quantum_fabric_tensor_engine (opt-in): the gate's sixteen products per pair as exact limb convolutions in one bf16 matrix multiply per tile of 512 pairs, accumulated in fp32, on a tensor processor's matrix engine. Each 32-bit value is four 8-bit limbs (bf16 holds each exactly), every limb product is at most 2^16 and every coefficient a sum of at most four, so fp32 holds every partial sum exactly in any order: the argument holds for any engine that multiplies bf16 and accumulates in fp32. The host checks every coefficient is an integer below 2^24, assembles the products in 64 bits and applies the fixed-point arithmetic, as the neural-processor member's host does. The probe uses its own weight layout, sixteen independent pairs a multiply. The kernel (tensor_engine_helper.py) runs as a long-lived helper under the Python WAI_QUANTUM_TENSOR_ENGINE_PYTHON names; today its target is the kernel toolchain's simulator (Apache-2.0), so every certificate's provenance is simulator:<versions>. Four mutants: the three host constants, and Radix9, nine-bit limbs the engine's bf16 inputs cannot hold, which the engine gets wrong. Measured on the simulator: tensor_engine_member 9/9 in 340 s (66020 probe pairs, all four pinned certificates, circuits to 20 qubits, 4 of 4 mutants killed). Workflow: the simulator on the container runner, and the absent case on linux-arm64, where the HIP and npu-cores absent legs move too. Co-Authored-By: Claude Opus 5.5 <[email protected]>
156 lines
7.7 KiB
YAML
156 lines
7.7 KiB
YAML
name: wai-quantum tensor-engine member
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# The fabric's tensor-engine member: the gate's products as exact bf16 limb
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# convolutions on a tensor processor's matrix engine, accumulated in fp32. The
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# kernel runs under the engine's kernel toolchain (Apache-2.0, pinned below),
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# whose simulator is the target here: every certificate says it was earned in
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# a simulator.
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#
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# - tensor-engine-sim (the container runner): the device tests must find the
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# declared target, agree with the CPU on the arithmetic probe and on random
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# states (out-of-range runs included), reproduce all four pinned
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# certificates, and catch every mutant, the limb size the engine's inputs
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# cannot hold among them.
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# - tensor-engine-absent: with no kernel toolchain named, the same build finds
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# no member and says why; the device tests run over no member with the
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# declaration `none`.
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concurrency:
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group: ${{ github.workflow }}-${{ github.ref }}
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cancel-in-progress: true
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on:
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push:
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branches: [main]
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paths:
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- 'wai/wai-quantum/**'
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- 'rust-toolchain.toml'
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- '.github/workflows/wai-quantum-tensor-engine.yml'
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pull_request:
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paths:
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- 'wai/wai-quantum/**'
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- 'rust-toolchain.toml'
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- '.github/workflows/wai-quantum-tensor-engine.yml'
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env:
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KERNEL_TOOLCHAIN: nki==0.6.0+31049202112.g85070674
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jobs:
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# Does this pull request's own diff touch the paths below? This forge matches a
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# workflow's `paths:` against the push, so a merge of main into a branch fires the
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# workflow whatever the pull request changes; every job here waits on this answer.
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# A push to main, a schedule, or anything the script cannot determine answers
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# `true` (scripts/pr-touches-paths.py).
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relevant:
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name: does this change touch it
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runs-on: linux-arm64
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outputs:
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run: ${{ steps.gate.outputs.run }}
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steps:
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- uses: actions/checkout@v5
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with:
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fetch-depth: 0
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- id: gate
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run: |
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set -euo pipefail
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r=$(python3 scripts/pr-touches-paths.py .github/workflows/wai-quantum-tensor-engine.yml \
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"${{ github.event.pull_request.base.sha }}" \
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"${{ github.event.pull_request.head.sha }}")
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echo "this change touches wai-quantum-tensor-engine: $r"
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echo "run=$r" >> "$GITHUB_OUTPUT"
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tensor-engine-sim:
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name: member · tensor engine, the kernel toolchain's simulator (linux)
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needs: relevant
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if: needs.relevant.outputs.run == 'true'
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runs-on: linux
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timeout-minutes: 60
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container:
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image: debian@sha256:913f6706df59a68922d1dd08f78c2476560a8d367897200a6005b00e5f67c2d5
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options: --memory=6g --memory-swap=6g
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env:
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WAI_QUANTUM_TENSOR_ENGINE_EXPECT: tensor-engine-simulator
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steps:
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- name: Tools
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shell: bash
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run: |
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set -euo pipefail
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apt-get update -qq
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apt-get install -y -qq --no-install-recommends ca-certificates curl git build-essential python3 python3-venv >/dev/null
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# No Node for a checkout action: the forge's archive of the exact commit,
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# its embedded commit id checked.
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- name: Fetch the source
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shell: bash
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run: |
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set -euo pipefail
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want="${{ github.event.pull_request.head.sha || github.sha }}"
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rm -rf src src.tar.gz src.tar && mkdir src
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curl -sSf -o src.tar.gz "http://100.64.224.0:3400/Transaction-Science/open-standards/archive/$want.tar.gz"
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gzip -dc src.tar.gz > src.tar
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got="$(git get-tar-commit-id < src.tar)"
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[ "$got" = "$want" ] || { echo "::error::the archive is of $got, not $want"; exit 1; }
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tar -xf src.tar -C src --strip-components=1
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rm src.tar.gz src.tar
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- name: The member's tests on the simulator
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shell: bash
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working-directory: src/wai/wai-quantum
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run: |
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set -euo pipefail
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cache=/ci-cache/wai-quantum-tensor-engine
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mkdir -p "$cache"
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exec 9>"$cache/.lock"
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flock 9
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venv="$cache/kernel-toolchain"
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if ! "$venv/bin/python" -I -c 'import nki, ml_dtypes' 2>/dev/null || [ "$(cat "$venv/pinned" 2>/dev/null)" != "$KERNEL_TOOLCHAIN" ]; then
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rm -rf "$venv"
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python3 -m venv "$venv"
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"$venv/bin/pip" install -q --extra-index-url https://pip.repos.neuron.amazonaws.com "$KERNEL_TOOLCHAIN" numpy ml_dtypes # allow-name: the kernel toolchain's package index
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echo "$KERNEL_TOOLCHAIN" > "$venv/pinned"
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fi
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export RUSTUP_HOME="$cache/rustup" CARGO_HOME="$cache/cargo" CARGO_TARGET_DIR="$cache/target"
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export PATH="$CARGO_HOME/bin:$PATH" WAI_QUANTUM_TENSOR_ENGINE_PYTHON="$venv/bin/python" WAI_QUANTUM_TENSOR_ENGINE_CACHE="$RUNNER_TEMP/tensor-engine"
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if ! command -v rustup >/dev/null; then
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curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | sh -s -- -y --no-modify-path --profile minimal --default-toolchain none
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fi
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rustup toolchain install
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cargo test --locked --features quantum_fabric_tensor_engine --lib -- quantum_fabric_tensor_engine:: quantum_fabric::tensor_engine:: 2>&1 | tee "$RUNNER_TEMP/unit.log"
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grep -qE '^test result: ok\. [1-9][0-9]* passed; 0 failed' "$RUNNER_TEMP/unit.log" || { echo "::error::no unit test ran"; exit 1; }
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key="$WAI_QUANTUM_TENSOR_ENGINE_EXPECT"
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report="$RUNNER_TEMP/tensor-engine-report.txt"; : > "$report"
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WAI_QUANTUM_TENSOR_ENGINE_REPORT="$report" cargo test --locked --release --features quantum_fabric_tensor_engine --test tensor_engine_member -- --test-threads=1 2>&1 | tee "$RUNNER_TEMP/device.log"
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grep -qE '^test result: ok\. 9 passed; 0 failed' "$RUNNER_TEMP/device.log" || { echo "::error::not every device test ran and passed"; exit 1; }
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cat "$report"
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grep -qx "tensor-engine devices: as declared ($key)" "$report" || { echo "::error::the target found is not the declared one"; exit 1; }
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grep -q "^tensor-engine member: key=$key .*; simulator:" "$report" || { echo "::error::the member does not say it ran in a simulator"; exit 1; }
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n="$(grep -c "^tensor-engine certified: key=$key .* parity=bit-exact " "$report")"
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[ "$n" = 4 ] || { echo "::error::$n of 4 certificates were earned"; exit 1; }
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grep -qx "tensor-engine mutants: key=$key killed 4 of 4" "$report" || { echo "::error::a mutant survived"; exit 1; }
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tensor-engine-absent:
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name: member · tensor engine absent (linux-arm64)
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needs: relevant
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if: needs.relevant.outputs.run == 'true'
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runs-on: linux-arm64
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timeout-minutes: 60
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env:
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WAI_QUANTUM_TENSOR_ENGINE_EXPECT: none
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steps:
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- uses: actions/checkout@v5
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- name: Install Rust 1.98.0
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shell: bash
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run: |
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export PATH="$HOME/.cargo/bin:$PATH"
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command -v rustup >/dev/null 2>&1 || \
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curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | sh -s -- -y --profile minimal --default-toolchain 1.98.0
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rustup toolchain install 1.98.0 --profile minimal
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rustup default 1.98.0
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echo "$HOME/.cargo/bin" >> "$GITHUB_PATH"
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- name: No kernel toolchain here, and the member says so
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shell: bash
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working-directory: wai/wai-quantum
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run: |
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set -euo pipefail
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report="$RUNNER_TEMP/tensor-engine-report.txt"; : > "$report"
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WAI_QUANTUM_TENSOR_ENGINE_REPORT="$report" cargo test --locked --features quantum_fabric_tensor_engine --test tensor_engine_member -- --test-threads=1 2>&1 | tee "$RUNNER_TEMP/device.log"
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grep -qE '^test result: ok\. 9 passed; 0 failed' "$RUNNER_TEMP/device.log" || { echo "::error::not every device test ran and passed"; exit 1; }
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grep -qx 'tensor-engine devices: as declared (none)' "$report" || { echo "::error::the absent case was not established"; exit 1; }
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