Commit Graph

51 Commits

Author SHA1 Message Date
albertomagni-ms e1386b0689
Add shape inference for Ops used by BERT (#249)
* Add shape inference for Ops used by BERT

* Erf
* Pow
* ReduceMean
* Dropout
* Expand
  https://github.com/onnx/onnx/blob/master/docs/Operators.md#expand
  Deduce the value of the shape operand by looking at the producer
  of the operand.
  Currently supported producers are: onnx.Constant and onnx.Shape.

* Add corresponding tests for each op.

* Sort the list of ops with shape inference in gen_onnx_mlir.py
in alphabetic order for clarity.

* Restart CI

Co-authored-by: Tian Jin <tjingrant@gmail.com>
2020-08-07 13:08:00 +08:00
Chun-Wei Chen 20686d8f0f
Catch build failure on Windows-CI (Azure Pipelines) (#241)
* catch errors after build command

* remove spaces

* use %ERRORLEVEL% instead

* move modification to CI command only

* add extra nextline to prevent modification
2020-08-06 16:53:59 +08:00
chentong319 b4228fd288
Seq type (#199)
* base implementation

* add example

* change table gen

* docs

* small change for review

Co-authored-by: Alexandre Eichenberger <alexe@us.ibm.com>
Co-authored-by: Tian Jin <tjingrant@gmail.com>
2020-07-31 20:05:59 +08:00
Anh Leu a611c145f4
Add Rewrite rule to eliminate CastOp when input element type is the same as expected output element type (#237)
* move scalerop to decompose

* change clang format

* change clang format

* add shape inference for scaler op

* fixing generated onnxop

* generate onnx.md

* add benefit for scaler decompose and simplify scaler shape inference

* cast rewrite only for float

* add cast op same type rewrite rule

* fix format

Co-authored-by: chentong319 <chentong@us.ibm.com>
2020-07-27 12:49:14 -04:00
chentong319 32ceb6968a
Use map when Import onnx node (#230)
* add map

* generate map
2020-07-27 12:25:21 -04:00
Kevin O'Brien 8af5fdeb62
fix comment (#229)
* fix comment

* add the .inc files to the PR
2020-07-24 17:03:08 -04:00
Anh Leu e631283c71
ScalerOp support non-float input using CastOp (#231)
* move scalerop to decompose

* change clang format

* change clang format

* add shape inference for scaler op

* fixing generated onnxop

* generate onnx.md

* redo get onnx.md and onnxop.td.inc using onnx 1.6

* Add shape inference for scaler op

* add benefit for scaler decompose and simplify scaler shape inference

* add scaler decompose benefit num and simplify shape inference

* add cast builder

Co-authored-by: chentong319 <chentong@us.ibm.com>
2020-07-24 10:57:52 -04:00
Anh Leu c9e3ba2d64
Add shape inference for ScalerOp (#228)
* move scalerop to decompose

* change clang format

* change clang format

* add shape inference for scaler op

* fixing generated onnxop

* generate onnx.md

* Add shape inference for scaler op

* add benefit for scaler decompose and simplify scaler shape inference
2020-07-23 13:05:19 -04:00
Tung D. Le 034f98c00c
Shape inference for some ops in RNN models (#207)
* Shape inference for ShapeOp

* Shape inference for TileOp

* Fix check-doc

* Fix onnx-mlir-doc

* Shape inference for GatherOp

* Check validity of GatherOp's indices tensor

* Shape inference for Slice

* Tests for SliceOp

* Fix importing none inputs

* Type inference for constantofshape

* Empty tensor in case of ConstantOfShape

* Remove unrelated changes

Co-authored-by: chentong319 <chentong@us.ibm.com>
2020-07-22 10:15:56 -04:00
chentong319 f43f26a79c
modify builder (#214) 2020-07-21 22:05:18 -04:00
Anh Leu 4b33c312d6
Add ONNXScalerOp pattern (#220)
* add ONNXScalerOp pattern

* move ScalerOp rewrite rule to Rewrite.cpp .td

* attempt to fix format issue

* fixing format issue

* fixing format issue2

* add ONNXScalerOp pattern

* move ScalerOp rewrite rule to Rewrite.cpp .td

* attempt to fix format issue

* fixing format issue

* fixing format issue2
2020-07-17 11:01:30 -04:00
chentong319 13b8591af8
add AnyMemRef (#219) 2020-07-14 11:15:06 -04:00
chentong319 8848464a23
changes for mypipeline.onnx (#202)
* changes for mypipeline.onnx

* format

* rm MLOpBuildTable.inc

* copy string without free

* fix the memory issue

* restore change for STRING

* format

Co-authored-by: Tian Jin <tjingrant@gmail.com>
2020-07-08 16:52:56 -04:00
Tung D. Le 0a936edf79
Remove ImportNodeReshape (#208) 2020-07-08 10:27:14 -04:00
Aaron Smith 8e6642b2bc
Update llvm version (#187)
* Update llvm version

* Update git hash for llvm-project

* Update option handling

* Update LLVM version

* Update tests

* Update git hash

* Update docs

* clang-format

* Fix operand adaptor

* Fix dim with constant

* Update LSTM.cpp

Co-authored-by: Tian Jin <tjingrant@gmail.com>
2020-07-07 21:26:00 +08:00
Tung D. Le 2c8f5701bd
Lower SqueezeOp to Krnl dialect (#164)
* Lower Squeeze op to Krnl dialect

* Emit tensor size as a single constant; add a lit test for unknown dimensions

* Code style

* Speical case where the input is only used by this squeeze op

* Remove squeeze-in-place optimization

* Update ConvertONNXToKrnl.cpp

Twek to re-run tests.

* Trigger buildbot re-run.

* Re-run CI

Co-authored-by: Tian Jin <tjingrant@gmail.com>
2020-07-03 16:26:41 +08:00
chentong319 2e08b2112c
String type (Ready for Review) (#182)
* string type from tensorflow

* simplify type

* parser and print

* gen StringType for tablegen

* onnx to onnx-mlir type

* add namespace

* allow all integer type

* dialect document

* add test case

* format

* more precise type for ONNXOp

* format

* enable the failed test

* update comment

* update onnx.md

Co-authored-by: Gheorghe-Teodor Bercea <gt.bercea@gmail.com>
2020-06-25 16:34:37 -04:00
chentong319 cc68f77d8d
Merge onnx ml into onnx (#176)
* merge onnx-ml into onnx

* delete onnx ml
2020-06-22 20:01:56 -04:00
chentong319 1fc43fa181
support map and seq in tablegen (#159)
* support map and seq in tablegen

* register MLONNX for testing

* format

* remove the unwanted test

* add a test

Co-authored-by: Tian Jin <tjingrant@gmail.com>
2020-06-18 21:49:40 +08:00
Aman LaChapelle ca185002f2
Add shape inference for several ops (#163)
* 1. Add shape inference for the following ops:
 - Atan
 - Tan
 - Sin
 - Cast
 - ConvTranspose
 - Flatten
 - DynamicQuantizeLinear
 - QuantizeLinear
 - DequantizeLinear
 - ConvInteger

2. Import attributes for generic nodes
3. Fixes for cases where .cast<> should be .isa<> (ONNXConcat::inferShapes)

* Fix foormatting issues

* Address comments:
 - SmallVector<> * -> SmallVectorImpl<> &
 - switch-case -> helper function
   - Inside helper function, preserve signed-ness
 - add TODOs

* Can't use signed integers yet in convertONNXTypeToMLIRType, add TODO

Co-authored-by: Tian Jin <tjingrant@gmail.com>
2020-06-09 14:55:49 +08:00
Alexandre Eichenberger e2af505746
Constprop (#162)
* initial const prop attempt

* added support for broadcast ops

* adde all binary broadcast ops into custom builders with precise type

* added test example

* working

* format

* fixed suggestion by Tung, start woring on unary

* added subtraction and neg the right way, and added elementwise mul too

* formatting changes

* format

* format

* added instructions to add new optimizations
2020-06-08 15:45:32 -04:00
Tian Jin dedd5f4a12
Minor bugfix. (#166) 2020-06-08 14:03:35 -04:00
Tian Jin cde1157d62
Rapid check test (#141)
* Call llc, ld from within onnx-mlir.

* Rename EmitLLVMBC -> EmitLib., reorder header files

* Edit comment.

* Checkpoint, debug.py works.

* Automatically generate inputs in debug.py.

* Use float.

* initial support for rapidcheck tests.

* Convolution test case works.

* Format code.

* Link library with MainUtils.

* Fix CMake script error.

* Fast implementation of array assertion, more detailed error analysis.

* More utility for DynMemRef.

* Fix linking issue.

* Uncomment unit test.

* Refactor to separate C++/Python ExecutionSession, enable unit test.

* format code.

* Verbose build.

* Enable PIC option for ExecusionSession.

* Fix cmake error.

* Build all targets.

* Fix doc to build all targets.

* Clean up.

* Clean up, debug.

* Use type alias consistently.

* Move definitions to DynMemRef.cpp.

* include algorithm.

* pyruntime -> PyRuntime

* Format code.

* Free memory.

* Add comments.

* Copyright notice.

* Improve stylistic consistency.

* Add comment.

* Revert irrelevant changes.

* Disambiguate.

* Refator test case generator out from test case implementation, implement example exhaustive test driver.

* Add documentation for testing.
2020-06-08 10:18:55 +08:00
Tung D. Le e2e1fbfd3b
Add type inference for CastOp (#156)
* Add type inference for CastOp

* Share type translation between op builder and onnx importer

* clang-format

* Format emitted code

* Remove unnecessary dependencies
2020-06-04 09:05:04 -04:00
chentong319 5a542e78a0
fix type inference (#144)
* fix type inference for ConstantOp and MaxPoolSingleOut

* modify interface

* use OpInterface

* change name to OpInterface

* Builder dependence

* Update CMakeLists.txt

* Update CMakeLists.txt

Co-authored-by: Tian Jin <tjingrant@gmail.com>
2020-05-26 09:54:19 +08:00
chentong319 6099efd91b
Express some basic features of an Operation in TableGen file (#103)
* change operation definition

* change importer

* default type inference

* file format

* generate types for input/output

* generate the mapping for operation output type

* remove debug message for gen_doc.py

* update the dialect doc

* add support Complex

* format

* update document

Co-authored-by: Gheorghe-Teodor Bercea <gt.bercea@gmail.com>
2020-05-21 22:03:16 -04:00
Tian Jin a270af5ce0
Support model debugging (#138)
* Call llc, ld from within onnx-mlir.

* Rename EmitLLVMBC -> EmitLib., reorder header files

* Checkpoint, debug.py works.

* Automatically generate inputs in debug.py.

* Use float.

* Fix merge conflict, remove RapidCheck from this patch.

* Remove submodule rapidcheck properly.

* Reformat code.

* More comments.

* Add documentation.

* Add documentation to navigation.

* Account for the fact that some initializers may also appear as input.
2020-05-21 13:02:48 +08:00
chentong319 a98c723b11
save and check the version of ONNX operation (#125)
* add version control

* fix the comments

* response to review and add onnx_ml

* update document

* add target and rename gen_doc.py

* small fix
2020-05-20 13:48:45 -04:00
Tung D. Le ad61eee908
Move to more recent LLVM commit ID (#131)
* Move to more recent LLVM ID (May 15)

* clang-format

* Bump cache version up

* Update readme

* Fix doc check

* Move to a newer commit id

* Update LoopToStandard -> SCFToStandard

* Change MLIRSideEffects to MLIRSideEffectInterfaces

Co-authored-by: Tian Jin <tjingrant@gmail.com>
2020-05-20 15:45:42 +08:00
Tian Jin 1d5adc555d
Do not leave temporary files when invoking gen_doc.py. (#129) 2020-05-18 09:44:31 -04:00
chentong319 23bea50404
Implement PadOp based on attribute promotion (#71)
* enable promote attr for pad

* use optional arguments for pad

* shape infereance for pad

* Lowering Pad

* format file

* use DenseTensor for the attribute

* use Pad in ONNXRewrite

* fix the merge conflict

* fix the attr given to constantOp

* handle ONNXConstantOp in attribute promotion

* Fix bug when AttributePromotion is called more than once

* update ONNXOps.td.inc with correct version of onnx

* update onnx.md

* responses to review

* fix the build error

* change the implementation of Pad

* delete commented out code

* clang format

Co-authored-by: Tian Jin <tjingrant@gmail.com>
2020-05-15 13:19:28 +08:00
Tung D. Le 24343177b8
Lower LSTMOp to Krnl dialect (#73)
* Support dilations and enable e2e tests

* Fix allocating memory for dynamic shape

* Edit comments

* Do dilation by computing an offset from kernel index

* Correct dilation formula, add an example of out-of-bound, and add a test for dilation

* Import optional outputs as NoneType

* Shape inference for ONNXLSTM

* Edit ONNXLSTM::inferShape()

* Shape inference for ONNXLSTMOp

* Create a common function for inferring shape for RNN ops

* CheckInsertDeallocation for a specific result

* Allocate memory for LSTM

* First round of lowering

* Allocate memory for hidden and cell states

* Test with custom Tanh

* Fix an error in Ct's formula

* Add E2E tests

* Return outputs

* Refactor the code

* Enable E2E tests

* Support reverse and bidirectional directions

* Minor revision

* Return all intermediate hidden states

* Call existing activation functions

* Structs for activation functions

* Call existing activations in ONNX

* Minor revision

* Compare strings ignoring case

* Use memreftype of rank 0 for calling activation functions

* Fix getActivationPack()

* Revise the code

* Add one MLIR test

* Add MLIR tests for reverse and bidirectional modes

* Make the order of emiting instructions deterministic

* Use OperandAdaptor instead of directly use an operand index

* Use literal assignments

* Change some variable names

* Use literal assignments

* Use literal assignments

* Format the code

Co-authored-by: Gheorghe-Teodor Bercea <gt.bercea@gmail.com>
2020-05-13 21:08:06 +08:00
Tung D. Le 9a874007ce
Implement shape inference for SplitOp (#95)
* Implement shape inference for SplitOp

* Change spitOpt to SplitAttribute and check the axis range before updating the axis attribute

Co-authored-by: Gheorghe-Teodor Bercea <gt.bercea@gmail.com>
2020-05-13 18:07:27 +08:00
chentong319 7c29da191e
import onnx ml operations as a separate dialect (#97)
* generate MLONNX dialect

* Add MLONNX to Builder

* add MLONNX dialect operation document

* fix the format issues

Co-authored-by: Gheorghe-Teodor Bercea <gt.bercea@gmail.com>
2020-05-12 18:43:44 -04:00
Chun-Wei Chen 41b595fc1e
Enable Build on Windows again and Update CI badge (#115)
* Use && instead of and for Windows

* Simulate fork on Windows by redirecting stderr

* Use exisiting onnx-mlir instead of cloning from master
2020-05-12 23:00:19 +08:00
Chun-Wei Chen da80e67bfe
Add buildbot on Windows via Azure Pipeline (#107)
* add buildbot on Windows via Azure Pipeline

Use Py 3.7 instead of 3.6

* Add status badge for Azure Pipeline

* reuse original cmd files, couple build and test on Windows-CI

* Update Python version on .yml

Co-authored-by: Gheorghe-Teodor Bercea <gt.bercea@gmail.com>
Co-authored-by: Tian Jin <tjingrant@gmail.com>
2020-05-08 12:18:40 +08:00
David Byrd de9e9edc4d
implement shape inference for negate (#108)
Co-authored-by: Gheorghe-Teodor Bercea <gt.bercea@gmail.com>
2020-05-07 11:42:43 +08:00
Tian Jin fad2ad7d03
Make onnx-mlir work with latest mlir. (#93)
* Make onnx-mlir work with latest mlir.

* Bump CircleCI cache version.

* Fix missing passes in onnx-mlir-opt.

* Fix backend test failure.

* Fix doc.

* Fix doc and exclude the generated _site directory from DocCheck.

* Remove debug code.

* Do not hard code target name, on Mac shared lib can end with .dylib.

* FunctionPass -> PassWrapper.
2020-04-27 17:03:56 +08:00
Byron Changuion c567781fa3
Add support for Windows using Visual Studio Compiler (#86)
* Move to more recent LLVM commit ID

* Update LLVM cache version from V9 to V10

* Update to latest LLVM commit id from master, roll back conditions in util scripts

* Update circlci LLVM cache tag to ensure ci updates builds with latest LLVM commit id

* Update README.md to have matching LLVM commit id

* Update doc/Dialtects/onnx.md

* Enable onnx-mlir for VS builds on Windows

* Update README to include lit

* Update build command for Windows to include config

* Update build instructions, add cmd files for windows, enable single source of truth for MLIR commit-id (clone-mlir.sh)

* Add Visual Studio workload info

* Update ONNX op definitions

* Revert onnx submodule back to previous commit, disable warnings in CMakeLists to work around build issues with MSVC

* Update environment for path to PDcurses on Windows

* Fix directory strings to be compatible with Windows or Linux style slashes

* Fix install-mlir.sh so it works when sourced

* Ensure README and cmd files match and have correct paths

* Properly quote ONNX_MLIR_SRC_DIR

* Address PR feedback: Use llvm_unreachable to indicate failure to convert attribute proto to name/value pair

Co-authored-by: Tian Jin <tjingrant@gmail.com>
2020-04-19 22:11:24 +08:00
chentong319 3119aebb50
fix the cmakefile (#81)
Co-authored-by: Tian Jin <tjingrant@gmail.com>
2020-04-11 16:03:41 +08:00
Tian Jin 7dba324404
Setup Documentation Page using Github Pages (#76)
* Setup documentation server, move doc files from /doc to /docs as per Github Pages convention.

* Include deleted files in patch.

* /doc -> /docs

* /doc -> /docs

* Update documentation on importing ONNX spec into ONNX Dialect; provide documentation on how to add new documentation pages.
2020-04-09 23:37:04 +08:00
Tian Jin c9199c9061
Programmatically ensure ONNX Dialect related generated files are up-to-date. (#58)
* Generate ONNX Dialect TableGen Inc files & operation importing inc files when necessary.

* Ensure TableGen inc file is generated before TableGen is invoked.

* Nit: capitalize builder -> Builder.

* Use file-same-as-stdout directive to ensure generated files are always up-to-date in our codebase.

* Use more up-to-date version of ONNXOps.td.inc.

* Do not automatically invoke gen_doc.py.

* Support dry run in gen_doc.py.

* Fix case.

* Remove debug code.

* Add test for new doc_check primitive.

* Add documentation for file-same-as-stdout.

* Provide more comments.

* Add DocCheck to DocCheck README.

* Nit: format CMake script.

* Update comments.

Co-authored-by: Alexandre Eichenberger <alexe@us.ibm.com>
2020-04-08 15:00:34 +08:00
Byron Changuion b65e77305c
Move to more recent LLVM commit ID (#64)
* Move to more recent LLVM commit ID

* Update LLVM cache version from V9 to V10

* Update to latest LLVM commit id from master, roll back conditions in util scripts

* Update circlci LLVM cache tag to ensure ci updates builds with latest LLVM commit id

* Update README.md to have matching LLVM commit id

* Update doc/Dialtects/onnx.md
2020-04-01 12:38:34 -04:00
Alexandre Eichenberger 844dcd8b1f
Name change for tests, to be check-onnx-(lit | backend) (#62) 2020-03-31 10:06:14 -04:00
Gheorghe-Teodor Bercea 1622b9f161
[NFC] Change ONNF based names to ONNX-MLIR (#32)
* Rename onnf to onnx-mlir.

* Change workspace name.
2020-03-17 09:16:33 -04:00
Tian Jin 47831749ce Use the exact commit id specified in clang-ykt/llvm-project. 2020-03-03 00:18:59 +08:00
Tian Jin d8b5e195d2 Upgrade MLIR commit id. 2020-03-02 16:20:58 +08:00
Tian Jin f856f84c55 Use llvm-project we know that works. 2020-03-02 14:28:36 +08:00
Tian Jin 5791cfdce7
Resolve buildbot issue. (#64)
* 1. Try limit parallelism.

* Limit build parallelism to 4.

* Fix doc-check failure.

Co-authored-by: Gheorghe-Teodor Bercea <gt.bercea@gmail.com>
2020-01-31 23:24:45 +08:00
Tian Jin 8665ecd998
Enable e2e tests (#29)
* Sync with latest MLIR.

* Enable ONNX backend tests as a means to test ONNF lowering end-to-end.

* Install ONNX using quiet mode.

* Remove debug comments.

* Install ONNX from third_party/onnx.

* Check python version and fix pip command for installing ONNX.

* Using --user install option to prevent permission denied.

* Remove unused imports.

* Try using stock ONNX pip package as there are more tests in them.

* Pip got stuck building wheels, try sudo.

* Use verbose install to debug.

* Invalidate cache to build LLVM tools.

* Fix mlir installation script location.

* Debug to locate ONNF.

* Sanity check.

* Check out ONNF code first.

* Use verbose LIT output.

* 1. Update documentation to always use verbose LIT.
2. Update krnl ops to reflect new affine map attribute syntax.

* See if conda exists

* Install ONNX by manually cloning the repo.

* Install cmake first.

* Using sudo priviledge when installing.

* Limit build parallelism.

* Limit parallelism.

* Larger memory.

* Install onnx package with pip.

* Build MLIR tools.

* Invalidate cache.

* Compile model.so with -fPIC.

* Remove module dump to get concise debug output.

* Print command before executing.

* Use quiet install mode to reduce logging.

* Use -relocation-model=pic to generate position independent code.

* 1. Remove MAKEFLAGS because now buildbot has enough memory.
2. Run DocCheck as a last step.

* 1. Add verbose mode for backtend test.

* When dumping to LLVM bitcode, do not dump module IR, but print a message indicating that bitcode has been written to disk.

* Do not pass MakeFlags to CMake.

* Add more explaination for posible reasons of failing to identify tests.
2020-01-20 12:30:08 -05:00