pytorch

e8534b92 - MPS cherry picks for 1.12.1 (#81976)

MPS cherry picks for 1.12.1 (#81976) * MPS: Fixes (#78930) Cast integer to float in UnaryOps Add tensor dtype in key generation Enable FP16 scalars and use placeholder for alpha tensor in add/sum ops Fixes #ISSUE_NUMBER Pull Request resolved: https://github.com/pytorch/pytorch/pull/78930 Approved by: https://github.com/albanD * MPS: Binary cast fix by proper type promotion and remove spurious copy warning (#79185) Fixes #78019, #78020 Fixes https://github.com/pytorch/pytorch/pull/79185 Pull Request resolved: https://github.com/pytorch/pytorch/pull/79185 Approved by: https://github.com/albanD, https://github.com/razarmehr * MPS: add exponential op (#79188) Add exponential distribution Fixes #ISSUE_NUMBER Pull Request resolved: https://github.com/pytorch/pytorch/pull/79188 Approved by: https://github.com/razarmehr, https://github.com/albanD * [MPS] Delete unused vars from OperationUtils.mm Pull Request resolved: https://github.com/pytorch/pytorch/pull/79514 Approved by: https://github.com/kulinseth, https://github.com/albanD * [MPS] Fix getDefaultGenerator and copy_kernel_mps Returning reference to stack memory is really bad Pull Request resolved: https://github.com/pytorch/pytorch/pull/79515 Approved by: https://github.com/albanD * [MPS][BE]Do not use `new/delete[]` in `chainViewOperation` `std::array` will do just fine Pull Request resolved: https://github.com/pytorch/pytorch/pull/79516 Approved by: https://github.com/albanD * [MPS] Support stride of stride Fixes https://github.com/pytorch/pytorch/issues/79181 Pull Request resolved: https://github.com/pytorch/pytorch/pull/79521 Approved by: https://github.com/kulinseth * MPS: TopK raise an error if K>16 (#79677) * Error out in TopK when k>16. * Add a test case too. Fixes #78915 Pull Request resolved: https://github.com/pytorch/pytorch/pull/79677 Approved by: https://github.com/albanD * [MPS]: Add fix for squeezed input axes handling in BCE loss (#79676) Fixes #79527 Pull Request resolved: https://github.com/pytorch/pytorch/pull/79676 Approved by: https://github.com/razarmehr, https://github.com/albanD * MPS: Add amax and amin Ops with tests (#79682) * Add amax and amin with tests Fixes #ISSUE_NUMBER Pull Request resolved: https://github.com/pytorch/pytorch/pull/79682 Approved by: https://github.com/albanD * [MPS] Fix torch.uint8 support (#80049) `ScalarType.Byte` should be cast to `MPSDataTypeUInt8` And support for `torch.int8` as well as test those conversions in `TestMPS.test_to` Fixes #80006 Pull Request resolved: https://github.com/pytorch/pytorch/pull/80049 Approved by: https://github.com/albanD * [MPS] Fix binary ops between int32 tensor with int64 scalar (#80220) For some reason, tensor *op* scalar does not follow the normal binary promotion rules So cast output tensor to expected type if needed It seems that one should have casted input tensors to expected output tensor type, but it does not really work for boolean binary ops, so... Add output tensor type/shape to cached graph key Extend `TestMPS. test_add_scalars` to test for this regression Fixes #79835 Pull Request resolved: https://github.com/pytorch/pytorch/pull/80220 Approved by: https://github.com/albanD * [MPS] Add equal operator (#80195) Which is, in essence is composite of `eq`->`all`->`item` `native/mps/operators/Equal.cpp` is an almost verbatim copy of `native/cuda/Equal.cpp` Fix codegen by generating MPSFunctions headers Pull Request resolved: https://github.com/pytorch/pytorch/pull/80195 Approved by: https://github.com/albanD * [MPS] add `aten::normal.Tensor_float` `aten::normal.float_Tensor` `aten::normal.Tensor_Tensor` (#80297) Fixes #ISSUE_NUMBER Pull Request resolved: https://github.com/pytorch/pytorch/pull/80297 Approved by: https://github.com/albanD, https://github.com/kulinseth * [MPS] Add flip (#80214) Fixes #ISSUE_NUMBER Pull Request resolved: https://github.com/pytorch/pytorch/pull/80214 Approved by: https://github.com/DenisVieriu97, https://github.com/albanD * [MPS] Add logical ops (#80216) This PR adds `logical_not`, `logical_and`, `logical_or`, `logical_xor`. Pull Request resolved: https://github.com/pytorch/pytorch/pull/80216 Approved by: https://github.com/albanD, https://github.com/kulinseth * [MPS] Add glu (#79866) Adds mps op for `aten::glu.out`. Pull Request resolved: https://github.com/pytorch/pytorch/pull/79866 Approved by: https://github.com/kulinseth, https://github.com/albanD * [MPS] Fix std/var cache issue (#80502) Use `getTensorsStringKey` which has tensor shape info added as part of the key to prevent cache lookup issue when the shape of input tensor is changed. Fixes #80499 Pull Request resolved: https://github.com/pytorch/pytorch/pull/80502 Approved by: https://github.com/malfet, https://github.com/kulinseth * Add scatter support for view operations (#79939) * Add scatter support for view operations; #78074, #78886, #79672 * Update test_slicing_replace_column to properly test different sizes * Handle in-place changes for binary ops; add new testcase * Add new view ops testing scatter; add MPSDebugConfig.h config file for debugging purposes * Merge gatherViewTensor and scatterViewTensor into a generic function * Add scatter on demand in scatterViewOperation instead of caching it into a generic graph * Create separate graphs for scatter and gather; * Create scatter graph at scatter time Fixes #ISSUE_NUMBER Pull Request resolved: https://github.com/pytorch/pytorch/pull/79939 Approved by: https://github.com/razarmehr * MPS: Fix handling of 1D tensors in linear backward (#80759) Fixes #https://github.com/pytorch/pytorch/issues/79784 Pull Request resolved: https://github.com/pytorch/pytorch/pull/80759 Approved by: https://github.com/ezyang * [MPS] Move the View ops to a separate file and reduce the number of graphs created (#80491) This is dependent on the PR to go in first: https://github.com/pytorch/pytorch/pull/79939 Remove the data_ptr from the View Graph key which reduces the number of graphs created significantly. Don't wait when copying from MPS to MPS tensors Pull Request resolved: https://github.com/pytorch/pytorch/pull/80491 Approved by: https://github.com/malfet * [MPS] Add softplus backward (#79873) Fixes #ISSUE_NUMBER Pull Request resolved: https://github.com/pytorch/pytorch/pull/79873 Approved by: https://github.com/malfet * [MPS] Add argmin (#80828) This PR 1. adds argmin 2. refactors `reduction_type` in `ReduceOps.mm` with enum. Co-authored by Kulin Seth <kulinseth@gmail.com> Pull Request resolved: https://github.com/pytorch/pytorch/pull/80828 Approved by: https://github.com/malfet * [MPS] Fix LSTM batch_first output transposed (#80597) The output of LSTM with `batch_first` should be transposed back to batch first format. Fixes #80306 Pull Request resolved: https://github.com/pytorch/pytorch/pull/80597 Approved by: https://github.com/kulinseth * [MPS][BE] Introduce MPSUnaryCachedGraph (#81033) I.e. CachedGraph that has input and output tensors Also, add `MPSGraphCache::LookUpAs` template, which combines LookUp with static_cast to target type Pull Request resolved: https://github.com/pytorch/pytorch/pull/81033 Approved by: https://github.com/kulinseth * [MPS] Add test consistency from OpInfo based tests from PR 78504 (#79532) Pull Request resolved: https://github.com/pytorch/pytorch/pull/79532 Approved by: https://github.com/albanD, https://github.com/malfet * [MPS] Add huber loss (#80163) Fixes #ISSUE_NUMBER Pull Request resolved: https://github.com/pytorch/pytorch/pull/80163 Approved by: https://github.com/kulinseth, https://github.com/malfet * Remove two tests dependent on the MPS serialization checkin. * Fix lint error (FLAKE8) F401 * Remove the serialization test from test_mps as its support is not there in 1.12.1. Co-authored-by: Kulin Seth <kulinseth@gmail.com> Co-authored-by: Nikita Shulga <nikita.shulga@gmail.com> Co-authored-by: Kulin Seth <kulin_seth@apple.com> Co-authored-by: Abhishek Pathak <abhipathak97@gmail.com> Co-authored-by: Nikita Shulga <nshulga@fb.com> Co-authored-by: qqaatw <qqaatw@gmail.com> Co-authored-by: Ramin Azarmehr <razarmehr@apple.com>