Turn off autotune for scaled mm for fp8 dynamic quant in torchao #2176
Workflow file for this run
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| name: PR Test | |
| on: | |
| push: | |
| branches: [ main ] | |
| paths: | |
| - "python/sglang/**" | |
| - "test/**" | |
| pull_request: | |
| branches: [ main ] | |
| paths: | |
| - "python/sglang/**" | |
| - "test/**" | |
| workflow_dispatch: | |
| concurrency: | |
| group: pr-test-${{ github.ref }} | |
| cancel-in-progress: true | |
| jobs: | |
| unit-test-frontend: | |
| if: github.repository == 'sgl-project/sglang' || github.event_name == 'pull_request' | |
| runs-on: 1-gpu-runner | |
| steps: | |
| - name: Checkout code | |
| uses: actions/checkout@v3 | |
| - name: Install dependencies | |
| run: | | |
| bash scripts/ci_install_dependency.sh | |
| - name: Run test | |
| timeout-minutes: 10 | |
| run: | | |
| cd test/lang | |
| python3 run_suite.py --suite minimal | |
| unit-test-backend-part-1: | |
| if: github.repository == 'sgl-project/sglang' || github.event_name == 'pull_request' | |
| runs-on: 1-gpu-runner | |
| steps: | |
| - name: Checkout code | |
| uses: actions/checkout@v3 | |
| - name: Install dependencies | |
| run: | | |
| bash scripts/ci_install_dependency.sh | |
| - name: Run test | |
| timeout-minutes: 25 | |
| run: | | |
| cd test/srt | |
| python3 run_suite.py --suite minimal --range-begin 0 --range-end 5 | |
| unit-test-backend-part-2: | |
| if: github.repository == 'sgl-project/sglang' || github.event_name == 'pull_request' | |
| runs-on: 1-gpu-runner | |
| steps: | |
| - name: Checkout code | |
| uses: actions/checkout@v3 | |
| - name: Install dependencies | |
| run: | | |
| bash scripts/ci_install_dependency.sh | |
| - name: Run test | |
| timeout-minutes: 25 | |
| run: | | |
| cd test/srt | |
| python3 run_suite.py --suite minimal --range-begin 5 --range-end 14 | |
| unit-test-backend-part-3: | |
| if: github.repository == 'sgl-project/sglang' || github.event_name == 'pull_request' | |
| runs-on: 1-gpu-runner | |
| steps: | |
| - name: Checkout code | |
| uses: actions/checkout@v3 | |
| - name: Install dependencies | |
| run: | | |
| bash scripts/ci_install_dependency.sh | |
| - name: Run test | |
| timeout-minutes: 25 | |
| run: | | |
| cd test/srt | |
| python3 run_suite.py --suite minimal --range-begin 14 --range-end 21 | |
| unit-test-backend-part-4: | |
| if: github.repository == 'sgl-project/sglang' || github.event_name == 'pull_request' | |
| runs-on: 1-gpu-runner | |
| steps: | |
| - name: Checkout code | |
| uses: actions/checkout@v3 | |
| - name: Install dependencies | |
| run: | | |
| bash scripts/ci_install_dependency.sh | |
| - name: Run test | |
| timeout-minutes: 25 | |
| run: | | |
| cd test/srt | |
| python3 run_suite.py --suite minimal --range-begin 21 | |
| performance-test-1-gpu-part-1: | |
| if: github.repository == 'sgl-project/sglang' || github.event_name == 'pull_request' | |
| runs-on: 1-gpu-runner | |
| steps: | |
| - name: Checkout code | |
| uses: actions/checkout@v3 | |
| - name: Install dependencies | |
| run: | | |
| bash scripts/ci_install_dependency.sh | |
| - name: Benchmark single latency | |
| timeout-minutes: 10 | |
| run: | | |
| cd test/srt | |
| python3 -m unittest test_bench_latency.TestBenchLatency.test_default | |
| - name: Benchmark online latency | |
| timeout-minutes: 10 | |
| run: | | |
| cd test/srt | |
| python3 -m unittest test_bench_serving.TestBenchServing.test_online_latency_default | |
| - name: Benchmark offline throughput | |
| timeout-minutes: 10 | |
| run: | | |
| cd test/srt | |
| python3 -m unittest test_bench_serving.TestBenchServing.test_offline_throughput_default | |
| - name: Benchmark offline throughput (Non-streaming, small batch size) | |
| timeout-minutes: 10 | |
| run: | | |
| cd test/srt | |
| python3 -m unittest test_bench_serving.TestBenchServing.test_offline_throughput_non_stream_small_batch_size | |
| performance-test-1-gpu-part-2: | |
| if: github.repository == 'sgl-project/sglang' || github.event_name == 'pull_request' | |
| runs-on: 1-gpu-runner | |
| steps: | |
| - name: Checkout code | |
| uses: actions/checkout@v3 | |
| - name: Install dependencies | |
| run: | | |
| bash scripts/ci_install_dependency.sh | |
| - name: Benchmark offline throughput (w/o RadixAttention) | |
| timeout-minutes: 10 | |
| run: | | |
| cd test/srt | |
| python3 -m unittest test_bench_serving.TestBenchServing.test_offline_throughput_without_radix_cache | |
| - name: Benchmark offline throughput (w/ Triton) | |
| timeout-minutes: 10 | |
| run: | | |
| cd test/srt | |
| python3 -m unittest test_bench_serving.TestBenchServing.test_offline_throughput_with_triton_attention_backend | |
| - name: Benchmark offline throughput (w/ FP8) | |
| timeout-minutes: 10 | |
| run: | | |
| cd test/srt | |
| python3 -m unittest test_bench_serving.TestBenchServing.test_offline_throughput_default_fp8 | |
| performance-test-2-gpu: | |
| if: github.repository == 'sgl-project/sglang' || github.event_name == 'pull_request' | |
| runs-on: 2-gpu-runner | |
| steps: | |
| - name: Checkout code | |
| uses: actions/checkout@v3 | |
| - name: Install dependencies | |
| run: | | |
| bash scripts/ci_install_dependency.sh | |
| - name: Benchmark offline throughput (TP=2) | |
| timeout-minutes: 10 | |
| run: | | |
| cd test/srt | |
| python3 -m unittest test_bench_serving.TestBenchServing.test_moe_offline_throughput_default | |
| - name: Benchmark offline throughput (w/o RadixAttention) (TP=2) | |
| timeout-minutes: 10 | |
| run: | | |
| cd test/srt | |
| python3 -m unittest test_bench_serving.TestBenchServing.test_moe_offline_throughput_without_radix_cache | |
| - name: Benchmark single latency (TP=2) | |
| timeout-minutes: 10 | |
| run: | | |
| cd test/srt | |
| python3 -m unittest test_bench_latency.TestBenchLatency.test_moe_default | |
| accuracy-test-1-gpu: | |
| if: github.repository == 'sgl-project/sglang' || github.event_name == 'pull_request' | |
| runs-on: 1-gpu-runner | |
| steps: | |
| - name: Checkout code | |
| uses: actions/checkout@v3 | |
| - name: Install dependencies | |
| run: | | |
| bash scripts/ci_install_dependency.sh | |
| git clone https://github.com/merrymercy/human-eval.git | |
| cd human-eval | |
| pip install -e . | |
| - name: Evaluate accuracy | |
| timeout-minutes: 20 | |
| run: | | |
| cd test/srt | |
| python3 test_eval_accuracy_large.py | |
| accuracy-test-2-gpu: | |
| if: github.repository == 'sgl-project/sglang' || github.event_name == 'pull_request' | |
| runs-on: 2-gpu-runner | |
| steps: | |
| - name: Checkout code | |
| uses: actions/checkout@v3 | |
| - name: Install dependencies | |
| run: | | |
| bash scripts/ci_install_dependency.sh | |
| git clone https://github.com/merrymercy/human-eval.git | |
| cd human-eval | |
| pip install -e . | |
| - name: Evaluate accuracy (TP=2) | |
| timeout-minutes: 20 | |
| run: | | |
| cd test/srt | |
| python3 test_moe_eval_accuracy_large.py | |
| - name: Evaluate MLA accuracy (TP=2) | |
| timeout-minutes: 10 | |
| run: | | |
| cd test/srt | |
| python3 test_mla.py | |
| python3 test_mla_fp8.py | |
| python3 test_dp_attention.py | |
| - name: Evaluate data parallelism accuracy (DP=2) | |
| timeout-minutes: 10 | |
| run: | | |
| cd test/srt | |
| python3 test_data_parallelism.py | |
| finish: | |
| needs: [ | |
| unit-test-frontend, unit-test-backend-part-1, unit-test-backend-part-2, unit-test-backend-part-3, unit-test-backend-part-4, | |
| performance-test-1-gpu-part-1, performance-test-1-gpu-part-2, performance-test-2-gpu, | |
| accuracy-test-1-gpu, accuracy-test-2-gpu | |
| ] | |
| runs-on: ubuntu-latest | |
| steps: | |
| - name: Finish | |
| run: echo "This is an empty step to ensure that all jobs are completed." |