Previously, in case there was only one `Optional` operand/result within
the list, we would always return `None` from the accessor, e.g., for a
single optional result we would generate:
```
return self.operation.results[0] if len(self.operation.results) > 1 else None
```
But what we really want is to return `None` only if the length of
`results` is smaller than the total number of element groups (i.e.,
the optional operand/result is in fact missing).
This commit also renames a few local variables in the generator to make
the distinction between `isVariadic()` and `isVariableLength()` a bit
more clear.
Reviewed By: ftynse
Differential Revision: https://reviews.llvm.org/D113855
`BufferizableOpInterface::bufferize` will only be called on ops that
have tensor operands and/or results.
Differential Revision: https://reviews.llvm.org/D113962
NamedAttribute is currently represented as an std::pair, but this
creates an extremely clunky .first/.second API. This commit
converts it to a class, with better accessors (getName/getValue)
and also opens the door for more convenient API in the future.
Differential Revision: https://reviews.llvm.org/D113956
First version was vectors only. With some clever "path" insertion,
we now support any d-dimensional tensor. Up next: reductions too
Reviewed By: bixia, wrengr
Differential Revision: https://reviews.llvm.org/D114024
Floating point optimization can produce incorrect numerical resutls for
-0.0 + 0.0 optimization as result needs to be -0.0.
Reviewed By: eric-k256
Differential Revision: https://reviews.llvm.org/D114127
Transpose conv2d shape inference was incorrect, tests did not properly validate
that the shape inference was executing. Corrected shape inference, and extended
tests to actually execute.
Reviewed By: NatashaKnk
Differential Revision: https://reviews.llvm.org/D114026
The name seems to have been left over from a renaming effort on an unexercised
codepaths that are difficult to catch in Python. Fix it and add a test that
exercises the codepath.
Reviewed By: gysit
Differential Revision: https://reviews.llvm.org/D114004
There seems to be a consensus that we should allow 0D vectors:
https://llvm.discourse.group/t/should-we-have-0-d-vectors/3097
This commit is only the first step: it changes the verifier and the parser to
allow vectors like `vector<f32>` (but does not allow explicit 0 dimensions,
i.e., `vector<0xf32>` is not allowed).
Reviewed By: nicolasvasilache
Differential Revision: https://reviews.llvm.org/D114086
LLVM switchop currently only permits i32. Both LLVM IR and MLIR Standard switch permit other integer types leading to an illegal state when lowering an i8 switch from MLIR standard
Reviewed By: mehdi_amini
Differential Revision: https://reviews.llvm.org/D113955
Limit the backtracking along def-use chains when a prefix is encountered as it would generate incorrect foldings.
Differential Revision: https://reviews.llvm.org/D113975
* It works similar to scf.for coversion, but convert condition and yield ops as part of scf.whille pattern so it don't need to maintain external state
Differential Revision: https://reviews.llvm.org/D113007
For the semi affine expressions, whenever rhs of a floordiv, ceildiv, mod
or product expression is a symbolic expression, we introduce a local variable
representing the result, and store the floordiv/ceildiv, mod or product
affine expression in LocalExprs. In this way the expression is flattened,
and trivial addition and subtraction related simplifications are performed.
Also rule based matching for detecting and transforming "expr - q * (expr floordiv q)"
to "expr mod q", where q is a symbolic exxpression, in simplifyAdd function.
Differential Revision: https://reviews.llvm.org/D112808
This reverts commit 94992670fc.
Build is broken with:
tools/mlir/include/mlir/Dialect/LLVMIR/LLVMOps.cpp.inc:23996:3: error: no matching function for call to 'printSwitchOpCases'
printSwitchOpCases(_odsPrinter, *this, getValue().getType(), getCaseValuesAttr(), getCaseDestinations(), getCaseOperands(), getCaseOperands().getTypes());
^~~~~~~~~~~~~~~~~~
LLVM switchop currently only permits i32. Both LLVM IR and MLIR Standard switch permit other integer types leading to an illegal state when lowering an i8 switch from MLIR standard
Reviewed By: mehdi_amini
Differential Revision: https://reviews.llvm.org/D113955
This revision contains all "sparsification" ops and rewriting necessary to support sparse output tensors when the kernel has no reduction (viz. insertions occur in lexicographic order and are "injective"). This will be later generalized to allow reductions too. Also, this first revision only supports sparse 1-d tensors (viz. vectors) as output in the runtime support library. This will be generalized to n-d tensors shortly. But this way, the revision is kept to a manageable size.
Reviewed By: bixia
Differential Revision: https://reviews.llvm.org/D113705
Split tosa.reshape into three individual lowerings: collapse, expand and a
combination of both. Add simple dynamic shape support.
Reviewed By: rsuderman
Differential Revision: https://reviews.llvm.org/D113936
Multiply by one can be removed during canonicalization. This optimizes away unneeded operations.
Differential Revision: https://reviews.llvm.org/D113807
This is in prevision of dropping them altogether and using insert/extract based patterns.
Reviewed By: antiagainst
Differential Revision: https://reviews.llvm.org/D113928
When trying to connect the vectorization of depthwise convolutions to e2e execution
a number of problems surfaced.
Fix an off-by-one error on the size of the input vector (similary to what was previously done for regular conv).
Rewrite the lowering to vector.fma instead of vector.contract: the KW reduction dimension has already been unrolled and vector.contract requires a reduction dimension to be valid.
Differential Revision: https://reviews.llvm.org/D113884
FMAOp -> LLVM conversion is done progressively by peeling off 1 dimension from FMAOp at each pattern iteration. Add the recursively bounded property declaration to the pattern so that the rewriter can apply it multiple times.
Without this, FMAOps with 3+D do not lower to LLVM.
Differential Revision: https://reviews.llvm.org/D113886
Names should be consistent across all operations otherwise painful bugs will surface.
Reviewed By: rsuderman
Differential Revision: https://reviews.llvm.org/D113762
Re-applies D111513:
* Adds a full-fledged Python example dialect and tests to the Standalone example (need to do a bit of tweaking in the top level CMake and lit tests to adapt better to if not building with Python enabled).
* Rips out remnants of custom extension building in favor of pybind11_add_module which does the right thing.
* Makes python and extension sources installable (outputs to src/python/${name} in the install tree): Both Python and C++ extension sources get installed as downstreams need all of this in order to build a derived version of the API.
* Exports sources targets (with our properties that make everything work) by converting them to INTERFACE libraries (which have export support), as recommended for the forseeable future by CMake devs. Renames custom properties to start with lower-case letter, as also recommended/required (groan).
* Adds a ROOT_DIR argument to declare_mlir_python_extension since now all C++ sources for an extension must be under the same directory (to line up at install time).
* Downstreams will need to adapt by:
* Remove absolute paths from any SOURCES for declare_mlir_python_extension (I believe all downstreams are just using ${CMAKE_CURRENT_SOURCE_DIR} here, which can just be ommitted). May need to set ROOT_DIR if not relative to the current source directory.
* To allow further downstreams to install/build, will need to make sure that all C++ extension headers are also listed under SOURCES for declare_mlir_python_extension.
This reverts commit 1a6c26d1f5.
Reviewed By: stephenneuendorffer
Differential Revision: https://reviews.llvm.org/D113732
At this time the 2 flavors of conv are a little too different to allow significant code sharing and other will likely come up.
so we go the easy route first by duplicating and adapting.
Reviewed By: gysit
Differential Revision: https://reviews.llvm.org/D113758
Per discussion on discord and various feature requests across bindings (Haskell and Rust bindings authors have asked me directly), we should be building a link-ready MLIR-C dylib which exports the C API and can be used without linking to anything else.
This patch:
* Adds a new MLIR-C aggregate shared library (libMLIR-C.so), which is similar in name and function to libLLVM-C.so.
* It is guarded by the new CMake option MLIR_BUILD_MLIR_C_DYLIB, which has a similar purpose/name to the LLVM_BUILD_LLVM_C_DYLIB option.
* On all platforms, this will work with both static, BUILD_SHARED_LIBS, and libMLIR builds, if supported:
* In static builds: libMLIR-C.so will export the CAPI symbols and statically link all dependencies into itself.
* In BUILD_SHARED_LIBS: libMLIR-C.so will export the CAPI symbols and have dynamic dependencies on implementation shared libraries.
* In libMLIR.so mode: same as static. libMLIR.so was not finished for actual linking use within the project. An eventual relayering so that libMLIR-C.so depends on libMLIR.so is possible but requires first re-engineering the latter to use the aggregate facility.
* On Linux, exported symbols are filtered to only the CAPI. On others (MacOS, Windows), all symbols are exported. A CMake status is printed unless if global visibility is hidden indicating that this has not yet been implemented. The library should still work, but it will be larger and more likely to conflict until fixed. Someone should look at lifting the corresponding support from libLLVM-C.so and adapting. Or, for special uses, just build with `-DCMAKE_CXX_VISIBILITY_PRESET=hidden -DCMAKE_C_VISIBILITY_PRESET=hidden`.
* Includes fixes to execution engine symbol export macros to enable default visibility. Without this, the advice to use hidden visibility would have resulted in test failures and unusable execution engine support libraries.
Differential Revision: https://reviews.llvm.org/D113731
* Depends on D111504, which provides the boilerplate for building aggregate shared libraries from installed MLIR.
* Adds a full-fledged Python example dialect and tests to the Standalone example (need to do a bit of tweaking in the top level CMake and lit tests to adapt better to if not building with Python enabled).
* Rips out remnants of custom extension building in favor of `pybind11_add_module` which does the right thing.
* Makes python and extension sources installable (outputs to src/python/${name} in the install tree): Both Python and C++ extension sources get installed as downstreams need all of this in order to build a derived version of the API.
* Exports sources targets (with our properties that make everything work) by converting them to INTERFACE libraries (which have export support), as recommended for the forseeable future by CMake devs. Renames custom properties to start with lower-case letter, as also recommended/required (groan).
* Adds a ROOT_DIR argument to `declare_mlir_python_extension` since now all C++ sources for an extension must be under the same directory (to line up at install time).
* Need to validate against a downstream or two and adjust, prior to submitting.
Downstreams will need to adapt by:
* Remove absolute paths from any SOURCES for `declare_mlir_python_extension` (I believe all downstreams are just using `${CMAKE_CURRENT_SOURCE_DIR}` here, which can just be ommitted). May need to set `ROOT_DIR` if not relative to the current source directory.
* To allow further downstreams to install/build, will need to make sure that all C++ extension headers are also listed under SOURCES for `declare_mlir_python_extension`.
Reviewed By: stephenneuendorffer, mikeurbach
Differential Revision: https://reviews.llvm.org/D111513
With `-Os` turned on, results in 2-5% binary size reduction
(depends on the original binary). Without it, the binary size
is essentially unchanged.
Depends on D113128
Differential Revision: https://reviews.llvm.org/D113331
Support load with broadcast, elementwise divf op and remove the
hardcoded restriction on the vector size. Picking the right size should
be enfored by user and will fail conversion to llvm/spirv if it is not
supported.
Differential Revision: https://reviews.llvm.org/D113618
Fusing into a reduction is only valid if doing so does not erase information on a reduction dimensions size.
Differential Revision: https://reviews.llvm.org/D113500
This revision adds an implementation of 2-D vector.transpose for 4x8 and 8x8 for
AVX2 and surfaces it to the Linalg level of control.
Reviewed By: dcaballe
Differential Revision: https://reviews.llvm.org/D113347
This decouples the printing/parsing from the "context" in which the parsing occurs.
This will allow to invoke these methods directly using an OpAsmParser/OpAsmPrinter.
Differential Revision: https://reviews.llvm.org/D113637
Identifier and StringAttr essentially serve the same purpose, i.e. to hold a string value. Keeping these seemingly identical pieces of functionality separate has caused problems in certain situations:
* Identifier has nice accessors that StringAttr doesn't
* Identifier can't be used as an Attribute, meaning strings are often duplicated between Identifier/StringAttr (e.g. in PDL)
The only thing that Identifier has that StringAttr doesn't is support for caching a dialect that is referenced by the string (e.g. dialect.foo). This functionality is added to StringAttr, as this is useful for StringAttr in generally the same ways it was useful for Identifier.
Differential Revision: https://reviews.llvm.org/D113536
The specific description is [[ https://llvm.discourse.group/t/adding-unsigned-integer-ceil-and-floor-in-std-dialect/4541 | Adding unsigned integer ceil in Std Dialect ]] .
When we lower ceilDivOp this will generate below code, sometimes we know m and n are unsigned intergal.Here are some redundant judgments about positive and negative.
So we need to add some unsigned operations to simplify the instructions.
```
ceilDiv(n, m)
x = (m > 0) ? -1 : 1
return (n*m>0) ? ((n+x) / m) + 1 : - (-n / m)
```
unsigned operations:
```
ceilDivU(n, m)
return n ==0 ? 0 : ((n - 1) / m) + 1
```
Reviewed By: Mogball
Differential Revision: https://reviews.llvm.org/D113363
* Store inplace bufferization decisions in `inplaceBufferized`.
* Remove `InPlaceSpec`. Use a bool instead.
* Use `BufferizableOpInterface::bufferizesToWritableMemory` and `bufferizesToWritableMemory` instead of `getInPlace(BlockArgument)`. The analysis does not care about inplacability of block arguments. It only cares whether the buffer can be written to or not.
* The `kInPlaceResultsAttrName` op attribute is for testing purposes only.
This commit further decouples BufferizationAliasInfo from other dialects such as SCF.
Differential Revision: https://reviews.llvm.org/D113375
After replacing then init_tensor with a new value, the new value must be inserted into the corresponding union/equivalence sets.
Differential Revision: https://reviews.llvm.org/D113374
Michal Terepeta