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2,893,421,709
[ROCm] Add TF32 option for Flex Attention for gfx90a
jataylo
closed
[ "module: rocm", "open source", "release notes: rocm", "module: inductor", "ciflow/inductor", "ciflow/rocm" ]
2
COLLABORATOR
Add TF32 option for flex attention kernels, performance doesn't seem to always be better so we will add this as an autotuning option. cc @jeffdaily @sunway513 @jithunnair-amd @pruthvistony @ROCmSupport @dllehr-amd @hongxiayang @naromero77amd @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhu...
true
2,893,293,603
set non_blocking to true in torch._foreach_copy_ to improve performance
aahehehe
open
[ "oncall: distributed", "triaged", "open source", "release notes: distributed (fsdp)" ]
4
NONE
The non_blocking parameter in the `torch._foreach_copy_` interface has a default value of False, which triggers synchronous operations by default. However, in `FSDP` , when the input tensors reside on the same device, synchronization is unnecessary. To enhance performance, a check has been added: if the input tensors a...
true
2,893,220,606
Introduce guard_or_true, guard_or_false
laithsakka
closed
[ "Merged", "Reverted", "ciflow/trunk", "release notes: fx", "fx", "module: inductor", "ciflow/inductor" ]
32
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #148430 some context in this document: https://docs.google.com/document/d/18nJsj-F2C_QXO7ClwzPcAUENQ-B440B43W7DdDnlDt4/edit?tab=t.0#heading=h.pgebnyi7pocj But TLDR; `guard_or_true`, `guard_or_false` are better than `guard_size_o...
true
2,893,213,072
Optimize `torch.distributions` Score function
zeshengzong
open
[ "triaged", "open source", "topic: not user facing" ]
5
CONTRIBUTOR
Fixes #148253 ## Test Result ### Before ![image](https://github.com/user-attachments/assets/8bcd4c82-c2ff-4f72-89ad-913c42a28908) ### After ![image](https://github.com/user-attachments/assets/8f713a08-9490-4409-a273-290f25a09806)
true
2,893,138,944
DISABLED test_sys_modules (__main__.MiscTests)
pytorch-bot[bot]
closed
[ "triaged", "module: flaky-tests", "skipped", "oncall: pt2", "module: dynamo" ]
5
NONE
Platforms: mac, macos, rocm, asan, linux This test was disabled because it is failing in CI. See [recent examples](https://hud.pytorch.org/flakytest?name=test_sys_modules&suite=MiscTests&limit=100) and the most recent trunk [workflow logs](https://github.com/pytorch/pytorch/runs/38144911987). Over the past 3 hours,...
true
2,893,138,857
DISABLED test_capture_tracked_dynamic_shapes (__main__.DynamicShapesHigherOrderOpTests)
pytorch-bot[bot]
closed
[ "triaged", "module: flaky-tests", "skipped", "oncall: pt2", "module: dynamo" ]
8
NONE
Platforms: asan, linux, rocm, mac, macos This test was disabled because it is failing in CI. See [recent examples](https://hud.pytorch.org/flakytest?name=test_capture_tracked_dynamic_shapes&suite=DynamicShapesHigherOrderOpTests&limit=100) and the most recent trunk [workflow logs](https://github.com/pytorch/pytorch...
true
2,893,138,763
DISABLED test_empty_graph_nested_calls_fullgraph_False_dynamic_shapes (__main__.DynamicShapesReproTests)
pytorch-bot[bot]
closed
[ "triaged", "module: flaky-tests", "skipped", "oncall: pt2", "module: dynamo" ]
5
NONE
Platforms: mac, macos, linux, slow This test was disabled because it is failing in CI. See [recent examples](https://hud.pytorch.org/flakytest?name=test_empty_graph_nested_calls_fullgraph_False_dynamic_shapes&suite=DynamicShapesReproTests&limit=100) and the most recent trunk [workflow logs](https://github.com/pytorc...
true
2,893,084,753
[ROCM] `linalg.eigh` crash with `float64` dtype and shape `[8192,8192]`
Qubitium
open
[ "module: crash", "module: rocm", "triaged" ]
12
CONTRIBUTOR
### 🐛 Describe the bug Platform: AMD `MI300X` ROCM: `rocm/jammy,now 6.3.3.60303` OS: Ubuntu 22.04 Torch: 2.7.0.dev20250228+rocm6.3 `linalg.eigh` crash with `float64` dtype and shape `[8192,8192]` Run the following unittest to reproduce: [GPTQModel: test_linalg.py](https://github.com/ModelCloud/GPTQModel/blob/main...
true
2,893,062,210
Temp test
CaoE
open
[ "module: mkldnn", "open source", "topic: not user facing", "module: inductor", "ciflow/inductor", "ciflow/linux-aarch64" ]
7
COLLABORATOR
For testing. cc @gujinghui @PenghuiCheng @XiaobingSuper @jianyuh @jgong5 @mingfeima @sanchitintel @ashokei @jingxu10 @min-jean-cho @yanbing-j @Guobing-Chen @Xia-Weiwen @snadampal @voznesenskym @penguinwu @EikanWang @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @ipiszy @yf225 @chenyang78 @kadeng @muchulee8 @amjames @chauh...
true
2,893,047,386
[Intel GPU][pt2e]: Collapse 3D input to 2D for matmul in qlinear_pointwise_binary fusion
ZhiweiYan-96
closed
[ "module: cpu", "open source", "Merged", "ciflow/trunk", "topic: not user facing", "module: inductor", "ciflow/inductor", "keep-going", "ciflow/xpu" ]
6
COLLABORATOR
# Motivation During the `qlinear_pointwise_binary` lowering pass, dim collapsing only occurs when post-ops is `add`. It is the responsibility of C++ kernels to handle dimension for post-ops `sum` # Details This PR explicitly reshape input from 3D to 2D in op `qlinear_pointwise_binary`. Besides, we refractor imple...
true
2,893,031,576
[set_linter] allow x in {...}
jansel
closed
[ "Merged", "ciflow/trunk", "topic: not user facing" ]
3
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #148422
true
2,893,030,692
Add cutlass kernel for rowwise scaled mm on sm100
danielvegamyhre
closed
[ "Merged", "ciflow/trunk", "release notes: cuda" ]
9
CONTRIBUTOR
### Important - Previous PR in stack https://github.com/pytorch/pytorch/pull/148274 - Despite the changes between sm90 vs sm100 being fairly minimal, I created a separate kernel since we'll be making various arch specific perf optimizations to the sm100 kernel next. - This kernel has not been optimized yet. However,...
true
2,893,030,083
Float8_e4m3fn
wangcheng2013
open
[ "triaged", "module: mps", "module: float8" ]
0
NONE
### 🐛 Describe the bug MPS use Flux.1 Error:Trying to convert Float8_e4m3fn to the MPS backend but it does not have support for that dtype. ### Versions Trying to convert Float8_e4m3fn to the MPS backend but it does not have support for that dtype. cc @kulinseth @albanD @malfet @DenisVieriu97 @jhavukainen @yanbin...
true
2,893,015,603
ci: Add sccache to manylinux images
seemethere
open
[ "Merged", "Reverted", "ciflow/trunk", "topic: not user facing", "ci-no-td" ]
6
MEMBER
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * #149675 * #143672 * __->__ #148419 Adds sccache to our manylinux images, these are purposefully built without the scccache-dist binary since we're not expecting to use that. Another caveat of these builds is that they are built with...
true
2,892,888,891
[2/N] Use Python 3.9 typing
cyyever
open
[ "oncall: distributed", "triaged", "open source", "module: inductor", "module: dynamo", "ciflow/inductor", "release notes: export" ]
1
COLLABORATOR
Fixes #ISSUE_NUMBER cc @H-Huang @awgu @kwen2501 @wanchaol @fegin @fduwjj @wz337 @wconstab @d4l3k @c-p-i-o @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @ipiszy @yf225 @chenyang78 @kadeng @muchulee8 @amjames @chauhang @aakhundov
true
2,892,876,710
Add 'x in {...}' patterns to perf_linter
jansel
open
[ "Stale", "topic: not user facing" ]
3
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #148417 * #148416 * #148415 * #148414 * #148413 * #148422 * #148412
true
2,892,876,617
Add perf_linter to auto-fix some anti-patterns
jansel
open
[ "Stale", "topic: not user facing" ]
2
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * #148417 * __->__ #148416 * #148415 * #148414 * #148413 * #148422 * #148412
true
2,892,876,536
Automated perf_linter changes: x in (...)
jansel
open
[ "module: rocm", "Stale", "release notes: fx", "topic: not user facing", "fx", "ciflow/mps", "module: inductor", "module: dynamo", "ciflow/inductor" ]
3
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * #148417 * #148416 * __->__ #148415 * #148414 * #148413 * #148422 * #148412 cc @jeffdaily @sunway513 @jithunnair-amd @pruthvistony @ROCmSupport @dllehr-amd @jataylo @hongxiayang @naromero77amd @ezyang @SherlockNoMad @EikanWang @jgong5 @wenz...
true
2,892,876,450
Automated perf_linter changes: list constructors
jansel
open
[ "module: rocm", "Stale", "topic: not user facing", "fx", "module: inductor", "module: dynamo", "ciflow/inductor", "release notes: AO frontend", "module: compiled autograd" ]
2
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * #148417 * #148416 * #148415 * __->__ #148414 * #148413 * #148422 * #148412 cc @jeffdaily @sunway513 @jithunnair-amd @pruthvistony @ROCmSupport @dllehr-amd @jataylo @hongxiayang @naromero77amd @ezyang @SherlockNoMad @EikanWang @jgong5 @wenz...
true
2,892,876,368
Automated perf_linter changes: generators
jansel
open
[ "module: rocm", "Stale", "release notes: fx", "topic: not user facing", "fx", "module: inductor", "module: dynamo", "ciflow/inductor", "module: compiled autograd" ]
2
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * #148417 * #148416 * #148415 * #148414 * __->__ #148413 * #148422 * #148412 cc @jeffdaily @sunway513 @jithunnair-amd @pruthvistony @ROCmSupport @dllehr-amd @jataylo @hongxiayang @naromero77amd @ezyang @SherlockNoMad @EikanWang @jgong5 @wenz...
true
2,892,876,294
Disable flake8 advice C416
jansel
open
[ "topic: not user facing" ]
5
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * #148417 * #148416 * #148415 * #148414 * #148413 * #148422 * __->__ #148412 This is not a good suggestion, since it is almost 2x slower: ``` >>> timeit.timeit("tuple(x for x in range(10))") 0.39464114885777235 >>> timeit.timeit("tuple([x for ...
true
2,892,850,518
Torch 2.6 doesn't have TCPStore::TCPStore symbol in cu126 binary, but it's available in headers
xwang233
closed
[ "module: binaries", "triaged" ]
2
COLLABORATOR
### 🐛 Describe the bug Torch 2.6 doesn't have TCPStore::TCPStore symbol in cu126 binary, but it's available in headers. This caused some runtime issue in our pytorch extension. Our pytorch extension can be built but can't be imported. The error message suggests: missing symbol The symbol is in cu118 and cu124 binary...
true
2,892,849,094
Add api info for torch._C._nn.pyi [1/N]
shink
open
[ "open source", "Stale", "topic: not user facing" ]
2
CONTRIBUTOR
Part of: #148404
true
2,892,837,132
I don't use FSDP,it can train.
Vieeo
closed
[]
1
NONE
> This looks more relevant as a flux issue--could you open an issue in their repo? https://github.com/black-forest-labs/flux > > I guess it is a FSDP problem, > when forward: > weight.shape, mod._weight_mask.shape: torch.Size([6144, 3072]) torch.Size([6144, 3072]) > but backward: > torch.Size([2360064]) torc...
true
2,892,802,150
Enable `_lazy_clone` between CPU and MPS
kurtamohler
open
[ "open source", "release notes: lazy", "release notes: mps", "ciflow/mps", "module: inductor", "ciflow/inductor" ]
6
COLLABORATOR
Adds `device` arg to `_lazy_clone` to enable lazy cloning data from one device to another. At the moment, only the following cases are supported: * Source is a pinned CPU tensor and destination is MPS. * Source is an MPS tensor and destination is CPU. * Source and destination devices are the same. This PR also ...
true
2,892,801,347
 Enable ASAN on inductor CUDA tests
cyyever
closed
[ "module: cpu", "triaged", "open source", "topic: not user facing", "module: inductor", "ciflow/inductor" ]
1
COLLABORATOR
Fixes #ISSUE_NUMBER cc @jgong5 @mingfeima @XiaobingSuper @sanchitintel @ashokei @jingxu10 @voznesenskym @penguinwu @EikanWang @Guobing-Chen @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @ipiszy @yf225 @chenyang78 @kadeng @muchulee8 @amjames @chauhang @aakhundov
true
2,892,784,097
ci: Move s390x builds with the rest
seemethere
closed
[ "topic: not user facing" ]
2
MEMBER
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * #143672 * #148419 * __->__ #148406 Moves the s390x builds which were in a separate workflow into the workflow that builds the rest of the manywheel images. No need to actually have a completely separate workflow for this Signed-off-by: Eli ...
true
2,892,750,943
Add api info for torch._C._nn.pyi
FFFrog
open
[ "open source", "topic: not user facing" ]
5
COLLABORATOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #148405 APis involved are as followed: - adaptive_avg_pool2d - adaptive_avg_pool3d - binary_cross_entropy - col2im ISSUE Related: https://github.com/pytorch/pytorch/issues/148404
true
2,892,745,220
The apis in torch._C._nn.pyi is nonexhaustive
FFFrog
open
[ "module: nn", "triaged" ]
1
COLLABORATOR
### 🐛 Describe the bug The C API provided by the torch._C._nn module is inconsistent with torch._C._nn.pyi, and some API descriptions are missing. The missing list is as follows: - [x] `adaptive_avg_pool2d` #148405 - [x] `adaptive_avg_pool3d` #148405 - [x] `binary_cross_entropy` #148405 - [x] `col2im` #148405 - [ ] ...
true
2,892,736,700
Use oneDNN v3.7.1 for Intel GPU
ZhiweiYan-96
closed
[ "module: mkldnn", "open source", "Merged", "ciflow/trunk", "keep-going", "ciflow/xpu", "release notes: xpu", "ciflow/linux-aarch64" ]
19
COLLABORATOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #148403 cc @gujinghui @PenghuiCheng @XiaobingSuper @jianyuh @jgong5 @mingfeima @sanchitintel @ashokei @jingxu10 @min-jean-cho @yanbing-j @Guobing-Chen @Xia-Weiwen @snadampal
true
2,892,732,736
Generate two reduction loops for vectorization
shunting314
open
[ "feature", "triaged", "oncall: pt2", "module: inductor" ]
9
CONTRIBUTOR
### 🐛 Describe the bug A general reduction is to reduce each row of a [xnumel, rnumel] 2D tensors (multiple dimensional cases can be just treated as 2D tensor by flattening reduction and non-reductoin dimensions). When rnumel is not well aligned (128 bytes aligned), Inductor will pad the strides of the tensor to make...
true
2,892,712,197
[dynamo] show stack above dynamo in graph break user tracebacks
williamwen42
closed
[ "Merged", "ciflow/trunk", "topic: not user facing", "module: dynamo", "ciflow/inductor", "module: compile ux" ]
7
MEMBER
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * #148736 * __->__ #148401 Also show the line of code relevant to a dynamo-compiled frame, instead of just the first line (this was broken for data-dependent jump graph breaks and for 3.11+). Also collapses resume frames together (use c...
true
2,892,706,244
[Docs] update bucketize documentaion
blaine-rister
closed
[ "Merged", "ciflow/trunk", "release notes: python_frontend" ]
9
CONTRIBUTOR
Fixes #144504 Clarify the documentation for `torch.bucketize` by referencing the existing table. The current version includes a somewhat confusing explanation for the `right` kwarg, whereas the existing table is much clearer.
true
2,892,702,801
[BE] Move `sinc` kernels to the same OP family
malfet
closed
[ "Merged", "topic: not user facing", "release notes: mps", "ciflow/mps" ]
3
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * #148449 * #148448 * __->__ #148399
true
2,892,702,739
[BE] Remove stale arg for complex ops
malfet
closed
[ "Merged", "topic: not user facing", "release notes: mps", "ciflow/mps" ]
3
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * #148399 * __->__ #148398 Not need to pass DTYPE0 and DTYPE1 if only one DTYPE is used
true
2,892,698,848
[inductor][fuzzer] `IndexError` error at `torch.dstack`
WLFJ
open
[ "triaged", "oncall: pt2", "module: inductor", "topic: fuzzer" ]
2
NONE
### 🐛 Describe the bug Reproduce: ```python import torch def f(): sym_0 = 964 sym_1 = 806 sym_2 = -9063443332548498471 sym_3 = 2 sym_4 = 1 sym_5 = 0 sym_6 = False sym_7 = False sym_8 = -1 sym_9 = (776984,) var_161 = torch.triu_indices(row=sym_0, col=sym_1, offset=sym_2) ...
true
2,892,678,507
[ONNX] Create VerificationInterpreter
justinchuby
closed
[ "module: onnx", "triaged", "open source", "Merged", "ciflow/trunk", "release notes: onnx", "topic: not user facing" ]
5
COLLABORATOR
An fx interpreter for comparing ONNX values with pytorch ones. ```py import torch from torch.onnx._internal.exporter._verification import VerificationInterpreter class Model(torch.nn.Module): def forward(self, query, key, value): res = torch.nn.functional.scaled_dot_product_attention( ...
true
2,892,676,689
[not for landing] build CPU CPP kernels at O3, and all other code at O1
desertfire
closed
[ "release notes: fx", "fx", "module: inductor", "ciflow/inductor" ]
1
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #148395 for ghimport cc @ezyang @SherlockNoMad @EikanWang @jgong5 @wenzhe-nrv @voznesenskym @penguinwu @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @jiayisunx @ipiszy @yf225 @chenyang78 @kadeng @muchulee8 @amjames @chauhang @aakh...
true
2,892,675,249
Add new GHA workflow to cache ROCm CI docker images on MI300 CI runners periodically
jithunnair-amd
closed
[ "module: rocm", "open source", "Merged", "ciflow/trunk", "topic: not user facing", "ciflow/rocm", "ciflow/rocm-mi300" ]
4
COLLABORATOR
Refiling https://github.com/pytorch/pytorch/pull/148387 from pytorch repo branch to get AWS login via OIDC working Successful docker caching run: https://github.com/pytorch/pytorch/actions/runs/13843689908/job/38737095535 Run without cached docker image: https://github.com/pytorch/pytorch/actions/runs/13843692637/j...
true
2,892,661,426
[codemod] Fix missing field initializer in caffe2/torch/lib/libshm/manager.cpp +1
r-barnes
closed
[ "fb-exported", "Merged", "ciflow/trunk", "topic: not user facing" ]
5
CONTRIBUTOR
Summary: The LLVM warning `-Wmissing-field-initializers` has found one or more structs in this diff's files which were missing field initializers. This can be unintended such as: ``` my_struct s1 = {0}; // Initializes *only* the first field to zero; others to default values my_struct s2 = {}; // Initializes *all* fiel...
true
2,892,652,782
DISABLED test_shape_int_inplace_binops (__main__.MiscTests)
pytorch-bot[bot]
closed
[ "triaged", "module: flaky-tests", "skipped", "oncall: pt2", "module: dynamo" ]
5
NONE
Platforms: asan, linux, mac, macos, rocm, slow This test was disabled because it is failing in CI. See [recent examples](https://hud.pytorch.org/flakytest?name=test_shape_int_inplace_binops&suite=MiscTests&limit=100) and the most recent trunk [workflow logs](https://github.com/pytorch/pytorch/runs/38130714525). O...
true
2,892,652,660
DISABLED test_sdpa_rewriter_14_cuda (__main__.SDPAPatternRewriterCudaTests)
pytorch-bot[bot]
open
[ "module: rocm", "triaged", "module: flaky-tests", "skipped", "oncall: pt2", "module: inductor" ]
1
NONE
Platforms: rocm This test was disabled because it is failing in CI. See [recent examples](https://hud.pytorch.org/flakytest?name=test_sdpa_rewriter_14_cuda&suite=SDPAPatternRewriterCudaTests&limit=100) and the most recent trunk [workflow logs](https://github.com/pytorch/pytorch/runs/38131846800). Over the past 3 hour...
true
2,892,652,659
DISABLED test_untracked_inputs_in_constraints_dynamic_shapes (__main__.DynamicShapesExportTests)
pytorch-bot[bot]
closed
[ "triaged", "module: flaky-tests", "skipped", "oncall: pt2", "module: dynamo" ]
7
NONE
Platforms: asan, linux, rocm, slow, mac, macos This test was disabled because it is failing in CI. See [recent examples](https://hud.pytorch.org/flakytest?name=test_untracked_inputs_in_constraints_dynamic_shapes&suite=DynamicShapesExportTests&limit=100) and the most recent trunk [workflow logs](https://github.co...
true
2,892,647,486
[export] Unable to trace ops like min/pow
angelayi
open
[ "triaged", "oncall: pt2", "module: dynamic shapes", "export-triaged", "oncall: export" ]
0
CONTRIBUTOR
### 🐛 Describe the bug The following code fails to trace with export: ```python class M(torch.nn.Module): def forward(self, x, y): b = x.item() p = min(b, 10) p = math.pow(p, 10) return y * p ep = torch.export.export(M(), (torch.tensor(5), torch.randn(5))) print(ep) ``` To get ...
true
2,892,637,220
Bump onnxscript to 0.2.2 in CI
justinchuby
closed
[ "module: ci", "open source", "Merged", "Reverted", "ciflow/trunk", "topic: not user facing", "ci-no-td" ]
14
COLLABORATOR
Unblock https://github.com/pytorch/pytorch/pull/148140 cc @seemethere @malfet @pytorch/pytorch-dev-infra
true
2,892,622,177
Add new GHA workflow to cache ROCm CI docker images on MI300 CI runners periodically
jithunnair-amd
closed
[ "module: rocm", "open source", "topic: not user facing", "ciflow/rocm" ]
2
COLLABORATOR
cc @jeffdaily @sunway513 @pruthvistony @ROCmSupport @dllehr-amd @jataylo @hongxiayang @naromero77amd
true
2,892,616,047
[dynamo] Remove dead code path around `functools.partial` objects
StrongerXi
closed
[ "ciflow/trunk", "topic: not user facing", "module: dynamo", "ciflow/inductor" ]
11
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #148386 This removes the code paths added in #98120, which has then been superceded by #108846. More importantly, it makes `EQUALS_MATCH`'s `ok_mutable_types` (added in #134016) easier to reason about, i.e., no need to worry about `d...
true
2,892,615,916
[dynamo] Account for function id reuse in relevant Dynamo decorators
StrongerXi
closed
[ "Merged", "topic: not user facing", "module: dynamo", "ciflow/inductor" ]
2
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * #148386 * #148007 * __->__ #148385 This fixes a recent series of flaky failure from `nonstrict_trace` unit tests: #148166, #148056, #148055, #148054, #148034, #148033, #148032, #148031. For now we don't need to worry about the other decorat...
true
2,892,613,613
[Docs][TunableOp] TunableOp documentation update
naromero77amd
closed
[ "module: docs", "triaged", "open source", "Merged", "ciflow/trunk", "topic: docs", "topic: not user facing" ]
10
COLLABORATOR
This PR aligns documentation to what is in the README file: https://github.com/pytorch/pytorch/blob/main/aten/src/ATen/cuda/tunable/README.md and removes the prototype NOTE. cc @svekars @sekyondaMeta @AlannaBurke
true
2,892,589,611
Update onnxscript pin
yushangdi
closed
[ "fb-exported", "ciflow/trunk", "topic: not user facing" ]
4
CONTRIBUTOR
Summary: Update pin to include https://github.com/microsoft/onnxscript/pull/2085 required to land https://github.com/pytorch/pytorch/pull/148140 Test Plan: CI Differential Revision: D70526777
true
2,892,559,817
[Inductor-CPU] Debug util request: fine-grained mechanism to disable out-of-template epilogues
sanchitintel
open
[ "oncall: pt2", "oncall: cpu inductor" ]
10
COLLABORATOR
### 🚀 The feature, motivation and pitch There are two types of epilogue nodes for a `CPPGemmTemplate`: 1. Epilogues explicitly added via `epilogue_creator`, and 2. Out of template epilogues added via `epilogue_nodes`. This request is to allow disabling out-of-template `epilogue_nodes` for a specific `CPPTemplate` s...
true
2,892,525,505
[ca] remove compiled_autograd_tracing
xmfan
closed
[ "Merged", "topic: not user facing", "ciflow/inductor" ]
5
MEMBER
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * #148491 * __->__ #148381
true
2,892,523,151
[1/n][Optimus][Auto-AC] Support activation quantization without scaling
mengluy0125
closed
[ "fb-exported", "Merged", "ciflow/trunk", "release notes: quantization", "module: inductor", "module: dynamo", "ciflow/inductor", "release notes: inductor" ]
19
CONTRIBUTOR
Summary: We enable the activation quantization in the forward pass, and users can customize the dtype they want to quantize. Test Plan: # unit test ``` buck2 test 'fbcode//mode/dev-nosan' fbcode//caffe2/test/inductor:quantization -- test_activation_quantization_aten ``` Buck UI: https://www.internalfb.com/b...
true
2,892,478,138
Improve nested jagged tensor select performance on batch dim
fleonce
open
[ "module: performance", "triaged", "module: nestedtensor" ]
1
CONTRIBUTOR
### 🚀 The feature, motivation and pitch Currently, unbind is used when selecting an element of a nested tensor with the `torch.jagged` layout: https://github.com/pytorch/pytorch/blob/a41413829c98377e4c155ff150f250438303f7b2/torch/nested/_internal/ops.py#L1796-L1799 In case of a large batch dim, `unbind` yields an o...
true
2,892,468,147
Throws error when using torch.cuda.MemPool with expandable segments
syed-ahmed
closed
[ "open source", "Merged", "ciflow/trunk", "topic: not user facing" ]
6
COLLABORATOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #148378
true
2,892,444,440
[dtensor] add aten._scaled_dot_product_cudnn_attention.default op support
XilunWu
closed
[ "oncall: distributed", "Merged", "Reverted", "ciflow/trunk", "topic: not user facing", "ciflow/inductor", "release notes: distributed (dtensor)", "ci-no-td", "module: context parallel", "release notes: context parallel" ]
7
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * #148537 * __->__ #148377 ### Summary This PR adds `_scaled_dot_product_cudnn_attention` to DTensor ops and tests it with unit test. This should allow Context Parallel and Tensor Parallel to use cudnn SDPA. ### Test `pytest test/distrib...
true
2,892,427,463
[reland][ca] side-effect free inital trace: compiled_args
xmfan
closed
[ "oncall: distributed", "Merged", "ciflow/trunk", "release notes: distributed (c10d)", "module: dynamo", "ciflow/inductor", "module: compiled autograd", "ci-no-td" ]
13
MEMBER
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #148376 This reverts commit ea12fc8a9ff7da808e0b661ca07e9d4ce75d04bc. Reland https://github.com/pytorch/pytorch/pull/147804, there was a bad import inserted by my linter. cc @H-Huang @awgu @kwen2501 @wanchaol @fegin @fduwjj @wz337 @w...
true
2,892,425,600
[Utilization] Add utilization monitor for linux build
yangw-dev
open
[ "topic: not user facing" ]
1
CONTRIBUTOR
Fixes #ISSUE_NUMBER
true
2,892,425,218
Documents torch.cuda.MemPool API
syed-ahmed
closed
[ "open source", "Merged", "ciflow/trunk", "topic: not user facing" ]
4
COLLABORATOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * #148378 * __->__ #148374
true
2,892,412,413
[@no-merge] Enable process based async cp + caching
MeetVadakkanchery
closed
[ "oncall: distributed", "fb-exported", "release notes: distributed (checkpoint)" ]
5
CONTRIBUTOR
Differential Revision: D70516754 cc @H-Huang @awgu @kwen2501 @wanchaol @fegin @fduwjj @wz337 @wconstab @d4l3k @c-p-i-o
true
2,892,409,758
Docker release - pin buildkit to v0.19.0
atalman
closed
[ "Merged", "topic: not user facing" ]
3
CONTRIBUTOR
Fix nightly build failure during arm64 docker build (since 02.21.2025): https://github.com/pytorch/pytorch/actions/runs/13452177170/job/37588508155#step:12:851 Error: ``` #10 73.62 Segmentation fault (core dumped) #10 73.67 qemu: uncaught target signal 11 (Segmentation fault) - core dumped #10 73.85 Segmentation...
true
2,892,406,343
[ROCm][TunableOp] Unit test for offline tuning of GEMM with bias
naromero77amd
closed
[ "module: rocm", "open source", "Merged", "ciflow/trunk", "topic: not user facing", "ciflow/rocm" ]
4
COLLABORATOR
One more unit test for the offline version of TunableOp. cc @jeffdaily @sunway513 @jithunnair-amd @pruthvistony @ROCmSupport @dllehr-amd @jataylo @hongxiayang
true
2,892,398,758
AOTI doesn't account for constant tensors
tugsbayasgalan
closed
[]
1
CONTRIBUTOR
### 🐛 Describe the bug ```python class Foo(torch.nn.Module): def __init__(self): super().__init__() self.a = torch.ones(4, 4) self.b = torch.ones(4, 4) def forward(self, x): return torch.ops.aten.linear.default(x, self.a,...
true
2,892,381,937
DISABLED test_param_shape_binops (__main__.MiscTests)
pytorch-bot[bot]
closed
[ "triaged", "module: flaky-tests", "skipped", "oncall: pt2", "module: dynamo" ]
4
NONE
Platforms: asan, linux, mac, macos, rocm, slow This test was disabled because it is failing in CI. See [recent examples](https://hud.pytorch.org/flakytest?name=test_param_shape_binops&suite=MiscTests&limit=100) and the most recent trunk [workflow logs](https://github.com/pytorch/pytorch/runs/38119173789). Over the pa...
true
2,892,381,877
DISABLED test_export_with_cond_dynamic_shape_pred_dynamic_shapes (__main__.DynamicShapesExportTests)
pytorch-bot[bot]
closed
[ "triaged", "module: flaky-tests", "skipped", "oncall: pt2", "module: dynamo" ]
5
NONE
Platforms: asan, linux, rocm, mac, macos This test was disabled because it is failing in CI. See [recent examples](https://hud.pytorch.org/flakytest?name=test_export_with_cond_dynamic_shape_pred_dynamic_shapes&suite=DynamicShapesExportTests&limit=100) and the most recent trunk [workflow logs](https://github.com/pyto...
true
2,892,370,828
[inductor] use eager stride for custom op if no tags
shunting314
closed
[ "Merged", "ciflow/trunk", "topic: not user facing", "module: inductor", "ciflow/inductor" ]
11
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #148367 Fix https://github.com/pytorch/pytorch/issues/148356 This is some sort of short term fix to recover the default behavior to apply layout constraint for custom ops when there are no tags. A longer term attempt to make s...
true
2,892,364,581
[AOTI] build CPU CPP kernels at O3, and all other code at O1
benjaminglass1
closed
[ "open source", "ciflow/trunk", "topic: not user facing", "module: inductor", "ciflow/inductor", "ciflow/xpu" ]
2
COLLABORATOR
Cancels out some of the performance implications of this move by adding LTO to linking. _Only_ applies to AOT Inductor, not `cpp_wrapper` mode. Re-implements #148212. cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @ipiszy @yf225 @chenyang78 @ka...
true
2,892,360,930
[ROCm] Add rocm-mi300 and inductor-rocm-mi300 to upload-test-stats.yml
ethanwee1
closed
[ "module: rocm", "open source", "Merged", "topic: not user facing" ]
3
CONTRIBUTOR
We currently run MI300X machines on rocm-mi300 and inductor-rocm-mi300 but we don't have artifacts for the results: e.g. https://hud.pytorch.org/pytorch/pytorch/commit/6e10471966e22cda8ac0cded8a179267880457e0#rocm-mi300 ![image](https://github.com/user-attachments/assets/f5588072-b818-4f54-a348-0e6ac7e96829) c...
true
2,892,355,228
Fix bug in AOTI lowering
tugsbayasgalan
closed
[ "fb-exported", "Merged", "ciflow/trunk", "topic: not user facing", "module: inductor", "ciflow/inductor" ]
12
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * #148488 * #148485 * #148483 * __->__ #148364 cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @ipiszy @yf225 @chenyang78 @kadeng @muchulee8 @amjames @chauhang @aakhun...
true
2,892,323,411
[mm_logs][ez] dump tuned mm info at lowering stage
YUNQIUGUO
closed
[ "fb-exported", "Merged", "ciflow/trunk", "topic: not user facing", "module: inductor", "ciflow/inductor" ]
12
CONTRIBUTOR
Summary: As title. it would be beneficial for judging e2e perf improvement Easy first step to dump mm info at lowering stage. e.g. ``` fbsource/fbcode/caffe2/torch/_inductor/kernel/mm.py:525] [0/0] Tuned aten.addmm: m=16, n=6, k=16, layout=FixedLayout('cuda:0', torch.float32, size=[16, 6], stride=[6, 1]) ``` Next ...
true
2,892,297,942
Fix condition for `CONVERT_NON_VECTORIZED_INIT` invocation
malfet
closed
[ "module: cpu", "Merged", "ciflow/trunk", "release notes: build", "topic: bug fixes", "topic: build" ]
3
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #148362 * #148354 Yet another regression caused by https://github.com/pytorch/pytorch/pull/146596 that breaks builds if PyTorch is compiled for Android or using NVIDIA GraceHopper systems Not sure why author was trying to change the ...
true
2,892,258,499
Add new hf storage class to torch.distributed package
ankitageorge
closed
[ "oncall: distributed", "fb-exported", "Merged", "ciflow/trunk", "topic: not user facing", "release notes: distributed (checkpoint)", "oncall: distributed checkpointing" ]
7
CONTRIBUTOR
Summary: title - Add new hf storage class to torch.distributed package so that it can be imported by customers. The HF storage reader/writer was added as DCP storage components so that DCP load and save can directly interact with hugging face format and storage. Test Plan: ensure signals pass Differential Revi...
true
2,892,255,704
Enabling xpu in OffsetBasedRNGTracker .
githubsgi
closed
[ "oncall: distributed", "triaged", "open source", "Merged", "ciflow/trunk", "topic: not user facing", "release notes: xpu" ]
24
CONTRIBUTOR
Else torch.distributed breaks on xpu devices. Fixes #ISSUE_NUMBER cc @H-Huang @awgu @kwen2501 @wanchaol @fegin @fduwjj @wz337 @wconstab @d4l3k @c-p-i-o
true
2,892,215,693
[AOTI][dashboard] Skip torchbench models not supported by export
desertfire
closed
[ "Merged", "ciflow/trunk", "topic: not user facing", "module: dynamo", "ciflow/inductor" ]
3
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #148359 Summary: Certain models fail in export because of data-dependent ops. Skip them so that oncall can better track the AOTInductor dashboard. cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuh...
true
2,892,215,167
[inductor] Improve type annotations in _inductor/ir.py
rec
closed
[ "module: rocm", "module: typing", "open source", "better-engineering", "topic: not user facing", "module: inductor", "ciflow/inductor", "release notes: export" ]
1
COLLABORATOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #148358 31 files changed was a lot more than I expected! 😲 My procedure was simple: I removed all the `# type: ignore` comments from `_inductor/ir.py` and then did the least possible I could do fix all the remaining type failure...
true
2,892,201,200
test index_put
XilunWu
open
[ "oncall: distributed", "Stale", "ciflow/inductor" ]
3
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #148357 * #148204 * #148125 cc @H-Huang @awgu @kwen2501 @wanchaol @fegin @fduwjj @wz337 @wconstab @d4l3k @c-p-i-o
true
2,892,147,210
Inductor layout constraints for custom operators changed from 2.5->2.6, breaking BC
zou3519
closed
[ "module: custom-operators", "oncall: pt2", "module: pt2-dispatcher" ]
0
CONTRIBUTOR
Repro: the following code behaves differently between PyTorch 2.5 and PyTorch 2.6. It errors in PyTorch 2.6 but succeeds in PyTorch 2.5 ```py import torch with torch.library._scoped_library("mylib", "DEF") as lib: lib.define( "copy_(Tensor(a!) dst, Tensor src) -> ()", # tags=torch.Tag.needs_fixed_s...
true
2,892,134,405
[ROCm][CI] Add support for gfx1100 in rocm workflow + test skips
amdfaa
open
[ "module: rocm", "open source", "topic: not user facing", "module: inductor", "keep-going" ]
8
CONTRIBUTOR
This PR adds infrastructure support for gfx1100 in the rocm workflow. Nodes have been allocated for this effort. @dnikolaev-amd contributed all the test skips. cc @jeffdaily @sunway513 @jithunnair-amd @pruthvistony @ROCmSupport @dllehr-amd @jataylo @hongxiayang @naromero77amd @voznesenskym @penguinwu @EikanWang @jg...
true
2,892,124,222
[BE] Use `C10_DIAGNOSTIC_PUSH_AND_IGNORED_IF_DEFINED`
malfet
closed
[ "module: cpu", "Merged", "release notes: build", "topic: bug fixes", "topic: build" ]
4
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * #148362 * __->__ #148354 Instead of `#pragma GCC diagnostic ignored "-Wignored-qualifiers"` Also limit the scope to just `Vectorized::map` that has to be declared that way due to sleef function signature definitions that return `const __m256...
true
2,892,097,887
`torch.nn.functional` inconsistent documentation
olipinski
closed
[ "module: docs", "module: nn", "module: loss", "triaged" ]
1
CONTRIBUTOR
### 📚 The doc issue Functional versions of losses have inconsistent documentation, for example `torch.nn.functional.huber_loss` is well documented, including all parameters, where as `torch.nn.functional.l1_loss` has almost no documentation and is missing the `weight` parameter in the documentation, which is present ...
true
2,892,048,635
Use release notes label for module: distributed_checkpoint
janeyx99
closed
[ "Merged", "ciflow/trunk", "topic: not user facing" ]
6
CONTRIBUTOR
module: distributed_checkpoint is redundant with oncall: distributed checkpointing. @fduwjj let us know that module: distributed_checkpoint is just used for release notes, so let's use the release notes label for the release notes, which the bot will pick up better.
true
2,892,010,317
[test] cutlass
clee2000
closed
[ "topic: not user facing", "ciflow/periodic" ]
2
CONTRIBUTOR
Fixes #ISSUE_NUMBER
true
2,891,987,924
[MPS] unary kernels - avoid copying tensors if they have same stride
Isalia20
closed
[ "triaged", "open source", "Merged", "ciflow/trunk", "topic: performance", "module: mps", "release notes: mps", "ciflow/mps" ]
10
COLLABORATOR
I was a bit concerned when I saw in #148272 that metal unary kernel was 0.02x of the performance of what we had with MPS Graphs for sqrt(for non contiguous) tensors. This change makes it so that copying is only done if we don't have same strided tensors(for input/output). So if out tensor is not provided then we don't ...
true
2,891,976,005
torch._check(x > 0) should do something sane when x is a Tensor
zou3519
open
[ "triaged", "oncall: pt2", "module: dynamo" ]
0
CONTRIBUTOR
```py def f(x): torch._check(x > 0) return torch.log(x) torch.compile(f)(torch.rand(1)) ``` gives ``` TorchRuntimeError: Failed running call_function <function _check at 0x7f7cf0322fc0>(*(FakeTensor(..., size=(1,), dtype=torch.bool),), **{}): cond must be a bool, but got <class 'torch._subclasses.fake_tensor....
true
2,891,968,096
[ONNX] Assert capture strategy in tests
justinchuby
closed
[ "module: onnx", "triaged", "open source", "Merged", "ciflow/trunk", "release notes: onnx", "topic: not user facing" ]
12
COLLABORATOR
Previously the strategy used for obtaining the exported program is not asserted. This leads to silent errors if torch.export breaks something and a fallback strategy is used. This change adds a _capture_strategy field to ONNXProgram and enables unit tests to assert the strategy used to prevent fallbacks from happening....
true
2,891,933,946
[cutlass backend] Benchmark compared to aten and triton
henrylhtsang
closed
[ "fb-exported", "Merged", "ciflow/trunk", "topic: not user facing" ]
7
CONTRIBUTOR
Benchmark for cutlass backend. ``` python benchmarks/inductor_backends/cutlass.py ``` Test Plan: ``` Experiment group: mm (1024x1024, 1024x1024) torch.float16 +-----------------------+--------------------+----------------------+---------------------+ | name | forward_time (us) | compilati...
true
2,891,922,814
Symmetrization of Cholesky backward gradient
ayghri
closed
[ "oncall: distributed", "module: cpu", "triaged", "module: mkldnn", "open source", "module: amp (automated mixed precision)", "release notes: quantization", "release notes: releng", "module: inductor", "module: dynamo", "release notes: distributed (checkpoint)" ]
3
NONE
Fixes #137284 The previous "symmetrization" of the backward sensitivities assumed real matrices, this PR uses a more general formulation to account for complex matrices. The previous approach, that assumes real matrices, uses: $$S+ S^\top -diag(S)$$ this doesn't account for complex S, which might yield complex di...
true
2,891,901,630
Installation of `pytorch==2.6.0+cu124` doesn't install `triton` and `nvidia` libraries
rithwik-db
open
[ "module: binaries", "triaged", "needs design" ]
2
NONE
### 🐛 Describe the bug On ubuntu 22.04, if we run the following command: ``` pip3.11 install --no-cache-dir --find-links https://download.pytorch.org/whl/torch/ torch==2.6.0+cu124 ``` This installs PyTorch from: ``` https://download.pytorch.org/whl/cu124_full/torch-2.6.0%2Bcu124-cp311-cp311-linux_x86_64.whl.metadata ...
true
2,891,884,187
[RFC][PGNCCL] Add Float8 support
kwen2501
closed
[ "oncall: distributed", "triaged", "module: c10d" ]
0
CONTRIBUTOR
### 🚀 The feature, motivation and pitch NCCL added float8 support in 2.24. We can thus enable the same in ProcessGroupNCCL, removing the following restriction: https://github.com/pytorch/pytorch/blob/57addfcd580e8fae70ebb8ac0364b272af65ac8e/torch/csrc/distributed/c10d/ProcessGroupNCCL.cpp#L4065-L4067 ### Alternative...
true
2,891,792,783
Update CURL url for manywheel images
AlekseiNikiforovIBM
closed
[ "triaged", "open source", "Merged", "ciflow/binaries", "ciflow/trunk", "topic: not user facing" ]
12
COLLABORATOR
It looks like it was moved on the site it was downloaded from. Switch to official site while updating URL.
true
2,891,775,202
[CI] [anaconda] CI Perf Tests
atalman
closed
[ "module: ci", "triaged", "better-engineering" ]
1
CONTRIBUTOR
### 🐛 Describe the bug Related to https://github.com/pytorch/pytorch/issues/138506 CI Perf Tests: .ci/pytorch/perf_test/test_cpu_speed_mnist.sh .ci/pytorch/perf_test/test_gpu_speed_mnist.sh We would like to remove Anaconda install dependency ### Versions 2.7.0 nightly cc @seemethere @malfet @pytorch/pytorch-dev...
true
2,891,760,822
[CI] [anaconda] Review Devcontainer anaconda usage
atalman
closed
[ "module: ci", "triaged", "better-engineering" ]
1
CONTRIBUTOR
### 🐛 Describe the bug Related to https://github.com/pytorch/pytorch/issues/138506 Review anaconda usage in Devcontainer - legacy software : .devcontainer/Dockerfile .devcontainer/scripts/install-dev-tools.sh DevContainer is not used in PyTorch CI/CD system, hence either remove the usage of anaconda or provide som...
true
2,891,709,218
[CI] [anaconda] CI Build and Test scripts MacOS
atalman
open
[ "module: ci", "triaged", "better-engineering" ]
0
CONTRIBUTOR
### 🐛 Describe the bug Related to https://github.com/pytorch/pytorch/issues/138506 CI Build and Test scripts to replace: .ci/pytorch/macos-test.sh - used for torchbench astunparse numpy scipy ninja pyyaml setuptools cmake typing-extensions requests protobuf numba cython scikit-learn librosa .ci/pytorch/run_tests.sh ...
true
2,891,687,851
[Docs] [anaconda] Review and update
atalman
open
[ "triaged", "better-engineering", "topic: docs" ]
0
CONTRIBUTOR
### 🐛 Describe the bug Related to https://github.com/pytorch/pytorch/issues/138506 Review Anaconda in documentation: .github/requirements/README.md CONTRIBUTING.md README.md benchmarks/README.md docs/cpp/source/installing.rst docs/source/conf.py docs/source/notes/windows.rst functorch/dim/README.md ### Versions ...
true
2,891,670,449
[CI] [anaconda] CI Build and Test scripts Windows
atalman
open
[ "module: ci", "triaged", "better-engineering" ]
1
CONTRIBUTOR
Related to https://github.com/pytorch/pytorch/issues/138506 CI Build and Test scripts to replace: .ci/pytorch/win-test-helpers/setup_pytorch_env.bat .ci/pytorch/win-test-helpers/build_pytorch.bat Github Actions : .github/actions/setup-win/action.yml We would like to remove Anaconda install dependency ### Version...
true
2,891,666,962
[ONNX] aten_unfold needs to support symint
justinchuby
closed
[ "module: onnx", "triaged" ]
2
COLLABORATOR
See https://github.com/pytorch/pytorch/issues/113067#issuecomment-2693015882 for error.
true
2,891,663,174
[CI] [anaconda] CI Build and Test scripts Linux
atalman
open
[ "module: ci", "triaged", "better-engineering" ]
2
CONTRIBUTOR
Related to https://github.com/pytorch/pytorch/issues/138506 CI Build and Test scripts to replace: .ci/pytorch/build.sh .ci/pytorch/test.sh .ci/pytorch/run_tests.sh future hypothesis numpy protobuf pytest setuptools six typing_extensions pyyaml We would like to remove Anaconda install dependency ### Versions 2.7.0 ...
true
2,891,644,498
[CI] [anaconda] Docker files have conda environment installed
atalman
open
[ "module: ci", "triaged" ]
0
CONTRIBUTOR
Related to https://github.com/pytorch/pytorch/issues/138506 All CI Docker files have conda environment installed by default: .ci/docker/build.sh#L97 .ci/docker/common/install_conda.sh .ci/docker/common/install* scripts We would like to remove Anaconda install dependency ### Versions 2.7.0 nightly cc @seemethere @...
true
2,891,619,276
[FSDP2] Issues with model not running on all ranks - Grads not matching fairscale implementation
JosselinSomervilleRoberts
open
[ "oncall: distributed", "triaged", "module: fsdp" ]
8
NONE
### 🐛 Describe the bug Hi, I am running into some issues because I have a model that does not have to run on all ranks. Here is a minimal example: ```python model = CombinedModel() model = fully_shard(model) for (x0, x1), y in dataloader: if x1 is not None: x0 += model.encoder(x1) y_pred = model(x0) ...
true
2,891,618,918
[export][torchbench] moco fails
desertfire
closed
[ "triaged", "oncall: pt2", "oncall: export" ]
3
CONTRIBUTOR
Repro: ``` python benchmarks/dynamo/torchbench.py --accuracy --inference --bfloat16 --export --disable-cudagraphs --device cuda --only moco ``` Error: ``` Traceback (most recent call last): File "/data/users/binbao/pytorch/torch/export/dynamic_shapes.py", line 509, in _tree_map_with_path return tree_map_with_pat...
true