[Operator] Add dynamic shape support and tests for Operators.#274
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yaoyaoding merged 3 commits intohidet-org:mainfrom Jun 7, 2023
Merged
[Operator] Add dynamic shape support and tests for Operators.#274yaoyaoding merged 3 commits intohidet-org:mainfrom
yaoyaoding merged 3 commits intohidet-org:mainfrom
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add associated tests
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Thanks @Aalanli ! |
vadiklyutiy
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- Adopted our scripts to use `mode` from `torch.compile` - Changed `regroup_modules` from `build_ir_module_batch` to don't create jobs bigger than `MAX_JOB_PER_WORKER` (fix issue #207) - A little bit cut/optimize tests for torch backend - move densnet121 to slow - move resnet50 to slow but add resnet18 (the last 2 points came from attempts to enable `mode='max-autotune'` in Tests. Still has additional issues)
vadiklyutiy
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Jul 23, 2024
- Adopted our scripts to use `mode` from `torch.compile` - Changed `regroup_modules` from `build_ir_module_batch` to don't create jobs bigger than `MAX_JOB_PER_WORKER` (fix issue #207) - A little bit cut/optimize tests for torch backend - move densnet121 to slow - move resnet50 to slow but add resnet18 (the last 2 points came from attempts to enable `mode='max-autotune'` in Tests. Still has additional issues)
vadiklyutiy
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Dec 26, 2024
- Adopted our scripts to use `mode` from `torch.compile` - Changed `regroup_modules` from `build_ir_module_batch` to don't create jobs bigger than `MAX_JOB_PER_WORKER` (fix issue #207) - A little bit cut/optimize tests for torch backend - move densnet121 to slow - move resnet50 to slow but add resnet18 (the last 2 points came from attempts to enable `mode='max-autotune'` in Tests. Still has additional issues)
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Altered operators and added the associated test for dynamic shape support.
Changed:
However, there are certain shape checks that are not possible for dynamic dimensions during compile time, I have skipped over those for now; the shape checks will not happen if its dynamic, but I think its a definite must for the future.
Some difficulties arise comes when resolve rules rely on shapes, short-term fix would be to resolve to default implementation if shape is dynamic, long term would probably be to add conditionals to graph IR, however, this may not play very nicely with fusion...
Similarly, long term fix for operators and task mappings would probably be to add some sort of 'assert' node to the IR, so that assertions gets added to the launch function in codegen.