add non-functional validation
Validate Operations / validate-operations (push) Has been cancelled

refactors
This commit is contained in:
NiccoloN
2026-07-27 10:54:59 +02:00
parent 4964e889da
commit 620e381cfb
30 changed files with 677 additions and 164 deletions
+25 -13
View File
@@ -29,7 +29,8 @@ lowering, scheduling, memory layout, and code-generation optimizations.
- `backend-simulators/pim/pim-simulator` is the in-tree Rust functional
simulator used by validation. It reads Raptor's `pim/` artifact directory and
compares simulator output against native ONNX-MLIR execution.
- `backend-simulators/pim/pimsim-nn` is the performance simulator submodule.
- `backend-simulators/pim/pimsim-nn` is the non-functional simulator submodule
used internally by validation for latency, power, and energy.
The helper scripts in `pimcomp_utils/` are for comparison with PIMCOMP-NN and
contain local paths; treat them as local utilities, not portable workflows.
@@ -155,7 +156,7 @@ This writes PIM artifacts under `/tmp/raptor/pim/`.
Functional validation lives in `validation/`. It compiles ONNX models, builds a
native ONNX-MLIR reference runner, generates random inputs, runs Raptor, runs
the Rust PIM simulator, and compares outputs.
the Rust functional simulator, and compares outputs.
Python dependencies used by the validation scripts are `numpy`, `onnx`, and
`colorama`. The simulator requires the Rust toolchain.
@@ -167,9 +168,6 @@ Per-operation validation from the repository root:
--raptor-path build_release/Release/bin/onnx-mlir \
--onnx-include-dir onnx-mlir/include \
--operations-dir validation/operations \
--crossbar-count 64 \
--crossbar-size 128 \
--core-count 144 \
--verbose \
--raptor-extra-arg=--pim-detect-communication-deadlock \
--raptor-extra-arg=--pim-export-spatial-dataflow=none
@@ -183,17 +181,24 @@ containing `.onnx` files:
--raptor-path build_release/Release/bin/onnx-mlir \
--onnx-include-dir onnx-mlir/include \
--operations-dir validation/networks/yolo11n/depth_04 \
--crossbar-count 64 \
--crossbar-size 128 \
--core-count 144 \
--verbose \
--raptor-extra-arg=--pim-detect-communication-deadlock \
--raptor-extra-arg=--pim-export-spatial-dataflow=none
```
Useful validation options:
- `--simulator-dir <path>` - override the auto-detected
- `--simulator-dir <path>` - override the auto-detected functional
`backend-simulators/pim/pim-simulator` path.
- `--pimcomp-config <arch-a|arch-b|arch-c>` - select the checked-in
non-functional simulation profile. Arch-A is the default; the hardware
argument defaults match it (`168` cores, `96` crossbars/core, `128x128`
crossbars).
Selecting another profile also requires its matching hardware arguments.
- `--non-functional-simulator-build-dir <path>` - override the auto-detected
non-functional simulator build directory.
- `--skip-non-functional-simulation` - skip non-functional simulation. If
explicit core/crossbar arguments do not match the selected profile, validation
reports the mismatch and skips only non-functional simulation.
- `--threshold <float>` - maximum allowed per-element output difference.
- `--seed <int>` - RNG seed for generated inputs.
- `--command-timeout-seconds <float>` - timeout for compiler, runner, and
@@ -208,7 +213,14 @@ Each validation run writes artifacts in the model workspace, for example under
- `raptor/` - compiler artifacts, including `*.onnx.mlir`, dialect dumps under
`dialects/`, reports under `reports/`, and final PIM artifacts under `pim/`.
- `runner/` - generated reference runner source, build tree, and shared library.
- `simulation/out.bin` - raw simulator output used for comparison.
- `simulation/out.bin` - raw functional simulation output used for comparison.
By default, validation also runs non-functional simulation. Per-model `Latency`
is shown in the result table alongside `Power`, with measured, failed, and
skipped counts plus total latency in the summary. Use these validation results
for performance comparisons; the simulation backend does not need to be invoked
separately. The selected pre-generated configs and meshes live under
`validation/pimsim_configs/pimcomp/`.
The compiler currently dumps dialect snapshots such as `spatial0.mlir`,
`spatial1_graph.mlir`, `spatial2_trivial_merged.mlir`,
@@ -216,8 +228,8 @@ The compiler currently dumps dialect snapshots such as `spatial0.mlir`,
`pim2_folded.mlir`, and `pim3_memory_planned.mlir` when an output directory is
available.
To rerun the simulator manually with tracing after validation has produced a
`raptor/pim/` directory:
To rerun the functional simulator manually with tracing after validation has
produced a `raptor/pim/` directory:
```bash
cd backend-simulators/pim/pim-simulator
@@ -360,7 +372,7 @@ cargo test
- `validation/` - functional validation scripts, ONNX operation tests, network
slices, and pimsim config generation.
- `backend-simulators/pim/pim-simulator/` - in-tree Rust functional simulator.
- `backend-simulators/pim/pimsim-nn/` - performance simulator submodule.
- `backend-simulators/pim/pimsim-nn/` - non-functional simulator submodule.
- `pimcomp_utils/` - local comparison helpers for PIMCOMP-NN.
- `.github/actions/` and `.github/workflows/validate_operations.yml` - CI setup
for MLIR/Protobuf caching, building Raptor, and validation.