| commit | 9c951cac8eddc9828adadd7d7bd4207df5f145b4 | [log] [tgz] |
|---|---|---|
| author | MaheshRavishankar <1663364+MaheshRavishankar@users.noreply.github.com> | Tue Aug 13 09:05:10 2024 -0700 |
| committer | GitHub <noreply@github.com> | Tue Aug 13 09:05:10 2024 -0700 |
| tree | b66758ae6c2ac53d6342a83a3612c27a01ccd305 | |
| parent | 7812c776d5d57b13d80b6ae27f2dc86c73fddbcf [diff] |
[Flow] Generalize horizontal contraction fusion to cover more cases. (#17880)
Current implementation of horizontal fusion worked only for
contraction (-> truncf)? cases. To generalize it to more cases the
following changes were needed
1) Instead of looking for a `linalg.generic` with a single
`arith.truncf`, use `isBitTruncate` utility method. To enable this
the pass is moved to `Flow`.
2) Use `Operation::Equivalence` to check that the contraction
operations are "similar" and any subsequent truncation operations
are "similar" too.
3) Instead of trying to find an insertion point based on existing
dominance relationship between operations,
- Always insert the horizontally fused contraction before the first
contraction
- Always insert the horizontally fused truncation operation before
the first truncation operation
4) Instead of generating the fills/empty along with horizontally fused
operations, use separate patterns to fold concats of fills and
concats of emptys into fill and empty, respectively.
Signed-off-by: MaheshRavishankar <mahesh.ravishankar@gmail.com>
---------
Signed-off-by: MaheshRavishankar <mahesh.ravishankar@gmail.com>IREE (Intermediate Representation Execution Environment, pronounced as “eerie”) is an MLIR-based end-to-end compiler and runtime that lowers Machine Learning (ML) models to a unified IR that scales up to meet the needs of the datacenter and down to satisfy the constraints and special considerations of mobile and edge deployments.
See our website for project details, user guides, and instructions on building from source.
IREE is still in its early phase. We have settled down on the overarching infrastructure and are actively improving various software components as well as project logistics. It is still quite far from ready for everyday use and is made available without any support at the moment. With that said, we welcome any kind of feedback on any communication channels
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See our website for more information.
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IREE is licensed under the terms of the Apache 2.0 License with LLVM Exceptions. See LICENSE for more information.