* dyn_cast_or_null
- This will first check if the operation is null before trying to 'dyn_cast':
Value *v = ...;
if (auto forOp = dyn_cast_or_null<AffineForOp>(v->getDefiningOp()))
...
* isa_nonnull
- This will first check if the pointer is null before trying to 'isa':
Value *v = ...;
if (isa_nonnull<AffineForOp>(v->getDefiningOp());
...
--
PiperOrigin-RevId: 242171343
The existing implementation of the ExecutionEngine unconditionally runs a list
of "default" MLIR passes on the module upon creation. These passes include,
among others, dialect conversions from affine to standard and from standard to
LLVM IR dialects. In some cases, these conversions might have been performed
before ExecutionEngine is created. More advanced use cases may be performing
additional transformations that the "default" passes will conflict with.
Provide an overload for ExecutionEngine::create that takes a PassManager
configured with the passes to run on the module. If it is not provided, do not
run any passes. The engine will not be created if the input module, after the
pass manager, has any other dialect than the LLVM IR dialect.
--
PiperOrigin-RevId: 242127393
To support automatically constraint composition of ArrayAttr, a new
predicate combiner, Concat, is introduced. It prepends a prefix and
appends a postfix to a child predicate's final predicate string.
--
PiperOrigin-RevId: 242121186
As part of this cleanup, NOperands<0>::Impl and NOperands<1>::Impl are typedef'd to ZeroOperands and OneOperand respectively.
--
PiperOrigin-RevId: 242027189
Note: This now means that we cannot fold chains of operations, i.e. where constant foldable operations feed into each other. Given that this is a testing pass solely for constant folding, this isn't really something that we want anyways. Constant fold tests should be simple and direct, with more advanced folding/feeding being tested with the canonicalizer.
--
PiperOrigin-RevId: 242011744
There are two places containing constant folding logic right now: the ConstantFold
pass and the GreedyPatternRewriteDriver. The logic was not shared and started to
drift apart. We were testing constant folding logic using the ConstantFold pass,
but lagged behind the GreedyPatternRewriteDriver, where we really want the constant
folding to happen.
This CL pulled the logic into utility functions and classes for sharing between
these two places. A new ConstantFoldHelper class is created to help constant fold
and de-duplication.
Also, renamed the ConstantFold pass to TestConstantFold to make it clear that it is
intended for testing purpose.
--
PiperOrigin-RevId: 241971681
Previously, attribute constraints are basically unused: we set true for almost
anything. This CL refactors common attribute kinds and sets constraints on
them properly. And fixed verification failures found by this change.
A noticeable one is that certain TF ops' attributes are required to be 64-bit
integer, but the corresponding TFLite ops expect 32-bit integer attributes.
Added bitwidth converters to handle this difference.
--
PiperOrigin-RevId: 241944008
We can bind symbols to op arguments/results in source pattern and op results in
result pattern. Previously resolving these symbols is scattered across
RewriterGen.cpp. This CL aggregated them into a `PatternSymbolResolver` class.
While we are here, this CL also cleans up tests for patterns to make them more
focused. Specifically, one-op-one-result.td is superseded by pattern.td;
pattern-tAttr.td is simplified; pattern-bound-symbol.td is added for the change
in this CL.
--
PiperOrigin-RevId: 241913973
Previously we bundle the existence check and the MLIR attribute kind check
in one call. Further constraints (like element bitwidth) have to be split
into following checks. That is not a nice separation given that we have more
checks for constraints. Instead, this CL changes to generate a local variable
for every attribute, check its existence first, then check the constraints.
Creating a local variable for each attribute also avoids querying it multiple
times using the raw getAttr() API. This is a win for both performance the
readability of the generated code.
This CL also changed the error message to be more greppable by delimiting
the error message from constraints with boilerplate part with colon.
--
PiperOrigin-RevId: 241906132
- Retains Quantization types and predicates.
- Retains utilities and example (testable) passes/ops.
- Retains unit tests for example passes/ops.
- Moves fixed point ops (and corresponding real ops) to FxpMathOps.
- Moves real -> fixed point pass to FxpMathOps.
- Sever the dependency on the TF dialect from Quantization. These dialects should now be open-sourcable.
--
PiperOrigin-RevId: 241825598
This CL looses the requirement that all result patterns in a rewrite rule must
replace a result of the root op in the source pattern. Now only the last N
result pattern-generated ops are used to replace a N-result source op.
This allows to generate additional ops to aid building up final ops used to
replace the source op.
--
PiperOrigin-RevId: 241783192
Includes a draft of documentation for the quantization setup.
Given how many comments such docs have garnered in the past, I've biased towards a lightly edited first-draft so that people can argue about terminology, approach and structure without having spent too much time on it.
Note that the sections under "Uniform quantization" were cribbed nearly verbatim from internal documentation that Daniel wrote.
PiperOrigin-RevId: 241768668
OptionalAttr is just wrapping around the actual attribute; so it should just use
the actual attribute's `convertFromStorage` to read the value and wrap it around
with `Optional<>` to return. Previously it was mandating how the actual attribute
reads the value with `{0}.getValue()`.
--
PiperOrigin-RevId: 241762355
Some files were not built anymore internally but still referenced
from CMake. Delete them and unreference them in the CMake files.
--
PiperOrigin-RevId: 241744718
This version has been deprecated and can now be removed completely since the
last remaining user (Python bindings) migrated to declarative builders.
Several functions in lib/EDSC/Types.cpp construct core IR objects for the C
bindings. Move these functions into lib/EDSC/CoreAPIs.cpp until we decide
where they should live.
This completes the migration from the delayed-construction EDSC to Declarative
Builders.
--
PiperOrigin-RevId: 241716729
Historically, the LLVM IR dialect has been using the generic form of MLIR
operation syntax. It is verbose and often redundant. Introduce the custom
printing and parsing for all existing operations in the LLVM IR dialect.
Update the relevant documentation and tests.
--
PiperOrigin-RevId: 241617393
This CL starts the third part of the Linalg tutorial by adding support for ops to declare how they lower themselves to other ops.
Tests are added that demonstrate matmul lowering to a loop over matvec and matvec lowering to a loop over dot.
This is part of a list of CLs that add new Transforms and Analyses to Linalg3: it iseasier to integrate in small chunks.
As part of working with the TensorContractionBase template class and in an effort to add pieces incrementally without copying code, it is easiest to define operations ahead of time in Linalg2/TensorOps.h and gradually implement them as needed. This CL performs the necessary refactoring for this to happen.
--
PiperOrigin-RevId: 241605869
This CL introduces Confined as a general mechanism to compose complex attribute
constraints out of more primitive ones. It's particularly useful for automatically
generating op definitions from some external source, where we can have random
combinations of primitive constraints and it would be impractical to define a case
for each of such combination.
Two primitive attribute constraints, IntMinValue and ArrayMinCount, are added to be
used together with Confined.
--
PiperOrigin-RevId: 241435955
This CL adds EnumAttr as a general mechanism for modelling enum attributes. Right now
it is using StringAttr under the hood since MLIR does not have native support for enum
attributes.
--
PiperOrigin-RevId: 241334043
Example:
func @unknown_std_op() {
%0 = "std.foo_bar_op"() : () -> index
return
}
Will result in:
error: unregistered operation 'std.foo_bar_op' found in dialect ('std') that does not allow unknown operations
--
PiperOrigin-RevId: 241266009
have no standard ops for working with these yet, this is simply enough to
represent and round trip them in the printer and parser.
--
PiperOrigin-RevId: 241102728
Mehdi Amini