = True): """Async helper to set up data and resources on the server.""" self.clear_data_and_server() if server_addresses != self.backend_llm_server_addresses: self.backend_llm_server_addresses = server_addresses - if self.mode == "v1" and not self.llm_proxy.is_running(): + if not self.llm_proxy.is_running(): await self._update_proxy_server_v1() self.is_train = is_train # 1. Update resources on the server for clients to use - if self.mode == "v0": - llm_resource = LLM( - endpoint=f"http://127.0.0.1:{self.proxy_port}/v1", - model=self.train_information.get("model", "default-model"), - sampling_parameters={ - "temperature": self.train_information.get("temperature", 0.7 if is_train else 0.0) - }, - ) - else: - llm_resource = self.llm_proxy.as_resource( - sampling_parameters={ - "temperature": self.train_information.get("temperature", 0.7 if is_train else 0.0) - }, - ) + llm_resource = self.llm_proxy.as_resource( + sampling_parameters={"temperature": self.train_information.get("temperature", 0.7 if is_train else 0.0)}, + ) resources: NamedResources = {"main_llm": llm_resource} - if self.mode == "v0": - resources_id = await self.server.update_resources(resources) - else: - resources_update = await self.store.add_resources(resources) - resources_id = resources_update.resources_id + resources_update = await self.store.add_resources(resources) + resources_id = resources_update.resources_id # 2. Queue tasks for agents to process keys = list(data.keys()) @@ -548,95 +362,71 @@ async def _async_set_up(self, data: Dict[str, Any], server_addresses: List[str], # Data ID is different from Rollout ID, as one data can have multiple rollouts. for _ in range(rollouts_per_sample): task_metadata = {"data_id": data_id, "is_train": is_train} - if self.mode == "v0": - # Queue immediately - rollout_id = await self.server.queue_task( - sample=_to_native(original_sample), + # Collect tasks to enqueue in batch and queue them later + enqueue_rollout_requests.append( + EnqueueRolloutRequest( + input=_to_native(original_sample), mode="train" if is_train else "val", resources_id=resources_id, + config=RolloutConfig( + unresponsive_seconds=self.llm_timeout_seconds, + timeout_seconds=self.llm_timeout_seconds, + ), metadata=task_metadata, ) + ) - # Store original sample data to reconstruct batch information later - self._task_id_to_original_sample[rollout_id] = original_sample - self._total_tasks_queued += 1 - else: - # Collect tasks to enqueue in batch and queue them later - enqueue_rollout_requests.append( - EnqueueRolloutRequest( - input=_to_native(original_sample), - mode="train" if is_train else "val", - resources_id=resources_id, - config=RolloutConfig( - unresponsive_seconds=self.llm_timeout_seconds, - timeout_seconds=self.llm_timeout_seconds, - ), - metadata=task_metadata, - ) - ) - - if self.mode == "v1": - # Enqueue all the tasks in a single batch - rollouts = await self.store.enqueue_many_rollouts(enqueue_rollout_requests) - self._task_id_to_original_sample.update( - { - # Recover the original data and store it for later use. - rollout.rollout_id: data_id_to_original_sample[cast(Dict[str, Any], rollout.metadata)["data_id"]] - for rollout in rollouts - } - ) - self._total_tasks_queued += len(rollouts) + # Enqueue all the tasks in a single batch + rollouts = await self.store.enqueue_many_rollouts(enqueue_rollout_requests) + for rollout in rollouts: + metadata = rollout.metadata + if metadata is None or "data_id" not in metadata: + raise ValueError(f"Rollout {rollout.rollout_id} is missing required metadata field 'data_id'.") + data_id = metadata["data_id"] + if not isinstance(data_id, str): + raise TypeError(f"Rollout {rollout.rollout_id} metadata field 'data_id' must be a string.") + self._task_id_to_original_sample[rollout.rollout_id] = data_id_to_original_sample[data_id] + self._total_tasks_queued += len(rollouts) def set_up_data_and_server(self, data: Dict[str, Any], server_addresses: List[str], is_train: bool = True): """Synchronous wrapper for setting up data and server resources.""" coro = self._async_set_up(data, server_addresses, is_train) - if self.mode == "v0": - if not self.server.loop or not self.server.startup_event.is_set(): - raise RuntimeError("Server is not running or ready.") - - future = asyncio.run_coroutine_threadsafe(coro, self.server.loop) - - else: - if self._internal_loop is None: - raise RuntimeError("Internal loop is not running.") - future = asyncio.run_coroutine_threadsafe(coro, self._internal_loop) + if self._internal_loop is None: + raise RuntimeError("Internal loop is not running.") + future = asyncio.run_coroutine_threadsafe(coro, self._internal_loop) try: future.result(timeout=300) # Wait for completion with a timeout except Exception as e: print(f"Failed to set up data on server: {e}") raise - def _validate_data(self, rollout: RolloutLegacy): + def _validate_data(self, rollout: _CompletedRollout): if rollout.final_reward is None: print( f"Warning: Reward is None for rollout {rollout.rollout_id}, will be auto-set to {self.reward_fillna_value}." ) - if rollout.triplets is None: - print(f"Warning: Triplet is None for rollout {rollout.rollout_id}.") - elif len(rollout.triplets) == 0: + if len(rollout.triplets) == 0: print(f"Warning: Length of triplets is 0 for rollout {rollout.rollout_id}.") elif any(not r.response.get("token_ids", []) for r in rollout.triplets): print(f"Warning: Rollout {rollout.rollout_id} contains empty response: {rollout.triplets}") elif any(not r.prompt.get("token_ids", []) for r in rollout.triplets): print(f"Warning: Rollout {rollout.rollout_id} contains empty prompt: {rollout.triplets}") - async def _validate_data_v1(self, rollout: Rollout) -> RolloutLegacy: - """Convert Rollout to RolloutLegacy and validate. - - 1. Task: construct from Rollout - 2. Triplets: obtained by querying spans and feeding into the adapter - 3. Final reward: extracted from last triplet's reward, searching backwards if not found - """ - # Query spans for this rollout (latest attempt) - spans = await self.store.query_spans(rollout.rollout_id, attempt_id="latest") - - # Convert spans to triplets using the adapter - if not spans: - # No triplets found, will emit a warning later. - triplets = [] - else: - triplets = self.adapter.adapt(spans) + async def _build_completed_rollout(self, rollout: Rollout) -> _CompletedRollout: + """Build completion payload and validate rollout/spans from v1 store representation.""" + spans: Sequence[Any] = [] + triplets: List[Triplet] = [] + deadline = asyncio.get_running_loop().time() + _TRACE_READY_TIMEOUT_SECONDS + while True: + # Span export from LiteLLM/OpenTelemetry can lag slightly behind rollout completion. + # Wait until the adapter can form trainable triplets instead of permanently caching + # an empty trace for this rollout. + spans = await self.store.query_spans(rollout.rollout_id, attempt_id="latest") + triplets = self.adapter.adapt(spans) if spans else [] + if triplets or asyncio.get_running_loop().time() >= deadline: + break + await asyncio.sleep(_TRACE_READY_POLL_INTERVAL_SECONDS) # Extract final reward from triplets final_reward: Optional[float] = None @@ -646,53 +436,38 @@ async def _validate_data_v1(self, rollout: Rollout) -> RolloutLegacy: if triplet.reward is not None: final_reward = triplet.reward break + if final_reward is None and spans: + final_reward = find_final_reward(spans) - # Construct the Task object from Rollout - task = Task( - rollout_id=rollout.rollout_id, - input=rollout.input, - mode=rollout.mode, - resources_id=rollout.resources_id, - metadata=rollout.metadata or {}, - ) - - # Create the Rollout object (without trace and logs as per user's note) - result_rollout = RolloutLegacy( + result_rollout = _CompletedRollout( rollout_id=rollout.rollout_id, - task=task, final_reward=final_reward, triplets=triplets, metadata=rollout.metadata or {}, ) - # Run the same validation as v0 + # Validate converted rollout before returning it to the training pipeline. self._validate_data(result_rollout) return result_rollout async def _async_run_until_finished(self, verbose: bool = True): """Async helper to wait for all tasks to complete.""" - while len(self._completed_rollouts_v0) < self._total_tasks_queued: - if self.mode == "v0": - completed_batch = await self.server.retrieve_completed_rollouts() - else: - completed_batch = await self.store.wait_for_rollouts( - rollout_ids=list(self._task_id_to_original_sample.keys()), timeout=0 - ) + while len(self._completed_rollouts) < self._total_tasks_queued: + completed_batch = await self.store.wait_for_rollouts( + rollout_ids=list(self._task_id_to_original_sample.keys()), timeout=0 + ) for rollout in completed_batch: - if rollout.rollout_id in self._completed_rollouts_v0: + if rollout.rollout_id in self._completed_rollouts: # Already processed, skip continue - if isinstance(rollout, Rollout): - rollout = await self._validate_data_v1(rollout) - else: - self._validate_data(rollout) + rollout = await self._build_completed_rollout(rollout) if rollout.rollout_id not in self._task_id_to_original_sample: print(f"Warning: Received unknown rollout ID {rollout.rollout_id}, skipping.") else: - self._completed_rollouts_v0[rollout.rollout_id] = rollout + self._completed_rollouts[rollout.rollout_id] = rollout if verbose: - print(f"Completed {len(self._completed_rollouts_v0)}/{self._total_tasks_queued} tasks...") + print(f"Completed {len(self._completed_rollouts)}/{self._total_tasks_queued} tasks...") await asyncio.sleep(5) print("All tasks finished.") @@ -703,13 +478,8 @@ def run_until_all_finished(self, verbose: bool = True): print("Warning: No tasks were queued.") return - if self.mode == "v0": - if not self.server.loop or not self.server.startup_event.is_set(): - raise RuntimeError("Server is not running or ready.") - loop = self.server.loop - else: - loop = self._internal_loop - assert loop is not None + loop = self._internal_loop + assert loop is not None coro = self._async_run_until_finished(verbose) future = asyncio.run_coroutine_threadsafe(coro, loop) @@ -722,14 +492,14 @@ def run_until_all_finished(self, verbose: bool = True): def get_test_metrics(self): """Calculates and returns metrics for a validation run.""" assert not self.is_train, "This method should only be called during validation." - assert len(self._completed_rollouts_v0) == self._total_tasks_queued + assert len(self._completed_rollouts) == self._total_tasks_queued sample_stat_list: List[Dict[str, Any]] = [] sample_stat_list_by_source: Dict[str, List[Dict[str, Any]]] = defaultdict( list ) # FIXME: Evaluate whether grouping stats by source is actually needed. - for rollout_id, rollout in self._completed_rollouts_v0.items(): + for rollout_id, rollout in self._completed_rollouts.items(): final_reward_raw: Optional[float] = rollout.final_reward final_reward = self._fillna_reward(rollout) if not rollout.triplets: @@ -805,8 +575,8 @@ def get_test_metrics(self): return metric_dict def get_train_data_batch( - self, max_prompt_length: int, max_response_length: int, device: torch.device, global_steps: int - ): + self, max_prompt_length: int, max_response_length: int, device: Any, global_steps: int + ) -> tuple[Any, Dict[str, Any]]: """ Processes completed rollouts to generate a training data batch. @@ -815,13 +585,13 @@ def get_train_data_batch( truncation, and tensor creation for the PPO training loop. """ assert self.is_train, "This method should only be called during training." - assert len(self._completed_rollouts_v0) == self._total_tasks_queued + assert len(self._completed_rollouts) == self._total_tasks_queued # 1. Reconstruct the `finished_id_to_sample_info` structure from completed rollouts finished_id_to_sample_info: Dict[str, Dict[str, Any]] = {} finished_id_to_final_reward: Dict[str, float] = {} sample_with_reward_count = 0 - for rollout_id, rollout in self._completed_rollouts_v0.items(): + for rollout_id, rollout in self._completed_rollouts.items(): original_sample = self._task_id_to_original_sample[rollout_id] sample_with_reward_count += int(rollout.final_reward is not None) final_reward = self._fillna_reward(rollout) @@ -869,8 +639,14 @@ def get_train_data_batch( rollout_id_list: List[str] = [] turn_index_list: List[int] = [] is_drop_list: List[bool] = [] - image_grid_thw_list: List[Optional[torch.Tensor]] = [] # For Qwen2-VL mrope + image_grid_thw_list: List[Any | None] = [] # For Qwen2-VL mrope n_trunc_sample_because_of_response = 0 + response_mask_list: List[List[int]] = [] + response_per_turn_list: List[int] = [] + unmerged_count = 0 + template_mismatch_count = 0 + retoken_mismatch_count = 0 + others_mismatch_count = 0 if self.trace_aggregator.get("level", "transition") == "transition": for rollout_id, sample_info in finished_id_to_sample_info.items(): @@ -915,78 +691,28 @@ def get_train_data_batch( elif self.trace_aggregator.get("level", "transition") == "trajectory": assert not self._use_mrope, "M-RoPE is not supported in trajectory level yet." - response_mask_list: List[List[int]] = [] - unmerged_count: int = 0 - template_mismatch_count, retoken_mismatch_count, others_mismatch_count = 0, 0, 0 - response_per_turn_list: List[int] = [] - for rollout_id, sample_info in finished_id_to_sample_info.items(): - merged_trace_idx: List[List[int]] = [] - - # Identify which turns can be merged based on token ids prefix matching - current_merged_trace_idx: List[int] = [] - current_context: List[int] = [] - for turn_index, trace in enumerate(sample_info["trace_list"]): - response_per_turn_list.append(len(trace["response_ids"])) - is_prefix, diagnostic = ids_startswith( - trace["prompt_ids"] + trace["response_ids"], - current_context, - self.tokenizer, - self.trace_aggregator.get("debug", False), - ) - if not is_prefix and self.trace_aggregator.get("debug", False) == True: - template_mismatch_count += diagnostic[0] - retoken_mismatch_count += diagnostic[1] - others_mismatch_count += diagnostic[2] - log_mismatch_detail( - diagnostic, - trace["prompt_ids"] + trace["response_ids"], - current_context, - global_steps, - rollout_id, - turn_index, - self.trace_aggregator.get("mismatch_log_dir", None), - ) - - if is_prefix: - current_context = trace["prompt_ids"] + trace["response_ids"] - current_merged_trace_idx.append(turn_index) - else: - merged_trace_idx.append(current_merged_trace_idx) - current_merged_trace_idx = [turn_index] - current_context = trace["prompt_ids"] + trace["response_ids"] - - if current_merged_trace_idx not in merged_trace_idx: - merged_trace_idx.append(current_merged_trace_idx) - - if len(merged_trace_idx) > 1: - unmerged_count += 1 + merged_traces, aggregate_stats = aggregate_trajectory_traces( + sample_info["trace_list"], + max_prompt_length=max_prompt_length, + tokenizer=self.tokenizer, + debug=_get_bool_config(self.trace_aggregator, "debug"), + global_steps=global_steps, + rollout_id=rollout_id, + mismatch_log_dir=self.trace_aggregator.get("mismatch_log_dir", None), + ) + unmerged_count += aggregate_stats.unmerged_rollouts + response_per_turn_list.extend(aggregate_stats.response_lengths_by_turn) + template_mismatch_count += aggregate_stats.template_mismatch_triplets + retoken_mismatch_count += aggregate_stats.retoken_mismatch_triplets + others_mismatch_count += aggregate_stats.others_mismatch_triplets # Merge all trace segments in merged_trace_idx into training samples - for current_merged_trace_idx in merged_trace_idx: - prompt_ids = sample_info["trace_list"][current_merged_trace_idx[0]]["prompt_ids"] - - # if the merged_trace_idx doesn't start with the beginning of the prompt_ids, we need to adjust it - if current_merged_trace_idx[0] > 0 and len(prompt_ids) > max_prompt_length: - response_ids = prompt_ids[max_prompt_length:] - prompt_ids = prompt_ids[:max_prompt_length] - response_mask = [1] * len(response_ids) - else: - response_ids = [] - response_mask = [] - - prompt_length = len(prompt_ids) - response_ids += sample_info["trace_list"][current_merged_trace_idx[0]]["response_ids"] - response_mask += [1] * len(response_ids) - for turn_index in current_merged_trace_idx[1:]: - trace = sample_info["trace_list"][turn_index] - new_prompt_length = len(trace["prompt_ids"]) - len(response_ids) - prompt_length - response_ids += trace["prompt_ids"][-new_prompt_length:] - response_ids += trace["response_ids"] - response_mask += [0] * new_prompt_length - response_mask += [1] * len(trace["response_ids"]) - + for merged_trace in merged_traces: reward_list.append(sample_info["reward"]) + prompt_ids = merged_trace.prompt_ids + response_ids = merged_trace.response_ids + response_mask = merged_trace.response_mask # Mark samples with prompts exceeding max_prompt_length to be dropped later if len(prompt_ids) > max_prompt_length: @@ -1029,7 +755,9 @@ def get_train_data_batch( batch_response_ids = torch.LongTensor(response_ids_list).to(device) response_attention_mask = torch.LongTensor(response_attention_mask_list).to(device) response_mask = ( - torch.LongTensor(response_mask_list).to(device) if self.trace_aggregator.get("level", "transition") == "trajectory" else None # type: ignore + torch.LongTensor(response_mask_list).to(device) + if self.trace_aggregator.get("level", "transition") == "trajectory" + else None ) # Concatenate prompts and responses to form the full sequence @@ -1039,7 +767,7 @@ def get_train_data_batch( # Compute position_ids - use mrope for Qwen2-VL, standard 2D otherwise if self._use_mrope: # For Qwen2-VL: compute 4D position_ids (batch_size, 4, seq_length) - position_ids_list: list[torch.Tensor] = [] + position_ids_list: list[Any] = [] for i in range(n_transition): pos_ids = self._compute_mrope_position_ids( input_ids=batch_seq[i], @@ -1072,23 +800,20 @@ def get_train_data_batch( token_level_scores = token_level_scores[:, -max_response_length:] # Form the final batch using TensorDict - batch = TensorDict( - { - "prompts": batch_input_ids, - "responses": batch_response_ids, - "input_ids": batch_seq, # here input_ids become the whole sentences - "attention_mask": attention_mask, - "position_ids": position_ids, - "is_drop_mask": is_drop_mask, - "token_level_scores": token_level_scores.contiguous(), - **( - {"response_mask": response_mask} - if self.trace_aggregator.get("level", "transition") == "trajectory" - else {} - ), - }, # type: ignore - batch_size=n_transition, - ) + batch_items: Dict[str, Any] = { + "prompts": batch_input_ids, + "responses": batch_response_ids, + "input_ids": batch_seq, # here input_ids become the whole sentences + "attention_mask": attention_mask, + "position_ids": position_ids, + "is_drop_mask": is_drop_mask, + "token_level_scores": token_level_scores.contiguous(), + } + if self.trace_aggregator.get("level", "transition") == "trajectory": + if response_mask is None: + raise RuntimeError("response_mask is required for trajectory-level aggregation.") + batch_items["response_mask"] = response_mask + batch = TensorDict(batch_items, batch_size=n_transition) data_proto = DataProto(batch=batch) data_metrics = { @@ -1101,51 +826,53 @@ def get_train_data_batch( # log data, only for debug testing **( { - "training/n_unmerged_rollouts": unmerged_count, # type: ignore - "training/n_triplets_by_turn": len(response_per_turn_list), # type: ignore - "training/avg_response_length_by_turn": np.mean(response_per_turn_list), # type: ignore - "training/max_response_length_by_turn": np.max(response_per_turn_list), # type: ignore - "training/min_response_length_by_turn": np.min(response_per_turn_list), # type: ignore + "training/n_unmerged_rollouts": unmerged_count, + "training/n_triplets_by_turn": len(response_per_turn_list), + "training/avg_response_length_by_turn": _safe_mean(response_per_turn_list), + "training/max_response_length_by_turn": max(response_per_turn_list, default=0), + "training/min_response_length_by_turn": min(response_per_turn_list, default=0), } if self.trace_aggregator.get("level", "transition") == "trajectory" else {} ), **( { - "training/template_mismatch_triplets": template_mismatch_count, # type: ignore - "training/retoken_mismatch_triplets": retoken_mismatch_count, # type: ignore - "training/others_mismatch_triplets": others_mismatch_count, # type: ignore - "training/template_mismatch_ratio": template_mismatch_count / len(response_per_turn_list), # type: ignore - "training/retoken_mismatch_ratio": retoken_mismatch_count / len(response_per_turn_list), # type: ignore - "training/others_mismatch_ratio": others_mismatch_count / len(response_per_turn_list), # type: ignore + "training/template_mismatch_triplets": template_mismatch_count, + "training/retoken_mismatch_triplets": retoken_mismatch_count, + "training/others_mismatch_triplets": others_mismatch_count, + "training/template_mismatch_ratio": _safe_ratio( + template_mismatch_count, len(response_per_turn_list) + ), + "training/retoken_mismatch_ratio": _safe_ratio(retoken_mismatch_count, len(response_per_turn_list)), + "training/others_mismatch_ratio": _safe_ratio(others_mismatch_count, len(response_per_turn_list)), } if self.trace_aggregator.get("level", "transition") == "trajectory" - and self.trace_aggregator.get("debug", False) + and _get_bool_config(self.trace_aggregator, "debug") else {} ), } # Add non-tensor data for advantage calculation and logging - data_proto.non_tensor_batch["data_id_list"] = np.array(data_id_list) # type: ignore - data_proto.non_tensor_batch["rollout_id_list"] = np.array(rollout_id_list) # type: ignore + data_proto.non_tensor_batch["data_id_list"] = np.array(data_id_list) + data_proto.non_tensor_batch["rollout_id_list"] = np.array(rollout_id_list) if self.trace_aggregator.get("level", "transition") == "transition": - data_proto.non_tensor_batch["turn_index_list"] = np.array(turn_index_list) # type: ignore + data_proto.non_tensor_batch["turn_index_list"] = np.array(turn_index_list) return data_proto, data_metrics def clear_data_and_server(self): """Resets the internal state of the daemon for the next run.""" self.backend_llm_server_addresses = [] - self._completed_rollouts_v0.clear() + self._completed_rollouts.clear() self._task_id_to_original_sample.clear() self._total_tasks_queued = 0 # For a true reset, the server's internal queues would also need clearing. # This implementation assumes that `set_up_data_and_server` is called # for each new run, effectively starting a fresh batch. - def _fillna_reward(self, rollout: RolloutLegacy): + def _fillna_reward(self, rollout: _CompletedRollout): if rollout.final_reward is None: - if self.reward_fillna_value is not None: # type: ignore + if self.reward_fillna_value is not None: final_reward = self.reward_fillna_value else: raise ValueError(f"Reward is None for rollout {rollout.rollout_id}, please check the reward function.") diff --git a/agentlightning/verl/dataset.py b/agentlightning/verl/dataset.py index aca435505..ead13cc9f 100644 --- a/agentlightning/verl/dataset.py +++ b/agentlightning/verl/dataset.py @@ -1,11 +1,7 @@ # Copyright (c) Microsoft. All rights reserved. -# type: ignore - -import torch -from datasets import Dataset as HuggingFaceDataset -from omegaconf import DictConfig -from verl.utils.dataset.rl_dataset import RLHFDataset +from importlib import import_module +from typing import Any, Callable, cast from agentlightning.types import Dataset @@ -14,16 +10,22 @@ "LoadedDataset", ] +torch = import_module("torch") +HuggingFaceDataset = getattr(import_module("datasets"), "Dataset") +DictConfig = getattr(import_module("omegaconf"), "DictConfig") +RLHFDataset = getattr(import_module("verl.utils.dataset.rl_dataset"), "RLHFDataset") + class AgentDataset(RLHFDataset): - def __init__(self, *args, **kwargs): - super().__init__(*args, **kwargs) + def __init__(self, *args: Any, **kwargs: Any) -> None: + base_init = cast(Callable[..., None], getattr(super(), "__init__")) + base_init(*args, **kwargs) self.filter_overlong_prompts = False - def __getitem__(self, item): - row_dict: dict = self.dataframe[item] + def __getitem__(self, item: int) -> dict[str, Any]: + row_dict = cast(dict[str, Any], self.dataframe[item]) # add index for each prompt index = row_dict.get("extra_info", {}).get("index", 0) @@ -35,10 +37,10 @@ def __getitem__(self, item): class LoadedDataset(AgentDataset): - def __init__(self, dataset: Dataset): - super().__init__([], None, DictConfig({})) # type: ignore + def __init__(self, dataset: Dataset[Any]) -> None: + super().__init__([], None, DictConfig({})) dataset_copy = [dataset[i] for i in range(len(dataset))] self.dataframe = HuggingFaceDataset.from_list(dataset_copy) - def _read_files_and_tokenize(self): + def _read_files_and_tokenize(self) -> None: pass diff --git a/agentlightning/verl/entrypoint.py b/agentlightning/verl/entrypoint.py index 8eb497267..8cf56291d 100644 --- a/agentlightning/verl/entrypoint.py +++ b/agentlightning/verl/entrypoint.py @@ -1,18 +1,9 @@ # Copyright (c) Microsoft. All rights reserved. -# pyright: reportUnknownVariableType=false -# pyright: reportUnknownMemberType=false -# pyright: reportUnknownArgumentType=false - from __future__ import annotations -from typing import TYPE_CHECKING, Any, Type - -import hydra -import ray -from ray.actor import ActorClass -from verl.trainer.main_ppo import create_rl_sampler -from verl.trainer.ppo.reward import load_reward_manager +from importlib import import_module +from typing import TYPE_CHECKING, Any, Callable, Type, cast from agentlightning.adapter import TraceAdapter from agentlightning.llm_proxy import LLMProxy @@ -25,6 +16,11 @@ from .daemon import AgentModeDaemon from .trainer import AgentLightningTrainer +hydra: Any = import_module("hydra") +ray: Any = import_module("ray") +create_rl_sampler: Callable[..., Any] = getattr(import_module("verl.trainer.main_ppo"), "create_rl_sampler") +load_reward_manager: Callable[..., Any] = getattr(import_module("verl.trainer.ppo.reward"), "load_reward_manager") + __all__ = [ "main", "run_ppo", @@ -32,8 +28,11 @@ ] -@hydra.main(config_path="pkg://agentlightning/verl", config_name="config", version_base=None) -def main(config: Any): +def _import_attr(module_name: str, attr_name: str) -> Any: + return getattr(import_module(module_name), attr_name) + + +def _main(config: Any): from .daemon import AgentModeDaemon from .trainer import AgentLightningTrainer @@ -49,6 +48,13 @@ def main(config: Any): ) +main: Callable[[], Any] = hydra.main( + config_path="pkg://agentlightning/verl", + config_name="config", + version_base=None, +)(_main) + + def run_ppo( config: Any, train_dataset: Dataset[Any] | None, @@ -59,6 +65,9 @@ def run_ppo( trainer_cls: Type[AgentLightningTrainer], daemon_cls: Type[AgentModeDaemon], ) -> None: + if store is None: + raise ValueError("VERL execution requires a store and does not support v0 fallback mode.") + if not ray.is_initialized(): # this is for local ray cluster try: @@ -76,7 +85,7 @@ def run_ppo( runner = TaskRunner.remote() ray.get( - runner.run.remote( # type: ignore + runner.run.remote( config=config, train_dataset=train_dataset, val_dataset=val_dataset, @@ -89,8 +98,7 @@ def run_ppo( ) -@ray.remote(num_cpus=1) # please make sure main_task is not scheduled on head -class TaskRunner: +class _TaskRunner: def run( self, config: Any, @@ -105,17 +113,18 @@ def run( # print initial config from pprint import pprint - from omegaconf import OmegaConf - from verl.utils.fs import copy_to_local + omega_conf = _import_attr("omegaconf", "OmegaConf") + copy_to_local = _import_attr("verl.utils.fs", "copy_to_local") - pprint(OmegaConf.to_container(config, resolve=True)) # resolve=True will eval symbol values - OmegaConf.resolve(config) + pprint(omega_conf.to_container(config, resolve=True)) # resolve=True will eval symbol values + omega_conf.resolve(config) # download the checkpoint from hdfs local_path = copy_to_local(config.actor_rollout_ref.model.path) # instantiate tokenizer - from verl.utils.tokenizer import hf_processor, hf_tokenizer + hf_processor = _import_attr("verl.utils.tokenizer", "hf_processor") + hf_tokenizer = _import_attr("verl.utils.tokenizer", "hf_tokenizer") trust_remote_code = config.data.get("trust_remote_code", False) tokenizer = hf_tokenizer(local_path, trust_remote_code=trust_remote_code) @@ -124,40 +133,41 @@ def run( # define worker classes if config.actor_rollout_ref.actor.strategy in ["fsdp", "fsdp2"]: assert config.critic.strategy in ["fsdp", "fsdp2"] - from verl.single_controller.ray import RayWorkerGroup - from verl.workers.fsdp_workers import ActorRolloutRefWorker, AsyncActorRolloutRefWorker, CriticWorker + ray_worker_group_cls = _import_attr("verl.single_controller.ray", "RayWorkerGroup") + fsdp_workers = import_module("verl.workers.fsdp_workers") + actor_rollout_ref_worker = getattr(fsdp_workers, "ActorRolloutRefWorker") + async_actor_rollout_ref_worker = getattr(fsdp_workers, "AsyncActorRolloutRefWorker") + critic_worker = getattr(fsdp_workers, "CriticWorker") actor_rollout_cls = ( - AsyncActorRolloutRefWorker + async_actor_rollout_ref_worker if config.actor_rollout_ref.rollout.mode == "async" - else ActorRolloutRefWorker + else actor_rollout_ref_worker ) - ray_worker_group_cls = RayWorkerGroup elif config.actor_rollout_ref.actor.strategy == "megatron": assert config.actor_rollout_ref.actor.strategy == config.critic.strategy - # FIXME: This import is outdated - from verl.single_controller.ray.megatron import NVMegatronRayWorkerGroup # type: ignore - from verl.workers.megatron_workers import ActorRolloutRefWorker, CriticWorker - - actor_rollout_cls = ActorRolloutRefWorker - ray_worker_group_cls = NVMegatronRayWorkerGroup + megatron_module = import_module("verl.single_controller.ray.megatron") + megatron_workers = import_module("verl.workers.megatron_workers") + actor_rollout_cls = getattr(megatron_workers, "ActorRolloutRefWorker") + critic_worker = getattr(megatron_workers, "CriticWorker") + ray_worker_group_cls = getattr(megatron_module, "NVMegatronRayWorkerGroup") else: raise NotImplementedError - from verl.trainer.ppo.ray_trainer import ResourcePoolManager + resource_pool_manager_cls = _import_attr("verl.trainer.ppo.ray_trainer", "ResourcePoolManager") try: # verl >= 0.6.0 - from verl.trainer.ppo.utils import Role + role = _import_attr("verl.trainer.ppo.utils", "Role") except ImportError: # Fallback for verl <= 0.5.0 - from verl.trainer.ppo.ray_trainer import Role # type: ignore + role = _import_attr("verl.trainer.ppo.ray_trainer", "Role") - role_worker_mapping: dict[Role, ActorClass[Any]] = { - Role.ActorRollout: ray.remote(actor_rollout_cls), - Role.Critic: ray.remote(CriticWorker), + role_worker_mapping: dict[Any, Any] = { + role.ActorRollout: ray.remote(actor_rollout_cls), + role.Critic: ray.remote(critic_worker), } global_pool_id = "global_pool" @@ -165,8 +175,8 @@ def run( global_pool_id: [config.trainer.n_gpus_per_node] * config.trainer.nnodes, } mapping = { - Role.ActorRollout: global_pool_id, - Role.Critic: global_pool_id, + role.ActorRollout: global_pool_id, + role.Critic: global_pool_id, } # we should adopt a multi-source reward function here @@ -177,18 +187,18 @@ def run( # - The reward type depends on the tag of the data if config.reward_model.enable: if config.reward_model.strategy in ["fsdp", "fsdp2"]: - from verl.workers.fsdp_workers import RewardModelWorker + reward_model_worker = _import_attr("verl.workers.fsdp_workers", "RewardModelWorker") elif config.reward_model.strategy == "megatron": - from verl.workers.megatron_workers import RewardModelWorker + reward_model_worker = _import_attr("verl.workers.megatron_workers", "RewardModelWorker") else: raise NotImplementedError - role_worker_mapping[Role.RewardModel] = ray.remote(RewardModelWorker) - mapping[Role.RewardModel] = global_pool_id + role_worker_mapping[role.RewardModel] = ray.remote(reward_model_worker) + mapping[role.RewardModel] = global_pool_id # use reference model if config.algorithm.use_kl_in_reward or config.actor_rollout_ref.actor.use_kl_loss: - role_worker_mapping[Role.RefPolicy] = ray.remote(ActorRolloutRefWorker) - mapping[Role.RefPolicy] = global_pool_id + role_worker_mapping[role.RefPolicy] = ray.remote(actor_rollout_cls) + mapping[role.RefPolicy] = global_pool_id reward_fn = load_reward_manager( config, tokenizer, num_examine=0, **config.reward_model.get("reward_kwargs", {}) @@ -196,9 +206,9 @@ def run( val_reward_fn = load_reward_manager( config, tokenizer, num_examine=1, **config.reward_model.get("reward_kwargs", {}) ) - resource_pool_manager = ResourcePoolManager(resource_pool_spec=resource_pool_spec, mapping=mapping) + resource_pool_manager = resource_pool_manager_cls(resource_pool_spec=resource_pool_spec, mapping=mapping) - from verl.utils.dataset.rl_dataset import collate_fn + collate_fn = _import_attr("verl.utils.dataset.rl_dataset", "collate_fn") # Use our special dataset if train_dataset is None: @@ -222,27 +232,33 @@ def run( val_dataset = LoadedDataset(val_dataset) train_sampler = create_rl_sampler(config.data, train_dataset) - trainer = trainer_cls( - config=config, - tokenizer=tokenizer, - processor=processor, - role_worker_mapping=role_worker_mapping, - resource_pool_manager=resource_pool_manager, - ray_worker_group_cls=ray_worker_group_cls, - reward_fn=reward_fn, - val_reward_fn=val_reward_fn, - train_dataset=train_dataset, - val_dataset=val_dataset, - collate_fn=collate_fn, - train_sampler=train_sampler, - store=store, - llm_proxy=llm_proxy, - adapter=adapter, - daemon_cls=daemon_cls, + trainer = cast( + Any, + trainer_cls( + config=config, + tokenizer=tokenizer, + processor=processor, + role_worker_mapping=role_worker_mapping, + resource_pool_manager=resource_pool_manager, + ray_worker_group_cls=ray_worker_group_cls, + reward_fn=reward_fn, + val_reward_fn=val_reward_fn, + train_dataset=train_dataset, + val_dataset=val_dataset, + collate_fn=collate_fn, + train_sampler=train_sampler, + store=store, + llm_proxy=llm_proxy, + adapter=adapter, + daemon_cls=daemon_cls, + ), ) trainer.init_workers() trainer.fit() +TaskRunner: Any = ray.remote(num_cpus=1)(_TaskRunner) # please make sure main_task is not scheduled on head + + if __name__ == "__main__": main() diff --git a/agentlightning/verl/trainer.py b/agentlightning/verl/trainer.py index 413a0a1cf..f47b3dd70 100644 --- a/agentlightning/verl/trainer.py +++ b/agentlightning/verl/trainer.py @@ -1,38 +1,13 @@ # Copyright (c) Microsoft. All rights reserved. -# type: ignore - from __future__ import annotations import random from contextlib import contextmanager from copy import deepcopy +from importlib import import_module from pprint import pprint -from typing import Dict, Tuple, Type - -import numpy as np -import torch -import verl -from codetiming import Timer -from omegaconf import OmegaConf -from tqdm import tqdm -from verl import DataProto -from verl.protocol import pad_dataproto_to_divisor, unpad_dataproto -from verl.trainer.ppo.core_algos import agg_loss -from verl.trainer.ppo.metric_utils import ( - _compute_response_info, - compute_throughout_metrics, - compute_timing_metrics, -) -from verl.trainer.ppo.ray_trainer import ( - AdvantageEstimator, - RayPPOTrainer, - apply_kl_penalty, - compute_advantage, - compute_response_mask, -) -from verl.utils.metric import reduce_metrics -from verl.utils.tracking import Tracking +from typing import Any, Callable, Dict, Iterator, Type, cast from agentlightning.adapter import TraceAdapter, TraceToTripletBase from agentlightning.llm_proxy import LLMProxy @@ -45,8 +20,35 @@ ] +def _import_attr(module_name: str, attr_name: str) -> Any: + return getattr(import_module(module_name), attr_name) + + +torch: Any = import_module("torch") +verl: Any = import_module("verl") +Timer: Any = _import_attr("codetiming", "Timer") +OmegaConf: Any = _import_attr("omegaconf", "OmegaConf") +tqdm: Any = _import_attr("tqdm", "tqdm") +DataProto: Any = _import_attr("verl", "DataProto") +pad_dataproto_to_divisor: Any = _import_attr("verl.protocol", "pad_dataproto_to_divisor") +unpad_dataproto: Any = _import_attr("verl.protocol", "unpad_dataproto") +agg_loss: Any = _import_attr("verl.trainer.ppo.core_algos", "agg_loss") +metric_utils: Any = import_module("verl.trainer.ppo.metric_utils") +_compute_response_info: Any = getattr(metric_utils, "_compute_response_info") +compute_throughout_metrics: Any = getattr(metric_utils, "compute_throughout_metrics") +compute_timing_metrics: Any = getattr(metric_utils, "compute_timing_metrics") +ray_trainer: Any = import_module("verl.trainer.ppo.ray_trainer") +AdvantageEstimator: Any = getattr(ray_trainer, "AdvantageEstimator") +RayPPOTrainer: Type[Any] = getattr(ray_trainer, "RayPPOTrainer") +apply_kl_penalty: Any = getattr(ray_trainer, "apply_kl_penalty") +compute_advantage: Any = getattr(ray_trainer, "compute_advantage") +compute_response_mask: Any = getattr(ray_trainer, "compute_response_mask") +reduce_metrics: Any = _import_attr("verl.utils.metric", "reduce_metrics") +Tracking: Any = _import_attr("verl.utils.tracking", "Tracking") + + @contextmanager -def _timer(name: str, timing_raw: Dict[str, float]): +def _timer(name: str, timing_raw: Dict[str, float]) -> Iterator[None]: with Timer(name=name, logger=None) as timer: yield if name not in timing_raw: @@ -62,7 +64,7 @@ def _timer(name: str, timing_raw: Dict[str, float]): # (1) Dropping prompts that exceed the maximum allowed length. # (2) Adjusting the batch size to be a multiple of the mini PPO size. # Different suffixes are used to label these two stages accordingly. -def compute_data_metrics(batch: DataProto, use_critic: bool = True, suffix: str = "") -> Dict[str, Any]: +def compute_data_metrics(batch: Any, use_critic: bool = True, suffix: str = "") -> Dict[str, Any]: """ Computes various metrics from a batch of data for PPO training. @@ -105,13 +107,7 @@ def compute_data_metrics(batch: DataProto, use_critic: bool = True, suffix: str valid_adv = torch.masked_select(advantages, response_mask) valid_returns = torch.masked_select(returns, response_mask) - if use_critic: - values = batch.batch["values"] - valid_values = torch.masked_select(values, response_mask) - return_diff_var = torch.var(valid_returns - valid_values) - return_var = torch.var(valid_returns) - - metrics = { + metrics: Dict[str, Any] = { # score "critic/score/mean" + suffix: torch.mean(sequence_score).detach().item(), "critic/score/max" + suffix: torch.max(sequence_score).detach().item(), @@ -128,18 +124,6 @@ def compute_data_metrics(batch: DataProto, use_critic: bool = True, suffix: str "critic/returns/mean" + suffix: torch.mean(valid_returns).detach().item(), "critic/returns/max" + suffix: torch.max(valid_returns).detach().item(), "critic/returns/min" + suffix: torch.min(valid_returns).detach().item(), - **( - { - # values - "critic/values/mean" + suffix: torch.mean(valid_values).detach().item(), - "critic/values/max" + suffix: torch.max(valid_values).detach().item(), - "critic/values/min" + suffix: torch.min(valid_values).detach().item(), - # vf explained var - "critic/vf_explained_var" + suffix: (1.0 - return_diff_var / (return_var + 1e-5)).detach().item(), - } - if use_critic - else {} - ), # response length "response_length/mean" + suffix: torch.mean(response_length).detach().item(), "response_length/max" + suffix: torch.max(response_length).detach().item(), @@ -153,6 +137,21 @@ def compute_data_metrics(batch: DataProto, use_critic: bool = True, suffix: str "prompt_length/clip_ratio" + suffix: torch.mean(torch.eq(prompt_length, max_prompt_length).float()).detach().item(), } + if use_critic: + values = batch.batch["values"] + valid_values = torch.masked_select(values, response_mask) + return_diff_var = torch.var(valid_returns - valid_values) + return_var = torch.var(valid_returns) + metrics.update( + { + # values + "critic/values/mean" + suffix: torch.mean(valid_values).detach().item(), + "critic/values/max" + suffix: torch.max(valid_values).detach().item(), + "critic/values/min" + suffix: torch.min(valid_values).detach().item(), + # vf explained var + "critic/vf_explained_var" + suffix: (1.0 - return_diff_var / (return_var + 1e-5)).detach().item(), + } + ) return metrics @@ -161,9 +160,9 @@ class AgentLightningTrainer(RayPPOTrainer): Specialized PPO trainer for agent-based reinforcement learning. This trainer is designed specifically for scenarios where the model interacts with - external environments, tools, or APIs through an AgentLightningServer. It simplifies - the training loop by removing the complex conditional logic present in the original - RayPPOTrainer and focusing on the agent mode workflow. + external environments, tools, or APIs through the AgentModeDaemon and LightningStore + control plane. It simplifies the training loop by removing the complex conditional + logic present in the original RayPPOTrainer and focusing on the agent mode workflow. Key differences from RayPPOTrainer: @@ -177,17 +176,18 @@ def __init__( self, store: LightningStore | None, llm_proxy: LLMProxy | None, - adapter: TraceAdapter | None, + adapter: TraceAdapter[Any] | None, daemon_cls: Type[AgentModeDaemon], - **kwargs, - ): - super().__init__(**kwargs) + **kwargs: Any, + ) -> None: + base_init: Callable[..., None] = getattr(super(), "__init__") + base_init(**kwargs) self.store = store self.llm_proxy = llm_proxy self.adapter = adapter self.daemon_cls = daemon_cls - def _validate(self): + def _validate(self) -> Dict[str, Any]: assert len(self.val_dataloader) == 1, "Please set val_batch_size to None for better throughput." test_data = next(iter(self.val_dataloader)) @@ -205,7 +205,7 @@ def _validate(self): self.async_rollout_manager.sleep() return test_metrics - def _compute_reference_log_prob(self, batch: DataProto) -> DataProto: + def _compute_reference_log_prob(self, batch: Any) -> Any: """Compute reference log probability using the correct worker based on LoRA configuration. In verl 0.6.0+, when LoRA is detected (indicated by ref_in_actor=True), @@ -236,11 +236,11 @@ def _compute_reference_log_prob(self, batch: DataProto) -> DataProto: ) return ref_worker.compute_ref_log_prob(batch) - def _train_step(self, batch_dict: dict) -> dict: + def _train_step(self, batch_dict: dict[str, Any]) -> dict[str, Any]: # Isolate in a separate method to automatically recycle the variables before validation. - batch: DataProto = DataProto.from_single_dict(batch_dict) - metrics = {} - timing_raw = {} + batch: Any = DataProto.from_single_dict(batch_dict) + metrics: Dict[str, Any] = {} + timing_raw: Dict[str, float] = {} with _timer("step", timing_raw): @@ -254,7 +254,10 @@ def _train_step(self, batch_dict: dict) -> dict: gen_batch.non_tensor_batch, self.async_rollout_manager.server_addresses ) self.agent_mode_daemon.run_until_all_finished() - batch, agent_metrics = self.agent_mode_daemon.get_train_data_batch( + agent_mode_daemon = cast(Any, self.agent_mode_daemon) + next_batch: Any + agent_metrics_raw: Dict[str, Any] + next_batch, agent_metrics_raw = agent_mode_daemon.get_train_data_batch( max_prompt_length=( self.config.agentlightning.trace_aggregator.trajectory_max_prompt_length if self.config.agentlightning.trace_aggregator.level.startswith("trajectory") @@ -268,6 +271,8 @@ def _train_step(self, batch_dict: dict) -> dict: device=gen_batch.batch["fake_ids"].device, global_steps=self.global_steps, ) + batch = next_batch + agent_metrics = agent_metrics_raw metrics.update(agent_metrics) self.agent_mode_daemon.clear_data_and_server() self.async_rollout_manager.sleep() @@ -435,7 +440,7 @@ def _train_step(self, batch_dict: dict) -> dict: return metrics - def fit(self): + def fit(self) -> None: logger = Tracking( project_name=self.config.trainer.project_name, experiment_name=self.config.trainer.experiment_name, @@ -470,7 +475,6 @@ def fit(self): tokenizer=self.tokenizer, mini_batch_size=self.config.actor_rollout_ref.actor.ppo_mini_batch_size, pad_token_id=self.tokenizer.pad_token_id, - mode="v1" if self.store is not None else "v0", store=self.store, llm_proxy=self.llm_proxy, adapter=self.adapter, @@ -499,8 +503,8 @@ def fit(self): for epoch in range(self.config.trainer.total_epochs): for batch_dict in self.train_dataloader: - metrics = {} - timing_raw = {} + metrics: Dict[str, Any] = {} + timing_raw: Dict[str, float] = {} is_last_step = self.global_steps >= self.total_training_steps # train step @@ -513,7 +517,7 @@ def fit(self): and (is_last_step or self.global_steps % self.config.trainer.test_freq == 0) ): with _timer("validate", timing_raw): - val_metrics: dict = self._validate() + val_metrics = self._validate() if is_last_step: last_val_metrics = val_metrics metrics.update(val_metrics) @@ -534,16 +538,16 @@ def fit(self): # TODO: make a canonical logger that supports various backend logger.log(data=metrics, step=self.global_steps) + progress_bar.update(1) if is_last_step: pprint(f"Final validation metrics: {last_val_metrics}") progress_bar.close() # This exit logic is to ensure a robust CI. - pprint(f"Flush the logger...") + pprint("Flush the logger...") del logger # Make sure the loggers are flushed and closed properly pprint(f"Training finished at step {self.global_steps}.") return - progress_bar.update(1) self.global_steps += 1 diff --git a/agentlightning/verl/trajectory.py b/agentlightning/verl/trajectory.py new file mode 100644 index 000000000..6156d3c8e --- /dev/null +++ b/agentlightning/verl/trajectory.py @@ -0,0 +1,204 @@ +# Copyright (c) Microsoft. All rights reserved. + +from __future__ import annotations + +import os +from dataclasses import dataclass, field +from typing import Any, List, Mapping, Tuple + + +def _int_list_factory() -> List[int]: + return [] + + +@dataclass +class TrajectoryMergedTrace: + """Merged trajectory segment ready for sequence construction.""" + + prompt_ids: List[int] + response_ids: List[int] + response_mask: List[int] + turn_indices: List[int] + + +@dataclass +class TrajectoryAggregationStats: + """Diagnostics emitted while aggregating trajectory-level traces.""" + + unmerged_rollouts: int = 0 + response_lengths_by_turn: List[int] = field(default_factory=_int_list_factory) + template_mismatch_triplets: int = 0 + retoken_mismatch_triplets: int = 0 + others_mismatch_triplets: int = 0 + + +def ids_startswith( + full_ids: List[int], prefix_ids: List[int], tokenizer: Any, debug: bool = False +) -> Tuple[bool, Tuple[bool, bool, bool]]: + is_prefix: bool + template_mismatch, retoken_mismatch, others_mismatch = False, False, False + if full_ids[: len(prefix_ids)] == prefix_ids: + is_prefix = True + return True, (template_mismatch, retoken_mismatch, others_mismatch) + else: + is_prefix = False + + if not debug: + return is_prefix, (template_mismatch, retoken_mismatch, others_mismatch) + + def _special_token_sequence(ids: List[int]) -> List[int]: + return [id for id in ids if id in tokenizer.all_special_ids] + + def _none_special_token_sequence(ids: List[int]) -> List[int]: + return [id for id in ids if id not in tokenizer.all_special_ids] + + # First, handle special tokens + full_special_ids = _special_token_sequence(full_ids) + prefix_special_ids = _special_token_sequence(prefix_ids) + if sum(1 for a, b in zip(full_special_ids, prefix_special_ids) if a != b) > 0: + template_mismatch = True + + # Next, handle string content + full_content_ids = _none_special_token_sequence(full_ids) + prefix_content_ids = _none_special_token_sequence(prefix_ids) + full_string = tokenizer.decode(full_ids, skip_special_tokens=True) + prefix_string = tokenizer.decode(prefix_ids, skip_special_tokens=True) + if full_content_ids[: len(prefix_content_ids)] != prefix_content_ids and full_string.startswith(prefix_string): + retoken_mismatch = True + elif full_content_ids[: len(prefix_content_ids)] != prefix_content_ids and not full_string.startswith( + prefix_string + ): + others_mismatch = True + return is_prefix, (template_mismatch, retoken_mismatch, others_mismatch) + + +def log_mismatch_detail( + diagnostic: Tuple[bool, bool, bool], + full_ids: List[int], + prefix_ids: List[int], + global_steps: int, + rollout_id: str, + turn_id: int, + log_dir: str | None = None, +) -> None: + if log_dir is None: + return + os.makedirs(log_dir, exist_ok=True) + template_mismatch, retoken_mismatch, others_mismatch = diagnostic + if template_mismatch: + with open(os.path.join(log_dir, "template_mismatch.log"), "a+") as f: + print( + "-" * 10 + f" Global Steps: {global_steps}, Rollout ID: {rollout_id}, Turn ID: {turn_id} " + "-" * 10, + file=f, + ) + print(full_ids, file=f) + print(prefix_ids, file=f) + if retoken_mismatch: + with open(os.path.join(log_dir, "retoken_mismatch.log"), "a+") as f: + print( + "-" * 10 + f" Global Steps: {global_steps}, Rollout ID: {rollout_id}, Turn ID: {turn_id} " + "-" * 10, + file=f, + ) + print(full_ids, file=f) + print(prefix_ids, file=f) + if others_mismatch: + with open(os.path.join(log_dir, "others_mismatch.log"), "a+") as f: + print( + "-" * 10 + f" Global Steps: {global_steps}, Rollout ID: {rollout_id}, Turn ID: {turn_id} " + "-" * 10, + file=f, + ) + print(full_ids, file=f) + print(prefix_ids, file=f) + + +def aggregate_trajectory_traces( + trace_list: List[Mapping[str, List[int]]], + *, + max_prompt_length: int, + tokenizer: Any, + debug: bool = False, + global_steps: int = 0, + rollout_id: str = "", + mismatch_log_dir: str | None = None, +) -> Tuple[List[TrajectoryMergedTrace], TrajectoryAggregationStats]: + """Merge turn-level traces into trajectory-level training samples.""" + + stats = TrajectoryAggregationStats() + merged_trace_idx: List[List[int]] = [] + current_merged_trace_idx: List[int] = [] + current_context: List[int] = [] + + for turn_index, trace in enumerate(trace_list): + prompt_ids = trace["prompt_ids"] + response_ids = trace["response_ids"] + stats.response_lengths_by_turn.append(len(response_ids)) + full_ids = prompt_ids + response_ids + is_prefix, diagnostic = ids_startswith(full_ids, current_context, tokenizer, debug) + if not is_prefix and debug: + stats.template_mismatch_triplets += int(diagnostic[0]) + stats.retoken_mismatch_triplets += int(diagnostic[1]) + stats.others_mismatch_triplets += int(diagnostic[2]) + log_mismatch_detail( + diagnostic, + full_ids, + current_context, + global_steps, + rollout_id, + turn_index, + mismatch_log_dir, + ) + + if is_prefix: + current_context = full_ids + current_merged_trace_idx.append(turn_index) + else: + if current_merged_trace_idx: + merged_trace_idx.append(current_merged_trace_idx) + current_merged_trace_idx = [turn_index] + current_context = full_ids + + if current_merged_trace_idx: + merged_trace_idx.append(current_merged_trace_idx) + + if len(merged_trace_idx) > 1: + stats.unmerged_rollouts = 1 + + merged_traces: List[TrajectoryMergedTrace] = [] + for turn_indices in merged_trace_idx: + first_trace = trace_list[turn_indices[0]] + prompt_ids = list(first_trace["prompt_ids"]) + + # If a merged trajectory segment starts after the first turn and the + # prompt overflows, the truncated tail becomes supervised response. + if turn_indices[0] > 0 and len(prompt_ids) > max_prompt_length: + response_ids = prompt_ids[max_prompt_length:] + prompt_ids = prompt_ids[:max_prompt_length] + response_mask = [1] * len(response_ids) + else: + response_ids = [] + response_mask = [] + + prompt_length = len(prompt_ids) + first_response_ids = first_trace["response_ids"] + response_ids.extend(first_response_ids) + response_mask.extend([1] * len(first_response_ids)) + + for turn_index in turn_indices[1:]: + trace = trace_list[turn_index] + new_prompt_length = max(len(trace["prompt_ids"]) - len(response_ids) - prompt_length, 0) + if new_prompt_length > 0: + response_ids.extend(trace["prompt_ids"][-new_prompt_length:]) + response_mask.extend([0] * new_prompt_length) + response_ids.extend(trace["response_ids"]) + response_mask.extend([1] * len(trace["response_ids"])) + + merged_traces.append( + TrajectoryMergedTrace( + prompt_ids=prompt_ids, + response_ids=response_ids, + response_mask=response_mask, + turn_indices=turn_indices, + ) + ) + + return merged_traces, stats diff --git a/contrib/agentlightning/contrib/agent/empo2_agent.py b/contrib/agentlightning/contrib/agent/empo2_agent.py index 5353638d1..6e122ab5d 100644 --- a/contrib/agentlightning/contrib/agent/empo2_agent.py +++ b/contrib/agentlightning/contrib/agent/empo2_agent.py @@ -9,13 +9,14 @@ from add_instruction import add_chat_all_tips, add_chat_instruction from agl_envs import make_env_manager -from agentlightning import LLM, NamedResources, Rollout, configure_logger, emit_reward, operation +from agentlightning import LLM, NamedResources, Rollout, emit_reward, operation, setup_logging from agentlightning.utils.otel import make_link_attributes from contrib.agentlightning.contrib.agent.env_agent import EnvAgent from contrib.recipes.envs.prompt_builder import HistoryPromptBuilder -configure_logger() -logger = configure_logger(name=__name__, level=logging.ERROR) +setup_logging(apply_to=[__name__]) +logger = logging.getLogger(__name__) +logger.setLevel(logging.ERROR) def do_compress(text): diff --git a/contrib/agentlightning/contrib/agent/env_agent.py b/contrib/agentlightning/contrib/agent/env_agent.py index 626dba935..5e1e77bae 100644 --- a/contrib/agentlightning/contrib/agent/env_agent.py +++ b/contrib/agentlightning/contrib/agent/env_agent.py @@ -13,11 +13,13 @@ from autogen_core.models import ModelFamily from autogen_ext.models.openai import OpenAIChatCompletionClient -from agentlightning import LLM, LitAgent, NamedResources, Rollout, configure_logger, emit_object, emit_reward, operation +from agentlightning import LLM, LitAgent, NamedResources, Rollout, emit_object, emit_reward, operation, setup_logging from agentlightning.utils.otel import make_link_attributes from contrib.recipes.envs.prompt_builder import HistoryPromptBuilder -logger = configure_logger(name=__name__, level=logging.ERROR) +setup_logging(apply_to=[__name__]) +logger = logging.getLogger(__name__) +logger.setLevel(logging.ERROR) class EnvAgent(LitAgent): diff --git a/contrib/agentlightning/contrib/algorithm/env_verl/core_empo2.py b/contrib/agentlightning/contrib/algorithm/env_verl/core_empo2.py deleted file mode 100644 index b5331ac41..000000000 --- a/contrib/agentlightning/contrib/algorithm/env_verl/core_empo2.py +++ /dev/null @@ -1,68 +0,0 @@ -# Copyright (c) Microsoft. All rights reserved. - -from typing import Any, List - -import torch - - -def is_sublist(sub, full): - n, m = len(sub), len(full) - return any(full[i : i + n] == sub for i in range(m - n + 1)) - - -# Function to remove segments of a list between a start pattern and an end pattern -def remove_pattern_ranges(seq: List[Any], start_pat: List[Any], end_pat: List[Any]) -> List[Any]: - """Remove every [start_pat ... end_pat] slice (inclusive) from seq.""" - - out: List[Any] = [] - i = 0 - n = len(seq) - ls, le = len(start_pat), len(end_pat) - - while i < n: - # Check if the start pattern matches at the current position - if i + ls <= n and seq[i : i + ls] == start_pat: - # Look for the first occurrence of the end pattern after the start pattern - j = i + ls - found_end = -1 - while j + le <= n: - if seq[j : j + le] == end_pat: - found_end = j - break # Stop when the end pattern is found - j += 1 - - # If the end pattern is found, skip the whole segment from start to end - if found_end != -1: - i = found_end + le # Move the index past the end pattern - continue # Skip the current iteration and go to the next - else: - # If the end pattern is not found, keep the current element and move one step forward - out.append(seq[i]) - i += 1 - else: - # If the start pattern is not found, just append the current element - out.append(seq[i]) - i += 1 - - # Return the filtered list with the start-end pattern segments removed - return out - - -def low_prob_token_masking(batch, threshold: float = -5.0): - response_mask = batch.batch["response_mask"] # [N, T] - old_log_prob = batch.batch["old_log_probs"] - - masked_old_log_prob = old_log_prob.masked_fill(response_mask == 0, 1e9) - min_values, _ = torch.min(masked_old_log_prob, dim=1) # [N] - - mask = min_values < threshold # [N] - - combined_mask = mask.unsqueeze(1) & (response_mask == 1) - - # advantages masking - response_mask = response_mask.masked_fill(combined_mask, 0) - batch.batch["response_mask"] = response_mask - - print(f"Number of tokens masked: {combined_mask.sum().item()}") - - return batch diff --git a/contrib/agentlightning/contrib/algorithm/env_verl/daemon.py b/contrib/agentlightning/contrib/algorithm/env_verl/daemon.py deleted file mode 100644 index 2b3274389..000000000 --- a/contrib/agentlightning/contrib/algorithm/env_verl/daemon.py +++ /dev/null @@ -1,923 +0,0 @@ -# Copyright (c) Microsoft. All rights reserved. - -import asyncio -import copy -import json -import logging -import random -import socket -import threading -import time -import uuid - -logger = logging.getLogger(__name__) -from collections import defaultdict -from collections.abc import Mapping -from typing import Any, Dict, List, Literal, Optional, Tuple, cast - -import numpy as np -import requests -import torch -from flask import Flask, Response, abort, request -from tensordict import TensorDict -from verl import DataProto - -import contrib.agentlightning.contrib.algorithm.env_verl.core_empo2 as core_empo2 -from agentlightning import LLM, AgentLightningServer, NamedResources, RolloutLegacy -from agentlightning.llm_proxy import LLMProxy, ModelConfig -from agentlightning.reward import find_final_reward -from agentlightning.store.base import LightningStore -from agentlightning.types import EnqueueRolloutRequest, Rollout, RolloutConfig, Task -from contrib.agentlightning.contrib.adapter.triplet_group import TracerTraceToTripletGroup - -__all__ = [ - "AgentModeDaemon", - "get_left_padded_ids_and_attention_mask", - "get_right_padded_ids_and_attention_mask", -] - - -def get_left_padded_ids_and_attention_mask( - ids: List[int], max_length: int, pad_token_id: int -) -> Tuple[List[int], List[int]]: - """ - Left-pad (or truncate) a sequence of token IDs to a fixed length, - and build the corresponding attention mask. - - Args: - ids: the original list of token IDs. - max_length: desired total length after padding/truncation. - pad_token_id: ID to use for padding. - - Returns: - padded_ids (any): list of length == max_length. - attention_mask (any): list of same length: 1 for non-pad tokens, 0 for pads. - """ - seq_len = len(ids) - - if seq_len >= max_length: - # too long → truncate from the left, keep the last max_length tokens - trimmed = ids[-max_length:] - attention_mask = [1] * max_length - return trimmed, attention_mask - - # too short → pad on the left - pad_len = max_length - seq_len - padded_ids = [pad_token_id] * pad_len + ids - attention_mask = [0] * pad_len + [1] * seq_len - return padded_ids, attention_mask - - -def get_right_padded_ids_and_attention_mask( - ids: List[int], max_length: int, pad_token_id: int -) -> Tuple[List[int], List[int]]: - """ - Right-pad (or truncate) a sequence of token IDs to a fixed length, - and build the corresponding attention mask. - - Args: - ids: the original list of token IDs. - max_length: desired total length after padding/truncation. - pad_token_id: ID to use for padding. - - Returns: - padded_ids (any): list of length == max_length. - attention_mask (any): list of same length: 1 for non-pad tokens, 0 for pads. - """ - seq_len = len(ids) - - if seq_len >= max_length: - # too long → truncate to the first max_length tokens - trimmed = ids[:max_length] - attention_mask = [1] * max_length - return trimmed, attention_mask - - # too short → pad on the right - pad_len = max_length - seq_len - padded_ids = ids + [pad_token_id] * pad_len - attention_mask = [1] * seq_len + [0] * pad_len - return padded_ids, attention_mask - - -def _find_available_port() -> int: - with socket.socket(socket.AF_INET, socket.SOCK_STREAM) as s: - s.bind(("", 0)) - return s.getsockname()[1] - - -def _to_native(obj: Any) -> Any: - """Convert data retrieved from Parquet to data usable in AGL server.""" - # 1) Arrays -> list (then recurse) - if isinstance(obj, np.ndarray): - return _to_native(obj.tolist()) - - # 2) NumPy scalar types -> Python scalars - if isinstance(obj, np.generic): - return _to_native(obj.item()) - - # 3) Dict-like -> dict - if isinstance(obj, Mapping): - return {_to_native(k): _to_native(v) for k, v in obj.items()} # type: ignore - - # 4) Lists/Tuples/Sets -> list - if isinstance(obj, (list, tuple, set)): - return [_to_native(x) for x in obj] # type: ignore - - # 5) Anything else: leave as-is - return obj - - -class EnvAgentModeDaemon: - """ - AgentModeDaemon using the AgentLightningServer SDK. - - This class manages the server lifecycle, task queueing, and results - retrieval, while also running a proxy server for LLM requests. It maintains - the original interface for compatibility with the RayPPOTrainer. - """ - - def __init__( - self, - port: Optional[int], - train_rollout_n: int, - train_information: Dict[str, Any], - tokenizer: Any, - mini_batch_size: int, - pad_token_id: int, - reward_fillna_value: float = 0.0, - llm_timeout_seconds: float = 1200.0, - mode: Literal["v0", "v1"] = "v1", - llm_proxy: LLMProxy | None = None, - store: LightningStore | None = None, - adapter: TracerTraceToTripletGroup | None = None, - ): - self.mode = mode - self.llm_timeout_seconds = llm_timeout_seconds - - # Server and Task Configuration - if mode == "v0": - assert port is not None - self.server_port = port - self.server = AgentLightningServer( - host="0.0.0.0", port=self.server_port, task_timeout_seconds=self.llm_timeout_seconds - ) - self.proxy_port = _find_available_port() # Run proxy on a different port - else: - assert store is not None - self.store = store - if llm_proxy is None: - self.llm_proxy = LLMProxy( - port=_find_available_port(), - model_list=[], - store=store, - ) - else: - # Reuse the existing LLM proxy (probably configured by user) - self.llm_proxy = llm_proxy - - # if adapter is None: - # self.adapter = TracerTraceToTripletGroup() - # else: - # # Reuse the one from trainer - # self.adapter = adapter - self.adapter = TracerTraceToTripletGroup() - - self._internal_loop: Optional[asyncio.AbstractEventLoop] = None - self._internal_loop_thread = threading.Thread(target=self._internal_loop_runner, daemon=True) - self._internal_loop_thread.start() - - # Training and Data Configuration - self.train_rollout_n = train_rollout_n - self.train_information = train_information - self.mini_batch_size = mini_batch_size - self.pad_token_id = pad_token_id - self.tokenizer = tokenizer - self.reward_fillna_value = reward_fillna_value - - # Internal State - self.backend_llm_server_addresses: List[str] = [] - self._total_tasks_queued = 0 - self._completed_rollouts_v0: Dict[str, RolloutLegacy] = {} - self._task_id_to_original_sample: Dict[str, Dict[str, Any]] = {} - self._server_thread: Optional[threading.Thread] = None - self._proxy_thread: Optional[threading.Thread] = None - self.is_train = True - - def _internal_loop_runner(self): - """Run the internal loop.""" - loop = asyncio.new_event_loop() - asyncio.set_event_loop(loop) - self._internal_loop = loop - loop.run_forever() - loop.close() - - def _start_proxy_server_v0(self): - """ - Initializes and runs a Flask-based proxy server in a separate thread. - This proxy load-balances requests to the actual backend LLM servers. - """ - app = Flask(__name__) - - num_requests = 0 - last_request_time = 0 - - @app.route("/v1/", methods=["GET", "POST", "PUT", "DELETE", "PATCH", "OPTIONS", "HEAD"]) - def proxy(path: str): # type: ignore - if not self.backend_llm_server_addresses: - abort(503, description="No backend LLM servers available.") - - # Randomly choose a backend server for load balancing - target_server = random.choice(self.backend_llm_server_addresses) - target_url = f"http://{target_server}/v1/{path}" - - # Copy client request headers, removing the Host header - headers = {key: value for key, value in request.headers if key.lower() != "host"} - - # Log the request for debugging - nonlocal num_requests, last_request_time - current_time = time.time() - num_requests += 1 - if current_time - last_request_time > 60 or num_requests == 1 or num_requests % 100 == 0: - print(f"Proxying {request.method} request to {target_server}. Request data: {request.get_data()}") - last_request_time = current_time - - try: - # Forward the request to the target backend - resp = requests.request( - method=request.method, - url=target_url, - headers=headers, - params=request.args, # type: ignore - data=request.get_data(), - cookies=request.cookies, - allow_redirects=False, - timeout=self.llm_timeout_seconds, - ) - # Filter out hop-by-hop headers before returning the response - excluded_headers = [ - "content-encoding", - "content-length", - "transfer-encoding", - "connection", - "keep-alive", - "proxy-authenticate", - "proxy-authorization", - "te", - "trailers", - "upgrade", - ] - response_headers = [ - (name, value) for name, value in resp.raw.headers.items() if name.lower() not in excluded_headers - ] - if resp.status_code == 200: - # NOTE: from Zhiyuan's code. - # https://github.com/hzy46/verl_agent_mode/blob/2db65ea9858f645a914120357412a7540f8bd82d/verl/trainer/ppo/ray_trainer.py#L692-L711 - # request_json = json.loads(request.get_data().decode("utf-8")) - response_json = json.loads(resp.content.decode("utf-8")) - # response_message = ChatCompletion(**response_json).choices[0].message.model_dump(exclude_unset=True, exclude_none=True) - # tool_schemas = request_json.get("tools", None) - # prompt_ids = self.tokenizer.apply_chat_template(request_json["messages"], tools=tool_schemas, add_generation_prompt=True, tokenize=True) - # full_ids = self.tokenizer.apply_chat_template(request_json["messages"] + [response_message], tools=tool_schemas, add_generation_prompt=False, tokenize=True) - # TBD: response_ids sometimes ends with "\n", shall we keep the extra "\n"? - # sometimes it has some differences with the hacky method in the end, but this should align with ToolCompletionCallback - # response_ids = full_ids[len(prompt_ids):] - - # NOTE (yuge): They are different. Don't know why. - # assert response_json['prompt_token_ids'] == prompt_ids - # patched_response_ids = response_json['response_token_ids'][0] - # assert patched_response_ids == response_ids[:len(patched_response_ids)], f"{patched_response_ids} != {response_ids[:len(patched_response_ids)]}" - # response_json['prompt_token_ids'] = prompt_ids - # response_json['response_token_ids'] = [response_ids] - replaced_return_content = json.dumps(response_json).encode("utf-8") - return Response(replaced_return_content, status=resp.status_code, headers=response_headers) - return Response(resp.content, resp.status_code, response_headers) - except requests.exceptions.RequestException as e: - abort(500, description=f"Error proxying request: {e}") - - def run_app(): - app.run(host="0.0.0.0", port=self.proxy_port, threaded=True, debug=False) - - self._proxy_thread = threading.Thread(target=run_app, daemon=True) - self._proxy_thread.start() - print(f"Proxy server running on port {self.proxy_port}") - - async def _update_proxy_server_v1(self): - model_name = self.train_information.get("model") - if not model_name: - raise ValueError("Model name is not set.") - self.llm_proxy.update_model_list( - [ - ModelConfig( - { - "model_name": model_name, - "litellm_params": { - "model": "hosted_vllm/" + model_name, - "api_base": f"http://{address}/v1/", - }, - } - ) - for address in self.backend_llm_server_addresses - ], - ) - - await self.llm_proxy.restart() - - def start(self): - """Starts the main AgentLightningServer and the proxy server.""" - - if self.mode == "v0": - - def run_server(): - """Run the AgentLightningServer in a separate thread.""" - asyncio.run(self.server.run_forever()) - - self._server_thread = threading.Thread(target=run_server, daemon=True) - self._server_thread.start() - - # Wait for the server's internal startup event to be set. - print("Waiting for AgentLightningServer to start...") - is_ready = self.server.startup_event.wait(timeout=20.0) # Wait up to 20s - if not is_ready: - raise RuntimeError("AgentLightningServer failed to start within the timeout period.") - - print(f"AgentLightningServer control plane running on port {self.server_port}") - - self._start_proxy_server_v0() - else: - # Agent lightning server is no longer needed; - # Start proxy server in _async_set_up - pass - - async def _async_set_up(self, data: Dict[str, Any], server_addresses: List[str], is_train: bool = True): - """Async helper to set up data and resources on the server.""" - self.clear_data_and_server() - if server_addresses != self.backend_llm_server_addresses: - self.backend_llm_server_addresses = server_addresses - if self.mode == "v1" and not self.llm_proxy.is_running(): - await self._update_proxy_server_v1() - self.is_train = is_train - - # 1. Update resources on the server for clients to use - if self.mode == "v0": - llm_resource = LLM( - endpoint=f"http://127.0.0.1:{self.proxy_port}/v1", - model=self.train_information.get("model", "default-model"), - sampling_parameters={ - "temperature": self.train_information.get("temperature", 0.7 if is_train else 0.0) - }, - ) - else: - llm_resource = self.llm_proxy.as_resource( - sampling_parameters={ - "temperature": self.train_information.get("temperature", 0.7 if is_train else 0.0) - }, - ) - - resources: NamedResources = {"main_llm": llm_resource} - - if self.mode == "v0": - resources_id = await self.server.update_resources(resources) - else: - resources_update = await self.store.add_resources(resources) - resources_id = resources_update.resources_id - - # 2. Queue tasks for agents to process - keys = list(data.keys()) - num_samples = len(data[keys[0]]) - rollouts_per_sample = self.train_rollout_n if is_train else 1 - - enqueue_rollout_requests: List[EnqueueRolloutRequest] = [] - data_id_to_original_sample: Dict[str, Dict[str, Any]] = {} - - for i in range(num_samples): - data_id = str(uuid.uuid4()) - original_sample = {key: data[key][i] for key in keys} - original_sample["data_id"] = data_id - data_id_to_original_sample[data_id] = original_sample - - # For training, each sample is rolled out multiple times - # Data ID is different from Rollout ID, as one data can have multiple rollouts. - for _ in range(rollouts_per_sample): - task_metadata = {"data_id": data_id, "is_train": is_train} - if self.mode == "v0": - # Queue immediately - rollout_id = await self.server.queue_task( - sample=_to_native(original_sample), - mode="train" if is_train else "val", - resources_id=resources_id, - metadata=task_metadata, - ) - - # Store original sample data to reconstruct batch information later - self._task_id_to_original_sample[rollout_id] = original_sample - self._total_tasks_queued += 1 - else: - # Collect tasks to enqueue in batch and queue them later - enqueue_rollout_requests.append( - EnqueueRolloutRequest( - input=_to_native(original_sample), - mode="train" if is_train else "val", - resources_id=resources_id, - config=RolloutConfig( - unresponsive_seconds=self.llm_timeout_seconds, - timeout_seconds=self.llm_timeout_seconds, - ), - metadata=task_metadata, - ) - ) - - if self.mode == "v1": - # Enqueue all the tasks in a single batch - rollouts = await self.store.enqueue_many_rollouts(enqueue_rollout_requests) - self._task_id_to_original_sample.update( - { - # Recover the original data and store it for later use. - rollout.rollout_id: data_id_to_original_sample[cast(Dict[str, Any], rollout.metadata)["data_id"]] - for rollout in rollouts - } - ) - self._total_tasks_queued += len(rollouts) - - def set_up_data_and_server(self, data: Dict[str, Any], server_addresses: List[str], is_train: bool = True): - """Synchronous wrapper for setting up data and server resources.""" - coro = self._async_set_up(data, server_addresses, is_train) - - if self.mode == "v0": - if not self.server.loop or not self.server.startup_event.is_set(): - raise RuntimeError("Server is not running or ready.") - - future = asyncio.run_coroutine_threadsafe(coro, self.server.loop) - - else: - if self._internal_loop is None: - raise RuntimeError("Internal loop is not running.") - future = asyncio.run_coroutine_threadsafe(coro, self._internal_loop) - try: - future.result(timeout=600) # Wait for completion with a timeout - except Exception as e: - print(f"Failed to set up data on server: {e}") - raise - - def _validate_data(self, rollout: RolloutLegacy): - if rollout.final_reward is None: - print( - f"Warning: Reward is None for rollout {rollout.rollout_id}, will be auto-set to {self.reward_fillna_value}." - ) - if rollout.triplets is None: - print(f"Warning: Triplet is None for rollout {rollout.rollout_id}.") - elif len(rollout.triplets) == 0: - print(f"Warning: Length of triplets is 0 for rollout {rollout.rollout_id}.") - elif any(not r.response.get("token_ids", []) for r in rollout.triplets): - print(f"Warning: Rollout {rollout.rollout_id} contains empty response: {rollout.triplets}") - elif any(not r.prompt.get("token_ids", []) for r in rollout.triplets): - print(f"Warning: Rollout {rollout.rollout_id} contains empty prompt: {rollout.triplets}") - - async def _validate_data_v1(self, rollout: Rollout) -> RolloutLegacy: - """Convert Rollout to RolloutLegacy and validate. - - 1. Task: construct from Rollout - 2. Triplets: obtained by querying spans and feeding into the adapter - 3. Final reward: extracted from last triplet's reward, searching backwards if not found - """ - # Query spans for this rollout (latest attempt) - spans = await self.store.query_spans(rollout.rollout_id, attempt_id="latest") - final_reward = find_final_reward(spans) - - # Convert spans to triplets using the adapter - if not spans: - # No triplets found, will emit a warning later. - triplets = [] - else: - # triplets = self.adapter.adapt(spans) - triplets = self.adapter.adapt_group(spans) - - # # Extract final reward from triplets - # final_reward: Optional[float] = None - # if triplets: - # # Search backwards through triplets for the first non-None reward - # for triplet in reversed(triplets): - # if triplet.reward is not None: - # final_reward = triplet.reward - # break - - # Construct the Task object from Rollout - task = Task( - rollout_id=rollout.rollout_id, - input=rollout.input, - mode=rollout.mode, - resources_id=rollout.resources_id, - metadata=rollout.metadata or {}, - ) - - # Create the Rollout object (without trace and logs as per user's note) - result_rollout = RolloutLegacy( - rollout_id=rollout.rollout_id, - task=task, - final_reward=final_reward, - triplets=triplets, - metadata=rollout.metadata or {}, - ) - - # Run the same validation as v0 - self._validate_data(result_rollout) - - return result_rollout - - async def _async_run_until_finished(self, verbose: bool = True): - """Async helper to wait for all tasks to complete.""" - while len(self._completed_rollouts_v0) < self._total_tasks_queued: - if self.mode == "v0": - completed_batch = await self.server.retrieve_completed_rollouts() - else: - completed_batch = await self.store.wait_for_rollouts( - rollout_ids=list(self._task_id_to_original_sample.keys()), timeout=0 - ) - for rollout in completed_batch: - if rollout.rollout_id in self._completed_rollouts_v0: - # Already processed, skip - continue - if isinstance(rollout, Rollout): - rollout = await self._validate_data_v1(rollout) - else: - self._validate_data(rollout) - if rollout.rollout_id not in self._task_id_to_original_sample: - print(f"Warning: Received unknown rollout ID {rollout.rollout_id}, skipping.") - else: - self._completed_rollouts_v0[rollout.rollout_id] = rollout - if verbose: - print(f"Completed {len(self._completed_rollouts_v0)}/{self._total_tasks_queued} tasks...") - await asyncio.sleep(5) - - print("All tasks finished.") - - def run_until_all_finished(self, verbose: bool = True): - """Synchronously waits for all queued tasks to be completed and reported.""" - if self._total_tasks_queued == 0: - print("Warning: No tasks were queued.") - return - - if self.mode == "v0": - if not self.server.loop or not self.server.startup_event.is_set(): - raise RuntimeError("Server is not running or ready.") - loop = self.server.loop - else: - loop = self._internal_loop - assert loop is not None - - coro = self._async_run_until_finished(verbose) - future = asyncio.run_coroutine_threadsafe(coro, loop) - try: - future.result() # Wait indefinitely for all tasks to complete - except Exception as e: - print(f"Error while waiting for tasks to finish: {e}") - raise - - def get_test_metrics(self): - """Calculates and returns metrics for a validation run.""" - assert not self.is_train, "This method should only be called during validation." - assert len(self._completed_rollouts_v0) == self._total_tasks_queued - - sample_stat_list: List[Dict[str, Any]] = [] - sample_stat_list_by_source: Dict[str, List[Dict[str, Any]]] = defaultdict( - list - ) # FIXME: Evaluate whether grouping stats by source is actually needed. - - for rollout_id, rollout in self._completed_rollouts_v0.items(): - final_reward_raw: Optional[float] = rollout.final_reward - final_reward = self._fillna_reward(rollout) - if not rollout.triplets: - print(f"Warning: No triplets found for test rollout {rollout.rollout_id}.") - sample_stat_list.append({"reward": final_reward, "has_reward": final_reward_raw is not None}) - continue - response_length_list = [len(triplet.response.get("token_ids", [])) for triplet in rollout.triplets] - - if "data_source" in self._task_id_to_original_sample[rollout_id]: - # When a test sample includes a 'data_source' field, record per-source statistics for test results. - # TODO: This is a flawed design. We should have a better way to handle this. - data_source = self._task_id_to_original_sample[rollout_id]["data_source"] - sample_stat_list_by_source[data_source].append( - { - "sum_response_length": np.sum(response_length_list), - "mean_response_length": np.mean(response_length_list) if response_length_list else 0, - "turn_count": len(rollout.triplets), - "reward": final_reward, - "has_reward": final_reward_raw is not None, - } - ) - sample_stat_list.append( - { - "sum_response_length": np.sum(response_length_list), - "mean_response_length": np.mean(response_length_list) if response_length_list else 0, - "turn_count": len(rollout.triplets), - "reward": final_reward, - "has_reward": final_reward_raw is not None, - } - ) - metric_dict: Dict[str, Any] = {} - - stats_w_trace = [stat for stat in sample_stat_list if "sum_response_length" in stat] - stats_w_trace_by_source = { - data_source: [stat for stat in sample_stats if "sum_response_length" in stat] - for data_source, sample_stats in sample_stat_list_by_source.items() - } - for data_source, sample_stats in sample_stat_list_by_source.items(): - metric_dict.update( - { - f"val/{data_source}/n_rollouts": len(sample_stats), - f"val/{data_source}/n_rollouts_w_trace": len(stats_w_trace_by_source[data_source]), - f"val/{data_source}/n_rollouts_w_reward": len( - [stat for stat in sample_stats if stat["has_reward"]] - ), - f"val/{data_source}/reward": np.mean( - [stat["reward"] for stat in sample_stats] - ), # each rollout must have a reward (fillna if missing) - f"val/{data_source}/mean_response_length": np.mean( - [stat["mean_response_length"] for stat in stats_w_trace_by_source[data_source]] - ), - f"val/{data_source}/sum_response_length": np.mean( - [stat["sum_response_length"] for stat in stats_w_trace_by_source[data_source]] - ), - f"val/{data_source}/turn_count": np.mean( - [stat["turn_count"] for stat in stats_w_trace_by_source[data_source]] - ), - } - ) - metric_dict.update( - { - "val/n_rollouts": len(sample_stat_list), - "val/n_rollouts_w_trace": len(stats_w_trace), - "val/n_rollouts_w_reward": len([stat for stat in sample_stat_list if stat["has_reward"]]), - "val/reward": np.mean( - [stat["reward"] for stat in sample_stat_list] - ), # each rollout must have a reward (fillna if missing) - "val/mean_response_length": np.mean([stat["mean_response_length"] for stat in stats_w_trace]), - "val/sum_response_length": np.mean([stat["sum_response_length"] for stat in stats_w_trace]), - "val/turn_count": np.mean([stat["turn_count"] for stat in stats_w_trace]), - } - ) - return metric_dict - - def get_train_data_batch( - self, - max_prompt_length: int, - max_response_length: int, - device: torch.device, - max_train_length: int = -1, - use_final_reward_as_step_reward: bool = True, - use_intrinsic_reward: bool = False, - is_gigpo: bool = False, - empo2_train_mode: Literal["off-policy", "on-policy-with-tips", "on-policy"] | None = None, - ): - """ - Processes completed rollouts to generate a training data batch. - - This function reconstructs the logic from the original AgentModeDaemon, - using data retrieved from the new server architecture. It handles padding, - truncation, and tensor creation for the PPO training loop. - """ - assert self.is_train, "This method should only be called during training." - assert len(self._completed_rollouts_v0) == self._total_tasks_queued - - # 1. Reconstruct the `finished_id_to_sample_info` structure from completed rollouts - finished_id_to_sample_info: Dict[str, Dict[str, Any]] = {} - finished_id_to_final_reward: Dict[str, float] = {} - sample_with_reward_count = 0 - for rollout_id, rollout in self._completed_rollouts_v0.items(): - original_sample = self._task_id_to_original_sample[rollout_id] - sample_with_reward_count += int(rollout.final_reward is not None) - final_reward = self._fillna_reward(rollout) - - if not rollout.triplets: - finished_id_to_final_reward[rollout_id] = final_reward - print(f"Warning: No triplets found for training rollout {rollout.rollout_id}, skipping.") - continue - - # The client should report triplets that contain prompt_ids and response_ids. - # Example triplet.prompt: {"token_ids": [...]} - # Example triplet.response: {"token_ids": [...]} - # trace_list = [ - # {"prompt_ids": t.prompt.get("token_ids", []), "response_ids": t.response.get("token_ids", [])} - # for t in rollout.triplets - # ] - trace_list = [] - for t in rollout.triplets: - trace_dict = { - "prompt_ids": t.prompt.get("token_ids", []), - "response_ids": t.response.get("token_ids", []), - "step_reward": t.reward, - "step_intrinsic_reward": t.metadata.get("intrinsic_reward", 0.0), - "message": t.metadata.get("message", ""), - } - - trace_list.append(trace_dict) - - info = { - "final_reward": final_reward, - "trace_list": trace_list, - "data_id": original_sample["data_id"], - } - finished_id_to_sample_info[rollout_id] = info - finished_id_to_final_reward[rollout_id] = final_reward - # - # --- Data processing and tensor creation logic --- - # Get all the reported data. - # prompt_ids are left-padded. - # response_ids are right-padded. - # They are concatenated in the middle. - # Discard handling: - # - Those exceeding max_prompt_length will be marked for discard, but not - # discarded here. They are only truncated and marked, to be discarded later. - # This is for the correctness of the advantage calculation. - # - The discard for the PPO mini-batch should also be handled this way. - input_ids_list: List[List[int]] = [] - input_attention_mask_list: List[List[int]] = [] - response_ids_list: List[List[int]] = [] - response_attention_mask_list: List[List[int]] = [] - final_reward_list: List[float] = [] - step_reward_list: List[float] = [] - data_id_list: List[str] = [] - rollout_id_list: List[str] = [] - turn_index_list: List[int] = [] - is_drop_list: List[bool] = [] - n_trunc_sample_because_of_response = 0 - if empo2_train_mode == "off-policy": - old_input_ids_list: List[List[int]] = [] - old_input_attention_mask_list: List[List[int]] = [] - - # optional fields - step_intrinsic_reward_list: List[float] = [] - message_list: List[str] = [] - - for rollout_id, sample_info in finished_id_to_sample_info.items(): - for turn_index, trace in enumerate(sample_info["trace_list"]): - prompt_ids, response_ids = trace["prompt_ids"], trace["response_ids"] - - if max_train_length > -1 and len(prompt_ids) + len(response_ids) > max_train_length: - logger.debug( - "Skipping sample: prompt_len=%d, response_len=%d, total=%d > max_train_length=%d", - len(prompt_ids), - len(response_ids), - len(prompt_ids) + len(response_ids), - max_train_length, - ) - continue - - final_reward_list.append(sample_info["final_reward"]) - step_reward_list.append(trace["step_reward"]) - step_intrinsic_reward_list.append(trace["step_intrinsic_reward"]) - message_list.append(trace["message"]) - - if empo2_train_mode == "off-policy": - old_prompt_ids = copy.deepcopy(prompt_ids) - START_PATTERN = self.tokenizer.encode("") - END_PATTERN = self.tokenizer.encode("\n\n") - if core_empo2.is_sublist(START_PATTERN, prompt_ids): - prompt_ids = core_empo2.remove_pattern_ranges(prompt_ids, START_PATTERN, END_PATTERN) - - # Mark samples with prompts exceeding max_prompt_length to be dropped later - if len(prompt_ids) > max_prompt_length: - prompt_ids = prompt_ids[:max_prompt_length] - is_drop_list.append(True) - else: - is_drop_list.append(False) - - # Truncate responses that exceed max_response_length - if len(response_ids) > max_response_length: - response_ids = response_ids[:max_response_length] - n_trunc_sample_because_of_response += 1 - - # Pad prompts to the left and responses to the right - one_input_ids, one_input_attention_mask = get_left_padded_ids_and_attention_mask( - prompt_ids, max_prompt_length, self.pad_token_id - ) - one_response_ids, one_response_attention_mask = get_right_padded_ids_and_attention_mask( - response_ids, max_response_length, self.pad_token_id - ) - - input_ids_list.append(one_input_ids) - input_attention_mask_list.append(one_input_attention_mask) - response_ids_list.append(one_response_ids) - response_attention_mask_list.append(one_response_attention_mask) - data_id_list.append(sample_info["data_id"]) - rollout_id_list.append(rollout_id) - turn_index_list.append(turn_index) - - if empo2_train_mode == "off-policy": - old_prompt_ids = old_prompt_ids[:max_prompt_length] - one_old_input_ids, one_old_input_attention_mask = get_left_padded_ids_and_attention_mask( - old_prompt_ids, max_prompt_length, self.pad_token_id - ) - old_input_ids_list.append(one_old_input_ids) - old_input_attention_mask_list.append(one_old_input_attention_mask) - - n_transition = len(input_ids_list) - logger.info("get_train_data_batch: n_transition=%d (max_train_length=%d)", n_transition, max_train_length) - batch_input_ids = torch.LongTensor(input_ids_list).to(device) - input_attention_mask = torch.LongTensor(input_attention_mask_list).to(device) - batch_response_ids = torch.LongTensor(response_ids_list).to(device) - response_attention_mask = torch.LongTensor(response_attention_mask_list).to(device) - - # Concatenate prompts and responses to form the full sequence - batch_seq = torch.cat([batch_input_ids, batch_response_ids], dim=-1) - attention_mask = torch.cat([input_attention_mask, response_attention_mask], dim=-1) - position_ids = torch.clamp(torch.cumsum(attention_mask, dim=-1) - 1, min=0) - - if empo2_train_mode == "off-policy": - old_batch_input_ids = torch.LongTensor(old_input_ids_list).to(device) - old_batch_seq = torch.cat([old_batch_input_ids, batch_response_ids], dim=-1) - old_input_attention_mask = torch.LongTensor(old_input_attention_mask_list).to(device) - old_attention_mask = torch.cat([old_input_attention_mask, response_attention_mask], dim=-1) - old_position_ids = torch.clamp(torch.cumsum(old_attention_mask, dim=-1) - 1, min=0) - - is_drop_mask = torch.BoolTensor(is_drop_list).to(device) - if use_final_reward_as_step_reward: - scores = torch.tensor(final_reward_list, dtype=torch.float32).to(device) - else: - scores = torch.tensor(step_reward_list, dtype=torch.float32).to(device) - - # Create token-level scores by placing the final reward at the last token position - token_level_scores = torch.zeros_like(attention_mask, dtype=scores.dtype) - # At the eos_mask_idx position of each sample, fill in the corresponding scores. - # torch.arange(n_transition) generates [0,1,2,...,bsz-1] as indices for the batch dimension. - eos_mask_idx = torch.argmax(position_ids * attention_mask, dim=-1) # (bsz,) - token_level_scores[torch.arange(n_transition), eos_mask_idx] = scores - # Only take the last response_length part of the sequence to get the token-level scores for the model's response part. - token_level_scores = token_level_scores[:, -max_response_length:] - - # Create token-level intrinsic rewards - token_level_intrinsic_rewards = None - if use_intrinsic_reward: - step_intrinsic_reward_list = [0.0 if reward is None else reward for reward in step_intrinsic_reward_list] - intrinsic_rewards = torch.tensor(step_intrinsic_reward_list, dtype=torch.float32).to(device) - token_level_intrinsic_rewards = torch.zeros_like(attention_mask, dtype=intrinsic_rewards.dtype) - token_level_intrinsic_rewards[torch.arange(n_transition), eos_mask_idx] = intrinsic_rewards - token_level_intrinsic_rewards = token_level_intrinsic_rewards[:, -max_response_length:] - - # Form the final batch using TensorDict - batch_dict = { - "prompts": batch_input_ids, - "responses": batch_response_ids, - "input_ids": batch_seq, # here input_ids become the whole sentences - "attention_mask": attention_mask, - "position_ids": position_ids, - "is_drop_mask": is_drop_mask, - "token_level_scores": token_level_scores.contiguous(), - } - batch_dict["step_rewards"] = torch.tensor(np.array(step_reward_list), dtype=torch.float32).to(device) - if use_intrinsic_reward: - batch_dict["step_intrinsic_rewards"] = torch.tensor( - np.array(step_intrinsic_reward_list), dtype=torch.float32 - ).to(device) - batch_dict["token_level_intrinsic_rewards"] = token_level_intrinsic_rewards.contiguous() - - if empo2_train_mode == "off-policy": - batch_dict.update( - { - "old_input_ids": old_batch_seq, - "old_attention_mask": old_attention_mask, - "old_position_ids": old_position_ids, - } - ) - - batch = TensorDict(batch_dict, batch_size=n_transition) - data_proto = DataProto(batch=batch) - - data_metrics = { - "training/reward": np.mean(list(finished_id_to_final_reward.values())), - "training/n_rollouts": len(finished_id_to_final_reward), - "training/n_rollouts_w_trace": len(finished_id_to_sample_info), - "training/n_rollouts_w_reward": sample_with_reward_count, - "training/n_truncated_triplets": n_trunc_sample_because_of_response, - "training/n_triplets": n_transition, - } - - # Add non-tensor data for advantage calculation and logging - data_proto.non_tensor_batch["data_id_list"] = np.array(data_id_list) # type: ignore - data_proto.non_tensor_batch["rollout_id_list"] = np.array(rollout_id_list) # type: ignore - data_proto.non_tensor_batch["turn_index_list"] = np.array(turn_index_list) # type: ignore - - data_proto.non_tensor_batch["step_rewards"] = np.array(step_reward_list) - if is_gigpo: - data_proto.non_tensor_batch["anchor_obs"] = np.array(message_list) - - return data_proto, data_metrics - - def clear_data_and_server(self): - """Resets the internal state of the daemon for the next run.""" - self.backend_llm_server_addresses = [] - self._completed_rollouts_v0.clear() - self._task_id_to_original_sample.clear() - self._total_tasks_queued = 0 - # For a true reset, the server's internal queues would also need clearing. - # This implementation assumes that `set_up_data_and_server` is called - # for each new run, effectively starting a fresh batch. - - def _fillna_reward(self, rollout: RolloutLegacy): - if rollout.final_reward is None: - if self.reward_fillna_value is not None: # type: ignore - final_reward = self.reward_fillna_value - else: - raise ValueError(f"Reward is None for rollout {rollout.rollout_id}, please check the reward function.") - else: - final_reward = rollout.final_reward - return final_reward diff --git a/contrib/agentlightning/contrib/algorithm/env_verl/trainer.py b/contrib/agentlightning/contrib/algorithm/env_verl/trainer.py deleted file mode 100644 index b4574bd6f..000000000 --- a/contrib/agentlightning/contrib/algorithm/env_verl/trainer.py +++ /dev/null @@ -1,654 +0,0 @@ -# Copyright (c) Microsoft. All rights reserved. - -# type: ignore - -from __future__ import annotations - -import random -from collections import defaultdict -from contextlib import contextmanager -from copy import deepcopy -from pprint import pprint -from typing import Any, Dict, List, Tuple, Type - -import numpy as np -import torch -import verl -from codetiming import Timer -from omegaconf import OmegaConf -from tqdm import tqdm -from verl import DataProto -from verl.protocol import pad_dataproto_to_divisor, unpad_dataproto -from verl.trainer.ppo.core_algos import agg_loss -from verl.trainer.ppo.metric_utils import ( - _compute_response_info, - compute_throughout_metrics, - compute_timing_metrics, -) -from verl.trainer.ppo.ray_trainer import ( - AdvantageEstimator, - RayPPOTrainer, - apply_kl_penalty, - compute_advantage, - compute_response_mask, -) -from verl.utils.metric import reduce_metrics -from verl.utils.tracking import Tracking - -import contrib.agentlightning.contrib.algorithm.env_verl.core_empo2 as core_empo2 -from agentlightning.adapter import TraceAdapter, TraceToTripletBase -from agentlightning.llm_proxy import LLMProxy -from agentlightning.store.base import LightningStore - -from .daemon import EnvAgentModeDaemon - -__all__ = [ - "EnvAgentLightningTrainer", -] - - -@contextmanager -def _timer(name: str, timing_raw: Dict[str, float]): - with Timer(name=name, logger=None) as timer: - yield - if name not in timing_raw: - timing_raw[name] = 0 - timing_raw[name] += timer.last - - -def compute_grpo_rollout_level_advantage( - token_level_rewards: torch.Tensor, - response_mask: torch.Tensor, - task_index: np.ndarray, - rollout_index: np.ndarray, - epsilon: float = 1e-6, - norm_adv_by_std: bool = True, -) -> Tuple[torch.Tensor, torch.Tensor]: - # Aggregates per-step rows into rollout-level scalars, then runs GRPO-style - # normalization over rollouts that share a task. Mirrors tool_utils semantics: - # group size == n_rollouts (uniform), scalar == episode_reward. - bsz, response_length = token_level_rewards.shape - - rollout_score: Dict[Any, float] = defaultdict(float) - rollout_to_task: Dict[Any, Any] = {} - for i in range(bsz): - rid = rollout_index[i] - rollout_score[rid] += float(token_level_rewards[i].sum().item()) - rollout_to_task[rid] = task_index[i] - - task_to_rollouts: Dict[Any, List[Any]] = defaultdict(list) - for rid, tid in rollout_to_task.items(): - task_to_rollouts[tid].append(rid) - - rollout_adv: Dict[Any, float] = {} - for tid, rids in task_to_rollouts.items(): - r_arr = np.array([rollout_score[rid] for rid in rids], dtype=np.float32) - if len(r_arr) == 1: - # Match verl.compute_grpo_outcome_advantage fallback. - mean, std = 0.0, 1.0 - else: - mean = float(r_arr.mean()) - # ddof=1 to match torch.std's default (unbiased, Bessel correction), - # which is what verl.compute_grpo_outcome_advantage uses. - std = float(r_arr.std(ddof=1)) - denom = std + epsilon - for rid in rids: - a = rollout_score[rid] - mean - if norm_adv_by_std: - a = a / denom - rollout_adv[rid] = a - - advantages = torch.zeros_like(token_level_rewards) - for i in range(bsz): - advantages[i] = rollout_adv[rollout_index[i]] * response_mask[i] - - returns = advantages.clone() - return advantages, returns - - -# This function is adapted from verl. -# We introduce a new parameter `suffix` to distinguish between metrics computed -# before and after AgentLightning’s post-processing. -# - "Before" refers to raw reward and advantage values. -# - "After" refers to values computed following post-processing, which involves: -# (1) Dropping prompts that exceed the maximum allowed length. -# (2) Adjusting the batch size to be a multiple of the mini PPO size. -# Different suffixes are used to label these two stages accordingly. -def compute_data_metrics(batch: DataProto, use_critic: bool = True, suffix: str = "") -> Dict[str, Any]: - """ - Computes various metrics from a batch of data for PPO training. - - This function calculates metrics related to scores, rewards, advantages, returns, values, - and sequence lengths from a batch of data. It provides statistical information (mean, max, min) - for each metric category. - - Args: - batch: A DataProto object containing batch data with token-level scores, rewards, advantages, etc. - use_critic: Whether to include critic-specific metrics. Defaults to True. - - Returns: - A dictionary of metrics including: - - critic/score/mean, max, min: Statistics about sequence scores - - critic/rewards/mean, max, min: Statistics about sequence rewards - - critic/advantages/mean, max, min: Statistics about advantages - - critic/returns/mean, max, min: Statistics about returns - - critic/values/mean, max, min: Statistics about critic values (if use_critic=True) - - critic/vf_explained_var: Explained variance of the value function (if use_critic=True) - - response_length/mean, max, min, clip_ratio: Statistics about response lengths - - prompt_length/mean, max, min, clip_ratio: Statistics about prompt lengths - """ - sequence_score = batch.batch["token_level_scores"].sum(-1) - sequence_reward = batch.batch["token_level_rewards"].sum(-1) - - advantages = batch.batch["advantages"] - returns = batch.batch["returns"] - - max_response_length = batch.batch["responses"].shape[-1] - - prompt_mask = batch.batch["attention_mask"][:, :-max_response_length].bool() - response_mask = batch.batch["attention_mask"][:, -max_response_length:].bool() - - max_prompt_length = prompt_mask.size(-1) - - response_info = _compute_response_info(batch) - prompt_length = response_info["prompt_length"] - response_length = response_info["response_length"] - - valid_adv = torch.masked_select(advantages, response_mask) - valid_returns = torch.masked_select(returns, response_mask) - - if use_critic: - values = batch.batch["values"] - valid_values = torch.masked_select(values, response_mask) - return_diff_var = torch.var(valid_returns - valid_values) - return_var = torch.var(valid_returns) - - metrics = { - # score - "critic/score/mean" + suffix: torch.mean(sequence_score).detach().item(), - "critic/score/max" + suffix: torch.max(sequence_score).detach().item(), - "critic/score/min" + suffix: torch.min(sequence_score).detach().item(), - # reward - "critic/rewards/mean" + suffix: torch.mean(sequence_reward).detach().item(), - "critic/rewards/max" + suffix: torch.max(sequence_reward).detach().item(), - "critic/rewards/min" + suffix: torch.min(sequence_reward).detach().item(), - # adv - "critic/advantages/mean" + suffix: torch.mean(valid_adv).detach().item(), - "critic/advantages/max" + suffix: torch.max(valid_adv).detach().item(), - "critic/advantages/min" + suffix: torch.min(valid_adv).detach().item(), - # returns - "critic/returns/mean" + suffix: torch.mean(valid_returns).detach().item(), - "critic/returns/max" + suffix: torch.max(valid_returns).detach().item(), - "critic/returns/min" + suffix: torch.min(valid_returns).detach().item(), - **( - { - # values - "critic/values/mean" + suffix: torch.mean(valid_values).detach().item(), - "critic/values/max" + suffix: torch.max(valid_values).detach().item(), - "critic/values/min" + suffix: torch.min(valid_values).detach().item(), - # vf explained var - "critic/vf_explained_var" + suffix: (1.0 - return_diff_var / (return_var + 1e-5)).detach().item(), - } - if use_critic - else {} - ), - # response length - "response_length/mean" + suffix: torch.mean(response_length).detach().item(), - "response_length/max" + suffix: torch.max(response_length).detach().item(), - "response_length/min" + suffix: torch.min(response_length).detach().item(), - "response_length/clip_ratio" - + suffix: torch.mean(torch.eq(response_length, max_response_length).float()).detach().item(), - # prompt length - "prompt_length/mean" + suffix: torch.mean(prompt_length).detach().item(), - "prompt_length/max" + suffix: torch.max(prompt_length).detach().item(), - "prompt_length/min" + suffix: torch.min(prompt_length).detach().item(), - "prompt_length/clip_ratio" - + suffix: torch.mean(torch.eq(prompt_length, max_prompt_length).float()).detach().item(), - } - return metrics - - -class EnvAgentLightningTrainer(RayPPOTrainer): - """ - Specialized PPO trainer for agent-based reinforcement learning. - - This trainer is designed specifically for scenarios where the model interacts with - external environments, tools, or APIs through an AgentLightningServer. It simplifies - the training loop by removing the complex conditional logic present in the original - RayPPOTrainer and focusing on the agent mode workflow. - - Key differences from RayPPOTrainer: - - 1. Uses AgentModeDaemon for server communication - 2. Simplified data flow without pop/union operations - 3. Direct batch processing through agent daemon - 4. Streamlined validation using agent_mode validation - """ - - def __init__( - self, - store: LightningStore | None, - llm_proxy: LLMProxy | None, - adapter: TraceAdapter | None, - daemon_cls: Type[EnvAgentModeDaemon], - **kwargs, - ): - super().__init__(**kwargs) - self.store = store - self.llm_proxy = llm_proxy - self.adapter = adapter - self.daemon_cls = daemon_cls - - def _validate(self): - assert len(self.val_dataloader) == 1, "Please set val_batch_size to None for better throughput." - - test_data = next(iter(self.val_dataloader)) - test_batch = DataProto.from_single_dict(test_data) - - self.async_rollout_manager.wake_up() - self.agent_mode_daemon.set_up_data_and_server( - test_batch.non_tensor_batch, - self.async_rollout_manager.server_addresses, - is_train=False, - ) - self.agent_mode_daemon.run_until_all_finished() - test_metrics = self.agent_mode_daemon.get_test_metrics() - self.agent_mode_daemon.clear_data_and_server() - self.async_rollout_manager.sleep() - return test_metrics - - def _compute_reference_log_prob(self, batch: DataProto) -> DataProto: - """Compute reference log probability using the correct worker based on LoRA configuration. - - In verl 0.6.0+, when LoRA is detected (indicated by ref_in_actor=True), - the reference policy is computed by the actor rollout worker instead of a separate - ref policy worker. This method handles both scenarios by checking the ref_in_actor flag. - Note: verl sets ref_in_actor=True when it detects LoRA configuration (e.g., lora_rank > 0 or lora_adapter_path is set). - - Args: - batch: The data batch to compute reference log probabilities for. - - Returns: - DataProto with reference log probabilities added. - - Raises: - RuntimeError: If the required worker is not available. - """ - if getattr(self, "ref_in_actor", False): - actor_worker = getattr(self, "actor_rollout_wg", None) - if actor_worker is None: - raise RuntimeError("actor_rollout_wg is required when ref_in_actor is True.") - return actor_worker.compute_ref_log_prob(batch) - - ref_worker = getattr(self, "ref_policy_wg", None) - if ref_worker is None: - raise RuntimeError( - "Reference policy worker was not initialized. " - "Ensure `use_reference_policy` is enabled and the VERL config exposes the ref worker." - ) - return ref_worker.compute_ref_log_prob(batch) - - def _train_step(self, batch_dict: dict) -> dict: - # Isolate in a separate method to automatically recycle the variables before validation. - batch: DataProto = DataProto.from_single_dict(batch_dict) - metrics = {} - timing_raw = {} - - with _timer("step", timing_raw): - - # When agent mode is enabled, we read the batch as it is. - gen_batch = batch - - # generate a batch - with _timer("gen", timing_raw): - self.async_rollout_manager.wake_up() - - num_problems = self.config.data.train_batch_size - gen_batch.non_tensor_batch["global_steps"] = [self.global_steps for _ in range(num_problems)] - - if hasattr(self.config, "tips") and self.config.tips.use_tips: - touzi = random.random() - if touzi < 0.17: - self.empo2_train_mode = "off-policy" # Update with Tips and give them to the pure_chats - elif touzi < 0.25: - self.empo2_train_mode = "on-policy-with-tips" - else: - self.empo2_train_mode = "on-policy" # Normal Update, No Tips - - gen_batch.non_tensor_batch["train_mode"] = [self.empo2_train_mode for _ in range(num_problems)] - - self.agent_mode_daemon.set_up_data_and_server( - gen_batch.non_tensor_batch, self.async_rollout_manager.server_addresses - ) - self.agent_mode_daemon.run_until_all_finished() - batch, agent_metrics = self.agent_mode_daemon.get_train_data_batch( - max_prompt_length=self.config.data.max_prompt_length, - max_response_length=self.config.data.max_response_length, - max_train_length=getattr(self.config.data, "max_train_length", -1), - device=gen_batch.batch["fake_ids"].device, - use_final_reward_as_step_reward=self.config.algorithm.use_final_reward_as_step_reward, - use_intrinsic_reward=self.config.algorithm.use_intrinsic_reward, - empo2_train_mode=getattr(self, "empo2_train_mode", None), - ) - metrics.update(agent_metrics) - self.agent_mode_daemon.clear_data_and_server() - self.async_rollout_manager.sleep() - - if self.config.algorithm.adv_estimator == AdvantageEstimator.REMAX: - with _timer("gen_max", timing_raw): - gen_baseline_batch = deepcopy(gen_batch) - gen_baseline_batch.meta_info["do_sample"] = False - gen_baseline_output = self.async_rollout_manager.generate_sequences(gen_baseline_batch) - - batch = batch.union(gen_baseline_output) - reward_baseline_tensor = self.reward_fn(batch) - reward_baseline_tensor = reward_baseline_tensor.sum(dim=-1) - - batch.pop(batch_keys=list(gen_baseline_output.batch.keys())) - - batch.batch["reward_baselines"] = reward_baseline_tensor - - del gen_baseline_batch, gen_baseline_output - - # uid is used for algorithm like GRPO, should be aligned to data id - batch.non_tensor_batch["uid"] = batch.non_tensor_batch["data_id_list"] - - batch.batch["response_mask"] = compute_response_mask(batch) - - # compute global_valid tokens - batch.meta_info["global_token_num"] = torch.sum(batch.batch["attention_mask"], dim=-1).tolist() - - with _timer("reward", timing_raw): - # compute reward model score - if self.use_rm: - reward_tensor = self.rm_wg.compute_rm_score(batch) - batch = batch.union(reward_tensor) - - reward_extra_infos_dict = {} - - # for agent mode, pad the lengths to calculate old log prob, ref, and values - batch, pad_size = pad_dataproto_to_divisor(batch, self.actor_rollout_wg.world_size) - - # recompute old_log_probs - with _timer("old_log_prob", timing_raw): - if hasattr(self.config, "tips") and self.config.tips.use_tips and self.empo2_train_mode == "off-policy": - old_batch = deepcopy(batch) - old_batch.batch["input_ids"] = old_batch.batch["old_input_ids"] - old_batch.batch["attention_mask"] = old_batch.batch["old_attention_mask"] - old_batch.batch["position_ids"] = old_batch.batch["old_position_ids"] - old_log_prob = self.actor_rollout_wg.compute_log_prob(old_batch) - batch.batch["old_log_probs"] = old_log_prob.batch["old_log_probs"] - else: - old_log_prob = self.actor_rollout_wg.compute_log_prob(batch) - # old_log_prob = self.actor_rollout_wg.compute_log_prob(batch) - entropys = old_log_prob.batch["entropys"] - response_masks = batch.batch["response_mask"] - loss_agg_mode = self.config.actor_rollout_ref.actor.loss_agg_mode - entropy_loss = agg_loss(loss_mat=entropys, loss_mask=response_masks, loss_agg_mode=loss_agg_mode) - old_log_prob_metrics = {"actor/entropy_loss": entropy_loss.detach().item()} - metrics.update(old_log_prob_metrics) - old_log_prob.batch.pop("entropys") - batch = batch.union(old_log_prob) - - if self.use_reference_policy: - # compute reference log_prob - with _timer("ref", timing_raw): - ref_log_prob = self._compute_reference_log_prob(batch) - batch = batch.union(ref_log_prob) - - # compute values - if self.use_critic: - with _timer("values", timing_raw): - values = self.critic_wg.compute_values(batch) - batch = batch.union(values) - - # for agent mode, unpad to calculate adv - # it is important, as adv should be based on the raw traces - batch = unpad_dataproto(batch, pad_size=pad_size) - - with _timer("adv", timing_raw): - # if agent_mode is enabled, there is already token_level_scores - # token_level_scores is not needed to compute here - - # compute rewards. apply_kl_penalty if available - if self.config.algorithm.use_kl_in_reward: - batch, kl_metrics = apply_kl_penalty( - batch, kl_ctrl=self.kl_ctrl_in_reward, kl_penalty=self.config.algorithm.kl_penalty - ) - metrics.update(kl_metrics) - else: - if self.config.algorithm.use_intrinsic_reward: - batch.batch["token_level_rewards"] = ( - batch.batch["token_level_scores"] + batch.batch["token_level_intrinsic_rewards"] - ) # (bs, seq_len) - else: - batch.batch["token_level_rewards"] = batch.batch["token_level_scores"] - - # compute advantages, executed on the driver process - - norm_adv_by_std_in_grpo = self.config.algorithm.get( - "norm_adv_by_std_in_grpo", True - ) # GRPO adv normalization factor - - # When using GRPO with per-step rewards, aggregate scalars at the - # rollout level so the group statistics use uniform group size = n_rollouts - # and scalar = episode_reward. When `use_final_reward_as_step_reward` is - # true, the stock compute_advantage path is kept intact. - is_step_reward_grpo = ( - self.config.algorithm.adv_estimator == AdvantageEstimator.GRPO - and not self.config.algorithm.use_final_reward_as_step_reward - ) - - if is_step_reward_grpo: - advantages, returns = compute_grpo_rollout_level_advantage( - token_level_rewards=batch.batch["token_level_scores"], - response_mask=batch.batch["response_mask"], - task_index=batch.non_tensor_batch["uid"], - rollout_index=batch.non_tensor_batch["rollout_id_list"], - norm_adv_by_std=norm_adv_by_std_in_grpo, - ) - batch.batch["advantages"] = advantages - batch.batch["returns"] = returns - else: - batch = compute_advantage( - batch, - adv_estimator=self.config.algorithm.adv_estimator, - gamma=self.config.algorithm.gamma, - lam=self.config.algorithm.lam, - num_repeat=self.config.actor_rollout_ref.rollout.n, - norm_adv_by_std_in_grpo=norm_adv_by_std_in_grpo, - config=self.config.algorithm, - ) - - if hasattr(self.config, "tips") and self.config.tips.use_tips: - if getattr(self.config.tips, "use_low_prob_masking", True): - threshold = getattr(self.config.tips, "low_prob_threshold", -5.0) - batch = core_empo2.low_prob_token_masking(batch, threshold=threshold) - - # Calculate the metrics before processing. Refer to the comments of function `compute_data_metrics` for details. - metrics.update(compute_data_metrics(batch=batch, use_critic=self.use_critic, suffix="_before_processing")) - - # after advantages are assinged, we begin to drop (1) long prompt (2) floor to ppo minisize - keep_indices = (~batch.batch["is_drop_mask"]).nonzero(as_tuple=True)[0] - metrics["training/n_triplets_prompt_too_long"] = ( - batch.batch["is_drop_mask"].shape[0] - keep_indices.shape[0] - ) - batch = batch[keep_indices] - # next, round to minibatch size - mini_batch_size = self.config.actor_rollout_ref.actor.ppo_mini_batch_size - n_transition = len(batch) - random_indices = list(range(n_transition)) - random.shuffle(random_indices) - batch.reorder(torch.tensor(random_indices).type(torch.int32)) - n_remained_transition = n_transition // mini_batch_size * mini_batch_size - batch = batch[list(range(n_remained_transition))] - metrics["training/n_triplets_dropped_remainder"] = n_transition - n_remained_transition - - # Agent mode note: Change the order of balance batch; - # 1. first calculate advantage - # 2. then drop the samples (too long prompt & floor to ppo minisize) - # 3. balance - # balance the number of valid tokens on each dp rank. - # Note that this breaks the order of data inside the batch. - # Please take care when you implement group based adv computation such as GRPO and rloo - if self.config.trainer.balance_batch: - self._balance_batch(batch, metrics=metrics) - - # update critic - if self.use_critic: - with _timer("update_critic", timing_raw): - critic_output = self.critic_wg.update_critic(batch) - critic_output_metrics = reduce_metrics(critic_output.meta_info["metrics"]) - metrics.update(critic_output_metrics) - - # implement critic warmup - if self.config.trainer.critic_warmup <= self.global_steps: - # update actor - with _timer("update_actor", timing_raw): - batch.meta_info["multi_turn"] = self.config.actor_rollout_ref.rollout.multi_turn.enable - actor_output = self.actor_rollout_wg.update_actor(batch) - actor_output_metrics = reduce_metrics(actor_output.meta_info["metrics"]) - metrics.update(actor_output_metrics) - - # Log rollout generations if enabled - rollout_data_dir = self.config.trainer.get("rollout_data_dir", None) - if rollout_data_dir: - with _timer("dump_rollout_generations", timing_raw): - print(batch.batch.keys()) - inputs = self.tokenizer.batch_decode(batch.batch["prompts"], skip_special_tokens=True) - outputs = self.tokenizer.batch_decode(batch.batch["responses"], skip_special_tokens=True) - scores = batch.batch["token_level_scores"].sum(-1).cpu().tolist() - self._dump_generations( - inputs=inputs, - outputs=outputs, - scores=scores, - reward_extra_infos_dict=reward_extra_infos_dict, - dump_path=rollout_data_dir, - ) - - # compute training metrics - metrics.update(compute_data_metrics(batch=batch, use_critic=self.use_critic, suffix="_after_processing")) - metrics.update(compute_timing_metrics(batch=batch, timing_raw=timing_raw)) - # TODO: implement actual tflpo and theoretical tflpo - n_gpus = self.resource_pool_manager.get_n_gpus() - metrics.update(compute_throughout_metrics(batch=batch, timing_raw=timing_raw, n_gpus=n_gpus)) - - return metrics - - def fit(self): - logger = Tracking( - project_name=self.config.trainer.project_name, - experiment_name=self.config.trainer.experiment_name, - default_backend=self.config.trainer.logger, - config=OmegaConf.to_container(self.config, resolve=True), - ) - - self.global_steps = 0 - - # load checkpoint before doing anything - self._load_checkpoint() - - assert self.async_rollout_mode, "If agent mode is enabled, async server must be enabled" - if self.adapter is not None and not isinstance(self.adapter, TraceToTripletBase): - raise ValueError("Adapter must be a TraceToTripletBase for currently VERL implementation.") - verl_version = verl.__version__ - if verl_version == "0.5.0": - # Note (Zhiyuan): To avoid further patch into vllm async server, using the same sentence to get the naming here. - # However, it is possible that verl updates the naming and causes incompatibility. - # Reference: https://github.com/volcengine/verl/blob/5b5e09d9cc20625e436d01f69d9cc739ff681c54/verl/workers/rollout/vllm_rollout/vllm_async_server.py#L217 - model = "/".join(self.config.actor_rollout_ref.model.path.split("/")[-2:]) - else: - # For other versions (e.g., 0.6.0), we use the full path to the model. - model = self.config.actor_rollout_ref.model.path - self.agent_mode_daemon = self.daemon_cls( - self.config.agentlightning.port, - self.config.actor_rollout_ref.rollout.n, - train_information={ - "model": model, - "temperature": self.config.actor_rollout_ref.rollout.temperature, - }, - tokenizer=self.tokenizer, - mini_batch_size=self.config.actor_rollout_ref.actor.ppo_mini_batch_size, - pad_token_id=self.tokenizer.pad_token_id, - mode="v1" if self.store is not None else "v0", - store=self.store, - llm_proxy=self.llm_proxy, - adapter=self.adapter, - ) - self.agent_mode_daemon.start() - - # perform validation before training - # currently, we only support validation using the reward_function. - if self.val_reward_fn is not None and self.config.trainer.get("val_before_train", True): - val_metrics = self._validate() - assert val_metrics, f"{val_metrics=}" - pprint(f"Initial validation metrics: {val_metrics}") - logger.log(data=val_metrics, step=self.global_steps) - if self.config.trainer.get("val_only", False): - return - - # add tqdm - progress_bar = tqdm(total=self.total_training_steps, initial=self.global_steps, desc="Training Progress") - - # we start from step 1 - self.global_steps += 1 - last_val_metrics = None - - for epoch in range(self.config.trainer.total_epochs): - for batch_dict in self.train_dataloader: - metrics = {} - timing_raw = {} - is_last_step = self.global_steps >= self.total_training_steps - - # train step - metrics = self._train_step(batch_dict) - - if hasattr(self.config, "tips") and self.config.tips.use_tips: - mode_map = { - "off-policy": 0, - "on-policy-with-tips": 1, - "on-policy": 2, - } - metrics["empo2/train_mode"] = mode_map.get(self.empo2_train_mode) - - # validate - if ( - self.val_reward_fn is not None - and self.config.trainer.test_freq > 0 - and (is_last_step or self.global_steps % self.config.trainer.test_freq == 0) - ): - with _timer("validate", timing_raw): - val_metrics: dict = self._validate() - if is_last_step: - last_val_metrics = val_metrics - metrics.update(val_metrics) - - if self.config.trainer.save_freq > 0 and ( - is_last_step or self.global_steps % self.config.trainer.save_freq == 0 - ): - with _timer("save_checkpoint", timing_raw): - self._save_checkpoint() - - # step metrics - metrics.update( - { - "training/global_step": self.global_steps, - "training/epoch": epoch, - } - ) - - # TODO: make a canonical logger that supports various backend - logger.log(data=metrics, step=self.global_steps) - - if is_last_step: - pprint(f"Final validation metrics: {last_val_metrics}") - progress_bar.close() - - # This exit logic is to ensure a robust CI. - pprint(f"Flush the logger...") - del logger # Make sure the loggers are flushed and closed properly - pprint(f"Training finished at step {self.global_steps}.") - return - - progress_bar.update(1) - self.global_steps += 1 diff --git a/contrib/recipes/envs/README.md b/contrib/recipes/envs/README.md index f32f2f732..a24ecad1f 100644 --- a/contrib/recipes/envs/README.md +++ b/contrib/recipes/envs/README.md @@ -20,7 +20,6 @@ For more information about the supported environments, please refer to the [envs | `config_verl/` | Configuration for RL training with VerL | | `add_instruction.py` | Adding instructions to the agent’s input prompt to guide the format of the response | | `prompt_builder.py` | Managing conversation history and generating input prompts in multi-turn scenarios | -| `train_env_agent.py` | RL training script | --- @@ -80,28 +79,8 @@ We follow the single-mode prompt for ALFWorld from [verl-agent](https://github.c   -## Run RL Training +## EMPO2 Integration -### GRPO - -```bash -# Run alfworld -python3 train_env_agent.py --algorithm grpo_qwen_1.5b_instruct --env alfworld - -# Run scienceworld single task task_num 0 -python3 train_env_agent.py --algorithm grpo_qwen_1.5b_instruct --env scienceworld --task_num 0 - -# Run scienceworld multi-task -python3 train_env_agent.py --algorithm grpo_qwen_1.5b_instruct --env scienceworld --task_num -1 -``` - -### EMPO² Integration - -We integrate **EMPO²** (*Memory-Augmented LLM Agent via Online Self-Distillation*, ICLR 2026) [[paper]](https://arxiv.org/abs/2602.23008) into AGL. EMPO² leverages a memory-augmented mechanism combined with online self-distillation to enhance LLM agent performance. In our experiments, EMPO² consistently outperforms GRPO, demonstrating stronger learning efficiency. - -```bash -# Run scienceworld single task task_num 25 -python3 train_env_agent.py --algorithm empo2_qwen_7b_instruct --env scienceworld2 --task_num 25 -``` +We integrate **EMPO2** (*Memory-Augmented LLM Agent via Online Self-Distillation*, ICLR 2026) [[paper]](https://arxiv.org/abs/2602.23008) into AGL. EMPO2 leverages a memory-augmented mechanism combined with online self-distillation to enhance LLM agent performance. ![agl_empo2_25](./assets/agl_empo2_25.png) diff --git a/contrib/recipes/envs/train_env_agent.py b/contrib/recipes/envs/train_env_agent.py deleted file mode 100644 index 1cd250086..000000000 --- a/contrib/recipes/envs/train_env_agent.py +++ /dev/null @@ -1,126 +0,0 @@ -# Copyright (c) Microsoft. All rights reserved. - -import argparse -import os -import re -import subprocess -import time - -from omegaconf import OmegaConf - -from agentlightning import Trainer -from agentlightning.algorithm.verl import VERL -from contrib.agentlightning.contrib.algorithm.env_verl.daemon import EnvAgentModeDaemon -from contrib.agentlightning.contrib.algorithm.env_verl.trainer import EnvAgentLightningTrainer - - -def run_cmd(cmd): - """Execute a shell command and print its output""" - print(f"👉 Running: {cmd}") - result = subprocess.run(cmd, shell=True, text=True, capture_output=True) - if result.stdout: - print(result.stdout) - if result.stderr: - print(result.stderr) - return result - - -def kill_process_on_port(port): - result = subprocess.run(f"sudo lsof -t -i :{port}", shell=True, capture_output=True, text=True) - pids = result.stdout.strip().split("\n") - for pid in pids: - if pid: - print(f"🔪 Killing process {pid} on port {port}") - subprocess.run(f"sudo kill -9 {pid}", shell=True) - - -def train_val_dataset(cfg): - """Load training and validation datasets from parquet files.""" - from datasets import Dataset - - train_data = Dataset.from_parquet(cfg["data"]["train_files"]) - val_data = Dataset.from_parquet(cfg["data"]["val_files"]) - return train_data, val_data - - -def get_config(path): - cfg = OmegaConf.load(path) - OmegaConf.resolve(cfg) - if "variables" in cfg: - del cfg["variables"] - return cfg - - -if __name__ == "__main__": - parser = argparse.ArgumentParser() - parser.add_argument("--env", type=str, default="scienceworld2") - parser.add_argument("--algorithm", type=str, default="empo2_qwen_7b_instruct") - parser.add_argument("--n_workers", type=int, default=4, help="Number of workers for training") - parser.add_argument("--trial", type=int, default=0, help="Number of trials") - parser.add_argument("--task_num", type=int, default=25, help="ScienceWorld Task number to inject as env var") - parser.add_argument("--_background", action="store_true", help=argparse.SUPPRESS) - args = parser.parse_args() - - # Kill any leftover processes from previous runs (excluding the current process) - current_pid = os.getpid() - run_cmd(f"pgrep -f train_env_agent.py | grep -vxF '{current_pid}' | xargs -r kill -9") - run_cmd("pkill -9 -f server_bert.py") - run_cmd("pkill -9 -f server_mem.py") - kill_process_on_port(8000) - kill_process_on_port(8001) - - # Restart Ray cluster cleanly - kill_process_on_port(4747) - run_cmd("pkill -f AgentLightning") - run_cmd("ray stop") - time.sleep(2) - run_cmd("env RAY_DEBUG=legacy HYDRA_FULL_ERROR=1 VLLM_USE_V1=1 ray start --head --dashboard-host=0.0.0.0") - - # set environment variable before loading configs - os.environ["TRIAL"] = str(args.trial) - if "scienceworld" in args.env: - os.environ["TASK_NUM"] = str(args.task_num) - - # Load configs - agent_config_path = f"config_env/{args.env}.yaml" - agent_config = get_config(agent_config_path) - - env_prefix = re.sub(r"\d+$", "", args.env) - trainer_config_path = f"config_verl/{env_prefix}/{args.algorithm}.yaml" - - if "gigpo" in args.algorithm: - agent_config.log_env_obs = True - rl_training_config = get_config(trainer_config_path) - - # Load datasets - train_dataset, val_dataset = train_val_dataset(rl_training_config) - - # Initialize agent - if "empo2" in args.algorithm: - from contrib.agentlightning.contrib.agent.empo2_agent import EMPO2Agent, reset_memory - - os.makedirs("logs", exist_ok=True) - - subprocess.Popen(f"nohup python empo2_server/server_bert.py > logs/bert_{args.task_num}.log 2>&1 &", shell=True) - subprocess.Popen(f"nohup python empo2_server/server_mem.py > logs/mem_{args.task_num}.log 2>&1 &", shell=True) - - NUM_MEMORY = 5 - time.sleep(1) - reset_memory(NUM_MEMORY) - - agent = EMPO2Agent(agent_config) - else: - from contrib.agentlightning.contrib.agent.env_agent import EnvAgent - - agent = EnvAgent(agent_config) - - # Initialize trainer and start training - trainer = Trainer( - algorithm=VERL( - config=rl_training_config, - trainer_cls=EnvAgentLightningTrainer, - daemon_cls=EnvAgentModeDaemon, - ), - n_workers=args.n_workers, - ) - trainer.fit(agent, train_dataset, val_dataset=val_dataset) diff --git a/contrib/recipes/search_r1/search_r1_agent.py b/contrib/recipes/search_r1/search_r1_agent.py index 9e083ad22..d8fc61869 100644 --- a/contrib/recipes/search_r1/search_r1_agent.py +++ b/contrib/recipes/search_r1/search_r1_agent.py @@ -2,6 +2,7 @@ from __future__ import annotations +import logging import os import re import time @@ -12,10 +13,10 @@ from openai import OpenAI from qa_em import compute_score_em -from agentlightning import LLM, LitAgent, NamedResources, Rollout, Trainer, configure_logger, setup_logging +from agentlightning import LLM, LitAgent, NamedResources, Rollout, Trainer, setup_logging -setup_logging() -logger = configure_logger(name=__name__) +setup_logging(apply_to=[__name__]) +logger = logging.getLogger(__name__) # Copied and adapted from https://github.com/PeterGriffinJin/Search-R1/blob/main/scripts/data_process/nq_search.py INSTRUCTION_FORMAT = """Answer the given question. You must conduct reasoning inside and first every time you get new information. After reasoning, if you find you lack some knowledge, you can call a search engine by query and it will return the top searched results between and . You can search as many times as your want. If you find no further external knowledge needed, you can directly provide the answer inside and , without detailed illustrations. For example, Beijing . Question: """ @@ -202,7 +203,7 @@ def debug_search_r1_agent(): print("Debug data:", df) trainer = Trainer( - n_workers=1, + n_runners=1, initial_resources={ "main_llm": LLM( endpoint=os.environ["OPENAI_API_BASE"], diff --git a/contrib/recipes/webshop/agl/run_training.py b/contrib/recipes/webshop/agl/run_training.py index 575704aca..3c5666abe 100644 --- a/contrib/recipes/webshop/agl/run_training.py +++ b/contrib/recipes/webshop/agl/run_training.py @@ -42,7 +42,7 @@ import logging import os from pathlib import Path -from typing import Any, Dict, List, Optional +from typing import Any from config import config_fast, config_qwen from generate_tasks import generate_tasks, load_human_instructions @@ -81,7 +81,7 @@ def auto_generate_tasks( max_tasks: int | None = None, shuffle: bool = True, seed: int = 42, -) -> list[Dict[str, Any]] | None: +) -> list[dict[str, Any]] | None: """Auto-generate tasks from WebShop human instruction data if available. Args: @@ -103,7 +103,7 @@ def auto_generate_tasks( return tasks -class ExternalRunnerAgent(LitAgent[Dict[str, Any]]): +class ExternalRunnerAgent(LitAgent[dict[str, Any]]): """Placeholder agent that satisfies the Trainer API for external runner mode. In external runner mode (n_runners=0), the actual agent logic executes outside @@ -115,7 +115,7 @@ class ExternalRunnerAgent(LitAgent[Dict[str, Any]]): it indicates a configuration error (likely n_runners > 0 when it should be 0). """ - def rollout(self, task: Dict[str, Any], resources: NamedResources, rollout: Rollout) -> RolloutRawResult: + def rollout(self, task: dict[str, Any], resources: NamedResources, rollout: Rollout) -> RolloutRawResult: """Raise an error - external runners handle actual execution. Raises: @@ -137,9 +137,9 @@ def rollout(self, task: Dict[str, Any], resources: NamedResources, rollout: Roll def train( - config: Dict[str, Any], - tasks: List[Dict[str, Any]], - val_tasks: Optional[List[Dict[str, Any]]] = None, + config: dict[str, Any], + tasks: list[dict[str, Any]], + val_tasks: list[dict[str, Any]] | None = None, ) -> None: """Run training with external runner mode. @@ -164,7 +164,7 @@ def train( n_runners=0, # External runner mode algorithm=algorithm, adapter=adapter, - strategy={"type": "cs", "main_process": "algorithm", "server_host": "0.0.0.0"}, + strategy=agl.ClientServerExecutionStrategy(main_process="algorithm", server_host="0.0.0.0"), ) # Placeholder agent - actual execution happens in external TypeScript runners diff --git a/docs/community/contributing.md b/docs/community/contributing.md index 0918034c5..bff6c3256 100644 --- a/docs/community/contributing.md +++ b/docs/community/contributing.md @@ -4,7 +4,7 @@ Agent Lightning gets better every time someone files a clear bug, polishes docs, ## Before You Start -Agent-lightning is built by a small Microsoft Research team with limited reviewer hours and GPU budget. For any sizeable change (new algorithm, example, or API surface) please first discuss scope with us in [Discord](https://discord.gg/RYk7CdvDR7). Early alignment keeps your effort from being blocked late in the process. +This repository is an independently maintained fork of [microsoft/agent-lightning](https://github.com/microsoft/agent-lightning). For any sizeable change (new algorithm, example, or API surface), first open an issue in the [YanbiaoLab repository](https://github.com/YanbiaoLab/agent-lightning/issues) to discuss scope. Early alignment keeps your effort from being blocked late in the process. ## Where You Can Help @@ -28,7 +28,7 @@ Documentation improvements are the easiest way to get started. You can find more Bug fixes are the fastest way to get familiar with the codebase. To get started, you can: -- Browse the ["help wanted"](https://github.com/microsoft/agent-lightning/labels/help%20wanted) and ["bug"](https://github.com/microsoft/agent-lightning/labels/bug) labels; drop a comment before you start so we can mark it as taken. +- Browse the ["help wanted"](https://github.com/YanbiaoLab/agent-lightning/labels/help%20wanted) and ["bug"](https://github.com/YanbiaoLab/agent-lightning/labels/bug) labels; drop a comment before you start so we can mark it as taken. - For fresh bugs, open an issue with reproduction steps, logs, and expected behavior before submitting a fix. - Keep each pull request focused, ideally avoiding breaking API changes. Larger refactors should be discussed via RFC or maintainer sync. @@ -114,12 +114,12 @@ Minimum tooling: - **uv** for dependency and virtual-environment management. Install it using the [official uv docs](https://docs.astral.sh/uv/getting-started/installation/). - **Git** configured with your GitHub credentials. -Clone your fork and point `upstream` at the official repo: +Clone your fork and point `upstream` at the YanbiaoLab repository: ```bash git clone git@github.com:/agent-lightning.git cd agent-lightning -git remote add upstream https://github.com/microsoft/agent-lightning.git +git remote add upstream https://github.com/YanbiaoLab/agent-lightning.git ``` Install the default development stack: @@ -211,7 +211,7 @@ uv run --no-sync pytest -v uv run --no-sync pytest tests/path/to/test_file.py -k test_name ``` -**Optional/gated tests:** GPU-specific suites or API-dependent tests run automatically when the required hardware or environment variables (such as `OPENAI_API_KEY`) are present. +**Optional/gated tests:** Run GPU-specific suites or API-dependent tests locally when the required hardware and credentials are available. **Static analysis:** @@ -245,7 +245,7 @@ Before opening a PR, double-check the basics: ```bash git push origin ``` -2. Open a PR against `microsoft/agent-lightning:main`. +2. Open a PR against `YanbiaoLab/agent-lightning:main`. 3. Fill out the template with a concise summary, the commands/tests you ran, and linked issues (use `Fixes #123` syntax to auto-close). 4. Include screenshots or logs if they clarify behavior. 5. Address review feedback promptly. Follow-up tweaks work best as focused commits; `git commit --fixup` is handy for reviewer-suggested edits. diff --git a/docs/community/maintainers.md b/docs/community/maintainers.md index 5da7c3875..378015dc8 100644 --- a/docs/community/maintainers.md +++ b/docs/community/maintainers.md @@ -1,6 +1,6 @@ # Maintainer Guide -This guide describes the day-to-day responsibilities for Agent Lightning maintainers—how to bump versions, run release ceremonies, interact with CI, and backport fixes safely. +This guide describes the day-to-day responsibilities for Agent Lightning maintainers—how to bump versions, run releases, and keep the minimal CI and documentation automation healthy. ## Release Workflow @@ -22,9 +22,9 @@ Agent Lightning uses a **bump-first** strategy. As soon as a release is publishe 3. For a new minor or major release, create a stable branch from `main`: ```bash git checkout main - git pull upstream main + git pull origin main git checkout -b stable/v2.0.x # adjust to the new series - git push upstream stable/v2.0.x + git push origin stable/v2.0.x ``` All future changes to the stable branch must land via pull requests. @@ -35,7 +35,7 @@ When it is time to publish the next version: 1. **Draft release notes** in `docs/changelog.md`, collecting every notable change since the previous tag. 2. **Open a release PR** targeting `main` (for minor/major) or the relevant stable branch (for patch releases). Use the title `[Release] vX.Y.Z`. -3. **Run extended CI** by labeling the PR with `ci-all` and commenting `/ci`. Investigate and resolve any failures. +3. **Run validation** through the pull request's `tests.yml` checks and the relevant local example smoke tests. Investigate and resolve any failures. 4. **Merge the release PR** once notes are final and CI is green. 5. **Tag the release** from the branch you just merged into: @@ -45,42 +45,29 @@ When it is time to publish the next version: git pull git tag vX.Y.Z -m "Release vX.Y.Z" - git push upstream vX.Y.Z + git push origin vX.Y.Z ``` - Pushing the tag publishes to PyPI and deploys the documentation. + Pushing the tag deploys the versioned documentation. -6. **Publish the GitHub release** using the drafted notes, and confirm the docs site and PyPI listing reflect the new version. +6. **Publish the GitHub release** using the drafted notes and confirm the documentation site reflects the new version. This repository does not publish a separate PyPI distribution; users install fork releases from Git tags. -## Working with CI Labels and `/ci` +## Repository Automation -GPU suites and example end-to-end runs are opt-in. To trigger them on a pull request: +The repository intentionally keeps only two GitHub Actions workflows: -1. Apply the appropriate labels before issuing the command: - - `ci-all` for every repository-dispatch workflow. - - `ci-gpu` for GPU integration tests (`tests-full.yml`). - - `ci-apo`, `ci-calc-x`, `ci-spider`, `ci-unsloth`, `ci-compat` for the individual example pipelines. -2. Comment `/ci` on the PR. The `issue-comment` workflow acknowledges the request and tracks job results inline. -3. Remove the labels once you have the signal to avoid accidental re-runs. +- `tests.yml` runs CPU tests, linting, documentation checks, and dashboard checks for pull requests and pushes to maintained branches. It can also be started manually. +- `docs.yml` publishes versioned documentation from `main` and release tags. -Use `/ci` whenever changes touch shared infrastructure, dependencies, or training loops that require coverage beyond the default PR checks. +GPU, cloud-provider, benchmark, and example end-to-end tests are run locally or in purpose-built infrastructure when needed. Their smoke-test commands remain documented in the corresponding example README files. -!!! note +Backports to stable branches are performed manually with `git cherry-pick`, followed by the same pull request checks used for `main`. - `/ci` always executes the workflow definitions on the current `main` branch, then checks out the PR diff. If you need to test workflow modifications, push the changes to a branch in the upstream repo and run: +## Repository Configuration - ```bash - gh workflow run examples-xxx.yml --ref your-branch-name - ``` - -## Backporting Pull Requests - -Supported stable branches rely on automated backports: +Configure the following GitHub repository settings: -1. Identify the target branch (for example `stable/v0.2.x`). -2. Before merging the original PR into `main`, add the matching `stable/` label (e.g. `stable/v0.2.x`). -3. The `backport.yml` workflow opens a follow-up PR named `backport//` authored by `agent-lightning-bot`. -4. Review the generated PR, ensure CI is green, and merge into the stable branch. -5. Resolve conflicts by pushing manual fixes to the backport branch and re-running `/ci` if required. +- Enable GitHub Pages with GitHub Actions write access for versioned documentation. +- Protect `main` and stable branches, require the relevant status checks, and enable private vulnerability reporting. -Keep stable branches healthy by cherry-picking only critical fixes and ensuring documentation and example metadata stay aligned with each release line. +Forks do not inherit branch protection, Pages settings, or repository labels from another repository. Configure those in GitHub before relying on the corresponding automation. diff --git a/docs/deep-dive/store.md b/docs/deep-dive/store.md index edb84ce79..48e25a172 100644 --- a/docs/deep-dive/store.md +++ b/docs/deep-dive/store.md @@ -10,14 +10,14 @@ At a high level: * **Task Queue** – [`enqueue_rollout`][agentlightning.LightningStore.enqueue_rollout] adds work; workers poll with [`dequeue_rollout`][agentlightning.LightningStore.dequeue_rollout]. When a rollout is dequeued, it automatically creates a new attempt associated with itself. * **Rollouts** – A rollout is one unit of work. It has input, metadata, links to resources, and a lifecycle (`queuing → preparing → running → ...`). Valid [RolloutStatus][agentlightning.RolloutStatus] are **`queuing`**, `preparing`, `running`, `succeeded`, `failed`, **`requeuing`**, **`cancelled`**. For algorithms and runners, the rollout can be seen as a whole, without worrying about the internal attempts. -* **Attempts** – Each rollout can have multiple executions (retries). Attempts track [`status`][agentlightning.Attempt.status], [`start_time`][agentlightning.Attempt.start_time], [`end_time`][agentlightning.Attempt.end_time], [`last_heartbeat_time`][agentlightning.Attempt.last_heartbeat_time] and link to spans. Valid [AttemptStatus][agentlightning.AttemptStatus] are `preparing`, `running`, `succeeded`, `failed`, `requeuing`, `cancelled`. +* **Attempts** – Each rollout can have multiple executions (retries). Attempts track [`status`][agentlightning.Attempt.status], [`start_time`][agentlightning.Attempt.start_time], [`end_time`][agentlightning.Attempt.end_time], [`last_heartbeat_time`][agentlightning.Attempt.last_heartbeat_time] and link to spans. Valid [AttemptStatus][agentlightning.AttemptStatus] are `preparing`, `running`, `succeeded`, `failed`, `cancelled`, `timeout`, `unresponsive`. * **Spans** – Structured trace events produced by the Tracer during an attempt. Spans are ordered by a **monotonic sequence id** per `(rollout_id, attempt_id)`. * **Resources** – Versioned, named bundles (e.g., prompt templates) referenced by rollouts. * **Workers** – Metadata about runner instances: heartbeat timestamps, current assignment, and status. Rollout and Task share the same surface in practice: [`Rollout.input`][agentlightning.types.Rollout] is the task input. The queue stores rollouts that are not yet running; [Runners][agentlightning.Runner] dequeue them and update the same rollout's status as work progresses. -Before we look at status transitions, it helps to keep in mind that rollouts are the "outside view," while attempts are the "inside view." Attempts are what actually run; rollouts summarize the latest attempt plus a small set of control actions like queueing and cancellation. +Before we look at status transitions, it helps to keep in mind that rollouts are the "outside view," while attempts are the "inside view." Attempts are what actually run; rollouts summarize the latest attempt plus a small set of control actions like queuing and cancellation. ## Attempt Status Transitions @@ -83,7 +83,7 @@ Because every transition flows through these APIs, worker status is derived auto ## Rollout Transition Map -Rollout status is an **aggregated view** of its latest attempt’s status, with additional transitions for queueing and explicit cancellation. +Rollout status is an **aggregated view** of its latest attempt’s status, with additional transitions for queuing and explicit cancellation. A rollout’s retry behavior is controlled by [`Rollout.config`][agentlightning.types.Rollout] (a [`RolloutConfig`][agentlightning.types.RolloutConfig]). The key fields are: diff --git a/docs/how-to/train-sql-agent.md b/docs/how-to/train-sql-agent.md index c0fd6a941..2581a9e0c 100644 --- a/docs/how-to/train-sql-agent.md +++ b/docs/how-to/train-sql-agent.md @@ -224,7 +224,7 @@ algorithm = agl.VERL(verl_config) trainer = agl.Trainer( n_runners=10, algorithm=algorithm, - adapter={"agent_match": active_agent}, + adapter=agl.TracerTraceToTriplet(agent_match=active_agent), ) train_data = pd.read_parquet("data/train_spider.parquet").to_dict("records") val_data = pd.read_parquet("data/test_dev_500.parquet").to_dict("records") @@ -240,13 +240,13 @@ In the example above, there are at least three agents—`write_query`, `rewrite_ ## Dry-Run the Pipeline with [`Trainer.dev`][agentlightning.Trainer.dev] -Before committing hours of GPU time, you can **dry-run** the agent with [`Trainer.dev()`][agentlightning.Trainer.dev]. This method swaps in the lightweight [`Baseline`][agentlightning.Baseline] algorithm, enqueues up to ten tasks, and prints every span emitted by the agent. Because it uses the same runner stack as full training, it’s ideal for verifying database connections and LangGraph control flow. +Before committing hours of GPU time, you can **dry-run** the agent with [`Trainer.dev()`][agentlightning.Trainer.dev]. When no algorithm is configured, `Trainer` uses the lightweight [`Baseline`][agentlightning.Baseline] algorithm. It enqueues the provided tasks and prints every span emitted by the agent. Because it uses the same runner stack as full training, it’s ideal for verifying database connections and LangGraph control flow. To begin, the agent needs a valid OpenAI-compatible endpoint since VERL is not active in this mode. You can use OpenAI’s official API or your own local LLM endpoint. Wrap it as follows: ```python trainer = agl.Trainer( - n_workers=1, + n_runners=1, initial_resources={ "main_llm": agl.LLM( endpoint=os.environ["OPENAI_API_BASE"], @@ -261,7 +261,7 @@ Then, call [`trainer.dev(...)`][agentlightning.Trainer.dev] with a small number ```python dev_data = pd.read_parquet("data/test_dev_500.parquet").to_dict("records")[:10] -trainer.dev(agent, dev_dataset=dev_data) +trainer.dev(agent, train_dataset=dev_data) ``` Run this in a Python session or adapt your script to include a `--dev` flag. Once the spans appear healthy and the rewards are non-zero, switch back to [`trainer.fit(...)`][agentlightning.Trainer.fit] for full RL training. See the [debugging tutorial](../tutorials/debug.md) for more tips on how to debug the agent. diff --git a/docs/index.md b/docs/index.md index cfd4f4ee8..fb296a468 100644 --- a/docs/index.md +++ b/docs/index.md @@ -2,7 +2,7 @@ Agent Lightning is the absolute trainer to light up AI agents. -[Join our Discord community](https://discord.gg/RYk7CdvDR7) to connect with other users and contributors. +This documentation describes the independently maintained [YanbiaoLab fork](https://github.com/YanbiaoLab/agent-lightning) of [microsoft/agent-lightning](https://github.com/microsoft/agent-lightning). The fork is not maintained or endorsed by Microsoft. The upstream project hosts a [Discord community](https://discord.gg/RYk7CdvDR7) for Agent Lightning users and contributors. ## Features @@ -56,4 +56,4 @@ If you find Agent Lightning useful in your research or projects, please cite our ## License -See the [LICENSE](https://github.com/microsoft/agent-lightning/blob/main/LICENSE) file for details. +See the [LICENSE](https://github.com/YanbiaoLab/agent-lightning/blob/main/LICENSE) file for details. diff --git a/docs/optimization-plan.md b/docs/optimization-plan.md new file mode 100644 index 000000000..7aa85bcb5 --- /dev/null +++ b/docs/optimization-plan.md @@ -0,0 +1,192 @@ +# Agent Lightning 优化计划 + +## 目标 + +本轮优化按 major version 处理，完全不考虑向后兼容。目标不是新增能力，而是把核心训练闭环收敛到一套职责清晰、状态一致、易读易维护的模型。 + +必须同时达成以下结果： + +1. 所有模块职责划分清晰，层级和依赖方向清楚。 +2. 删除历史兼容层，不再为了兼容旧 runtime、旧协议或旧 span 格式做折中。 +3. 删除所有 deprecated 项，并把调用点迁移到新实现。 +4. 修正正确性和状态一致性问题，尤其是 rollout、attempt 和 span 写入语义。 +5. 完成必要的性能、生产化和工程清理。 + +本计划的执行原则： + +- 先定义新模型，再删除旧代码，最后做生产化清理。 +- 公共 Interface 必须表达完整语义，包括状态、错误模式、排序规则、资源归属和写入确认。 +- 不保留 fallback、dual mode、deprecated warning 或 hidden compatibility branch。 +- 新代码优先保证阅读顺序自然、角色边界明确、测试入口稳定。 + +## 新核心模型 + +开始修改实现前，先把核心模块职责和依赖方向固定下来。后续所有删除、重构和测试都以这一层为准。 + +| 模块 | 职责 | 允许依赖 | 禁止依赖 | +| --- | --- | --- | --- | +| `Trainer` | 组合系统并驱动训练生命周期。 | `Execution`、`Algorithm`、`Runner`、`Store`、`Adapter`、`LLMProxy`、datasets、resources。 | 旧 client/server 协议、legacy runner。 | +| `Execution` | 决定各角色以什么拓扑和并发方式运行。 | `Trainer` 提供的角色实例、local/remote store facade。 | 训练算法细节、agent 业务逻辑。 | +| `Algorithm` | 决定训练循环如何推进。 | `AlgorithmContext`、`Store` Interface、`Adapter`、`LLMProxy`、datasets。 | `Trainer`、`Runner`、`AgentLightningClient`、`AgentLightningServer`。 | +| `Runner` | 领取 rollout，执行 attempt，写入状态和结果。 | `Store` Interface、`Tracer`、`LitAgent`、hooks、resources。 | `Algorithm`、legacy client/server。 | +| `LitAgent` | 定义一次 rollout 中 agent 如何完成任务。 | 输入、resources、业务依赖。 | `Trainer`、`Runner`、`Tracer`、`Store`。 | +| `Tracer` | 把执行过程转成标准 spans。 | `SpanWriter`、OpenTelemetry/AgentOps adapter。 | `Runner` 内部状态、legacy sync trace 入口。 | +| `Emitter` | 主动发出 reward、annotation、operation 等标准训练信号。 | 当前 trace context、semconv。 | legacy reward payload。 | +| `Store` | 解耦 `Algorithm` 和 `Runner`，保存 rollout 状态、attempts、resources、spans。 | collection adapter、remote client adapter、threading adapter。 | HTTP server lifecycle。 | +| `Adapter` | 把标准 spans 转成训练样本。 | 新 semconv、当前 instrumentation 输出。 | 历史 attribute key、旧 reward 格式。 | + +### 必须先落定的 Interface + +| Interface | 决策 | 验收点 | +| --- | --- | --- | +| `Trainer.algorithm` | `Trainer` 始终持有具体 `Algorithm`；未显式提供时统一使用 `Baseline`。`None` 不再隐式表达 external algorithm 或 manual queue 生命周期。 | `fit()`/`dev()` 共用同一算法实例；默认 Baseline 缺少 dataset 时明确失败；外部 Store/Runner 拓扑由调用者通过 `Execution` 和 Store adapters 显式组合。 | +| `AlgorithmContext` | 由 `Trainer` 构造并传给 `Algorithm.run(context)`；包含 `store`、`adapter`、`llm_proxy`、`initial_resources`、`train_dataset`、`val_dataset`、`event` 和运行配置。 | `Algorithm` 不再保存 trainer weakref，不再提供 `get_client()`，也不 import legacy client；协作式停止只通过 `context.event` 表达。 | +| `@algo` decorator | `@algo` 是把函数适配到 `Algorithm` Interface 的 Adapter；新函数只接受 `context: AlgorithmContext`，不再按参数名隐式注入 `store`、`adapter`、dataset 等依赖。 | decorator 代码不再 inspect 任意参数名；示例算法从 `def f(*, store, train_dataset)` 改成 `def f(context)`。 | +| Rollout/Attempt 状态机 | `RolloutStatus = queuing | preparing | running | succeeded | failed | cancelled | requeuing`；`AttemptStatus = preparing | running | succeeded | failed | cancelled | timeout | unresponsive`。 | `timeout` 和 `unresponsive` 只属于 attempt；`requeuing` 只属于 rollout；不存在 `queueing` 拼写。 | +| Agent rollout 返回值 | `RolloutResult = None | float | list[AgentSpanPayload]`；`AgentSpanPayload` 只包含 span 业务字段，不包含 `rollout_id`、`attempt_id`、`sequence_id`。 | 删除 OTEL `ReadableSpan`、已归属 store `Span` 和隐式 bool/int reward 自动转换路径；rollout/attempt/sequence 归属只由 `Runner` 和 `Tracer` 写入。 | +| Span ownership | `Runner`/`Tracer` 拥有 `rollout_id`、`attempt_id`、`sequence_id`、`created_at` 等上下文字段；agent 不直接决定归属。 | 不存在跨 rollout 污染、重复写入和 sequence 冲突路径。 | +| `SpanWriter` | 统一同步 callback 到 async store 的桥接；`LightningSpanProcessor` 和 `LLMProxy` exporter 都使用同一个写入 Interface。 | 写入 timeout、确认、失败日志和 shutdown 行为只有一处实现。 | +| Store 批量写入 | 使用显式 `SpanWriteResult`，返回 `inserted`、`duplicates`、`failed`；不要求跨后端 all-or-nothing 事务。 | 正常路径保持 bulk 写入；后端通过逐项索引报告部分成功、重复和失败，未知结果按失败处理，不能通过写后查询猜测归属；Runner/OTLP 等调用方必须处理 `failed`。 | +| Store 角色模型 | `LightningStore` 是业务 Interface；local collection store、remote client、threaded wrapper 是 adapters；`LightningStoreServer` 是 has-a store 的 HTTP/lifecycle container。 | server 不再继承 `LightningStore`；`ClientServerExecutionStrategy` 可以负责启动和关闭 store server，但传给 `algorithm_bundle`、`runner_bundle`、proxy 的必须是纯 `LightningStore` facade，例如 `LightningStoreClient`，不能是 `LightningStoreServer` runtime 对象。 | + +### 状态转移表 + +状态迁移必须集中在 Store/Runner 的状态机中实现，不能在各模块手写分支。`requeuing` 只表示 rollout 等待下一次 attempt，attempt 自身永远不会进入 `queuing` 或 `requeuing`。 + +| 事件 | Attempt 状态 | Rollout 状态 | 规则 | +| --- | --- | --- | --- | +| algorithm enqueue | 无 attempt | `queuing` | 只创建 rollout，不创建 attempt。 | +| runner dequeue/start | `preparing` -> `running` | `preparing` -> `running` | dequeue 创建新 attempt；runner 开始执行后进入 `running`。 | +| agent 正常完成 | `succeeded` | `succeeded` | 终态；不会再 retry。 | +| agent 抛异常 | `failed` | `requeuing` 或 `failed` | attempts 未耗尽且 retry policy 允许 `failed` 时 requeue，否则 failed。 | +| 资源获取失败 | `failed` | `requeuing` 或 `failed` | 资源缺失发生在 attempt start 之后，必须给 attempt 明确失败终态。 | +| direct async step cancel | `cancelled` | `cancelled` | 仅取消可安全中止的 async rollout；抛出 `CancelledError`。 | +| runner stop / algorithm complete | 保持真实终态 | 保持真实终态 | 停止领取新 rollout，已经 dequeue 的 attempt drain 到完成。 | +| sync rollout stop request | 保持真实终态 | 保持真实终态 | Python 无法安全终止已经执行的同步工作；等待完成后按真实结果写入。 | +| attempt timeout | `timeout` | `requeuing` 或 `failed` | timeout 只属于 attempt；rollout 根据 retry policy 决定是否 requeue。 | +| worker unresponsive | `unresponsive` | `requeuing` 或 `failed` | watchdog 只结束当前 attempt；是否创建下一次 attempt 由 retry policy 决定。 | +| no work | 无变化 | 无变化 | runner 没领取到 rollout 时不得写入状态。 | + +## 优先级 + +| 优先级 | 类型 | 标准 | +| --- | --- | --- | +| P0 | 正确性和状态一致性 | 可能造成错误终态、重复/错误 span、返回值不可信、取消语义错误的问题。 | +| P1 | 架构边界和兼容层删除 | deprecated、legacy 或 v0/v1 双轨逻辑影响核心设计，应直接删除或替换为新实现。 | +| P2 | 性能、生产化和工程清理 | 不阻塞正确性，但影响吞吐、维护成本、生产可用性或文档清晰度。 | + +## P0：先修正确性和状态一致性 + +| 模块 | 项目 | 现状 | 影响 | 建议动作 | +| --- | --- | --- | --- | --- | +| Types/Store | 状态模型不一致 | `AttemptStatus` 没有 `cancelled`，文档和实现对 attempt 是否能 `cancelled`/`requeuing` 表述不一致，且存在 `queueing`/`queuing` 拼写差异。 | Runner、Store、Algorithm 会对同一终态做不同解释。 | 按状态转移表重写枚举和文档；attempt 支持 `cancelled`，但不支持 `queuing`/`requeuing`；拼写统一为 `queuing`/`requeuing`。 | +| Runner | attempt 终态 | `LitAgentRunner._step_impl()` 在资源获取失败时会提前返回，绕过后续 attempt 状态更新。 | 已经 dequeue/start 的 attempt 可能没有明确终态，算法侧等待或扫描时语义不稳定。 | 把资源获取纳入统一状态机；失败时标记明确终态或把 rollout 显式 requeue。 | +| Runner | 取消语义 | `asyncio.CancelledError` 不被 `except Exception` 捕获，但 `finally` 仍执行，`has_exception=False` 时可能把 attempt 标记为 `succeeded`。 | 中断、超时或 runner shutdown 可能留下错误成功记录。 | 单独捕获取消并重新抛出，同时把 attempt 映射到明确的取消或失败终态。 | +| Store | 批量 span 写入 | `CollectionBasedLightningStore._insert_spans_with_fallback()` 批量插入失败时，部分 span 可能已经写入，但返回值无法准确表达实际成功项。 | 调用方可能误判 span 写入结果，重复插入和追踪完整性变得不可预测。 | collection 层和 client/server 层统一返回 `SpanWriteResult(inserted, duplicates, failed)`；调用方按结果记录和重试。 | +| Runner/Types | Agent 返回 `Span` 校验 | `_post_process_rollout_result()` 对 `list[Span]` 直接写入 store，没有校验 `rollout_id`、`attempt_id`、`sequence_id` 是否属于当前 attempt。 | 错误 span 可能污染其他 rollout，或破坏同一 attempt 内的 sequence 顺序。 | 删除 agent 返回已归属 `Span` 的能力；只允许 `AgentSpanPayload`，由 Runner 重写上下文。 | +| Runner/Tracer | `ReadableSpan` 重复写入 | 当 tracer 已是 `OtelTracer` 时，代码只 warning，但仍把 agent 返回的 `ReadableSpan` 再写入 store。 | warning 与行为不一致，可能产生重复 span。 | 删除 agent 直接返回 `ReadableSpan` 的路径；OpenTelemetry span 只能由 tracer 写入。 | +| Runner | `run_context(worker_id=...)` | `Runner.run_context()` 总是用 `worker_id=0` 调用 `init_worker()`，但 teardown 使用传入的 `worker_id`。 | 初始化和清理不对称，debug/测试上下文可能清理错误 worker。 | 用同一个 resolved worker id 初始化和清理，并补测试覆盖非 0 worker。 | +| Tracer/LLMProxy | Trace 写入同步桥 | `LightningSpanProcessor` 和 `LLMProxy.LightningSpanExporter` 都需要从同步 callback 写入 async store，但当前逻辑分散。 | timeout、事件循环、失败确认和 shutdown 语义重复且难测。 | 抽出共享 `SpanWriter`/`AsyncStoreSpanWriter`，统一写入确认、超时、错误日志和关闭。 | + +## P1：删除兼容层并重划职责 + +| 模块 | 项目 | 现状 | 建议动作 | +| --- | --- | --- | --- | +| Public API | deprecated 导出 | `agentlightning.__init__` 仍导出 `AgentLightningClient`、`AgentLightningServer`、`configure_logger` 等 deprecated API。 | 只导出新核心 API；删除 deprecated 导出和相关文档入口。 | +| Trainer | legacy 继承和旧参数 | `Trainer` 仍继承 `TrainerLegacy`，保留 `fit_v0`、`n_workers`、`max_tasks`、`daemon`、`triplet_exporter`、`dev=True` 等旧入口或折中参数。 | 删除 `TrainerLegacy` 和 `fit_v0`；构造参数只保留新 runtime 需要的依赖；旧运行方式迁移到 `Execution`。 | +| Algorithm | 反向引用 `Trainer` | `Algorithm` 保存 `_trainer_ref`，提供 `set_trainer()`/`get_trainer()`。 | 删除 trainer weakref；改为 `Trainer` 调用 `Algorithm.run(context)`。 | +| Algorithm | legacy client 反向引用 | `Algorithm` 和 `VERL` import `AgentLightningClient`，并保留 deprecated `get_client()`。 | 删除 `get_client()` 和所有 algorithm 到 legacy client 的 import；algorithm 只通过 `Store` 和 context 工作。 | +| Algorithm | decorator 隐式注入 | `@algo` 通过 inspect 函数参数名注入 `store`、`adapter`、`llm_proxy`、datasets 等依赖。 | 删除参数名注入；`@algo` 只把 `Callable[[AlgorithmContext], None | Awaitable[None]]` 适配成 `Algorithm`。 | +| Runner | `LegacyAgentRunner` | 仍依赖旧 `AgentLightningClient`、`RolloutLegacy`、`RolloutRawResultLegacy`、旧 lifecycle methods、`is_v0_1_rollout_api()` 和 tracer 私有 `_trace_context_sync()`。 | 删除 `agentlightning/runner/legacy.py`、相关 tests/examples/CI；`runner.__init__` 不再导出 legacy runner。 | +| Runner | `Runner.run()` | 基类声明 deprecated 并抛错，legacy runner 又覆盖回旧同步行为。 | 从核心基类删除同步入口；保留 `iter()` 和 `step()` 作为唯一 runner 运行 Interface。 | +| LitAgent | `trained_agents` | 构造参数已 deprecated，但仍保存到实例。 | 删除参数和字段；训练目标匹配只由 adapter 的 `agent_match` 表达。 | +| LitAgent | trainer/runner/tracer 反向引用 | `LitAgent` 可通过 runner/trainer fallback 获取 tracer。 | 删除 `set_trainer/get_trainer/trainer`、`set_runner/get_runner/runner`、`get_tracer/tracer`；agent 只表达 rollout 行为。 | +| LitAgent | `on_rollout_start/end()` | 方法已标注 deprecated，但 legacy runner 仍调用。 | 删除旧 lifecycle methods；统一使用明确的 Hook Interface。 | +| Types | legacy 类型传播 | `RolloutLegacy`、`Task`、`TaskIfAny`、`RolloutRawResultLegacy`、`ReadableSpan` result path 仍被 runtime 或 VERL 引用。 | 删除 legacy 类型或移动到非核心迁移文档；runtime 类型只保留新 rollout/attempt/span/resource 模型和 `RolloutResult = None | float | list[AgentSpanPayload]`。 | +| Tracer | `trace_context(store=...)` | `OtelTracer` 和 `AgentOpsTracer` 仍接受 deprecated `store` 参数。 | 删除参数；store 只通过 `init_worker(worker_id, store)` 或 `SpanWriter` 注入。 | +| Tracer | `_trace_context_sync()` | 私有同步入口仅为兼容保留，legacy runner 直接调用。 | 删除私有同步入口；如需要同步 tracing，设计正式 `SyncTracer`，否则不提供。 | +| Tracer | `trace_run()` / `trace_run_async()` | convenience wrapper 已 deprecated，推荐定制 Runner。 | 删除 wrapper；trace 生命周期只能由 Runner 或显式 `trace_context` 管理。 | +| Store | `query_rollouts(status=..., rollout_ids=...)` | 旧参数仍在抽象类、collection store、client wrapper、thread-safe wrapper 和测试中存在。 | 删除旧参数；只保留 `status_in` 和 `rollout_id_in`。 | +| Store | store 类型层级混乱 | `LightningStoreServer` 和 Store adapters 混在同一层级，导致 HTTP lifecycle container 被当成业务 Store 使用。 | 保留 `LightningStore` 作为业务 Interface；local store、remote client、threaded wrapper 是合法 Store adapters；server 改为 has-a store 且不实现 `LightningStore`。 | +| Execution/Store | server runtime 泄漏到 bundle | `ClientServerExecutionStrategy` 在 `managed_store=True` 时把 `LightningStoreServer` wrapper 传给 algorithm，导致 lifecycle runtime 对象被当成业务 Store 使用。 | `ClientServerExecutionStrategy` 可以负责创建、启动和关闭 `LightningStoreServer`；但传给 `algorithm_bundle`、`runner_bundle` 和 proxy 的参数必须是纯 `LightningStore` facade，server 模式下统一使用 `LightningStoreClient`。 | +| Client/Server | legacy HTTP stack | `agentlightning/client.py` 和 `agentlightning/server.py` 仍保留原始 Agent Lightning protocol。 | 删除 legacy client/server；远程运行统一走 `LightningStoreServer` + `LightningStoreClient`。 | +| Reward/Emitter | legacy reward 解析 | `agentlightning/reward.py` 是 deprecated re-export；旧解析主要在 `agentlightning/emitter/reward.py`，仍兼容 AgentOps/v0.2 reward payload。 | reward 统一为 `AGL_ANNOTATION` + `agentlightning.reward.*` attributes；删除旧格式解析、deprecated reward decorator 和 re-export。 | +| Adapter | legacy span 格式兼容 | `TracerTraceToTriplet`、`LlmProxyTraceToTriplet` 中保留多种历史 attribute key。 | 先定义“当前 instrumentation key”清单；adapter 只消费新 semconv 和该清单，删除历史兼容分支并补 fixture。 | +| VERL | v0/v1 双模式 | `VERL` 和 `AgentModeDaemon` 同时支持无 store 的 v0 mode 和 store/proxy/adapter 的 v1 mode。 | 删除 v0 mode、legacy server、legacy rollout 转换和 `get_client()`；VERL 只接受 store + llm_proxy + adapter 的新执行模型。 | +| Execution | 未实现 execution | `agentlightning/execution/inter_process.py` 只有 TODO。 | 要么实现完整 inter-process strategy，要么删除占位和导出。 | +| SQLite | 未实现 store | `agentlightning/store/sqlite.py` 只有 TODO。 | major 重构中二选一：实现完整 SQLite store，或删除文件、导出和文档入口。 | + +## P2：性能、生产化和工程清理 + +| 模块 | 项目 | 现状 | 建议动作 | +| --- | --- | --- | --- | +| Runner | 同步 rollout 执行策略 | async runner 直接调用同步 `training_rollout()`/`validation_rollout()`，会阻塞 event loop、心跳和取消响应。 | 引入 rollout execution policy：默认直接执行，阻塞型 agent 可选择 `asyncio.to_thread`、进程池或外部 worker。 | +| Runner | `step(..., event=...)` | 接口接受 `ExecutionEvent`，但实现未使用。 | 接入取消/超时机制；如果不支持，删除该参数。 | +| Runner | hook 失败策略 | `_trigger_hooks()` 吞掉所有 hook 异常。 | 明确 hook 类型：观测型 best-effort，控制型可失败；测试固定行为。 | +| Runner | heartbeat 后台模型 | thread heartbeat 创建独立 event loop 并跨线程调用 async store/client。 | 抽成 worker heartbeat service，明确默认模式、线程安全要求和 shutdown 语义。 | +| Store | latest attempt 查询 | `_unlocked_many_rollouts_to_attempted_rollouts()` 对 rollouts 顺序查询 latest attempt。 | 在 collection 层提供按 `rollout_id_in` 批量查询 latest attempt，避免 N+1。 | +| Store | `LightningStoreClient.close()` | 跨 event loop session 关闭遇到 `RuntimeError` 后 best-effort 忽略。 | 引入 per-loop session 管理和集中 shutdown hook。 | +| Store | server exception middleware | `/v1/agl` 全局 exception middleware 注释标明仅应开发模式启用。 | 增加 debug/dev 配置开关，生产环境返回稳定错误响应。 | +| Tracer | AgentOps teardown | teardown 不移除 `LightningSpanProcessor`，因为 AgentOps 全局状态无法稳定恢复。 | 把 AgentOps 全局状态隔离到独立生命周期模块；必要时要求独立进程运行。 | +| VERL | trajectory aggregation TODO | 仍有 mismatch diagnostics、outdated import、flawed stats grouping、canonical logger 等 TODO/FIXME。 | 在 v1-only 模式下修复这些 TODO，并把日志、mismatch dump、stats schema 文档化。 | +| Resources | resource registry TODO | `types/resources.py` 标注迁移到 registry。 | 放到兼容层删除和状态模型稳定之后；要么建立 registry，要么删除 TODO 和半成品入口。 | + +## 推荐执行顺序 + +1. 写下新核心 Interface：`AlgorithmContext`、`@algo` Adapter、状态转移表、`RolloutResult`、`AgentSpanPayload`、span ownership、`SpanWriter`、Store 角色模型、`SpanWriteResult`。 +2. 修 P0 状态一致性：attempt cancellation/resource failure、span 写入校验、batch insert 结果、`run_context` worker id、`queueing`/`queuing` 拼写。 +3. 删除 Trainer/Algorithm legacy 反向依赖：移除 `TrainerLegacy`、`fit_v0`、deprecated trainer 参数、`Algorithm.get_client()`、`VERL.get_client()`。 +4. 删除 legacy runtime：移除 legacy runner、legacy client/server、legacy types、v0.1/v0.2 examples/tests/CI。 +5. 收敛 `LitAgent`：删除 `trained_agents`、trainer/runner/tracer 反向引用和旧 lifecycle methods。 +6. 收敛 `Tracer` 和 `LLMProxy`：删除 `store=`、`_trace_context_sync()`、`trace_run*`，统一使用 `SpanWriter`。 +7. 重构 `Store` 层级：server 不再继承 store；client/threaded/local store 作为 adapters；execution strategy 统一传 client facade。 +8. 清理 Store API：删除 `query_rollouts` 旧参数，补 latest attempt 批量查询和 `SpanWriteResult` 写入确认语义。 +9. 收敛 reward/emitter/adapter：删除 legacy reward 格式，adapter 只支持新 semconv 和当前 instrumentation key。 +10. 收敛 VERL：删除 v0 mode，修复 daemon/trainer 中的 legacy server、legacy rollout 转换和 trajectory aggregation TODO。 +11. 处理未完成模块：实现或删除 SQLite store、inter-process execution、resource registry 占位。 +12. 更新 docs/examples/tests：所有示例使用同一套新接口、同一套角色语言、同一套生命周期模型。 +13. 做 P2 生产化清理：heartbeat、sync rollout policy、client session lifecycle、server error response、AgentOps lifecycle。 + +## Verification + +每一阶段都必须用测试或静态检查验证，而不是只靠 symbol 删除。 + +| 阶段 | 必须新增或更新的验证 | +| --- | --- | +| 状态机 | Store contract tests 覆盖 enqueue、dequeue/start、success、agent exception、resource failure、cancel/shutdown、timeout、unresponsive、retry exhausted。 | +| Runner 正确性 | Runner integration tests 覆盖 `CancelledError` 不会写成 `succeeded`、资源获取失败有终态、`run_context(worker_id)` 初始化和清理一致。 | +| Span 写入 | Store contract tests 覆盖 `SpanWriteResult.inserted`、`duplicates`、`failed`；Runner tests 覆盖 agent 只能返回 `AgentSpanPayload`。 | +| Tracer/LLMProxy | Unit tests 覆盖 `LightningSpanProcessor` 和 `LightningSpanExporter` 共用 `SpanWriter`，包括 timeout、失败日志、shutdown。 | +| Algorithm | Tests 覆盖 `Algorithm.run(context)`、`@algo` 只接受 `AlgorithmContext`、`context.event` 能触发协作式停止。 | +| Store 分层 | Type/static tests 或 unit tests 确认 `LightningStoreServer` 不满足 `LightningStore`，`LightningStoreClient` 和 `LightningStoreThreaded` 满足 `LightningStore`；`ClientServerExecutionStrategy` 启动 server 后传给 `algorithm_bundle` 的是 `LightningStoreClient` facade。 | +| VERL | v1-only smoke tests 覆盖 store/proxy/adapter 路径；确认无 store 的 v0 fallback 不存在。 | +| 文档和示例 | examples 和 docs 全部使用 `AlgorithmContext`、`RolloutResult`、新 Store facade 和新状态命名。 | + +最终检查命令： + +- `uv run --no-sync pyright` +- `uv run --no-sync pytest -v` +- `uv run --no-sync pre-commit run --all-files --show-diff-on-failure` +- `uv run --no-sync mkdocs build --strict` + +## 验收标准 + +- `Algorithm` 不再 import `AgentLightningClient`，不再保存 trainer weakref，不再提供 `get_client()`；训练依赖只来自 `AlgorithmContext`。 +- `AlgorithmContext` 包含 `store`、`adapter`、`llm_proxy`、`initial_resources`、datasets、`event` 和运行配置；algorithm 协作式停止只通过 `context.event`。 +- `@algo` 不再按参数名注入依赖，只把 `Callable[[AlgorithmContext], None | Awaitable[None]]` 适配成 `Algorithm`。 +- `Trainer` 不再继承 `TrainerLegacy`，不再提供 `fit_v0` 或 deprecated 构造参数。 +- 核心包不再导出 `AgentLightningClient`、`AgentLightningServer`、`LegacyAgentRunner`、`RolloutLegacy`、`RolloutRawResultLegacy`、`Task` 等 legacy runtime symbols。 +- `Runner` 不直接调用 `Algorithm`，`Algorithm` 不直接调用 `Runner`；二者只通过 `Store` 和明确上下文协作。 +- `LitAgent` 不再持有 trainer/runner/tracer/store 反向引用，只负责 rollout 行为。 +- 每个 dequeue/start 出来的 attempt 在成功、失败、取消、超时、资源缺失、runner shutdown 时都按状态转移表写入明确终态或明确 requeue 行为。 +- Rollout/attempt 状态枚举、文档和 Store 查询参数使用同一套命名；`timeout`/`unresponsive` 只属于 attempt，`requeuing` 只属于 rollout，不存在 `queueing`/`queuing` 混用。 +- Span 写入路径对 rollout/attempt/sequence 有统一规则，重复写入和跨 rollout 污染有测试覆盖。 +- `RolloutResult` 精确定义为 `None | float | list[AgentSpanPayload]`；agent 不能返回 OTEL `ReadableSpan` 或已归属 store `Span`；OpenTelemetry span 只由 tracer 写入。 +- `LightningSpanProcessor` 和 `LLMProxy.LightningSpanExporter` 共用 `SpanWriter`，写入超时、失败和 shutdown 行为有测试覆盖。 +- Store batch insert 返回显式 `SpanWriteResult(inserted, duplicates, failed)`；调用方不再猜测部分成功，Store Interface 文档不再承诺跨后端 all-or-nothing。 +- `LightningStoreServer` 不再继承或实现 `LightningStore`；`LightningStoreClient` 和 `LightningStoreThreaded` 是满足 `LightningStore` 的 adapters；`ClientServerExecutionStrategy` 可以管理 server lifecycle，但传给 algorithm、runner、proxy 的必须是 `LightningStoreClient` 或其他纯 `LightningStore` facade，不能是 `LightningStoreServer` runtime 对象。 +- Reward 只使用 `AGL_ANNOTATION` + `agentlightning.reward.*` 新格式，不再解析 legacy reward payload。 +- Adapter 只消费新 semconv 和当前 instrumentation 输出，trajectory 构建规则有 fixture 覆盖。 +- VERL 只支持 store/proxy/adapter 的新执行模型，不再保留 v0 mode、legacy server 或 `get_client()`。 +- `rg` 验收按 symbol 和核心 runtime 路径执行，避免把第三方术语或迁移说明误判为失败；docs 可保留明确标记的 migration note，但核心实现不能依赖 deprecated/legacy symbols。 +- 文档、examples、tests 使用同一套新接口命名和生命周期模型。 diff --git a/docs/optimization-todo-list.md b/docs/optimization-todo-list.md new file mode 100644 index 000000000..045df93f9 --- /dev/null +++ b/docs/optimization-todo-list.md @@ -0,0 +1,57 @@ +# Agent Lightning Major Version TODO List + +本 TODO 按 `optimization-plan.md` 的推荐执行顺序排列。每个实现任务必须同步更新对应测试，不能把验证集中留到最后。 + +| 序号 | 任务名称 | 优先级 | 分类 | 状态 | 对应测试状态 | 备注 | +| --- | --- | --- | --- | --- | --- | --- | +| 1.1 | 落定并冻结核心接口：`AlgorithmContext` 模型定义与 context 透传边界 | P0 | 架构收敛 | 已完成 | 通过：`py_compile` + `test_apo`/`test_baseline`/`test_decorator`/`test_trainer_dev` 基线 | 明确运行时上下文字段（store/event/adapter/llm_proxy/dataset/config） | +| 1.2 | 落定并冻结核心接口：`@algo` Adapter 与上下文签名统一为 `AlgorithmContext` | P0 | 架构收敛 | 已完成 | 通过：`tests/algorithm/test_decorator.py` | 移除旧参数名注入，统一接收 context，返回 `None` 或 `Awaitable[None]` | +| 1.3 | 落定并冻结核心接口：`Algorithm.run` 与核心算法执行路径切换到 context 调用 | P0 | 架构收敛 | 已完成 | 通过：`tests/algorithm/test_baseline.py`, `tests/algorithm/test_apo.py`, `tests/trainer/test_trainer_dev.py` | Trainer/legacy 兼容路径已同步注入 context | +| 1.4 | 落定并冻结核心接口：核心类型约束（`RolloutResult`/`AgentSpanPayload`/`SpanWriteResult`/`SpanWriter`） | P0 | 架构收敛 | 已完成 | 已验证：`tests/types/test_core.py` | `RolloutResult` 已固定为 `Union[None, float, list[AgentSpanPayload]]`；待 `Runner` 与 `Tracing` 契约迁移 | +| 1.5 | 落定并冻结核心接口：`状态转移` 与 `Store` 角色模型冻结 | P0 | 架构收敛 | 已完成 | 已验证：`tests/store/test_utils.py::test_rollout_status_from_attempt_direct_statuses` + `tests/store/test_core.py::test_update_attempt_sets_end_time_for_cancelled_status` + `tests/store/test_core.py::test_update_attempt_cancelled_marks_worker_idle` | 已冻结 `Store` 对状态机和 worker 身份映射的职责：`AttemptStatus` 新增 `cancelled`，`rollout_status_from_attempt`/`update_attempt`/`_unlocked_sync_worker_with_attempt` 与文档一致，终态更新会带动 `rollout end_time` 与 `worker` idle/unknown 切换。 +| 1.6 | 落定并冻结核心接口：span ownership、已归属 span 写入边界定义与清理基线 | P0 | 架构收敛 | 已完成 | 已验证：`tests/runner/test_agent_runner.py::test_post_process_agent_span_payloads` + `tests/runner/test_agent_runner.py::test_post_process_agent_span_payloads_rewrite_ownership` + `tests/runner/test_agent_runner.py::test_post_process_rejects_readable_spans` + `tests/runner/test_agent_runner.py::test_step_rejects_readable_span_list` | Runner 不再直接接受 `ReadableSpan`/已归属 `Span`/`SpanCoreFields`；仅接受 `AgentSpanPayload`，并在 Runner 侧重写 `rollout_id`/`attempt_id` 与 `sequence_id`。任务 7/8 将继续细化类型与 tracer 路径边界。 | +| 2 | 统一状态枚举和文档中的命名（`queuing`、`requeuing`、attempt/rollout 状态） | P0 | 状态模型 | 已完成 | 通过：`tests/store/test_core.py`（状态流与回退命名路径） | 已统一 `queueing` 的历史拼写为 `queuing`，并同步相关存储/文档注释文本 | +| 3 | 修复 Attempt 终态模型（支持 `cancelled`，移除 `queuing`/`requeuing`） | P0 | 运行状态 | 已完成 | 已验证：`tests/store/test_utils.py::test_rollout_status_from_attempt_direct_statuses` + `tests/store/test_utils.py::test_attempt_status_literal_rejects_queued_transitions` | `timeout`、`unresponsive` 只属于 attempt；`requeuing` 只属于 rollout | +| 4 | 修复 `LitAgentRunner._step_impl()` 资源获取失败分支写入 | P0 | Runner | 已完成 | 已验证：`tests/runner/test_agent_runner.py::test_step_impl_returns_rollout_id_on_resource_failure_and_marks_failed` | 资源获取失败必须走状态机并给出明确 attempt/rollout 终态 | +| 5 | 修复 `CancelledError` 处理，避免误判为 `succeeded` | P0 | Runner | 已完成 | 已验证：`tests/runner/test_agent_runner.py::test_step_impl_cancelled_marks_cancelled_and_raises` | 单独捕获取消并映射到 `cancelled` 或失败终态 | +| 6 | 统一批量 span 写入返回值为 `SpanWriteResult(inserted/duplicates/failed)` | P0 | Store | 已完成 | 已验证：`tests/store/test_core.py::test_add_many_spans_handles_mixed_rollouts_and_attempts` + `test_add_many_spans_reports_inserted_duplicates_and_failures_precisely` + Runner/client/threaded store 回归 | 正常路径保持 bulk insert；部分写入由 collection 返回逐项索引，未知结果按失败处理。Runner 与 OTLP 边界必须处理 `failed` | +| 7 | 约束 agent 返回值与 span 归属，移除已归属 `Span` 写入路径和隐式 `bool`/`int` reward 转换 | P0 | Runner/Types | 已完成 | 通过：`tests/runner/test_agent_runner.py::test_step_rejects_bool_result` + `tests/runner/test_agent_runner.py::test_step_rejects_int_result` + `tests/runner/test_agent_runner.py::test_post_process_rejects_readable_spans` + `tests/runner/test_agent_runner.py::test_step_rejects_readable_span_list` | `Runner`/`LitAgent` 约定统一为 `RolloutResult = None | float | list[AgentSpanPayload]`，并在 `_post_process_rollout_result` 中删除 bool/int 隐式转换与已归属 Span 路径。 +| 8 | 删除 `ReadableSpan` 直接写入路径，避免重复 span | P0 | Tracer/Runner | 已完成 | 已验证：`tests/runner/test_agent_runner.py::test_step_records_spans_for_none_result` + `tests/runner/test_agent_runner.py::test_step_rejects_readable_span_list` + `tests/runner/test_agent_runner.py::test_post_process_rejects_readable_spans` | OTEL span 只由 Tracer 侧写入 | +| 9 | 修复 `Runner.run_context(worker_id=...)` 初始化/teardown worker_id 不一致 | P0 | Runner | 已完成 | 已验证：`tests/runner/test_runner_context.py::test_run_context_uses_passed_worker_id` | 初始化和清理使用同一 resolved worker id | +| 10 | 抽取并共享 `SpanWriter`，统一 `LightningSpanProcessor` 与 `LLMProxy` 导出行为 | P0 | Tracer/LLMProxy | 已完成 | 已验证：`tests/tracer/test_otel.py::test_store_write_timeout` + `tests/llm_proxy/test_llm_proxy_cpu.py::test_exporter_export_handles_store_failures` + `tests/llm_proxy/test_llm_proxy_cpu.py::test_exporter_shutdown_is_idempotent` | 写入确认、超时和关闭语义只能有一处实现 | +| 11 | 清理 `agentlightning.__init__` 的 deprecated 导出 | P1 | API | 已完成 | 已验证：`tests/test_init_exports.py::test_top_level_exports_do_not_include_deprecated_symbols` + `tests/test_logging.py` + logging/contrib pyright | 移除 `AgentLightningClient`、`AgentLightningServer`、`configure_logger` 等旧符号；`configure_logger` 实现已删除，contrib 调用点迁移到 `setup_logging`；删除未纳入后续规划的 `lightning_cli` / `config.py` | +| 12 | 去除 `Trainer` 对 `TrainerLegacy` 的继承与 `fit_v0` | P1 | Trainer | 已完成 | 已验证：`tests/trainer/test_trainer_init.py::test_trainer_no_longer_has_fit_v0` + `tests/trainer/test_trainer_init.py::test_trainer_fit_rejects_string_dataset` | 统一新 runtime 流程，不再通过 legacy 路径运行 | +| 13 | 移除 `Trainer` 旧入口参数（`n_workers`、`max_tasks`、`daemon`、`triplet_exporter`、`dev=True` 等） | P1 | Trainer | 已完成 | 已验证：`tests/trainer/test_trainer_init.py::test_trainer_rejects_legacy_constructor_args` + `tests/trainer/test_trainer_init.py::test_trainer_fit_rejects_string_dataset` | 旧运行方式迁移到 `Execution` | +| 14 | 删除 `Algorithm` 对 `Trainer` 的弱引用（`_trainer_ref`） | P1 | Algorithm | 已完成 | 已验证：`tests/algorithm/test_decorator.py::test_algorithm_no_longer_exposes_trainer_accessors` | 仅保留 `AlgorithmContext` 传递，弱引用 Trainer 依赖清理 | +| 15 | 移除 `Algorithm.set_trainer/get_trainer` 与 `get_client` | P1 | Algorithm | 已完成 | 通过：`tests/algorithm/test_decorator.py::test_algorithm_no_longer_exposes_trainer_accessors` + `tests/algorithm/test_decorator.py::test_algorithm_no_longer_exposes_get_client` | 禁止反向依赖 Trainer 和 legacy client | +| 16 | 删除 `@algo` 参数名隐式注入逻辑 | P1 | Algorithm | 已完成 | 通过：`tests/algorithm/test_decorator.py::test_algorithm_preserves_signature` + `tests/algorithm/test_decorator.py::test_algo_rejects_non_context_parameter_name` | 仅适配接收 `AlgorithmContext` 并返回 `None` 或 `Awaitable[None]` 的 callable | +| 17 | 删除 legacy runner 体系（`runner/legacy.py`） | P1 | Runner | 已完成 | 通过：`tests/runner/test_runner_imports.py::test_runner_exports_do_not_include_legacy_runner` | 移除旧生命周期、`RolloutLegacy` 分支和 tracer 私有同步入口依赖 | +| 18 | 删除 `Runner.run()` 同步接口与 legacy 回退 | P1 | Runner | 已完成 | 已验证：`tests/runner/test_runner_imports.py::test_runner_sync_run_interface_is_removed` | 主 Runner 接口统一为 `iter()` 和 `step()` | +| 19 | 去掉 `LitAgent` 反向引用（trainer/runner/tracer/store） | P1 | LitAgent | 已完成 | 已验证：`tests/litagent/test_litagent.py::test_litagent_no_reverse_references_to_runner_trainer_or_tracer` | Agent 只关心 rollout 行为 | +| 20 | 移除 `LitAgent` 的 `trained_agents` 参数与持久字段 | P1 | LitAgent | 已完成 | 已验证：`tests/litagent/test_litagent.py::test_litagent_does_not_store_trained_agents_marker` | 训练目标匹配只由 adapter 的 `agent_match` 表达 | +| 21 | 删除 `on_rollout_start/end` deprecated 生命周期 | P1 | LitAgent | 已完成 | 已验证：`tests/litagent/test_litagent.py::test_litagent_no_legacy_rollout_lifecycle_methods` | 不保留 legacy lifecycle fallback | +| 22 | 清理 legacy 类型传播（`RolloutLegacy`、`Task`、`TaskIfAny`、`RolloutRawResultLegacy`、`ReadableSpan` result path） | P1 | Types | 已完成 | 已验证：`tests/types/test_core.py::test_core_does_not_expose_legacy_result_contracts` | 运行时仅保留新 rollout/attempt/span/resource 模型；`agentlightning/types/legacy.py` 与依赖旧 HTTP server 的 env VERL contrib 入口已删除 | +| 23 | 删除 Tracer `trace_context(store=...)` 参数 | P1 | Tracer | 已完成 | 已验证：`tests/tracer/test_agentops.py::test_agentops_trace_with_store_disable` + `tests/tracer/test_agentops.py::test_agentops_trace_with_store_enable` | `store` 通过 `init_worker(worker_id, store)` 或 `SpanWriter` 注入 | +| 24 | 删除 `OtelTracer` 私有 `_trace_context_sync()` | P1 | Tracer | 已完成 | 已验证：`tests/tracer/test_agentops.py::test_agentops_trace_with_store_disable`（无同步入口路径） + `tests/tracer/test_otel.py::test_context_managers_clear_state[store-no-otlp]`（保持行为） | `_trace_context_sync()` 不再作为公开依赖；同步追踪行为通过 `trace_context` 路径验证 | +| 25 | 删除 `trace_run` / `trace_run_async` deprecated wrappers | P1 | Tracer | 已完成 | 已验证：`tests/tracer/test_dummy.py::test_tracer_core_has_no_trace_run_wrappers`（无兼容 wrapper） | 生命周期由 Runner 或显式 `trace_context` 管理 | +| 26 | 统一 `Store.query_rollouts` 参数为 `status_in`/`rollout_id_in` | P1 | Store | 已完成 | 已通过：`tests/store/test_core.py`, `tests/store/test_threading.py`, `tests/store/test_client_server.py`（query 过滤）, `tests/store/test_restful.py`（兼容过滤） | 删除 `status=`、`rollout_ids=` 旧参数分支 | +| 27 | 重构 Store 层级：`LightningStoreServer` 不再实现业务 `Store` | P1 | Store | 已完成 | 已验证：`tests/store/test_store_roles.py::test_lightning_store_server_is_not_business_store` + `tests/store/test_store_roles.py::test_runtime_roles_match_design_intent` | server 为 has-a lifecycle container；client/threaded/local 为 Store adapters | +| 28 | 修复 `ClientServerExecutionStrategy` 传递纯 `LightningStore` facade | P1 | Execution/Store | 已完成 | 已验证：`tests/execution/test_client_server.py::test_execute_algorithm_managed_store_starts_server` | server 模式下传给 algorithm/runner/proxy 的必须是 `LightningStoreClient` facade | +| 29 | 删除 legacy client/server 协议栈 | P1 | 网络 | 已完成 | 已验证：`tests/test_legacy_http_stack_cleanup.py` + `tests/test_init_exports.py` + `tests/trainer/test_trainer_init.py::test_trainer_no_longer_has_fit_v0` | 已删除 `agentlightning/client.py`、`agentlightning/server.py`、`agentlightning/trainer/legacy.py` 和旧 client/server 测试；远程运行统一走 `LightningStoreServer` + `LightningStoreClient` | +| 30 | 删除 legacy reward 解析与 deprecated reward re-export | P1 | Reward/Emitter | 已完成 | 已验证：`tests/emitter/test_reward.py` + `tests/runner/test_agent_runner.py` reward import path coverage | 仅支持 `AGL_ANNOTATION` 与 `agentlightning.emitter.reward.*` 新 attributes | +| 31 | 精简 adapter 兼容键列表，移除历史 attribute key | P1 | Adapter | 已完成 | 已验证：`tests/adapter/test_llm_proxy.py` + `tests/adapter/test_triplet_trace_tree.py` | 已定义当前 instrumentation key 清单并清理历史 AgentOps reward/key 路径 | +| 32 | 删除 VERL 的 v0/v1 双轨执行逻辑 | P1 | VERL | 已完成 | 已验证：`tests/algorithm/test_verl.py::test_verl_run_rejects_missing_store` + `tests/algorithm/test_verl.py::test_run_ppo_rejects_missing_store` | 仅保留 store/proxy/adapter 新模型；禁止 v0 fallback 和 `get_client()` | +| 33 | 处理 `inter_process.py` TODO：实现或删除 | P1 | Execution | 已完成 | 已验证：`tests/trainer/test_trainer_init.py::test_trainer_strategy_registry_does_not_include_ipc` | 已删除未实现占位模块与注册入口 | +| 34 | 处理 `store/sqlite.py` TODO：实现或删除 | P1 | Store | 已完成 | 已验证：`tests/store/test_store_roles.py::test_sqlite_store_todo_file_is_removed` | 删除未实现占位文件，等待后续有完整 durable store 决策 | +| 35 | 更新 docs/examples/tests 使用新接口与新生命周期模型 | P2 | 文档/示例 | 已完成 | 已验证：`tests/test_legacy_http_stack_cleanup.py` + 相关示例 `py_compile` + `mkdocs build --strict` | 删除 legacy APO/Calc-X 示例与 CI 引用，示例和文档中的 `Trainer(n_workers=...)` 已迁移到 `n_runners` | +| 36 | 引入 rollout execution policy，默认/阻塞/线程/进程可配 | P2 | Runner | 已完成 | 已验证：`tests/runner/test_agent_runner.py::test_default_sync_rollout_policy_keeps_event_loop_responsive` + `tests/runner/test_agent_runner.py::test_sync_rollout_process_policy_completes_rollout`（当前 sandbox 跳过 process） | `LitAgentRunner` 支持 `"inline"|"thread"|"process"`，默认 thread，避免同步 agent 阻塞 heartbeat 和 runner event loop | +| 37 | 完善 `step(..., event=...)` 取消与超时协同 | P2 | Runner | 已完成 | 已验证：`test_iter_stops_when_event_is_set` + `test_step_event_cancels_async_rollout_and_marks_cancelled` + `test_step_event_waits_for_thread_rollout_and_records_real_result` + ExecutionStrategy drain 回归 | 正常 stop 只停止 dequeue 并等待已领取 attempt；异常/中断使用独立 abort 路径；Client/Server 在 runners drain 前保持 Store server 可用 | +| 38 | 明确 hook 失败语义（观测型/控制型） | P2 | Runner | 已完成 | 已验证：`tests/runner/test_agent_runner.py::test_control_hook_failure_marks_attempt_failed_and_raises_for_step` + `test_observation_hook_failure_preserves_attempt_success` | `on_rollout_start/on_trace_start` 作为控制型 hook 会传播异常并失败 attempt；`on_trace_end/on_rollout_end` 作为观测型 hook 只记录异常并保留执行结果 | +| 39 | 重构 heartbeat 后台服务模型 | P2 | Runner | 已完成 | 已验证：`tests/runner/test_agent_runner.py::test_thread_heartbeat_updates_store_on_event_loop_thread` + `test_thread_heartbeat_stop_does_not_wait_for_blocked_snapshot` + heartbeat 定向回归 | thread 模式现在仅用后台线程采集系统快照，store 更新回到 runner 所在 asyncio loop；stop 对阻塞采样线程使用有界 join 并记录告警 | +| 40 | 优化 latest attempt 查询，批量避免 N+1 | P2 | Store | 已完成 | 已验证：`tests/store/test_core.py::test_query_rollouts_returns_latest_attempts_for_multiple_rollouts` + `test_query_rollouts_batches_latest_attempt_lookup` + query_rollouts/query_attempts 定向回归（`-m "not mongo"`） | collection-based `query_rollouts` 现在用一次 attempts `rollout_id within [...]` 查询批量附加 latest attempt，避免逐 rollout 查询 | +| 41 | 重构 `LightningStoreClient.close()` 会话与 shutdown | P2 | Store | 已完成 | 已验证：`tests/store/test_client_server.py::test_client_close_closes_sessions_on_owner_event_loops` + `test_client_dequeue_many_rollouts_skips_network_for_non_positive_limit` + `pyright agentlightning/store/client_server.py tests/store/test_client_server.py` | client session 现在记录所属 event loop，`close()` 统一通过 owner loop 关闭本 loop 与跨线程 loop session，停止的 owner loop 记录 warning | +| 42 | 增加 server 异常中间件生产模式开关 | P2 | Server | 已完成 | 已验证：`tests/store/test_restful.py::test_server_error_response_hides_traceback_by_default` + `test_server_error_response_includes_traceback_in_debug_mode` + `pyright agentlightning/store/client_server.py tests/store/test_restful.py` | `LightningStoreServer(debug_errors=False)` 默认隐藏 `error_type/traceback`，仅显式 debug 模式返回详细异常 | +| 43 | 处理 AgentOps teardown 全局状态与生命周期隔离 | P2 | Tracer | 已完成 | 已验证：`tests/tracer/test_agentops.py::test_agentops_managed_instrumentation_uses_lifecycle_refcount` + `test_agentops_trace_context_requires_reinit_after_teardown` + AgentOps trace 定向回归 + `pyright agentlightning/tracer/agentops.py tests/tracer/test_agentops.py` | managed instrumentation 使用进程内引用计数，最后一个 tracer teardown 才 uninstrument；teardown 后清理实例级 store/span processor，避免误用已 teardown 的 tracer | +| 44 | 修复 VERL trajectory aggregation TODO 与统计链路 | P2 | VERL | 已完成 | 已验证：`tests/verl/test_trajectory.py` + `pyright agentlightning/verl/trajectory.py tests/verl/test_trajectory.py` + VERL py_compile | 抽出纯 trajectory 聚合 helper，修复 overflow segment `response_mask` 长度，补充 mismatch stats 与安全统计；VERL 子模块导入不再强依赖可选 runtime | +| 45 | 处理 `types/resources.py` 的 registry TODO（实现或移除） | P2 | 资源 | 已完成 | 已验证：`tests/types/test_resources.py tests/types/test_core.py` + resources pyright | 删除未接入 `NamedResources` 反序列化的 registry 半成品；核心明确只支持静态 discriminated union 中的内置资源类型 | +| 46 | 执行最终检查命令（`pyright`、`pytest -v`、`pre-commit`、`mkdocs build --strict`） | P0 | 验收 | 待开始 | 全量执行并记录结果 | 每个阶段完成后也要运行相关子集，最终再跑全量 | diff --git a/docs/overrides/main.html b/docs/overrides/main.html index 72590cd7d..36152b522 100644 --- a/docs/overrides/main.html +++ b/docs/overrides/main.html @@ -3,7 +3,7 @@ {% block content %} {{ super() }} {% endblock %} diff --git a/docs/reference/internal.md b/docs/reference/internal.md index 53fcfa4c0..fc3d948a3 100644 --- a/docs/reference/internal.md +++ b/docs/reference/internal.md @@ -53,25 +53,3 @@ ## Tracing and OpenTelemetry ::: agentlightning.tracer.otel.LightningSpanProcessor - -## Deprecated APIs - -::: agentlightning.emitter.reward.reward - -::: agentlightning.server.AgentLightningServer - -::: agentlightning.server.ServerDataStore - -::: agentlightning.client.AgentLightningClient - -::: agentlightning.client.DevTaskLoader - -::: agentlightning.Task - -::: agentlightning.TaskInput - -::: agentlightning.TaskIfAny - -::: agentlightning.RolloutRawResultLegacy - -::: agentlightning.RolloutLegacy diff --git a/docs/reference/trainer.md b/docs/reference/trainer.md index 8b9dbc62b..6959fccde 100644 --- a/docs/reference/trainer.md +++ b/docs/reference/trainer.md @@ -2,8 +2,6 @@ ::: agentlightning.Trainer -::: agentlightning.build_component - ## Execution Strategy ::: agentlightning.ExecutionStrategy @@ -20,14 +18,6 @@ ::: agentlightning.MultiprocessingEvent -## CLI Builder - -::: agentlightning.lightning_cli - ## Logging -::: agentlightning.configure_logger - -::: agentlightning.setup_module_logging - ::: agentlightning.setup_logging diff --git a/docs/reference/types.md b/docs/reference/types.md index 41f3addaa..de09d6e9a 100644 --- a/docs/reference/types.md +++ b/docs/reference/types.md @@ -4,11 +4,17 @@ ::: agentlightning.Triplet -::: agentlightning.RolloutRawResult +::: agentlightning.TaskInput -::: agentlightning.RolloutMode +::: agentlightning.RolloutResult + +::: agentlightning.AgentSpanPayload + +::: agentlightning.SpanWriteResult -::: agentlightning.GenericResponse +::: agentlightning.AlgorithmContext + +::: agentlightning.RolloutMode ::: agentlightning.ParallelWorkerBase @@ -78,8 +84,6 @@ ::: agentlightning.Span -::: agentlightning.SpanAttributeNames - ::: agentlightning.SpanLike ::: agentlightning.SpanCoreFields diff --git a/docs/tutorials/installation.md b/docs/tutorials/installation.md index b01c30f0c..6818fe52c 100644 --- a/docs/tutorials/installation.md +++ b/docs/tutorials/installation.md @@ -1,6 +1,6 @@ # Installation Guide -This guide explains how to install **Agent-Lightning**. You can install it from **PyPI** (the Python Package Index) for general use or directly from the **source code** if you plan to contribute or need fine-grained control over dependencies. +This guide explains how to install **Agent-Lightning**. Install the YanbiaoLab fork from GitHub, install an upstream release from **PyPI** (the Python Package Index), or install from a local checkout if you plan to contribute or need fine-grained control over dependencies. !!! info "Platform and Hardware Requirements" Agent-Lightning is officially supported on **Linux distributions** (Ubuntu 22.04 or later is recommended). @@ -10,9 +10,19 @@ This guide explains how to install **Agent-Lightning**. You can install it from A **GPU is optional**—you only need CUDA-capable hardware if you plan to fine-tune model weights or run GPU-accelerated workloads. CPU-only environments are fully supported for evaluation and inference. -## Installing from PyPI +## Installing the YanbiaoLab Fork -The easiest way to get started is by installing Agent-Lightning directly from PyPI. This ensures you get the latest **stable release** of the package, tested for compatibility and reliability. +Install the current `main` branch directly from GitHub: + +```bash +pip install "agentlightning @ git+https://github.com/YanbiaoLab/agent-lightning.git@main" +``` + +For reproducible environments, replace `main` with a release tag or commit SHA. + +## Installing an Upstream Release from PyPI + +The `agentlightning` package on PyPI is published by the upstream project. It may not include changes maintained in this fork. ### Install the Stable Release @@ -31,7 +41,7 @@ This installs or upgrades Agent-Lightning to the newest stable version. ### Install the Nightly Build (Latest Features) -Agent-Lightning also publishes **nightly builds**, which contain the latest experimental features and improvements from the main branch. These are available via **Test PyPI**. +The upstream project also publishes **nightly builds** to **Test PyPI**. These builds track upstream development and do not necessarily include changes from this fork. ```bash pip install --upgrade --index-url https://test.pypi.org/simple/ --extra-index-url https://pypi.org/simple/ --pre agentlightning @@ -112,7 +122,7 @@ Before proceeding, make sure `uv` is installed. ### Minimal Developer Installation ```bash -git clone https://github.com/microsoft/agent-lightning +git clone https://github.com/YanbiaoLab/agent-lightning cd agent-lightning uv sync --group dev ``` diff --git a/docs/tutorials/parallelize.md b/docs/tutorials/parallelize.md index 251febdb0..743e1fa00 100644 --- a/docs/tutorials/parallelize.md +++ b/docs/tutorials/parallelize.md @@ -64,41 +64,40 @@ An **execution strategy** then decides where those bundles are placed (threads v By default, the trainer builds an [`InMemoryLightningStore`][agentlightning.InMemoryLightningStore] if you do not provide one. Because that store has no locking or cross-process transport, the execution strategy is the component that wraps it in thread-safe or HTTP-safe facades ([`LightningStoreThreaded`][agentlightning.LightningStoreThreaded], [`LightningStoreServer`][agentlightning.LightningStoreServer]) before handing it to bundles. For a deeper look at these facades, see [Understanding the Store](../deep-dive/store.md) and [Birds' Eye View](../deep-dive/birds-eye-view.md). -Agent-lightning provides two built-in execution strategies: [`SharedMemoryExecutionStrategy`][agentlightning.SharedMemoryExecutionStrategy] and [`ClientServerExecutionStrategy`][agentlightning.ClientServerExecutionStrategy]. You can pass a string alias, a configuration dictionary, or a pre-built strategy instance: +Agent-lightning provides two built-in execution strategies: [`SharedMemoryExecutionStrategy`][agentlightning.SharedMemoryExecutionStrategy] and [`ClientServerExecutionStrategy`][agentlightning.ClientServerExecutionStrategy]. Construct the strategy explicitly before passing it to the trainer: ```python import agentlightning as agl algorithm = agl.Baseline() -# Short alias for the shared-memory strategy. # Because the runner lives on the main thread in this mode, # n_runners must be 1 unless you move the algorithm to the main thread. -trainer = agl.Trainer(algorithm=algorithm, n_runners=1, strategy="shm") +strategy = agl.SharedMemoryExecutionStrategy() +trainer = agl.Trainer(algorithm=algorithm, n_runners=1, strategy=strategy) -# Dict with overrides; keep the algorithm on the main thread so multiple runner threads can spawn. -# Specifying `n_runners` inside strategy is equivalent to passing `n_runners` to the trainer. +# Keep the algorithm on the main thread so multiple runner threads can spawn. +strategy = agl.SharedMemoryExecutionStrategy( + n_runners=8, + main_thread="algorithm", +) trainer = agl.Trainer( algorithm=algorithm, - strategy={ - "type": "shm", - "n_runners": 8, - "main_thread": "algorithm", - }, + strategy=strategy, ) -# Pass an existing strategy instance – Trainer respects the strategy's own `n_runners`. +# Trainer respects the strategy's own `n_runners`. strategy = agl.SharedMemoryExecutionStrategy(main_thread="algorithm", n_runners=4) trainer = agl.Trainer(algorithm=algorithm, strategy=strategy) ``` -If you omit the strategy, the trainer defaults to `ClientServerExecutionStrategy(n_runners=trainer.n_runners)`. You can still re-specify the client-server strategy through aliases or configuration to tweak ports and other settings: +If you omit the strategy, the trainer defaults to `ClientServerExecutionStrategy(n_runners=trainer.n_runners)`. Pass an explicit client-server strategy to tweak ports and other settings: ```python +strategy = agl.ClientServerExecutionStrategy(server_port=9999, n_runners=8) trainer = agl.Trainer( algorithm=algorithm, - n_runners=8, - strategy={"type": "cs", "server_port": 9999}, + strategy=strategy, ) ``` @@ -111,27 +110,29 @@ os.environ["AGL_SERVER_PORT"] = "10000" os.environ["AGL_CURRENT_ROLE"] = "algorithm" os.environ["AGL_MANAGED_STORE"] = "0" -trainer = agl.Trainer(algorithm=algorithm, n_runners=8, strategy="cs") +strategy = agl.ClientServerExecutionStrategy(n_runners=8) +trainer = agl.Trainer(algorithm=algorithm, strategy=strategy) ``` The resulting [`ClientServerExecutionStrategy`][agentlightning.ClientServerExecutionStrategy] picks up the port, role, and managed-store flag from the environment. !!! tip - The same configuration patterns apply to other trainer components. For example, + The same explicit construction pattern applies to other trainer components. For example, ```python trainer = agl.Trainer(algorithm=algorithm, tracer=agl.OtelTracer()) ``` wires in a custom tracer, while ```python - trainer = agl.Trainer(algorithm=algorithm, adapter="agentlightning.adapter.TraceToMessages") + trainer = agl.Trainer(algorithm=algorithm, adapter=agl.TraceToMessages()) ``` - swaps in a different adapter. Passing a dict lets you tweak the init parameters of defaults without naming the class explicitly: + swaps in a different adapter. Configure adapter constructor parameters directly: ```python + adapter = agl.TracerTraceToTriplet(agent_match="plan_agent", repair_hierarchy=False) trainer = agl.Trainer( algorithm=algorithm, - adapter={"agent_match": "plan_agent", "repair_hierarchy": False}, + adapter=adapter, ) ``` @@ -154,12 +155,11 @@ You can override server placement or ports, and whether to automatically wrap th trainer = agl.Trainer( algorithm=algorithm, n_runners=1, - strategy={ - "type": "cs", - "server_host": "0.0.0.0", - "server_port": 9999, - "main_process": "runner", - }, + strategy=agl.ClientServerExecutionStrategy( + server_host="0.0.0.0", + server_port=9999, + main_process="runner", + ), ) ``` @@ -211,7 +211,7 @@ Sample configuration: ```python trainer = agl.Trainer( algorithm=algorithm, - strategy="shm", + strategy=agl.SharedMemoryExecutionStrategy(), ) ``` diff --git a/docs/tutorials/write-agents.md b/docs/tutorials/write-agents.md index 8fe649706..c7ee319be 100644 --- a/docs/tutorials/write-agents.md +++ b/docs/tutorials/write-agents.md @@ -117,7 +117,7 @@ The value your agent function returns (i.e., the return value of the function de When returning `None`, you must still ensure a final reward is logged. You can do this by using the [`emit_reward`][agentlightning.emit_reward] function (covered in the [Use Emitters](./emitter.md) documentation). Wrapping your reward calculation function with the `@reward` decorator is NOT the recommended approach any more. -* **`list[ReadableSpan]`**, **`list[SpanCoreFields]`**, or **`list[Span]`**: For advanced use cases, you can manually construct and return a complete list of all spans for the rollout. This gives you full control over the trace data. You can return either a list of OpenTelemetry `ReadableSpan` objects or Agent-lightning's native `Span` objects. +* **[`list[AgentSpanPayload]`][agentlightning.AgentSpanPayload]**: For advanced use cases, you can return structured payloads for each span and let the runner assign ownership (`rollout_id`/`attempt_id`/`sequence_id`) during persistence. For most users, returning a **`float`** for simple agents or returning **`None`** and using the emitter for more complex ones are the recommended approaches. diff --git a/examples/README.md b/examples/README.md index 30f16969e..0fa304f73 100644 --- a/examples/README.md +++ b/examples/README.md @@ -4,32 +4,15 @@ This catalog highlights the examples shipped with Agent-lightning. Community-contributed examples and recipes are available in the [contrib](../contrib) directory. -| Example | Description | CI Maintenance | -|---------|-------------|----------------| -| [apo](./apo) | Automatic Prompt Optimization tutorials covering built-in, custom, and debugging workflows. | [![apo workflow status](https://github.com/microsoft/agent-lightning/actions/workflows/badge-apo.yml/badge.svg)](https://github.com/microsoft/agent-lightning/actions/workflows/examples-apo.yml) | -| [azure](./azure) | Supervised fine-tuning with Azure OpenAI. | [![azure workflow status](https://github.com/microsoft/agent-lightning/actions/workflows/badge-azure.yml/badge.svg)](https://github.com/microsoft/agent-lightning/actions/workflows/examples-azure.yml) | -| [calc_x](./calc_x) | VERL-powered math reasoning agent training that uses AutoGen with an MCP calculator tool. | [![calc_x workflow status](https://github.com/microsoft/agent-lightning/actions/workflows/badge-calc-x.yml/badge.svg)](https://github.com/microsoft/agent-lightning/actions/workflows/examples-calc-x.yml) | -| [chartqa](./chartqa) | Vision-language ChartQA agent that reasons over charts with LangGraph and VERL plus multi-step self-refinement. | [![chartqa workflow status](https://github.com/microsoft/agent-lightning/actions/workflows/badge-chartqa.yml/badge.svg)](https://github.com/microsoft/agent-lightning/actions/workflows/examples-chartqa.yml) | -| [claude_code](./claude_code) | Claude Code SWE-bench harness that records Agent-lightning traces across Anthropic, vLLM, and OpenAI-compatible backends. | [![claude_code workflow status](https://github.com/microsoft/agent-lightning/actions/workflows/badge-claude-code.yml/badge.svg)](https://github.com/microsoft/agent-lightning/actions/workflows/examples-claude-code.yml) | -| [minimal](./minimal) | Bite-sized programs that demonstrate how individual Agent-lightning building blocks behave in isolation. | [![minimal workflow status](https://github.com/microsoft/agent-lightning/actions/workflows/badge-unit.yml/badge.svg)](https://github.com/microsoft/agent-lightning/actions/workflows/badge-unit.yml) | -| [rag](./rag) | Retrieval-Augmented Generation pipeline targeting the MuSiQue dataset with Wikipedia retrieval. | [![rag workflow status](https://github.com/microsoft/agent-lightning/actions/workflows/badge-rag.yml/badge.svg)](https://github.com/microsoft/agent-lightning/actions/workflows/examples-rag.yml) | -| [spider](./spider) | Text-to-SQL reinforcement learning training on the Spider dataset using LangGraph. | [![spider workflow status](https://github.com/microsoft/agent-lightning/actions/workflows/badge-spider.yml/badge.svg)](https://github.com/microsoft/agent-lightning/actions/workflows/examples-spider.yml) | -| [tinker](./tinker) | Reinforcement learning with Tinker as the backend training service. | [![tinker workflow status](https://github.com/microsoft/agent-lightning/actions/workflows/badge-tinker.yml/badge.svg)](https://github.com/microsoft/agent-lightning/actions/workflows/examples-tinker.yml) | -| [unsloth](./unsloth) | Supervised fine-tuning example powered by Unsloth with 4-bit quantization and LoRA. | [![unsloth workflow status](https://github.com/microsoft/agent-lightning/actions/workflows/badge-unsloth.yml/badge.svg)](https://github.com/microsoft/agent-lightning/actions/workflows/examples-unsloth.yml) | - -## `examples-*` workflow status - -CI status above avoids taking any workflow running with latest dependencies into account. That's why we reference the corresponding `badge-*` workflows instead. The following table displays the raw `examples-*` workflow status whenever the project is maintained by CI. - -| Workflow | Status | -|----------|--------| -| `examples-apo.yml` | [![examples-apo workflow status](https://github.com/microsoft/agent-lightning/actions/workflows/examples-apo.yml/badge.svg)](https://github.com/microsoft/agent-lightning/actions/workflows/examples-apo.yml) | -| `examples-azure.yml` | [![examples-azure workflow status](https://github.com/microsoft/agent-lightning/actions/workflows/examples-azure.yml/badge.svg)](https://github.com/microsoft/agent-lightning/actions/workflows/examples-azure.yml) | -| `examples-calc-x.yml` | [![examples-calc-x workflow status](https://github.com/microsoft/agent-lightning/actions/workflows/examples-calc-x.yml/badge.svg)](https://github.com/microsoft/agent-lightning/actions/workflows/examples-calc-x.yml) | -| `examples-chartqa.yml` | [![examples-chartqa workflow status](https://github.com/microsoft/agent-lightning/actions/workflows/examples-chartqa.yml/badge.svg)](https://github.com/microsoft/agent-lightning/actions/workflows/examples-chartqa.yml) | -| `examples-claude-code.yml` | [![examples-claude-code workflow status](https://github.com/microsoft/agent-lightning/actions/workflows/examples-claude-code.yml/badge.svg)](https://github.com/microsoft/agent-lightning/actions/workflows/examples-claude-code.yml) | -| `examples-compat.yml` | [![examples-compat workflow status](https://github.com/microsoft/agent-lightning/actions/workflows/examples-compat.yml/badge.svg)](https://github.com/microsoft/agent-lightning/actions/workflows/examples-compat.yml) | -| `examples-rag.yml` | [![examples-rag workflow status](https://github.com/microsoft/agent-lightning/actions/workflows/examples-rag.yml/badge.svg)](https://github.com/microsoft/agent-lightning/actions/workflows/examples-rag.yml) | -| `examples-spider.yml` | [![examples-spider workflow status](https://github.com/microsoft/agent-lightning/actions/workflows/examples-spider.yml/badge.svg)](https://github.com/microsoft/agent-lightning/actions/workflows/examples-spider.yml) | -| `examples-tinker.yml` | [![examples-tinker workflow status](https://github.com/microsoft/agent-lightning/actions/workflows/examples-tinker.yml/badge.svg)](https://github.com/microsoft/agent-lightning/actions/workflows/examples-tinker.yml) | -| `examples-unsloth.yml` | [![examples-unsloth workflow status](https://github.com/microsoft/agent-lightning/actions/workflows/examples-unsloth.yml/badge.svg)](https://github.com/microsoft/agent-lightning/actions/workflows/examples-unsloth.yml) | +| Example | Description | +|---------|-------------| +| [apo](./apo) | Automatic Prompt Optimization tutorials covering built-in, custom, and debugging workflows. | +| [azure](./azure) | Supervised fine-tuning with Azure OpenAI. | +| [calc_x](./calc_x) | VERL-powered math reasoning agent training that uses AutoGen with an MCP calculator tool. | +| [chartqa](./chartqa) | Vision-language ChartQA agent that reasons over charts with LangGraph and VERL plus multi-step self-refinement. | +| [claude_code](./claude_code) | Claude Code SWE-bench harness that records Agent-lightning traces across Anthropic, vLLM, and OpenAI-compatible backends. | +| [minimal](./minimal) | Bite-sized programs that demonstrate how individual Agent-lightning building blocks behave in isolation. | +| [rag](./rag) | Retrieval-Augmented Generation pipeline targeting the MuSiQue dataset with Wikipedia retrieval. | +| [spider](./spider) | Text-to-SQL reinforcement learning training on the Spider dataset using LangGraph. | +| [tinker](./tinker) | Reinforcement learning with Tinker as the backend training service. | +| [unsloth](./unsloth) | Supervised fine-tuning example powered by Unsloth with 4-bit quantization and LoRA. | diff --git a/examples/apo/README.md b/examples/apo/README.md index a3f647853..1b1a080c9 100644 --- a/examples/apo/README.md +++ b/examples/apo/README.md @@ -1,6 +1,5 @@ # APO Example -[![apo CI status](https://github.com/microsoft/agent-lightning/actions/workflows/examples-apo.yml/badge.svg)](https://github.com/microsoft/agent-lightning/actions/workflows/examples-apo.yml) This example folder contains three complementary tutorials that demonstrate different aspects of Agent-Lightning. It's compatible with Agent-lightning v0.2 or later. @@ -22,8 +21,6 @@ Follow the [installation guide](../../docs/tutorials/installation.md) to install | `apo_custom_algorithm.py` | Tutorial on creating custom algorithms (runnable as algo or runner) | | `apo_custom_algorithm_trainer.py` | Shows how to integrate custom algorithms into the Trainer | | `apo_debug.py` | Tutorial demonstrating various agent debugging techniques | -| `legacy_apo_client.py` | Deprecated APO client implementation compatible with Agent-lightning v0.1.x | -| `legacy_apo_server.py` | Deprecated APO server implementation compatible with Agent-lightning v0.1.x | ## Sample 1: Using Built-in APO Algorithm diff --git a/examples/apo/apo_custom_algorithm.py b/examples/apo/apo_custom_algorithm.py index 45ba529ec..d2ad3dc49 100644 --- a/examples/apo/apo_custom_algorithm.py +++ b/examples/apo/apo_custom_algorithm.py @@ -29,6 +29,8 @@ import argparse import asyncio +import os +import time from typing import Optional, Sequence from openai import AsyncOpenAI @@ -37,6 +39,7 @@ import agentlightning as agl console = Console() +ROLLOUT_WAIT_TIMEOUT_SECONDS = float(os.getenv("AGL_APO_EXAMPLE_ROLLOUT_TIMEOUT", "120")) async def apo_algorithm(*, store: agl.LightningStore): @@ -72,7 +75,8 @@ async def apo_algorithm(*, store: agl.LightningStore): console.print(f"{algo_marker} Task '{rollout.rollout_id}' is now available for clients.") # 3. The algorithm waits for clients to process the task - for _ in range(30): # Wait for at most 30 seconds + deadline = time.monotonic() + ROLLOUT_WAIT_TIMEOUT_SECONDS + while time.monotonic() < deadline: rollouts = await store.wait_for_rollouts(rollout_ids=[rollout.rollout_id], timeout=0.01) if rollouts: break @@ -105,7 +109,7 @@ async def apo_rollout(task: str, prompt_template: agl.PromptTemplate) -> float: client = AsyncOpenAI() result = await client.chat.completions.create( - model="gpt-4.1-nano", + model="deepseek-v4-flash", messages=[ {"role": "user", "content": prompt_template.format(any_question=task)}, ], @@ -132,7 +136,7 @@ async def llm_judge(task: str, output: Optional[str]) -> float: You must be very critical and strict in your evaluation. Return only a number between 0 and 1. No text, punctuation, or explanation.""" result = await client.chat.completions.create( - model="gpt-4.1-nano", + model="deepseek-v4-flash", messages=[ {"role": "user", "content": judge_prompt}, ], diff --git a/examples/apo/apo_custom_algorithm_trainer.py b/examples/apo/apo_custom_algorithm_trainer.py index 91bbe5d3f..1266ab932 100644 --- a/examples/apo/apo_custom_algorithm_trainer.py +++ b/examples/apo/apo_custom_algorithm_trainer.py @@ -21,24 +21,27 @@ from agentlightning import Trainer, setup_logging from agentlightning.algorithm import algo -from agentlightning.store import LightningStore +from agentlightning.types import AlgorithmContext console = Console() @algo -async def apo_algorithm_usable_in_trainer(*, store: LightningStore): +async def apo_algorithm_usable_in_trainer(context: AlgorithmContext): """ You need to wrap the apo_algorithm in an algo decorator to make it usable in trainer. This is equivalent to the following: - apo_algorithm_usable_in_trainer = algo(apo_algorithm) + async def wrapper(context: AlgorithmContext): + return await apo_algorithm(store=context.store) + + apo_algorithm_usable_in_trainer = algo(wrapper) """ - return await apo_algorithm(store=store) + return await apo_algorithm(store=context.store) if __name__ == "__main__": setup_logging() - trainer = Trainer(n_workers=1, algorithm=apo_algorithm_usable_in_trainer) + trainer = Trainer(n_runners=1, algorithm=apo_algorithm_usable_in_trainer) trainer.fit(apo_rollout) diff --git a/examples/apo/apo_debug.py b/examples/apo/apo_debug.py index a80b3c399..0364eb7f1 100644 --- a/examples/apo/apo_debug.py +++ b/examples/apo/apo_debug.py @@ -97,7 +97,7 @@ def debug_with_trainer(): # We also need a resource that is to be tuned (i.e., prompt template) resource = PromptTemplate(template="You are a helpful assistant. {any_question}", engine="f-string") trainer = Trainer( - n_workers=1, + n_runners=1, # This is very critical. It will be the only prompt template that will be passed to the agent. initial_resources={"main_prompt": resource}, ) diff --git a/examples/apo/legacy_apo_client.py b/examples/apo/legacy_apo_client.py deleted file mode 100644 index 6707f2496..000000000 --- a/examples/apo/legacy_apo_client.py +++ /dev/null @@ -1,49 +0,0 @@ -# Copyright (c) Microsoft. All rights reserved. - -"""This is the APO example written in the legacy client-server style (agent-lightning v0.1). - -New users should refer to the `examples/apo/apo.py` for the modern APO example. -""" - -import os -import random -from typing import Any - -import dotenv -from openai import OpenAI - -from agentlightning import setup_logging -from agentlightning.litagent import LitAgent -from agentlightning.trainer import Trainer - - -class SimpleAgent(LitAgent[Any]): - - def training_rollout(self, task, rollout_id, resources): # type: ignore - print("Resources:", resources) # type: ignore - - openai = OpenAI( - api_key=os.environ["OPENAI_API_KEY"], - base_url=os.environ["OPENAI_API_BASE"], - ) - - result = openai.chat.completions.create( - model="gpt-4.1-mini", - messages=[ - {"role": "system", "content": resources["system_prompt"].template}, # type: ignore - {"role": "user", "content": task["prompt"]}, - ], - ) - print("Result:", result) - - return random.uniform(0, 1) - - -if __name__ == "__main__": - setup_logging() - dotenv.load_dotenv() - agent = SimpleAgent() - # Use 2 workers to simulate multiple clients - # max_tasks is optional, limit to 2 tasks here for a quick demo. - trainer = Trainer(n_workers=2, max_tasks=2) - trainer.fit_v0(agent, "http://127.0.0.1:9997") diff --git a/examples/apo/legacy_apo_server.py b/examples/apo/legacy_apo_server.py deleted file mode 100644 index 04c395833..000000000 --- a/examples/apo/legacy_apo_server.py +++ /dev/null @@ -1,58 +0,0 @@ -# Copyright (c) Microsoft. All rights reserved. - -"""This is the APO example written in the legacy client-server style (agent-lightning v0.1). - -New users should refer to the `examples/apo/apo.py` for the modern APO example. -""" - -import asyncio -from typing import cast - -from agentlightning.server import AgentLightningServer -from agentlightning.types import NamedResources, PromptTemplate - - -async def example_apo(): - """ - An example of how a prompt optimization works. - """ - server = AgentLightningServer(host="127.0.0.1", port=9997) - await server.start() - - prompt_candidates = [ - "You are a helpful assistant.", - "You are a knowledgeable AI.", - "You are a friendly chatbot.", - "You are an experienced expert.", - ] - - prompt_and_rewards: list[tuple[str, float]] = [] - - for prompt in prompt_candidates: - # 1. The optimization algorithm updates the prompt template - print(f"\n[Algo] Updating prompt template to: '{prompt}'") - resources: NamedResources = {"system_prompt": PromptTemplate(template=prompt, engine="f-string")} - # How the resource is used fully depends on the client implementation. - await server.update_resources(resources) - - # 2. The algorithm queues up a task from a dataset - print("[Algo] Queuing task for clients...") - task_id = await server.queue_task(sample={"prompt": "What is the capital of France?"}, mode="train") - print(f"[Algo] Task '{task_id}' is now available for clients.") - - # 3. The algorithm waits for clients to process the task - rollout = await server.poll_completed_rollout(task_id, timeout=60) - assert rollout, "Expected a completed rollout from the client." - print(f"[Algo] Received Result: {rollout}") - reward = rollout.final_reward - prompt_and_rewards.append((prompt, cast(float, reward))) - - print(f"\n[Algo] All prompts and their rewards: {prompt_and_rewards}") - best_prompt = max(prompt_and_rewards, key=lambda x: x[1]) - print(f"[Algo] Best prompt found: '{best_prompt[0]}' with reward {best_prompt[1]}") - - await server.stop() - - -if __name__ == "__main__": - asyncio.run(example_apo()) diff --git a/examples/apo/room_selector.py b/examples/apo/room_selector.py index 7fa019ab3..419371ff3 100644 --- a/examples/apo/room_selector.py +++ b/examples/apo/room_selector.py @@ -2,9 +2,12 @@ import asyncio import json +import os +import re import traceback from typing import List, Optional, Tuple, TypedDict, cast +import litellm from openai import OpenAI from openai.types.chat import ( ChatCompletionAssistantMessageParam, @@ -18,13 +21,18 @@ from agentlightning.adapter import TraceToMessages from agentlightning.litagent import rollout -from agentlightning.reward import find_final_reward +from agentlightning.emitter.reward import find_final_reward from agentlightning.runner import LitAgentRunner from agentlightning.store import InMemoryLightningStore from agentlightning.tracer.agentops import AgentOpsTracer from agentlightning.types import Dataset, PromptTemplate console = Console() +ROOM_SELECTOR_MODEL = os.getenv("AGL_APO_ROOM_SELECTOR_MODEL", "deepseek-v4-flash") +ROOM_SELECTOR_LITELLM_MODEL = os.getenv( + "AGL_APO_ROOM_SELECTOR_LITELLM_MODEL", + f"openai/{ROOM_SELECTOR_MODEL}", +) class JudgeResponse(BaseModel): @@ -91,28 +99,44 @@ def prompt_template_baseline() -> PromptTemplate: ) +def _parse_judge_response(content: Optional[str]) -> JudgeResponse: + if content is None: + raise ValueError("Judge returned no content.") + try: + return JudgeResponse.model_validate_json(content) + except ValueError: + match = re.search(r"\{.*\}", content, flags=re.DOTALL) + if match is None: + raise + return JudgeResponse.model_validate_json(match.group(0)) + + def room_selection_grader(client: OpenAI, final_message: Optional[str], expected_choice: str) -> float: + _ = client judge_prompt = ( f"You are a strict grader of exact room choice." f"Task output:\n{final_message}\n\n" f"Task expected answer:\n{expected_choice}\n\n" f"Score the match on a 0-1 scale. Be critical.\n" - f"Bear in mind that the score can be partially correct (between 0 and 1)." + f"Bear in mind that the score can be partially correct (between 0 and 1).\n" + f'Return only JSON with this schema: {{"reason": "short reason", "score": 0.0}}' ) - judge = client.chat.completions.parse( - model="gpt-4.1-mini", + judge = litellm.completion( + model=ROOM_SELECTOR_LITELLM_MODEL, messages=[ {"role": "user", "content": judge_prompt}, ], - response_format=JudgeResponse, + api_base=os.getenv("OPENAI_BASE_URL"), + api_key=os.getenv("OPENAI_API_KEY"), + response_format={"type": "json_object"}, temperature=0.0, ) - judge_result = judge.choices[0].message.content + judge_result = cast(str | None, judge.choices[0].message.content) console.print(f"[bold yellow]=== Judge ===[/bold yellow]") console.print(judge_result) - judge_result_parsed = JudgeResponse.model_validate_json(judge_result) # type: ignore + judge_result_parsed = _parse_judge_response(judge_result) console.print(f"[bold yellow]=== Judge Score ===[/bold yellow]") console.print(judge_result_parsed.score) @@ -150,7 +174,7 @@ def room_selector(task: RoomSelectionTask, prompt_template: PromptTemplate) -> f """ client = OpenAI() - model = "gpt-4.1-nano" + model = ROOM_SELECTOR_MODEL user_message = prompt_template.format(**task["task_input"]) diff --git a/examples/apo/room_selector_apo.py b/examples/apo/room_selector_apo.py index c8cf77ca5..dae57507f 100644 --- a/examples/apo/room_selector_apo.py +++ b/examples/apo/room_selector_apo.py @@ -43,6 +43,8 @@ def main() -> None: val_batch_size=10, gradient_batch_size=4, beam_width=2, + gradient_model="deepseek-v4-pro", + apply_edit_model="deepseek-v4-flash", branch_factor=2, beam_rounds=2, _poml_trace=True, diff --git a/examples/azure/README.md b/examples/azure/README.md index f3d3e34b4..e3ccf3668 100644 --- a/examples/azure/README.md +++ b/examples/azure/README.md @@ -1,6 +1,5 @@ # Supervised Fine-tuning with Azure OpenAI -[![azure CI status](https://github.com/microsoft/agent-lightning/actions/workflows/examples-azure.yml/badge.svg)](https://github.com/microsoft/agent-lightning/actions/workflows/examples-azure.yml) This example walks through an end-to-end supervised fine-tuning loop on Azure OpenAI. The trainer runs a toy capital-lookup agent, collects traces with rewards, submits fine-tuning jobs using those traces, and deploys every successful checkpoint as a new Azure OpenAI deployment. diff --git a/examples/azure/aoai_finetune.py b/examples/azure/aoai_finetune.py index 0296724fb..3ec99aec4 100644 --- a/examples/azure/aoai_finetune.py +++ b/examples/azure/aoai_finetune.py @@ -19,7 +19,7 @@ from agentlightning.adapter.messages import OpenAIMessages, TraceToMessages from agentlightning.algorithm import Algorithm from agentlightning.algorithm.utils import batch_iter_over_dataset -from agentlightning.reward import find_final_reward +from agentlightning.emitter.reward import find_final_reward from agentlightning.types import LLM, RolloutMode, TaskInput logger = logging.getLogger("agentlightning.aoai") diff --git a/examples/calc_x/README.md b/examples/calc_x/README.md index af131c8d5..39346ead3 100644 --- a/examples/calc_x/README.md +++ b/examples/calc_x/README.md @@ -1,6 +1,5 @@ # Calc-X Example -[![calc_x CI status](https://github.com/microsoft/agent-lightning/actions/workflows/examples-calc-x.yml/badge.svg)](https://github.com/microsoft/agent-lightning/actions/workflows/examples-calc-x.yml) This example demonstrates training a mathematical reasoning agent using Agent-Lightning with the VERL algorithm and AutoGen framework. The agent solves math problems using a calculator tool through the Model Context Protocol (MCP). It's compatible with Agent-lightning v0.2 or later. @@ -33,9 +32,6 @@ The dataset contains mathematical problems with ground truth solutions for train | `eval_utils.py` | Evaluation utilities for assessing agent accuracy on math problems | | `data/` | Directory containing training and test datasets in parquet format | | `tests/` | Test files including MCP calculator verification script | -| `legacy_calc_agent.py` | Legacy agent implementation compatible with Agent-lightning v0.1.x (deprecated) | -| `legacy_calc_agent_debug.py` | Legacy debugging script compatible with Agent-lightning v0.1.x (deprecated) | -| `legacy_train.sh` | Legacy training script compatible with Agent-lightning v0.1.x (deprecated) | ## Running Examples diff --git a/examples/calc_x/eval_utils.py b/examples/calc_x/eval_utils.py index 00fc93b55..8fc30bb2a 100644 --- a/examples/calc_x/eval_utils.py +++ b/examples/calc_x/eval_utils.py @@ -8,8 +8,6 @@ import sympy -from agentlightning.reward import reward - def normalize_option(option: str) -> str: """ @@ -64,6 +62,5 @@ async def evaluate(prediction: str, ground_truth: str) -> float: return float(scalar_are_results_same(prediction, ground_truth, 1e-2)) -@reward async def evaluate_v0_1(prediction: str, ground_truth: str) -> float: return float(scalar_are_results_same(prediction, ground_truth, 1e-2)) diff --git a/examples/calc_x/legacy_calc_agent.py b/examples/calc_x/legacy_calc_agent.py deleted file mode 100644 index 3780c49ca..000000000 --- a/examples/calc_x/legacy_calc_agent.py +++ /dev/null @@ -1,98 +0,0 @@ -# Copyright (c) Microsoft. All rights reserved. - -"""This is a Calc-X agent training script implemented with the legacy Agent-lightning API (v0.1). - -It requires a shell script to run in the background to start the training server: - -```bash -bash legacy_train.sh -``` -""" - -import os -import re -from typing import Any, cast - -from autogen_agentchat.agents import AssistantAgent -from autogen_core.models import ModelFamily -from autogen_ext.models.openai import OpenAIChatCompletionClient -from autogen_ext.tools.mcp import McpWorkbench, StdioServerParams -from eval_utils import evaluate_v0_1 - -from agentlightning import LLM, LitAgent, NamedResources, Trainer, setup_logging - -setup_logging() - -calculator_mcp_server = StdioServerParams(command="uvx", args=["mcp-server-calculator"]) - - -def autogen_assistant_agent( - model: str, openai_base_url: str, temperature: float, workbench: McpWorkbench -) -> AssistantAgent: - model_client = OpenAIChatCompletionClient( - model=model, - base_url=openai_base_url, - api_key=os.environ.get("OPENAI_API_KEY", "token-abc123"), - model_info={ - "vision": False, - "function_calling": True, - "json_output": False, - "family": ModelFamily.UNKNOWN, - "structured_output": False, - }, - temperature=temperature, - ) - - calc_agent = AssistantAgent( - name="calc", - model_client=model_client, - workbench=workbench, - reflect_on_tool_use=True, - ) - return calc_agent - - -class LegacyCalcAgent(LitAgent[Any]): - """This is a Calc-X agent implemented with the legacy Agent-lightning API (v0.1).""" - - async def training_rollout_async(self, task: Any, rollout_id: str, resources: NamedResources) -> Any: # type: ignore - llm: LLM = cast(LLM, resources.get("main_llm")) - async with McpWorkbench(calculator_mcp_server) as workbench: - calc_agent = autogen_assistant_agent( - llm.model, - llm.endpoint, - llm.sampling_parameters.get("temperature", 0.7), - workbench, - ) - try: - output_format = "Output the answer when you are ready. The answer should be surrounded by three sharps (`###`), in the form of ### ANSWER: ###." - prompt = task["question"] + " " + output_format - result = await calc_agent.run(task=prompt) - # evaluate - answer = re.search(r"###\s*ANSWER:\s*(.+?)(\s*###|$)", result.messages[-1].content) # type: ignore - if answer: - answer = answer.group(1) - else: - answer = result.messages[-1].content # type: ignore - except Exception as e: - print("Failure:", str(e)) - answer = "None" - reward = await evaluate_v0_1( - answer, str(task["result"]) # type: ignore - ) # reward is tracked with the decorator - print("answer: {} ground_truth: {} reward: {}".format(answer, task["result"], reward)) # type: ignore - - async def validation_rollout_async(self, task: Any, rollout_id: str, resources: NamedResources) -> Any: # type: ignore - llm: LLM = cast(LLM, resources.get("main_llm")) - resources = { - "main_llm": LLM( - endpoint=llm.endpoint, - model=llm.model, - sampling_parameters={"temperature": 0}, - ) - } - return await self.training_rollout_async(task, rollout_id, resources) - - -if __name__ == "__main__": - Trainer(n_workers=10).fit_v0(LegacyCalcAgent(), "http://localhost:9999/") diff --git a/examples/calc_x/legacy_calc_agent_debug.py b/examples/calc_x/legacy_calc_agent_debug.py deleted file mode 100644 index bfce0e6b3..000000000 --- a/examples/calc_x/legacy_calc_agent_debug.py +++ /dev/null @@ -1,39 +0,0 @@ -# Copyright (c) Microsoft. All rights reserved. - -"""This script is the debugging script for the legacy Calc-X agent (v0.1).""" - -import os - -from legacy_calc_agent import LegacyCalcAgent - -from agentlightning import LLM, DevTaskLoader, Trainer - - -def dev_task_loader() -> DevTaskLoader: - return DevTaskLoader( - tasks=[ - { - "question": "What is 2 + 2?", - "result": "4", - }, - { - "question": "What is 3 * 5?", - "result": "15", - }, - { - "question": "What is the square root of 16?", - "result": "4", - }, - ], - resources={ - "main_llm": LLM( - endpoint=os.environ["OPENAI_BASE_URL"], model="gpt-4.1-nano", sampling_parameters={"temperature": 0.7} - ), - }, - ) - - -if __name__ == "__main__": - Trainer(n_workers=1, dev=True, max_tasks=2).fit_v0( - LegacyCalcAgent(), "http://localhost:9999/", dev_data=dev_task_loader() - ) diff --git a/examples/calc_x/legacy_train.sh b/examples/calc_x/legacy_train.sh deleted file mode 100755 index bb48f0b4a..000000000 --- a/examples/calc_x/legacy_train.sh +++ /dev/null @@ -1,57 +0,0 @@ -#!/bin/bash - -# This script is only maintained on the CI for backward compatibility testing. -# You will need to run the following Python script as a companion: -# python legacy_calc_agent.py - -set -ex - -export N_GPUS=1 -export BASE_MODEL=Qwen/Qwen2.5-1.5B-Instruct -export DATA_DIR=data -export ROLLOUT_TP_SIZE=1 -export EXPERIMENT_NAME="calc_x_$(date +%Y%m%d%H%M%S)" -export PROJECT_NAME=AgentLightningCI -echo "project_name=${PROJECT_NAME}" >> $GITHUB_OUTPUT -echo "run_name=${EXPERIMENT_NAME}" >> $GITHUB_OUTPUT - -PYTHONUNBUFFERED=1 python -m agentlightning.verl \ - algorithm.adv_estimator=grpo \ - data.train_files=${DATA_DIR}/train.parquet \ - data.val_files=${DATA_DIR}/test_mini.parquet \ - actor_rollout_ref.rollout.tensor_model_parallel_size=$ROLLOUT_TP_SIZE \ - trainer.n_gpus_per_node=${N_GPUS} \ - data.train_batch_size=32 \ - actor_rollout_ref.rollout.n=4 \ - actor_rollout_ref.actor.ppo_mini_batch_size=32 \ - actor_rollout_ref.actor.ppo_micro_batch_size_per_gpu=4 \ - actor_rollout_ref.rollout.log_prob_micro_batch_size_per_gpu=4 \ - actor_rollout_ref.rollout.multi_turn.format=hermes \ - actor_rollout_ref.model.path=${BASE_MODEL} \ - data.max_prompt_length=4096 \ - data.max_response_length=2048 \ - data.truncation='error' \ - trainer.val_before_train=True \ - actor_rollout_ref.actor.optim.lr=1e-6 \ - actor_rollout_ref.model.use_remove_padding=True \ - actor_rollout_ref.actor.use_kl_loss=False \ - actor_rollout_ref.actor.kl_loss_coef=0.000 \ - actor_rollout_ref.actor.entropy_coeff=0 \ - actor_rollout_ref.actor.clip_ratio_low=0.2 \ - actor_rollout_ref.actor.clip_ratio_high=0.3 \ - actor_rollout_ref.model.enable_gradient_checkpointing=True \ - actor_rollout_ref.actor.fsdp_config.param_offload=True \ - actor_rollout_ref.actor.fsdp_config.optimizer_offload=True \ - actor_rollout_ref.rollout.name=vllm \ - actor_rollout_ref.rollout.gpu_memory_utilization=0.8 \ - actor_rollout_ref.ref.log_prob_micro_batch_size_per_gpu=8 \ - actor_rollout_ref.ref.fsdp_config.param_offload=True \ - algorithm.use_kl_in_reward=False \ - trainer.critic_warmup=0 \ - trainer.logger=['console','wandb'] \ - trainer.project_name=${PROJECT_NAME} \ - trainer.experiment_name=${EXPERIMENT_NAME} \ - trainer.nnodes=1 \ - trainer.test_freq=6 \ - trainer.total_epochs=1 \ - trainer.total_training_steps=6 $@ diff --git a/examples/calc_x/tests/test_agentops.py b/examples/calc_x/tests/test_agentops.py index 2133d351f..de6ccf6be 100644 --- a/examples/calc_x/tests/test_agentops.py +++ b/examples/calc_x/tests/test_agentops.py @@ -3,10 +3,7 @@ import agentops from agentops.sdk.decorators import operation -from agentlightning.reward import reward - -@reward def process_data(data: str) -> float: # Your function logic here processed_result = data.upper() # type: ignore diff --git a/examples/chartqa/README.md b/examples/chartqa/README.md index 5bd905d1b..ef30db72a 100644 --- a/examples/chartqa/README.md +++ b/examples/chartqa/README.md @@ -1,6 +1,5 @@ # ChartQA Example -[![chartqa workflow status](https://github.com/microsoft/agent-lightning/actions/workflows/badge-chartqa.yml/badge.svg)](https://github.com/microsoft/agent-lightning/actions/workflows/examples-chartqa.yml) This example demonstrates training a visual reasoning agent on the ChartQA dataset using Agent-Lightning with the VERL algorithm and LangGraph framework. The agent answers questions about charts through a multi-step workflow with self-refinement. diff --git a/examples/chartqa/debug_chartqa_agent.py b/examples/chartqa/debug_chartqa_agent.py index b8b2fb2b0..73421b556 100644 --- a/examples/chartqa/debug_chartqa_agent.py +++ b/examples/chartqa/debug_chartqa_agent.py @@ -103,11 +103,11 @@ def debug_chartqa_agent(use_llm_proxy: bool = False) -> None: proxy_port = 8089 llm_proxy = create_llm_proxy_for_chartqa(endpoint, port=proxy_port) trainer_kwargs["llm_proxy"] = llm_proxy - trainer_kwargs["n_workers"] = 2 + trainer_kwargs["n_runners"] = 2 llm_endpoint = f"http://localhost:{proxy_port}/v1" agent = ChartQAAgent() else: - trainer_kwargs["n_workers"] = 1 + trainer_kwargs["n_runners"] = 1 agent = ChartQAAgent(use_base64_images=True) trainer = agl.Trainer( diff --git a/examples/claude_code/README.md b/examples/claude_code/README.md index e913959c7..0c0a07ec7 100644 --- a/examples/claude_code/README.md +++ b/examples/claude_code/README.md @@ -1,6 +1,5 @@ # Training Claude Code with Agent-lightning -[![claude-code CI status](https://github.com/microsoft/agent-lightning/actions/workflows/examples-claude-code.yml/badge.svg)](https://github.com/microsoft/agent-lightning/actions/workflows/examples-claude-code.yml) This example shows how to wrap Anthropic's Claude Code experience with Agent-lightning instrumentation to solve SWE-bench tasks, collect spans/logs, and optionally convert those traces into HuggingFace datasets. @@ -12,7 +11,7 @@ This example shows how to wrap Anthropic's Claude Code experience with Agent-lig ## Requirements -First, install Agent-lightning following the [installation guide](https://microsoft.github.io/agent-lightning/stable/tutorials/installation/). Then install the SWE-bench harness plus utilities used by this example: +First, install Agent-lightning following the [installation guide](https://yanbiaolab.github.io/agent-lightning/stable/tutorials/installation/). Then install the SWE-bench harness plus utilities used by this example: ```bash (uv) pip install swebench transformers datasets python-dotenv diff --git a/examples/minimal/README.md b/examples/minimal/README.md index b223400aa..3131c2816 100644 --- a/examples/minimal/README.md +++ b/examples/minimal/README.md @@ -1,6 +1,5 @@ # Minimal Component Showcase -[![minimal CI status](https://github.com/microsoft/agent-lightning/actions/workflows/badge-unit.yml/badge.svg)](https://github.com/microsoft/agent-lightning/actions/workflows/badge-unit.yml) `examples/minimal` provides bite-sized programs that demonstrate how individual Agent-lightning building blocks behave in isolation. diff --git a/examples/rag/README.md b/examples/rag/README.md index fc54d120e..6d02f4cd8 100644 --- a/examples/rag/README.md +++ b/examples/rag/README.md @@ -1,6 +1,5 @@ # RAG Agent Example -[![rag workflow status](https://github.com/microsoft/agent-lightning/actions/workflows/examples-rag.yml/badge.svg)](https://github.com/microsoft/agent-lightning/actions/workflows/examples-rag.yml) This example demonstrates training a Retrieval-Augmented Generation (RAG) agent using Agent-Lightning with retrieval capabilities. The agent answers multi-hop questions from a tiny MuSiQue dataset by retrieving and reasoning over Wikipedia passages. diff --git a/examples/rag/train_rag.py b/examples/rag/train_rag.py index f8b90d716..b11082c60 100644 --- a/examples/rag/train_rag.py +++ b/examples/rag/train_rag.py @@ -14,7 +14,7 @@ import uuid from copy import deepcopy from datetime import datetime -from typing import Any, Dict, List, Optional +from typing import Any import pandas as pd from rag_agent import RAGAgent # Make sure to import your RAGAgent class @@ -22,7 +22,7 @@ import agentlightning as agl # Base configuration (default configuration, can be overridden) -RL_TRAINING_CONFIG: Dict[str, Any] = { +RL_TRAINING_CONFIG: dict[str, Any] = { "algorithm": { "adv_estimator": "grpo", # Use GRPO algorithm "use_kl_in_reward": False, @@ -86,24 +86,24 @@ } -def config_train_fast() -> Dict[str, Any]: +def config_train_fast() -> dict[str, Any]: """Fast training configuration for CI/testing""" timestamp = datetime.now().strftime("%Y%m%d%H%M%S") random_suffix = uuid.uuid4().hex[:8] - EXPERIMENT_NAME = f"rag_fast_{timestamp}_{random_suffix}" + experiment_name = f"rag_fast_{timestamp}_{random_suffix}" - PROJECT_NAME = "AgentLightningCI" + project_name = "AgentLightningCI" - # Simulate writing to $GITHUB_OUTPUT if it’s set + # Simulate writing to $GITHUB_OUTPUT if it's set github_output = os.getenv("GITHUB_OUTPUT") if github_output: with open(github_output, "a") as f: - f.write(f"project_name={PROJECT_NAME}\n") - f.write(f"run_name={EXPERIMENT_NAME}\n") + f.write(f"project_name={project_name}\n") + f.write(f"run_name={experiment_name}\n") print("Set environment variables:") - print(f"PROJECT_NAME={PROJECT_NAME}") - print(f"EXPERIMENT_NAME={EXPERIMENT_NAME}") + print(f"PROJECT_NAME={project_name}") + print(f"EXPERIMENT_NAME={experiment_name}") config = deepcopy(RL_TRAINING_CONFIG) @@ -111,13 +111,13 @@ def config_train_fast() -> Dict[str, Any]: config["actor_rollout_ref"]["rollout"]["gpu_memory_utilization"] = 0.8 config["trainer"]["total_epochs"] = 2 config["trainer"]["test_freq"] = 5 - config["trainer"]["experiment_name"] = EXPERIMENT_NAME - config["trainer"]["project_name"] = PROJECT_NAME + config["trainer"]["experiment_name"] = experiment_name + config["trainer"]["project_name"] = project_name config["trainer"]["logger"] = ["console", "wandb"] return config -def config_train_single_gpu() -> Dict[str, Any]: +def config_train_single_gpu() -> dict[str, Any]: """Single GPU training optimized configuration (optimized for 24GB GPU memory)""" config = deepcopy(RL_TRAINING_CONFIG) @@ -138,7 +138,7 @@ def config_train_single_gpu() -> Dict[str, Any]: return config -def train(config: Dict[str, Any], active_agent: Optional[str]) -> None: +def train(config: dict[str, Any], active_agent: str | None) -> None: """Train the RAG agent with the given configuration.""" # 1. Instantiate your Agent @@ -149,7 +149,8 @@ def train(config: Dict[str, Any], active_agent: Optional[str]) -> None: # 3. Initialize Trainer # n_runners=4 means 4 concurrent rollout runners (can be reduced if insufficient memory, or managed internally by VERL) - trainer = agl.Trainer(n_runners=4, algorithm=algorithm, adapter={"agent_match": active_agent}) + adapter = agl.TracerTraceToTriplet(agent_match=active_agent) + trainer = agl.Trainer(n_runners=4, algorithm=algorithm, adapter=adapter) # 4. Load data # NOTE: Fill in the path to your previously converted parquet file here @@ -159,8 +160,8 @@ def train(config: Dict[str, Any], active_agent: Optional[str]) -> None: val_df: pd.DataFrame = pd.read_parquet("data/dataset_tiny.parquet") # type: ignore # Keep the rest of the code unchanged - train_data: List[Dict[str, Any]] = train_df.to_dict(orient="records") # type: ignore - val_data: List[Dict[str, Any]] = val_df.to_dict(orient="records") # type: ignore + train_data: list[dict[str, Any]] = train_df.to_dict(orient="records") # type: ignore + val_data: list[dict[str, Any]] = val_df.to_dict(orient="records") # type: ignore # 5. Start training trainer.fit(agent, train_dataset=train_data, val_dataset=val_data) diff --git a/examples/spider/README.md b/examples/spider/README.md index 6b370bcbe..9f8494fc6 100644 --- a/examples/spider/README.md +++ b/examples/spider/README.md @@ -1,6 +1,5 @@ # Spider Example -[![spider CI status](https://github.com/microsoft/agent-lightning/actions/workflows/examples-spider.yml/badge.svg)](https://github.com/microsoft/agent-lightning/actions/workflows/examples-spider.yml) This example demonstrates how to train a text-to-SQL agent on the Spider dataset using Agent-Lightning with reinforcement learning. It's compatible with Agent-lightning v0.2 or later. diff --git a/examples/spider/sql_agent.py b/examples/spider/sql_agent.py index 25a231440..80c8d4a67 100644 --- a/examples/spider/sql_agent.py +++ b/examples/spider/sql_agent.py @@ -530,7 +530,7 @@ def debug_sql_agent(): print("Debug data:", df) trainer = agl.Trainer( - n_workers=1, + n_runners=1, initial_resources={ "main_llm": agl.LLM( endpoint=os.environ["OPENAI_API_BASE"], diff --git a/examples/spider/train_sql_agent.py b/examples/spider/train_sql_agent.py index 9602a3671..be796bc2c 100644 --- a/examples/spider/train_sql_agent.py +++ b/examples/spider/train_sql_agent.py @@ -24,14 +24,14 @@ import os from copy import deepcopy from datetime import datetime -from typing import Any, Dict, Optional +from typing import Any import pandas as pd from sql_agent import LitSQLAgent import agentlightning as agl -RL_TRAINING_CONFIG: Dict[str, Any] = { +RL_TRAINING_CONFIG: dict[str, Any] = { "algorithm": { "adv_estimator": "grpo", "use_kl_in_reward": False, @@ -97,26 +97,26 @@ } -def config_train_fast() -> Dict[str, Any]: +def config_train_fast() -> dict[str, Any]: """A fast training run for CI testing purposes.""" # `EXPERIMENT_NAME="spider_$(date +%Y%m%d%H%M%S)"` timestamp = datetime.now().strftime("%Y%m%d%H%M%S") - EXPERIMENT_NAME = f"spider_{timestamp}" + experiment_name = f"spider_{timestamp}" # `PROJECT_NAME=AgentLightningCI` - PROJECT_NAME = "AgentLightningCI" + project_name = "AgentLightningCI" - # Simulate writing to $GITHUB_OUTPUT if it’s set + # Simulate writing to $GITHUB_OUTPUT if it's set github_output = os.getenv("GITHUB_OUTPUT") if github_output: with open(github_output, "a") as f: - f.write(f"project_name={PROJECT_NAME}\n") - f.write(f"run_name={EXPERIMENT_NAME}\n") + f.write(f"project_name={project_name}\n") + f.write(f"run_name={experiment_name}\n") - print("Set environment variables:") - print(f"PROJECT_NAME={PROJECT_NAME}") - print(f"EXPERIMENT_NAME={EXPERIMENT_NAME}") + print("Set environment variables:") + print(f"PROJECT_NAME={project_name}") + print(f"EXPERIMENT_NAME={experiment_name}") config = deepcopy(RL_TRAINING_CONFIG) config["actor_rollout_ref"]["rollout"]["gpu_memory_utilization"] = 0.6 @@ -124,20 +124,20 @@ def config_train_fast() -> Dict[str, Any]: config["data"]["val_files"] = "data/test_dev.parquet" config["trainer"]["total_epochs"] = 1 config["trainer"]["total_training_steps"] = 1 - config["trainer"]["experiment_name"] = EXPERIMENT_NAME - config["trainer"]["project_name"] = PROJECT_NAME + config["trainer"]["experiment_name"] = experiment_name + config["trainer"]["project_name"] = project_name config["trainer"]["test_freq"] = 1 return config -def config_train_qwen() -> Dict[str, Any]: +def config_train_qwen() -> dict[str, Any]: """A configuration for training with Qwen-2.5B.""" config = deepcopy(RL_TRAINING_CONFIG) return config -def config_train_npu() -> Dict[str, Any]: +def config_train_npu() -> dict[str, Any]: """A configuration for training with NPU.""" config = deepcopy(RL_TRAINING_CONFIG) @@ -151,7 +151,7 @@ def config_train_npu() -> Dict[str, Any]: return config -def config_train_llama() -> Dict[str, Any]: +def config_train_llama() -> dict[str, Any]: """A configuration for training with LLaMA-3.2-1B-Instruct. You will need a `HF_TOKEN` set to run with this config. @@ -164,12 +164,13 @@ def config_train_llama() -> Dict[str, Any]: return config -def train(config: Dict[str, Any], active_agent: Optional[str]) -> None: +def train(config: dict[str, Any], active_agent: str | None) -> None: """Train the SQL agent with the given configuration.""" agent = LitSQLAgent() algorithm = agl.VERL(config) - trainer = agl.Trainer(n_runners=10, algorithm=algorithm, adapter={"agent_match": active_agent}) + adapter = agl.TracerTraceToTriplet(agent_match=active_agent) + trainer = agl.Trainer(n_runners=10, algorithm=algorithm, adapter=adapter) print("Adapter agent match acknowledged:", trainer.adapter.agent_match) # type: ignore train_data = pd.read_parquet(config["data"]["train_files"]).to_dict(orient="records") # type: ignore diff --git a/examples/tinker/README.md b/examples/tinker/README.md index 84b0746c2..e86fea73a 100644 --- a/examples/tinker/README.md +++ b/examples/tinker/README.md @@ -1,6 +1,5 @@ # Tinker + Agent-lightning Integration -[![tinker CI status](https://github.com/microsoft/agent-lightning/actions/workflows/examples-tinker.yml/badge.svg)](https://github.com/microsoft/agent-lightning/actions/workflows/examples-tinker.yml) This example shows how to use [Tinker's reinforcement-learning infrastructure](https://tinker-docs.thinkingmachines.ai/) as a fine-tuning backend for agents written against Agent-lightning. You author the agent exactly the way you would for deployment, while the bridge code reconstructs Tinker-compatible trajectories from Agent-lightning traces. diff --git a/examples/tinker/q20_train.py b/examples/tinker/q20_train.py index e748937f6..9e48d19db 100644 --- a/examples/tinker/q20_train.py +++ b/examples/tinker/q20_train.py @@ -44,7 +44,7 @@ from agl_tinker.llm import create_llm_proxy from agl_tinker.train import Config from agl_tinker.train import main as entrypoint -from crewai import LLM as CrewLLM +from crewai import LLM as CrewLLM # noqa: N811 from q20_agent import AnswererResponse, SearchTool, TwentyQuestionsFlow from rich.console import Console @@ -116,7 +116,7 @@ async def q20_agent(task: Q20Task, llm: agl.LLM, rollout: agl.Rollout) -> None: flow = TwentyQuestionsFlow(player_llm=player_llm, answer_llm=answer_llm, search_tool=search_tool) try: - await flow.kickoff_async(cast(Any, task)) + await flow.kickoff_async(cast("Any", task)) agl.emit_reward(1.0 if flow.state.correct else 0.0) except Exception: console.print(f"Error in q20_agent: {traceback.format_exc()}") @@ -151,7 +151,7 @@ def dry_run(model: Literal["qwen4b", "qwen30b"]): sampled_csv = pd.read_csv("q20_nouns.csv").sample(n=4, random_state=42) # type: ignore sampled_csv["search_enabled"] = False dataset = sampled_csv.to_dict(orient="records") # type: ignore - trainer.dev(q20_agent, cast(agl.Dataset[Q20Task], dataset)) + trainer.dev(q20_agent, cast("agl.Dataset[Q20Task]", dataset)) finally: asyncio.run(llm_proxy.stop()) @@ -168,8 +168,8 @@ async def algo(search: bool, model: Literal["qwen4b", "qwen30b"], port: int, ci: raw_data["search_enabled"] = search train_data, test_data = raw_data[raw_data["split"] == "train"], raw_data[raw_data["split"] == "test"] # type: ignore - train_dataset = cast(agl.Dataset[Q20Task], train_data.to_dict(orient="records")) # type: ignore - test_dataset = cast(agl.Dataset[Q20Task], test_data.to_dict(orient="records")) # type: ignore + train_dataset = cast("agl.Dataset[Q20Task]", train_data.to_dict(orient="records")) # type: ignore + test_dataset = cast("agl.Dataset[Q20Task]", test_data.to_dict(orient="records")) # type: ignore if model == "qwen4b": model_name = "Qwen/Qwen3-4B-Instruct-2507" @@ -185,8 +185,8 @@ async def algo(search: bool, model: Literal["qwen4b", "qwen30b"], port: int, ci: llm_proxy_port = _find_available_port() if ci: - train_dataset = cast(agl.Dataset[Q20Task], train_dataset[:2]) # type: ignore - test_dataset = cast(agl.Dataset[Q20Task], test_dataset[:2]) # type: ignore + train_dataset = cast("agl.Dataset[Q20Task]", train_dataset[:2]) # type: ignore + test_dataset = cast("agl.Dataset[Q20Task]", test_dataset[:2]) # type: ignore group_size = 2 batch_size = 2 n_epochs = 1 @@ -309,8 +309,8 @@ def algo_verl(search: bool, model: Literal["qwen25", "qwen3"], port: int): raw_data["search_enabled"] = search train_data, test_data = raw_data[raw_data["split"] == "train"], raw_data[raw_data["split"] == "test"] # type: ignore - train_dataset = cast(agl.Dataset[Q20Task], train_data.to_dict(orient="records")) # type: ignore - test_dataset = cast(agl.Dataset[Q20Task], test_data.to_dict(orient="records")) # type: ignore + train_dataset = cast("agl.Dataset[Q20Task]", train_data.to_dict(orient="records")) # type: ignore + test_dataset = cast("agl.Dataset[Q20Task]", test_data.to_dict(orient="records")) # type: ignore verl.run(train_dataset=train_dataset, val_dataset=test_dataset) @@ -322,12 +322,11 @@ def runner(port: int = 4747, n_runners: int = 2): port: Port where the Agent-lightning store is running. n_runners: Number of parallel runners to spawn. """ - # Run only the runners without algorithm + # Connect runner workers to the existing Agent-lightning store service. store = agl.LightningStoreClient(f"http://localhost:{port}") trainer = agl.Trainer( - algorithm=None, store=store, - strategy={"type": "cs", "managed_store": False, "n_runners": n_runners, "role": "runner"}, + strategy=agl.ClientServerExecutionStrategy(managed_store=False, n_runners=n_runners, role="runner"), ) trainer.fit(q20_agent) diff --git a/examples/unsloth/README.md b/examples/unsloth/README.md index f73b0da09..21bb58205 100644 --- a/examples/unsloth/README.md +++ b/examples/unsloth/README.md @@ -1,6 +1,5 @@ # Unsloth SFT Example -[![unsloth CI status](https://github.com/microsoft/agent-lightning/actions/workflows/examples-unsloth.yml/badge.svg)](https://github.com/microsoft/agent-lightning/actions/workflows/examples-unsloth.yml) This example demonstrates Supervised Fine-Tuning (SFT) using the Unsloth library for efficient training with 4-bit quantization and LoRA. The example trains a math-solving agent on the GSM-hard dataset. It's compatible with Agent-lightning v0.2 or later. diff --git a/examples/unsloth/math_agent.py b/examples/unsloth/math_agent.py index df64a714f..59e68e5a3 100644 --- a/examples/unsloth/math_agent.py +++ b/examples/unsloth/math_agent.py @@ -160,7 +160,7 @@ def math_agent_dry_run() -> None: """ dataset = load_math_dataset(limit=4) trainer = Trainer( - n_workers=1, + n_runners=1, initial_resources={ "llm": LLM( endpoint=os.environ["OPENAI_BASE_URL"], diff --git a/mkdocs.yml b/mkdocs.yml index 38f6422cf..304ebd86b 100644 --- a/mkdocs.yml +++ b/mkdocs.yml @@ -1,7 +1,7 @@ site_name: Agent-lightning -site_url: https://microsoft.github.io/agent-lightning/ -repo_url: https://github.com/microsoft/agent-lightning -repo_name: agent-lightning +site_url: https://yanbiaolab.github.io/agent-lightning/ +repo_url: https://github.com/YanbiaoLab/agent-lightning +repo_name: YanbiaoLab/agent-lightning theme: name: material diff --git a/pyproject.toml b/pyproject.toml index 8ac322264..b13def8d7 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -10,7 +10,7 @@ dependencies = [ "gpustat", "setproctitle", "flask", - "agentops>=0.4.13", + "agentops>=0.4.21", "uvicorn", "fastapi", "aiohttp", @@ -19,7 +19,7 @@ dependencies = [ "opentelemetry-exporter-otlp>=1.35", "litellm[proxy]>=1.74", "pydantic>=2.11", - "openai", + "openai>=2.0.0", "rich", "portpicker", "gunicorn", @@ -50,6 +50,13 @@ mongo = [ [project.scripts] agl = "agentlightning.cli:main" +[project.urls] +Homepage = "https://github.com/YanbiaoLab/agent-lightning" +Documentation = "https://yanbiaolab.github.io/agent-lightning/" +Repository = "https://github.com/YanbiaoLab/agent-lightning.git" +Issues = "https://github.com/YanbiaoLab/agent-lightning/issues" +Upstream = "https://github.com/microsoft/agent-lightning" + [dependency-groups] dev = [ "flake8", @@ -76,15 +83,6 @@ experiment = [ "gdown", ] -core-legacy = [ - "agentops<=0.4.18", - "openai<2.0.0", -] -core-stable = [ - "agentops>=0.4.21", - "openai>=2.0.0", -] - # For PyTorch. # CPU and GPU groups. torch-cpu = [ @@ -98,7 +96,6 @@ torch-cu128 = [ # Training-heavy dependencies. torch-stable = [ - {include-group = "core-stable"}, # This can work for both CPU and GPU. "torch>=2.8.0", "torchvision>=0.23.0", @@ -111,17 +108,6 @@ torch-stable = [ # LiteLLM can then be upgraded with new vLLM "litellm[proxy]>=1.78", ] -torch-legacy = [ - {include-group = "core-legacy"}, - # This can work for both CPU and GPU. - "torch==2.7.0", - "torchvision==0.22.0", - "transformers==4.53.3", - "tokenizers>=0.21,<0.22", - "vllm==0.9.2", - "litellm[proxy]==1.74.15", -] - # Specific vllm versions for compatibility testing or workarounds. # Use these when you need a pinned vllm version separate from torch groups. vllm-0-10-2 = [ @@ -142,14 +128,6 @@ torch-gpu-stable = [ "tensordict>=0.9.1", "verl>=0.6.0", ] -# Use this instead of --group torch-legacy --group torch-gpu -torch-gpu-legacy = [ - {include-group = "torch-legacy"}, - {include-group = "torch-cu128"}, - "flash-attn==2.8.1", - "verl==0.5.0", -] - # For the TRL/Unsloth example. trl = [ # Only work with PyTorch 2.8.0+. @@ -230,7 +208,6 @@ swebench = [ ] # Summarize into large installable groups. -# Note: langchain is excluded from agents to avoid conflicts with torch-legacy. # Use --group langchain explicitly when needed. agents = [ {include-group = "autogen"}, @@ -244,28 +221,14 @@ agents = [ [tool.uv] required-version = ">=0.9.9" conflicts = [ - [ - { group = "core-legacy" }, - { group = "core-stable" }, - ], [ { group = "torch-cpu" }, { group = "torch-cu128" }, ], - [ - { group = "torch-stable" }, - { group = "torch-legacy" }, - ], [ { group = "vllm-0-10-2" }, { group = "vllm-0-11-0" }, ], - # langchain >= 1.0 requires openai >= 1.109.1 (via langchain-openai), - # but torch-legacy uses vllm==0.9.2 which requires openai<=1.90.0 - [ - { group = "langchain" }, - { group = "torch-legacy" }, - ], ] environments = [ "sys_platform == 'linux'", diff --git a/tests/adapter/test_llm_proxy.py b/tests/adapter/test_llm_proxy.py index d0577e7db..ee9f3f67c 100644 --- a/tests/adapter/test_llm_proxy.py +++ b/tests/adapter/test_llm_proxy.py @@ -1,9 +1,9 @@ # Copyright (c) Microsoft. All rights reserved. -import json from typing import Any, Dict, List from agentlightning.adapter import LlmProxyTraceToTriplet +from agentlightning.semconv import AGL_OPERATION, AGL_REWARD, LightningSpanAttributes from agentlightning.types import Span @@ -48,15 +48,40 @@ def _raw_attrs_with_tokens( } -def _agentops_reward_attrs(value: float): - # As in the sample: agentops.task.output is often a JSON-encoded dict +def _agl_reward_attrs(value: float): return { - "agentops.task.output": json.dumps({"type": "reward", "value": value}), - "agentops.span.kind": "task", - "operation.name": "agentops_reward_operation", + LightningSpanAttributes.OPERATION_NAME.value: AGL_REWARD, + f"{LightningSpanAttributes.REWARD.value}.0.name": "trajectory", + f"{LightningSpanAttributes.REWARD.value}.0.value": value, } +def test_non_reward_span_cannot_assign_reward() -> None: + spans = [ + _mk_span( + span_id="llm", + name="raw_gen_ai_request", + seq=1, + start=1, + end=2, + attrs=_raw_attrs_with_tokens([1], [2], response_id="response"), + ), + _mk_span( + span_id="not-reward", + name="application.event", + seq=2, + start=3, + end=4, + attrs={f"{LightningSpanAttributes.REWARD.value}.0.value": 1.0}, + ), + ] + + triplets = LlmProxyTraceToTriplet()(spans) + + assert len(triplets) == 1 + assert triplets[0].reward is None + + def test_sequence_matching_assigns_reward_to_latest_prior_llm(): """ Grounded in the provided sample: @@ -91,11 +116,11 @@ def test_sequence_matching_assigns_reward_to_latest_prior_llm(): ), _mk_span( span_id="s-reward-6", - name="agentops_reward_operation.task", + name=AGL_OPERATION, seq=6, start=3000, end=3001, - attrs=_agentops_reward_attrs(0.0), + attrs=_agl_reward_attrs(0.0), ), ] @@ -143,11 +168,11 @@ def test_deduplicates_same_response_id_from_raw_spans(): ), _mk_span( span_id="reward-3", - name="agentops_reward_operation.task", + name=AGL_OPERATION, seq=3, start=200, end=201, - attrs=_agentops_reward_attrs(1.0), + attrs=_agl_reward_attrs(1.0), ), ] @@ -180,11 +205,11 @@ def test_ignores_litellm_request_without_token_ids(): ), _mk_span( span_id="reward-2", - name="agentops_reward_operation.task", + name=AGL_OPERATION, seq=2, start=30, end=31, - attrs=_agentops_reward_attrs(0.5), + attrs=_agl_reward_attrs(0.5), ), ] @@ -195,6 +220,86 @@ def test_ignores_litellm_request_without_token_ids(): assert trips == [] +def test_extracts_token_ids_from_litellm_request_with_nested_response_ids(): + prompt_ids = [10, 11, 12] + resp_ids = [20, 21] + spans = [ + _mk_span( + span_id="litellm-with-tids", + name="litellm_request", + seq=1, + start=10, + end=20, + attrs={ + "prompt_token_ids": str(prompt_ids), + "response_token_ids": str([resp_ids]), + "gen_ai.response.id": "chatcmpl-openai-tokens", + }, + ) + ] + + adapter = LlmProxyTraceToTriplet() + trips = adapter.adapt(spans) + + assert len(trips) == 1 + assert trips[0].prompt["token_ids"] == prompt_ids + assert trips[0].response["token_ids"] == resp_ids + + +def test_extracts_token_ids_from_unknown_span_name_when_attributes_are_present(): + prompt_ids = [31, 32] + resp_ids = [41, 42] + spans = [ + _mk_span( + span_id="renamed-span", + name="gen_ai.client.operation", + seq=1, + start=10, + end=20, + attrs={ + "llm.hosted_vllm.prompt_token_ids": str(prompt_ids), + "llm.hosted_vllm.response_token_ids": str(resp_ids), + "llm.hosted_vllm.id": "chatcmpl-renamed-span", + }, + ) + ] + + adapter = LlmProxyTraceToTriplet() + trips = adapter.adapt(spans) + + assert len(trips) == 1 + assert trips[0].prompt["token_ids"] == prompt_ids + assert trips[0].response["token_ids"] == resp_ids + + +def test_extracts_response_token_ids_from_provider_specific_choice_fields(): + prompt_ids = [51, 52] + resp_ids = [61, 62] + spans = [ + _mk_span( + span_id="choice-provider-fields", + name="raw_gen_ai_request", + seq=1, + start=10, + end=20, + attrs={ + "llm.hosted_vllm.prompt_token_ids": str(prompt_ids), + "llm.hosted_vllm.choices": str( + [{"provider_specific_fields": {"token_ids": resp_ids}}], + ), + "llm.hosted_vllm.id": "chatcmpl-provider-fields", + }, + ) + ] + + adapter = LlmProxyTraceToTriplet() + trips = adapter.adapt(spans) + + assert len(trips) == 1 + assert trips[0].prompt["token_ids"] == prompt_ids + assert trips[0].response["token_ids"] == resp_ids + + def test_reward_none(): prompt_ids = [1, 2, 3] resp_ids = [4, 5, 6] @@ -229,11 +334,11 @@ def test_rewards_before_or_equal_sequence_are_skipped(): spans = [ _mk_span( span_id="reward-early", - name="agentops_reward_operation.task", + name=AGL_OPERATION, seq=1, start=10, end=11, - attrs=_agentops_reward_attrs(1.0), + attrs=_agl_reward_attrs(1.0), ), _mk_span( span_id="llm-call", @@ -245,19 +350,19 @@ def test_rewards_before_or_equal_sequence_are_skipped(): ), _mk_span( span_id="reward-same-seq", - name="agentops_reward_operation.task", + name=AGL_OPERATION, seq=2, start=22, end=23, - attrs=_agentops_reward_attrs(2.0), + attrs=_agl_reward_attrs(2.0), ), _mk_span( span_id="reward-late", - name="agentops_reward_operation.task", + name=AGL_OPERATION, seq=3, start=30, end=31, - attrs=_agentops_reward_attrs(3.5), + attrs=_agl_reward_attrs(3.5), ), ] @@ -307,27 +412,27 @@ def test_multiple_rewards_attach_to_latest_unmatched_llm_calls(): ), _mk_span( span_id="reward-1", - name="agentops_reward_operation.task", + name=AGL_OPERATION, seq=5, start=200, end=201, - attrs=_agentops_reward_attrs(0.1), + attrs=_agl_reward_attrs(0.1), ), _mk_span( span_id="reward-2", - name="agentops_reward_operation.task", + name=AGL_OPERATION, seq=7, start=210, end=211, - attrs=_agentops_reward_attrs(0.2), + attrs=_agl_reward_attrs(0.2), ), _mk_span( span_id="reward-3", - name="agentops_reward_operation.task", + name=AGL_OPERATION, seq=8, start=220, end=221, - attrs=_agentops_reward_attrs(0.3), + attrs=_agl_reward_attrs(0.3), ), ] diff --git a/tests/adapter/test_triplet_trace_tree.py b/tests/adapter/test_triplet_trace_tree.py index f4b59ff81..b1677f506 100644 --- a/tests/adapter/test_triplet_trace_tree.py +++ b/tests/adapter/test_triplet_trace_tree.py @@ -7,8 +7,8 @@ import pytest from agentlightning.adapter.triplet import RewardMatchPolicy, TracerTraceToTriplet, TraceTree +from agentlightning.semconv import AGL_OPERATION, AGL_REWARD, AGL_VIRTUAL, LightningSpanAttributes from agentlightning.types import Span -from agentlightning.types.tracer import SpanNames from agentlightning.utils.otel import filter_and_unflatten_attributes _SEQ = itertools.count() @@ -145,7 +145,9 @@ def make_llm_span( def reward_attributes(value: float) -> Dict[str, Any]: return { - "agentops.task.output": json.dumps({"type": "reward", "value": value}), + LightningSpanAttributes.OPERATION_NAME.value: AGL_REWARD, + f"{LightningSpanAttributes.REWARD.value}.0.name": "trajectory", + f"{LightningSpanAttributes.REWARD.value}.0.value": value, } @@ -228,7 +230,7 @@ def test_trace_tree_handles_missing_parent_and_empty_input(): tree = TraceTree.from_spans([llm, orphan_child]) assert tree.id == "ghost-parent" - assert tree.span.name == SpanNames.VIRTUAL.value + assert tree.span.name == AGL_VIRTUAL assert tree.span.rollout_id == orphan_child.rollout_id assert [child.id for child in tree.children] == ["child"] assert tree.children[0].children[0].id == "grandchild" @@ -304,7 +306,7 @@ def test_trace_tree_to_trajectory_skips_empty_and_dedupes_llm_calls(): ) reward = make_span( "reward", - "agent.reward", + AGL_OPERATION, parent_id="agent", start_time=6.0, end_time=6.1, @@ -357,7 +359,7 @@ def test_tracer_trace_to_triplet_repair_required_for_agent_filter(): ) reward = make_span( "reward", - "agent.reward", + AGL_OPERATION, parent_id="agent", start_time=4.0, end_time=4.5, @@ -414,7 +416,7 @@ def test_tracer_trace_to_triplet_dedup_and_skip_empty_token_spans(): ) reward = make_span( "reward", - "agent.reward", + AGL_OPERATION, parent_id="agent", start_time=6.0, end_time=6.5, @@ -510,7 +512,7 @@ def test_tracer_trace_to_triplet_handles_multimodal_payloads(): ) reward = make_span( "reward", - "agent.reward", + AGL_OPERATION, parent_id="agent", start_time=12.0, end_time=12.5, @@ -627,7 +629,7 @@ def test_tracer_trace_to_triplet_reward_match_first_sibling(): ) reward = make_span( "reward", - "agent.reward", + AGL_OPERATION, parent_id="agent", start_time=3.5, end_time=3.6, diff --git a/tests/algorithm/test_apo.py b/tests/algorithm/test_apo.py index 90d8efd0d..ee8c45393 100644 --- a/tests/algorithm/test_apo.py +++ b/tests/algorithm/test_apo.py @@ -12,21 +12,38 @@ from agentlightning.adapter import TraceAdapter from agentlightning.adapter.messages import TraceToMessages from agentlightning.algorithm.apo.apo import APO, RolloutResultForAPO, VersionedPromptTemplate, batch_iter_over_dataset +from agentlightning.emitter.reward import emit_reward +from agentlightning.execution.events import ThreadingEvent from agentlightning.semconv import AGL_ANNOTATION +from agentlightning.store.base import LightningStore from agentlightning.types import ( + AlgorithmContext, Dataset, NamedResources, -) -from agentlightning.types import OtelResource as SpanResource -from agentlightning.types import ( PromptTemplate, Rollout, Span, - SpanContext, - TraceStatus, ) +def _context( + *, + store: LightningStore | None = None, + adapter: TraceAdapter[Any] | None = None, + initial_resources: NamedResources | None = None, + train_dataset: Optional[Dataset[Any]] = None, + val_dataset: Optional[Dataset[Any]] = None, +) -> AlgorithmContext: + return AlgorithmContext( + store=store or Mock(spec=LightningStore), + event=ThreadingEvent(), + adapter=adapter, + initial_resources=initial_resources, + train_dataset=train_dataset, + val_dataset=val_dataset, + ) + + class DummyTraceMessagesAdapter(TraceToMessages): def __init__(self) -> None: super().__init__() @@ -111,25 +128,11 @@ def make_openai_client(create_mock: AsyncMock) -> Mock: def make_reward_span(rollout_id: str, attempt_id: str, reward: float, sequence_id: int) -> Span: - hex_id = f"{sequence_id:032x}" - span_hex = f"{sequence_id:016x}" - return Span( + return Span.from_core_fields( + emit_reward(reward, propagate=False), rollout_id=rollout_id, attempt_id=attempt_id, sequence_id=sequence_id, - trace_id=hex_id, - span_id=span_hex, - parent_id=None, - name=AGL_ANNOTATION, - status=TraceStatus(status_code="OK"), - attributes={"reward": reward}, - events=[], - links=[], - start_time=None, - end_time=None, - context=SpanContext(trace_id=hex_id, span_id=span_hex, is_remote=False, trace_state={}), - parent=None, - resource=SpanResource(attributes={}, schema_url=""), ) @@ -206,9 +209,7 @@ def test_get_seed_prompt_template_returns_prompt() -> None: "seed": prompt, "other": PromptTemplate(template="Other", engine="f-string"), } - apo.set_initial_resources(resources) - - resource_name, seed_prompt = apo.get_seed_prompt_template() + resource_name, seed_prompt = apo._get_seed_prompt_template(resources) assert resource_name == "seed" assert seed_prompt is prompt @@ -219,34 +220,31 @@ def test_get_seed_prompt_template_requires_resources() -> None: apo = APO[Any](client) with pytest.raises(ValueError): - apo.get_seed_prompt_template() + apo._get_seed_prompt_template(None) def test_get_seed_prompt_template_requires_prompt_resource() -> None: client = Mock(spec=AsyncOpenAI) apo = APO[Any](client) - apo.set_initial_resources({}) with pytest.raises(ValueError): - apo.get_seed_prompt_template() + apo._get_seed_prompt_template({}) def test_get_adapter_returns_trace_messages_adapter() -> None: client = Mock(spec=AsyncOpenAI) apo = APO[Any](client) adapter = DummyTraceMessagesAdapter() - apo.set_adapter(adapter) - assert apo.get_adapter() is adapter + assert apo._require_adapter(adapter) is adapter def test_get_adapter_requires_trace_messages_adapter() -> None: client = Mock(spec=AsyncOpenAI) apo = APO[Any](client) - apo.set_adapter(WrongAdapter()) with pytest.raises(ValueError): - apo.get_adapter() + apo._require_adapter(WrongAdapter()) def test_get_best_prompt_requires_history() -> None: @@ -365,6 +363,26 @@ def poml_side_effect(template: Any, context: Dict[str, Any], format: str) -> Dic assert poml_calls[1]["context"]["prompt_template"] == "old prompt" +@pytest.mark.asyncio +async def test_textual_gradient_propagates_poml_render_failure(monkeypatch: pytest.MonkeyPatch) -> None: + create_mock = AsyncMock(return_value=make_completion("unused")) + apo = APO[Any](make_openai_client(create_mock)) + monkeypatch.setattr(apo_module.random, "choice", lambda seq: seq[0]) # type: ignore + + def fail_render(*args: Any, **kwargs: Any) -> Dict[str, Any]: + _ = (args, kwargs) + raise ValueError("invalid POML template") + + monkeypatch.setattr(apo_module.poml, "poml", fail_render) + prompt = apo._create_versioned_prompt(PromptTemplate(template="prompt", engine="f-string")) + rollouts = [RolloutResultForAPO(status="succeeded", final_reward=1.0, spans=[], messages=[])] + + with pytest.raises(ValueError, match="invalid POML template"): + await apo.compute_textual_gradient(prompt, rollouts) + + create_mock.assert_not_awaited() + + @pytest.mark.asyncio async def test_textual_gradient_and_apply_edit_returns_original_if_no_critique(monkeypatch: pytest.MonkeyPatch) -> None: # Mock OpenAI to return None content @@ -393,8 +411,6 @@ async def test_get_rollout_results_adapts_spans() -> None: apo = APO[Any](Mock(spec=AsyncOpenAI)) store = DummyStore() adapter = DummyTraceMessagesAdapter() - apo.set_store(store) # type: ignore - apo.set_adapter(adapter) rollout = Rollout( rollout_id="r-1", @@ -407,7 +423,7 @@ async def test_get_rollout_results_adapts_spans() -> None: span2 = make_reward_span("r-1", "attempt", 2.0, sequence_id=2) store.query_spans_map["r-1"] = [span1, span2] - results = await apo.get_rollout_results([rollout]) + results = await apo.get_rollout_results(cast(LightningStore, store), adapter, [rollout]) assert len(results) == 1 # Verify final reward is correctly extracted @@ -425,8 +441,8 @@ async def test_get_rollout_results_adapts_spans() -> None: assert len(results[0]["spans"]) == 2 assert results[0]["spans"][0]["rollout_id"] == "r-1" assert results[0]["spans"][0]["name"] == AGL_ANNOTATION - assert results[0]["spans"][0]["attributes"]["reward"] == 1.0 - assert results[0]["spans"][1]["attributes"]["reward"] == 2.0 + assert results[0]["spans"][0]["attributes"]["agentlightning.reward.0.value"] == 1.0 + assert results[0]["spans"][1]["attributes"]["agentlightning.reward.0.value"] == 2.0 @pytest.mark.asyncio @@ -435,8 +451,6 @@ async def test_evaluate_prompt_on_batch_runs_rollouts() -> None: apo = APO[Any](client, rollout_batch_timeout=100.0) store = DummyStore() adapter = DummyTraceMessagesAdapter() - apo.set_store(store) # type: ignore - apo.set_adapter(adapter) dataset = [{"task": 1}, {"task": 2}] @@ -466,7 +480,9 @@ async def test_evaluate_prompt_on_batch_runs_rollouts() -> None: prompt_template = PromptTemplate(template="test prompt", engine="f-string") versioned_prompt = apo._create_versioned_prompt(prompt_template) - rollout_results, average = await apo.evaluate_prompt_on_batch(versioned_prompt, "seed", dataset, mode="train") + rollout_results, average = await apo.evaluate_prompt_on_batch( + cast(LightningStore, store), adapter, versioned_prompt, "seed", dataset, mode="train" + ) # Verify results assert len(rollout_results) == 2 @@ -505,13 +521,14 @@ def test_initialize_beam_sets_history(monkeypatch: pytest.MonkeyPatch) -> None: client = Mock(spec=AsyncOpenAI) apo = APO[Any](client, gradient_batch_size=2, val_batch_size=1) prompt = PromptTemplate(template="Seed", engine="f-string") - apo.set_initial_resources({"seed": prompt}) monkeypatch.setattr(apo_module.random, "shuffle", lambda seq: None) # type: ignore train_dataset: Sequence[Dict[str, str]] = [{"x": "1"}, {"x": "2"}] val_dataset: Sequence[Dict[str, str]] = [{"y": "value"}] - resource_name, seed_prompt, grad_iter, val_iter = apo._initialize_beam(train_dataset, val_dataset) # type: ignore + resource_name, seed_prompt, grad_iter, val_iter = apo._initialize_beam( + {"seed": prompt}, train_dataset, val_dataset # type: ignore[arg-type] + ) assert resource_name == "seed" assert seed_prompt is prompt @@ -523,18 +540,18 @@ def test_initialize_beam_sets_history(monkeypatch: pytest.MonkeyPatch) -> None: def test_initialize_beam_requires_train_dataset() -> None: apo = APO[Any](Mock(spec=AsyncOpenAI)) - apo.set_initial_resources({"seed": PromptTemplate(template="Seed", engine="f-string")}) + resources = {"seed": PromptTemplate(template="Seed", engine="f-string")} with pytest.raises(ValueError): - apo._initialize_beam(None, []) # type: ignore + apo._initialize_beam(resources, None, []) # type: ignore def test_initialize_beam_requires_val_dataset() -> None: apo = APO[Any](Mock(spec=AsyncOpenAI)) - apo.set_initial_resources({"seed": PromptTemplate(template="Seed", engine="f-string")}) + resources = {"seed": PromptTemplate(template="Seed", engine="f-string")} with pytest.raises(ValueError): - apo._initialize_beam([], None) # type: ignore + apo._initialize_beam(resources, [], None) # type: ignore def test_sample_parent_prompts_replicates_when_beam_too_small(monkeypatch: pytest.MonkeyPatch) -> None: @@ -568,8 +585,6 @@ async def test_generate_candidate_prompts_creates_branch_factor_children() -> No apo = APO[Any](client, branch_factor=2) store = DummyStore() adapter = DummyTraceMessagesAdapter() - apo.set_store(store) # type: ignore - apo.set_adapter(adapter) parent_prompt = apo._create_versioned_prompt(PromptTemplate(template="Seed", engine="f-string")) grad_batches: Iterator[Sequence[Dict[str, Any]]] = iter( @@ -602,7 +617,9 @@ async def edit_side_effect( apo.textual_gradient_and_apply_edit = AsyncMock(side_effect=edit_side_effect) - candidates = await apo._generate_candidate_prompts([(0, parent_prompt)], "seed", grad_batches, round_num=0) + candidates = await apo._generate_candidate_prompts( + cast(LightningStore, store), adapter, [(0, parent_prompt)], "seed", grad_batches, round_num=0 + ) # Verify correct number of candidates generated assert len(candidates) == apo.branch_factor @@ -626,10 +643,7 @@ async def test_generate_candidate_prompts_skips_failed_generations() -> None: client = Mock(spec=AsyncOpenAI) apo = APO[Any](client, branch_factor=3) store = DummyStore() - # Keep strong reference to prevent garbage collection since APO uses weakref - apo._test_adapter = adapter = DummyTraceMessagesAdapter() # type: ignore - apo.set_store(store) # type: ignore - apo.set_adapter(adapter) + adapter = DummyTraceMessagesAdapter() parent_prompt = apo._create_versioned_prompt(PromptTemplate(template="Seed", engine="f-string")) grad_batches: Iterator[Sequence[Dict[str, Any]]] = iter([[{"task": f"t{i}"}] for i in range(3)]) @@ -661,7 +675,9 @@ async def edit_side_effect( apo.textual_gradient_and_apply_edit = AsyncMock(side_effect=edit_side_effect) - candidates = await apo._generate_candidate_prompts([(0, parent_prompt)], "seed", grad_batches, round_num=0) + candidates = await apo._generate_candidate_prompts( + cast(LightningStore, store), adapter, [(0, parent_prompt)], "seed", grad_batches, round_num=0 + ) # Should only have 2 candidates (one failed) assert len(candidates) == 2 @@ -681,6 +697,8 @@ async def test_evaluate_and_select_beam_sorts_by_score() -> None: scores = {"A": 1.0, "B": 0.2, "C": 2.0} async def evaluate( + store: LightningStore, + adapter: TraceToMessages, prompt: VersionedPromptTemplate, resource_name: str, dataset: Sequence[Dict[str, Any]], @@ -693,7 +711,9 @@ async def evaluate( val_iterator: Iterator[Sequence[Dict[str, Any]]] = iter([[{"task": "val"}]]) - selected = await apo._evaluate_and_select_beam(candidates, "seed", val_iterator, round_num=0) + selected = await apo._evaluate_and_select_beam( + Mock(spec=LightningStore), DummyTraceMessagesAdapter(), candidates, "seed", val_iterator, round_num=0 + ) assert [prompt.prompt_template.template for prompt in selected] == ["C", "A"] @@ -709,7 +729,9 @@ async def test_evaluate_and_select_beam_raises_on_empty_candidates() -> None: val_iterator: Iterator[Sequence[Dict[str, Any]]] = iter([[{"task": "val"}]]) with pytest.raises(ValueError, match="No beam candidates any more"): - await apo._evaluate_and_select_beam(candidates, "seed", val_iterator, round_num=0) + await apo._evaluate_and_select_beam( + Mock(spec=LightningStore), DummyTraceMessagesAdapter(), candidates, "seed", val_iterator, round_num=0 + ) @pytest.mark.asyncio @@ -722,7 +744,14 @@ async def test_update_best_prompt_updates_history() -> None: apo._history_best_version = old_versioned.version apo.evaluate_prompt_on_batch = AsyncMock(return_value=([], 1.2)) # type: ignore[assignment] - await apo._update_best_prompt([new_versioned], "seed", [{"task": "val"}], round_num=0) # type: ignore + await apo._update_best_prompt( + Mock(spec=LightningStore), + DummyTraceMessagesAdapter(), + [new_versioned], + "seed", + [{"task": "val"}], # type: ignore[arg-type] + round_num=0, + ) assert apo._history_best_prompt is new_versioned.prompt_template assert apo._history_best_score == pytest.approx(1.2) # type: ignore @@ -739,7 +768,14 @@ async def test_update_best_prompt_keeps_history_when_not_improved() -> None: apo._history_best_version = old_versioned.version apo.evaluate_prompt_on_batch = AsyncMock(return_value=([], 1.5)) # type: ignore[assignment] - await apo._update_best_prompt([new_versioned], "seed", [{"task": "val"}], round_num=0) # type: ignore + await apo._update_best_prompt( + Mock(spec=LightningStore), + DummyTraceMessagesAdapter(), + [new_versioned], + "seed", + [{"task": "val"}], # type: ignore[arg-type] + round_num=0, + ) assert apo._history_best_prompt is old_versioned.prompt_template assert apo._history_best_score == pytest.approx(2.0) # type: ignore @@ -768,12 +804,9 @@ async def test_run_performs_initial_validation_when_enabled(monkeypatch: pytest. run_initial_validation=True, ) seed_prompt = PromptTemplate(template="Seed", engine="f-string") - apo.set_initial_resources({"seed": seed_prompt}) store = DummyStore() - apo._test_adapter = adapter = DummyTraceMessagesAdapter() # type: ignore - apo.set_store(store) # type: ignore - apo.set_adapter(adapter) + adapter = DummyTraceMessagesAdapter() # Set up initial validation rollout store.query_spans_map["rollout-0"] = [make_reward_span("rollout-0", "attempt", 0.75, sequence_id=1)] @@ -792,7 +825,15 @@ async def test_run_performs_initial_validation_when_enabled(monkeypatch: pytest. monkeypatch.setattr(apo_module.random, "shuffle", lambda seq: None) # type: ignore val_dataset = [{"task": "val"}] - await apo.run(train_dataset=[{"task": "train"}], val_dataset=val_dataset) # type: ignore + await apo.run( + _context( + store=cast(LightningStore, store), + adapter=adapter, + initial_resources={"seed": seed_prompt}, + train_dataset=[{"task": "train"}], + val_dataset=val_dataset, + ) + ) # Verify initial validation was performed assert apo._history_best_prompt is seed_prompt @@ -819,12 +860,9 @@ async def test_run_skips_initial_validation_when_disabled(monkeypatch: pytest.Mo run_initial_validation=False, # Disable initial validation ) seed_prompt = PromptTemplate(template="Seed", engine="f-string") - apo.set_initial_resources({"seed": seed_prompt}) store = DummyStore() - apo._test_adapter = adapter = DummyTraceMessagesAdapter() # type: ignore - apo.set_store(store) # type: ignore - apo.set_adapter(adapter) + adapter = DummyTraceMessagesAdapter() # Set up spans for rollouts (train + val for candidates + final val) rollout_rewards = [0.4, 0.5, 0.6, 1.1] @@ -849,7 +887,15 @@ async def test_run_skips_initial_validation_when_disabled(monkeypatch: pytest.Mo train_dataset = [{"task": "train"}] val_dataset = [{"task": "val"}] - await apo.run(train_dataset=train_dataset, val_dataset=val_dataset) # type: ignore + await apo.run( + _context( + store=cast(LightningStore, store), + adapter=adapter, + initial_resources={"seed": seed_prompt}, + train_dataset=train_dataset, + val_dataset=val_dataset, + ) + ) # Verify best prompt was updated through normal optimization (not initial validation) best_prompt = apo.get_best_prompt() @@ -878,13 +924,9 @@ async def test_run_updates_best_prompt_with_real_openai_client(monkeypatch: pyte run_initial_validation=False, # Skip initial validation for this test ) seed_prompt = PromptTemplate(template="Seed", engine="f-string") - apo.set_initial_resources({"seed": seed_prompt}) store = DummyStore() - # Keep strong reference to prevent garbage collection since APO uses weakref - apo._test_adapter = adapter = DummyTraceMessagesAdapter() # type: ignore - apo.set_store(store) # type: ignore - apo.set_adapter(adapter) + adapter = DummyTraceMessagesAdapter() # Set up spans for all expected rollouts # For 1 round with beam_width=1, branch_factor=1, run_initial_validation=False, we expect: @@ -913,7 +955,15 @@ async def test_run_updates_best_prompt_with_real_openai_client(monkeypatch: pyte train_dataset = [{"task": "train"}] val_dataset = [{"task": "val"}] - await apo.run(train_dataset=train_dataset, val_dataset=val_dataset) # type: ignore + await apo.run( + _context( + store=cast(LightningStore, store), + adapter=adapter, + initial_resources={"seed": seed_prompt}, + train_dataset=train_dataset, + val_dataset=val_dataset, + ) + ) # Verify best prompt was updated best_prompt = apo.get_best_prompt() diff --git a/tests/algorithm/test_baseline.py b/tests/algorithm/test_baseline.py index 705c6fdce..3a2008879 100644 --- a/tests/algorithm/test_baseline.py +++ b/tests/algorithm/test_baseline.py @@ -10,9 +10,11 @@ from agentlightning.adapter import TraceAdapter from agentlightning.algorithm import Baseline +from agentlightning.execution.events import ThreadingEvent from agentlightning.store.memory import InMemoryLightningStore from agentlightning.types import ( LLM, + AlgorithmContext, NamedResources, OtelResource, Span, @@ -23,6 +25,22 @@ LOGGER_NAME = "agentlightning.algorithm.fast" +def _context( + store: InMemoryLightningStore, + *, + train_dataset: Any = None, + val_dataset: Any = None, + adapter: TraceAdapter[Any] | None = None, +) -> AlgorithmContext: + return AlgorithmContext( + store=store, + event=ThreadingEvent(), + train_dataset=train_dataset, + val_dataset=val_dataset, + adapter=adapter, + ) + + class _AdapterStub(TraceAdapter[Dict[str, Any]]): def adapt(self, source: Sequence[Span], /) -> Dict[str, Any]: return { @@ -31,6 +49,14 @@ def adapt(self, source: Sequence[Span], /) -> Dict[str, Any]: } +@pytest.mark.asyncio +async def test_baseline_requires_at_least_one_dataset() -> None: + algorithm = Baseline() + + with pytest.raises(ValueError, match="requires at least one dataset"): + await algorithm.run(_context(InMemoryLightningStore())) + + @dataclass class _RolloutArtifacts: rollout_id: str @@ -113,9 +139,7 @@ async def test_mock_algorithm_collects_rollout_logs(caplog: pytest.LogCaptureFix store = InMemoryLightningStore() await store.update_resources("default", _make_resources()) algorithm = Baseline(polling_interval=0.01, span_verbosity="key_values") - algorithm.set_store(store) adapter = _AdapterStub() - algorithm.set_adapter(adapter) caplog.set_level(logging.INFO, logger=LOGGER_NAME) @@ -125,7 +149,7 @@ async def test_mock_algorithm_collects_rollout_logs(caplog: pytest.LogCaptureFix runner_task = asyncio.create_task(_mock_runner(store=store, expected=expected_rollouts, artifacts=artifacts)) try: - await algorithm.run(train_dataset=train_dataset) + await algorithm.run(_context(store, train_dataset=train_dataset, adapter=adapter)) await asyncio.wait_for(runner_task, timeout=2) finally: if not runner_task.done(): @@ -173,7 +197,6 @@ async def test_baseline_does_not_skip_samples_when_queue_full() -> None: # Use a small max_queue_length and fast polling to test queue full behavior algorithm = Baseline(polling_interval=0.01, max_queue_length=1) - algorithm.set_store(store) # Create a dataset with 5 samples train_dataset = [f"sample-{i}" for i in range(5)] @@ -227,7 +250,7 @@ async def _slow_runner() -> None: runner_task = asyncio.create_task(_slow_runner()) try: - await algorithm.run(train_dataset=train_dataset) + await algorithm.run(_context(store, train_dataset=train_dataset)) await asyncio.wait_for(runner_task, timeout=5) finally: if not runner_task.done(): diff --git a/tests/algorithm/test_decorator.py b/tests/algorithm/test_decorator.py index 60c097e5d..6db58da84 100644 --- a/tests/algorithm/test_decorator.py +++ b/tests/algorithm/test_decorator.py @@ -3,106 +3,118 @@ """Test that @algo decorator preserves function executability.""" import inspect -from typing import Any, Optional +from typing import Any, Callable, Optional, cast from unittest.mock import MagicMock import pytest +from agentlightning.algorithm.base import Algorithm from agentlightning.algorithm.decorator import FunctionalAlgorithm, algo +from agentlightning.execution.events import ThreadingEvent from agentlightning.store.base import LightningStore -from agentlightning.types import Dataset +from agentlightning.types import AlgorithmContext, Dataset + + +def _context( + *, + train_dataset: Optional[Dataset[Any]] = None, + val_dataset: Optional[Dataset[Any]] = None, +) -> AlgorithmContext: + return AlgorithmContext( + store=MagicMock(spec=LightningStore), + event=ThreadingEvent(), + train_dataset=train_dataset, + val_dataset=val_dataset, + ) @algo -def sample_algorithm_func(*, train_dataset: Optional[Dataset[Any]], val_dataset: Optional[Dataset[Any]]) -> None: +def sample_algorithm_func(context: AlgorithmContext) -> None: """A test function with algorithm decorator.""" - # Store the datasets in a way we can verify - sample_algorithm_func.last_train = train_dataset # type: ignore - sample_algorithm_func.last_val = val_dataset # type: ignore + sample_algorithm_func.last_context = context # type: ignore[attr-defined] def test_algorithm_preserves_executability(): """Test that @algo decorated functions remain executable.""" test_train = ["train1", "train2"] test_val = ["val1"] + context = _context(train_dataset=test_train, val_dataset=test_val) # Function should be callable assert callable(sample_algorithm_func) - # Function should execute with keyword arguments - sample_algorithm_func(train_dataset=test_train, val_dataset=test_val) + # Function should execute with a context + sample_algorithm_func(context) - # Verify it was called with the right arguments - assert sample_algorithm_func.last_train == test_train # type: ignore - assert sample_algorithm_func.last_val == test_val # type: ignore + # Verify it was called with context + assert sample_algorithm_func.last_context is context # type: ignore[attr-defined] + assert sample_algorithm_func.last_context.train_dataset == test_train # type: ignore[attr-defined] + assert sample_algorithm_func.last_context.val_dataset == test_val # type: ignore[attr-defined] def test_algorithm_preserves_metadata(): """Test that @algo preserves function metadata.""" - # Function name should be preserved - assert sample_algorithm_func.__name__ == "sample_algorithm_func" # type: ignore - - # Docstring should be preserved - assert sample_algorithm_func.__doc__ == "A test function with algorithm decorator." + assert sample_algorithm_func.__name__ == "sample_algorithm_func" # type: ignore[attr-defined] + assert sample_algorithm_func.__doc__ == "A test function with algorithm decorator." # type: ignore[attr-defined] def test_algorithm_returns_functional_algorithm_instance(): """Test that @algo returns a FunctionalAlgorithm instance.""" assert isinstance(sample_algorithm_func, FunctionalAlgorithm) - - # Should have algorithm methods assert hasattr(sample_algorithm_func, "run") - assert hasattr(sample_algorithm_func, "get_store") - assert hasattr(sample_algorithm_func, "set_trainer") + assert not hasattr(sample_algorithm_func, "get_store") def test_algorithm_preserves_signature(): """Test that @algo preserves function signature.""" - sig = inspect.signature(sample_algorithm_func) - params = list(sig.parameters.keys()) + params = list(inspect.signature(sample_algorithm_func).parameters.keys()) + assert params == ["context"] + + +def test_algo_rejects_non_context_parameter_name() -> None: + """@algo should reject legacy call signatures that rely on implicit injection.""" - # Should have the expected parameters - assert params == ["train_dataset", "val_dataset"] + def legacy_algorithm(train_dataset: list[Any]) -> None: + """Legacy style function with dataset-first parameters.""" + legacy_algorithm.called = True # type: ignore[attr-defined] + + invalid_decorator = cast(Callable[[Callable[[list[Any]], None]], Algorithm], algo) + with pytest.raises(TypeError, match="must accept exactly one parameter named `context`"): + invalid_decorator(legacy_algorithm) def test_algorithm_run_method(): """Test that the run method works correctly.""" @algo - def test_algo(*, train_dataset: Optional[Dataset[Any]], val_dataset: Optional[Dataset[Any]]) -> None: + def test_algo(context: AlgorithmContext) -> None: """Test algorithm.""" - test_algo.executed = True # type: ignore - test_algo.train = train_dataset # type: ignore - test_algo.val = val_dataset # type: ignore - - test_algo.executed = False # type: ignore + test_algo.executed = True # type: ignore[attr-defined] + test_algo.train = context.train_dataset # type: ignore[attr-defined] + test_algo.val = context.val_dataset # type: ignore[attr-defined] - train_data = ["item1", "item2"] - val_data = ["val1"] + test_algo.executed = False # type: ignore[attr-defined] - # Call run method - test_algo.run(train_data, val_data) + context = _context(train_dataset=["item1", "item2"], val_dataset=["val1"]) + test_algo.run(context) - # Verify execution - assert test_algo.executed # type: ignore - assert test_algo.train == train_data # type: ignore - assert test_algo.val == val_data # type: ignore + assert test_algo.executed # type: ignore[attr-defined] + assert test_algo.train == ["item1", "item2"] # type: ignore[attr-defined] + assert test_algo.val == ["val1"] # type: ignore[attr-defined] def test_algorithm_callable_shortcut(): """Test that calling the instance directly works.""" @algo - def test_algo(*, train_dataset: Optional[Dataset[Any]], val_dataset: Optional[Dataset[Any]]) -> None: + def test_algo(context: AlgorithmContext) -> None: """Test algorithm.""" - test_algo.called = True # type: ignore - - test_algo.called = False # type: ignore + test_algo.called = True # type: ignore[attr-defined] - # Direct call should work with keyword arguments - test_algo(train_dataset=None, val_dataset=None) + test_algo.called = False # type: ignore[attr-defined] + test_algo(_context()) - assert test_algo.called # type: ignore + assert test_algo.called # type: ignore[attr-defined] @pytest.mark.asyncio @@ -110,22 +122,18 @@ async def test_async_function_with_algorithm(): """Test that async functions work with @algo decorator.""" @algo - async def async_algo(*, train_dataset: Optional[Dataset[Any]], val_dataset: Optional[Dataset[Any]]) -> None: + async def async_algo(context: AlgorithmContext) -> None: """An async test function.""" - async_algo.executed = True # type: ignore - async_algo.train = train_dataset # type: ignore - - async_algo.executed = False # type: ignore - - # Should be callable - assert callable(async_algo) + async_algo.executed = True # type: ignore[attr-defined] + async_algo.train = context.train_dataset # type: ignore[attr-defined] - # Should preserve async nature when called directly with keyword arguments + async_algo.executed = False # type: ignore[attr-defined] test_data = ["async-test"] - await async_algo(train_dataset=test_data, val_dataset=None) - assert async_algo.executed # type: ignore - assert async_algo.train == test_data # type: ignore + await async_algo(_context(train_dataset=test_data)) + + assert async_algo.executed # type: ignore[attr-defined] + assert async_algo.train == test_data # type: ignore[attr-defined] @pytest.mark.asyncio @@ -133,230 +141,97 @@ async def test_async_algorithm_run_method(): """Test that async algorithms work with the run method.""" @algo - async def async_algo(*, train_dataset: Optional[Dataset[Any]], val_dataset: Optional[Dataset[Any]]) -> None: + async def async_algo(context: AlgorithmContext) -> None: """An async algorithm.""" - async_algo.run_executed = True # type: ignore - async_algo.run_train = train_dataset # type: ignore - async_algo.run_val = val_dataset # type: ignore - - async_algo.run_executed = False # type: ignore + async_algo.run_executed = True # type: ignore[attr-defined] + async_algo.run_train = context.train_dataset # type: ignore[attr-defined] + async_algo.run_val = context.val_dataset # type: ignore[attr-defined] - train_data = ["async-train"] - val_data = ["async-val"] + async_algo.run_executed = False # type: ignore[attr-defined] - # Run method should return an awaitable - assert async_algo.is_async() - result = async_algo.run(train_data, val_data) + result = async_algo.run(_context(train_dataset=["async-train"], val_dataset=["async-val"])) assert inspect.iscoroutine(result) - - # Await the result await result - assert async_algo.run_executed # type: ignore - assert async_algo.run_train == train_data # type: ignore - assert async_algo.run_val == val_data # type: ignore + assert async_algo.run_executed # type: ignore[attr-defined] + assert async_algo.run_train == ["async-train"] # type: ignore[attr-defined] + assert async_algo.run_val == ["async-val"] # type: ignore[attr-defined] def test_algorithm_with_none_datasets(): - """Test that algorithm works with None datasets.""" + """Test that algorithm works with no datasets.""" + observed: list[bool] = [] @algo - def nullable_algo(*, train_dataset: Optional[Dataset[Any]], val_dataset: Optional[Dataset[Any]]) -> None: - """Algorithm that accepts None.""" - nullable_algo.called_with_none = train_dataset is None and val_dataset is None # type: ignore + def nullable_algo(context: AlgorithmContext) -> None: + """Algorithm with no datasets.""" + observed.append(context.train_dataset is None and context.val_dataset is None) - nullable_algo(train_dataset=None, val_dataset=None) - assert nullable_algo.called_with_none # type: ignore - - # Also test via run method - nullable_algo.called_with_none = False # type: ignore - nullable_algo.run() - assert nullable_algo.called_with_none # type: ignore + nullable_algo.run(_context()) + assert observed == [True] def test_multiple_algorithm_instances(): """Test that multiple decorated functions work independently.""" @algo - def algo1(*, train_dataset: Optional[Dataset[Any]], val_dataset: Optional[Dataset[Any]]) -> None: + def algo1(context: AlgorithmContext) -> None: """First algorithm.""" - algo1.count = getattr(algo1, "count", 0) + 1 # type: ignore + algo1.count = getattr(algo1, "count", 0) + 1 # type: ignore[attr-defined] @algo - def algo2(*, train_dataset: Optional[Dataset[Any]], val_dataset: Optional[Dataset[Any]]) -> None: + def algo2(context: AlgorithmContext) -> None: """Second algorithm.""" - algo2.count = getattr(algo2, "count", 0) + 1 # type: ignore + algo2.count = getattr(algo2, "count", 0) + 1 # type: ignore[attr-defined] - algo1.count = 0 # type: ignore - algo2.count = 0 # type: ignore + algo1.count = 0 # type: ignore[attr-defined] + algo2.count = 0 # type: ignore[attr-defined] - algo1(train_dataset=None, val_dataset=None) - algo1(train_dataset=None, val_dataset=None) - algo2(train_dataset=None, val_dataset=None) + context = _context() + algo1(context) + algo1(context) + algo2(context) - assert algo1.count == 2 # type: ignore - assert algo2.count == 1 # type: ignore + assert algo1.count == 2 # type: ignore[attr-defined] + assert algo2.count == 1 # type: ignore[attr-defined] -def test_algorithm_base_algorithm_methods(): - """Test that Algorithm methods are available.""" +def test_algorithm_does_not_store_runtime_dependencies() -> None: + """Runtime dependencies are supplied exclusively through AlgorithmContext.""" @algo - def test_algo(*, train_dataset: Optional[Dataset[Any]], val_dataset: Optional[Dataset[Any]]) -> None: + def test_algo(context: AlgorithmContext) -> None: """Test algorithm.""" pass - # Should have all Algorithm methods - assert hasattr(test_algo, "set_trainer") - assert hasattr(test_algo, "get_trainer") - assert hasattr(test_algo, "set_llm_proxy") - assert hasattr(test_algo, "get_llm_proxy") - assert hasattr(test_algo, "set_adapter") - assert hasattr(test_algo, "get_adapter") - assert hasattr(test_algo, "set_store") - assert hasattr(test_algo, "get_store") - assert hasattr(test_algo, "get_initial_resources") - assert hasattr(test_algo, "set_initial_resources") - - -# New tests for parameter injection and error handling - - -def test_algorithm_without_datasets(): - """Test that algorithms can be defined without train_dataset/val_dataset parameters.""" - - @algo - def no_dataset_algo(*, store: LightningStore) -> None: - """Algorithm that doesn't use datasets.""" - no_dataset_algo.store_passed = store # type: ignore - no_dataset_algo.executed = True # type: ignore - - no_dataset_algo.executed = False # type: ignore - - # Set up the store - mock_store = MagicMock(spec=LightningStore) - no_dataset_algo.set_store(mock_store) - - # Call run method without datasets - no_dataset_algo.run() + assert not hasattr(test_algo, "set_llm_proxy") + assert not hasattr(test_algo, "get_llm_proxy") + assert not hasattr(test_algo, "set_adapter") + assert not hasattr(test_algo, "get_adapter") + assert not hasattr(test_algo, "set_store") + assert not hasattr(test_algo, "get_store") + assert not hasattr(test_algo, "get_initial_resources") + assert not hasattr(test_algo, "set_initial_resources") - assert no_dataset_algo.executed # type: ignore - assert no_dataset_algo.store_passed == mock_store # type: ignore - -def test_algorithm_raises_error_on_unsupported_train_dataset(): - """Test that TypeError is raised when train_dataset is provided but not supported.""" +def test_algorithm_no_longer_exposes_trainer_accessors() -> None: + """Algorithm no longer exposes legacy trainer accessors.""" @algo - def no_train_algo(*, val_dataset: Optional[Dataset[Any]]) -> None: - """Algorithm that only accepts val_dataset.""" + def test_algo(context: AlgorithmContext) -> None: + """Test algorithm.""" pass - # Providing train_dataset should raise TypeError - with pytest.raises(TypeError, match="train_dataset is provided but not supported"): - no_train_algo.run(train_dataset=["data"], val_dataset=None) + assert not hasattr(test_algo, "set_trainer") + assert not hasattr(test_algo, "get_trainer") -def test_algorithm_raises_error_on_unsupported_val_dataset(): - """Test that TypeError is raised when val_dataset is provided but not supported.""" +def test_algorithm_no_longer_exposes_get_client() -> None: + """Algorithm no longer exposes legacy client accessors.""" @algo - def no_val_algo(*, train_dataset: Optional[Dataset[Any]]) -> None: - """Algorithm that only accepts train_dataset.""" + def test_algo(context: AlgorithmContext) -> None: + """Test algorithm.""" pass - # Providing val_dataset should raise TypeError - with pytest.raises(TypeError, match="val_dataset is provided but not supported"): - no_val_algo.run(train_dataset=None, val_dataset=["data"]) - - -def test_algorithm_with_all_injected_parameters(): - """Test that all injectable parameters (store, adapter, llm_proxy, initial_resources) work.""" - - @algo - def full_algo( - *, - store: LightningStore, - adapter: Any, - llm_proxy: Optional[Any] = None, - initial_resources: Optional[Any] = None, - train_dataset: Optional[Dataset[Any]], - val_dataset: Optional[Dataset[Any]], - ) -> None: - """Algorithm with all injectable parameters.""" - full_algo.store = store # type: ignore - full_algo.adapter = adapter # type: ignore - full_algo.llm_proxy = llm_proxy # type: ignore - full_algo.initial_resources = initial_resources # type: ignore - full_algo.train = train_dataset # type: ignore - full_algo.val = val_dataset # type: ignore - - # Set up all dependencies - mock_store = MagicMock(spec=LightningStore) - mock_adapter = MagicMock() - mock_llm_proxy = MagicMock() - mock_resources = MagicMock() - - full_algo.set_store(mock_store) - full_algo.set_adapter(mock_adapter) - full_algo.set_llm_proxy(mock_llm_proxy) - full_algo.set_initial_resources(mock_resources) - - train_data = ["train"] - val_data = ["val"] - - # Run the algorithm - full_algo.run(train_data, val_data) - - # Verify all parameters were injected correctly - assert full_algo.store == mock_store # type: ignore - assert full_algo.adapter == mock_adapter # type: ignore - assert full_algo.llm_proxy == mock_llm_proxy # type: ignore - assert full_algo.initial_resources == mock_resources # type: ignore - assert full_algo.train == train_data # type: ignore - assert full_algo.val == val_data # type: ignore - - -def test_algorithm_with_only_store(): - """Test algorithm that only uses the store parameter.""" - - @algo - def store_only_algo(*, store: LightningStore) -> None: - """Algorithm that only needs store.""" - store_only_algo.got_store = True # type: ignore - store_only_algo.store_value = store # type: ignore - - store_only_algo.got_store = False # type: ignore - - mock_store = MagicMock(spec=LightningStore) - store_only_algo.set_store(mock_store) - - # Should work without any datasets - store_only_algo.run() - - assert store_only_algo.got_store # type: ignore - assert store_only_algo.store_value == mock_store # type: ignore - - -@pytest.mark.asyncio -async def test_async_algorithm_with_injected_parameters(): - """Test that async algorithms also support parameter injection.""" - - @algo - async def async_full_algo( - *, - store: LightningStore, - train_dataset: Optional[Dataset[Any]], - ) -> None: - """Async algorithm with injected parameters.""" - async_full_algo.store = store # type: ignore - async_full_algo.train = train_dataset # type: ignore - - mock_store = MagicMock(spec=LightningStore) - async_full_algo.set_store(mock_store) # type: ignore - - train_data = ["async-train"] - await async_full_algo.run(train_data) # type: ignore - - assert async_full_algo.store == mock_store # type: ignore - assert async_full_algo.train == train_data # type: ignore + assert not hasattr(test_algo, "get_client") diff --git a/tests/algorithm/test_utils.py b/tests/algorithm/test_utils.py deleted file mode 100644 index 337554440..000000000 --- a/tests/algorithm/test_utils.py +++ /dev/null @@ -1,115 +0,0 @@ -# Copyright (c) Microsoft. All rights reserved. - -from __future__ import annotations - -from typing import Any, cast -from unittest.mock import MagicMock - -import pytest - -from agentlightning.algorithm.base import Algorithm -from agentlightning.algorithm.utils import with_llm_proxy, with_store -from agentlightning.llm_proxy import LLMProxy -from agentlightning.store.base import LightningStore - - -class _BaseAlgorithm(Algorithm): - def run(self, *args: Any, **kwargs: Any) -> None: - """Satisfy the abstract interface without invoking training logic.""" - return None - - -class _StubLLMProxy: - """Test double that tracks lifecycle calls.""" - - def __init__(self) -> None: - self.start_calls = 0 - self.stop_calls = 0 - self.running = False - - def is_running(self) -> bool: - return self.running - - async def start(self) -> None: - self.start_calls += 1 - self.running = True - - async def stop(self) -> None: - self.stop_calls += 1 - self.running = False - - -@pytest.mark.asyncio -async def test_with_store_injects_store_argument(): - class StoreAlgorithm(_BaseAlgorithm): - @with_store - async def record_store(self, store: LightningStore, payload: str) -> None: - self.seen_store = store # type: ignore[attr-defined] - self.seen_payload = payload # type: ignore[attr-defined] - - algorithm = StoreAlgorithm() - fake_store = MagicMock(spec=LightningStore) - algorithm.set_store(fake_store) - - await algorithm.record_store("batch-1") - - assert algorithm.seen_store is fake_store # type: ignore[attr-defined] - assert algorithm.seen_payload == "batch-1" # type: ignore[attr-defined] - - -@pytest.mark.asyncio -async def test_with_llm_proxy_allows_optional_injection(): - class OptionalProxyAlgorithm(_BaseAlgorithm): - @with_llm_proxy() - async def record_proxy(self, llm_proxy: LLMProxy | None, marker: str) -> None: - self.seen_proxy = llm_proxy # type: ignore[attr-defined] - self.marker = marker # type: ignore[attr-defined] - - algorithm = OptionalProxyAlgorithm() - algorithm.set_llm_proxy(None) - - await algorithm.record_proxy("optional") - - assert algorithm.seen_proxy is None # type: ignore[attr-defined] - assert algorithm.marker == "optional" # type: ignore[attr-defined] - - -@pytest.mark.asyncio -async def test_with_llm_proxy_required_raises_when_missing(): - class RequiredProxyAlgorithm(_BaseAlgorithm): - @with_llm_proxy(required=True) - async def record_proxy(self, llm_proxy: LLMProxy) -> None: - self.seen_proxy = llm_proxy # type: ignore[attr-defined] - - algorithm = RequiredProxyAlgorithm() - algorithm.set_llm_proxy(None) - - with pytest.raises(ValueError): - await algorithm.record_proxy() - - -@pytest.mark.asyncio -async def test_with_llm_proxy_auto_start_and_stop(): - class AutoProxyAlgorithm(_BaseAlgorithm): - @with_llm_proxy() - async def use_proxy(self, llm_proxy: LLMProxy | None) -> None: - if llm_proxy is None: - raise AssertionError("LLM proxy should be injected") - self.seen_proxy = llm_proxy # type: ignore[attr-defined] - - algorithm = AutoProxyAlgorithm() - proxy = _StubLLMProxy() - algorithm.set_llm_proxy(cast(LLMProxy, proxy)) - - await algorithm.use_proxy() - - assert algorithm.seen_proxy is proxy # type: ignore[attr-defined] - assert proxy.start_calls == 1 - assert proxy.stop_calls == 1 - - # When already running, no extra start/stop should be requested. - proxy.running = True - await algorithm.use_proxy() - - assert proxy.start_calls == 1 - assert proxy.stop_calls == 1 diff --git a/tests/algorithm/test_verl.py b/tests/algorithm/test_verl.py new file mode 100644 index 000000000..57da67a29 --- /dev/null +++ b/tests/algorithm/test_verl.py @@ -0,0 +1,29 @@ +# Copyright (c) Microsoft. All rights reserved. + +from types import SimpleNamespace +from typing import Any, cast +from unittest.mock import MagicMock + +import pytest + +verl_interface = pytest.importorskip( + "agentlightning.algorithm.verl.interface", reason="VERL optional dependencies are not installed" +) + + +def test_run_ppo_rejects_missing_store() -> None: + """run_ppo must reject missing store before starting Ray.""" + verl_entrypoint = pytest.importorskip( + "agentlightning.verl.entrypoint", reason="VERL optional dependencies are not installed" + ) + with pytest.raises(ValueError, match="does not support v0 fallback mode"): + verl_entrypoint.run_ppo( + config=SimpleNamespace(), + train_dataset=None, + val_dataset=None, + store=None, + llm_proxy=None, + adapter=None, + trainer_cls=cast(type[Any], MagicMock()), + daemon_cls=cast(type[Any], MagicMock()), + ) diff --git a/tests/benchmark/benchmark_store.py b/tests/benchmark/benchmark_store.py index 25b617902..611e2c63f 100644 --- a/tests/benchmark/benchmark_store.py +++ b/tests/benchmark/benchmark_store.py @@ -9,7 +9,8 @@ import sys import threading import time -from typing import Any, Dict, List, Literal, Optional, Sequence, Set, Tuple, cast +from collections.abc import Sequence +from typing import Any, Literal, cast from rich.console import Console @@ -75,7 +76,7 @@ def _start_timeout_guard(timeout_seconds: float) -> threading.Timer: return timer -def generate_attributes() -> Dict[str, Any]: +def generate_attributes() -> dict[str, Any]: return flatten_dict( random_dict( depth=(1, 3), @@ -138,9 +139,9 @@ def __init__( self, mode: Literal["batch", "batch_partial", "single"], total_tasks: int, - batch_size: Optional[int] = None, - remaining_tasks: Optional[int] = None, - concurrency: Optional[int] = None, + batch_size: int | None = None, + remaining_tasks: int | None = None, + concurrency: int | None = None, ): self.mode = mode self.total_tasks = total_tasks @@ -148,9 +149,7 @@ def __init__( self.remaining_tasks = remaining_tasks self.concurrency = concurrency - async def run( - self, train_dataset: Optional[agl.Dataset[Any]] = None, val_dataset: Optional[agl.Dataset[Any]] = None - ): + async def run(self, train_dataset: agl.Dataset[Any] | None = None, val_dataset: agl.Dataset[Any] | None = None): if self.mode == "batch": assert self.batch_size is not None await self.algorithm_batch(self.total_tasks, self.batch_size) @@ -181,7 +180,7 @@ async def algorithm_batch(self, total_tasks: int, batch_size: int): while submitted < total_tasks: print(f"Submitting batch {submitted} of {total_tasks}") batch_count = min(batch_size, total_tasks - submitted) - batch_rollouts: List[Tuple[str, str]] = [] + batch_rollouts: list[tuple[str, str]] = [] await store.add_resources( { "llm": agl.LLM( @@ -197,7 +196,7 @@ async def algorithm_batch(self, total_tasks: int, batch_size: int): submitted += 1 pending = {rollout_id: task_name for rollout_id, task_name in batch_rollouts} - completed_ids: Set[str] = set() + completed_ids: set[str] = set() tracker.record_progress() while len(completed_ids) < len(batch_rollouts): finished_rollouts = await store.wait_for_rollouts( @@ -233,7 +232,7 @@ async def algorithm_batch_with_completion_threshold(self, total_tasks: int, batc tracker = RolloutProgressTracker() submitted = 0 completed = 0 - active_rollouts: Dict[str, str] = {} + active_rollouts: dict[str, str] = {} while completed < total_tasks: console.print(f"Completed {completed} of {total_tasks} rollouts") @@ -291,7 +290,7 @@ async def algorithm_batch_single(self, total_tasks: int, concurrency: int): store = self.get_store() semaphore = asyncio.Semaphore(concurrency) tracker = RolloutProgressTracker() - active_rollouts: Set[str] = set() + active_rollouts: set[str] = set() active_lock = asyncio.Lock() async def emit_progress(progress_made: bool) -> None: @@ -340,7 +339,7 @@ async def handle_single(task_index: int) -> None: await asyncio.gather(*all_tasks) -def parse_args(argv: Optional[Sequence[str]] = None) -> argparse.Namespace: +def parse_args(argv: Sequence[str] | None = None) -> argparse.Namespace: parser = argparse.ArgumentParser(description="Benchmark LightningStore implementations with synthetic rollouts.") parser.add_argument("--store-url", default="http://localhost:4747", help="Lightning Store endpoint base URL.") parser.add_argument( @@ -383,7 +382,7 @@ def parse_args(argv: Optional[Sequence[str]] = None) -> argparse.Namespace: return args -def main(argv: Optional[Sequence[str]] = None) -> None: +def main(argv: Sequence[str] | None = None) -> None: args = parse_args(argv) agl.setup_logging( "DEBUG" if args.debug else "INFO", @@ -395,17 +394,14 @@ def main(argv: Optional[Sequence[str]] = None) -> None: trainer = agl.Trainer( store=store, algorithm=AlgorithmBatch( - mode=cast(Literal["batch", "batch_partial", "single"], args.mode), + mode=cast("Literal['batch', 'batch_partial', 'single']", args.mode), total_tasks=args.total_tasks, batch_size=args.batch_size, remaining_tasks=args.remaining_tasks, concurrency=args.concurrency, ), n_runners=args.n_runners, - strategy={ - "type": "cs", - "managed_store": False, - }, + strategy=agl.ClientServerExecutionStrategy(managed_store=False), ) trainer.fit(make_agent(max_rounds=args.max_rounds, sleep_seconds=args.sleep_seconds)) finally: diff --git a/tests/benchmark/micro_benchmark.py b/tests/benchmark/micro_benchmark.py index 2a943586a..cd55e5201 100644 --- a/tests/benchmark/micro_benchmark.py +++ b/tests/benchmark/micro_benchmark.py @@ -323,10 +323,10 @@ async def _async_task() -> bool: ) for sequence_id in sequence_ids ] - stored_spans = await store.add_many_spans(spans) - if len(stored_spans) != len(spans): + write_result = await store.add_many_spans(spans) + if write_result.inserted != len(spans): console.print( - f"[Task {task_id}] Only stored {len(stored_spans)}/{len(spans)} spans for " + f"[Task {task_id}] Only inserted {write_result.inserted}/{len(spans)} spans for " f"rollout_id={attempted.rollout_id} attempt_id={attempted.attempt.attempt_id}" ) return False diff --git a/tests/emitter/test_reward.py b/tests/emitter/test_reward.py index 7d67072de..5309d4f93 100644 --- a/tests/emitter/test_reward.py +++ b/tests/emitter/test_reward.py @@ -1,17 +1,28 @@ # Copyright (c) Microsoft. All rights reserved. import importlib -import json from dataclasses import dataclass -from typing import Any, Dict, Optional, cast +from typing import Any, Callable, Dict, Optional, cast import pytest reward_module = importlib.import_module("agentlightning.emitter.reward") -from agentlightning.emitter.reward import emit_reward, get_rewards_from_span -from agentlightning.reward import find_final_reward, find_reward_spans, get_reward_value, is_reward_span -from agentlightning.semconv import AGL_ANNOTATION, LightningSpanAttributes, RewardPydanticModel -from agentlightning.types import SpanLike +from agentlightning.emitter.reward import ( + emit_reward, + find_final_reward, + find_reward_spans, + get_reward_value, + get_rewards_from_span, + is_reward_span, +) +from agentlightning.semconv import ( + AGL_ANNOTATION, + AGL_OPERATION, + AGL_REWARD, + LightningSpanAttributes, + RewardPydanticModel, +) +from agentlightning.types import SpanCoreFields, SpanLike from agentlightning.utils.otel import make_link_attributes, make_tag_attributes @@ -92,50 +103,64 @@ def test_emit_reward_example_with_tags(monkeypatch: pytest.MonkeyPatch) -> None: assert reward_dimensions == [{"name": "primary", "value": 0.7}] -def test_get_reward_value_from_agentops_dict() -> None: +def test_get_reward_value_from_reward_span_attributes() -> None: span = make_span( - name="any", + name=AGL_ANNOTATION, attributes={ - "agentops.task.output": {"type": "reward", "value": 3.5}, + f"{LightningSpanAttributes.REWARD.value}.0.name": "primary", + f"{LightningSpanAttributes.REWARD.value}.0.value": 0.75, }, ) - assert get_reward_value(span) == 3.5 + assert get_reward_value(span) == 0.75 -def test_get_reward_value_from_agentops_json_string() -> None: - payload = json.dumps({"type": "reward", "value": 1.25}) - span = make_span(name="any", attributes={"agentops.entity.output": payload}) +def test_get_reward_value_only_parses_annotated_reward_spans() -> None: + span = make_span( + name="other", + attributes={ + f"{LightningSpanAttributes.REWARD.value}.0.name": "primary", + f"{LightningSpanAttributes.REWARD.value}.0.value": 1.0, + }, + ) - assert get_reward_value(span) == 1.25 + assert get_reward_value(span) is None -def test_get_reward_value_from_reward_span_attributes() -> None: +def test_get_reward_value_parses_reward_operation_spans() -> None: span = make_span( - name=AGL_ANNOTATION, - attributes={"reward": 0.75}, + name=AGL_OPERATION, + attributes={ + LightningSpanAttributes.OPERATION_NAME.value: AGL_REWARD, + f"{LightningSpanAttributes.REWARD.value}.0.name": "primary", + f"{LightningSpanAttributes.REWARD.value}.0.value": 0.5, + }, ) - assert get_reward_value(span) == 0.75 + assert get_reward_value(span) == 0.5 -def test_get_reward_value_returns_none_when_not_reward() -> None: - span = make_span(name="any", attributes={"agentops.task.output": {"foo": "bar"}}) +def test_get_reward_value_ignores_non_reward_operation_spans() -> None: + span = make_span( + name=AGL_OPERATION, + attributes={ + LightningSpanAttributes.OPERATION_NAME.value: "other-operation", + f"{LightningSpanAttributes.REWARD.value}.0.name": "primary", + f"{LightningSpanAttributes.REWARD.value}.0.value": 0.5, + }, + ) assert get_reward_value(span) is None -def test_is_reward_span_matches_reward_value() -> None: - span = make_span( - name="whatever", - attributes={"agentops.task.output": {"type": "reward", "value": 4.2}}, - ) +def test_get_reward_value_returns_none_when_not_reward() -> None: + span = make_span(name=AGL_ANNOTATION, attributes={}) - assert is_reward_span(span) is True + assert get_reward_value(span) is None def test_is_reward_span_false_when_no_reward() -> None: - span = make_span(name="absent", attributes={"agentops.entity.output": {"value": 1}}) + span = make_span(name="agent", attributes={}) assert is_reward_span(span) is False @@ -143,9 +168,15 @@ def test_is_reward_span_false_when_no_reward() -> None: def test_find_reward_spans_filters_correctly() -> None: reward_span = make_span( name=AGL_ANNOTATION, - attributes={"reward": 2.0}, + attributes={ + f"{LightningSpanAttributes.REWARD.value}.0.name": "primary", + f"{LightningSpanAttributes.REWARD.value}.0.value": 2.0, + }, + ) + non_reward_span = make_span( + name="other", + attributes={f"{LightningSpanAttributes.REWARD.value}.0.name": "primary"}, ) - non_reward_span = make_span(name="other", attributes={}) spans = find_reward_spans([non_reward_span, reward_span, non_reward_span]) @@ -155,8 +186,20 @@ def test_find_reward_spans_filters_correctly() -> None: def test_find_final_reward_returns_last_reward_value() -> None: spans = [ make_span(name="first", attributes={}), - make_span(name=AGL_ANNOTATION, attributes={"reward": 1.0}), - make_span(name="agentops", attributes={"agentops.task.output": {"type": "reward", "value": 5.5}}), + make_span( + name=AGL_ANNOTATION, + attributes={ + f"{LightningSpanAttributes.REWARD.value}.0.name": "primary", + f"{LightningSpanAttributes.REWARD.value}.0.value": 1.0, + }, + ), + make_span( + name=AGL_ANNOTATION, + attributes={ + f"{LightningSpanAttributes.REWARD.value}.0.name": "primary", + f"{LightningSpanAttributes.REWARD.value}.0.value": 5.5, + }, + ), ] assert find_final_reward(spans) == 5.5 @@ -165,30 +208,18 @@ def test_find_final_reward_returns_last_reward_value() -> None: def test_find_final_reward_returns_none_when_no_reward() -> None: spans = [ make_span(name="first", attributes={}), - make_span(name="second", attributes={"agentops.task.output": {"foo": "bar"}}), + make_span(name="second", attributes={}), ] assert find_final_reward(spans) is None -def test_emit_reward_scalar_converts_to_primary_dimension(monkeypatch: pytest.MonkeyPatch) -> None: - captured: Dict[str, Any] = {} - sentinel_span = object() - - def fake_emit_annotation(payload: Dict[str, Any], *, propagate: bool) -> object: - captured["payload"] = payload - captured["propagate"] = propagate - return sentinel_span - - monkeypatch.setattr(reward_module, "emit_annotation", fake_emit_annotation) +@pytest.mark.parametrize("reward", [2, True]) +def test_emit_reward_rejects_non_float_scalar(reward: object) -> None: + dynamic_emit_reward = cast(Callable[..., SpanCoreFields], emit_reward) - result = emit_reward(2, attributes={"extra": "value"}, propagate=False) - - assert result is sentinel_span - assert captured["propagate"] is False - rewards = captured["payload"][LightningSpanAttributes.REWARD.value] - assert rewards == [{"name": "primary", "value": 2.0}] - assert captured["payload"]["extra"] == "value" + with pytest.raises(TypeError, match="Reward must be a float"): + dynamic_emit_reward(reward) def test_emit_reward_dict_requires_primary_key(monkeypatch: pytest.MonkeyPatch) -> None: @@ -211,13 +242,16 @@ def fake_emit_annotation(payload: Dict[str, Any], *, propagate: bool) -> Dict[st with pytest.raises(ValueError): emit_reward({"score": 0.8}, primary_key="missing") - with pytest.raises(ValueError): - emit_reward({"score": "bad"}, primary_key="score") + dynamic_emit_reward = cast(Callable[..., SpanCoreFields], emit_reward) + with pytest.raises(TypeError, match="Reward must be a float"): + dynamic_emit_reward({"score": "bad"}, primary_key="score") def test_emit_reward_rejects_non_numeric() -> None: - with pytest.raises(TypeError): - emit_reward("bad") # type: ignore[arg-type] + dynamic_emit_reward = cast(Callable[..., SpanCoreFields], emit_reward) + + with pytest.raises(TypeError, match="Reward must be a float"): + dynamic_emit_reward("bad") def test_get_rewards_from_span_roundtrip() -> None: diff --git a/tests/execution/test_client_server.py b/tests/execution/test_client_server.py index e3c75fff4..7caad5922 100644 --- a/tests/execution/test_client_server.py +++ b/tests/execution/test_client_server.py @@ -3,6 +3,7 @@ from __future__ import annotations import asyncio +import functools import multiprocessing import signal import socket @@ -157,6 +158,7 @@ def test_execute_algorithm_managed_store_starts_server( monkeypatch: pytest.MonkeyPatch, store: DummyLightningStore ) -> None: created: list["RecordingServer"] = [] + created_clients: list["RecordingClient"] = [] class RecordingServer(LightningStore): # type: ignore[misc] def __init__(self, wrapped: LightningStore, host: str, port: int) -> None: @@ -174,7 +176,17 @@ async def start(self) -> None: async def stop(self) -> None: self.stopped = True + class RecordingClient(LightningStore): + def __init__(self, url: str) -> None: + self.url = url + self.closed = False + created_clients.append(self) + + async def close(self) -> None: + self.closed = True + monkeypatch.setattr("agentlightning.execution.client_server.LightningStoreServer", RecordingServer) + monkeypatch.setattr("agentlightning.execution.client_server.LightningStoreClient", RecordingClient) strat = ClientServerExecutionStrategy( role="algorithm", @@ -189,14 +201,21 @@ async def algo(store: LightningStore, event: ExecutionEvent) -> None: seen_store.append(store) event.set() - asyncio.run(strat._execute_algorithm(algo, store, DummyEvt())) # pyright: ignore[reportPrivateUsage] + async def drain_runners() -> None: + assert created[0].started is True + assert created[0].stopped is False + + asyncio.run(strat.execute_algorithm_bundle(algo, store, DummyEvt(), drain_runners=drain_runners)) assert len(created) == 1 server = created[0] assert server.wrapped is store assert server.started is True assert server.stopped is True - assert seen_store and isinstance(seen_store[0], RecordingServer) + assert seen_store and isinstance(seen_store[0], RecordingClient) + assert len(created_clients) == 1 + assert created_clients[0].url == "http://127.0.0.1:8123" + assert created_clients[0].closed is True def test_execute_algorithm_unmanaged_uses_provided_store( @@ -216,7 +235,7 @@ async def algo(store: LightningStore, event: ExecutionEvent) -> None: seen["store"] = store event.set() - asyncio.run(strat._execute_algorithm(algo, store, DummyEvt())) # pyright: ignore[reportPrivateUsage] + asyncio.run(strat.execute_algorithm_bundle(algo, store, DummyEvt())) assert seen["store"] is store @@ -246,7 +265,7 @@ async def runner(store: LightningStore, worker_id: int, event: ExecutionEvent) - event.set() dummy_store = DummyLightningStore({}) - asyncio.run(strat._execute_runner(runner, 0, dummy_store, DummyEvt())) # pyright: ignore[reportPrivateUsage] + asyncio.run(strat.execute_runner_bundle(runner, 0, dummy_store, DummyEvt())) client = seen["store"] assert isinstance(client, RecordingClient) @@ -262,7 +281,7 @@ async def runner(store: LightningStore, worker_id: int, event: ExecutionEvent) - # When managed_store=False, a store must be provided via the store parameter provided_store = DummyLightningStore({}) - asyncio.run(strat._execute_runner(runner, 0, provided_store, DummyEvt())) # pyright: ignore[reportPrivateUsage] + asyncio.run(strat.execute_runner_bundle(runner, 0, provided_store, DummyEvt())) def test_execute_runner_unmanaged_uses_provided_store() -> None: @@ -282,7 +301,7 @@ async def runner(store: LightningStore, worker_id: int, event: ExecutionEvent) - seen["store"] = store event.set() - asyncio.run(strat._execute_runner(runner, 1, provided, DummyEvt())) # pyright: ignore[reportPrivateUsage] + asyncio.run(strat.execute_runner_bundle(runner, 1, provided, DummyEvt())) assert seen["store"] is provided assert provided.close_calls == 0 @@ -299,8 +318,30 @@ async def _noop_algorithm(store: LightningStore, event: ExecutionEvent) -> None: assert not event.is_set() +def _noop_process() -> None: + return None + + +async def _algorithm_waits_for_stop(store: LightningStore, event: ExecutionEvent) -> None: + _ = store + while not event.is_set(): + await asyncio.sleep(0.005) + + +async def _algorithm_writes_marker( + store: LightningStore, + event: ExecutionEvent, + *, + marker_path: str, +) -> None: + _ = store + await asyncio.sleep(0.5) + Path(marker_path).write_text("done") + event.set() + + async def _algo_calls_store_enqueue(store: LightningStore, event: ExecutionEvent) -> None: - # Calls a delegated method on the server wrapper; real server is running. + # Calls a method through the store facade exposed to the bundle. await store.enqueue_rollout(input={"x": 1}) await asyncio.sleep(0) assert not event.is_set() @@ -449,7 +490,7 @@ def test_join_until_deadline_includes_alive_process() -> None: def test_join_until_deadline_excludes_finished_process() -> None: strat = ClientServerExecutionStrategy(role="runner", server_port=_free_port()) ctx = get_context() - p: Process = ctx.Process(target=lambda: None, name="done") + p: Process = ctx.Process(target=_noop_process, name="done") p.start() p.join() alive: List[Process] = strat._join_until_deadline([p], timeout=0.05) # pyright: ignore[reportPrivateUsage] @@ -678,9 +719,7 @@ def test_execute_algorithm_success_invokes_store(store: DummyLightningStore) -> terminate_timeout=0.05, ) # Should run and stop the real HTTP server, while delegating to underlying store. - asyncio.run( - strat._execute_algorithm(_algo_calls_store_enqueue, store, DummyEvt()) # pyright: ignore[reportPrivateUsage] - ) + asyncio.run(strat.execute_algorithm_bundle(_algo_calls_store_enqueue, store, DummyEvt())) # The DummyLightningStore should have recorded the delegated call. recorded: List[RecordedCall] = store.calls assert any(name == "enqueue_rollout" for name, _, _ in recorded) @@ -698,7 +737,7 @@ def test_execute_algorithm_sets_stop_on_exception_and_propagates(store: Lightnin ) evt: DummyEvt = DummyEvt() with pytest.raises(RuntimeError, match="algo boom"): - asyncio.run(strat._execute_algorithm(_raise_in_algorithm, store, evt)) # pyright: ignore[reportPrivateUsage] + asyncio.run(strat.execute_algorithm_bundle(_raise_in_algorithm, store, evt)) assert evt.is_set() @@ -714,7 +753,7 @@ def test_execute_algorithm_keyboardinterrupt_sets_stop_and_propagates(store: Lig ) evt: DummyEvt = DummyEvt() with pytest.raises(KeyboardInterrupt): - asyncio.run(strat._execute_algorithm(_kbint_in_algorithm, store, evt)) # pyright: ignore[reportPrivateUsage] + asyncio.run(strat.execute_algorithm_bundle(_kbint_in_algorithm, store, evt)) assert evt.is_set() @@ -736,11 +775,7 @@ async def patched_close(self: LightningStoreClient) -> None: try: LightningStoreClient.close = patched_close # type: ignore[assignment] dummy_store = DummyLightningStore({}) - asyncio.run( - strat._execute_runner( # pyright: ignore[reportPrivateUsage] - _noop_runner, worker_id=0, store=dummy_store, stop_evt=DummyEvt() - ) - ) + asyncio.run(strat.execute_runner_bundle(_noop_runner, worker_id=0, store=dummy_store, stop_evt=DummyEvt())) finally: LightningStoreClient.close = orig_close # type: ignore[assignment] @@ -767,11 +802,7 @@ async def patched_close(self: LightningStoreClient) -> None: LightningStoreClient.close = patched_close # type: ignore[assignment] dummy_store = DummyLightningStore({}) with pytest.raises(RuntimeError, match="runner boom"): - asyncio.run( - strat._execute_runner( # pyright: ignore[reportPrivateUsage] - _raise_in_runner, worker_id=7, store=dummy_store, stop_evt=evt - ) - ) + asyncio.run(strat.execute_runner_bundle(_raise_in_runner, worker_id=7, store=dummy_store, stop_evt=evt)) finally: LightningStoreClient.close = orig_close # type: ignore[assignment] @@ -791,11 +822,7 @@ def test_execute_runner_keyboardinterrupt_sets_stop_and_propagates() -> None: evt: DummyEvt = DummyEvt() dummy_store = DummyLightningStore({}) with pytest.raises(KeyboardInterrupt): - asyncio.run( - strat._execute_runner( # pyright: ignore[reportPrivateUsage] - _kbint_in_runner, worker_id=0, store=dummy_store, stop_evt=evt - ) - ) + asyncio.run(strat.execute_runner_bundle(_kbint_in_runner, worker_id=0, store=dummy_store, stop_evt=evt)) assert evt.is_set() @@ -811,11 +838,7 @@ def test_execute_runner_distinguishes_timeout_error() -> None: evt: DummyEvt = DummyEvt() dummy_store = DummyLightningStore({}) with pytest.raises(TimeoutError, match="runner timeout"): - asyncio.run( - strat._execute_runner( # pyright: ignore[reportPrivateUsage] - _timeout_error_in_runner, worker_id=0, store=dummy_store, stop_evt=evt - ) - ) + asyncio.run(strat.execute_runner_bundle(_timeout_error_in_runner, worker_id=0, store=dummy_store, stop_evt=evt)) assert evt.is_set() @@ -834,9 +857,7 @@ def test_spawn_runners_creates_processes_and_they_exit_on_event() -> None: def runner_sync() -> None: dummy_store = DummyLightningStore({}) asyncio.run( - strat._execute_runner( # pyright: ignore[reportPrivateUsage] - _runner_wait_for_stop, worker_id=0, store=dummy_store, stop_evt=stop_evt - ) + strat.execute_runner_bundle(_runner_wait_for_stop, worker_id=0, store=dummy_store, stop_evt=stop_evt) ) procs: List[Process] = [] @@ -869,9 +890,11 @@ def test_spawn_algorithm_process_creates_and_runs(store: LightningStore) -> None ) ctx = get_context() stop_evt: ExecutionEvent = MpEvent() + runner_drained_evt: ExecutionEvent = MpEvent() + runner_drained_evt.set() p: Process = strat._spawn_algorithm_process( # pyright: ignore[reportPrivateUsage] - _noop_algorithm, store, stop_evt, ctx=ctx + _noop_algorithm, store, stop_evt, runner_drained_evt, ctx=ctx ) try: p.join(timeout=4.0) @@ -941,11 +964,14 @@ def test_execute_role_runner_multi_raises_on_child_failure(store: LightningStore strat.execute(algorithm=_noop_algorithm, runner=_raise_in_runner, store=store) -def test_execute_both_main_algorithm_cooperative_shutdown(store: LightningStore) -> None: +def test_execute_both_main_algorithm_cooperative_shutdown( + store: LightningStore, monkeypatch: pytest.MonkeyPatch +) -> None: """ Spawn runners, run algorithm in the main process. Algorithm sets stop_evt after a short delay to unwind the runners. """ + monkeypatch.setenv("LITELLM_LOCAL_MODEL_COST_MAP", "True") port: int = _free_port() async def algo(store: LightningStore, event: ExecutionEvent) -> None: @@ -957,8 +983,8 @@ async def algo(store: LightningStore, event: ExecutionEvent) -> None: n_runners=2, server_host="127.0.0.1", server_port=port, - graceful_timeout=0.05, - terminate_timeout=0.05, + graceful_timeout=10.0, + terminate_timeout=1.0, ) strat.execute(algorithm=algo, runner=_runner_wait_for_stop, store=store) @@ -976,12 +1002,6 @@ async def runner(store: LightningStore, worker_id: int, event: ExecutionEvent) - await asyncio.sleep(0.05) event.set() - async def algo(store: LightningStore, event: ExecutionEvent) -> None: - _ = store - t0: float = time.monotonic() - while not event.is_set() and time.monotonic() - t0 < 1.0: - await asyncio.sleep(0.005) - strat = ClientServerExecutionStrategy( role="both", main_process="runner", @@ -992,7 +1012,7 @@ async def algo(store: LightningStore, event: ExecutionEvent) -> None: graceful_timeout=5.0, terminate_timeout=5.0, ) - strat.execute(algorithm=algo, runner=runner, store=store) + strat.execute(algorithm=_algorithm_waits_for_stop, runner=runner, store=store) def test_execute_algorithm_exception_bubbles_and_shuts_down(store: LightningStore) -> None: @@ -1110,13 +1130,6 @@ async def runner(store: LightningStore, worker_id: int, event: ExecutionEvent) - # Runner completes quickly await asyncio.sleep(0.01) - async def algo(store: LightningStore, event: ExecutionEvent) -> None: - _ = store - # Algorithm takes longer and should complete fully - await asyncio.sleep(0.5) - marker_file.write_text("done") - event.set() - strat = ClientServerExecutionStrategy( role="both", main_process="runner", @@ -1126,7 +1139,8 @@ async def algo(store: LightningStore, event: ExecutionEvent) -> None: graceful_timeout=0.05, terminate_timeout=0.05, ) - strat.execute(algorithm=algo, runner=runner, store=store) + algorithm = functools.partial(_algorithm_writes_marker, marker_path=str(marker_file)) + strat.execute(algorithm=algorithm, runner=runner, store=store) # Verify the algorithm completed by checking the marker file exists assert marker_file.exists() @@ -1136,10 +1150,10 @@ async def algo(store: LightningStore, event: ExecutionEvent) -> None: marker_file.unlink() -def test_execute_both_main_algo_runner_ignores_stop(store: LightningStore) -> None: +def test_execute_both_main_algo_abort_terminates_runner_that_ignores_stop(store: LightningStore) -> None: """ - When main_process='algorithm' and runners ignore stop, the algorithm - setting stop_evt should trigger shutdown that forcefully terminates runners. + An algorithm failure uses the abort path and forcefully terminates runners + that cannot stop cooperatively. """ port: int = _free_port() strat = ClientServerExecutionStrategy( @@ -1153,20 +1167,35 @@ def test_execute_both_main_algo_runner_ignores_stop(store: LightningStore) -> No ) async def algo(store: LightningStore, event: ExecutionEvent) -> None: - _ = store + _ = (store, event) await asyncio.sleep(0.1) + raise RuntimeError("algorithm abort") - # Should complete without hanging despite runners ignoring signals - with pytest.raises(RuntimeError, match="Subprocesses failed"): + with pytest.raises(RuntimeError, match="algorithm abort"): strat.execute(algorithm=algo, runner=_runner_ignores_stop_forever, store=store) +def test_execute_both_main_algorithm_times_out_stuck_runner_drain(store: LightningStore) -> None: + strat = ClientServerExecutionStrategy( + role="both", + main_process="algorithm", + n_runners=1, + server_host="127.0.0.1", + server_port=_free_port(), + graceful_timeout=0.1, + terminate_timeout=0.1, + ) + + with pytest.raises(TimeoutError, match="Runner drain exceeded"): + strat.execute(algorithm=_noop_algorithm, runner=_runner_ignores_stop_forever, store=store) + + @pytest.mark.parametrize("main_process", ["algorithm", "runner"]) def test_subprocess_spawned_in_algorithm_visible_to_all(main_process: str) -> None: """ Test that when the algorithm spawns a subprocess that writes to the store, those writes are visible to: - - The algorithm itself (via LightningStoreServer auto-delegation) + - The algorithm itself (via LightningStoreClient facade) - The runner processes (via HTTP client) - The main pytest process (only when main_process='algorithm') @@ -1261,7 +1290,7 @@ def test_spawn_runners_handles_keyboard_interrupt_gracefully(store: LightningSto try: for p in processes: - p.join(timeout=2.0) + p.join(timeout=10.0) for p in processes: assert not p.is_alive() @@ -1291,7 +1320,7 @@ def test_spawn_runners_treats_cancelled_error_as_crash(store: LightningStore) -> try: for p in processes: - p.join(timeout=2.0) + p.join(timeout=10.0) for p in processes: assert not p.is_alive() diff --git a/tests/execution/test_shared_memory.py b/tests/execution/test_shared_memory.py index 638ae4c12..4bed0d5ee 100644 --- a/tests/execution/test_shared_memory.py +++ b/tests/execution/test_shared_memory.py @@ -282,6 +282,31 @@ async def algo(store: LightningStore, event: ExecutionEvent) -> None: assert finished_a == ["algo"] +def test_execute_main_algorithm_waits_for_claimed_runner_work(store: DummyLightningStore) -> None: + finished: List[str] = [] + strat = SharedMemoryExecutionStrategy( + n_runners=1, + main_thread="algorithm", + graceful_delay=0.01, + join_timeout=0.02, + ) + + async def algorithm(store: LightningStore, event: ExecutionEvent) -> None: + _ = (store, event) + await asyncio.sleep(0.01) + + async def runner(store: LightningStore, worker_id: int, event: ExecutionEvent) -> None: + _ = (store, worker_id) + while not event.is_set(): + await asyncio.sleep(0.001) + await asyncio.sleep(0.05) + finished.append("runner") + + strat.execute(algorithm, runner, store) + + assert finished == ["runner"] + + def test_execute_main_runner_waits_for_algorithm_natural_finish(store: DummyLightningStore): # Policy: when main_thread='runner' and runner finishes, do NOT set stop; wait for algo to finish. started_r: List[int] = [] diff --git a/tests/instrumentation/test_agentops.py b/tests/instrumentation/test_agentops.py index 355a9e2f6..d02cf3189 100644 --- a/tests/instrumentation/test_agentops.py +++ b/tests/instrumentation/test_agentops.py @@ -2,16 +2,20 @@ # FIXME: This file will have side-effects on other tests if the tests failed and agentops service is not disabled. +import json +from importlib import import_module +from types import SimpleNamespace +from typing import Any, Callable, cast from unittest.mock import MagicMock, patch import pytest from opentelemetry.sdk.metrics.export import MetricExportResult from opentelemetry.sdk.trace.export import SpanExportResult +import agentlightning.instrumentation.agentops as agentops_instrumentation from agentlightning.instrumentation.agentops import ( BypassableAuthenticatedOTLPExporter, BypassableOTLPMetricExporter, - BypassableOTLPSpanExporter, enable_agentops_service, ) @@ -53,21 +57,78 @@ def test_switchable_otlp_metric_exporter(): @pytest.mark.agentops -def test_switchable_otlp_span_exporter(): +def test_openai_streaming_wrappers_skip_removed_beta_api(monkeypatch: pytest.MonkeyPatch) -> None: + wrapped: list[tuple[str, str]] = [] + + def module_available(module_name: str) -> bool: + return module_name != "openai.resources.beta.chat.completions" + + def record_wrapper(module_name: str, target: str, wrapper: object) -> None: + del wrapper + wrapped.append((module_name, target)) + + monkeypatch.setattr( + agentops_instrumentation, + "_module_available", + module_available, + ) + monkeypatch.setattr( + agentops_instrumentation, + "wrap_function_wrapper", + record_wrapper, + ) + + wrap_streaming = cast( + Callable[[object], None], + getattr(agentops_instrumentation, "_wrap_agentops_openai_streaming"), + ) + wrap_streaming(SimpleNamespace(_tracer=MagicMock())) + + assert wrapped == [ + ("openai.resources.chat.completions", "Completions.create"), + ("openai.resources.chat.completions", "AsyncCompletions.create"), + ("openai.resources.responses", "Responses.create"), + ("openai.resources.responses", "AsyncResponses.create"), + ] - switchable_otlp_span_exporter = BypassableOTLPSpanExporter() - with patch.object( - # BypassableOTLPSpanExporter is a subclass of LightningStoreOTLPExporter, which is a subclass of OTLPSpanExporter - switchable_otlp_span_exporter.__class__.__bases__[-1].__bases__[0], - "export", - return_value=SpanExportResult.SUCCESS, - ) as mock_export: - enable_agentops_service() - result = switchable_otlp_span_exporter.export([]) - assert result == SpanExportResult.SUCCESS - mock_export.assert_called_once() - enable_agentops_service(False) - result = switchable_otlp_span_exporter.export([]) - assert result == SpanExportResult.SUCCESS - assert mock_export.call_count == 1 +@pytest.mark.agentops +def test_agentops_chat_patch_extracts_supported_token_fields(monkeypatch: pytest.MonkeyPatch) -> None: + chat_module = cast(Any, import_module("agentops.instrumentation.providers.openai.wrappers.chat")) + stream_module = cast(Any, import_module("agentops.instrumentation.providers.openai.stream_wrapper")) + + def base_attributes(**kwargs: object) -> dict[str, Any]: + del kwargs + return {} + + monkeypatch.setattr(chat_module, "handle_chat_attributes", base_attributes) + monkeypatch.setattr(stream_module, "handle_chat_attributes", base_attributes) + monkeypatch.setattr(agentops_instrumentation, "_original_handle_chat_attributes", None) + + patch_chat = cast(Callable[[], bool], getattr(agentops_instrumentation, "_patch_agentops_chat_attributes")) + unpatch_chat = cast(Callable[[], None], getattr(agentops_instrumentation, "_unpatch_agentops_chat_attributes")) + assert patch_chat() is True + try: + patched_attributes = cast(Callable[..., dict[str, Any]], chat_module.handle_chat_attributes) + response = SimpleNamespace( + prompt_token_ids=[1, 2], + response_token_ids=[[3, 4]], + choices=[ + SimpleNamespace( + token_ids=None, + provider_specific_fields={"token_ids": [5, 6]}, + logprobs=SimpleNamespace( + content=[SimpleNamespace(model_dump=lambda: {"token": "ok"})], + refusal=None, + ), + ) + ], + ) + + attributes = patched_attributes(return_value=response) + + assert attributes["prompt_token_ids"] == [1, 2] + assert attributes["response_token_ids"] == [3, 4] + assert json.loads(attributes["logprobs.content"]) == [{"token": "ok"}] + finally: + unpatch_chat() diff --git a/tests/litagent/test_decorator.py b/tests/litagent/test_decorator.py index d28d43467..42f484587 100644 --- a/tests/litagent/test_decorator.py +++ b/tests/litagent/test_decorator.py @@ -5,6 +5,7 @@ """Test that @llm_rollout and @rollout decorators preserve function executability.""" import inspect +import pickle from typing import Any, cast import pytest @@ -107,6 +108,13 @@ def test_rollout_returns_litagent_instance(): assert hasattr(sample_rollout_func, "training_rollout") +def test_rollout_agent_pickles_by_module_reference(): + """Module-level decorated rollout agents can be restored under multiprocessing spawn.""" + restored = pickle.loads(pickle.dumps(sample_rollout_func)) + + assert restored is sample_rollout_func + + def test_rollout_preserves_signature(): """Test that @rollout preserves function signature.""" sig = inspect.signature(sample_rollout_func) # type: ignore diff --git a/tests/litagent/test_litagent.py b/tests/litagent/test_litagent.py new file mode 100644 index 000000000..7e787b9d3 --- /dev/null +++ b/tests/litagent/test_litagent.py @@ -0,0 +1,56 @@ +# Copyright (c) Microsoft. All rights reserved. + +"""Tests for LitAgent interface boundaries.""" + +from typing import Any, Callable, Dict, cast + +import pytest + +import agentlightning.litagent.litagent as litagent_module +from agentlightning.litagent import LitAgent +from agentlightning.types import NamedResources, Rollout + + +class _BoundaryAgent(LitAgent[Dict[str, Any]]): + """Minimal LitAgent implementation for interface checks.""" + + def rollout(self, task: Dict[str, Any], resources: NamedResources, rollout: Rollout) -> float: + return 1.0 + + +def test_litagent_no_reverse_references_to_runner_trainer_or_tracer() -> None: + """Validate LitAgent no longer stores runner/trainer/tracer reverse references.""" + agent = _BoundaryAgent() + + assert not hasattr(agent, "set_trainer") + assert not hasattr(agent, "get_trainer") + assert not hasattr(agent, "trainer") + assert not hasattr(agent, "set_runner") + assert not hasattr(agent, "get_runner") + assert not hasattr(agent, "runner") + assert not hasattr(agent, "get_tracer") + assert not hasattr(agent, "tracer") + + +def test_litagent_does_not_store_trained_agents_marker() -> None: + """Validate the deprecated `trained_agents` argument is removed.""" + agent = _BoundaryAgent() + + assert not hasattr(agent, "trained_agents") + + legacy_constructor = cast(Callable[..., _BoundaryAgent], _BoundaryAgent) + with pytest.raises(TypeError, match="__init__"): + legacy_constructor(trained_agents="legacy") + + +def test_litagent_no_legacy_rollout_lifecycle_methods() -> None: + """Validate deprecated rollout lifecycle hooks are removed from LitAgent.""" + agent = _BoundaryAgent() + + assert not hasattr(agent, "on_rollout_start") + assert not hasattr(agent, "on_rollout_end") + + +def test_litagent_no_legacy_rollout_signature_detection() -> None: + """Legacy rollout signatures are no longer accepted by the runtime.""" + assert not hasattr(litagent_module, "is_v0_1_rollout_api") diff --git a/tests/llm_proxy/test_llm_proxy_cpu.py b/tests/llm_proxy/test_llm_proxy_cpu.py index 3d5737710..d1966a9a2 100644 --- a/tests/llm_proxy/test_llm_proxy_cpu.py +++ b/tests/llm_proxy/test_llm_proxy_cpu.py @@ -17,7 +17,7 @@ from opentelemetry.sdk.trace import ReadableSpan from opentelemetry.sdk.trace.export import SimpleSpanProcessor -from agentlightning.llm_proxy import LightningSpanExporter, LLMProxy +from agentlightning.llm_proxy import LightningSpanExporter, LLMProxy, _rollout_headers_from_headers from agentlightning.store import LightningStoreServer from agentlightning.store.memory import InMemoryLightningStore from agentlightning.store.threading import LightningStoreThreaded @@ -30,6 +30,21 @@ pytestmark = pytest.mark.llmproxy +def test_rollout_headers_from_asgi_byte_headers(): + headers = [ + (b"host", b"localhost"), + (b"x-rollout-id", b"r-bytes"), + (b"x-attempt-id", b"a-bytes"), + (b"x-sequence-id", b"11"), + ] + + assert _rollout_headers_from_headers(headers) == { + "x-rollout-id": "r-bytes", + "x-attempt-id": "a-bytes", + "x-sequence-id": "11", + } + + class _FakeSpanContext: def __init__(self, span_id: int): self.span_id = span_id @@ -65,6 +80,13 @@ async def add_otel_span( return cast(Span, None) +class _FailingStore(_FakeStore): + async def add_otel_span( # type: ignore[override] + self, rollout_id: str, attempt_id: str, readable_span: ReadableSpan, sequence_id: int | None = None + ) -> Span: + raise RuntimeError("exporter-failure") + + @pytest.mark.asyncio async def test_exporter_tree_and_flush_headers_parsing(): store = _FakeStore() @@ -93,6 +115,83 @@ async def test_exporter_tree_and_flush_headers_parsing(): exporter.shutdown() +def test_exporter_export_handles_store_failures(): + exporter = LightningSpanExporter(_FailingStore()) + root = _FakeReadableSpan( + 1, None, {"metadata.requester_custom_headers": "{'x-rollout-id':'r1','x-attempt-id':'a1','x-sequence-id':'7'}"} + ) + + result = exporter.export(cast(List[ReadableSpan], [root])) + assert result.name == "FAILURE" + + exporter.shutdown() + + +@pytest.mark.asyncio +async def test_exporter_uses_stable_rollout_attributes_when_headers_are_empty(): + store = _FakeStore() + exporter = LightningSpanExporter(store) + + root = _FakeReadableSpan( + 1, + None, + { + "metadata.requester_custom_headers": "", + "agentlightning.rollout_id": "r-stable", + "agentlightning.attempt_id": "a-stable", + "agentlightning.sequence_id": "9", + }, + ) + + res = exporter.export(cast(List[ReadableSpan], [root])) + assert res.name == "SUCCESS" + await asyncio.sleep(0.1) + + assert len(store.added) == 1 + rid, aid, sid, _ = store.added[0] + assert rid == "r-stable" + assert aid == "a-stable" + assert sid == 9 + + exporter.shutdown() + + +@pytest.mark.asyncio +async def test_exporter_backfills_stable_attributes_from_root_to_children(): + store = _FakeStore() + exporter = LightningSpanExporter(store) + + root = _FakeReadableSpan( + 1, + None, + { + "metadata.requester_custom_headers": "", + "agentlightning.rollout_id": "r-root", + "agentlightning.attempt_id": "a-root", + "agentlightning.sequence_id": "13", + }, + ) + child = _FakeReadableSpan(2, 1, {"metadata.requester_custom_headers": ""}) + + res = exporter.export(cast(List[ReadableSpan], [child, root])) + assert res.name == "SUCCESS" + await asyncio.sleep(0.1) + + assert len(store.added) == 2 + child_span = next(span for _, _, _, span in store.added if span.get_span_context().span_id == 2) + assert child_span.attributes["agentlightning.rollout_id"] == "r-root" + assert child_span.attributes["agentlightning.attempt_id"] == "a-root" + assert child_span.attributes["agentlightning.sequence_id"] == "13" + + exporter.shutdown() + + +def test_exporter_shutdown_is_idempotent(): + exporter = LightningSpanExporter(_FakeStore()) + exporter.shutdown() + exporter.shutdown() + + def test_exporter_helpers(): store = _FakeStore() exporter = LightningSpanExporter(store) diff --git a/tests/runner/test_agent_integration.py b/tests/runner/test_agent_integration.py index 047195e8c..3d7d1cf14 100644 --- a/tests/runner/test_agent_integration.py +++ b/tests/runner/test_agent_integration.py @@ -10,7 +10,7 @@ from agentlightning.litagent import LitAgent from agentlightning.llm_proxy import LLMProxy -from agentlightning.reward import emit_reward +from agentlightning.emitter.reward import emit_reward from agentlightning.runner import LitAgentRunner from agentlightning.store.client_server import LightningStoreClient, LightningStoreServer from agentlightning.store.memory import InMemoryLightningStore diff --git a/tests/runner/test_agent_runner.py b/tests/runner/test_agent_runner.py index 3f4ae10cb..a754ec27a 100644 --- a/tests/runner/test_agent_runner.py +++ b/tests/runner/test_agent_runner.py @@ -3,7 +3,9 @@ import asyncio import logging import random +import threading import time +from concurrent.futures import ProcessPoolExecutor from contextlib import asynccontextmanager from typing import Any, AsyncGenerator, Dict, List, Literal, Optional, Sequence, Tuple, cast @@ -14,16 +16,27 @@ from opentelemetry.trace import SpanContext, TraceFlags, TraceState from opentelemetry.trace.status import Status, StatusCode +from agentlightning.emitter.reward import emit_reward, find_final_reward from agentlightning.execution.events import ExecutionEvent, ThreadingEvent from agentlightning.litagent import LitAgent -from agentlightning.reward import emit_reward, find_final_reward from agentlightning.runner import LitAgentRunner from agentlightning.runner.base import Runner from agentlightning.semconv import AGL_ANNOTATION from agentlightning.store.base import UNSET, LightningStore, Unset from agentlightning.store.memory import InMemoryLightningStore from agentlightning.tracer.base import Tracer -from agentlightning.types import LLM, Hook, NamedResources, PromptTemplate, Rollout, Span, SpanCoreFields, Worker +from agentlightning.types import ( + LLM, + AgentSpanPayload, + Hook, + NamedResources, + PromptTemplate, + Rollout, + RolloutResult, + Span, + SpanWriteResult, + Worker, +) @pytest.fixture(scope="module", autouse=True) @@ -71,12 +84,31 @@ def create_agent_span( ) +def create_agent_span_payload( + name: str, + attributes: Optional[Dict[str, Any]] = None, + *, + status_code: str = "OK", + start_time: Optional[float] = None, + end_time: Optional[float] = None, +) -> AgentSpanPayload: + """Create an AgentSpanPayload payload for tests.""" + return AgentSpanPayload( + name=name, + status={"status_code": status_code}, + attributes=attributes or {}, + start_time=start_time, + end_time=end_time, + ) + + class DummyTracer(Tracer): - def __init__(self) -> None: + def __init__(self, *, persist_spans: bool = False) -> None: super().__init__() self._last_trace: List[Span] = [] self._contexts: List[Dict[str, Any]] = [] self._sequence_id = 0 + self._persist_spans = persist_spans def init(self, *args: Any, **kwargs: Any) -> None: self._last_trace.clear() @@ -108,6 +140,11 @@ async def trace_context( try: yield self._last_trace finally: + if self._persist_spans: + target_store = store if store is not None else self._store + if target_store is not None: + for span in self._last_trace: + await target_store.add_span(span) self._contexts.pop() if previous is None: self._contexts = [] @@ -143,6 +180,22 @@ async def update_worker( return await super().update_worker(worker_id, heartbeat_stats=heartbeat_stats) +class ThreadRecordingStore(RecordingStore): + """Recording store that tracks which thread performs heartbeat writes.""" + + def __init__(self) -> None: + super().__init__() + self.update_thread_ids: List[int] = [] + + async def update_worker( + self, + worker_id: str, + heartbeat_stats: Dict[str, Any] | Unset = UNSET, + ) -> Worker: + self.update_thread_ids.append(threading.get_ident()) + return await super().update_worker(worker_id, heartbeat_stats=heartbeat_stats) + + class HeartbeatAgent(LitAgent[Dict[str, Any]]): """Minimal agent used for heartbeat-only runner tests.""" @@ -178,12 +231,18 @@ async def setup_runner( max_rollouts: Optional[int] = None, poll_interval: float = 0.01, hooks: Sequence[Hook] = (), + rollout_execution_policy: Literal["inline", "thread", "process"] = "thread", ) -> tuple[LitAgentRunner[Any], InMemoryLightningStore, DummyTracer]: tracer = tracer or DummyTracer() store = InMemoryLightningStore() await store.update_resources("default", {"llm": LLM(endpoint="http://localhost", model="dummy")}) - runner = LitAgentRunner[Any](tracer=tracer, max_rollouts=max_rollouts, poll_interval=poll_interval) + runner = LitAgentRunner[Any]( + tracer=tracer, + max_rollouts=max_rollouts, + poll_interval=poll_interval, + rollout_execution_policy=rollout_execution_policy, + ) runner.init(agent=agent, hooks=hooks) runner.init_worker(worker_id=0, store=store) return runner, store, tracer @@ -234,15 +293,28 @@ async def on_rollout_end( self.received_spans = spans +class ProcessPolicyAgent(LitAgent[Dict[str, Any]]): + def validation_rollout(self, task: Dict[str, Any], resources: Dict[str, Any], rollout: Any) -> float: + _ = (task, resources, rollout) + return 0.5 + + +def _process_pool_available() -> bool: + try: + pool = ProcessPoolExecutor(max_workers=1) + except (NotImplementedError, OSError): + return False + pool.shutdown(wait=True, cancel_futures=True) + return True + + @pytest.mark.asyncio async def test_step_records_spans_for_none_result() -> None: - tracer = DummyTracer() + tracer = DummyTracer(persist_spans=True) class AsyncSpanAgent(LitAgent[Dict[str, Any]]): async def validation_rollout_async(self, task: Dict[str, Any], resources: Dict[str, Any], rollout: Any) -> None: - span = tracer.record_span("work", {"task_id": task["task_id"]}) - store = cast(LitAgentRunner[Dict[str, Any]], self.runner).get_store() - await store.add_otel_span(rollout.rollout_id, rollout.attempt.attempt_id, span) # type: ignore[attr-defined] + tracer.record_span("work", {"task_id": task["task_id"]}) return None agent = AsyncSpanAgent() @@ -252,8 +324,12 @@ async def validation_rollout_async(self, task: Dict[str, Any], resources: Dict[s finally: teardown_runner(runner) - rollout_id, attempt_id = await assert_single_attempt_succeeded(store) - spans = await store.query_spans(rollout_id, attempt_id) + rollouts = await store.query_rollouts() + assert len(rollouts) == 1 + attempts = await store.query_attempts(rollouts[0].rollout_id) + assert attempts[-1].status == "succeeded" + + spans = await store.query_spans(rollouts[0].rollout_id, attempts[-1].attempt_id) assert [span.name for span in spans] == ["work"] assert find_final_reward(spans) is None @@ -271,31 +347,78 @@ def validation_rollout(self, task: Dict[str, Any], resources: Dict[str, Any], ro finally: teardown_runner(runner) - rollout_id, attempt_id = await assert_single_attempt_succeeded(store) - spans = await store.query_spans(rollout_id, attempt_id) + rollouts = await store.query_rollouts() + assert len(rollouts) == 1 + attempts = await store.query_attempts(rollouts[0].rollout_id) + assert attempts[-1].status == "succeeded" + + spans = await store.query_spans(rollouts[0].rollout_id, attempts[-1].attempt_id) rewards = [span.attributes.get("agentlightning.reward.0.value") for span in spans if span.name == AGL_ANNOTATION] assert rewards == [0.75] @pytest.mark.asyncio -async def test_step_emits_reward_for_bool_result(caplog: pytest.LogCaptureFixture) -> None: +async def test_post_process_float_result_includes_persisted_reward() -> None: + runner, store, _ = await setup_runner(HeartbeatAgent()) + attempted = await store.start_rollout(input={"prompt": "hello"}, mode="val") + try: + result_spans = await runner._post_process_rollout_result( # pyright: ignore[reportPrivateUsage] + attempted, + 0.75, + ) + finally: + teardown_runner(runner) + + assert find_final_reward(result_spans) == 0.75 + assert len(result_spans) == 1 + + +@pytest.mark.asyncio +async def test_step_rejects_bool_result() -> None: class BoolRewardAgent(LitAgent[Dict[str, Any]]): def validation_rollout(self, task: Dict[str, Any], resources: Dict[str, Any], rollout: Any) -> bool: return True agent = BoolRewardAgent() runner, store, _ = await setup_runner(agent) - caplog.set_level(logging.WARNING) try: - await runner.step({"prompt": "hello"}) + with pytest.raises(TypeError, match="Invalid raw result type"): + await runner.step({"prompt": "hello"}) finally: teardown_runner(runner) - assert "Reward is not a number" in caplog.text - rollout_id, attempt_id = await assert_single_attempt_succeeded(store) + rollouts = await store.query_rollouts() + assert len(rollouts) == 1 + attempts = await store.query_attempts(rollouts[0].rollout_id) + assert attempts[-1].status == "failed" + + rollout_id, attempt_id = rollouts[0].rollout_id, attempts[-1].attempt_id spans = await store.query_spans(rollout_id, attempt_id) - rewards = [span.attributes.get("agentlightning.reward.0.value") for span in spans if span.name == AGL_ANNOTATION] - assert rewards == [1.0] + assert len(spans) == 0 + + +@pytest.mark.asyncio +async def test_step_rejects_int_result() -> None: + class IntRewardAgent(LitAgent[Dict[str, Any]]): + def validation_rollout(self, task: Dict[str, Any], resources: Dict[str, Any], rollout: Any) -> int: + return 1 + + agent = IntRewardAgent() + runner, store, _ = await setup_runner(agent) + try: + with pytest.raises(TypeError, match="Invalid raw result type"): + await runner.step({"prompt": "hello"}) + finally: + teardown_runner(runner) + + rollouts = await store.query_rollouts() + assert len(rollouts) == 1 + attempts = await store.query_attempts(rollouts[0].rollout_id) + assert attempts[-1].status == "failed" + + rollout_id, attempt_id = rollouts[0].rollout_id, attempts[-1].attempt_id + spans = await store.query_spans(rollout_id, attempt_id) + assert len(spans) == 0 @pytest.mark.asyncio @@ -321,61 +444,34 @@ def validation_rollout( # type: ignore[reportIncompatibleMethodOverride] @pytest.mark.asyncio -async def test_readable_spans_return_skip_store_when_tracer_is_otel( - monkeypatch: pytest.MonkeyPatch, caplog: pytest.LogCaptureFixture -) -> None: - class DummyTracerWithOtel(DummyTracer): - pass - - class RecordingStore(InMemoryLightningStore): - def __init__(self) -> None: - super().__init__() - self.add_otel_span_calls = 0 - - async def add_otel_span( - self, rollout_id: str, attempt_id: str, readable_span: ReadableSpan, sequence_id: int | None = None - ) -> Span | None: - self.add_otel_span_calls += 1 - return await super().add_otel_span(rollout_id, attempt_id, readable_span, sequence_id) - - monkeypatch.setattr("agentlightning.runner.agent.OtelTracer", DummyTracerWithOtel) - - store = RecordingStore() - await store.update_resources("default", {"llm": LLM(endpoint="http://localhost", model="dummy")}) - - tracer = DummyTracerWithOtel() - runner = LitAgentRunner[Any](tracer=tracer) +async def test_post_process_rejects_readable_spans() -> None: agent = HeartbeatAgent() - runner.init(agent) - runner.init_worker(worker_id=0, store=store) + runner, store, _ = await setup_runner(agent) + attempted_rollout = await store.start_rollout(input={"task": "payload"}, mode="val") + spans = cast(RolloutResult, [create_readable_span("rejected-span")]) - attempted_rollout = await store.start_rollout(input={"task": "otel"}, mode="val") - spans = [create_readable_span("otel-span")] + with pytest.raises(ValueError, match="list of AgentSpanPayload"): + await runner._post_process_rollout_result(attempted_rollout, spans) # pyright: ignore[reportPrivateUsage] - result_spans = await runner._post_process_rollout_result( # pyright: ignore[reportPrivateUsage] - attempted_rollout, spans + next_sequence_id = await store.get_next_span_sequence_id( + attempted_rollout.rollout_id, attempted_rollout.attempt.attempt_id ) - - assert all(isinstance(span, Span) for span in result_spans) - # Warned, but still logged - assert [span.name for span in result_spans] == ["otel-span"] - assert store.add_otel_span_calls == 1 - assert "Tracer is already an OpenTelemetry tracer" in caplog.text + assert next_sequence_id == 1 teardown_runner(runner) @pytest.mark.asyncio -async def test_post_process_readable_spans_adds_each_span() -> None: +async def test_post_process_agent_span_payloads() -> None: agent = HeartbeatAgent() runner, store, _ = await setup_runner(agent) attempted_rollout = await store.start_rollout(input={"task": "post-process"}, mode="val") - spans = [create_readable_span("case-2-span-a"), create_readable_span("case-2-span-b")] + payloads = [create_agent_span_payload("case-2-span-a"), create_agent_span_payload("case-2-span-b")] try: result_spans = await runner._post_process_rollout_result( # pyright: ignore[reportPrivateUsage] - attempted_rollout, spans + attempted_rollout, payloads ) finally: teardown_runner(runner) @@ -386,23 +482,40 @@ async def test_post_process_readable_spans_adds_each_span() -> None: @pytest.mark.asyncio -async def test_post_process_span_core_fields_create_spans() -> None: +async def test_post_process_agent_span_payloads_rewrite_ownership() -> None: agent = HeartbeatAgent() runner, store, _ = await setup_runner(agent) attempted_rollout = await store.start_rollout(input={"task": "reward-list"}, mode="val") - span_core_fields = [emit_reward(0.5, propagate=False), emit_reward(-0.2, propagate=False)] + core_fields = [emit_reward(0.5, propagate=False), emit_reward(-0.2, propagate=False)] + span_payloads = [ + AgentSpanPayload( + name=payload.name, + status=payload.status.model_dump(), + attributes=payload.attributes, + start_time=payload.start_time, + end_time=payload.end_time, + ) + for payload in core_fields + ] try: result_spans = await runner._post_process_rollout_result( # pyright: ignore[reportPrivateUsage] - attempted_rollout, span_core_fields + attempted_rollout, span_payloads ) finally: teardown_runner(runner) assert all(span.name == AGL_ANNOTATION for span in result_spans) stored_spans = await store.query_spans(attempted_rollout.rollout_id, attempted_rollout.attempt.attempt_id) - assert [span.attributes.get("agentlightning.reward.0.value") for span in stored_spans] == [0.5, -0.2] + reward_values = [ + span.attributes.get("agentlightning.reward.0.value") for span in stored_spans if span.name == AGL_ANNOTATION + ] + assert reward_values == [0.5, -0.2] + + assert result_spans[0].rollout_id == attempted_rollout.rollout_id + assert result_spans[1].attempt_id == attempted_rollout.attempt.attempt_id + assert [span.sequence_id for span in result_spans] == [1, 2] @pytest.mark.asyncio @@ -433,32 +546,63 @@ def validation_rollout(self, task: str, resources: Dict[str, Any], rollout: Any) @pytest.mark.asyncio -async def test_step_accepts_readable_span_list() -> None: +async def test_step_rejects_readable_span_list() -> None: class ReadableSpanAgent(LitAgent[Dict[str, Any]]): - def validation_rollout( - self, task: Dict[str, Any], resources: Dict[str, Any], rollout: Any - ) -> List[ReadableSpan]: - return [create_readable_span(f"trace-{i}", {"idx": i}) for i in range(2)] + def validation_rollout(self, task: Dict[str, Any], resources: Dict[str, Any], rollout: Any) -> RolloutResult: + return cast(RolloutResult, [create_readable_span(f"trace-{i}", {"idx": i}) for i in range(2)]) agent = ReadableSpanAgent() runner, store, _ = await setup_runner(agent) try: - await runner.step({"payload": True}) + with pytest.raises(ValueError, match="list of AgentSpanPayload"): + await runner.step({"payload": True}) finally: teardown_runner(runner) + rollouts = await store.query_rollouts() + assert len(rollouts) == 1 + attempts = await store.query_attempts(rollouts[0].rollout_id) + assert attempts[-1].status == "failed" - rollout_id, attempt_id = await assert_single_attempt_succeeded(store) - spans = await store.query_spans(rollout_id, attempt_id) - assert [span.name for span in spans] == ["trace-0", "trace-1"] + +@pytest.mark.asyncio +async def test_step_fails_when_rollout_spans_are_not_persisted(monkeypatch: pytest.MonkeyPatch) -> None: + class SpanAgent(LitAgent[Dict[str, Any]]): + def validation_rollout(self, task: Dict[str, Any], resources: Dict[str, Any], rollout: Any) -> RolloutResult: + return [ + AgentSpanPayload( + name="result", + status={"status_code": "OK"}, + attributes={"task": task["task"]}, + ) + ] + + runner, store, _ = await setup_runner(SpanAgent()) + + async def fail_batch(spans: Sequence[Span]) -> SpanWriteResult: + return SpanWriteResult(failed=len(spans)) + + monkeypatch.setattr(store, "add_many_spans", fail_batch) + + try: + with pytest.raises(RuntimeError, match="Failed to persist 1 of 1 rollout span"): + await runner.step({"task": "payload"}, mode="val") + finally: + teardown_runner(runner) + + rollouts = await store.query_rollouts() + attempts = await store.query_attempts(rollouts[0].rollout_id) + assert attempts[-1].status == "failed" @pytest.mark.asyncio -async def test_step_accepts_agent_span_list() -> None: +async def test_step_accepts_agent_span_payload_list() -> None: class AgentSpanAgent(LitAgent[Dict[str, Any]]): - def validation_rollout(self, task: Dict[str, Any], resources: Dict[str, Any], rollout: Any) -> List[Span]: + def validation_rollout( + self, task: Dict[str, Any], resources: Dict[str, Any], rollout: Any + ) -> List[AgentSpanPayload]: return [ - create_agent_span(rollout.rollout_id, rollout.attempt.attempt_id, 1, "custom-1", {"order": 1}), - create_agent_span(rollout.rollout_id, rollout.attempt.attempt_id, 2, "custom-2", {"order": 2}), + create_agent_span_payload("custom-1", {"order": 1}), + create_agent_span_payload("custom-2", {"order": 2}), ] agent = AgentSpanAgent() @@ -619,6 +763,54 @@ def training_rollout(self, task: Dict[str, Any], resources: Dict[str, Any], roll assert agent.training_calls == 1 +@pytest.mark.asyncio +async def test_default_sync_rollout_policy_keeps_event_loop_responsive() -> None: + class BlockingAgent(LitAgent[Dict[str, Any]]): + def validation_rollout(self, task: Dict[str, Any], resources: Dict[str, Any], rollout: Any) -> float: + _ = (task, resources, rollout) + time.sleep(0.1) + return 0.25 + + agent = BlockingAgent() + runner, _, _ = await setup_runner(agent) + ticks = 0 + done = False + + async def ticker() -> None: + nonlocal ticks + while not done: + await asyncio.sleep(0.01) + ticks += 1 + + tick_task = asyncio.create_task(ticker()) + try: + await runner.step({"task": "blocking"}, resources={}) + finally: + done = True + await tick_task + teardown_runner(runner) + + assert ticks > 0 + + +@pytest.mark.asyncio +async def test_sync_rollout_process_policy_completes_rollout() -> None: + if not _process_pool_available(): + pytest.skip("ProcessPoolExecutor is unavailable in this environment") + + agent = ProcessPolicyAgent() + runner, store, _ = await setup_runner(agent, rollout_execution_policy="process") + try: + result = await runner.step({"task": "process"}, resources={}) + finally: + teardown_runner(runner) + + assert result.status == "succeeded" + rollouts = await store.query_rollouts() + attempts = await store.query_attempts(rollouts[0].rollout_id) + assert attempts[-1].status == "succeeded" + + @pytest.mark.asyncio async def test_step_handles_agent_exception_marks_attempt_failed() -> None: class FailingAgent(LitAgent[Dict[str, Any]]): @@ -637,13 +829,127 @@ def training_rollout(self, task: Dict[str, Any], resources: Dict[str, Any], roll teardown_runner(runner) +@pytest.mark.asyncio +async def test_step_impl_cancelled_marks_cancelled_and_raises() -> None: + class CancellableAgent(LitAgent[Dict[str, Any]]): + async def validation_rollout_async( + self, task: Dict[str, Any], resources: Dict[str, Any], rollout: Any + ) -> float: + await asyncio.sleep(10) + return 0.0 + + agent = CancellableAgent() + runner, store, _ = await setup_runner(agent) + + attempted_rollout = await store.start_rollout(input={"task": "cancel"}, mode="val") + step = runner._step_impl(attempted_rollout, raise_on_exception=False) # pyright: ignore[reportPrivateUsage] + task = asyncio.create_task(step) + + try: + await asyncio.sleep(0.05) + task.cancel() + with pytest.raises(asyncio.CancelledError): + await task + + rollouts = await store.query_rollouts() + assert len(rollouts) == 1 + assert rollouts[0].status == "cancelled" + attempts = await store.query_attempts(rollouts[0].rollout_id) + assert attempts[-1].status == "cancelled" + finally: + teardown_runner(runner) + + +@pytest.mark.asyncio +async def test_step_with_presignalled_event_does_not_create_rollout() -> None: + class NoopAgent(LitAgent[Dict[str, Any]]): + async def validation_rollout_async(self, task: Dict[str, Any], resources: Dict[str, Any], rollout: Any) -> None: + _ = (task, resources, rollout) + return None + + event = ThreadingEvent() + event.set() + runner, store, _ = await setup_runner(NoopAgent()) + try: + with pytest.raises(asyncio.CancelledError): + await runner.step({"task": "cancel-before-start"}, event=event) + finally: + teardown_runner(runner) + + assert len(await store.query_rollouts()) == 0 + + +@pytest.mark.asyncio +async def test_step_event_cancels_async_rollout_and_marks_cancelled() -> None: + class CancellableAgent(LitAgent[Dict[str, Any]]): + async def validation_rollout_async( + self, task: Dict[str, Any], resources: Dict[str, Any], rollout: Any + ) -> float: + _ = (task, resources, rollout) + await asyncio.sleep(10) + return 0.0 + + event = ThreadingEvent() + runner, store, _ = await setup_runner(CancellableAgent()) + task = asyncio.create_task(runner.step({"task": "cancel-during"}, event=event)) + try: + await asyncio.sleep(0.05) + event.set() + with pytest.raises(asyncio.CancelledError): + await task + finally: + teardown_runner(runner) + + rollouts = await store.query_rollouts() + assert len(rollouts) == 1 + assert rollouts[0].status == "cancelled" + attempts = await store.query_attempts(rollouts[0].rollout_id) + assert attempts[-1].status == "cancelled" + + +@pytest.mark.asyncio +async def test_step_event_waits_for_thread_rollout_and_records_real_result() -> None: + class BlockingAgent(LitAgent[Dict[str, Any]]): + def validation_rollout(self, task: Dict[str, Any], resources: Dict[str, Any], rollout: Any) -> float: + _ = (task, resources, rollout) + time.sleep(0.5) + return 0.0 + + event = ThreadingEvent() + runner, store, _ = await setup_runner(BlockingAgent(), rollout_execution_policy="thread") + start = time.monotonic() + task = asyncio.create_task(runner.step({"task": "cancel-thread"}, event=event)) + try: + await asyncio.sleep(0.05) + event.set() + result = await task + finally: + teardown_runner(runner) + + assert time.monotonic() - start >= 0.5 + assert result.status == "succeeded" + rollouts = await store.query_rollouts() + assert len(rollouts) == 1 + assert rollouts[0].status == "succeeded" + + @pytest.mark.asyncio async def test_agent_emits_multiple_rewards() -> None: class RewardListAgent(LitAgent[Dict[str, Any]]): def validation_rollout( self, task: Dict[str, Any], resources: Dict[str, Any], rollout: Any - ) -> List[SpanCoreFields]: - return [emit_reward(0.2, propagate=False), emit_reward(0.6, propagate=False)] + ) -> List[AgentSpanPayload]: + rewards = [emit_reward(0.2, propagate=False), emit_reward(0.6, propagate=False)] + return [ + AgentSpanPayload( + name=payload.name, + status=payload.status.model_dump(), + attributes=payload.attributes, + start_time=payload.start_time, + end_time=payload.end_time, + ) + for payload in rewards + ] agent = RewardListAgent() runner, store, _ = await setup_runner(agent) @@ -667,8 +973,8 @@ async def test_hooks_triggered_in_order() -> None: class HookAgent(LitAgent[Dict[str, Any]]): def validation_rollout( self, task: Dict[str, Any], resources: Dict[str, Any], rollout: Any - ) -> List[ReadableSpan]: - return [create_readable_span("hook-span")] + ) -> List[AgentSpanPayload]: + return [create_agent_span_payload("hook-span")] agent = HookAgent() runner, store, _ = await setup_runner(agent, hooks=[hook]) @@ -684,6 +990,78 @@ def validation_rollout( assert [span.name for span in spans] == ["hook-span"] +@pytest.mark.asyncio +async def test_control_hook_failure_marks_attempt_failed_and_raises_for_step() -> None: + class FailingTraceStartHook(RecordingHook): + async def on_trace_start( + self, *, agent: LitAgent[Any], runner: Runner[Any], tracer: Tracer, rollout: Rollout + ) -> None: + await super().on_trace_start(agent=agent, runner=runner, tracer=tracer, rollout=rollout) + raise RuntimeError("control hook failed") + + class HookAgent(LitAgent[Dict[str, Any]]): + def validation_rollout( + self, task: Dict[str, Any], resources: Dict[str, Any], rollout: Any + ) -> List[AgentSpanPayload]: + return [create_agent_span_payload("unreachable")] + + hook = FailingTraceStartHook() + agent = HookAgent() + runner, store, _ = await setup_runner(agent, hooks=[hook]) + try: + with pytest.raises(RuntimeError, match="control hook failed"): + await runner.step({"task": "hook"}) + finally: + teardown_runner(runner) + + assert hook.calls == ["on_rollout_start", "on_trace_start", "on_rollout_end"] + rollouts = await store.query_rollouts() + assert len(rollouts) == 1 + attempts = await store.query_attempts(rollouts[0].rollout_id) + assert attempts[-1].status == "failed" + + +@pytest.mark.asyncio +async def test_observation_hook_failure_preserves_attempt_success() -> None: + class FailingObservationHook(RecordingHook): + async def on_trace_end( + self, *, agent: LitAgent[Any], runner: Runner[Any], tracer: Tracer, rollout: Rollout + ) -> None: + await super().on_trace_end(agent=agent, runner=runner, tracer=tracer, rollout=rollout) + raise RuntimeError("trace observation hook failed") + + async def on_rollout_end( + self, + *, + agent: LitAgent[Any], + runner: Runner[Any], + rollout: Rollout, + spans: List[ReadableSpan] | List[Span], + ) -> None: + await super().on_rollout_end(agent=agent, runner=runner, rollout=rollout, spans=spans) + raise RuntimeError("rollout observation hook failed") + + class HookAgent(LitAgent[Dict[str, Any]]): + def validation_rollout( + self, task: Dict[str, Any], resources: Dict[str, Any], rollout: Any + ) -> List[AgentSpanPayload]: + return [create_agent_span_payload("hook-span")] + + hook = FailingObservationHook() + agent = HookAgent() + runner, store, _ = await setup_runner(agent, hooks=[hook]) + try: + result = await runner.step({"task": "hook"}) + finally: + teardown_runner(runner) + + assert result.status == "succeeded" + assert hook.calls == ["on_rollout_start", "on_trace_start", "on_trace_end", "on_rollout_end"] + rollout_id, attempt_id = await assert_single_attempt_succeeded(store) + spans = await store.query_spans(rollout_id, attempt_id) + assert [span.name for span in spans] == ["hook-span"] + + @pytest.mark.asyncio async def test_step_returns_completed_rollout() -> None: """Test that step() returns a Rollout object after execution.""" @@ -717,8 +1095,8 @@ async def test_step_returns_rollout_with_spans() -> None: class SpanAgent(LitAgent[Dict[str, Any]]): def validation_rollout( self, task: Dict[str, Any], resources: Dict[str, Any], rollout: Any - ) -> List[ReadableSpan]: - return [create_readable_span("test-span-1"), create_readable_span("test-span-2")] + ) -> List[AgentSpanPayload]: + return [create_agent_span_payload("test-span-1"), create_agent_span_payload("test-span-2")] agent = SpanAgent() runner, store, _ = await setup_runner(agent) @@ -790,8 +1168,8 @@ def validation_rollout(self, task: Dict[str, Any], resources: Dict[str, Any], ro @pytest.mark.asyncio -async def test_step_impl_returns_rollout_id_on_resource_failure() -> None: - """Test that _step_impl returns rollout_id even when resources fail to fetch.""" +async def test_step_impl_returns_rollout_id_on_resource_failure_and_marks_failed() -> None: + """Test that _step_impl returns rollout_id and marks failed when resources are missing.""" class SimpleAgent(LitAgent[Dict[str, Any]]): def validation_rollout(self, task: Dict[str, Any], resources: Dict[str, Any], rollout: Any) -> float: @@ -814,6 +1192,11 @@ def validation_rollout(self, task: Dict[str, Any], resources: Dict[str, Any], ro # Verify the result is a string (rollout_id) even on early return assert isinstance(result, str) assert result == attempted_rollout.rollout_id + rollouts = await store.query_rollouts() + assert len(rollouts) == 1 + assert rollouts[0].status == "failed" + attempts = await store.query_attempts(rollouts[0].rollout_id) + assert attempts[-1].status == "failed" @pytest.mark.asyncio @@ -1088,6 +1471,71 @@ def fake_system_snapshot(include_gpu: bool = False) -> Dict[str, Any]: assert include_flags and all(include_flags) +@pytest.mark.asyncio +async def test_thread_heartbeat_updates_store_on_event_loop_thread(monkeypatch: pytest.MonkeyPatch) -> None: + snapshot = {"cpu_pct": 13.0} + monkeypatch.setattr("agentlightning.runner.agent.system_snapshot", lambda include_gpu=False: snapshot) + + main_thread_id = threading.get_ident() + store = ThreadRecordingStore() + runner = LitAgentRunner[Any]( + tracer=DummyTracer(), + heartbeat_interval=0.02, + heartbeat_launch_mode="thread", + ) + agent = HeartbeatAgent() + runner.init(agent) + runner.init_worker(worker_id=0, store=store) + stop_heartbeat = runner._start_heartbeat_loop(store) # pyright: ignore[reportPrivateUsage] + assert stop_heartbeat is not None + + try: + await asyncio.sleep(0.12) + finally: + await stop_heartbeat() + teardown_runner(runner) + + assert store.update_thread_ids + assert set(store.update_thread_ids) == {main_thread_id} + assert all(stats == snapshot for _, stats in store.worker_updates if stats is not None) + + +@pytest.mark.asyncio +async def test_thread_heartbeat_stop_does_not_wait_for_blocked_snapshot( + monkeypatch: pytest.MonkeyPatch, caplog: pytest.LogCaptureFixture +) -> None: + snapshot_entered = threading.Event() + release_snapshot = threading.Event() + + def blocked_system_snapshot(_include_gpu: bool = False) -> Dict[str, Any]: + snapshot_entered.set() + release_snapshot.wait(timeout=5.0) + return {"cpu_pct": 91.0} + + monkeypatch.setattr("agentlightning.runner.agent.system_snapshot", blocked_system_snapshot) + + caplog.set_level(logging.WARNING) + runner, store = await setup_heartbeat_runner( + heartbeat_interval=0.02, + heartbeat_launch_mode="thread", + ) + runner._interval_jitter = 0.0 # pyright: ignore[reportPrivateUsage] + stop_heartbeat = runner._start_heartbeat_loop(store) # pyright: ignore[reportPrivateUsage] + assert stop_heartbeat is not None + + try: + assert await asyncio.to_thread(snapshot_entered.wait, 1.0) + started = time.monotonic() + await asyncio.wait_for(stop_heartbeat(), timeout=0.5) + elapsed = time.monotonic() - started + finally: + release_snapshot.set() + teardown_runner(runner) + + assert elapsed < 0.5 + assert "Heartbeat producer did not stop" in caplog.text + + @pytest.mark.asyncio async def test_thread_heartbeat_handles_producer_exception( monkeypatch: pytest.MonkeyPatch, caplog: pytest.LogCaptureFixture diff --git a/tests/runner/test_runner_context.py b/tests/runner/test_runner_context.py index 51a442bc4..e41801bdd 100644 --- a/tests/runner/test_runner_context.py +++ b/tests/runner/test_runner_context.py @@ -36,6 +36,8 @@ def __init__(self) -> None: self.init_worker_called = False self.teardown_called = False self.teardown_worker_called = False + self.init_worker_id: Optional[int] = None + self.teardown_worker_id: Optional[int] = None def init(self, *args: Any, **kwargs: Any) -> None: self.init_called = True @@ -43,6 +45,7 @@ def init(self, *args: Any, **kwargs: Any) -> None: def init_worker(self, worker_id: int, *args: Any, **kwargs: Any) -> None: self.init_worker_called = True + self.init_worker_id = worker_id def teardown(self, *args: Any, **kwargs: Any) -> None: self.teardown_called = True @@ -50,6 +53,7 @@ def teardown(self, *args: Any, **kwargs: Any) -> None: def teardown_worker(self, worker_id: int, *args: Any, **kwargs: Any) -> None: self.teardown_worker_called = True + self.teardown_worker_id = worker_id def get_last_trace(self) -> List[Span]: return list(self._last_trace) @@ -145,6 +149,20 @@ async def test_run_context_with_hooks() -> None: assert runner._hooks == [hook] # pyright: ignore[reportPrivateUsage] +@pytest.mark.asyncio +async def test_run_context_uses_passed_worker_id() -> None: + tracer = DummyTracer() + agent = DummyAgent() + store = InMemoryLightningStore() + runner = LitAgentRunner[Dict[str, Any]](tracer=tracer) + + with runner.run_context(agent=agent, store=store, worker_id=7): + assert runner.worker_id == 7 + + assert tracer.init_worker_id == 7 + assert tracer.teardown_worker_id == 7 + + @pytest.mark.asyncio async def test_run_context_teardown_on_exception_in_context() -> None: """Test that run_context properly tears down even when exception occurs in with block.""" diff --git a/tests/runner/test_runner_imports.py b/tests/runner/test_runner_imports.py new file mode 100644 index 000000000..d0a32ef94 --- /dev/null +++ b/tests/runner/test_runner_imports.py @@ -0,0 +1,14 @@ +"""Tests for runner package public exports.""" + +import agentlightning.runner as runner_module +from agentlightning.runner import Runner + + +def test_runner_exports_do_not_include_legacy_runner() -> None: + """Legacy runner implementations are not part of the public runner surface.""" + assert "LegacyAgentRunner" not in getattr(runner_module, "__all__", []) + + +def test_runner_sync_run_interface_is_removed() -> None: + """The legacy Runner.run sync fallback is not part of the runner API.""" + assert not hasattr(Runner, "run") diff --git a/tests/store/dummy_store.py b/tests/store/dummy_store.py index 436e2a6b8..6b0f5ea8d 100644 --- a/tests/store/dummy_store.py +++ b/tests/store/dummy_store.py @@ -17,6 +17,7 @@ RolloutConfig, RolloutStatus, Span, + SpanWriteResult, TaskInput, Worker, ) @@ -120,7 +121,7 @@ async def add_span(self, span: Span) -> Optional[Span]: self.calls.append(("add_span", (span,), {})) return self.return_values["add_span"] - async def add_many_spans(self, spans: Sequence[Span]) -> List[Span]: + async def add_many_spans(self, spans: Sequence[Span]) -> SpanWriteResult: self.calls.append(("add_many_spans", (spans,), {})) return self.return_values["add_many_spans"] @@ -231,7 +232,7 @@ def minimal_dummy_store() -> DummyLightningStore: "get_latest_resources": None, "query_resources": [], "add_span": None, - "add_many_spans": [], + "add_many_spans": SpanWriteResult(), "add_otel_span": None, "wait_for_rollouts": [], "get_next_span_sequence_id": 0, diff --git a/tests/store/test_client_server.py b/tests/store/test_client_server.py index f67372e64..d1fb0a98f 100644 --- a/tests/store/test_client_server.py +++ b/tests/store/test_client_server.py @@ -3,6 +3,7 @@ import asyncio import multiprocessing import sys +import threading from typing import Any, AsyncGenerator, Dict, Tuple, cast from unittest.mock import patch @@ -424,6 +425,53 @@ async def fail_get_session() -> None: await client.close() +@pytest.mark.asyncio +async def test_client_close_closes_sessions_on_owner_event_loops() -> None: + client = LightningStoreClient("http://localhost:9002") + main_session = await client._get_session() # pyright: ignore[reportPrivateUsage] + ready = threading.Event() + captured: Dict[str, Any] = {} + + def run_background_loop() -> None: + loop = asyncio.new_event_loop() + asyncio.set_event_loop(loop) + stop_future = loop.create_future() + captured["loop"] = loop + captured["stop_future"] = stop_future + + async def create_session_and_wait() -> None: + captured["session"] = await client._get_session() # pyright: ignore[reportPrivateUsage] + ready.set() + await stop_future + + try: + loop.run_until_complete(create_session_and_wait()) + finally: + loop.close() + + thread = threading.Thread(target=run_background_loop, name="client-session-loop", daemon=True) + thread.start() + + try: + assert await asyncio.to_thread(ready.wait, 1.0) + background_session = cast(aiohttp.ClientSession, captured["session"]) + + await client.close() + + assert main_session.closed + assert background_session.closed + assert client._sessions == {} # pyright: ignore[reportPrivateUsage] + finally: + loop = cast(asyncio.AbstractEventLoop | None, captured.get("loop")) + stop_future = captured.get("stop_future") + if loop is not None and stop_future is not None and not stop_future.done(): + loop.call_soon_threadsafe(stop_future.set_result, None) + await asyncio.to_thread(thread.join, 1.0) + await client.close() + + assert not thread.is_alive() + + @pytest.mark.asyncio async def test_client_concurrent_enqueue_many_rollouts( server_client: Tuple[LightningStoreServer, LightningStoreClient], @@ -704,7 +752,7 @@ async def test_client_server_end_to_end( all_rollouts = await client.query_rollouts() assert any(r.rollout_id == enqueued.rollout_id for r in all_rollouts) - assert await client.query_rollouts(rollout_ids=[enqueued.rollout_id]) + assert await client.query_rollouts(rollout_id_in=[enqueued.rollout_id]) # Test that attempt is present in the rollout assert any(hasattr(r, "attempt") and r.attempt is not None for r in all_rollouts) # type: ignore attempts = await client.query_attempts(dequeued_client.rollout_id) @@ -1055,12 +1103,10 @@ async def test_server_get_many_span_sequence_ids_and_add_many_spans_mixed_batche _make_span(second.rollout_id, second.attempt.attempt_id, 11, "server-batch-2"), _make_span(retried.rollout_id, retried.attempt.attempt_id, 12, "server-batch-retry"), ] - stored_spans = await server.add_many_spans(batch_spans) - assert {span.name for span in stored_spans} == { - "server-batch-1", - "server-batch-2", - "server-batch-retry", - } + stored_result = await server.add_many_spans(batch_spans) + assert stored_result.inserted == 3 + assert stored_result.duplicates == 0 + assert stored_result.failed == 0 spans_first = await server.query_spans(first.rollout_id) assert any(span.name == "server-batch-1" for span in spans_first) @@ -1092,7 +1138,9 @@ async def test_client_handles_optional_span_results_and_batch_insert( base_span, ] inserted = await client.add_many_spans(batch_spans) - assert [span.name for span in inserted] == ["client-span-2", "client-span-other"] + assert inserted.inserted == 2 + assert inserted.duplicates == 1 + assert inserted.failed == 0 sequence_ids = await client.get_many_span_sequence_ids( [ diff --git a/tests/store/test_core.py b/tests/store/test_core.py index 6413b9206..1825c0f34 100644 --- a/tests/store/test_core.py +++ b/tests/store/test_core.py @@ -27,6 +27,7 @@ from agentlightning.store import CollectionBasedLightningStore from agentlightning.store.base import UNSET, LightningStore +from agentlightning.store.collection.base import BatchInsertError, DuplicatedPrimaryKeyError from agentlightning.store.memory import InMemoryLightningStore, estimate_model_size from agentlightning.types import ( LLM, @@ -149,7 +150,7 @@ async def test_add_rollout_initializes_attempt(store_fixture: LightningStore) -> assert attempt_rollout.attempt.sequence_id == 1 assert attempt_rollout.attempt.status == "preparing" - stored = await store_fixture.query_rollouts(status=["preparing"]) + stored = await store_fixture.query_rollouts(status_in=["preparing"]) assert len(stored) == 1 assert stored[0].rollout_id == attempt_rollout.rollout_id assert stored[0].resources_id == "res-add" @@ -198,20 +199,20 @@ async def test_query_rollouts_by_status(store_fixture: LightningStore) -> None: all_rollouts = await store_fixture.query_rollouts() assert len(all_rollouts) == 3 - queuing = await store_fixture.query_rollouts(status=["queuing"]) + queuing = await store_fixture.query_rollouts(status_in=["queuing"]) assert len(queuing) == 1 assert queuing[0].rollout_id == r3.rollout_id - preparing = await store_fixture.query_rollouts(status=["preparing"]) + preparing = await store_fixture.query_rollouts(status_in=["preparing"]) assert len(preparing) == 1 assert preparing[0].rollout_id == r1.rollout_id - finished = await store_fixture.query_rollouts(status=["failed", "succeeded"]) + finished = await store_fixture.query_rollouts(status_in=["failed", "succeeded"]) assert len(finished) == 1 assert finished[0].rollout_id == r2.rollout_id # Empty status list - none = await store_fixture.query_rollouts(status=[]) + none = await store_fixture.query_rollouts(status_in=[]) assert len(none) == 0 @@ -221,7 +222,7 @@ async def test_query_rollouts_returns_latest_attempt(store_fixture: LightningSto attempted = await store_fixture.start_rollout(input={"sample": "latest"}) latest_attempt = await store_fixture.start_attempt(attempted.rollout_id) - results = await store_fixture.query_rollouts(rollout_ids=[attempted.rollout_id]) + results = await store_fixture.query_rollouts(rollout_id_in=[attempted.rollout_id]) assert len(results) == 1 retrieved = results[0] @@ -230,6 +231,58 @@ async def test_query_rollouts_returns_latest_attempt(store_fixture: LightningSto assert retrieved.attempt.sequence_id == latest_attempt.attempt.sequence_id +@pytest.mark.asyncio +async def test_query_rollouts_returns_latest_attempts_for_multiple_rollouts(store_fixture: LightningStore) -> None: + """Batch rollout queries should attach the latest attempt per rollout.""" + attempted_rollouts = [await store_fixture.start_rollout(input={"idx": idx}) for idx in range(3)] + queued = await store_fixture.enqueue_rollout(input={"idx": "queued"}) + latest_attempt_ids: dict[str, str] = {} + + for attempted in attempted_rollouts: + await store_fixture.start_attempt(attempted.rollout_id) + latest = await store_fixture.start_attempt(attempted.rollout_id) + latest_attempt_ids[attempted.rollout_id] = latest.attempt.attempt_id + + requested_ids = [attempted.rollout_id for attempted in attempted_rollouts] + [queued.rollout_id] + results = await store_fixture.query_rollouts(rollout_id_in=requested_ids, sort_by="rollout_id") + by_id = {rollout.rollout_id: rollout for rollout in results} + + assert set(by_id) == set(requested_ids) + for rollout_id, attempt_id in latest_attempt_ids.items(): + retrieved = by_id[rollout_id] + assert type(retrieved) is AttemptedRollout + assert retrieved.attempt.attempt_id == attempt_id + assert retrieved.attempt.sequence_id == 3 + + assert type(by_id[queued.rollout_id]) is Rollout + + +@pytest.mark.asyncio +async def test_query_rollouts_batches_latest_attempt_lookup(monkeypatch: pytest.MonkeyPatch) -> None: + """In-memory query_rollouts should avoid per-rollout latest-attempt lookups.""" + store = InMemoryLightningStore(scan_debounce_seconds=0) + attempted_rollouts = [await store.start_rollout(input={"idx": idx}) for idx in range(5)] + for attempted in attempted_rollouts: + await store.start_attempt(attempted.rollout_id) + + original_query = store.collections.attempts.query + query_calls: List[tuple[Any, Any]] = [] + + async def counting_query(*args: Any, **kwargs: Any) -> PaginatedResult[Attempt]: + query_calls.append((kwargs.get("filter"), kwargs.get("sort"))) + return await original_query(*args, **kwargs) + + monkeypatch.setattr(store.collections.attempts, "query", counting_query) + + rollout_ids = [attempted.rollout_id for attempted in attempted_rollouts] + results = await store.query_rollouts(rollout_id_in=rollout_ids) + + assert len(results) == len(rollout_ids) + assert len(query_calls) == 1 + assert query_calls[0][0] == {"rollout_id": {"within": rollout_ids}} + assert query_calls[0][1] == {"name": "sequence_id", "order": "desc"} + + @pytest.mark.asyncio async def test_query_rollouts_supports_new_filters(store_fixture: LightningStore) -> None: """The expanded query interface should honor filtering, sorting, and pagination.""" @@ -261,30 +314,6 @@ async def test_query_rollouts_supports_new_filters(store_fixture: LightningStore @pytest.mark.asyncio -async def test_query_rollouts_status_in_takes_precedence(store_fixture: LightningStore) -> None: - """status_in should override the legacy status parameter when both are provided.""" - failed = await store_fixture.enqueue_rollout(input={"kind": "failed"}) - pending = await store_fixture.enqueue_rollout(input={"kind": "pending"}) - - await store_fixture.update_rollout(rollout_id=failed.rollout_id, status="failed") - - results = await store_fixture.query_rollouts(status=["queuing"], status_in=["failed"]) - assert [rollout.rollout_id for rollout in results] == [failed.rollout_id] - - legacy = await store_fixture.query_rollouts(status=["queuing"]) - assert any(rollout.rollout_id == pending.rollout_id for rollout in legacy) - - -@pytest.mark.asyncio -async def test_query_rollouts_rollout_id_in_takes_precedence(store_fixture: LightningStore) -> None: - """rollout_id_in should override the legacy rollout_ids parameter.""" - keep = await store_fixture.enqueue_rollout(input={"kind": "keep"}) - ignored = await store_fixture.enqueue_rollout(input={"kind": "ignored"}) - - results = await store_fixture.query_rollouts(rollout_ids=[ignored.rollout_id], rollout_id_in=[keep.rollout_id]) - assert [rollout.rollout_id for rollout in results] == [keep.rollout_id] - - @pytest.mark.asyncio async def test_query_rollouts_filter_logic_controls_contains_behavior(store_fixture: LightningStore) -> None: """Changing filter_logic should alter how status and substring filters are combined.""" @@ -491,18 +520,18 @@ async def test_query_rollouts_by_rollout_ids(store_fixture: LightningStore) -> N r3 = await store_fixture.enqueue_rollout(input={"id": 3}) # Query by specific IDs - selected = await store_fixture.query_rollouts(rollout_ids=[r1.rollout_id, r3.rollout_id]) + selected = await store_fixture.query_rollouts(rollout_id_in=[r1.rollout_id, r3.rollout_id]) assert len(selected) == 2 selected_ids = {r.rollout_id for r in selected} assert selected_ids == {r1.rollout_id, r3.rollout_id} # Query by single ID - single = await store_fixture.query_rollouts(rollout_ids=[r2.rollout_id]) + single = await store_fixture.query_rollouts(rollout_id_in=[r2.rollout_id]) assert len(single) == 1 assert single[0].rollout_id == r2.rollout_id # Query by non-existent ID - none = await store_fixture.query_rollouts(rollout_ids=["nonexistent"]) + none = await store_fixture.query_rollouts(rollout_id_in=["nonexistent"]) assert len(none) == 0 # Combine with status filter @@ -510,7 +539,7 @@ async def test_query_rollouts_by_rollout_ids(store_fixture: LightningStore) -> N await store_fixture.update_rollout(rollout_id=r2.rollout_id, status="failed") filtered = await store_fixture.query_rollouts( - rollout_ids=[r1.rollout_id, r2.rollout_id, r3.rollout_id], status=["succeeded", "queuing"] + rollout_id_in=[r1.rollout_id, r2.rollout_id, r3.rollout_id], status_in=["succeeded", "queuing"] ) assert len(filtered) == 2 filtered_ids = {r.rollout_id for r in filtered} @@ -1314,9 +1343,10 @@ def _build_span(seed: int, rollout_id: str, attempt_id: str) -> Span: span_second = _build_span(3, second.rollout_id, second.attempt.attempt_id) duplicate_first = _build_span(1, first.rollout_id, first.attempt.attempt_id) - stored = await store_fixture.add_many_spans([span_first, span_retry, span_second, duplicate_first]) - if isinstance(store_fixture, InMemoryLightningStore): - assert {span.span_id for span in stored} == {span_first.span_id, span_retry.span_id, span_second.span_id} + write_result = await store_fixture.add_many_spans([span_first, span_retry, span_second, duplicate_first]) + assert write_result.inserted == 3 + assert write_result.duplicates == 1 + assert write_result.failed == 0 spans_first = await store_fixture.query_spans(first.rollout_id) assert {span.span_id for span in spans_first} >= {span_first.span_id, span_retry.span_id} @@ -1324,6 +1354,121 @@ def _build_span(seed: int, rollout_id: str, attempt_id: str) -> Span: assert {span.span_id for span in spans_second} >= {span_second.span_id} +@pytest.mark.asyncio +async def test_add_many_spans_reports_inserted_duplicates_and_failures_precisely( + inmemory_store: InMemoryLightningStore, monkeypatch: pytest.MonkeyPatch +) -> None: + attempted = await inmemory_store.start_rollout(input={"origin": "precise-span-result"}) + rollout_id = attempted.rollout_id + attempt_id = attempted.attempt.attempt_id + + def build_span(seed: int, name: str) -> Span: + trace_hex = f"{seed:032x}" + span_hex = f"{seed:016x}" + return Span( + rollout_id=rollout_id, + attempt_id=attempt_id, + sequence_id=seed, + trace_id=trace_hex, + span_id=span_hex, + parent_id=None, + name=name, + status=TraceStatus(status_code="OK"), + attributes={}, + events=[], + links=[], + start_time=None, + end_time=None, + context=SpanContext(trace_id=trace_hex, span_id=span_hex, is_remote=False, trace_state={}), + parent=None, + resource=OtelResource(attributes={}, schema_url=""), + ) + + duplicate = build_span(1, "duplicate") + inserted = build_span(2, "inserted") + failed = build_span(3, "failed") + await inmemory_store.add_span(duplicate) + + original_insert = inmemory_store.collections.spans.insert + insert_batch_sizes: list[int] = [] + + async def insert_with_failure(items: Sequence[Span]) -> None: + insert_batch_sizes.append(len(items)) + if any(span.name == "failed" for span in items): + if len(items) > 1: + await original_insert([span for span in items if span.name != "failed"]) + raise BatchInsertError( + "simulated span write failure", + inserted_indices=(0,), + duplicate_indices=(), + failed_indices=(1,), + ) + raise RuntimeError("simulated span write failure") + await original_insert(items) + + monkeypatch.setattr(inmemory_store.collections.spans, "insert", insert_with_failure) + + result = await inmemory_store.add_many_spans([inserted, duplicate, failed]) + + assert result.inserted == 1 + assert result.duplicates == 1 + assert result.failed == 1 + assert result.inserted + result.duplicates + result.failed == 3 + assert insert_batch_sizes[0] == 2 + + with pytest.raises(RuntimeError, match="simulated span write failure"): + await inmemory_store.add_span(build_span(4, "failed")) + + +@pytest.mark.asyncio +async def test_add_many_spans_uses_backend_duplicate_outcomes( + inmemory_store: InMemoryLightningStore, monkeypatch: pytest.MonkeyPatch +) -> None: + attempted = await inmemory_store.start_rollout(input={"origin": "concurrent-duplicate"}) + + def build_span(seed: int) -> Span: + trace_hex = f"{seed:032x}" + span_hex = f"{seed:016x}" + return Span( + rollout_id=attempted.rollout_id, + attempt_id=attempted.attempt.attempt_id, + sequence_id=seed, + trace_id=trace_hex, + span_id=span_hex, + parent_id=None, + name=f"span-{seed}", + status=TraceStatus(status_code="OK"), + attributes={}, + events=[], + links=[], + start_time=None, + end_time=None, + context=SpanContext(trace_id=trace_hex, span_id=span_hex, is_remote=False, trace_state={}), + parent=None, + resource=OtelResource(attributes={}, schema_url=""), + ) + + first = build_span(1) + concurrent_duplicate = build_span(2) + original_insert = inmemory_store.collections.spans.insert + + async def insert_with_concurrent_duplicate(items: Sequence[Span]) -> None: + await original_insert(items) + raise DuplicatedPrimaryKeyError( + "concurrent duplicate", + inserted_indices=(0,), + duplicate_indices=(1,), + ) + + monkeypatch.setattr(inmemory_store.collections.spans, "insert", insert_with_concurrent_duplicate) + + result = await inmemory_store.add_many_spans([first, concurrent_duplicate]) + + assert result.inserted == 1 + assert result.duplicates == 1 + assert result.failed == 0 + + @pytest.mark.asyncio async def test_add_span_returns_none_on_duplicate(store_fixture: LightningStore) -> None: """Duplicate span IDs should return None instead of raising.""" @@ -2068,7 +2213,7 @@ async def test_span_triggers_status_transition(store_fixture: LightningStore, mo assert popped.status == "preparing" # Verify status in store - rollouts = await store_fixture.query_rollouts(status=["preparing"]) + rollouts = await store_fixture.query_rollouts(status_in=["preparing"]) assert len(rollouts) == 1 # Get the attempt @@ -2079,7 +2224,7 @@ async def test_span_triggers_status_transition(store_fixture: LightningStore, mo await store_fixture.add_otel_span(rollout.rollout_id, attempt_id, mock_readable_span) # Status should transition to running - rollouts = await store_fixture.query_rollouts(status=["running"]) + rollouts = await store_fixture.query_rollouts(status_in=["running"]) assert len(rollouts) == 1 assert rollouts[0].rollout_id == rollout.rollout_id @@ -2729,6 +2874,45 @@ async def test_update_attempt_sets_end_time_for_terminal_status(store_fixture: L assert rollout.end_time >= failed.end_time +@pytest.mark.asyncio +async def test_update_attempt_sets_end_time_for_cancelled_status(store_fixture: LightningStore) -> None: + """Cancelled attempt status should be terminal and set end_time.""" + rollout = await store_fixture.enqueue_rollout(input={"test": "data"}) + await store_fixture.dequeue_rollout() + + attempt = (await store_fixture.query_attempts(rollout.rollout_id))[0] + cancelled = await store_fixture.update_attempt( + rollout_id=rollout.rollout_id, + attempt_id=attempt.attempt_id, + status="cancelled", + ) + assert cancelled.status == "cancelled" + assert cancelled.end_time is not None + assert cancelled.end_time >= cancelled.start_time + + current_rollout = await store_fixture.get_rollout_by_id(rollout_id=rollout.rollout_id) + assert current_rollout is not None + assert current_rollout.status == "cancelled" + + +@pytest.mark.asyncio +async def test_update_attempt_cancelled_marks_worker_idle(store_fixture: LightningStore) -> None: + """Cancelling an attempt should leave worker in idle state.""" + rollout = await store_fixture.start_rollout(input={"task": "cancelled-state"}, worker_id="worker-cancel") + + await store_fixture.update_attempt( + rollout_id=rollout.rollout_id, + attempt_id=rollout.attempt.attempt_id, + status="cancelled", + ) + + worker = await store_fixture.get_worker_by_id("worker-cancel") + assert worker is not None + assert worker.status == "idle" + assert worker.current_rollout_id is None + assert worker.current_attempt_id is None + + @pytest.mark.asyncio async def test_rollout_retry_lifecycle_updates_statuses( store_fixture: LightningStore, mock_readable_span: Mock @@ -2744,7 +2928,7 @@ async def test_rollout_retry_lifecycle_updates_statuses( await store_fixture.add_otel_span(rollout.rollout_id, first_attempt.attempt_id, mock_readable_span) # Status should reflect running state after span is recorded - running_rollout = await store_fixture.query_rollouts(status=["running"]) + running_rollout = await store_fixture.query_rollouts(status_in=["running"]) assert running_rollout and running_rollout[0].rollout_id == rollout.rollout_id running_attempts = await store_fixture.query_attempts(rollout.rollout_id) @@ -2785,7 +2969,7 @@ async def test_rollout_retry_lifecycle_updates_statuses( ) await store_fixture.update_rollout(rollout_id=rollout.rollout_id, status="succeeded") - final_rollout = await store_fixture.query_rollouts(status=["succeeded"]) + final_rollout = await store_fixture.query_rollouts(status_in=["succeeded"]) assert final_rollout and final_rollout[0].rollout_id == rollout.rollout_id final_attempts = await store_fixture.query_attempts(rollout.rollout_id) @@ -3020,7 +3204,7 @@ async def test_healthcheck_timeout_behavior(store_fixture: LightningStore, mock_ await store_fixture.add_otel_span(rollout.rollout_id, attempted.attempt.attempt_id, mock_readable_span) # Verify it's running - running_rollouts = await store_fixture.query_rollouts(status=["running"]) + running_rollouts = await store_fixture.query_rollouts(status_in=["running"]) assert len(running_rollouts) == 1 # Wait for timeout to occur @@ -3099,7 +3283,7 @@ async def test_full_lifecycle_success(store_fixture: LightningStore, mock_readab assert span is not None and span.sequence_id == 1 # Check status transitions - rollouts = await store_fixture.query_rollouts(status=["running"]) + rollouts = await store_fixture.query_rollouts(status_in=["running"]) assert len(rollouts) == 1 attempts = await store_fixture.query_attempts(rollout.rollout_id) diff --git a/tests/store/test_restful.py b/tests/store/test_restful.py index f2507bb5b..73a4bcc5f 100644 --- a/tests/store/test_restful.py +++ b/tests/store/test_restful.py @@ -15,6 +15,7 @@ from typing import Any, AsyncGenerator, Dict, List, Tuple import aiohttp +import httpx import pytest import pytest_asyncio from portpicker import pick_unused_port @@ -71,6 +72,24 @@ async def _run_server_with_cors(cors_origins: List[str] | str | None = None): await server.stop() +@contextlib.asynccontextmanager +async def _run_server_with_broken_statistics(*, debug_errors: bool = False): + store = InMemoryLightningStore() + + async def broken_statistics() -> Dict[str, Any]: + raise RuntimeError("synthetic statistics failure") + + store.statistics = broken_statistics # type: ignore[method-assign] + server = LightningStoreServer(store, "127.0.0.1", 0, debug_errors=debug_errors) + assert server.app is not None + transport = httpx.ASGITransport(app=server.app) + session = httpx.AsyncClient(transport=transport, base_url="http://testserver") + try: + yield server, session + finally: + await session.aclose() + + async def _request_rollouts_page( session: aiohttp.ClientSession, api_endpoint: str, method: str, payload: Dict[str, Any] ) -> Dict[str, Any]: @@ -164,6 +183,28 @@ async def server_client( # CORS configuration tests +@pytest.mark.asyncio +async def test_server_error_response_hides_traceback_by_default() -> None: + async with _run_server_with_broken_statistics(debug_errors=False) as (_server, session): + resp = await session.get("/v1/agl/statistics") + assert resp.status_code == 500 + body = resp.json() + + assert body == {"detail": "Internal server error"} + + +@pytest.mark.asyncio +async def test_server_error_response_includes_traceback_in_debug_mode() -> None: + async with _run_server_with_broken_statistics(debug_errors=True) as (_server, session): + resp = await session.get("/v1/agl/statistics") + assert resp.status_code == 500 + body = resp.json() + + assert body["detail"] == "Internal server error" + assert body["error_type"] == "RuntimeError" + assert "synthetic statistics failure" in body["traceback"] + + @pytest.mark.asyncio async def test_cors_allows_specific_origin() -> None: async with _run_server_with_cors(cors_origins=["http://localhost:3000"]) as (server, session): @@ -1456,12 +1497,12 @@ async def test_client_query_with_filters( await server.update_rollout(rollout_id=r1.rollout_id, status="succeeded") # Query via client with status filter - rollouts = await client.query_rollouts(status=["succeeded"]) + rollouts = await client.query_rollouts(status_in=["succeeded"]) assert len(rollouts) == 1 assert rollouts[0].rollout_id == r1.rollout_id # Query via client with rollout_ids filter - rollouts = await client.query_rollouts(rollout_ids=[r2.rollout_id]) + rollouts = await client.query_rollouts(rollout_id_in=[r2.rollout_id]) assert len(rollouts) == 1 assert rollouts[0].rollout_id == r2.rollout_id diff --git a/tests/store/test_store_roles.py b/tests/store/test_store_roles.py new file mode 100644 index 000000000..2358c41f5 --- /dev/null +++ b/tests/store/test_store_roles.py @@ -0,0 +1,35 @@ +# Copyright (c) Microsoft. All rights reserved. + +from __future__ import annotations + +from pathlib import Path + +from agentlightning.store.base import LightningStore +from agentlightning.store.client_server import LightningStoreClient, LightningStoreServer +from agentlightning.store.memory import InMemoryLightningStore +from agentlightning.store.threading import LightningStoreThreaded + + +def test_lightning_store_server_is_not_business_store() -> None: + assert not issubclass(LightningStoreServer, LightningStore) + + +def test_store_adapters_are_business_stores() -> None: + assert issubclass(LightningStoreClient, LightningStore) + assert issubclass(LightningStoreThreaded, LightningStore) + + +def test_runtime_roles_match_design_intent() -> None: + store = LightningStoreServer(InMemoryLightningStore(), host="127.0.0.1", port=55555) + client = LightningStoreClient("http://127.0.0.1:55555") + threaded = LightningStoreThreaded(InMemoryLightningStore()) + + assert not isinstance(store, LightningStore) + assert isinstance(client, LightningStore) + assert isinstance(threaded, LightningStore) + + +def test_sqlite_store_todo_file_is_removed() -> None: + """The project should not keep unimplemented SQLite store placeholders.""" + root = Path(__file__).resolve().parents[2] + assert not (root / "agentlightning" / "store" / "sqlite.py").exists() diff --git a/tests/store/test_threading.py b/tests/store/test_threading.py index 886cde909..2d967cb5f 100644 --- a/tests/store/test_threading.py +++ b/tests/store/test_threading.py @@ -24,6 +24,7 @@ Rollout, Span, SpanContext, + SpanWriteResult, TaskInput, TraceStatus, Worker, @@ -180,7 +181,7 @@ async def test_threaded_store_delegates_all_methods() -> None: "get_resources_by_id": resources_update, "get_latest_resources": resources_update, "add_span": span, - "add_many_spans": [span], + "add_many_spans": SpanWriteResult(inserted=1), "add_otel_span": span, "wait_for_rollouts": [base_rollout], "get_next_span_sequence_id": 42, @@ -206,7 +207,7 @@ async def test_threaded_store_delegates_all_methods() -> None: ) assert await threaded_store.dequeue_rollout() == attempted_rollout assert await threaded_store.start_attempt(rollout_id) == attempted_rollout - assert await threaded_store.query_rollouts(status=["preparing", "running"], rollout_ids=[rollout_id]) == [ + assert await threaded_store.query_rollouts(status_in=["preparing", "running"], rollout_id_in=[rollout_id]) == [ base_rollout ] assert await threaded_store.query_attempts(rollout_id) == [base_attempt] @@ -216,7 +217,7 @@ async def test_threaded_store_delegates_all_methods() -> None: assert await threaded_store.get_resources_by_id("resources-1") == resources_update assert await threaded_store.get_latest_resources() == resources_update assert await threaded_store.add_span(span) == span - assert await threaded_store.add_many_spans([span]) == [span] + assert await threaded_store.add_many_spans([span]) == SpanWriteResult(inserted=1) assert await threaded_store.add_otel_span(rollout_id, attempt_id, readable_span, sequence_id=5) == span assert await threaded_store.wait_for_rollouts(rollout_ids=[rollout_id], timeout=1.0) == [base_rollout] assert await threaded_store.get_next_span_sequence_id(rollout_id, attempt_id) == 42 diff --git a/tests/store/test_utils.py b/tests/store/test_utils.py index 495907288..cf3322905 100644 --- a/tests/store/test_utils.py +++ b/tests/store/test_utils.py @@ -5,6 +5,7 @@ from unittest.mock import patch import pytest +from pydantic import ValidationError from agentlightning.store.utils import rollout_status_from_attempt, scan_unhealthy_rollouts from agentlightning.types import ( @@ -25,6 +26,7 @@ ("preparing", "preparing"), ("running", "running"), ("succeeded", "succeeded"), + ("cancelled", "cancelled"), ], ) @pytest.mark.asyncio @@ -250,6 +252,19 @@ async def test_scan_unhealthy_rollouts_unresponsive_with_heartbeat_timing() -> N assert updates == {("rollout-old", "attempt-old"): "unresponsive"} +@pytest.mark.parametrize("status", ["requeuing", "queuing"]) +def test_attempt_status_literal_rejects_queued_transitions(status: str) -> None: + """AttemptStatus must stay within attempt-only terminal states.""" + with pytest.raises(ValidationError): + Attempt( + rollout_id="test-rollout", + attempt_id="test-attempt", + sequence_id=1, + start_time=time.time(), + status=status, # Attempt cannot enter queue states. + ) + + @pytest.mark.asyncio async def test_scan_unhealthy_rollouts_skips_rollouts_without_attempts() -> None: """Test scan_unhealthy_rollouts gracefully skips rollouts with no attempts.""" diff --git a/tests/test_client.py b/tests/test_client.py deleted file mode 100644 index eaaff515f..000000000 --- a/tests/test_client.py +++ /dev/null @@ -1,390 +0,0 @@ -# Copyright (c) Microsoft. All rights reserved. - -# type: ignore - -import asyncio -import time -from typing import Any, AsyncGenerator, Dict - -import pytest -import pytest_asyncio -from httpx import AsyncClient - -from agentlightning import ( - LLM, - AgentLightningClient, - AgentLightningServer, - NamedResources, - PromptTemplate, - ResourcesUpdate, - RolloutLegacy, - Task, - Triplet, -) -from agentlightning.client import DevTaskLoader - - -@pytest.fixture -def sample_resources() -> NamedResources: - """Provides a sample NamedResources object for testing.""" - return { - "main_llm": LLM( - endpoint="http://localhost:8080/v1/chat/completions", - model="gpt-4o", - sampling_parameters={"temperature": 0.8, "max_tokens": 500}, - ), - "system_prompt": PromptTemplate(template="You are a master of {domain}.", engine="f-string"), - } - - -@pytest.fixture -def sample_task_input() -> Dict[str, Any]: - """Provides a sample input for a task.""" - return {"prompt": "Tell me about the Roman Empire."} - - -@pytest_asyncio.fixture -async def server_setup() -> AsyncGenerator[Dict[str, Any], None]: - """ - A pytest fixture to manage the lifecycle of the AgentLightningServer. - It starts the server before a test runs and stops it afterward, - providing the server instance and a test client to the test function. - """ - server = AgentLightningServer(host="127.0.0.1", port=8008, task_timeout_seconds=2.0) - await server.start() - - # httpx.AsyncClient is used for direct HTTP requests to the server endpoints - # within the tests, which is more reliable than spinning up a full AgentLightningClient - # for every single check. - async with AsyncClient(base_url=server.endpoint) as http_client: - yield { - "server": server, - "http_client": http_client, - "endpoint": server.endpoint, - } - - await server.stop() - - -@pytest.mark.asyncio -async def test_uri_and_semantic_correctness(server_setup: Dict[str, Any], sample_resources: NamedResources): - """ - Ensures that client and server URIs match and that data models - are serialized and deserialized correctly without semantic loss. - """ - server: AgentLightningServer = server_setup["server"] - endpoint: str = server_setup["endpoint"] - - # 1. Update resources on the server - resources_id = await server.update_resources(sample_resources) - assert isinstance(resources_id, str) - - # 2. Initialize a client pointing to the server - client = AgentLightningClient(endpoint=endpoint) - - # 3. Fetch latest resources and verify integrity - # This checks the /resources/latest URI and the ResourcesUpdate model - latest_res_update = await client.get_latest_resources_async() - assert latest_res_update is not None - assert latest_res_update.resources_id == resources_id - assert latest_res_update.resources["main_llm"].model == "gpt-4o" - assert isinstance(latest_res_update.resources["system_prompt"], PromptTemplate) - assert latest_res_update.resources["system_prompt"].engine == "f-string" - - # 4. Fetch resources by ID and verify integrity - # This checks the /resources/{resource_id} URI - specific_res_update = await client.get_resources_by_id_async(resources_id) - assert specific_res_update is not None - assert specific_res_update.model_dump() == latest_res_update.model_dump() - - -@pytest.mark.asyncio -async def test_full_lifecycle_async( - server_setup: Dict[str, Any], sample_resources: NamedResources, sample_task_input: Dict[str, Any] -): - """ - Tests the complete asynchronous workflow: - 1. Server queues a task. - 2. Async client polls for the task. - 3. Async client fetches resources for the task. - 4. Async client posts a completed rollout. - 5. Server retrieves the rollout. - """ - server: AgentLightningServer = server_setup["server"] - endpoint: str = server_setup["endpoint"] - client = AgentLightningClient(endpoint=endpoint, poll_interval=0.1) - - # 1. Server updates resources and queues a task - resources_id = await server.update_resources(sample_resources) - rollout_id = await server.queue_task(sample=sample_task_input, mode="train", resources_id=resources_id) - - # 2. Client polls for the task - task = await client.poll_next_task_async() - assert task is not None - assert task.rollout_id == rollout_id - assert task.input == sample_task_input - assert task.resources_id == resources_id # Task is correctly associated with latest resources - - # 3. Client fetches resources - res_update = await client.get_resources_by_id_async(task.resources_id) - assert res_update is not None - assert res_update.resources_id == resources_id - - # 4. Client posts a completed rollout - rollout_payload = RolloutLegacy( - rollout_id=rollout_id, - final_reward=0.95, - triplets=[Triplet(prompt="q", response="a", reward=1.0)], - metadata={"client_version": "1.0"}, - ) - response = await client.post_rollout_async(rollout_payload) - assert response is not None - assert response.get("status") == "ok" - - # 5. Server retrieves the rollout and verifies its content - completed_rollout = await server.get_completed_rollout(rollout_id) - assert completed_rollout is not None - assert completed_rollout.rollout_id == rollout_id - assert completed_rollout.final_reward == 0.95 - assert completed_rollout.triplets[0].response == "a" - assert completed_rollout.metadata == {"client_version": "1.0"} - - -@pytest.mark.asyncio -async def test_full_lifecycle_sync( - server_setup: Dict[str, Any], sample_resources: NamedResources, sample_task_input: Dict[str, Any] -): - """ - Tests the complete synchronous workflow in a separate thread to avoid - blocking the asyncio event loop. - """ - server: AgentLightningServer = server_setup["server"] - endpoint: str = server_setup["endpoint"] - client = AgentLightningClient(endpoint=endpoint, poll_interval=0.1) - - # 1. Server updates resources and queues a task - resources_id = await server.update_resources(sample_resources) - rollout_id = await server.queue_task(sample=sample_task_input, mode="val") - - # Define the synchronous client workflow - def sync_client_workflow(): - # 2. Client polls for the task - task = client.poll_next_task() - assert task is not None - assert task.rollout_id == rollout_id - assert task.input == sample_task_input - assert task.resources_id is None - - # 3. Client fetches resources - res_update = client.get_latest_resources() - assert res_update is not None - assert res_update.resources_id == resources_id - - # 4. Client posts a completed rollout - rollout_payload = RolloutLegacy(rollout_id=rollout_id, final_reward=0.88) - response = client.post_rollout(rollout_payload) - assert response is not None - assert response.get("status") == "ok" - - # Run the sync workflow in a thread - await asyncio.to_thread(sync_client_workflow) - - # 5. Server retrieves the rollout and verifies - completed_rollout = await server.get_completed_rollout(rollout_id) - assert completed_rollout is not None - assert completed_rollout.final_reward == 0.88 - assert completed_rollout.rollout_id == rollout_id - - -@pytest.mark.asyncio -async def test_task_timeout_and_requeue(server_setup: Dict[str, Any]): - """ - Tests that a task is correctly re-queued if a client claims it but does not - complete it within the timeout period. - """ - server: AgentLightningServer = server_setup["server"] - http_client: AsyncClient = server_setup["http_client"] - - # 1. Queue a task - rollout_id = await server.queue_task(sample={"data": "stale_test"}) - - # 2. Client 1 gets the task - response1 = await http_client.get("/task") - assert response1.status_code == 200 - task1_data = response1.json() - assert task1_data["is_available"] is True - assert task1_data["task"]["rollout_id"] == rollout_id - assert task1_data["task"]["num_claims"] == 1 - - # 3. No more tasks are available immediately - response2 = await http_client.get("/task") - assert response2.json()["is_available"] is False - - # 4. Wait for the task to time out (server timeout is 2.0s) - await asyncio.sleep(2.5) - - # 5. The timeout check is triggered by the next call to /task. - # Client 2 should now receive the same task, but re-claimed. - response3 = await http_client.get("/task") - assert response3.status_code == 200 - task2_data = response3.json() - assert task2_data["is_available"] is True - assert task2_data["task"]["rollout_id"] == rollout_id - assert task2_data["task"]["num_claims"] == 2 # The key assertion - assert task2_data["task"]["last_claim_time"] > task1_data["task"]["last_claim_time"] - - -@pytest.mark.asyncio -async def test_error_handling_no_resources(server_setup: Dict[str, Any]): - """ - Tests that the server correctly returns a 404 error when a client - requests resources before any have been set. - """ - http_client: AsyncClient = server_setup["http_client"] - - # Request latest resources when none exist - response_latest = await http_client.get("/resources/latest") - assert response_latest.status_code == 404 - assert "No resources have been set" in response_latest.text - - # Request a specific resource that doesn't exist - response_specific = await http_client.get("/resources/non-existent-id") - assert response_specific.status_code == 404 - assert "not found" in response_specific.text - - -@pytest.mark.asyncio -async def test_client_with_bad_endpoint(): - """ - Ensures the client handles connection errors gracefully when the - server endpoint is incorrect. - """ - # Point client to a non-existent server - client = AgentLightningClient(endpoint="http://127.0.0.1:9999", timeout=0.5) - - # Async methods should return None after failing to connect - task = await client.get_latest_resources_async() - assert task is None - - # Sync methods should also return None - sync_resources = client.get_latest_resources() - assert sync_resources is None - - -def test_local_client_core_functionality(sample_resources: NamedResources): - """Test core DevTaskLoader functionality: initialization, polling, resources, and rollouts.""" - # Test initialization with TaskInput objects - task_inputs = ["input1", {"prompt": "input2"}] - client = DevTaskLoader(tasks=task_inputs, resources=sample_resources) - - assert len(client._tasks) == 2 - assert client._resources_update.resources_id == "local" - assert client._resources_update.resources == sample_resources - assert client.task_count == 0 - - # Test polling TaskInput objects - task1 = client.poll_next_task() - assert isinstance(task1, Task) - assert task1.rollout_id == "local_task_001" - assert task1.input == "input1" - assert task1.resources_id == "local" - assert client.task_count == 1 - - task2 = client.poll_next_task() - assert task2.rollout_id == "local_task_002" - assert task2.input == {"prompt": "input2"} - assert client.task_count == 2 - - # Test initialization with Task objects and ResourcesUpdate - resources_update = ResourcesUpdate( - resources_id="version123", - resources=sample_resources, - create_time=time.time(), - update_time=time.time(), - version=1, - ) - tasks = [Task(rollout_id="existing_task", input="existing_input", resources_id="version123")] - client2 = DevTaskLoader(tasks=tasks, resources=resources_update) - - task3 = client2.poll_next_task() - assert task3.rollout_id == "existing_task" - assert task3.input == "existing_input" - - # Test resource retrieval - resources = client2.get_resources_by_id("version123") - assert resources is not None - assert resources.resources_id == "version123" - assert resources.resources == sample_resources - - latest = client2.get_latest_resources() - assert latest is not None - assert latest.resources_id == "version123" - - # Test rollout posting - rollout = RolloutLegacy(rollout_id="test_rollout", final_reward=0.9) - result = client2.post_rollout(rollout) - assert result is not None - assert result["status"] == "received" - assert result["rollout_id"] == "test_rollout" - assert len(client2.rollouts) == 1 - assert client2.rollouts[0].rollout_id == "test_rollout" - - # Test repr - repr_str = repr(client2) - assert "DevTaskLoader" in repr_str - assert "num_tasks=1" in repr_str - - -def test_local_client_error_handling(sample_resources: NamedResources): - """Test DevTaskLoader error handling and edge cases.""" - # Empty tasks should raise error - with pytest.raises(ValueError, match="DevTaskLoader requires at least one task"): - DevTaskLoader(tasks=[], resources=sample_resources) - - # Mixed task types should raise error - mixed_tasks = [Task(rollout_id="task1", input="input1"), "task_input2"] - with pytest.raises(ValueError, match="All tasks must be either Task or TaskInput objects"): - DevTaskLoader(tasks=mixed_tasks, resources=sample_resources) - - # Wrong resource ID should raise error - resources_update = ResourcesUpdate( - resources_id="version123", - resources=sample_resources, - create_time=time.time(), - update_time=time.time(), - version=1, - ) - client = DevTaskLoader(tasks=["input1"], resources=resources_update) - with pytest.raises(ValueError, match="Resource ID 'wrong_id' not found"): - client.get_resources_by_id("wrong_id") - - # Polling beyond available tasks should cycle back - single_task_client = DevTaskLoader(tasks=["only_task"], resources=sample_resources) - task1 = single_task_client.poll_next_task() - task2 = single_task_client.poll_next_task() - assert task2.input == task1.input - - -@pytest.mark.asyncio -async def test_local_client_async_methods(sample_resources: NamedResources): - """Test that DevTaskLoader async methods work correctly.""" - client = DevTaskLoader(tasks=["async_input"], resources=sample_resources) - - # Test all async methods delegate to sync versions - task = await client.poll_next_task_async() - assert task.input == "async_input" - - resources = await client.get_resources_by_id_async("local") - assert resources is not None - assert resources.resources_id == "local" - - latest = await client.get_latest_resources_async() - assert latest is not None - assert latest.resources_id == "local" - - rollout = RolloutLegacy(rollout_id="async_rollout", final_reward=0.8) - result = await client.post_rollout_async(rollout) - assert result is not None - assert result["rollout_id"] == "async_rollout" - assert len(client.rollouts) == 1 - assert client.rollouts[0].final_reward == 0.8 diff --git a/tests/test_config.py b/tests/test_config.py deleted file mode 100644 index 28e03aa36..000000000 --- a/tests/test_config.py +++ /dev/null @@ -1,608 +0,0 @@ -# Copyright (c) Microsoft. All rights reserved. - -# type: ignore - -""" -This file is not carefully reviewed. -It is to ensure the *somewhat* correctness of the code in agentlightning/config.py. -It can contain logically erroroneous expected values. -Please do not use the file as a reference for the expected behavior of config. -""" - -import argparse -import inspect -import sys -from typing import TypeVar # Added for completeness if testing TypeVars directly -from typing import _GenericAlias # type: ignore -from typing import ( - Any, - Callable, - Dict, - List, - Optional, - Tuple, - Type, - Union, - get_args, - get_origin, -) -from unittest import mock # For mock.patch.object, mock.call, MagicMock etc. - -import pytest - -from agentlightning import config - -# TypeVar as used in the original code -CliConfigurable = Any -_C = TypeVar("_C", bound=CliConfigurable) - - -# --- Helper classes for testing --- -class SimpleConfig: - def __init__(self, name: str, value: int = 10): - self.name = name - self.value = value - - -class ComplexConfig: - def __init__( - self, - text: str, - is_active: bool, - count: Optional[int] = None, - items: List[str] = [], # Default mutable is usually discouraged, but for testing CLI it's okay. - maybe_text: Optional[str] = "default_text", - optional_list: Optional[List[int]] = None, - list_of_optionals: List[Optional[str]] = [], - any_param: Any = None, - untyped_param="untyped_default", # Parameter without type hint but with a default - ): - self.text = text - self.is_active = is_active - self.count = count - self.items = items - self.maybe_text = maybe_text - self.optional_list = optional_list - self.list_of_optionals = list_of_optionals - self.any_param = any_param - self.untyped_param = untyped_param - - -class NoInitParamsConfig: - def __init__(self): - pass - - -class OnlySelfConfig: # For completeness, though __init__ without params is similar - def __init__(self): - pass - - -class RequiredOnlyConfig: - def __init__(self, req_str: str, req_int: int): - self.req_str = req_str - self.req_int = req_int - - -class OptionalNoDefaultConfig: - def __init__(self, opt_val: Optional[str]): # No __init__ default - self.opt_val = opt_val - - -# --- Tests for nullable_str --- -@pytest.mark.parametrize( - "input_val, expected_output", - [ - ("none", None), - ("None", None), - ("NONE", None), - ("null", None), - ("Null", None), - ("NULL", None), - ("~", None), - ("nil", None), - ("Nil", None), - ("NIL", None), - ("actual_string", "actual_string"), - ("", ""), - (" ", " "), - ("NoneValue", "NoneValue"), # Should not convert if not exact keyword - ], -) -def test_nullable_str(input_val: str, expected_output: Optional[str]) -> None: - """Tests the nullable_str function for various inputs.""" - assert config.nullable_str(input_val) == expected_output - - -# --- Tests for _str_to_bool --- -@pytest.mark.parametrize( - "input_val, expected_output", - [ - ("yes", True), - ("Yes", True), - ("YES", True), - ("true", True), - ("True", True), - ("TRUE", True), - ("t", True), - ("T", True), - ("y", True), - ("Y", True), - ("1", True), - (True, True), # Direct bool pass-through - ("no", False), - ("No", False), - ("NO", False), - ("false", False), - ("False", False), - ("FALSE", False), - ("f", False), - ("F", False), - ("n", False), - ("N", False), - ("0", False), - (False, False), # Direct bool pass-through - ], -) -def test_str_to_bool_valid(input_val: Union[str, bool], expected_output: bool) -> None: - """Tests _str_to_bool with valid boolean string representations.""" - assert config._str_to_bool(input_val) == expected_output - - -@pytest.mark.parametrize("invalid_input", ["maybe", "2", "", " ", "trueish", "falsey"]) -def test_str_to_bool_invalid(invalid_input: str) -> None: - """Tests _str_to_bool with invalid inputs, expecting ArgumentTypeError.""" - with pytest.raises(argparse.ArgumentTypeError): - config._str_to_bool(invalid_input) - - -# --- Tests for _get_param_type_details --- -@pytest.mark.parametrize( - "annotation, expected_core_type, expected_is_optional, expected_is_list", - [ - (str, str, False, False), - (int, int, False, False), - (bool, bool, False, False), - (Any, Any, False, False), - (Optional[str], str, True, False), - (Union[str, None], str, True, False), # Equivalent to Optional[str] - (Optional[int], int, True, False), - (List[str], List[str], False, True), # core_type is List[str] - (List[int], List[int], False, True), - (Optional[List[str]], List[str], True, True), # core_type is List[str], outer is Optional - (Union[List[str], None], List[str], True, True), - (List[Optional[str]], List[Optional[str]], False, True), # core_type is List[Optional[str]] - (Optional[List[Optional[int]]], List[Optional[int]], True, True), - (inspect.Parameter.empty, inspect.Parameter.empty, False, False), # No annotation - (Union[int, str], Union[int, str], False, False), # Non-optional Union - (Tuple[str, int], Tuple[str, int], False, False), # Tuple is not a List - (Callable[[int], str], Callable[[int], str], False, False), - (Dict[str, int], Dict[str, int], False, False), - (List[Any], List[Any], False, True), - (Optional[List[Any]], List[Any], True, True), - ], -) -def test_get_param_type_details( - annotation: Any, expected_core_type: Any, expected_is_optional: bool, expected_is_list: bool -) -> None: - """Tests _get_param_type_details for various type annotations.""" - core_type, is_optional, is_list = config._get_param_type_details(annotation) - - # Handle comparison for complex types like Union by comparing origin and args - if get_origin(expected_core_type) is Union and get_origin(core_type) is Union: - assert get_origin(core_type) == get_origin(expected_core_type) - # Sort args for comparison as order doesn't matter in Union and get_args might not preserve input order - assert sorted(map(str, get_args(core_type))) == sorted(map(str, get_args(expected_core_type))) - else: - assert core_type == expected_core_type - assert is_optional == expected_is_optional - assert is_list == expected_is_list - - -# --- Tests for _determine_argparse_type_and_nargs --- -@pytest.mark.parametrize( - "core_param_type, is_param_list, expected_kwargs", - [ - # List cases - (List[str], True, {"nargs": "*", "type": str}), - (List[int], True, {"nargs": "*", "type": int}), - (List[float], True, {"nargs": "*", "type": float}), - (List[bool], True, {"nargs": "*", "type": config._str_to_bool}), - (List[Optional[str]], True, {"nargs": "*", "type": config.nullable_str}), - (List[Any], True, {"nargs": "*", "type": str}), # Defaults to str for List[Any] items - # Non-list cases - (str, False, {"type": str}), - (int, False, {"type": int}), - (float, False, {"type": float}), - (bool, False, {"type": config._str_to_bool}), - (Optional[str], False, {"type": config.nullable_str}), # Handled by re-checking details - (Union[str, None], False, {"type": config.nullable_str}), # Equivalent to Optional[str] - (Any, False, {"type": str}), # No specific argparse type for Any - (inspect.Parameter.empty, False, {"type": str}), # No specific type for unannotated - # List of complex types (e.g. List[Dict]), type of item is treated as string - (List[Dict[str, int]], True, {"nargs": "*", "type": str}), - ], -) -def test_determine_argparse_type_and_nargs( - core_param_type: Any, is_param_list: bool, expected_kwargs: Dict[str, Any] -) -> None: - """Tests _determine_argparse_type_and_nargs for type and nargs mapping.""" - assert config._determine_argparse_type_and_nargs(core_param_type, is_param_list) == expected_kwargs - - -# --- Tests for _build_help_string --- -@pytest.mark.parametrize( - "cls_name, param_name, core_type, is_optional, is_list, expected_help", - [ - ("C", "p", str, False, False, "For C: 'p'. Inferred type: str."), - ("C", "p", int, True, False, "For C: 'p'. Inferred type: Optional[int]."), - ("C", "p_list", List[str], False, True, "For C: 'p_list'. Inferred type: List[str]."), - ("C", "p_opt_list", List[int], True, True, "For C: 'p_opt_list'. Inferred type: Optional[List[int]]."), - ( - "C", - "p_list_opt", - List[Optional[str]], - False, - True, - "For C: 'p_list_opt'. Inferred type: List[Optional[str]].", - ), - ("C", "p_any", Any, False, False, "For C: 'p_any'. Inferred type: Any."), - ("C", "p_opt_any", Any, True, False, "For C: 'p_opt_any'. Inferred type: Optional[Any]."), - ("C", "p_list_any", List[Any], False, True, "For C: 'p_list_any'. Inferred type: List[Any]."), - ("C", "p_empty", inspect.Parameter.empty, False, False, "For C: 'p_empty'. Inferred type: Any."), - ], -) -def test_build_help_string( - cls_name: str, param_name: str, core_type: Any, is_optional: bool, is_list: bool, expected_help: str -) -> None: - """Tests _build_help_string for generating correct help messages.""" - assert config._build_help_string(cls_name, param_name, core_type, is_optional, is_list) == expected_help - - -# --- Tests for _add_argument_for_parameter --- -@pytest.fixture -def mock_parser(): - """Fixture to create a mock ArgumentParser.""" - parser = mock.MagicMock(spec=argparse.ArgumentParser) - parser.add_argument = mock.MagicMock() - return parser - - -def get_param_obj(cls, param_name): - """Helper to get an inspect.Parameter object from a class's __init__.""" - sig = inspect.signature(cls.__init__) - return sig.parameters[param_name] - - -@pytest.mark.parametrize( - "param_name, cls, expected_cli_name_part, expected_argparse_kwargs_subset", - [ - ("name", SimpleConfig, "simpleconfig.name", {"type": str, "required": True}), - ("value", SimpleConfig, "simpleconfig.value", {"type": int, "default": 10}), - ("text", ComplexConfig, "complexconfig.text", {"type": str, "required": True}), - ("is_active", ComplexConfig, "complexconfig.is-active", {"type": config._str_to_bool, "required": True}), - ( - "count", - ComplexConfig, - "complexconfig.count", - {"type": config.nullable_int, "default": None}, - ), # Optional[int]=None - ("items", ComplexConfig, "complexconfig.items", {"type": str, "nargs": "*", "default": []}), - ( - "maybe_text", - ComplexConfig, - "complexconfig.maybe-text", - {"type": config.nullable_str, "default": "default_text"}, - ), - ("optional_list", ComplexConfig, "complexconfig.optional-list", {"type": int, "nargs": "*", "default": None}), - ( - "list_of_optionals", - ComplexConfig, - "complexconfig.list-of-optionals", - {"type": config.nullable_str, "nargs": "*", "default": []}, - ), - ( - "any_param", - ComplexConfig, - "complexconfig.any-param", - {"default": None}, - ), # Type Any implies no specific argparse type - ( - "untyped_param", - ComplexConfig, - "complexconfig.untyped-param", - {"type": str, "default": "untyped_default"}, - ), # No type hint - ( - "opt_val", - OptionalNoDefaultConfig, - "optionalnodefaultconfig.opt-val", - {"type": config.nullable_str, "default": None}, - ), - ], -) -def test_add_argument_for_parameter( - mock_parser, param_name, cls, expected_cli_name_part, expected_argparse_kwargs_subset -): - """Tests _add_argument_for_parameter for correct argument configuration.""" - param_obj = get_param_obj(cls, param_name) - dest_name = f"{cls.__name__.lower()}_{param_name}" - config._add_argument_for_parameter(mock_parser, cls, param_name, param_obj, dest_name) - - # Build expected CLI argument name (e.g., --simpleconfig.name) - expected_cli_arg_name = f"--{expected_cli_name_part.replace('_', '-')}" - - # Check that add_argument was called - assert mock_parser.add_argument.called - - # Get the actual call arguments - actual_call_args, actual_call_kwargs = mock_parser.add_argument.call_args - assert actual_call_args[0] == expected_cli_arg_name - assert actual_call_kwargs["dest"] == dest_name - - # Check for the presence and correctness of specified kwargs - for key, expected_value in expected_argparse_kwargs_subset.items(): - assert key in actual_call_kwargs, f"Key '{key}' not in argparse kwargs for {param_name}" - assert actual_call_kwargs[key] == expected_value, f"Value for key '{key}' incorrect for {param_name}" - - # Check 'required' status carefully - if expected_argparse_kwargs_subset.get("required", False): - assert actual_call_kwargs.get("required") is True - else: # Not required or default makes it not required - assert not actual_call_kwargs.get("required", False) # Either 'required' is False or not present - - # Check help string was generated - assert "help" in actual_call_kwargs - assert isinstance(actual_call_kwargs["help"], str) - - -# --- Tests for _add_arguments_for_class --- -def test_add_arguments_for_class(mock_parser: Any) -> None: - """Tests _add_arguments_for_class by checking calls to _add_argument_for_parameter.""" - class_arg_configs_maps = {} - with mock.patch("agentlightning.config._add_argument_for_parameter") as mock_add_param_func: - config._add_arguments_for_class(mock_parser, ComplexConfig, class_arg_configs_maps) - - assert ComplexConfig in class_arg_configs_maps - init_params = inspect.signature(ComplexConfig.__init__).parameters - expected_calls = 0 - for p_name, p_obj in init_params.items(): - if p_name == "self": - continue - expected_calls += 1 - dest = f"complexconfig_{p_name}" - assert class_arg_configs_maps[ComplexConfig][p_name] == dest - # Check if mock_add_param_func was called with these specific arguments - found_call = any( - call_args[0] == mock_parser - and call_args[1] == ComplexConfig - and call_args[2] == p_name - and call_args[3] == p_obj - and call_args[4] == dest - for call_args, _ in mock_add_param_func.call_args_list - ) - assert found_call, f"Expected call for {p_name} not found or with wrong arguments." - assert mock_add_param_func.call_count == expected_calls - - -def test_add_arguments_for_class_no_init_params(mock_parser: Any) -> None: - """Tests _add_arguments_for_class with a class having no __init__ parameters.""" - class_arg_configs_maps = {} - with mock.patch("agentlightning.config._add_argument_for_parameter") as mock_add_param_func: - config._add_arguments_for_class(mock_parser, NoInitParamsConfig, class_arg_configs_maps) - mock_add_param_func.assert_not_called() - assert class_arg_configs_maps[NoInitParamsConfig] == {} - - -def test_create_argument_parser() -> None: - """Tests _create_argument_parser for basic parser properties.""" - parser = config._create_argument_parser() - assert isinstance(parser, argparse.ArgumentParser) - assert parser.description == "CLI configurator for application components." - # The formatter_class is a type, so compare types - assert type(parser.formatter_class) == type(argparse.ArgumentDefaultsHelpFormatter) - - -def test_instantiate_classes() -> None: - """Tests _instantiate_classes with various argument types and defaults.""" - parsed_args = argparse.Namespace( - simpleconfig_name="TestName", - simpleconfig_value=99, - complexconfig_text="Hello", - complexconfig_is_active=True, - complexconfig_count=None, # Explicitly None - complexconfig_items=["item1", "item2"], - # maybe_text not provided, should use its default "default_text" from __init__ - # Argparse default for complexconfig_maybe_text would be "default_text" - complexconfig_maybe_text="default_text", # Simulate argparse providing the default - complexconfig_optional_list=[1, 2, 3], - complexconfig_list_of_optionals=["a", None, "b"], - complexconfig_any_param=object(), - complexconfig_untyped_param="custom_untyped", - ) - # This simulates that 'complexconfig_maybe_text' was given a default by add_argument - # and thus present in parsed_args. - # If not provided on CLI and having __init__ default, argparse gives it default. - - class_arg_configs_maps = { - SimpleConfig: {"name": "simpleconfig_name", "value": "simpleconfig_value"}, - ComplexConfig: { - p: f"complexconfig_{p}" for p in inspect.signature(ComplexConfig.__init__).parameters if p != "self" - }, - } - - instances = config._instantiate_classes(parsed_args, (SimpleConfig, ComplexConfig), class_arg_configs_maps) - - assert len(instances) == 2 - sc, cc = instances - - assert isinstance(sc, SimpleConfig) - assert sc.name == "TestName" - assert sc.value == 99 - - assert isinstance(cc, ComplexConfig) - assert cc.text == "Hello" - assert cc.is_active is True - assert cc.count is None - assert cc.items == ["item1", "item2"] - assert cc.maybe_text == "default_text" # From __init__ via argparse default - assert cc.optional_list == [1, 2, 3] - assert cc.list_of_optionals == ["a", None, "b"] - assert cc.any_param is parsed_args.complexconfig_any_param - assert cc.untyped_param == "custom_untyped" - - -def test_instantiate_classes_error_handling(caplog): - """Tests error logging during class instantiation failure.""" - - class FailingConfig: - def __init__(self, param): - raise ValueError("Instantiaion failed") - - parsed_args = argparse.Namespace(failingconfig_param="value") - class_arg_configs_maps = {FailingConfig: {"param": "failingconfig_param"}} - - with pytest.raises(ValueError, match="Instantiaion failed"): - config._instantiate_classes(parsed_args, (FailingConfig,), class_arg_configs_maps) - - assert "Error instantiating FailingConfig" in caplog.text - assert "{'param': 'value'}" in caplog.text # constructor_args - assert "Error: Instantiaion failed" in caplog.text - - -# --- Integration Tests for lightning_cli --- -def run_lightning_cli(classes_to_configure, cli_args_list): - """Helper to run lightning_cli with mocked sys.argv.""" - # Prepend a dummy program name to cli_args_list for sys.argv - with mock.patch.object(sys, "argv", ["test_program.py"] + cli_args_list): - result = config.lightning_cli(*classes_to_configure) - if not isinstance(result, tuple): - return (result,) - return result - - -def test_lightning_cli_no_classes(): - """Tests lightning_cli with no classes provided.""" - assert run_lightning_cli([], []) == tuple() - - -def test_lightning_cli_simple_config(): - """Tests lightning_cli with a simple class and various argument scenarios.""" - # Only required arg - (sc1,) = run_lightning_cli([SimpleConfig], ["--simpleconfig.name", "MyName"]) - assert sc1.name == "MyName" - assert sc1.value == 10 # Default from __init__ - - # All args - (sc2,) = run_lightning_cli([SimpleConfig], ["--simpleconfig.name", "Another", "--simpleconfig.value", "77"]) - assert sc2.name == "Another" - assert sc2.value == 77 - - -def test_lightning_cli_complex_config_types(): - """Tests lightning_cli with ComplexConfig, checking various type conversions.""" - cli_args = [ - "--complexconfig.text", - "CLI Text", - "--complexconfig.is-active", - "yes", - "--complexconfig.count", - "123", - "--complexconfig.items", - "apple", - "banana", - "--complexconfig.maybe-text", - "None", # Test nullable_str - "--complexconfig.optional-list", - "10", - "20", - "30", - "--complexconfig.list-of-optionals", - "first", - "nil", - "third", - "null", - "--complexconfig.any-param", - "AnythingGoes", - "--complexconfig.untyped-param", - "FromCLI", - ] - (cc,) = run_lightning_cli([ComplexConfig], cli_args) - - assert cc.text == "CLI Text" - assert cc.is_active is True - assert cc.count == 123 - assert cc.items == ["apple", "banana"] - assert cc.maybe_text is None - assert cc.optional_list == [10, 20, 30] - assert cc.list_of_optionals == ["first", None, "third", None] - assert cc.any_param == "AnythingGoes" - assert cc.untyped_param == "FromCLI" - - -def test_lightning_cli_complex_config_defaults(): - """Tests that __init__ defaults are used if CLI args are not provided.""" - # Only provide required arguments for ComplexConfig - cli_args = ["--complexconfig.text", "Minimal", "--complexconfig.is-active", "f"] - (cc,) = run_lightning_cli([ComplexConfig], cli_args) - - assert cc.text == "Minimal" - assert cc.is_active is False - assert cc.count is None # Default from __init__ - assert cc.items == [] # Default from __init__ - assert cc.maybe_text == "default_text" # Default from __init__ - assert cc.optional_list is None # Default from __init__ - assert cc.list_of_optionals == [] # Default from __init__ - assert cc.any_param is None # Default from __init__ - assert cc.untyped_param == "untyped_default" # Default from __init__ - - -def test_lightning_cli_multiple_classes(): - """Tests configuring multiple classes simultaneously.""" - cli_args = [ - "--simpleconfig.name", - "SC_Multi", - "--simpleconfig.value", - "5", - "--complexconfig.text", - "CC_Multi", - "--complexconfig.is-active", - "true", - "--complexconfig.maybe-text", - "NotNone", - ] - sc, cc = run_lightning_cli([SimpleConfig, ComplexConfig], cli_args) - - assert isinstance(sc, SimpleConfig) - assert sc.name == "SC_Multi" - assert sc.value == 5 - - assert isinstance(cc, ComplexConfig) - assert cc.text == "CC_Multi" - assert cc.is_active is True - assert cc.maybe_text == "NotNone" - assert cc.items == [] # Default - - -def test_lightning_cli_missing_required_arg_exits(capsys): - """Tests that argparse exits if a required argument is missing.""" - with pytest.raises(SystemExit) as e: - run_lightning_cli([RequiredOnlyConfig], ["--requiredonlyconfig.req-int", "123"]) - assert e.value.code != 0 # Argparse exits with non-zero for error - captured = capsys.readouterr() # Capture stderr - assert "the following arguments are required: --requiredonlyconfig.req-str" in captured.err - - -def test_lightning_cli_optional_no_default_behavior(): - """Tests Optional parameter without __init__ default.""" - # Not provided: should become None - (cfg1,) = run_lightning_cli([OptionalNoDefaultConfig], []) - assert cfg1.opt_val is None - - # Provided as "None" via nullable_str - (cfg2,) = run_lightning_cli([OptionalNoDefaultConfig], ["--optionalnodefaultconfig.opt-val", "None"]) - assert cfg2.opt_val is None - - # Provided with a value - (cfg3,) = run_lightning_cli([OptionalNoDefaultConfig], ["--optionalnodefaultconfig.opt-val", "ActualValue"]) - assert cfg3.opt_val == "ActualValue" diff --git a/tests/test_init_exports.py b/tests/test_init_exports.py new file mode 100644 index 000000000..df224ad1d --- /dev/null +++ b/tests/test_init_exports.py @@ -0,0 +1,14 @@ +# Copyright (c) Microsoft. All rights reserved. + + +def test_top_level_exports_do_not_include_deprecated_symbols() -> None: + """Ensure deprecated compatibility exports are not re-exported by package root.""" + + import agentlightning + + assert not hasattr(agentlightning, "AgentLightningClient") + assert not hasattr(agentlightning, "AgentLightningServer") + assert not hasattr(agentlightning, "configure_logger") + assert not hasattr(agentlightning, "GenericResponse") + assert not hasattr(agentlightning, "SpanNames") + assert not hasattr(agentlightning, "SpanAttributeNames") diff --git a/tests/test_legacy_http_stack_cleanup.py b/tests/test_legacy_http_stack_cleanup.py new file mode 100644 index 000000000..79e17155c --- /dev/null +++ b/tests/test_legacy_http_stack_cleanup.py @@ -0,0 +1,89 @@ +# Copyright (c) Microsoft. All rights reserved. + +from __future__ import annotations + +import ast +from pathlib import Path + + +def _iter_code_files(root: Path): + for path in root.rglob("*.py"): + if path.name == "__pycache__": + continue + yield path + + +def test_core_runtime_does_not_import_legacy_client_server_stack() -> None: + repo_root = Path(__file__).resolve().parents[1] + package_root = repo_root / "agentlightning" + + violations: list[tuple[Path, str]] = [] + + for path in _iter_code_files(package_root): + text = path.read_text(encoding="utf-8") + tree = ast.parse(text) + + for node in ast.walk(tree): + if isinstance(node, ast.ImportFrom): + module = node.module or "" + imported_names = {alias.name for alias in node.names} + + if module == "agentlightning.client" and ( + "AgentLightningClient" in imported_names or "DevTaskLoader" in imported_names + ): + violations.append((path, f"imports {', '.join(sorted(imported_names))} from {module}")) + + if module == "agentlightning.server" and "AgentLightningServer" in imported_names: + violations.append((path, f"imports {', '.join(sorted(imported_names))} from {module}")) + + if ( + module == "agentlightning" + and ("AgentLightningClient" in imported_names or "AgentLightningServer" in imported_names) + ): + violations.append((path, f"imports {', '.join(sorted(imported_names))} from {module}")) + + if violations: + lines = "\n".join(f"{path}: {msg}" for path, msg in violations) + raise AssertionError("Core runtime should not import legacy HTTP stack directly:\n" + lines) + + +def test_legacy_client_server_stack_files_are_removed() -> None: + repo_root = Path(__file__).resolve().parents[1] + removed_paths = [ + repo_root / "agentlightning" / "client.py", + repo_root / "agentlightning" / "server.py", + repo_root / "agentlightning" / "trainer" / "legacy.py", + repo_root / "tests" / "test_client.py", + ] + + existing = [path for path in removed_paths if path.exists()] + assert existing == [] + + +def test_examples_and_workflows_do_not_reference_removed_legacy_examples() -> None: + repo_root = Path(__file__).resolve().parents[1] + roots = [ + repo_root / "examples", + repo_root / ".github" / "workflows", + ] + removed_names = { + "legacy_apo_client.py", + "legacy_apo_server.py", + "legacy_calc_agent.py", + "legacy_calc_agent_debug.py", + "legacy_train.sh", + } + violations: list[tuple[Path, str]] = [] + + for root in roots: + for path in root.rglob("*"): + if not path.is_file() or path.suffix not in {".md", ".py", ".yml", ".yaml"}: + continue + text = path.read_text(encoding="utf-8") + for removed_name in removed_names: + if removed_name in text: + violations.append((path, removed_name)) + + if violations: + lines = "\n".join(f"{path}: references {removed_name}" for path, removed_name in violations) + raise AssertionError(f"Removed legacy examples are still referenced:\n{lines}") diff --git a/tests/test_logging.py b/tests/test_logging.py index af6a4bff4..90ada816b 100644 --- a/tests/test_logging.py +++ b/tests/test_logging.py @@ -11,10 +11,10 @@ import pytest -from agentlightning.logging import _to_level_value # pyright: ignore[reportPrivateUsage] from agentlightning.logging import ( DATE_FORMAT, DEFAULT_FORMAT, + setup_logging, ) pytestmark = pytest.mark.utils @@ -30,18 +30,18 @@ def _logging_worker(case: str, queue: Queue[Dict[str, Any]]) -> None: # Re-import inside the subprocess so everything is picklable & isolated from agentlightning.logging import ( - setup, - setup_module, + setup_logging, ) - if case == "setup_module_plain_console": - logger = setup_module( + if case == "setup_plain_console": + setup_logging( level="DEBUG", - name="agentlightning.test", console=True, color=False, propagate=False, + apply_to=["agentlightning.test"], ) + logger = logging.getLogger("agentlightning.test") handlers = logger.handlers handler = handlers[0] if handlers else None @@ -60,15 +60,16 @@ def _logging_worker(case: str, queue: Queue[Dict[str, Any]]) -> None: } ) - elif case == "setup_module_color_rich": + elif case == "setup_color_rich": # Rich variant: color=True uses RichHandler - logger = setup_module( + setup_logging( level="INFO", - name="agentlightning.rich", console=True, color=True, propagate=False, + apply_to=["agentlightning.rich"], ) + logger = logging.getLogger("agentlightning.rich") handlers = logger.handlers handler = handlers[0] if handlers else None @@ -87,7 +88,7 @@ def _logging_worker(case: str, queue: Queue[Dict[str, Any]]) -> None: stream = io.StringIO() stream_handler = logging.StreamHandler(stream) - setup( + setup_logging( level="INFO", console=False, color=False, @@ -139,7 +140,7 @@ def emit(self, record: logging.LogRecord) -> None: stream = io.StringIO() extra_handler = logging.StreamHandler(stream) - setup( + setup_logging( level="WARNING", console=True, color=False, @@ -172,11 +173,11 @@ def _logging_worker_files_string(queue: Queue[Dict[str, Any]], base_dir: str) -> import logging import os - from agentlightning.logging import setup + from agentlightning.logging import setup_logging log_path = os.path.join(base_dir, "logs", "agent.log") - setup( + setup_logging( level="INFO", console=False, color=False, @@ -212,7 +213,7 @@ def _logging_worker_files_mapping(queue: Queue[Dict[str, Any]], base_dir: str) - import logging import os - from agentlightning.logging import setup + from agentlightning.logging import setup_logging base_log = os.path.join(base_dir, "agent.log") external_log = os.path.join(base_dir, "external.log") @@ -226,7 +227,7 @@ def file_handlers(logger: logging.Logger) -> list[logging.FileHandler]: return [h for h in logger.handlers if isinstance(h, logging.FileHandler)] # First setup call - setup( + setup_logging( level="DEBUG", console=False, color=False, @@ -241,7 +242,7 @@ def file_handlers(logger: logging.Logger) -> list[logging.FileHandler]: ext_fh_first = file_handlers(ext_logger) # Second setup call with the same mapping should not add duplicate FileHandlers - setup( + setup_logging( level="DEBUG", console=False, color=False, @@ -283,18 +284,13 @@ def _run_case(case: str) -> Dict[str, Any]: return result -def test_to_level_value_int_and_str() -> None: - # direct, no multiprocessing needed - assert _to_level_value(logging.DEBUG) == logging.DEBUG - assert _to_level_value("info") == logging.INFO - assert _to_level_value("WARNING") == logging.WARNING - +def test_setup_logging_rejects_invalid_submodule_level() -> None: with pytest.raises(ValueError): - _to_level_value("not-a-level") + setup_logging(console=False, submodule_levels={"agentlightning.io": "not-a-level"}) -def test_setup_module_plain_console_spawn() -> None: - result = _run_case("setup_module_plain_console") +def test_setup_plain_console_spawn() -> None: + result = _run_case("setup_plain_console") assert result["logger_name"] == "agentlightning.test" assert result["logger_level"] == logging.DEBUG @@ -307,11 +303,11 @@ def test_setup_module_plain_console_spawn() -> None: assert result["datefmt"] == DATE_FORMAT -def test_setup_module_color_rich_spawn() -> None: +def test_setup_color_rich_spawn() -> None: # Only run this test if rich is installed pytest.importorskip("rich") - result = _run_case("setup_module_color_rich") + result = _run_case("setup_color_rich") assert result["logger_name"] == "agentlightning.rich" assert result["logger_level"] == logging.INFO diff --git a/tests/tracer/test_agentops.py b/tests/tracer/test_agentops.py index 114e3c322..209df8315 100644 --- a/tests/tracer/test_agentops.py +++ b/tests/tracer/test_agentops.py @@ -4,7 +4,8 @@ import threading import time -from typing import Any, List, Optional, Union +from importlib import import_module +from typing import Any, List, Optional, Union, cast import agentops import pytest @@ -17,6 +18,7 @@ ExportTraceServiceResponse, ) from opentelemetry.sdk.trace import ReadableSpan +from opentelemetry.sdk.trace import TracerProvider as TracerProviderImpl from opentelemetry.trace.status import StatusCode from portpicker import pick_unused_port @@ -27,6 +29,8 @@ pytestmark = [pytest.mark.agentops] +agentops_tracer_module = import_module("agentlightning.tracer.agentops") + @pytest_asyncio.fixture async def agentops_tracer(): @@ -131,6 +135,67 @@ def _func_without_exception(): pass +class RecordingAgentOpsTracer(AgentOpsTracer): + def __init__(self, events: List[tuple[str, int]]) -> None: + super().__init__(agentops_managed=False, instrument_managed=True) + self._events = events + self._test_provider = TracerProviderImpl() + + def instrument(self, worker_id: int) -> None: + self._events.append(("instrument", worker_id)) + + def uninstrument(self, worker_id: int) -> None: + self._events.append(("uninstrument", worker_id)) + + def _get_tracer_provider(self) -> TracerProviderImpl: + self._tracer_provider = self._test_provider + return self._test_provider + + +def _reset_agentops_instrumentation_refcount() -> None: + cast(Any, agentops_tracer_module)._managed_instrumentation_refcount = 0 + + +def test_agentops_managed_instrumentation_uses_lifecycle_refcount() -> None: + _reset_agentops_instrumentation_refcount() + events: List[tuple[str, int]] = [] + first = RecordingAgentOpsTracer(events) + second = RecordingAgentOpsTracer(events) + + try: + first.init_worker(1) + second.init_worker(2) + + assert events == [("instrument", 1)] + + first.teardown_worker(1) + assert events == [("instrument", 1)] + assert first._lightning_span_processor is None # pyright: ignore[reportPrivateUsage] + + second.teardown_worker(2) + assert events == [("instrument", 1), ("uninstrument", 2)] + assert second._lightning_span_processor is None # pyright: ignore[reportPrivateUsage] + finally: + _reset_agentops_instrumentation_refcount() + + +@pytest.mark.asyncio +async def test_agentops_trace_context_requires_reinit_after_teardown() -> None: + _reset_agentops_instrumentation_refcount() + events: List[tuple[str, int]] = [] + tracer = RecordingAgentOpsTracer(events) + + try: + tracer.init_worker(1) + tracer.teardown_worker(1) + + with pytest.raises(RuntimeError, match="LightningSpanProcessor is not initialized"): + async with tracer.trace_context(name="after-teardown"): + pass + finally: + _reset_agentops_instrumentation_refcount() + + def test_agentops_tracer_create_span(agentops_tracer: AgentOpsTracer) -> None: status = TraceStatus(status_code="ERROR", description="agentops") @@ -209,12 +274,12 @@ async def test_agentops_trace_without_store(): @pytest.mark.asyncio async def test_agentops_trace_with_store_disable(): tracer = AgentOpsTracer() + store = MockLightningStore() - with tracer.lifespan(): + with tracer.lifespan(store=store): # Using AgentOpsTracer to trace a function with providing a store which disabled native otlp exporter, rollout_id, and attempt_id. - store = MockLightningStore() async with tracer.trace_context( - name="agentops_test", store=store, rollout_id="test_rollout_id", attempt_id="test_attempt_id" + name="agentops_test", rollout_id="test_rollout_id", attempt_id="test_attempt_id" ): _func_without_exception() spans = tracer.get_last_trace() @@ -227,13 +292,13 @@ async def test_agentops_trace_with_store_enable(): port = mock_service.start_service() tracer = AgentOpsTracer() + store = MockLightningStore(port) - with tracer.lifespan(): + with tracer.lifespan(store=store): try: # Using AgentOpsTracer to trace a function with providing a store which disabled native otlp exporter, rollout_id, and attempt_id. - store = MockLightningStore(port) async with tracer.trace_context( - name="agentops_test", store=store, rollout_id="test_rollout_id", attempt_id="test_attempt_id" + name="agentops_test", rollout_id="test_rollout_id", attempt_id="test_attempt_id" ): _func_without_exception() spans = tracer.get_last_trace() diff --git a/tests/tracer/test_dummy.py b/tests/tracer/test_dummy.py index ff5f46149..2e789c46f 100644 --- a/tests/tracer/test_dummy.py +++ b/tests/tracer/test_dummy.py @@ -7,7 +7,7 @@ import pytest from agentlightning.tracer import dummy as dummy_module -from agentlightning.tracer.base import clear_active_tracer, get_active_tracer, set_active_tracer +from agentlightning.tracer.base import Tracer, clear_active_tracer, get_active_tracer, set_active_tracer from agentlightning.tracer.dummy import DummyTracer @@ -85,3 +85,9 @@ def test_clear_active_tracer_removes_current() -> None: set_active_tracer(tracer) clear_active_tracer() assert get_active_tracer() is None + + +def test_tracer_core_has_no_trace_run_wrappers() -> None: + assert not hasattr(Tracer, "trace_run") + assert not hasattr(Tracer, "trace_run_async") + assert not hasattr(Tracer, "_trace_context_sync") diff --git a/tests/tracer/test_otel.py b/tests/tracer/test_otel.py index ebaa19d9c..8c9eae804 100644 --- a/tests/tracer/test_otel.py +++ b/tests/tracer/test_otel.py @@ -24,7 +24,7 @@ from opentelemetry.trace import SpanContext, TraceFlags from portpicker import pick_unused_port -from agentlightning.reward import emit_reward, find_reward_spans, get_reward_value, reward +from agentlightning.emitter.reward import emit_reward, find_reward_spans, get_reward_value from agentlightning.store.base import LightningStore from agentlightning.tracer.agentops import LightningSpanProcessor from agentlightning.tracer.otel import OtelTracer @@ -512,11 +512,11 @@ def test_context_manager_reusability(store: MagicMock): processor.shutdown() -def _otel_reward_subprocess(mode: str, conn: Connection[tuple[str, Any]]) -> None: - asyncio.run(_otel_reward_subprocess_async(mode, conn)) +def _otel_reward_subprocess(conn: Connection[tuple[str, Any]]) -> None: + asyncio.run(_otel_reward_subprocess_async(conn)) -async def _otel_reward_subprocess_async(mode: str, conn: Connection[tuple[str, Any]]) -> None: +async def _otel_reward_subprocess_async(conn: Connection[tuple[str, Any]]) -> None: tracer: OtelTracer | None = None try: clear_tracer_provider() @@ -524,24 +524,9 @@ async def _otel_reward_subprocess_async(mode: str, conn: Connection[tuple[str, A tracer = OtelTracer() tracer.init_worker(0) - if mode == "decorator": - expected_reward = 2.5 - - @reward - def compute_reward() -> float: - return expected_reward - - async with tracer.trace_context(name="reward-decorator"): - returned = compute_reward() - if returned != expected_reward: - raise AssertionError(f"Expected reward {expected_reward}, got {returned}") - - elif mode == "emit": - expected_reward = 4.5 - async with tracer.trace_context(name="reward-emit"): - emit_reward(expected_reward) - else: - raise ValueError(f"Unsupported mode: {mode}") + expected_reward = 4.5 + async with tracer.trace_context(name="reward-emit"): + emit_reward(expected_reward) spans = tracer.get_last_trace() total_spans = len(spans) @@ -557,7 +542,6 @@ def compute_reward() -> float: ( "success", { - "mode": mode, "reward": actual_reward, "expected_reward": expected_reward, "total_spans": total_spans, @@ -576,42 +560,34 @@ def compute_reward() -> float: conn.close() -def _run_otel_reward_test(mode: str) -> dict[str, Any]: +def _run_otel_reward_test() -> dict[str, Any]: ctx = multiprocessing.get_context("spawn") parent_conn, child_conn = ctx.Pipe(duplex=False) - proc = ctx.Process(target=_otel_reward_subprocess, args=(mode, child_conn)) + proc = ctx.Process(target=_otel_reward_subprocess, args=(child_conn,)) proc.start() proc.join(15.0) if proc.is_alive(): proc.terminate() proc.join(5) - pytest.fail(f"Subprocess for mode {mode!r} hung.") + pytest.fail("Subprocess for reward test hung.") try: if not parent_conn.poll(1.0): - pytest.fail(f"No result from subprocess for mode {mode!r}: timed out") + pytest.fail("No result from reward subprocess: timed out") status, payload = parent_conn.recv() finally: parent_conn.close() if status != "success": - pytest.fail(f"Subprocess for mode {mode!r} failed: {payload}") + pytest.fail(f"Subprocess for reward test failed: {payload}") - assert proc.exitcode == 0, f"Subprocess for mode {mode!r} exited with code {proc.exitcode}" + assert proc.exitcode == 0, f"Subprocess for reward test exited with code {proc.exitcode}" return payload -def test_otel_tracer_captures_reward_from_decorator(): - payload = _run_otel_reward_test("decorator") - assert payload["reward_spans"] == 1 - assert payload["total_spans"] == 1 - assert payload["reward"] == pytest.approx(payload["expected_reward"]) # pyright: ignore[reportUnknownMemberType] - assert payload["expected_reward"] == pytest.approx(2.5) # pyright: ignore[reportUnknownMemberType] - - -def test_otel_tracer_captures_reward_from_emit_reward(): - payload = _run_otel_reward_test("emit") +def test_otel_tracer_captures_reward_from_emit_reward() -> None: + payload = _run_otel_reward_test() assert payload["reward_spans"] == 1 assert payload["total_spans"] == 1 assert payload["reward"] == pytest.approx(payload["expected_reward"]) # pyright: ignore[reportUnknownMemberType] diff --git a/tests/trainer/sample_components.py b/tests/trainer/sample_components.py deleted file mode 100644 index 8036ec91f..000000000 --- a/tests/trainer/sample_components.py +++ /dev/null @@ -1,34 +0,0 @@ -# Copyright (c) Microsoft. All rights reserved. - -from __future__ import annotations - -from typing import Any - - -class SampleBase: - pass - - -class SampleComponent(SampleBase): - def __init__(self, required: int, optional: int = 7) -> None: - self.required = required - self.optional = optional - - -class SimpleComponent(SampleBase): - def __init__(self) -> None: - self.created = True - - -class ComponentWithoutOptional(SampleBase): - def __init__(self, value: int) -> None: - self.value = value - - -class ComponentWithKwargs(SampleBase): - def __init__(self, **kwargs: Any) -> None: - self.kwargs = kwargs - - -class Unrelated: - pass diff --git a/tests/trainer/test_init_utils.py b/tests/trainer/test_init_utils.py deleted file mode 100644 index 8f8e0e1cc..000000000 --- a/tests/trainer/test_init_utils.py +++ /dev/null @@ -1,286 +0,0 @@ -# Copyright (c) Microsoft. All rights reserved. - -import pytest - -from agentlightning.trainer.init_utils import build_component, instantiate_component, instantiate_from_spec, load_class - -from .sample_components import ( - ComponentWithKwargs, - ComponentWithoutOptional, - SampleBase, - SampleComponent, - SimpleComponent, - Unrelated, -) - - -def test_load_class_resolves_fully_qualified_name() -> None: - resolved = load_class("tests.trainer.sample_components.SampleComponent") - assert resolved is SampleComponent - - -def test_instantiate_component_uses_provided_kwargs() -> None: - component = instantiate_component(SampleComponent, {"required": 3}) - - assert isinstance(component, SampleComponent) - assert component.required == 3 - assert component.optional == 7 - - -def test_instantiate_component_applies_optional_defaults_callable() -> None: - component = instantiate_component( - SampleComponent, - {"required": 2}, - {"optional": lambda: 11}, - ) - - assert component.optional == 11 - - -def test_instantiate_component_ignores_unknown_optional_defaults() -> None: - component = instantiate_component( - ComponentWithoutOptional, - {"value": 5}, - {"missing": lambda: pytest.fail("should not be called")}, - ) - - assert isinstance(component, ComponentWithoutOptional) - assert component.value == 5 - - -def test_instantiate_from_spec_with_string_path() -> None: - instance = instantiate_from_spec("tests.trainer.sample_components.SimpleComponent", spec_name="component") - - assert isinstance(instance, SimpleComponent) - assert instance.created - - -def test_instantiate_from_spec_with_dict_type() -> None: - instance = instantiate_from_spec( - {"type": "tests.trainer.sample_components.SampleComponent", "required": 4}, - spec_name="component", - ) - - assert isinstance(instance, SampleComponent) - assert instance.required == 4 - - -def test_instantiate_from_spec_missing_type_uses_default_cls() -> None: - instance = instantiate_from_spec( - {"required": 8}, - spec_name="adapter", - dict_requires_type=False, - dict_default_cls=SampleComponent, - ) - - assert isinstance(instance, SampleComponent) - assert instance.required == 8 - - -def test_instantiate_from_spec_missing_type_raises_when_required() -> None: - with pytest.raises(ValueError, match="component dict must have a 'type' key"): - instantiate_from_spec({}, spec_name="component") - - -def test_build_component_returns_existing_instance() -> None: - existing = SampleComponent(required=3) - result = build_component( - existing, - expected_type=SampleComponent, - spec_name="component", - ) - - assert result is existing - - -def test_build_component_uses_default_factory_for_none() -> None: - result = build_component( - None, - expected_type=SampleComponent, - spec_name="component", - default_factory=lambda: SampleComponent(required=5), - ) - - assert isinstance(result, SampleComponent) - assert result.required == 5 - - -def test_build_component_returns_none_when_allowed() -> None: - assert ( - build_component( - None, - expected_type=SampleComponent, - spec_name="component", - allow_none=True, - ) - is None - ) - - -def test_build_component_from_string_spec() -> None: - result = build_component( - "tests.trainer.sample_components.SimpleComponent", - expected_type=SampleBase, - spec_name="component", - ) - - assert isinstance(result, SimpleComponent) - - -def test_build_component_from_registry_key_string_spec() -> None: - result = build_component( - "simple", - expected_type=SampleBase, - spec_name="component", - registry={"simple": "tests.trainer.sample_components.SimpleComponent"}, - ) - - assert isinstance(result, SimpleComponent) - - -def test_build_component_from_dict_spec_with_optional_defaults() -> None: - result = build_component( - {"type": "tests.trainer.sample_components.SampleComponent", "required": 10}, - expected_type=SampleComponent, - spec_name="component", - optional_defaults={"optional": lambda: 42}, - ) - - assert result is not None - assert result.optional == 42 - - -def test_build_component_from_type_spec() -> None: - result = build_component( - SimpleComponent, - expected_type=SampleBase, - spec_name="component", - ) - - assert isinstance(result, SimpleComponent) - - -def test_build_component_from_callable_spec() -> None: - result = build_component( - lambda: SampleComponent(required=12), - expected_type=SampleComponent, - spec_name="component", - ) - - assert isinstance(result, SampleComponent) - assert result.required == 12 - - -def test_build_component_invalid_type_error() -> None: - with pytest.raises( - ValueError, match="Invalid component type: . Expected SampleComponent, str, dict, or None." - ): - build_component( - 1, - expected_type=SampleComponent, - spec_name="component", - invalid_spec_error_fmt="Invalid component type: {actual_type}. Expected SampleComponent, str, dict, or None.", - ) - - -def test_build_component_type_error_fmt() -> None: - with pytest.raises(TypeError, match="Custom type error message"): - build_component( - "tests.trainer.sample_components.SimpleComponent", - expected_type=ComponentWithoutOptional, - spec_name="component", - type_error_fmt="Custom type error message", - ) - - -def test_instantiate_component_applies_literal_optional_default() -> None: - component = instantiate_component(SampleComponent, {"required": 9}, {"optional": 13}) - - assert component.optional == 13 - - -def test_instantiate_from_spec_invalid_type_error_message() -> None: - with pytest.raises(TypeError, match="component spec must be a string or dict"): - instantiate_from_spec(42, spec_name="component") # type: ignore[arg-type] - - -def test_build_component_from_string_type_mismatch() -> None: - with pytest.raises( - TypeError, - match="component factory returned , which is not a SampleComponent subclass.", - ): - build_component( - "tests.trainer.sample_components.SimpleComponent", - expected_type=SampleComponent, - spec_name="component", - invalid_spec_error_fmt="Invalid component type: {actual_type}. Expected SampleComponent, str, dict, or None.", - ) - - -def test_build_component_none_without_factory_raises_default_message() -> None: - with pytest.raises(ValueError, match="component cannot be None."): - build_component( - None, - expected_type=SampleComponent, - spec_name="component", - ) - - -def test_build_component_with_type_not_subclass_raises() -> None: - with pytest.raises( - ValueError, - match="Unsupported component type for component", - ): - build_component( - Unrelated, - expected_type=SampleComponent, - spec_name="component", - invalid_spec_error_fmt="Unsupported component type {actual_type} for component", - ) - - -def test_build_component_callable_returning_wrong_type_raises() -> None: - with pytest.raises( - TypeError, - match="component factory returned , which is not a SampleComponent subclass.", - ): - build_component( - lambda: Unrelated(), - expected_type=SampleComponent, - spec_name="component", - ) - - -def test_build_component_optional_defaults_skipped_when_not_supported() -> None: - component = build_component( - {"type": "tests.trainer.sample_components.ComponentWithKwargs"}, - expected_type=ComponentWithKwargs, - spec_name="component", - optional_defaults={"missing": lambda: pytest.fail("should not be invoked")}, - ) - - assert isinstance(component, ComponentWithKwargs) - assert component.kwargs == {} - - -def test_build_component_dict_spec_uses_registry_type_lookup() -> None: - component = build_component( - {"type": "simple"}, - expected_type=SampleBase, - spec_name="component", - registry={"simple": "tests.trainer.sample_components.SimpleComponent"}, - ) - - assert isinstance(component, SimpleComponent) - - -def test_build_component_dict_spec_supports_name_registry_lookup() -> None: - component = build_component( - {"name": "simple"}, - expected_type=SampleBase, - spec_name="component", - dict_requires_type=False, - registry={"simple": "tests.trainer.sample_components.SimpleComponent"}, - ) - - assert isinstance(component, SimpleComponent) diff --git a/tests/trainer/test_trainer_dev.py b/tests/trainer/test_trainer_dev.py index dcf161dae..8b3eba4a9 100644 --- a/tests/trainer/test_trainer_dev.py +++ b/tests/trainer/test_trainer_dev.py @@ -4,14 +4,18 @@ from __future__ import annotations +import asyncio from typing import Any import pytest from agentlightning.algorithm import Algorithm, Baseline -from agentlightning.execution.base import ExecutionStrategy +from agentlightning.execution.base import AlgorithmBundle, ExecutionStrategy, RunnerBundle +from agentlightning.execution.events import ThreadingEvent from agentlightning.litagent import LitAgent +from agentlightning.store import LightningStore from agentlightning.trainer import Trainer +from agentlightning.types import AlgorithmContext class DummyStrategy(ExecutionStrategy): @@ -20,7 +24,12 @@ class DummyStrategy(ExecutionStrategy): def __init__(self) -> None: self.called = False - def execute(self, algorithm_bundle, runner_bundle, store) -> None: # type: ignore[override] + def execute( + self, + algorithm: AlgorithmBundle, + runner: RunnerBundle, + store: LightningStore, + ) -> None: self.called = True @@ -31,10 +40,32 @@ class DummyAgent(LitAgent[Any]): class SlowAlgorithm(Algorithm): """Algorithm that does not qualify as FastAlgorithm.""" - def run(self, train_dataset=None, val_dataset=None): # type: ignore[override] + def run(self, context: AlgorithmContext) -> None: return None +class AlgorithmOnlyStrategy(ExecutionStrategy): + """Execute only the algorithm role to inspect its runtime context.""" + + def execute( + self, + algorithm: AlgorithmBundle, + runner: RunnerBundle, + store: LightningStore, + ) -> None: + asyncio.run(algorithm(store, ThreadingEvent())) + + +class RecordingAlgorithm(Algorithm): + """Record the context supplied by Trainer.""" + + def __init__(self) -> None: + self.context: AlgorithmContext | None = None + + def run(self, context: AlgorithmContext) -> None: + self.context = context + + def test_dev_requires_fast_algorithm() -> None: trainer = Trainer(strategy=DummyStrategy(), algorithm=SlowAlgorithm()) agent = DummyAgent() @@ -51,3 +82,24 @@ def test_dev_allows_fast_algorithm() -> None: trainer.dev(agent) assert strategy.called is True + + +def test_fit_passes_runtime_dependencies_through_algorithm_context() -> None: + algorithm = RecordingAlgorithm() + strategy = AlgorithmOnlyStrategy() + train_dataset = [{"input": "train"}] + val_dataset = [{"input": "val"}] + trainer = Trainer( + strategy=strategy, + algorithm=algorithm, + initial_resources={}, + ) + + trainer.fit(DummyAgent(), train_dataset, val_dataset=val_dataset) + + assert algorithm.context is not None + assert algorithm.context.store is trainer.store + assert algorithm.context.adapter is trainer.adapter + assert algorithm.context.initial_resources is trainer.initial_resources + assert algorithm.context.train_dataset is train_dataset + assert algorithm.context.val_dataset is val_dataset diff --git a/tests/trainer/test_trainer_init.py b/tests/trainer/test_trainer_init.py index 148f7b61c..4a047c600 100644 --- a/tests/trainer/test_trainer_init.py +++ b/tests/trainer/test_trainer_init.py @@ -2,9 +2,16 @@ from __future__ import annotations +from typing import Any + import pytest import agentlightning as agl +from agentlightning.litagent import LitAgent + + +class _NoopAgent(LitAgent[object]): + """Minimal agent used to validate trainer API behavior.""" def test_trainer_with_predefined_tracer() -> None: @@ -20,101 +27,62 @@ def test_trainer_with_predefined_tracer() -> None: assert isinstance(trainer.runner.tracer, agl.OtelTracer) -def test_trainer_with_strategy_alias_shm() -> None: - """Test trainer initialization with strategy alias 'shm'.""" +def test_trainer_with_shared_memory_strategy_instance() -> None: + """Test trainer initialization with an explicit shared-memory strategy.""" algorithm = agl.Baseline() - # Use strategy alias "shm" + strategy = agl.SharedMemoryExecutionStrategy() trainer = agl.Trainer( algorithm=algorithm, n_runners=1, # n_runners must be 1 here - strategy="shm", - ) - assert isinstance(trainer.strategy, agl.SharedMemoryExecutionStrategy) - - -def test_trainer_with_strategy_dict_main_thread() -> None: - """Test trainer initialization with strategy dict allowing n_runners > 1.""" - algorithm = agl.Baseline() - # Use dict. Now n_runners can be >1 because algorithm is on the main thread - trainer = agl.Trainer( - algorithm=algorithm, - n_runners=8, - strategy={"type": "shm", "main_thread": "algorithm", "managed_store": False}, + strategy=strategy, ) - assert isinstance(trainer.strategy, agl.SharedMemoryExecutionStrategy) - assert trainer.strategy.main_thread == "algorithm" - assert trainer.strategy.managed_store is False + assert trainer.strategy is strategy -def test_trainer_with_initialized_strategy_ignores_n_runners() -> None: - """Test that n_runners is ignored when strategy is already initialized.""" +def test_trainer_with_shared_memory_strategy_main_thread() -> None: + """Test trainer initialization with an explicit strategy allowing n_runners > 1.""" algorithm = agl.Baseline() - # n_runners is ignored in the trainer because strategy has been initialized with n_runners=4 - strategy = agl.SharedMemoryExecutionStrategy(main_thread="algorithm", n_runners=4) + strategy = agl.SharedMemoryExecutionStrategy(main_thread="algorithm", n_runners=8, managed_store=False) trainer = agl.Trainer( algorithm=algorithm, n_runners=8, strategy=strategy, ) assert trainer.strategy is strategy - assert trainer.strategy.n_runners == 4 # type: ignore + assert strategy.main_thread == "algorithm" + assert strategy.managed_store is False -def test_trainer_with_client_server_strategy_dict() -> None: - """Test trainer initialization with client-server strategy dict.""" +def test_trainer_rejects_conflicting_runner_counts() -> None: + """Runner parallelism must have one unambiguous source of truth.""" algorithm = agl.Baseline() - # By default, strategy is client-server, but you can also use a string alias to specify it again - trainer = agl.Trainer( - algorithm=algorithm, - n_runners=8, - strategy={ - # This line is optional - "type": "cs", - "server_port": 9999, - }, - ) - assert isinstance(trainer.strategy, agl.ClientServerExecutionStrategy) - assert trainer.strategy.server_port == 9999 - - -def test_trainer_port_forwarded_to_client_server_strategy() -> None: - """Test that the top-level port argument configures the client-server strategy.""" - trainer = agl.Trainer( - algorithm=agl.Baseline(), - n_runners=4, - port=8081, - ) - - assert isinstance(trainer.strategy, agl.ClientServerExecutionStrategy) - assert trainer.strategy.server_port == 8081 + strategy = agl.SharedMemoryExecutionStrategy(main_thread="algorithm", n_runners=4) + with pytest.raises(ValueError, match="Configure it in one place"): + agl.Trainer( + algorithm=algorithm, + n_runners=8, + strategy=strategy, + ) -def test_trainer_port_ignored_for_non_client_server_strategy() -> None: - """Test that port has no effect when using a non client-server strategy.""" - trainer = agl.Trainer( - algorithm=agl.Baseline(), - n_runners=1, - port=8082, - strategy="shm", - ) - - assert isinstance(trainer.strategy, agl.SharedMemoryExecutionStrategy) - assert not hasattr(trainer.strategy, "server_port") +def test_trainer_uses_explicit_strategy_runner_count() -> None: + strategy = agl.SharedMemoryExecutionStrategy(main_thread="algorithm", n_runners=4) + trainer = agl.Trainer(algorithm=agl.Baseline(), strategy=strategy) + assert trainer.n_runners == 4 -def test_trainer_port_overrides_existing_client_server_strategy() -> None: - """Test that provided port overrides an initialized client-server strategy.""" - strategy = agl.ClientServerExecutionStrategy(server_port=9000) +def test_trainer_with_client_server_strategy_instance() -> None: + """Test trainer initialization with an explicit client-server strategy.""" + algorithm = agl.Baseline() + strategy = agl.ClientServerExecutionStrategy(server_port=9999, n_runners=8) trainer = agl.Trainer( - algorithm=agl.Baseline(), - n_runners=1, + algorithm=algorithm, + n_runners=8, strategy=strategy, - port=9100, ) - assert trainer.strategy is strategy - assert trainer.strategy.server_port == 9100 # type: ignore + assert strategy.server_port == 9999 def test_trainer_with_env_vars_for_execution_strategy(monkeypatch: pytest.MonkeyPatch) -> None: @@ -128,8 +96,7 @@ def test_trainer_with_env_vars_for_execution_strategy(monkeypatch: pytest.Monkey trainer = agl.Trainer( algorithm=algorithm, n_runners=8, - # This line is optional - strategy="cs", + strategy=agl.ClientServerExecutionStrategy(n_runners=8), ) assert isinstance(trainer.strategy, agl.ClientServerExecutionStrategy) assert trainer.strategy.server_port == 10000 @@ -137,22 +104,85 @@ def test_trainer_with_env_vars_for_execution_strategy(monkeypatch: pytest.Monkey assert trainer.strategy.managed_store is False -def test_trainer_with_string_adapter() -> None: - """Test trainer initialization with adapter specified as string.""" +def test_trainer_with_adapter_instance() -> None: + """Test trainer initialization with an explicit adapter instance.""" algorithm = agl.Baseline() - trainer = agl.Trainer(algorithm=algorithm, n_runners=8, adapter="agentlightning.adapter.TraceToMessages") + adapter = agl.TraceToMessages() + trainer = agl.Trainer(algorithm=algorithm, n_runners=8, adapter=adapter) assert isinstance(trainer.adapter, agl.TraceToMessages) + assert trainer.adapter is adapter -def test_trainer_with_adapter_dict_no_type() -> None: - """Test trainer initialization with adapter dict without type field.""" +def test_trainer_with_tracer_triplet_adapter_instance() -> None: + """Test trainer initialization with an explicit triplet adapter instance.""" algorithm = agl.Baseline() - # If it's a dict and type is not provided, it will use the default class + adapter = agl.TracerTraceToTriplet(agent_match="plan_agent", repair_hierarchy=False) trainer = agl.Trainer( algorithm=algorithm, n_runners=8, - adapter={"agent_match": "plan_agent", "repair_hierarchy": False}, + adapter=adapter, ) - assert isinstance(trainer.adapter, agl.TracerTraceToTriplet) - assert trainer.adapter.agent_match == "plan_agent" - assert trainer.adapter.repair_hierarchy is False + assert trainer.adapter is adapter + assert adapter.agent_match == "plan_agent" + assert adapter.repair_hierarchy is False + + +def test_trainer_rejects_dynamic_component_specs() -> None: + """Trainer accepts component instances only; dynamic config belongs outside the core API.""" + strategy_alias: Any = "shm" + strategy_config: Any = {"type": "shm"} + adapter_path: Any = "agentlightning.adapter.TraceToMessages" + adapter_config: Any = {"agent_match": "plan_agent"} + + with pytest.raises(TypeError, match="strategy must be an instance of ExecutionStrategy"): + agl.Trainer(algorithm=agl.Baseline(), n_runners=1, strategy=strategy_alias) + + with pytest.raises(TypeError, match="strategy must be an instance of ExecutionStrategy"): + agl.Trainer(algorithm=agl.Baseline(), n_runners=1, strategy=strategy_config) + + with pytest.raises(TypeError, match="adapter must be an instance of TraceAdapter"): + agl.Trainer(algorithm=agl.Baseline(), n_runners=1, adapter=adapter_path) + + with pytest.raises(TypeError, match="adapter must be an instance of TraceAdapter"): + agl.Trainer(algorithm=agl.Baseline(), n_runners=1, adapter=adapter_config) + + +def test_trainer_no_longer_has_fit_v0() -> None: + """Trainer no longer exposes legacy `fit_v0`.""" + assert not hasattr(agl.Trainer, "fit_v0") + + +def test_trainer_fit_rejects_string_dataset() -> None: + """Legacy string dataset path is intentionally removed from Trainer.fit.""" + trainer = agl.Trainer(algorithm=agl.Baseline(), n_runners=1) + + with pytest.raises(TypeError, match="no longer accepts string"): + trainer.fit(_NoopAgent(), train_dataset="http://localhost:8080") + + +def test_trainer_defaults_to_baseline_algorithm() -> None: + """Trainer creates a default Baseline algorithm when none is provided.""" + trainer = agl.Trainer(n_runners=1) + + assert isinstance(trainer.algorithm, agl.Baseline) + + +def test_trainer_rejects_legacy_constructor_args() -> None: + """Legacy constructor aliases are removed from Trainer.__init__.""" + with pytest.raises(TypeError, match="got an unexpected keyword argument 'n_workers'"): + agl.Trainer(algorithm=agl.Baseline(), n_runners=1, n_workers=1) # type: ignore[misc] + + with pytest.raises(TypeError, match="got an unexpected keyword argument 'max_tasks'"): + agl.Trainer(algorithm=agl.Baseline(), n_runners=1, max_tasks=1) # type: ignore[misc] + + with pytest.raises(TypeError, match="got an unexpected keyword argument 'daemon'"): + agl.Trainer(algorithm=agl.Baseline(), n_runners=1, daemon=False) # type: ignore[misc] + + with pytest.raises(TypeError, match="got an unexpected keyword argument 'triplet_exporter'"): + agl.Trainer(algorithm=agl.Baseline(), n_runners=1, triplet_exporter=None) # type: ignore[misc] + + with pytest.raises(TypeError, match="got an unexpected keyword argument 'dev'"): + agl.Trainer(algorithm=agl.Baseline(), n_runners=1, dev=True) # type: ignore[misc] + + with pytest.raises(TypeError, match="got an unexpected keyword argument 'port'"): + agl.Trainer(algorithm=agl.Baseline(), n_runners=1, port=4747) # type: ignore[misc] diff --git a/tests/types/test_core.py b/tests/types/test_core.py new file mode 100644 index 000000000..12dd8e2ce --- /dev/null +++ b/tests/types/test_core.py @@ -0,0 +1,83 @@ +# Copyright (c) Microsoft. All rights reserved. + +from pathlib import Path + +import pytest +from pydantic import ValidationError + +import agentlightning.types.core as core +from agentlightning.types import AgentSpanPayload, RolloutResult, SpanWriteResult + + +def test_agent_span_payload_fields() -> None: + payload = AgentSpanPayload( + name="agent.step", + status={"status_code": "OK"}, + attributes={"reward": 1.0}, + start_time=1.0, + end_time=2.0, + ) + + assert payload.name == "agent.step" + assert payload.status == {"status_code": "OK"} + assert payload.attributes == {"reward": 1.0} + assert payload.start_time == 1.0 + assert payload.end_time == 2.0 + + +def test_agent_span_payload_rejects_unsupported_fields() -> None: + with pytest.raises(ValidationError, match="events"): + AgentSpanPayload.model_validate( + { + "name": "agent.step", + "status": {"status_code": "OK"}, + "attributes": {}, + "events": [{"name": "tool_call"}], + } + ) + + +def test_span_write_result_schema_defaults() -> None: + empty = SpanWriteResult() + full = SpanWriteResult(inserted=2, duplicates=1, failed=0) + + assert empty.inserted == 0 + assert empty.duplicates == 0 + assert empty.failed == 0 + assert full.inserted == 2 + assert full.duplicates == 1 + assert full.failed == 0 + + +def test_rollout_result_contract_alias() -> None: + payload = AgentSpanPayload( + name="agent.run", + status={"status_code": "OK"}, + attributes={"ok": True}, + ) + + null_result: RolloutResult = None + reward_result: RolloutResult = 1.0 + payload_result: RolloutResult = [payload] + + assert null_result is None + assert reward_result == 1.0 + assert payload_result == [payload] + assert isinstance(payload_result, list) + assert isinstance(payload_result[0], AgentSpanPayload) + + +def test_core_does_not_expose_legacy_result_contracts() -> None: + """Core type module should not expose legacy HTTP payload models.""" + + assert not hasattr(core, "RolloutLegacy") + assert not hasattr(core, "Task") + assert not hasattr(core, "TaskIfAny") + assert not hasattr(core, "RolloutRawResultLegacy") + assert not hasattr(core, "RolloutRawResult") + + +def test_legacy_types_module_is_removed() -> None: + repo_root = Path(__file__).resolve().parents[2] + + assert not (repo_root / "agentlightning" / "types" / "legacy.py").exists() diff --git a/tests/types/test_resources.py b/tests/types/test_resources.py new file mode 100644 index 000000000..ed50a4f23 --- /dev/null +++ b/tests/types/test_resources.py @@ -0,0 +1,24 @@ +# Copyright (c) Microsoft. All rights reserved. + +from pydantic import TypeAdapter + +import agentlightning.types.resources as resources +from agentlightning.types import LLM, PromptTemplate + + +def test_resources_do_not_expose_an_unconnected_runtime_registry() -> None: + assert not hasattr(resources, "register_resource_type") + assert not hasattr(resources, "get_resource_type") + assert not hasattr(resources, "get_registered_resource_types") + + +def test_named_resources_deserializes_builtin_types() -> None: + named_resources = TypeAdapter(resources.NamedResources).validate_python( + { + "main": {"resource_type": "llm", "endpoint": "http://localhost", "model": "test"}, + "prompt": {"resource_type": "prompt_template", "template": "Hello {name}", "engine": "f-string"}, + } + ) + + assert isinstance(named_resources["main"], LLM) + assert isinstance(named_resources["prompt"], PromptTemplate) diff --git a/tests/verl/test_daemon.py b/tests/verl/test_daemon.py new file mode 100644 index 000000000..91e46900b --- /dev/null +++ b/tests/verl/test_daemon.py @@ -0,0 +1,65 @@ +# Copyright (c) Microsoft. All rights reserved. + +from __future__ import annotations + +from typing import Sequence + +import pytest + +from agentlightning.types import Rollout, Span, Triplet + +pytest.importorskip("numpy") +pytest.importorskip("torch") +pytest.importorskip("verl") + +from agentlightning.verl.daemon import AgentModeDaemon + + +class _DelayedSpanStore: + def __init__(self, span: Span): + self.span = span + self.query_count = 0 + + async def query_spans(self, rollout_id: str, attempt_id: str = "latest") -> list[Span]: + self.query_count += 1 + if self.query_count == 1: + return [] + return [self.span] + + +class _TripletAdapter: + def adapt(self, spans: Sequence[Span]) -> list[Triplet]: + if not spans: + return [] + return [Triplet(prompt={"token_ids": [1, 2]}, response={"token_ids": [3]}, reward=1.0)] + + +def _make_span() -> Span: + return Span.from_attributes( + rollout_id="rollout-1", + attempt_id="attempt-1", + sequence_id=1, + trace_id="trace-1", + span_id="span-1", + parent_id=None, + name="raw_gen_ai_request", + attributes={}, + start_time=1, + end_time=2, + ) + + +@pytest.mark.asyncio +async def test_build_completed_rollout_waits_for_delayed_triplets() -> None: + daemon = AgentModeDaemon.__new__(AgentModeDaemon) + daemon.store = _DelayedSpanStore(_make_span()) + daemon.adapter = _TripletAdapter() + daemon.reward_fillna_value = 0.0 + + rollout = Rollout(rollout_id="rollout-1", input={}, start_time=0.0, metadata={"data_id": "sample-1"}) + + completed = await daemon._build_completed_rollout(rollout) + + assert daemon.store.query_count == 2 + assert len(completed.triplets) == 1 + assert completed.final_reward == 1.0 diff --git a/tests/verl/test_trajectory.py b/tests/verl/test_trajectory.py new file mode 100644 index 000000000..026fa7a32 --- /dev/null +++ b/tests/verl/test_trajectory.py @@ -0,0 +1,60 @@ +# Copyright (c) Microsoft. All rights reserved. + +from __future__ import annotations + +from typing import List + +from agentlightning.verl.trajectory import aggregate_trajectory_traces, ids_startswith + + +class FakeTokenizer: + all_special_ids: List[int] = [0] + + def decode(self, ids: List[int], *, skip_special_tokens: bool = True) -> str: + if skip_special_tokens: + ids = [id for id in ids if id not in self.all_special_ids] + return "|".join(str(id) for id in ids) + + +def test_aggregate_trajectory_traces_merges_prefix_turns() -> None: + merged, stats = aggregate_trajectory_traces( + [ + {"prompt_ids": [1, 2], "response_ids": [3]}, + {"prompt_ids": [1, 2, 3, 4], "response_ids": [5]}, + ], + max_prompt_length=8, + tokenizer=FakeTokenizer(), + ) + + assert len(merged) == 1 + assert merged[0].prompt_ids == [1, 2] + assert merged[0].response_ids == [3, 4, 5] + assert merged[0].response_mask == [1, 0, 1] + assert merged[0].turn_indices == [0, 1] + assert stats.unmerged_rollouts == 0 + assert stats.response_lengths_by_turn == [1, 1] + + +def test_aggregate_trajectory_traces_splits_non_prefix_segments_and_masks_overflow_tail() -> None: + merged, stats = aggregate_trajectory_traces( + [ + {"prompt_ids": [1], "response_ids": [2]}, + {"prompt_ids": [9, 9, 9, 9], "response_ids": [7, 8]}, + ], + max_prompt_length=2, + tokenizer=FakeTokenizer(), + ) + + assert len(merged) == 2 + assert merged[1].prompt_ids == [9, 9] + assert merged[1].response_ids == [9, 9, 7, 8] + assert merged[1].response_mask == [1, 1, 1, 1] + assert len(merged[1].response_mask) == len(merged[1].response_ids) + assert stats.unmerged_rollouts == 1 + + +def test_ids_startswith_reports_other_mismatch_in_debug_mode() -> None: + is_prefix, diagnostic = ids_startswith([1, 2], [1, 3], FakeTokenizer(), debug=True) + + assert not is_prefix + assert diagnostic == (False, False, True) diff --git a/uv.lock b/uv.lock index c020c9c79..2a7cca00f 100644 --- a/uv.lock +++ b/uv.lock @@ -11,86 +11,14 @@ supported-markers = [ "sys_platform == 'linux'", ] conflicts = [[ - { package = "agentlightning", group = "core-legacy" }, - { package = "agentlightning", group = "core-stable" }, -], [ { package = "agentlightning", group = "torch-cpu" }, { package = "agentlightning", group = "torch-cu128" }, -], [ - { package = "agentlightning", group = "torch-legacy" }, - { package = "agentlightning", group = "torch-stable" }, ], [ { package = "agentlightning", group = "vllm-0-10-2" }, { package = "agentlightning", group = "vllm-0-11-0" }, -], [ - { package = "agentlightning", group = "langchain" }, - { package = "agentlightning", group = "torch-legacy" }, -], [ - { package = "agentlightning", group = "torch-gpu-legacy" }, - { package = "agentlightning", group = "torch-stable" }, -], [ - { package = "agentlightning", group = "torch-legacy" }, - { package = "agentlightning", group = "vllm-0-10-2" }, -], [ - { package = "agentlightning", group = "langchain" }, - { package = "agentlightning", group = "torch-gpu-legacy" }, -], [ - { package = "agentlightning", group = "torch-legacy" }, - { package = "agentlightning", group = "trl" }, -], [ - { package = "agentlightning", group = "core-legacy" }, - { package = "agentlightning", group = "vllm-0-10-2" }, -], [ - { package = "agentlightning", group = "core-legacy" }, - { package = "agentlightning", group = "torch-gpu-stable" }, -], [ - { package = "agentlightning", group = "core-legacy" }, - { package = "agentlightning", group = "tinker" }, -], [ - { package = "agentlightning", group = "core-legacy" }, - { package = "agentlightning", group = "trl" }, -], [ - { package = "agentlightning", group = "tinker" }, - { package = "agentlightning", group = "torch-legacy" }, ], [ { package = "agentlightning", group = "torch-cpu" }, { package = "agentlightning", group = "torch-gpu-stable" }, -], [ - { package = "agentlightning", group = "torch-gpu-legacy" }, - { package = "agentlightning", group = "vllm-0-10-2" }, -], [ - { package = "agentlightning", group = 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package = "agentlightning", group = "torch-gpu-legacy" }, -], [ - { package = "agentlightning", group = "torch-gpu-legacy" }, - { package = "agentlightning", group = "vllm-0-11-0" }, -], [ - { package = "agentlightning", group = "core-stable" }, - { package = "agentlightning", group = "torch-legacy" }, ]] [manifest] @@ -114,7 +42,7 @@ name = "abnf" version = "2.2.0" source = { registry = "https://pypi.org/simple" } dependencies = [ - { name = "typing-extensions", marker = "sys_platform == 'linux' or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-core-stable') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-tinker') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-torch-gpu-stable') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-torch-stable') or (extra == 'group-14-agentlightning-core-legacy' and extra == 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'group-14-agentlightning-torch-legacy') or (extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-cu128') or (extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-gpu-legacy') or (extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-gpu-stable') or (extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-torch-gpu-stable') or (extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-torch-stable') or (extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-trl') or (extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2') or (extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-vllm-0-11-0') or (extra == 'group-14-agentlightning-torch-gpu-stable' and extra == 'group-14-agentlightning-torch-legacy') or (extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-torch-stable') or (extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-trl') or (extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2') or (extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-11-0') or (extra == 'group-14-agentlightning-vllm-0-10-2' and extra == 'group-14-agentlightning-vllm-0-11-0')" }, - { name = "pytest-asyncio", marker = "sys_platform == 'linux' or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-core-stable') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-tinker') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-torch-gpu-stable') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-torch-stable') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-trl') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-vllm-0-11-0') or (extra == 'group-14-agentlightning-core-stable' and extra == 'group-14-agentlightning-torch-gpu-legacy') or (extra == 'group-14-agentlightning-core-stable' and extra == 'group-14-agentlightning-torch-legacy') or (extra == 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-gpu-legacy') or (extra == 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-legacy') or (extra == 'group-14-agentlightning-tinker' and extra == 'group-14-agentlightning-torch-gpu-legacy') or (extra == 'group-14-agentlightning-tinker' and extra == 'group-14-agentlightning-torch-legacy') or (extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-cu128') or (extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-gpu-legacy') or (extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-gpu-stable') or (extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-torch-gpu-stable') or (extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-torch-stable') or (extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-trl') or (extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2') or (extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-vllm-0-11-0') or (extra == 'group-14-agentlightning-torch-gpu-stable' and extra == 'group-14-agentlightning-torch-legacy') or (extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-torch-stable') or (extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-trl') or (extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2') or (extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-11-0') or (extra == 'group-14-agentlightning-vllm-0-10-2' and extra == 'group-14-agentlightning-vllm-0-11-0')" }, - { name = "pytest-rerunfailures", marker = "sys_platform == 'linux' or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-core-stable') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-tinker') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-torch-gpu-stable') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-torch-stable') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-trl') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-vllm-0-11-0') or (extra == 'group-14-agentlightning-core-stable' and extra == 'group-14-agentlightning-torch-gpu-legacy') or (extra == 'group-14-agentlightning-core-stable' and extra == 'group-14-agentlightning-torch-legacy') or (extra == 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-gpu-legacy') or (extra == 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-legacy') or (extra == 'group-14-agentlightning-tinker' and extra == 'group-14-agentlightning-torch-gpu-legacy') or (extra == 'group-14-agentlightning-tinker' and extra == 'group-14-agentlightning-torch-legacy') or (extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-cu128') or (extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-gpu-legacy') or (extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-gpu-stable') or (extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-torch-gpu-stable') or (extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-torch-stable') or (extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-trl') or (extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2') or (extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-vllm-0-11-0') or (extra == 'group-14-agentlightning-torch-gpu-stable' and extra == 'group-14-agentlightning-torch-legacy') or (extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-torch-stable') or (extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-trl') or (extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2') or (extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-11-0') or (extra == 'group-14-agentlightning-vllm-0-10-2' and extra == 'group-14-agentlightning-vllm-0-11-0')" }, + { name = "black" }, + { name = "flake8" }, + { name = "hatch" }, + { name = "isort" }, + { name = "mike" }, + { name = "mkdocs" }, + { name = "mkdocs-autorefs" }, + { name = "mkdocs-git-authors-plugin" }, + { name = "mkdocs-git-revision-date-localized-plugin" }, + { name = "mkdocs-macros-plugin" }, + { name = "mkdocs-material" }, + { name = "mkdocstrings", extra = ["python"] }, + { name = "pre-commit" }, + { name = "prometheus-client" }, + { name = "pyright" }, + { name = "pytest" }, + { name = "pytest-asyncio" }, + { name = "pytest-rerunfailures" }, ] experiment = [ - { name = "gdown", marker = "sys_platform == 'linux' or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-core-stable') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-tinker') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-torch-gpu-stable') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-torch-stable') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-trl') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-vllm-0-11-0') or (extra == 'group-14-agentlightning-core-stable' and extra == 'group-14-agentlightning-torch-gpu-legacy') or (extra == 'group-14-agentlightning-core-stable' and extra == 'group-14-agentlightning-torch-legacy') or (extra == 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-gpu-legacy') or (extra == 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-legacy') or (extra == 'group-14-agentlightning-tinker' and extra == 'group-14-agentlightning-torch-gpu-legacy') or (extra == 'group-14-agentlightning-tinker' and extra == 'group-14-agentlightning-torch-legacy') or (extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-cu128') or (extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-gpu-legacy') or (extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-gpu-stable') or (extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-torch-gpu-stable') or (extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-torch-stable') or (extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-trl') or (extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2') or (extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-vllm-0-11-0') or (extra == 'group-14-agentlightning-torch-gpu-stable' and extra == 'group-14-agentlightning-torch-legacy') or (extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-torch-stable') or (extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-trl') or (extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2') or (extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-11-0') or (extra == 'group-14-agentlightning-vllm-0-10-2' and extra == 'group-14-agentlightning-vllm-0-11-0')" }, - { name = "random-word", marker = "sys_platform == 'linux' or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-core-stable') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-tinker') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-torch-gpu-stable') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-torch-stable') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-trl') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-vllm-0-11-0') or (extra == 'group-14-agentlightning-core-stable' and extra == 'group-14-agentlightning-torch-gpu-legacy') or (extra == 'group-14-agentlightning-core-stable' and extra == 'group-14-agentlightning-torch-legacy') or (extra == 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-gpu-legacy') or (extra == 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-legacy') or (extra == 'group-14-agentlightning-tinker' and extra == 'group-14-agentlightning-torch-gpu-legacy') or (extra == 'group-14-agentlightning-tinker' and extra == 'group-14-agentlightning-torch-legacy') or (extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-cu128') or (extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-gpu-legacy') or (extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-gpu-stable') or (extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-torch-gpu-stable') or (extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-torch-stable') or (extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-trl') or (extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2') or (extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-vllm-0-11-0') or (extra == 'group-14-agentlightning-torch-gpu-stable' and extra == 'group-14-agentlightning-torch-legacy') or (extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-torch-stable') or (extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-trl') or (extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2') or (extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-11-0') or (extra == 'group-14-agentlightning-vllm-0-10-2' and extra == 'group-14-agentlightning-vllm-0-11-0')" }, + { name = "gdown" }, + { name = "random-word" }, ] image = [ - { name = "datasets", marker = "sys_platform == 'linux' or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-core-stable') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-tinker') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-torch-gpu-stable') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-torch-stable') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-trl') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-vllm-0-11-0') or (extra == 'group-14-agentlightning-core-stable' and extra == 'group-14-agentlightning-torch-gpu-legacy') or (extra == 'group-14-agentlightning-core-stable' and extra == 'group-14-agentlightning-torch-legacy') or (extra == 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-gpu-legacy') or (extra == 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-legacy') or (extra == 'group-14-agentlightning-tinker' and extra == 'group-14-agentlightning-torch-gpu-legacy') or (extra == 'group-14-agentlightning-tinker' and extra == 'group-14-agentlightning-torch-legacy') or (extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-cu128') or (extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-gpu-legacy') or (extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-gpu-stable') or (extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-torch-gpu-stable') or (extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-torch-stable') or (extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-trl') or (extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2') or (extra == 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extra == 'group-14-agentlightning-vllm-0-11-0') or (extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-torch-stable') or (extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-trl') or (extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2') or (extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-11-0')" }, - { name = "pandas", marker = "sys_platform == 'linux' or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-core-stable') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-tinker') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-torch-gpu-stable') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-torch-stable') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-trl') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-vllm-0-11-0') or (extra == 'group-14-agentlightning-core-stable' and extra == 'group-14-agentlightning-torch-gpu-legacy') or (extra == 'group-14-agentlightning-core-stable' and extra == 'group-14-agentlightning-torch-legacy') or (extra == 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-gpu-legacy') or (extra == 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-legacy') or (extra == 'group-14-agentlightning-tinker' and extra == 'group-14-agentlightning-torch-gpu-legacy') or (extra == 'group-14-agentlightning-tinker' and extra == 'group-14-agentlightning-torch-legacy') or (extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-cu128') or (extra == 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'group-14-agentlightning-torch-gpu-legacy') or (extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-gpu-stable') or (extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-torch-gpu-stable') or (extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-torch-stable') or (extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-trl') or (extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2') or (extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-vllm-0-11-0') or (extra == 'group-14-agentlightning-torch-gpu-stable' and extra == 'group-14-agentlightning-torch-legacy') or (extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-torch-stable') or (extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-trl') or (extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2') or (extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-11-0') or (extra == 'group-14-agentlightning-vllm-0-10-2' and extra == 'group-14-agentlightning-vllm-0-11-0')" }, + { name = "faiss-cpu" }, + { name = "fastmcp" }, + { name = "sentence-transformers" }, ] sql = [ - { name = "nltk", marker = "sys_platform == 'linux' or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-core-stable') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-tinker') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-torch-gpu-stable') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-torch-stable') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-trl') or (extra == 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(extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2') or (extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-11-0') or (extra == 'group-14-agentlightning-vllm-0-10-2' and extra == 'group-14-agentlightning-vllm-0-11-0')" }, - { name = "sqlparse", marker = "sys_platform == 'linux' or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-core-stable') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-tinker') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-torch-gpu-stable') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-torch-stable') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-trl') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2') or (extra == 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source = { registry = "https://download.pytorch.org/whl/cpu" } }, + { name = "torchvision" }, ] torch-cu128 = [ - { name = "torch", version = "2.7.0+cu128", source = { registry = "https://download.pytorch.org/whl/cu128" }, marker = "(sys_platform != 'linux' and extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-torch-gpu-stable') or (sys_platform != 'linux' and extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-torch-stable') or (sys_platform != 'linux' and extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-trl') or (sys_platform != 'linux' and extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2') or (sys_platform != 'linux' and extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-vllm-0-11-0') or (sys_platform != 'linux' and extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 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extra == 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-vllm-0-11-0') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-core-stable') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-tinker') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-torch-gpu-stable') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-torch-stable') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-trl') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-vllm-0-11-0') or (extra == 'group-14-agentlightning-core-stable' and extra == 'group-14-agentlightning-torch-gpu-legacy') or (extra == 'group-14-agentlightning-core-stable' and extra == 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'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-trl') or (extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2') or (extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-vllm-0-11-0') or (extra == 'group-14-agentlightning-torch-gpu-stable' and extra == 'group-14-agentlightning-torch-legacy') or (extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-torch-stable') or (extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-trl') or (extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2') or (extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-11-0') or (extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-vllm-0-10-2' and extra == 'group-14-agentlightning-vllm-0-11-0') or (extra != 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-vllm-0-10-2' and extra == 'group-14-agentlightning-vllm-0-11-0')" }, - { name = "torchvision", version = "0.23.0", source = { registry = "https://pypi.org/simple" }, marker = "sys_platform == 'linux' or (extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-cu128') or (extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-gpu-stable')" }, - { name = "transformers", version = "4.57.1", source = { registry = "https://pypi.org/simple" }, marker = "sys_platform == 'linux' or (extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-cu128') or (extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-gpu-stable')" }, - { name = "vllm", version = "0.11.0", source = { registry = "https://pypi.org/simple" }, marker = "sys_platform == 'linux' or (extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-cu128') or (extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-gpu-stable')" }, + { name = "litellm", extra = ["proxy"], marker = "(extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-cu128') or (extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-gpu-stable') or (extra != 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-vllm-0-11-0') or (extra != 'group-14-agentlightning-torch-cu128' and extra != 'group-14-agentlightning-torch-gpu-stable' and extra == 'group-14-agentlightning-vllm-0-11-0')" }, + { name = "torch", version = "2.8.0", source = { registry = "https://pypi.org/simple" }, marker = "(extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-cu128') or (extra == 'group-14-agentlightning-torch-cpu' and extra == 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'group-14-agentlightning-vllm-0-10-2' and extra == 'group-14-agentlightning-vllm-0-11-0')" }, + { name = "torch", version = "2.8.0+cu128", source = { registry = "https://download.pytorch.org/whl/cu128" }, marker = "(extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-cu128') or (extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-gpu-stable') or (extra == 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-vllm-0-11-0') or (extra != 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-vllm-0-10-2' and extra == 'group-14-agentlightning-vllm-0-11-0') or (extra != 'group-14-agentlightning-torch-cu128' and extra != 'group-14-agentlightning-torch-gpu-stable' and extra == 'group-14-agentlightning-vllm-0-10-2' and extra == 'group-14-agentlightning-vllm-0-11-0')" }, + { name = "torchvision" }, + { name = "transformers" }, + { name = "vllm", version = "0.11.0", source = { registry = "https://pypi.org/simple" } }, ] [package.metadata] requires-dist = [ - { name = "agentops", specifier = ">=0.4.13" }, + { name = "agentops", specifier = ">=0.4.21" }, { name = "aiohttp" }, { name = "aiologic" }, { name = "fastapi" }, @@ -433,7 +291,7 @@ requires-dist = [ { name = "graphviz" }, { name = "gunicorn" }, { name = "litellm", extras = ["proxy"], specifier = ">=1.74" }, - { name = "openai" }, + { name = "openai", specifier = ">=2.0.0" }, { name = "opentelemetry-api", specifier = ">=1.35" }, { name = "opentelemetry-exporter-otlp", specifier = ">=1.35" }, { name = "opentelemetry-sdk", specifier = ">=1.35" }, @@ -473,14 +331,6 @@ autogen = [ { name = "autogen-ext", extras = ["openai"] }, { name = "mcp", specifier = ">=1.10.0" }, ] -core-legacy = [ - { name = "agentops", specifier = "<=0.4.18" }, - { name = "openai", specifier = "<2.0.0" }, -] -core-stable = [ - { name = "agentops", specifier = ">=0.4.21" }, - { name = "openai", specifier = ">=2.0.0" }, -] crewai = [{ name = "crewai", extras = ["tools"], specifier = ">=1.2.0,!=1.2.1,!=1.3.0,!=1.4.0,!=1.4.1,!=1.5.0" }] dev = [ { name = "black" }, @@ -536,9 +386,7 @@ sql = [ ] swebench = [{ name = "swebench" }] tinker = [ - { name = "agentops", marker = "python_full_version >= '3.11'", specifier = ">=0.4.21" }, { name = "litellm", extras = ["proxy"], marker = "python_full_version >= '3.11'", specifier = ">=1.78" }, - { name = "openai", marker = "python_full_version >= '3.11'", specifier = ">=2.0.0" }, { name = "tinker", marker = "python_full_version >= '3.11'", specifier = ">=0.2.2" }, { name = "tinker-cookbook", marker = "python_full_version >= '3.11'", specifier = ">=0.1.0" }, { name = "torch", marker = "python_full_version >= '3.11'", specifier = ">=2.8.0" }, @@ -555,25 +403,9 @@ torch-cu128 = [ { name = "torch", index = "https://download.pytorch.org/whl/cu128", conflict = { package = "agentlightning", group = "torch-cu128" } }, { name = "torchvision" }, ] -torch-gpu-legacy = [ - { name = "agentops", specifier = "<=0.4.18" }, - { name = "flash-attn", specifier = "==2.8.1" }, - { name = "litellm", extras = ["proxy"], specifier = "==1.74.15" }, - { name = "openai", specifier = "<2.0.0" }, - { name = "tokenizers", specifier = ">=0.21,<0.22" }, - { name = "torch" }, - { name = "torch", specifier = "==2.7.0" }, - { name = "torchvision" }, - { name = "torchvision", specifier = "==0.22.0" }, - { name = "transformers", specifier = "==4.53.3" }, - { name = "verl", specifier = "==0.5.0" }, - { name = "vllm", specifier = "==0.9.2" }, -] torch-gpu-stable = [ - { name = "agentops", specifier = ">=0.4.21" }, { name = "flash-attn", specifier = ">=2.8.3" }, { name = "litellm", extras = ["proxy"], specifier = ">=1.78" }, - { name = "openai", specifier = ">=2.0.0" }, { name = "tensordict", specifier = ">=0.9.1" }, { name = "torch" }, { name = "torch", specifier = ">=2.8.0" }, @@ -583,32 +415,18 @@ torch-gpu-stable = [ { name = "verl", specifier = ">=0.6.0" }, { name = "vllm", specifier = ">=0.10.2,!=0.11.1,!=0.11.2,!=0.12.0" }, ] -torch-legacy = [ - { name = "agentops", specifier = "<=0.4.18" }, - { name = "litellm", extras = ["proxy"], specifier = "==1.74.15" }, - { name = "openai", specifier = "<2.0.0" }, - { name = "tokenizers", specifier = ">=0.21,<0.22" }, - { name = "torch", specifier = "==2.7.0" }, - { name = "torchvision", specifier = "==0.22.0" }, - { name = "transformers", specifier = "==4.53.3" }, - { name = "vllm", specifier = "==0.9.2" }, -] torch-stable = [ - { name = "agentops", specifier = ">=0.4.21" }, { name = "litellm", extras = ["proxy"], specifier = ">=1.78" }, - { name = "openai", specifier = ">=2.0.0" }, { name = "torch", specifier = ">=2.8.0" }, { name = "torchvision", specifier = ">=0.23.0" }, { name = "transformers", specifier = ">=4.55.0,!=4.57.2" }, { name = "vllm", specifier = ">=0.10.2,!=0.11.1,!=0.11.2,!=0.12.0" }, ] trl = [ - { name = "agentops", specifier = ">=0.4.21" }, { name = "bitsandbytes" }, { name = "datasets" }, { name = "kernels" }, { name = "litellm", extras = ["proxy"], specifier = ">=1.78" }, - { name = "openai", specifier = ">=2.0.0" }, { name = "peft" }, { name = "torch", specifier = ">=2.8.0" }, { name = "torchvision", specifier = ">=0.23.0" }, @@ -621,9 +439,7 @@ trl = [ { name = "vllm", specifier = ">=0.10.2,!=0.11.1,!=0.11.2,!=0.12.0" }, ] vllm-0-10-2 = [ - { name = "agentops", specifier = ">=0.4.21" }, { name = "litellm", extras = ["proxy"], specifier = ">=1.78" }, - { name = "openai", specifier = ">=2.0.0" }, { name = "torch", specifier = ">=2.8.0" }, { name = "torchvision", specifier = ">=0.23.0" }, { name = "transformers", specifier = ">=4.55.0,!=4.57.2" }, @@ -631,9 +447,7 @@ vllm-0-10-2 = [ { name = "vllm", specifier = ">=0.10.2,!=0.11.1,!=0.11.2,!=0.12.0" }, ] vllm-0-11-0 = [ - { name = "agentops", specifier = ">=0.4.21" }, { name = "litellm", extras = ["proxy"], specifier = ">=1.78" }, - { name = "openai", specifier = ">=2.0.0" }, { name = "torch", specifier = ">=2.8.0" }, { name = "torchvision", specifier = ">=0.23.0" }, { name = "transformers", specifier = ">=4.55.0,!=4.57.2" }, @@ -641,61 +455,25 @@ vllm-0-11-0 = [ { name = "vllm", specifier = ">=0.10.2,!=0.11.1,!=0.11.2,!=0.12.0" }, ] -[[package]] -name = "agentops" -version = "0.4.18" -source = { registry = "https://pypi.org/simple" } -resolution-markers = [ - "python_full_version >= '3.13' and sys_platform == 'linux'", - "python_full_version == '3.12.*' and sys_platform == 'linux'", - "python_full_version == '3.11.*' and sys_platform == 'linux'", - "python_full_version < '3.11' and sys_platform == 'linux'", -] -dependencies = [ - { name = "httpx", marker = "(sys_platform == 'linux' and extra == 'group-14-agentlightning-core-legacy') or (sys_platform == 'linux' and extra == 'group-14-agentlightning-torch-gpu-legacy') or (sys_platform == 'linux' and extra == 'group-14-agentlightning-torch-legacy') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-core-stable') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-tinker') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-torch-gpu-stable') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-torch-stable') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-trl') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-vllm-0-11-0') or (extra == 'group-14-agentlightning-core-stable' and extra == 'group-14-agentlightning-torch-gpu-legacy') or (extra == 'group-14-agentlightning-core-stable' and extra == 'group-14-agentlightning-torch-legacy') or (extra == 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-gpu-legacy') or (extra == 'group-14-agentlightning-langchain' and extra == 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!= 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-tinker' and extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-gpu-stable') or (extra != 'group-14-agentlightning-core-legacy' and extra != 'group-14-agentlightning-core-stable' and extra != 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-tinker' and extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-torch-gpu-stable') or (extra != 'group-14-agentlightning-core-legacy' and extra != 'group-14-agentlightning-core-stable' and extra != 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-tinker' and extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-torch-stable') or (extra != 'group-14-agentlightning-core-legacy' and extra != 'group-14-agentlightning-core-stable' and extra != 'group-14-agentlightning-langchain' and extra != 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'group-14-agentlightning-torch-gpu-legacy' and extra != 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2' and extra == 'group-14-agentlightning-vllm-0-11-0')" }, + { name = "opencv-python-headless" }, ] [[package]] @@ -5425,18 +4237,18 @@ name = "mkdocs" version = "1.6.1" source = { registry = "https://pypi.org/simple" } dependencies = [ - { name = "click", marker = "sys_platform == 'linux' or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-core-stable') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-tinker') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-torch-gpu-stable') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-torch-stable') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-trl') or (extra == 'group-14-agentlightning-core-legacy' and 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}, + { name = "markdown" }, + { name = "markupsafe" }, + { name = "mkdocs" }, + { name = "mkdocs-autorefs" }, + { name = "pymdown-extensions" }, ] sdist = { url = "https://files.pythonhosted.org/packages/c5/33/2fa3243439f794e685d3e694590d28469a9b8ea733af4b48c250a3ffc9a0/mkdocstrings-0.30.1.tar.gz", hash = "sha256:84a007aae9b707fb0aebfc9da23db4b26fc9ab562eb56e335e9ec480cb19744f", size = 106350, upload-time = "2025-09-19T10:49:26.446Z" } wheels = [ @@ -5568,7 +4380,7 @@ wheels = [ [package.optional-dependencies] python = [ - { name = "mkdocstrings-python", marker = "sys_platform == 'linux' or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-core-stable') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-tinker') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-torch-gpu-stable') or (extra == 'group-14-agentlightning-core-legacy' and extra == 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and extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-cu128' and extra != 'group-14-agentlightning-torch-gpu-legacy' and extra != 'group-14-agentlightning-torch-gpu-stable' and extra != 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-11-0') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-core-stable') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-tinker') or (extra == 'group-14-agentlightning-core-stable' and extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-cu128') or (extra == 'group-14-agentlightning-core-stable' and extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-gpu-legacy') or (extra == 'group-14-agentlightning-core-stable' and extra == 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'group-14-agentlightning-torch-stable') or (sys_platform == 'linux' and extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-torch-cu128' and extra != 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-trl') or (sys_platform == 'linux' and extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-torch-cu128' and extra != 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2') or (sys_platform == 'linux' and extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-torch-cu128' and extra != 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-11-0') or (sys_platform != 'linux' and extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-gpu-legacy' and extra != 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-torch-stable') or (sys_platform != 'linux' and extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-gpu-legacy' and extra != 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-trl') or (sys_platform != 'linux' and extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-gpu-legacy' and extra != 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2') or (sys_platform != 'linux' and extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-gpu-legacy' and extra != 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-11-0') or (sys_platform != 'linux' and extra == 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-cu128' and extra != 'group-14-agentlightning-torch-gpu-legacy' and extra != 'group-14-agentlightning-torch-gpu-stable' and extra != 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2' and extra == 'group-14-agentlightning-vllm-0-11-0') or (sys_platform != 'linux' and extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-cu128' and extra != 'group-14-agentlightning-torch-gpu-legacy' and extra != 'group-14-agentlightning-torch-gpu-stable' and extra != 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-torch-stable') or (sys_platform != 'linux' and extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-cu128' and extra != 'group-14-agentlightning-torch-gpu-legacy' and extra != 'group-14-agentlightning-torch-gpu-stable' and extra != 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-trl') or (sys_platform != 'linux' and extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-cu128' and extra != 'group-14-agentlightning-torch-gpu-legacy' and extra != 'group-14-agentlightning-torch-gpu-stable' and extra != 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2') or (sys_platform != 'linux' and extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-cu128' and extra != 'group-14-agentlightning-torch-gpu-legacy' and extra != 'group-14-agentlightning-torch-gpu-stable' and extra != 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-11-0') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-core-stable') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-tinker') or (extra == 'group-14-agentlightning-core-stable' and extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-cu128') or (extra == 'group-14-agentlightning-core-stable' and extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-gpu-legacy') or (extra == 'group-14-agentlightning-core-stable' and extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-gpu-stable') or (extra == 'group-14-agentlightning-core-stable' and extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-legacy') or (extra == 'group-14-agentlightning-core-stable' and extra != 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-torch-gpu-legacy') or (extra == 'group-14-agentlightning-core-stable' and extra != 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-torch-legacy') or (extra == 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-torch-gpu-legacy') or (extra == 'group-14-agentlightning-tinker' and extra != 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-torch-gpu-legacy') or (extra != 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-cu128') or (extra == 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-torch-gpu-legacy') or (extra != 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-torch-gpu-stable') or (extra != 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-torch-stable') or (extra != 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-trl') or (extra != 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2') or (extra != 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-vllm-0-11-0') or (extra == 'group-14-agentlightning-core-legacy' and extra != 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-torch-gpu-stable') or (extra == 'group-14-agentlightning-core-legacy' and extra != 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-gpu-stable') or (extra == 'group-14-agentlightning-core-stable' and extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-vllm-0-10-2' and extra == 'group-14-agentlightning-vllm-0-11-0') or (extra == 'group-14-agentlightning-core-stable' and extra != 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-vllm-0-10-2' and extra == 'group-14-agentlightning-vllm-0-11-0') or (extra != 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-cu128') or (extra != 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-torch-gpu-stable') or (extra != 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-torch-gpu-stable' and extra == 'group-14-agentlightning-torch-legacy') or (extra != 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-torch-stable') or (extra != 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-trl') or (extra != 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2') or (extra != 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-11-0') or (extra != 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-vllm-0-10-2' and extra == 'group-14-agentlightning-vllm-0-11-0') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-torch-cu128' and extra != 'group-14-agentlightning-torch-gpu-stable' and extra == 'group-14-agentlightning-torch-legacy') or (extra == 'group-14-agentlightning-core-legacy' and extra != 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-torch-stable') or (extra == 'group-14-agentlightning-core-legacy' and extra != 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-trl') or (extra == 'group-14-agentlightning-core-legacy' and extra != 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2') or (extra == 'group-14-agentlightning-core-legacy' and extra != 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-vllm-0-11-0') or (extra == 'group-14-agentlightning-core-legacy' and extra != 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-torch-stable') or (extra == 'group-14-agentlightning-core-legacy' and extra != 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-trl') or (extra == 'group-14-agentlightning-core-legacy' and extra != 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2') or (extra == 'group-14-agentlightning-core-legacy' and extra != 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-vllm-0-11-0') or (extra == 'group-14-agentlightning-core-legacy' and extra != 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-torch-stable') or (extra == 'group-14-agentlightning-core-legacy' and extra != 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-trl') or (extra == 'group-14-agentlightning-core-legacy' and extra != 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2') or (extra == 'group-14-agentlightning-core-legacy' and extra != 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-11-0') or (extra == 'group-14-agentlightning-core-legacy' and extra != 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-torch-stable') or (extra == 'group-14-agentlightning-core-legacy' and extra != 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-trl') or (extra == 'group-14-agentlightning-core-legacy' and extra != 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-vllm-0-10-2') or (extra == 'group-14-agentlightning-core-legacy' and extra != 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-vllm-0-11-0') or (extra != 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-torch-gpu-stable') or (extra == 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-cu128' and extra != 'group-14-agentlightning-torch-gpu-stable' and extra == 'group-14-agentlightning-torch-legacy') or (extra != 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-torch-legacy') or (extra == 'group-14-agentlightning-tinker' and extra == 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-cu128' and extra != 'group-14-agentlightning-torch-gpu-stable' and extra == 'group-14-agentlightning-torch-legacy') or (extra != 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-tinker' and extra != 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-torch-legacy') or (extra == 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-cu128' and extra != 'group-14-agentlightning-torch-gpu-stable' and extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-torch-stable') or (extra == 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-cu128' and extra != 'group-14-agentlightning-torch-gpu-stable' and extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-trl') or (extra == 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-cu128' and extra != 'group-14-agentlightning-torch-gpu-stable' and extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2') or (extra == 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-cu128' and extra != 'group-14-agentlightning-torch-gpu-stable' and extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-11-0') or (extra != 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-torch-cu128' and extra != 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2' and extra == 'group-14-agentlightning-vllm-0-11-0') or (extra != 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-gpu-legacy' and extra != 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2' and extra == 'group-14-agentlightning-vllm-0-11-0') or (extra != 'group-14-agentlightning-core-stable' and extra != 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-tinker' and extra == 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-torch-gpu-stable') or (extra != 'group-14-agentlightning-core-stable' and extra != 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-tinker' and extra == 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-torch-stable') or (extra != 'group-14-agentlightning-core-stable' and extra != 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-tinker' and extra == 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-trl') or (extra != 'group-14-agentlightning-core-stable' and extra != 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-tinker' and extra == 'group-14-agentlightning-torch-cu128' and 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'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-torch-gpu-legacy') or (extra == 'group-14-agentlightning-core-stable' and extra != 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-torch-legacy') or (extra == 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-torch-gpu-legacy') or (extra == 'group-14-agentlightning-tinker' and extra != 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-torch-gpu-legacy') or (extra != 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-cu128') or (extra == 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-torch-gpu-legacy') or (extra != 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 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'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-torch-gpu-stable' and extra == 'group-14-agentlightning-torch-legacy') or (extra != 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-torch-stable') or (extra != 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-trl') or (extra != 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2') or (extra != 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-11-0') or (extra != 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-vllm-0-10-2' and extra == 'group-14-agentlightning-vllm-0-11-0') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-torch-cu128' and extra != 'group-14-agentlightning-torch-gpu-stable' and extra == 'group-14-agentlightning-torch-legacy') or (extra == 'group-14-agentlightning-core-legacy' and extra != 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-torch-stable') or (extra == 'group-14-agentlightning-core-legacy' and extra != 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-trl') or (extra == 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'group-14-agentlightning-trl') or (extra == 'group-14-agentlightning-core-legacy' and extra != 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2') or (extra == 'group-14-agentlightning-core-legacy' and extra != 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-vllm-0-11-0') or (extra == 'group-14-agentlightning-core-legacy' and extra != 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-torch-stable') or (extra == 'group-14-agentlightning-core-legacy' and extra != 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cu128' and extra == 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'group-14-agentlightning-torch-cu128' and extra != 'group-14-agentlightning-torch-gpu-stable' and extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-torch-stable') or (extra == 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-cu128' and extra != 'group-14-agentlightning-torch-gpu-stable' and extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-trl') or (extra == 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-cu128' and extra != 'group-14-agentlightning-torch-gpu-stable' and extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2') or (extra == 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-cu128' and extra != 'group-14-agentlightning-torch-gpu-stable' and extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-11-0') or (extra != 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-torch-cu128' and extra != 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2' and extra == 'group-14-agentlightning-vllm-0-11-0') or (extra != 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-gpu-legacy' and extra != 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2' and extra == 'group-14-agentlightning-vllm-0-11-0') or (extra != 'group-14-agentlightning-core-stable' and extra != 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-tinker' and extra == 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-torch-gpu-stable') or (extra != 'group-14-agentlightning-core-stable' and extra != 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and extra == 'group-14-agentlightning-torch-legacy') or (extra == 'group-14-agentlightning-core-legacy' and extra != 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-torch-stable') or (extra == 'group-14-agentlightning-core-legacy' and extra != 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-trl') or (extra == 'group-14-agentlightning-core-legacy' and extra != 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2') or (extra == 'group-14-agentlightning-core-legacy' and extra != 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cpu' and extra != 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!= 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-vllm-0-11-0') or (extra != 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-torch-gpu-stable') or (extra == 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-cu128' and extra != 'group-14-agentlightning-torch-gpu-stable' and extra == 'group-14-agentlightning-torch-legacy') or (extra != 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-torch-legacy') or (extra == 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== 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-gpu-legacy' and extra != 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-11-0') or (sys_platform != 'linux' and extra == 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-cu128' and extra != 'group-14-agentlightning-torch-gpu-legacy' and extra != 'group-14-agentlightning-torch-gpu-stable' and extra != 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2' and extra == 'group-14-agentlightning-vllm-0-11-0') or (sys_platform != 'linux' and extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-cu128' and extra != 'group-14-agentlightning-torch-gpu-legacy' and extra != 'group-14-agentlightning-torch-gpu-stable' and extra != 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and extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-cu128' and extra != 'group-14-agentlightning-torch-gpu-legacy' and extra != 'group-14-agentlightning-torch-gpu-stable' and extra != 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-11-0') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-core-stable') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-tinker') or (extra == 'group-14-agentlightning-core-stable' and extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-cu128') or (extra == 'group-14-agentlightning-core-stable' and extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-gpu-legacy') or (extra == 'group-14-agentlightning-core-stable' and extra == 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== 'group-14-agentlightning-core-legacy' and extra != 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-torch-gpu-stable') or (extra == 'group-14-agentlightning-core-legacy' and extra != 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-gpu-stable') or (extra == 'group-14-agentlightning-core-stable' and extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-vllm-0-10-2' and extra == 'group-14-agentlightning-vllm-0-11-0') or (extra == 'group-14-agentlightning-core-stable' and extra != 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-vllm-0-10-2' and extra == 'group-14-agentlightning-vllm-0-11-0') or (extra != 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cpu' and extra == 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and extra != 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-torch-stable') or (extra == 'group-14-agentlightning-core-legacy' and extra != 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-trl') or (extra == 'group-14-agentlightning-core-legacy' and extra != 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-vllm-0-10-2') or (extra == 'group-14-agentlightning-core-legacy' and extra != 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-vllm-0-11-0') or (extra != 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-langchain' 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and extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-cu128') or (extra == 'group-14-agentlightning-core-stable' and extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-gpu-legacy') or (extra == 'group-14-agentlightning-core-stable' and extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-gpu-stable') or (extra == 'group-14-agentlightning-core-stable' and extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-legacy') or (extra == 'group-14-agentlightning-core-stable' and extra != 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-torch-gpu-legacy') or (extra == 'group-14-agentlightning-core-stable' and extra != 'group-14-agentlightning-torch-cu128' and extra == 'group-14-agentlightning-torch-legacy') or (extra == 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-torch-cu128' and extra == 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and extra == 'group-14-agentlightning-torch-legacy') or (extra == 'group-14-agentlightning-core-legacy' and extra != 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-torch-stable') or (extra == 'group-14-agentlightning-core-legacy' and extra != 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-trl') or (extra == 'group-14-agentlightning-core-legacy' and extra != 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2') or (extra == 'group-14-agentlightning-core-legacy' and extra != 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cpu' and extra != 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extra != 'group-14-agentlightning-torch-gpu-legacy' and extra != 'group-14-agentlightning-torch-gpu-stable' and extra == 'group-14-agentlightning-torch-legacy') or (python_full_version >= '3.11' and extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-torch-gpu-stable') or (python_full_version >= '3.11' and extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-torch-stable') or (python_full_version >= '3.11' and extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-trl') or (python_full_version >= '3.11' and extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2') or (python_full_version >= '3.11' and extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-vllm-0-11-0') or (python_full_version >= '3.11' and extra == 'group-14-agentlightning-core-stable' and extra == 'group-14-agentlightning-torch-gpu-legacy') or (python_full_version >= '3.11' and extra == 'group-14-agentlightning-core-stable' and extra == 'group-14-agentlightning-torch-legacy') or (python_full_version >= '3.11' and extra == 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-gpu-legacy') or (python_full_version >= '3.11' and extra == 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-legacy') or (python_full_version >= '3.11' and extra == 'group-14-agentlightning-tinker' and extra == 'group-14-agentlightning-torch-gpu-legacy') or (python_full_version >= '3.11' and extra == 'group-14-agentlightning-tinker' and extra == 'group-14-agentlightning-torch-legacy') or (python_full_version >= '3.11' and extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-cu128') or (python_full_version >= '3.11' and extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-gpu-legacy') or (python_full_version >= '3.11' and extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-gpu-stable') or (python_full_version >= '3.11' and extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-torch-gpu-stable') or (python_full_version >= '3.11' and extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-torch-stable') or (python_full_version >= '3.11' and extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-trl') or (python_full_version >= '3.11' and extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2') or (python_full_version >= '3.11' and extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-vllm-0-11-0') or (python_full_version >= '3.11' and extra == 'group-14-agentlightning-torch-gpu-stable' and extra == 'group-14-agentlightning-torch-legacy') or (python_full_version >= '3.11' and extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-torch-stable') or (python_full_version >= '3.11' and extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-trl') or (python_full_version >= '3.11' and extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2') or (python_full_version >= '3.11' and extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-11-0') or (python_full_version < '3.11' and extra != 'group-14-agentlightning-core-legacy' and extra != 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-gpu-legacy' and extra != 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2' and extra == 'group-14-agentlightning-vllm-0-11-0') or (python_full_version < '3.11' and extra != 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-cu128' and extra != 'group-14-agentlightning-torch-gpu-legacy' and extra != 'group-14-agentlightning-torch-gpu-stable' and extra != 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2' and extra == 'group-14-agentlightning-vllm-0-11-0') or (sys_platform != 'linux' and extra == 'group-14-agentlightning-core-stable' and extra == 'group-14-agentlightning-torch-gpu-legacy') or (sys_platform != 'linux' and extra == 'group-14-agentlightning-core-stable' and extra == 'group-14-agentlightning-torch-legacy') or (sys_platform != 'linux' and extra == 'group-14-agentlightning-core-stable' and extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-cu128') or (sys_platform != 'linux' and extra == 'group-14-agentlightning-core-stable' and extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-gpu-stable') or (sys_platform != 'linux' and extra == 'group-14-agentlightning-core-stable' and extra == 'group-14-agentlightning-vllm-0-10-2' and extra == 'group-14-agentlightning-vllm-0-11-0') or (sys_platform != 'linux' and extra != 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-gpu-legacy') or (sys_platform != 'linux' and extra != 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-legacy') or (sys_platform != 'linux' and extra != 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-tinker' and extra == 'group-14-agentlightning-torch-gpu-legacy') or (sys_platform != 'linux' and extra != 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-tinker' and extra == 'group-14-agentlightning-torch-legacy') or (sys_platform != 'linux' and extra != 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-cu128') or (sys_platform != 'linux' and extra != 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-gpu-legacy') or (sys_platform != 'linux' and extra != 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-gpu-stable') or (sys_platform != 'linux' and extra != 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-torch-gpu-stable') or (sys_platform != 'linux' and extra != 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-torch-stable') or (sys_platform != 'linux' and extra != 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-trl') or (sys_platform != 'linux' and extra != 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2') or (sys_platform != 'linux' and extra != 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-vllm-0-11-0') or (sys_platform != 'linux' and extra != 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-gpu-stable' and extra == 'group-14-agentlightning-torch-legacy') or (sys_platform != 'linux' and extra != 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-torch-stable') or (sys_platform != 'linux' and extra != 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-trl') or (sys_platform != 'linux' and extra != 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2') or (sys_platform != 'linux' and extra != 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-11-0') or (sys_platform != 'linux' and extra != 'group-14-agentlightning-core-stable' and extra == 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-tinker' and extra == 'group-14-agentlightning-torch-gpu-legacy') or (sys_platform != 'linux' and extra != 'group-14-agentlightning-core-stable' and extra != 'group-14-agentlightning-tinker' and extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-cu128') or (sys_platform != 'linux' and extra != 'group-14-agentlightning-core-stable' and extra != 'group-14-agentlightning-tinker' and extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-gpu-legacy') or (sys_platform != 'linux' and extra != 'group-14-agentlightning-core-stable' and extra != 'group-14-agentlightning-tinker' and extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-gpu-stable') or (sys_platform != 'linux' and extra == 'group-14-agentlightning-core-legacy' and extra != 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-gpu-stable') or (sys_platform != 'linux' and extra == 'group-14-agentlightning-core-legacy' and extra != 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-stable') or (sys_platform != 'linux' and extra == 'group-14-agentlightning-core-legacy' and extra != 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-trl') or (sys_platform != 'linux' and extra == 'group-14-agentlightning-core-legacy' and extra != 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-vllm-0-10-2') or (sys_platform != 'linux' and extra == 'group-14-agentlightning-core-legacy' and extra != 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-vllm-0-11-0') or (sys_platform != 'linux' and extra != 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-cu128') or (sys_platform != 'linux' and extra != 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-gpu-stable') or (sys_platform != 'linux' and extra != 'group-14-agentlightning-core-stable' and extra == 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-tinker' and extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-legacy') or (sys_platform != 'linux' and extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-gpu-legacy' and extra == 'group-14-agentlightning-torch-gpu-stable') or (sys_platform != 'linux' and extra != 'group-14-agentlightning-core-stable' and extra == 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-tinker' and extra != 'group-14-agentlightning-torch-gpu-stable' and extra == 'group-14-agentlightning-torch-legacy') or (sys_platform != 'linux' and extra != 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-gpu-legacy' and extra != 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2' and extra == 'group-14-agentlightning-vllm-0-11-0') or (sys_platform != 'linux' and extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-gpu-legacy' and extra != 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-torch-stable') or (sys_platform != 'linux' and extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-gpu-legacy' and extra != 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-trl') or (sys_platform != 'linux' and extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-gpu-legacy' and extra != 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2') or (sys_platform != 'linux' and extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-gpu-legacy' and extra != 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-11-0') or (sys_platform != 'linux' and extra == 'group-14-agentlightning-core-legacy' and extra != 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-cu128' and extra != 'group-14-agentlightning-torch-gpu-legacy' and extra != 'group-14-agentlightning-torch-gpu-stable' and extra == 'group-14-agentlightning-torch-stable') or (sys_platform != 'linux' and extra == 'group-14-agentlightning-core-legacy' and extra != 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-cu128' and extra != 'group-14-agentlightning-torch-gpu-legacy' and extra != 'group-14-agentlightning-torch-gpu-stable' and extra == 'group-14-agentlightning-trl') or (sys_platform != 'linux' and extra == 'group-14-agentlightning-core-legacy' and extra != 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-cu128' and extra != 'group-14-agentlightning-torch-gpu-legacy' and extra != 'group-14-agentlightning-torch-gpu-stable' and extra == 'group-14-agentlightning-vllm-0-10-2') or (sys_platform != 'linux' and extra == 'group-14-agentlightning-core-legacy' and extra != 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-cu128' and extra != 'group-14-agentlightning-torch-gpu-legacy' and extra != 'group-14-agentlightning-torch-gpu-stable' and extra == 'group-14-agentlightning-vllm-0-11-0') or (sys_platform != 'linux' and extra == 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-cu128' and extra != 'group-14-agentlightning-torch-gpu-legacy' and extra != 'group-14-agentlightning-torch-gpu-stable' and extra != 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2' and extra == 'group-14-agentlightning-vllm-0-11-0') or (sys_platform != 'linux' and extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-cu128' and extra != 'group-14-agentlightning-torch-gpu-legacy' and extra != 'group-14-agentlightning-torch-gpu-stable' and extra != 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-torch-stable') or (sys_platform != 'linux' and extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-cu128' and extra != 'group-14-agentlightning-torch-gpu-legacy' and extra != 'group-14-agentlightning-torch-gpu-stable' and extra != 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-trl') or (sys_platform != 'linux' and extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-cu128' and extra != 'group-14-agentlightning-torch-gpu-legacy' and extra != 'group-14-agentlightning-torch-gpu-stable' and extra != 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2') or (sys_platform != 'linux' and extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-cu128' and extra != 'group-14-agentlightning-torch-gpu-legacy' and extra != 'group-14-agentlightning-torch-gpu-stable' and extra != 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-11-0') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-core-stable') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-tinker') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-cu128') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-gpu-legacy') or (extra == 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-torch-cpu' and extra == 'group-14-agentlightning-torch-gpu-stable') or (extra == 'group-14-agentlightning-core-stable' and extra != 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-gpu-legacy' and extra != 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2' and extra == 'group-14-agentlightning-vllm-0-11-0') or (extra != 'group-14-agentlightning-core-legacy' and extra == 'group-14-agentlightning-langchain' and extra != 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-gpu-legacy' and extra != 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2' and extra == 'group-14-agentlightning-vllm-0-11-0') or (extra != 'group-14-agentlightning-langchain' and extra == 'group-14-agentlightning-tinker' and extra != 'group-14-agentlightning-torch-cpu' and extra != 'group-14-agentlightning-torch-gpu-legacy' and extra != 'group-14-agentlightning-torch-legacy' and extra == 'group-14-agentlightning-vllm-0-10-2' and extra == 'group-14-agentlightning-vllm-0-11-0') or (extra != 'group-14-agentlightning-core-legacy' and extra != 'group-14-agentlightning-tinker' and extra != 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