Commit 2190abc
authored
Fused lerp operation & lerp_tile LLK (#37441)
### Ticket
#36763
### Problem description
For Wan2.2, we want to perform the following:
```
permuted_noise_pred = permuted_noise_uncond + current_guidance_scale * (
permuted_noise_pred - permuted_noise_uncond
)
```
This is equivalent to `lerp(permuted_noise_uncond, permuted_noise_pred,
current_guidance_scale)`.
However, `ttnn.lerp` is defined as a composite and may be lossy due to
`ttnn::add`, `ttnn::subtract` and `ttnn::multiply`, especially with
bfloat16 data.
Fusing the operations should also improve performance.
### What's changed
- Add fused lerp implementation
- Update `ttnn.lerp` to take `output_tensor`
- Add `lerp_tile` LLK
- Update tests for lerp, tests now use ULP instead of PCC.
- Add shape for Wan2.2 in test.
#### Performance
Performance (Wormhole N150)
On 9472 x 64 tensor in DRAM:
dtype | Branch | Total Duration [ms]
-- | -- | --
bfloat16 | main | 8813
bfoat16 | new | 1495
float32 | main | 15461
float32 | new | 2761
### Checklist
- [x] [](https://github.com/tenstorrent/tt-metal/actions/workflows/all-post-commit-workflows.yaml?query=branch:nmaurice/36763-fused-lerp)
- [x] [](https://github.com/tenstorrent/tt-metal/actions/workflows/blackhole-post-commit.yaml?query=branch:nmaurice/36763-fused-lerp)
(unrelated failure, also in other
[branches](https://github.com/tenstorrent/tt-metal/actions/runs/21864535471/job/63102851430))
- [x]
[](https://github.com/tenstorrent/tt-metal/actions/workflows/tt-metal-l2-nightly.yaml?query=branch:nmaurice/36763-fused-lerp)
(executes `test_lerp.py`)
- [x] New/Existing tests provide coverage for changes
#### Model tests
If your changes cover model-related code, you should run tests
corresponding to affected models and platforms (Single card, T3K,
Galaxy). "Choose your pipeline" workflows facilitate running multiple
kinds of tests in a single run. Each offers `models-mandatory` and
`models-extended` presets.
The former includes a minimal set of tests, to be run always. The latter
extends that with additional ones - use your best judgement in deciding
which is the most appropriate for your PR.
- [ ] [](https://github.com/tenstorrent/tt-metal/actions/workflows/pipeline-select.yaml?query=branch:nmaurice/36763-fused-lerp)
- [ ] `models-mandatory` preset (runs: [Device perf
regressions](https://github.com/tenstorrent/tt-metal/actions/workflows/perf-device-models.yaml)
and [Frequent model and ttnn
tests](https://github.com/tenstorrent/tt-metal/actions/workflows/fast-dispatch-full-regressions-and-models.yaml))
- [ ] `models-extended` preset (runs: the mandatory tests, plus
[Demo](https://github.com/tenstorrent/tt-metal/actions/workflows/single-card-demo-tests.yaml)
and [Model
perf](https://github.com/tenstorrent/tt-metal/actions/workflows/perf-models.yaml)
tests)
- [ ] other selection - specify runs
- [ ] [](https://github.com/tenstorrent/tt-metal/actions/workflows/pipeline-select-t3k.yaml?query=branch:nmaurice/36763-fused-lerp)
- [ ] `models-mandatory` preset (runs: [Unit
tests](https://github.com/tenstorrent/tt-metal/actions/workflows/t3000-unit-tests.yaml))
- [ ] `models-extended` preset (runs: the mandatory tests, plus
[Demo](https://github.com/tenstorrent/tt-metal/actions/workflows/t3000-demo-tests.yaml)
and [Model
perf](https://github.com/tenstorrent/tt-metal/actions/workflows/t3000-model-perf-tests.yaml)
tests)
- [ ] other selection - specify runs
- [ ] [](https://github.com/tenstorrent/tt-metal/actions/workflows/pipeline-select-galaxy.yaml?query=branch:nmaurice/36763-fused-lerp)
- [ ] `models-mandatory` preset (runs: [Quick
tests](https://github.com/tenstorrent/tt-metal/actions/workflows/galaxy-quick.yaml))
- [ ] `models-extended` preset (runs: the mandatory tests, plus
[Demo](https://github.com/tenstorrent/tt-metal/actions/workflows/galaxy-demo-tests.yaml)
and [Model
perf](https://github.com/tenstorrent/tt-metal/actions/workflows/galaxy-perf-tests.yaml)
tests)
- [ ] other selection - specify runs1 parent a4bcdc7 commit 2190abc
File tree
21 files changed
+452
-63
lines changed- tests/ttnn
- nightly/unit_tests/operations/eltwise
- unit_tests/operations/eltwise
- tt_metal/hw
- ckernels
- blackhole/metal/llk_api
- llk_sfpu
- wormhole_b0/metal/llk_api
- llk_sfpu
- inc/api/compute/eltwise_unary
- ttnn/cpp/ttnn/operations/eltwise/ternary
- device
- kernels/compute
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