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fixed typo in formula of GRU in doc#1921

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soumith merged 3 commits intopytorch:masterfrom
moskomule:doc
Jun 28, 2017
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fixed typo in formula of GRU in doc#1921
soumith merged 3 commits intopytorch:masterfrom
moskomule:doc

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I found a typo in formula of GRU in the document.

Plus I think using i for both suffix of input hidden state and input cell is difficult to understand so changed the latter to z. And like tanh, sigmoid should be in upright font thus I changed so.

r = sigmoid(W_{ir} x + b_{ir} + W_{hr} h + b_{hr}) \\
i = sigmoid(W_{ii} x + b_{ii} + W_{hi} h + b_{hi}) \\
r = \mathrm{sigmoid}(W_{ir} x + b_{ir} + W_{hr} h + b_{hr}) \\
i = \mathrm{sigmoid}(W_{ii} x + b_{ii} + W_{hi} h + b_{hi}) \\

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@soumith soumith merged commit b5e1df0 into pytorch:master Jun 28, 2017
zou3519 pushed a commit to zou3519/pytorch that referenced this pull request Mar 30, 2018
* Move onnx-caffe2 inside caffe2

* Update to the lastest onnx-caffe2 and update jenkins env

* Rename onnx_caffe2 to onnx

* Add __init__.py to caffe2/python/onnx

* Change CI check variable to JENKINS_URL

* Cherrypick recent onnx-caffe2 update
jjsjann123 pushed a commit to jjsjann123/pytorch that referenced this pull request Aug 30, 2022
Enables grouping of grid welford ops across iterations. Same functionality as the iteration grouping for GridReduction. This ins intended to improve the outer-norm grid persistence in batchnorm-like fusions.
pytorchmergebot pushed a commit that referenced this pull request Sep 8, 2022
Syncing nvfuser devel branch to upstream master. https://github.com/csarofeen/pytorch/

Codegen changes include:

- codegen improvement:
i. improved view support on pointwise and transpose scheduler
ii. grouped grid welford added for better outer-norm grid persistence in normalization

- misc:
i. new composite ops added: variance_mean , arange, 
ii. fixes misaligned address for transpose scheduler
iii. refactor on separation of compilation API from execution API to prepare us for async compilation
iv. double type support on expression evaluator
v. PYTORCH_NVFUSER_DUMP refactor to save PTX and CUBIN

Commits that's in this PR from the devel branch:
```
89330aa Tensor factories must set the output shape as its input (#1939)
b2fd01e arange support (#1933)
56c00fd Double support on all expression evaluators (#1937)
371f282 Improve trivial reduction merge support (#1931)
1d0c267 Test `rand` in a fusion with zero tensor input (#1932)
0dab160 Fix softmax bwd sizes. (#1890)
ef98f36 Fix a bug (#1936)
63132a0 Propagate permissive mapping information into indexing pass (#1929)
b4ac2c8 Map IterationDomains through view operations. (#1919)
c0a187a do not use deprecated functions (#1935)
88de85e Upstream cherry pick fixes 0811 (#1934)
b247dcf Separate kernel compilation API from kernel execution API (#1914)
b34e3b9 Fix `ir_utils::hasBlockSync` + misc fixes in transpose scheduler (#1924)
14a53e6 Nullary RNGOp (#1892)
3c3c89e Misc fixes/tuning for transpose scheduler (#1912)
20cf109 Grouped grid welford (#1921)
6cf7eb0 Transpose scheduler small dim sizes better support (#1910)
9341ea9 Disabled ViewPersistentShmoo sizes that results in NAN (#1922)
057237f Fix CUDA driver error: misaligned address for transpose scheduler  (#1918)
3fb3d80 Add variance_mean function using Welford (#1907)
98febf6 Remove DisableOption::UnrollWithRng (#1913)
ee8ef33 Minor fix for the debug interface of using PTX directly (#1917)
6e8f953 Add PYTORCH_NVFUSER_DUMP options to save PTX and CUBIN (#1916)
5eefa9a dopt is only available since nvrtc 11.7 (#1915)
2ec8fc7 Kill computeAtBetween (#1911)
d0d106a Improve view support on pointwise and transpose scheduler (#1906)
e71e1ec Fix name clash of RNG with shared memory (#1904)
3381793 Fix mutator and sameAs for expanded IterDomain (#1902)
```

RUN_TORCHBENCH: nvfuser

Differential Revision: [D39324552](https://our.internmc.facebook.com/intern/diff/D39324552)

[ghstack-poisoned]
pytorchmergebot pushed a commit that referenced this pull request Sep 8, 2022
Syncing nvfuser devel branch to upstream master. https://github.com/csarofeen/pytorch/

Codegen changes include:

- codegen improvement:
i. improved view support on pointwise and transpose scheduler
ii. grouped grid welford added for better outer-norm grid persistence in normalization

- misc:
i. new composite ops added: variance_mean , arange, 
ii. fixes misaligned address for transpose scheduler
iii. refactor on separation of compilation API from execution API to prepare us for async compilation
iv. double type support on expression evaluator
v. PYTORCH_NVFUSER_DUMP refactor to save PTX and CUBIN

Commits that's in this PR from the devel branch:
```
89330aa Tensor factories must set the output shape as its input (#1939)
b2fd01e arange support (#1933)
56c00fd Double support on all expression evaluators (#1937)
371f282 Improve trivial reduction merge support (#1931)
1d0c267 Test `rand` in a fusion with zero tensor input (#1932)
0dab160 Fix softmax bwd sizes. (#1890)
ef98f36 Fix a bug (#1936)
63132a0 Propagate permissive mapping information into indexing pass (#1929)
b4ac2c8 Map IterationDomains through view operations. (#1919)
c0a187a do not use deprecated functions (#1935)
88de85e Upstream cherry pick fixes 0811 (#1934)
b247dcf Separate kernel compilation API from kernel execution API (#1914)
b34e3b9 Fix `ir_utils::hasBlockSync` + misc fixes in transpose scheduler (#1924)
14a53e6 Nullary RNGOp (#1892)
3c3c89e Misc fixes/tuning for transpose scheduler (#1912)
20cf109 Grouped grid welford (#1921)
6cf7eb0 Transpose scheduler small dim sizes better support (#1910)
9341ea9 Disabled ViewPersistentShmoo sizes that results in NAN (#1922)
057237f Fix CUDA driver error: misaligned address for transpose scheduler  (#1918)
3fb3d80 Add variance_mean function using Welford (#1907)
98febf6 Remove DisableOption::UnrollWithRng (#1913)
ee8ef33 Minor fix for the debug interface of using PTX directly (#1917)
6e8f953 Add PYTORCH_NVFUSER_DUMP options to save PTX and CUBIN (#1916)
5eefa9a dopt is only available since nvrtc 11.7 (#1915)
2ec8fc7 Kill computeAtBetween (#1911)
d0d106a Improve view support on pointwise and transpose scheduler (#1906)
e71e1ec Fix name clash of RNG with shared memory (#1904)
3381793 Fix mutator and sameAs for expanded IterDomain (#1902)
```

RUN_TORCHBENCH: nvfuser

Differential Revision: [D39324552](https://our.internmc.facebook.com/intern/diff/D39324552)

[ghstack-poisoned]
jjsjann123 added a commit that referenced this pull request Sep 8, 2022
Syncing nvfuser devel branch to upstream master. https://github.com/csarofeen/pytorch/

Codegen changes include:

- codegen improvement:
i. improved view support on pointwise and transpose scheduler
ii. grouped grid welford added for better outer-norm grid persistence in normalization

- misc:
i. new composite ops added: variance_mean , arange, 
ii. fixes misaligned address for transpose scheduler
iii. refactor on separation of compilation API from execution API to prepare us for async compilation
iv. double type support on expression evaluator
v. PYTORCH_NVFUSER_DUMP refactor to save PTX and CUBIN

Commits that's in this PR from the devel branch:
```
89330aa Tensor factories must set the output shape as its input (#1939)
b2fd01e arange support (#1933)
56c00fd Double support on all expression evaluators (#1937)
371f282 Improve trivial reduction merge support (#1931)
1d0c267 Test `rand` in a fusion with zero tensor input (#1932)
0dab160 Fix softmax bwd sizes. (#1890)
ef98f36 Fix a bug (#1936)
63132a0 Propagate permissive mapping information into indexing pass (#1929)
b4ac2c8 Map IterationDomains through view operations. (#1919)
c0a187a do not use deprecated functions (#1935)
88de85e Upstream cherry pick fixes 0811 (#1934)
b247dcf Separate kernel compilation API from kernel execution API (#1914)
b34e3b9 Fix `ir_utils::hasBlockSync` + misc fixes in transpose scheduler (#1924)
14a53e6 Nullary RNGOp (#1892)
3c3c89e Misc fixes/tuning for transpose scheduler (#1912)
20cf109 Grouped grid welford (#1921)
6cf7eb0 Transpose scheduler small dim sizes better support (#1910)
9341ea9 Disabled ViewPersistentShmoo sizes that results in NAN (#1922)
057237f Fix CUDA driver error: misaligned address for transpose scheduler  (#1918)
3fb3d80 Add variance_mean function using Welford (#1907)
98febf6 Remove DisableOption::UnrollWithRng (#1913)
ee8ef33 Minor fix for the debug interface of using PTX directly (#1917)
6e8f953 Add PYTORCH_NVFUSER_DUMP options to save PTX and CUBIN (#1916)
5eefa9a dopt is only available since nvrtc 11.7 (#1915)
2ec8fc7 Kill computeAtBetween (#1911)
d0d106a Improve view support on pointwise and transpose scheduler (#1906)
e71e1ec Fix name clash of RNG with shared memory (#1904)
3381793 Fix mutator and sameAs for expanded IterDomain (#1902)
```

RUN_TORCHBENCH: nvfuser

Differential Revision: [D39324552](https://our.internmc.facebook.com/intern/diff/D39324552)

[ghstack-poisoned]
jjsjann123 added a commit that referenced this pull request Sep 8, 2022
Syncing nvfuser devel branch to upstream master. https://github.com/csarofeen/pytorch/

Codegen changes include:

- codegen improvement:
i. improved view support on pointwise and transpose scheduler
ii. grouped grid welford added for better outer-norm grid persistence in normalization

- misc:
i. new composite ops added: variance_mean , arange, 
ii. fixes misaligned address for transpose scheduler
iii. refactor on separation of compilation API from execution API to prepare us for async compilation
iv. double type support on expression evaluator
v. PYTORCH_NVFUSER_DUMP refactor to save PTX and CUBIN

Commits that's in this PR from the devel branch:
```
89330aa Tensor factories must set the output shape as its input (#1939)
b2fd01e arange support (#1933)
56c00fd Double support on all expression evaluators (#1937)
371f282 Improve trivial reduction merge support (#1931)
1d0c267 Test `rand` in a fusion with zero tensor input (#1932)
0dab160 Fix softmax bwd sizes. (#1890)
ef98f36 Fix a bug (#1936)
63132a0 Propagate permissive mapping information into indexing pass (#1929)
b4ac2c8 Map IterationDomains through view operations. (#1919)
c0a187a do not use deprecated functions (#1935)
88de85e Upstream cherry pick fixes 0811 (#1934)
b247dcf Separate kernel compilation API from kernel execution API (#1914)
b34e3b9 Fix `ir_utils::hasBlockSync` + misc fixes in transpose scheduler (#1924)
14a53e6 Nullary RNGOp (#1892)
3c3c89e Misc fixes/tuning for transpose scheduler (#1912)
20cf109 Grouped grid welford (#1921)
6cf7eb0 Transpose scheduler small dim sizes better support (#1910)
9341ea9 Disabled ViewPersistentShmoo sizes that results in NAN (#1922)
057237f Fix CUDA driver error: misaligned address for transpose scheduler  (#1918)
3fb3d80 Add variance_mean function using Welford (#1907)
98febf6 Remove DisableOption::UnrollWithRng (#1913)
ee8ef33 Minor fix for the debug interface of using PTX directly (#1917)
6e8f953 Add PYTORCH_NVFUSER_DUMP options to save PTX and CUBIN (#1916)
5eefa9a dopt is only available since nvrtc 11.7 (#1915)
2ec8fc7 Kill computeAtBetween (#1911)
d0d106a Improve view support on pointwise and transpose scheduler (#1906)
e71e1ec Fix name clash of RNG with shared memory (#1904)
3381793 Fix mutator and sameAs for expanded IterDomain (#1902)
```

RUN_TORCHBENCH: nvfuser

Differential Revision: [D39324552](https://our.internmc.facebook.com/intern/diff/D39324552)

[ghstack-poisoned]
jjsjann123 added a commit that referenced this pull request Sep 9, 2022
Syncing nvfuser devel branch to upstream master. https://github.com/csarofeen/pytorch/

Codegen changes include:

- codegen improvement:
i. improved view support on pointwise and transpose scheduler
ii. grouped grid welford added for better outer-norm grid persistence in normalization

- misc:
i. new composite ops added: variance_mean , arange, 
ii. fixes misaligned address for transpose scheduler
iii. refactor on separation of compilation API from execution API to prepare us for async compilation
iv. double type support on expression evaluator
v. PYTORCH_NVFUSER_DUMP refactor to save PTX and CUBIN

Commits that's in this PR from the devel branch:
```
89330aa Tensor factories must set the output shape as its input (#1939)
b2fd01e arange support (#1933)
56c00fd Double support on all expression evaluators (#1937)
371f282 Improve trivial reduction merge support (#1931)
1d0c267 Test `rand` in a fusion with zero tensor input (#1932)
0dab160 Fix softmax bwd sizes. (#1890)
ef98f36 Fix a bug (#1936)
63132a0 Propagate permissive mapping information into indexing pass (#1929)
b4ac2c8 Map IterationDomains through view operations. (#1919)
c0a187a do not use deprecated functions (#1935)
88de85e Upstream cherry pick fixes 0811 (#1934)
b247dcf Separate kernel compilation API from kernel execution API (#1914)
b34e3b9 Fix `ir_utils::hasBlockSync` + misc fixes in transpose scheduler (#1924)
14a53e6 Nullary RNGOp (#1892)
3c3c89e Misc fixes/tuning for transpose scheduler (#1912)
20cf109 Grouped grid welford (#1921)
6cf7eb0 Transpose scheduler small dim sizes better support (#1910)
9341ea9 Disabled ViewPersistentShmoo sizes that results in NAN (#1922)
057237f Fix CUDA driver error: misaligned address for transpose scheduler  (#1918)
3fb3d80 Add variance_mean function using Welford (#1907)
98febf6 Remove DisableOption::UnrollWithRng (#1913)
ee8ef33 Minor fix for the debug interface of using PTX directly (#1917)
6e8f953 Add PYTORCH_NVFUSER_DUMP options to save PTX and CUBIN (#1916)
5eefa9a dopt is only available since nvrtc 11.7 (#1915)
2ec8fc7 Kill computeAtBetween (#1911)
d0d106a Improve view support on pointwise and transpose scheduler (#1906)
e71e1ec Fix name clash of RNG with shared memory (#1904)
3381793 Fix mutator and sameAs for expanded IterDomain (#1902)
```

RUN_TORCHBENCH: nvfuser

Differential Revision: [D39324552](https://our.internmc.facebook.com/intern/diff/D39324552)

[ghstack-poisoned]
jjsjann123 added a commit that referenced this pull request Sep 9, 2022
Syncing nvfuser devel branch to upstream master. https://github.com/csarofeen/pytorch/

Codegen changes include:

- codegen improvement:
i. improved view support on pointwise and transpose scheduler
ii. grouped grid welford added for better outer-norm grid persistence in normalization

- misc:
i. new composite ops added: variance_mean , arange, 
ii. fixes misaligned address for transpose scheduler
iii. refactor on separation of compilation API from execution API to prepare us for async compilation
iv. double type support on expression evaluator
v. PYTORCH_NVFUSER_DUMP refactor to save PTX and CUBIN

Commits that's in this PR from the devel branch:
```
89330aa Tensor factories must set the output shape as its input (#1939)
b2fd01e arange support (#1933)
56c00fd Double support on all expression evaluators (#1937)
371f282 Improve trivial reduction merge support (#1931)
1d0c267 Test `rand` in a fusion with zero tensor input (#1932)
0dab160 Fix softmax bwd sizes. (#1890)
ef98f36 Fix a bug (#1936)
63132a0 Propagate permissive mapping information into indexing pass (#1929)
b4ac2c8 Map IterationDomains through view operations. (#1919)
c0a187a do not use deprecated functions (#1935)
88de85e Upstream cherry pick fixes 0811 (#1934)
b247dcf Separate kernel compilation API from kernel execution API (#1914)
b34e3b9 Fix `ir_utils::hasBlockSync` + misc fixes in transpose scheduler (#1924)
14a53e6 Nullary RNGOp (#1892)
3c3c89e Misc fixes/tuning for transpose scheduler (#1912)
20cf109 Grouped grid welford (#1921)
6cf7eb0 Transpose scheduler small dim sizes better support (#1910)
9341ea9 Disabled ViewPersistentShmoo sizes that results in NAN (#1922)
057237f Fix CUDA driver error: misaligned address for transpose scheduler  (#1918)
3fb3d80 Add variance_mean function using Welford (#1907)
98febf6 Remove DisableOption::UnrollWithRng (#1913)
ee8ef33 Minor fix for the debug interface of using PTX directly (#1917)
6e8f953 Add PYTORCH_NVFUSER_DUMP options to save PTX and CUBIN (#1916)
5eefa9a dopt is only available since nvrtc 11.7 (#1915)
2ec8fc7 Kill computeAtBetween (#1911)
d0d106a Improve view support on pointwise and transpose scheduler (#1906)
e71e1ec Fix name clash of RNG with shared memory (#1904)
3381793 Fix mutator and sameAs for expanded IterDomain (#1902)
```

RUN_TORCHBENCH: nvfuser

Differential Revision: [D39324552](https://our.internmc.facebook.com/intern/diff/D39324552)

[ghstack-poisoned]
jjsjann123 added a commit that referenced this pull request Sep 9, 2022
Syncing nvfuser devel branch to upstream master. https://github.com/csarofeen/pytorch/

Codegen changes include:

- codegen improvement:
i. improved view support on pointwise and transpose scheduler
ii. grouped grid welford added for better outer-norm grid persistence in normalization

- misc:
i. new composite ops added: variance_mean , arange, 
ii. fixes misaligned address for transpose scheduler
iii. refactor on separation of compilation API from execution API to prepare us for async compilation
iv. double type support on expression evaluator
v. PYTORCH_NVFUSER_DUMP refactor to save PTX and CUBIN

Commits that's in this PR from the devel branch:
```
89330aa Tensor factories must set the output shape as its input (#1939)
b2fd01e arange support (#1933)
56c00fd Double support on all expression evaluators (#1937)
371f282 Improve trivial reduction merge support (#1931)
1d0c267 Test `rand` in a fusion with zero tensor input (#1932)
0dab160 Fix softmax bwd sizes. (#1890)
ef98f36 Fix a bug (#1936)
63132a0 Propagate permissive mapping information into indexing pass (#1929)
b4ac2c8 Map IterationDomains through view operations. (#1919)
c0a187a do not use deprecated functions (#1935)
88de85e Upstream cherry pick fixes 0811 (#1934)
b247dcf Separate kernel compilation API from kernel execution API (#1914)
b34e3b9 Fix `ir_utils::hasBlockSync` + misc fixes in transpose scheduler (#1924)
14a53e6 Nullary RNGOp (#1892)
3c3c89e Misc fixes/tuning for transpose scheduler (#1912)
20cf109 Grouped grid welford (#1921)
6cf7eb0 Transpose scheduler small dim sizes better support (#1910)
9341ea9 Disabled ViewPersistentShmoo sizes that results in NAN (#1922)
057237f Fix CUDA driver error: misaligned address for transpose scheduler  (#1918)
3fb3d80 Add variance_mean function using Welford (#1907)
98febf6 Remove DisableOption::UnrollWithRng (#1913)
ee8ef33 Minor fix for the debug interface of using PTX directly (#1917)
6e8f953 Add PYTORCH_NVFUSER_DUMP options to save PTX and CUBIN (#1916)
5eefa9a dopt is only available since nvrtc 11.7 (#1915)
2ec8fc7 Kill computeAtBetween (#1911)
d0d106a Improve view support on pointwise and transpose scheduler (#1906)
e71e1ec Fix name clash of RNG with shared memory (#1904)
3381793 Fix mutator and sameAs for expanded IterDomain (#1902)
```

RUN_TORCHBENCH: nvfuser

Differential Revision: [D39324552](https://our.internmc.facebook.com/intern/diff/D39324552)

[ghstack-poisoned]
jjsjann123 added a commit that referenced this pull request Sep 9, 2022
Syncing nvfuser devel branch to upstream master. https://github.com/csarofeen/pytorch/

Codegen changes include:

- codegen improvement:
i. improved view support on pointwise and transpose scheduler
ii. grouped grid welford added for better outer-norm grid persistence in normalization

- misc:
i. new composite ops added: variance_mean , arange, 
ii. fixes misaligned address for transpose scheduler
iii. refactor on separation of compilation API from execution API to prepare us for async compilation
iv. double type support on expression evaluator
v. PYTORCH_NVFUSER_DUMP refactor to save PTX and CUBIN

Commits that's in this PR from the devel branch:
```
89330aa Tensor factories must set the output shape as its input (#1939)
b2fd01e arange support (#1933)
56c00fd Double support on all expression evaluators (#1937)
371f282 Improve trivial reduction merge support (#1931)
1d0c267 Test `rand` in a fusion with zero tensor input (#1932)
0dab160 Fix softmax bwd sizes. (#1890)
ef98f36 Fix a bug (#1936)
63132a0 Propagate permissive mapping information into indexing pass (#1929)
b4ac2c8 Map IterationDomains through view operations. (#1919)
c0a187a do not use deprecated functions (#1935)
88de85e Upstream cherry pick fixes 0811 (#1934)
b247dcf Separate kernel compilation API from kernel execution API (#1914)
b34e3b9 Fix `ir_utils::hasBlockSync` + misc fixes in transpose scheduler (#1924)
14a53e6 Nullary RNGOp (#1892)
3c3c89e Misc fixes/tuning for transpose scheduler (#1912)
20cf109 Grouped grid welford (#1921)
6cf7eb0 Transpose scheduler small dim sizes better support (#1910)
9341ea9 Disabled ViewPersistentShmoo sizes that results in NAN (#1922)
057237f Fix CUDA driver error: misaligned address for transpose scheduler  (#1918)
3fb3d80 Add variance_mean function using Welford (#1907)
98febf6 Remove DisableOption::UnrollWithRng (#1913)
ee8ef33 Minor fix for the debug interface of using PTX directly (#1917)
6e8f953 Add PYTORCH_NVFUSER_DUMP options to save PTX and CUBIN (#1916)
5eefa9a dopt is only available since nvrtc 11.7 (#1915)
2ec8fc7 Kill computeAtBetween (#1911)
d0d106a Improve view support on pointwise and transpose scheduler (#1906)
e71e1ec Fix name clash of RNG with shared memory (#1904)
3381793 Fix mutator and sameAs for expanded IterDomain (#1902)
```

RUN_TORCHBENCH: nvfuser

Differential Revision: [D39324552](https://our.internmc.facebook.com/intern/diff/D39324552)

[ghstack-poisoned]
jjsjann123 added a commit that referenced this pull request Sep 9, 2022
Syncing nvfuser devel branch to upstream master. https://github.com/csarofeen/pytorch/

Codegen changes include:

- codegen improvement:
i. improved view support on pointwise and transpose scheduler
ii. grouped grid welford added for better outer-norm grid persistence in normalization

- misc:
i. new composite ops added: variance_mean , arange,
ii. fixes misaligned address for transpose scheduler
iii. refactor on separation of compilation API from execution API to prepare us for async compilation
iv. double type support on expression evaluator
v. PYTORCH_NVFUSER_DUMP refactor to save PTX and CUBIN

Commits that's in this PR from the devel branch:
```
89330aa Tensor factories must set the output shape as its input (#1939)
b2fd01e arange support (#1933)
56c00fd Double support on all expression evaluators (#1937)
371f282 Improve trivial reduction merge support (#1931)
1d0c267 Test `rand` in a fusion with zero tensor input (#1932)
0dab160 Fix softmax bwd sizes. (#1890)
ef98f36 Fix a bug (#1936)
63132a0 Propagate permissive mapping information into indexing pass (#1929)
b4ac2c8 Map IterationDomains through view operations. (#1919)
c0a187a do not use deprecated functions (#1935)
88de85e Upstream cherry pick fixes 0811 (#1934)
b247dcf Separate kernel compilation API from kernel execution API (#1914)
b34e3b9 Fix `ir_utils::hasBlockSync` + misc fixes in transpose scheduler (#1924)
14a53e6 Nullary RNGOp (#1892)
3c3c89e Misc fixes/tuning for transpose scheduler (#1912)
20cf109 Grouped grid welford (#1921)
6cf7eb0 Transpose scheduler small dim sizes better support (#1910)
9341ea9 Disabled ViewPersistentShmoo sizes that results in NAN (#1922)
057237f Fix CUDA driver error: misaligned address for transpose scheduler  (#1918)
3fb3d80 Add variance_mean function using Welford (#1907)
98febf6 Remove DisableOption::UnrollWithRng (#1913)
ee8ef33 Minor fix for the debug interface of using PTX directly (#1917)
6e8f953 Add PYTORCH_NVFUSER_DUMP options to save PTX and CUBIN (#1916)
5eefa9a dopt is only available since nvrtc 11.7 (#1915)
2ec8fc7 Kill computeAtBetween (#1911)
d0d106a Improve view support on pointwise and transpose scheduler (#1906)
e71e1ec Fix name clash of RNG with shared memory (#1904)
3381793 Fix mutator and sameAs for expanded IterDomain (#1902)
```

RUN_TORCHBENCH: nvfuser

ghstack-source-id: d0d88cf
Pull Request resolved: #84626
jjsjann123 added a commit that referenced this pull request Sep 19, 2022
Syncing nvfuser devel branch to upstream master. https://github.com/csarofeen/pytorch/

Codegen changes include:

- codegen improvement:
i. improved view support on pointwise and transpose scheduler
ii. grouped grid welford added for better outer-norm grid persistence in normalization

- misc:
i. new composite ops added: variance_mean , arange, 
ii. fixes misaligned address for transpose scheduler
iii. refactor on separation of compilation API from execution API to prepare us for async compilation
iv. double type support on expression evaluator
v. PYTORCH_NVFUSER_DUMP refactor to save PTX and CUBIN

Commits that's in this PR from the devel branch:
```
89330aa Tensor factories must set the output shape as its input (#1939)
b2fd01e arange support (#1933)
56c00fd Double support on all expression evaluators (#1937)
371f282 Improve trivial reduction merge support (#1931)
1d0c267 Test `rand` in a fusion with zero tensor input (#1932)
0dab160 Fix softmax bwd sizes. (#1890)
ef98f36 Fix a bug (#1936)
63132a0 Propagate permissive mapping information into indexing pass (#1929)
b4ac2c8 Map IterationDomains through view operations. (#1919)
c0a187a do not use deprecated functions (#1935)
88de85e Upstream cherry pick fixes 0811 (#1934)
b247dcf Separate kernel compilation API from kernel execution API (#1914)
b34e3b9 Fix `ir_utils::hasBlockSync` + misc fixes in transpose scheduler (#1924)
14a53e6 Nullary RNGOp (#1892)
3c3c89e Misc fixes/tuning for transpose scheduler (#1912)
20cf109 Grouped grid welford (#1921)
6cf7eb0 Transpose scheduler small dim sizes better support (#1910)
9341ea9 Disabled ViewPersistentShmoo sizes that results in NAN (#1922)
057237f Fix CUDA driver error: misaligned address for transpose scheduler  (#1918)
3fb3d80 Add variance_mean function using Welford (#1907)
98febf6 Remove DisableOption::UnrollWithRng (#1913)
ee8ef33 Minor fix for the debug interface of using PTX directly (#1917)
6e8f953 Add PYTORCH_NVFUSER_DUMP options to save PTX and CUBIN (#1916)
5eefa9a dopt is only available since nvrtc 11.7 (#1915)
2ec8fc7 Kill computeAtBetween (#1911)
d0d106a Improve view support on pointwise and transpose scheduler (#1906)
e71e1ec Fix name clash of RNG with shared memory (#1904)
3381793 Fix mutator and sameAs for expanded IterDomain (#1902)
```

RUN_TORCHBENCH: nvfuser

Differential Revision: [D39324552](https://our.internmc.facebook.com/intern/diff/D39324552)

[ghstack-poisoned]
jjsjann123 added a commit that referenced this pull request Sep 19, 2022
Syncing nvfuser devel branch to upstream master. https://github.com/csarofeen/pytorch/

Codegen changes include:

- codegen improvement:
i. improved view support on pointwise and transpose scheduler
ii. grouped grid welford added for better outer-norm grid persistence in normalization

- misc:
i. new composite ops added: variance_mean , arange, 
ii. fixes misaligned address for transpose scheduler
iii. refactor on separation of compilation API from execution API to prepare us for async compilation
iv. double type support on expression evaluator
v. PYTORCH_NVFUSER_DUMP refactor to save PTX and CUBIN

Commits that's in this PR from the devel branch:
```
89330aa Tensor factories must set the output shape as its input (#1939)
b2fd01e arange support (#1933)
56c00fd Double support on all expression evaluators (#1937)
371f282 Improve trivial reduction merge support (#1931)
1d0c267 Test `rand` in a fusion with zero tensor input (#1932)
0dab160 Fix softmax bwd sizes. (#1890)
ef98f36 Fix a bug (#1936)
63132a0 Propagate permissive mapping information into indexing pass (#1929)
b4ac2c8 Map IterationDomains through view operations. (#1919)
c0a187a do not use deprecated functions (#1935)
88de85e Upstream cherry pick fixes 0811 (#1934)
b247dcf Separate kernel compilation API from kernel execution API (#1914)
b34e3b9 Fix `ir_utils::hasBlockSync` + misc fixes in transpose scheduler (#1924)
14a53e6 Nullary RNGOp (#1892)
3c3c89e Misc fixes/tuning for transpose scheduler (#1912)
20cf109 Grouped grid welford (#1921)
6cf7eb0 Transpose scheduler small dim sizes better support (#1910)
9341ea9 Disabled ViewPersistentShmoo sizes that results in NAN (#1922)
057237f Fix CUDA driver error: misaligned address for transpose scheduler  (#1918)
3fb3d80 Add variance_mean function using Welford (#1907)
98febf6 Remove DisableOption::UnrollWithRng (#1913)
ee8ef33 Minor fix for the debug interface of using PTX directly (#1917)
6e8f953 Add PYTORCH_NVFUSER_DUMP options to save PTX and CUBIN (#1916)
5eefa9a dopt is only available since nvrtc 11.7 (#1915)
2ec8fc7 Kill computeAtBetween (#1911)
d0d106a Improve view support on pointwise and transpose scheduler (#1906)
e71e1ec Fix name clash of RNG with shared memory (#1904)
3381793 Fix mutator and sameAs for expanded IterDomain (#1902)
```

RUN_TORCHBENCH: nvfuser

Differential Revision: [D39324552](https://our.internmc.facebook.com/intern/diff/D39324552)

[ghstack-poisoned]
jjsjann123 added a commit that referenced this pull request Sep 19, 2022
Syncing nvfuser devel branch to upstream master. https://github.com/csarofeen/pytorch/

Codegen changes include:

- codegen improvement:
i. improved view support on pointwise and transpose scheduler
ii. grouped grid welford added for better outer-norm grid persistence in normalization

- misc:
i. new composite ops added: variance_mean , arange, 
ii. fixes misaligned address for transpose scheduler
iii. refactor on separation of compilation API from execution API to prepare us for async compilation
iv. double type support on expression evaluator
v. PYTORCH_NVFUSER_DUMP refactor to save PTX and CUBIN

Commits that's in this PR from the devel branch:
```
89330aa Tensor factories must set the output shape as its input (#1939)
b2fd01e arange support (#1933)
56c00fd Double support on all expression evaluators (#1937)
371f282 Improve trivial reduction merge support (#1931)
1d0c267 Test `rand` in a fusion with zero tensor input (#1932)
0dab160 Fix softmax bwd sizes. (#1890)
ef98f36 Fix a bug (#1936)
63132a0 Propagate permissive mapping information into indexing pass (#1929)
b4ac2c8 Map IterationDomains through view operations. (#1919)
c0a187a do not use deprecated functions (#1935)
88de85e Upstream cherry pick fixes 0811 (#1934)
b247dcf Separate kernel compilation API from kernel execution API (#1914)
b34e3b9 Fix `ir_utils::hasBlockSync` + misc fixes in transpose scheduler (#1924)
14a53e6 Nullary RNGOp (#1892)
3c3c89e Misc fixes/tuning for transpose scheduler (#1912)
20cf109 Grouped grid welford (#1921)
6cf7eb0 Transpose scheduler small dim sizes better support (#1910)
9341ea9 Disabled ViewPersistentShmoo sizes that results in NAN (#1922)
057237f Fix CUDA driver error: misaligned address for transpose scheduler  (#1918)
3fb3d80 Add variance_mean function using Welford (#1907)
98febf6 Remove DisableOption::UnrollWithRng (#1913)
ee8ef33 Minor fix for the debug interface of using PTX directly (#1917)
6e8f953 Add PYTORCH_NVFUSER_DUMP options to save PTX and CUBIN (#1916)
5eefa9a dopt is only available since nvrtc 11.7 (#1915)
2ec8fc7 Kill computeAtBetween (#1911)
d0d106a Improve view support on pointwise and transpose scheduler (#1906)
e71e1ec Fix name clash of RNG with shared memory (#1904)
3381793 Fix mutator and sameAs for expanded IterDomain (#1902)
```

RUN_TORCHBENCH: nvfuser

Differential Revision: [D39324552](https://our.internmc.facebook.com/intern/diff/D39324552)

[ghstack-poisoned]
jjsjann123 added a commit that referenced this pull request Sep 19, 2022
Syncing nvfuser devel branch to upstream master. https://github.com/csarofeen/pytorch/

Codegen changes include:

- codegen improvement:
i. improved view support on pointwise and transpose scheduler
ii. grouped grid welford added for better outer-norm grid persistence in normalization

- misc:
i. new composite ops added: variance_mean , arange, 
ii. fixes misaligned address for transpose scheduler
iii. refactor on separation of compilation API from execution API to prepare us for async compilation
iv. double type support on expression evaluator
v. PYTORCH_NVFUSER_DUMP refactor to save PTX and CUBIN

Commits that's in this PR from the devel branch:
```
89330aa Tensor factories must set the output shape as its input (#1939)
b2fd01e arange support (#1933)
56c00fd Double support on all expression evaluators (#1937)
371f282 Improve trivial reduction merge support (#1931)
1d0c267 Test `rand` in a fusion with zero tensor input (#1932)
0dab160 Fix softmax bwd sizes. (#1890)
ef98f36 Fix a bug (#1936)
63132a0 Propagate permissive mapping information into indexing pass (#1929)
b4ac2c8 Map IterationDomains through view operations. (#1919)
c0a187a do not use deprecated functions (#1935)
88de85e Upstream cherry pick fixes 0811 (#1934)
b247dcf Separate kernel compilation API from kernel execution API (#1914)
b34e3b9 Fix `ir_utils::hasBlockSync` + misc fixes in transpose scheduler (#1924)
14a53e6 Nullary RNGOp (#1892)
3c3c89e Misc fixes/tuning for transpose scheduler (#1912)
20cf109 Grouped grid welford (#1921)
6cf7eb0 Transpose scheduler small dim sizes better support (#1910)
9341ea9 Disabled ViewPersistentShmoo sizes that results in NAN (#1922)
057237f Fix CUDA driver error: misaligned address for transpose scheduler  (#1918)
3fb3d80 Add variance_mean function using Welford (#1907)
98febf6 Remove DisableOption::UnrollWithRng (#1913)
ee8ef33 Minor fix for the debug interface of using PTX directly (#1917)
6e8f953 Add PYTORCH_NVFUSER_DUMP options to save PTX and CUBIN (#1916)
5eefa9a dopt is only available since nvrtc 11.7 (#1915)
2ec8fc7 Kill computeAtBetween (#1911)
d0d106a Improve view support on pointwise and transpose scheduler (#1906)
e71e1ec Fix name clash of RNG with shared memory (#1904)
3381793 Fix mutator and sameAs for expanded IterDomain (#1902)
```

RUN_TORCHBENCH: nvfuser

Differential Revision: [D39324552](https://our.internmc.facebook.com/intern/diff/D39324552)

[ghstack-poisoned]
jjsjann123 added a commit that referenced this pull request Sep 19, 2022
Syncing nvfuser devel branch to upstream master. https://github.com/csarofeen/pytorch/

Codegen changes include:

- codegen improvement:
i. improved view support on pointwise and transpose scheduler
ii. grouped grid welford added for better outer-norm grid persistence in normalization

- misc:
i. new composite ops added: variance_mean , arange,
ii. fixes misaligned address for transpose scheduler
iii. refactor on separation of compilation API from execution API to prepare us for async compilation
iv. double type support on expression evaluator
v. PYTORCH_NVFUSER_DUMP refactor to save PTX and CUBIN

Commits that's in this PR from the devel branch:
```
89330aa Tensor factories must set the output shape as its input (#1939)
b2fd01e arange support (#1933)
56c00fd Double support on all expression evaluators (#1937)
371f282 Improve trivial reduction merge support (#1931)
1d0c267 Test `rand` in a fusion with zero tensor input (#1932)
0dab160 Fix softmax bwd sizes. (#1890)
ef98f36 Fix a bug (#1936)
63132a0 Propagate permissive mapping information into indexing pass (#1929)
b4ac2c8 Map IterationDomains through view operations. (#1919)
c0a187a do not use deprecated functions (#1935)
88de85e Upstream cherry pick fixes 0811 (#1934)
b247dcf Separate kernel compilation API from kernel execution API (#1914)
b34e3b9 Fix `ir_utils::hasBlockSync` + misc fixes in transpose scheduler (#1924)
14a53e6 Nullary RNGOp (#1892)
3c3c89e Misc fixes/tuning for transpose scheduler (#1912)
20cf109 Grouped grid welford (#1921)
6cf7eb0 Transpose scheduler small dim sizes better support (#1910)
9341ea9 Disabled ViewPersistentShmoo sizes that results in NAN (#1922)
057237f Fix CUDA driver error: misaligned address for transpose scheduler  (#1918)
3fb3d80 Add variance_mean function using Welford (#1907)
98febf6 Remove DisableOption::UnrollWithRng (#1913)
ee8ef33 Minor fix for the debug interface of using PTX directly (#1917)
6e8f953 Add PYTORCH_NVFUSER_DUMP options to save PTX and CUBIN (#1916)
5eefa9a dopt is only available since nvrtc 11.7 (#1915)
2ec8fc7 Kill computeAtBetween (#1911)
d0d106a Improve view support on pointwise and transpose scheduler (#1906)
e71e1ec Fix name clash of RNG with shared memory (#1904)
3381793 Fix mutator and sameAs for expanded IterDomain (#1902)
```

RUN_TORCHBENCH: nvfuser

ghstack-source-id: 0443a2a
Pull Request resolved: #84626
jjsjann123 added a commit that referenced this pull request Sep 21, 2022
Syncing nvfuser devel branch to upstream master. https://github.com/csarofeen/pytorch/

Codegen changes include:

- codegen improvement:
i. improved view support on pointwise and transpose scheduler
ii. grouped grid welford added for better outer-norm grid persistence in normalization

- misc:
i. new composite ops added: variance_mean , arange, 
ii. fixes misaligned address for transpose scheduler
iii. refactor on separation of compilation API from execution API to prepare us for async compilation
iv. double type support on expression evaluator
v. PYTORCH_NVFUSER_DUMP refactor to save PTX and CUBIN

Commits that's in this PR from the devel branch:
```
89330aa Tensor factories must set the output shape as its input (#1939)
b2fd01e arange support (#1933)
56c00fd Double support on all expression evaluators (#1937)
371f282 Improve trivial reduction merge support (#1931)
1d0c267 Test `rand` in a fusion with zero tensor input (#1932)
0dab160 Fix softmax bwd sizes. (#1890)
ef98f36 Fix a bug (#1936)
63132a0 Propagate permissive mapping information into indexing pass (#1929)
b4ac2c8 Map IterationDomains through view operations. (#1919)
c0a187a do not use deprecated functions (#1935)
88de85e Upstream cherry pick fixes 0811 (#1934)
b247dcf Separate kernel compilation API from kernel execution API (#1914)
b34e3b9 Fix `ir_utils::hasBlockSync` + misc fixes in transpose scheduler (#1924)
14a53e6 Nullary RNGOp (#1892)
3c3c89e Misc fixes/tuning for transpose scheduler (#1912)
20cf109 Grouped grid welford (#1921)
6cf7eb0 Transpose scheduler small dim sizes better support (#1910)
9341ea9 Disabled ViewPersistentShmoo sizes that results in NAN (#1922)
057237f Fix CUDA driver error: misaligned address for transpose scheduler  (#1918)
3fb3d80 Add variance_mean function using Welford (#1907)
98febf6 Remove DisableOption::UnrollWithRng (#1913)
ee8ef33 Minor fix for the debug interface of using PTX directly (#1917)
6e8f953 Add PYTORCH_NVFUSER_DUMP options to save PTX and CUBIN (#1916)
5eefa9a dopt is only available since nvrtc 11.7 (#1915)
2ec8fc7 Kill computeAtBetween (#1911)
d0d106a Improve view support on pointwise and transpose scheduler (#1906)
e71e1ec Fix name clash of RNG with shared memory (#1904)
3381793 Fix mutator and sameAs for expanded IterDomain (#1902)
```

RUN_TORCHBENCH: nvfuser

Differential Revision: [D39324552](https://our.internmc.facebook.com/intern/diff/D39324552)

[ghstack-poisoned]
jjsjann123 added a commit that referenced this pull request Sep 21, 2022
Syncing nvfuser devel branch to upstream master. https://github.com/csarofeen/pytorch/

Codegen changes include:

- codegen improvement:
i. improved view support on pointwise and transpose scheduler
ii. grouped grid welford added for better outer-norm grid persistence in normalization

- misc:
i. new composite ops added: variance_mean , arange, 
ii. fixes misaligned address for transpose scheduler
iii. refactor on separation of compilation API from execution API to prepare us for async compilation
iv. double type support on expression evaluator
v. PYTORCH_NVFUSER_DUMP refactor to save PTX and CUBIN

Commits that's in this PR from the devel branch:
```
89330aa Tensor factories must set the output shape as its input (#1939)
b2fd01e arange support (#1933)
56c00fd Double support on all expression evaluators (#1937)
371f282 Improve trivial reduction merge support (#1931)
1d0c267 Test `rand` in a fusion with zero tensor input (#1932)
0dab160 Fix softmax bwd sizes. (#1890)
ef98f36 Fix a bug (#1936)
63132a0 Propagate permissive mapping information into indexing pass (#1929)
b4ac2c8 Map IterationDomains through view operations. (#1919)
c0a187a do not use deprecated functions (#1935)
88de85e Upstream cherry pick fixes 0811 (#1934)
b247dcf Separate kernel compilation API from kernel execution API (#1914)
b34e3b9 Fix `ir_utils::hasBlockSync` + misc fixes in transpose scheduler (#1924)
14a53e6 Nullary RNGOp (#1892)
3c3c89e Misc fixes/tuning for transpose scheduler (#1912)
20cf109 Grouped grid welford (#1921)
6cf7eb0 Transpose scheduler small dim sizes better support (#1910)
9341ea9 Disabled ViewPersistentShmoo sizes that results in NAN (#1922)
057237f Fix CUDA driver error: misaligned address for transpose scheduler  (#1918)
3fb3d80 Add variance_mean function using Welford (#1907)
98febf6 Remove DisableOption::UnrollWithRng (#1913)
ee8ef33 Minor fix for the debug interface of using PTX directly (#1917)
6e8f953 Add PYTORCH_NVFUSER_DUMP options to save PTX and CUBIN (#1916)
5eefa9a dopt is only available since nvrtc 11.7 (#1915)
2ec8fc7 Kill computeAtBetween (#1911)
d0d106a Improve view support on pointwise and transpose scheduler (#1906)
e71e1ec Fix name clash of RNG with shared memory (#1904)
3381793 Fix mutator and sameAs for expanded IterDomain (#1902)
```

RUN_TORCHBENCH: nvfuser

Differential Revision: [D39324552](https://our.internmc.facebook.com/intern/diff/D39324552)

[ghstack-poisoned]
jjsjann123 added a commit that referenced this pull request Sep 21, 2022
Syncing nvfuser devel branch to upstream master. https://github.com/csarofeen/pytorch/

Codegen changes include:

- codegen improvement:
i. improved view support on pointwise and transpose scheduler
ii. grouped grid welford added for better outer-norm grid persistence in normalization

- misc:
i. new composite ops added: variance_mean , arange,
ii. fixes misaligned address for transpose scheduler
iii. refactor on separation of compilation API from execution API to prepare us for async compilation
iv. double type support on expression evaluator
v. PYTORCH_NVFUSER_DUMP refactor to save PTX and CUBIN

Commits that's in this PR from the devel branch:
```
89330aa Tensor factories must set the output shape as its input (#1939)
b2fd01e arange support (#1933)
56c00fd Double support on all expression evaluators (#1937)
371f282 Improve trivial reduction merge support (#1931)
1d0c267 Test `rand` in a fusion with zero tensor input (#1932)
0dab160 Fix softmax bwd sizes. (#1890)
ef98f36 Fix a bug (#1936)
63132a0 Propagate permissive mapping information into indexing pass (#1929)
b4ac2c8 Map IterationDomains through view operations. (#1919)
c0a187a do not use deprecated functions (#1935)
88de85e Upstream cherry pick fixes 0811 (#1934)
b247dcf Separate kernel compilation API from kernel execution API (#1914)
b34e3b9 Fix `ir_utils::hasBlockSync` + misc fixes in transpose scheduler (#1924)
14a53e6 Nullary RNGOp (#1892)
3c3c89e Misc fixes/tuning for transpose scheduler (#1912)
20cf109 Grouped grid welford (#1921)
6cf7eb0 Transpose scheduler small dim sizes better support (#1910)
9341ea9 Disabled ViewPersistentShmoo sizes that results in NAN (#1922)
057237f Fix CUDA driver error: misaligned address for transpose scheduler  (#1918)
3fb3d80 Add variance_mean function using Welford (#1907)
98febf6 Remove DisableOption::UnrollWithRng (#1913)
ee8ef33 Minor fix for the debug interface of using PTX directly (#1917)
6e8f953 Add PYTORCH_NVFUSER_DUMP options to save PTX and CUBIN (#1916)
5eefa9a dopt is only available since nvrtc 11.7 (#1915)
2ec8fc7 Kill computeAtBetween (#1911)
d0d106a Improve view support on pointwise and transpose scheduler (#1906)
e71e1ec Fix name clash of RNG with shared memory (#1904)
3381793 Fix mutator and sameAs for expanded IterDomain (#1902)
```

RUN_TORCHBENCH: nvfuser

ghstack-source-id: 34c0b92
Pull Request resolved: #84626
pytorchmergebot pushed a commit that referenced this pull request Sep 23, 2022
Syncing nvfuser devel branch to upstream master. https://github.com/csarofeen/pytorch/

Codegen changes include:

- codegen improvement:
i. improved view support on pointwise and transpose scheduler
ii. grouped grid welford added for better outer-norm grid persistence in normalization

- misc:
i. new composite ops added: variance_mean , arange,
ii. fixes misaligned address for transpose scheduler
iii. refactor on separation of compilation API from execution API to prepare us for async compilation
iv. double type support on expression evaluator
v. PYTORCH_NVFUSER_DUMP refactor to save PTX and CUBIN

Commits that's in this PR from the devel branch:
```
89330aa Tensor factories must set the output shape as its input (#1939)
b2fd01e arange support (#1933)
56c00fd Double support on all expression evaluators (#1937)
371f282 Improve trivial reduction merge support (#1931)
1d0c267 Test `rand` in a fusion with zero tensor input (#1932)
0dab160 Fix softmax bwd sizes. (#1890)
ef98f36 Fix a bug (#1936)
63132a0 Propagate permissive mapping information into indexing pass (#1929)
b4ac2c8 Map IterationDomains through view operations. (#1919)
c0a187a do not use deprecated functions (#1935)
88de85e Upstream cherry pick fixes 0811 (#1934)
b247dcf Separate kernel compilation API from kernel execution API (#1914)
b34e3b9 Fix `ir_utils::hasBlockSync` + misc fixes in transpose scheduler (#1924)
14a53e6 Nullary RNGOp (#1892)
3c3c89e Misc fixes/tuning for transpose scheduler (#1912)
20cf109 Grouped grid welford (#1921)
6cf7eb0 Transpose scheduler small dim sizes better support (#1910)
9341ea9 Disabled ViewPersistentShmoo sizes that results in NAN (#1922)
057237f Fix CUDA driver error: misaligned address for transpose scheduler  (#1918)
3fb3d80 Add variance_mean function using Welford (#1907)
98febf6 Remove DisableOption::UnrollWithRng (#1913)
ee8ef33 Minor fix for the debug interface of using PTX directly (#1917)
6e8f953 Add PYTORCH_NVFUSER_DUMP options to save PTX and CUBIN (#1916)
5eefa9a dopt is only available since nvrtc 11.7 (#1915)
2ec8fc7 Kill computeAtBetween (#1911)
d0d106a Improve view support on pointwise and transpose scheduler (#1906)
e71e1ec Fix name clash of RNG with shared memory (#1904)
3381793 Fix mutator and sameAs for expanded IterDomain (#1902)
```

RUN_TORCHBENCH: nvfuser

Differential Revision: [D39324552](https://our.internmc.facebook.com/intern/diff/D39324552)
Pull Request resolved: #84626
Approved by: https://github.com/malfet
mehtanirav pushed a commit that referenced this pull request Oct 4, 2022
Syncing nvfuser devel branch to upstream master. https://github.com/csarofeen/pytorch/

Codegen changes include:

- codegen improvement:
i. improved view support on pointwise and transpose scheduler
ii. grouped grid welford added for better outer-norm grid persistence in normalization

- misc:
i. new composite ops added: variance_mean , arange,
ii. fixes misaligned address for transpose scheduler
iii. refactor on separation of compilation API from execution API to prepare us for async compilation
iv. double type support on expression evaluator
v. PYTORCH_NVFUSER_DUMP refactor to save PTX and CUBIN

Commits that's in this PR from the devel branch:
```
89330aa Tensor factories must set the output shape as its input (#1939)
b2fd01e arange support (#1933)
56c00fd Double support on all expression evaluators (#1937)
371f282 Improve trivial reduction merge support (#1931)
1d0c267 Test `rand` in a fusion with zero tensor input (#1932)
0dab160 Fix softmax bwd sizes. (#1890)
ef98f36 Fix a bug (#1936)
63132a0 Propagate permissive mapping information into indexing pass (#1929)
b4ac2c8 Map IterationDomains through view operations. (#1919)
c0a187a do not use deprecated functions (#1935)
88de85e Upstream cherry pick fixes 0811 (#1934)
b247dcf Separate kernel compilation API from kernel execution API (#1914)
b34e3b9 Fix `ir_utils::hasBlockSync` + misc fixes in transpose scheduler (#1924)
14a53e6 Nullary RNGOp (#1892)
3c3c89e Misc fixes/tuning for transpose scheduler (#1912)
20cf109 Grouped grid welford (#1921)
6cf7eb0 Transpose scheduler small dim sizes better support (#1910)
9341ea9 Disabled ViewPersistentShmoo sizes that results in NAN (#1922)
057237f Fix CUDA driver error: misaligned address for transpose scheduler  (#1918)
3fb3d80 Add variance_mean function using Welford (#1907)
98febf6 Remove DisableOption::UnrollWithRng (#1913)
ee8ef33 Minor fix for the debug interface of using PTX directly (#1917)
6e8f953 Add PYTORCH_NVFUSER_DUMP options to save PTX and CUBIN (#1916)
5eefa9a dopt is only available since nvrtc 11.7 (#1915)
2ec8fc7 Kill computeAtBetween (#1911)
d0d106a Improve view support on pointwise and transpose scheduler (#1906)
e71e1ec Fix name clash of RNG with shared memory (#1904)
3381793 Fix mutator and sameAs for expanded IterDomain (#1902)
```

RUN_TORCHBENCH: nvfuser

Differential Revision: [D39324552](https://our.internmc.facebook.com/intern/diff/D39324552)
Pull Request resolved: #84626
Approved by: https://github.com/malfet
jagadish-amd pushed a commit to jagadish-amd/pytorch that referenced this pull request May 8, 2025
… in PyTorch build (pytorch#143986) (pytorch#1921)

I experienced an error while doing a DEBUG build of pytorch on rocm:
```
additional relocation overflows omitted from the output
/usr/bin/ld: failed to convert GOTPCREL relocation; relink with --no-relax
```
Based on discussions on similar issue pytorch#138427, I fixed it after adding
the `--offload-compress` to the HIP_HIPCC_FLAGS to successfully build
DEBUG mode on my node.

Further updated the PR to enable the flag for non-DEBUG builds as well
due to the size reduction.

Pull Request resolved: pytorch#143986
Approved by: https://github.com/jeffdaily

(cherry picked from commit 00df63f)

Co-authored-by: hongxyan <hongxyan@amd.com>
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5 participants