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2,957,354,440
[c10d][fr] Allow multiple writer registration with warnings
fduwjj
closed
[ "oncall: distributed", "Merged", "ciflow/trunk", "release notes: distributed (c10d)" ]
10
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #150232 The life span of writer is actually the whole program which is sub-optimal but it is a practical compromise so that the registration of writer can happen outside PG creation. So we decide to allow multiple writer registrat...
true
2,957,346,701
support backed_size_oblivious in guard_or_false/guard_or_true
laithsakka
closed
[ "Merged", "ciflow/trunk", "release notes: fx", "fx", "ciflow/inductor" ]
9
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #150231 cc @ezyang @SherlockNoMad @EikanWang @jgong5 @wenzhe-nrv
true
2,957,340,640
gloo: use shared Stores
d4l3k
closed
[ "oncall: distributed", "fb-exported", "Merged", "ciflow/trunk", "release notes: distributed (c10d)" ]
10
MEMBER
Summary: X-link: https://github.com/facebookincubator/gloo/pull/423 This modifies `connectFullMesh` to take in a shared_ptr<IStore> instead of a reference. This is an API breaking change but fairly easy to work around. To have backwards compatibility in PyTorch during the commit phase we add a new ifdef `GLOO_SHARED_...
true
2,957,289,357
Refactor fake tensor caching
angelayi
open
[ "triaged", "oncall: pt2", "module: dynamo" ]
1
CONTRIBUTOR
### 🐛 Describe the bug After rebasing #149298, my test case was failing at [this part of the code](https://github.com/pytorch/pytorch/blob/d5a8bd068821ca0cd036400c13a561452d391b15/torch/_subclasses/fake_tensor.py#L1519-L1527) where torch._check/torch._check_is_size is being passed to `validate_cache_key`. I chatted ...
true
2,957,267,268
Move MacOS inductor tests to M2-15 runner
malfet
closed
[ "Merged", "Reverted", "topic: not user facing", "ci-no-td" ]
8
CONTRIBUTOR
To get more representative results (and be able to run more tests eventually) Also get pull_request for workflow dispatch if yml file is modified
true
2,957,266,580
[ROCm] use correct workspace for hipblaslt, silence warning
ethanwee1
open
[ "module: rocm", "open source", "Merged", "Reverted", "ciflow/trunk", "topic: not user facing", "rocm", "ci-no-td" ]
15
CONTRIBUTOR
Follow up to #145130. That PR caused a warning on ROCm the first time hipblaslt was called for any workload, always. Fixes #ISSUE_NUMBER cc @jeffdaily @sunway513 @jithunnair-amd @pruthvistony @ROCmSupport @dllehr-amd @jataylo @hongxiayang @naromero77amd
true
2,957,256,887
[CI] Use system nccl in build
clee2000
closed
[ "Merged", "release notes: releng", "topic: not user facing" ]
5
CONTRIBUTOR
Install nccl in the docker image (which is already being done in some docker images), and use USE_SYSTEM_NCCL=1 in CI builds It takes some time to build nccl and doesn't happen in parallel, so theres less benefit in switching to a bigger runner and using more processes The other changes in this PR are because the...
true
2,957,232,856
[inductor] skip non-trivial tiling if unbacked symints are present
ColinPeppler
closed
[ "Merged", "ciflow/trunk", "topic: not user facing", "module: inductor", "ciflow/inductor" ]
4
CONTRIBUTOR
Take two of https://github.com/pytorch/pytorch/pull/149994. This time we just skip `convert_tiling_to_3d` and `candidate_tilings` if there exists unbacked symints. Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #150225 cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guo...
true
2,957,226,937
CVE-2024-7804 still present in versions greater than 2.3.1
HammySession
closed
[ "oncall: distributed", "triaged", "security" ]
3
NONE
### 🐛 Describe the bug [CVE-2024-7804](https://nvd.nist.gov/vuln/detail/CVE-2024-7804) was published on 03/20/2025, the Proof of Concept for the vulnerability is at [Huntr](https://huntr.com/bounties/0e870eeb-f924-4054-8fac-d926b1fb7259). The vulnerability in question is due to de-serialization at [Internal.py](http...
true
2,957,200,705
Pin cmake to 3.31.2 for windows conda install
pytorchbot
closed
[ "open source" ]
1
COLLABORATOR
Trying to fix nightly failures Cmake 4.0 update https://pypi.org/project/cmake/4.0.0/ broke nightly builds You can see it here: https://hud.pytorch.org/hud/pytorch/pytorch/main/1?per_page=50&name_filter=cuda11_8-build and here: https://hud.pytorch.org/hud/pytorch/pytorch/nightly/1?per_page=50&name_filter= This fix...
true
2,957,177,647
[dynamic shapes] allow duck typing for 0/1
pianpwk
closed
[ "Merged", "ciflow/trunk", "release notes: fx", "fx", "module: dynamo", "ciflow/inductor" ]
3
CONTRIBUTOR
Fixes #150184 e.g. for config.backed_size_oblivious=True and compile cc @ezyang @SherlockNoMad @EikanWang @jgong5 @wenzhe-nrv @voznesenskym @penguinwu @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @jiayisunx @chenyang78 @kadeng @chauhang @amjames
true
2,957,166,983
[ROCm][CI] Increase wheel build timeout from 210 to 240
ethanwee1
closed
[ "module: rocm", "open source", "Merged", "ciflow/binaries", "ciflow/trunk", "topic: not user facing", "ciflow/nightly" ]
5
CONTRIBUTOR
Fixes #150046. Increasing the timeout from 210 to 240. cc @jeffdaily @sunway513 @jithunnair-amd @pruthvistony @ROCmSupport @dllehr-amd @jataylo @hongxiayang @naromero77amd
true
2,957,157,740
[CI] Fix docker builds failing due to cmake update by setting CMAKE_POLICY_VERSION_MINIMUM
clee2000
closed
[ "Merged", "Reverted", "topic: not user facing", "ci-no-td" ]
11
CONTRIBUTOR
Set the CMAKE_POLICY_VERSION_MINIMUM env var to make executorch and halide docker builds pass (they install from those repos which don't have cmake pinned) This can be removed if executorch and halide update their builds and we update the hash?
true
2,957,075,619
Move dump location to avoid dumping twice
yushangdi
closed
[ "fb-exported", "Merged", "ciflow/trunk", "topic: not user facing", "module: inductor", "ciflow/inductor" ]
6
CONTRIBUTOR
Summary: If we put the dumping code in codegen, we might get a separate node_mapping dump for the constant folded graph (https://github.com/pytorch/pytorch/blob/main/torch/_inductor/compile_fx.py#L1119). We move it into compile_fx.py so there's only one node_mapping dump. Test Plan: CI Reviewed By: YUNQIUGUO Differ...
true
2,957,028,151
[DLPack] Add support for missing keyword-arguments.
ysiraichi
open
[ "open source", "module: dlpack", "release notes: python_frontend" ]
1
COLLABORATOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * #150691 * __->__ #150218 * #150217 * #150216 * #145000 This PR introduces the rest of the keyword-arguments added in DLPack version 2023.12: `dl_device` and `copy`. In summary, we handle these arguments in the C++ implementation of `to_dlpa...
true
2,957,028,030
Fix DLPack stream logic.
ysiraichi
open
[ "open source", "module: dlpack", "topic: not user facing" ]
1
COLLABORATOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * #150691 * #150218 * __->__ #150217 * #150216 * #145000 This PR fixes the logic for dealing with CUDA and ROCm streams whenever we are trying to create a DLPack capsule from a tensor. In summary, this PR: - Uses the legacy default stream if...
true
2,957,027,921
[DLPack] add NumPy exchange tests.
ysiraichi
open
[ "open source", "module: dlpack", "topic: not user facing" ]
1
COLLABORATOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * #150691 * #150218 * #150217 * __->__ #150216 * #145000 This PR resolves an old TODO that requested NumPy DLPack exchange tests once version 1.22 was required.
true
2,957,026,565
TCPStoreLibUvBackend: support masterListenFd
d4l3k
closed
[ "oncall: distributed", "Merged", "ciflow/trunk", "release notes: distributed (c10d)" ]
4
MEMBER
This supports `masterListenFd` which is required for full compatibility with the non-libuv TCPStore. The code was just missing a `uv_listen` call and now it works just fine. This is required to migrate the last remaining uses of TCPStore off of the non-libuv backend. Test plan: ``` pytest -v test/distributed/te...
true
2,957,020,339
Explicitly state that a test-infra branch cut is required
ZainRizvi
closed
[ "Merged", "topic: not user facing" ]
5
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #150214 * #150213 * #150211 * #150210
true
2,957,001,746
Update reference for binary_build workflows
ZainRizvi
closed
[ "Merged", "topic: not user facing" ]
2
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * #150214 * __->__ #150213 * #150211 * #150210 There hasn't been a circleci for a looooong time
true
2,956,990,693
[ROCm] change preferred blas lib defaults
naromero77amd
closed
[ "module: rocm", "open source", "Merged", "ciflow/trunk", "topic: not user facing", "ciflow/rocm" ]
10
COLLABORATOR
Fixes #148883 Fixes #150155 Also adds at::BlasBackend:Default. Instinct cards prefer hipBLASLt, everything else prefers rocBLAS. cc @jeffdaily @sunway513 @jithunnair-amd @pruthvistony @ROCmSupport @dllehr-amd @jataylo @hongxiayang
true
2,956,964,838
Update referenced PRs for ecosystem library branch cut
ZainRizvi
closed
[ "Merged", "topic: not user facing" ]
2
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * #150214 * #150213 * __->__ #150211 * #150210 The old PRs had a lot of extra changes in them which are no longer needed
true
2,956,955,892
Mention the cherry-picker bot in the release docs
ZainRizvi
closed
[ "Merged", "topic: not user facing" ]
2
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * #150214 * #150213 * #150211 * __->__ #150210
true
2,956,922,136
[dynamo][hooks] use wrap_top_frame config for functions
yf225
closed
[ "Merged", "topic: not user facing", "module: dynamo", "ciflow/inductor" ]
3
CONTRIBUTOR
When torch.compile is applied to a module via `mod.compile(...)`, it's equivalent to `torch.compile(mod._call_impl)` which takes a different path than `OptimizedModule`. This PR ensures that the `wrap_top_frame` config can also take effect for the `torch.compile(mod._call_impl)` use case. Stack from [ghstack](https:...
true
2,956,920,684
DISABLED test_foreach_copy_with_multi_dtypes__foreach_copy_cuda_float32 (__main__.TestForeachCUDA)
pytorch-bot[bot]
open
[ "triaged", "module: flaky-tests", "skipped", "module: mta" ]
6
NONE
Platforms: linux This test was disabled because it is failing in CI. See [recent examples](https://hud.pytorch.org/flakytest?name=test_foreach_copy_with_multi_dtypes__foreach_copy_cuda_float32&suite=TestForeachCUDA&limit=100) and the most recent trunk [workflow logs](https://github.com/pytorch/pytorch/runs/39596379608...
true
2,956,903,831
Missing decomp for ops.aten.linalg_vector_norm
guangy10
closed
[ "triaged", "module: linear algebra", "module: decompositions" ]
13
CONTRIBUTOR
### 🐛 Describe the bug This ops is heavily used in many vision transformers models ([convnextv2](https://github.com/huggingface/optimum-executorch/actions/runs/14098303415/job/39489765027?pr=41), [swiftformer](https://github.com/huggingface/optimum-executorch/actions/runs/14098303415/job/39489784457?pr=41), [swinv2](...
true
2,956,880,543
[ONNX] remove_assertion_nodes before decomp
justinchuby
closed
[ "open source", "release notes: onnx" ]
2
COLLABORATOR
Call remove_assertion_nodes before decomp because we see errors like `<class 'TypeError'>: cannot determine truth value of RelationalWhile executing %_assert_scalar_default : [num_users=0] = call_function[target=torch.ops.aten._assert_scalar.default](args = (%ge_2 Runtime assertion failed for expression u4 >= 0 on node...
true
2,956,868,395
Fix documentation build errors caused by unsupported section titles
dscamiss
closed
[ "open source", "Merged", "ciflow/trunk", "topic: not user facing" ]
7
CONTRIBUTOR
Fixes #150134 Build with `make html` looks OK now: ```shell reading sources... [100%] torch.compiler_get_started .. xpu looking for now-outdated files... none found pickling environment... done checking consistency... done preparing documents... done writing output... [ 80%] generated/torch.nn.Softsign .. gen...
true
2,956,841,018
Add `Any` return annotation to `__getattr__` methods that return a union of types.
rchen152
closed
[ "Merged", "ciflow/trunk", "release notes: python_frontend", "topic: improvements", "ciflow/inductor" ]
12
CONTRIBUTOR
Adds an `Any` return type annotation to `__getattr__` methods in `torch/_ops.py` that return a union of types. Attribute access returning a union of types can cause issues downstream because consumers would need to handle all of the possible types to make the type checker happy. This doesn't seem to matter today for my...
true
2,956,840,732
[Cmake] Make PyTorch buildable by CMake-4.x
malfet
closed
[ "module: cpu", "Merged", "release notes: quantization", "release notes: build", "topic: bug fixes", "topic: build" ]
8
CONTRIBUTOR
By turning on compatibility mode for protobuf, nnpack, PSimd and FP16, ittapi, TensorPipe and Gloo Update CMake requirements Revert 0ece461ccafe5649d2d0f058ff5477765fd56499 and b0901d62ae2c2e909f91401eacebf3731df20cbe to test that it actually works TODO: - Update/get rid of those libraries Fixes https://g...
true
2,956,825,750
[ONNX] Support float4
justinchuby
open
[ "module: onnx", "triaged" ]
3
COLLABORATOR
float4 support was added in https://github.com/pytorch/pytorch/pull/148791. We should add it to onnx exporter as well. 1. https://github.com/pytorch/pytorch/blob/35ff5084e6a5bbf7c897840943ee3ac846ffaaf1/torch/onnx/_internal/exporter/_core.py#L116 2. https://github.com/pytorch/pytorch/blob/35ff5084e6a5bbf7c897840943ee3...
true
2,956,804,902
[fix] pin cmake to 3.31.6 in build requirements
k223kim
open
[ "triaged", "open source", "topic: not user facing" ]
2
NONE
As per PR #150158 , I believe that the build requirements should be updated.
true
2,956,755,011
UNSTABLE s390 / linux-manylinux-2_28-py3-cpu-s390x / build
clee2000
closed
[ "module: ci", "triaged", "module: POWER", "unstable" ]
4
CONTRIBUTOR
> Please provide a brief reason on why you need to mark this job as unstable. Failing on main branch: https://hud.pytorch.org/pytorch/pytorch/commit/d4da0e955e5a29942d631cddaf0fb7805bb27231#39568901452-box AWS credentials have issues so sccache is failing? ``` 2025-03-28T14:19:55.2818684Z ++ sccache --zero-stats 2025...
true
2,956,754,046
`asarray`: device does not propagate from input to output after `set_default_device`
crusaderky
open
[ "triaged", "module: python array api", "module: python frontend" ]
9
NONE
### 🐛 Describe the bug The documentation of `asarray` states: > device ([torch.device](https://pytorch.org/docs/stable/tensor_attributes.html#torch.device), optional) – the device of the returned tensor. Default: None, **which causes the device of obj to be used**. Or, if obj is a Python sequence, the current defaul...
true
2,956,683,316
[export] Symint support (nonstrict, Dim.DYNAMIC)
angelayi
closed
[ "Merged", "ciflow/trunk", "module: dynamo", "ciflow/inductor", "release notes: export" ]
8
CONTRIBUTOR
Fixes https://github.com/pytorch/pytorch/issues/113682 only in the non-strict export case. Also we only support Dim.DYNAMIC/AUTO, not named-Dims cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @chenyang78 @kadeng @chauhang @amjames
true
2,956,661,905
[AOTI] Always use oss schema for ExternKernelNodes serialization
yiming0416
closed
[ "fb-exported", "Merged", "ciflow/trunk", "module: inductor", "ciflow/inductor", "release notes: export" ]
15
CONTRIBUTOR
Summary: Added a field `protocol` to `ExternKernelNodes` and all the lowering pass will always use the oss schema to serialize external kernel nodes from now on. Test Plan: CI Differential Revision: D72020444 cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng ...
true
2,956,661,873
[reland] Support torchbind in OSS proxy executor
yushangdi
closed
[ "fb-exported", "Merged", "ciflow/trunk", "module: inductor", "ciflow/inductor", "release notes: export", "ci-no-td" ]
4
CONTRIBUTOR
Summary: The original Diff D69500038 is reverted due to a false alarm on trunk health. Implement torchbind support in OSSProxyExecutor. Exactly the same as the implementation in FbProxyExecutor. D69693697 - fbProxyExecutor D69887230 - fbProxyExecutor but for torchbind method D70746626 - Support None output ...
true
2,956,639,063
Parallelize sort using libstdc++ parallel mode
annop-w
open
[ "module: cpu", "triaged", "open source", "topic: not user facing" ]
23
CONTRIBUTOR
Fixes #149977, #149979, #150094. Previously, #149505 used libstdc++ parallel mode by enabling `-D_GLIBCXX_PARALLEL`. However, mixing source files compiled with and without parallel mode can lead to undefined behavior (See https://gcc.gnu.org/onlinedocs/libstdc++/manual/parallel_mode_using.html) We switch to using th...
true
2,956,581,466
Smoke Test - disable pypi package validation for binaries that package cuda libs
atalman
closed
[ "Merged", "ciflow/binaries", "topic: not user facing" ]
3
CONTRIBUTOR
Smoke Test - disable pypi package validation for binaries that package cuda libs. These binaries do not install packages via pypi. Should Resolve this from `linux-binary-manywheel / manywheel-py3_11-cuda12_6-full-test / test`: ``` Traceback (most recent call last): File "/pytorch/.ci/pytorch/smoke_test/smoke_tes...
true
2,956,577,711
Pin cmake==3.31.6
pytorchbot
closed
[ "topic: not user facing" ]
1
COLLABORATOR
I'm not sure if this is the right think to do, but cmake 4.0.0 got released on pypi and our builds are failing with it Example: https://hud.pytorch.org/pytorch/pytorch/commit/aa70d62041c28fe35c416aa932b32ef0e4d5bc33#39555975425-box I guess we have to go change all the cmake_minimum_required to >=3.5? backward...
true
2,956,522,492
Update torch.compile issue template
eellison
closed
[ "Merged", "topic: not user facing" ]
3
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #150192 * #149947
true
2,956,505,021
LibTorch for Windows on Arm as Arm64EC variant?
1enn0
closed
[ "module: windows", "module: cpp", "triaged", "module: arm" ]
3
NONE
### 🐛 Describe the bug Hi, is there any plan to support building LibTorch for Windows on Arm as Arm64EC at some point in the future? I have tried building it locally but have given up. It seems many dependencies do not support it, either (e.g. `XNNPACK`, `cpuinfo`, ...). ### Versions `25309a17f0f293573f3e02f61b569...
true
2,956,414,829
auto_functionalize HOPs are cacheable, also we should check that we allow for manual overrides for cacheability
zou3519
open
[ "triaged", "compile-cache", "vllm-compile" ]
0
CONTRIBUTOR
https://github.com/vllm-project/vllm/blob/3b00ff91380044fa409612401309b9cb6a82685f/vllm/compilation/compiler_interface.py#L255-L262 cc @oulgen @jamesjwu @masnesral
true
2,956,389,005
Update CPUAllocator.cpp
AhmedZekoCodes
closed
[ "open source" ]
3
NONE
Fixes #ISSUE_NUMBER
true
2,956,320,082
[AOTI] Emit Triton kernels as comment
desertfire
closed
[ "Merged", "ciflow/trunk", "topic: not user facing", "module: inductor", "ciflow/inductor" ]
4
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #150188 Summary: Emit the corresponding Triton kernel code as comment in each call_triton_ wrapper function, for easier debugging. cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzh...
true
2,956,298,627
at::BlasBackend::Ck does not handle all ROCm BLAS gpus
trixirt
open
[ "high priority", "module: rocm", "triaged", "module: regression" ]
2
NONE
### 🐛 Describe the bug The ck backend depends on composable_kernel, the set of GPU's it is known to work for is https://github.com/ROCm/composable_kernel/blob/develop/CMakeLists.txt#L171 The generic blas backend depends on rocBLAS, the set of GPU's it is known to work for is https://github.com/ROCm/rocBLAS/blob/deve...
true
2,956,287,490
`MaskedTensor` 10x slower than `Tensor` compared with `nn.functional.softmax`
famura
open
[ "module: performance", "triaged", "module: masked operators" ]
1
NONE
## Context I was reading the docs on the new `MasedTensor` feature and wanted to get some insight if it might be useful in our transformer-based model. Thus, I started with pushing a demo input though the `softmax` function: once with a mask where certain values are set to `-inf` (typical for the attention mask in tra...
true
2,956,141,490
Pin cmake to 3.31.2 for windows conda install
atalman
closed
[ "Merged", "ciflow/binaries", "topic: not user facing" ]
5
CONTRIBUTOR
Trying to fix nightly failures Cmake 4.0 update https://pypi.org/project/cmake/4.0.0/ broke nightly builds You can see it here: https://hud.pytorch.org/hud/pytorch/pytorch/main/1?per_page=50&name_filter=cuda11_8-build and here: https://hud.pytorch.org/hud/pytorch/pytorch/nightly/1?per_page=50&name_filter= This fix...
true
2,956,073,437
Backed size oblivious not working as expected
laithsakka
closed
[ "triaged", "module: dynamic shapes" ]
2
CONTRIBUTOR
``` with torch.fx.experimental._config.patch(backed_size_oblivious=True): @torch.compile(dynamic=True, fullgraph=True) def func3(a, b): if guard_size_oblivious(a.size()[0]==1): return b*10 else: return b*20 ...
true
2,956,019,392
`differentiable` leads an in-place error in `torch.optim.Adam()` and `torch.optim.AdamW()`
ILCSFNO
closed
[ "module: optimizer", "triaged" ]
2
CONTRIBUTOR
### 🐛 Describe the bug The docs of [torch.optim.Adam()](https://pytorch.org/docs/stable/generated/torch.optim.Adam.html#torch.optim.Adam) and [torch.optim.AdamW()](https://pytorch.org/docs/stable/generated/torch.optim.AdamW.html#torch.optim.AdamW) show their shared description as below: For `torch.optim.Adam()`: ht...
true
2,955,950,023
New Sampler: DistributedWeightedRandomSampler
dani-capellan
open
[ "triaged", "open source", "release notes: dataloader" ]
5
NONE
### Summary This PR introduces `DistributedWeightedRandomSampler`, which combines the functionality of `WeightedRandomSampler `and `DistributedSampler`. This sampler enables weighted sampling across multiple distributed processes, ensuring each process receives a balanced subset of the weighted samples. ### Motivat...
true
2,955,943,691
`out` argument should in `no_grad` mode
ILCSFNO
closed
[ "module: docs", "triaged", "actionable", "module: python frontend" ]
6
CONTRIBUTOR
### 📚 The doc issue Seen from #146676, below issue also needs attention on `out` argument. This issue is found while testing `torch.add()` together with `torch.full()`, but funcs mentioned in #146676 also remain fixed the issue below. The docs of `torch.full()`, `torch.add()`, `torch.sub()`, `torch.mul()` and `torc...
true
2,955,901,556
[ROCm][Windows] Fix torchvision build with ROCm 6.4 on windows
tvukovic-amd
closed
[ "module: rocm", "open source", "Merged", "ciflow/trunk", "topic: not user facing" ]
6
CONTRIBUTOR
Since with HIP SDK 6.4 hipcc files and calls and restructured, the case for calling hipcc.exe is added in case of building torchvision with HIP SDK 6.4 on Windows cc @jeffdaily @sunway513 @jithunnair-amd @pruthvistony @ROCmSupport @dllehr-amd @jataylo @hongxiayang @naromero77amd
true
2,955,887,800
Argument `pin_memory` works when cuda device in func `torch.empty_strided()`
ILCSFNO
closed
[ "module: docs", "triaged", "module: python frontend" ]
2
CONTRIBUTOR
### 🐛 Describe the bug The docs of [torch.empty_strided()](https://pytorch.org/docs/stable/generated/torch.empty_strided.html#torch-empty-strided) shows its description as below: https://github.com/pytorch/pytorch/blob/d4da0e955e5a29942d631cddaf0fb7805bb27231/torch/_torch_docs.py#L12085 where pin_memory is defined ...
true
2,955,876,272
support guard or false/true in user code and add tests
laithsakka
closed
[ "Merged", "ciflow/trunk", "topic: not user facing", "module: dynamo", "ciflow/inductor" ]
6
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * #150231 * __->__ #150178 cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @chenyang78 @kadeng @chauhang @amjames
true
2,955,825,356
Aborted (core dumped)
Cookiee235
closed
[ "needs reproduction", "module: crash", "module: cpu", "module: error checking", "triaged", "module: linear algebra" ]
6
CONTRIBUTOR
### 🐛 Describe the bug ```python import torch class DeterministicModel(torch.nn.Module): def __init__(self): super().__init__() self.linear = torch.nn.Linear(2, 2, bias=False) with torch.no_grad(): self.linear.weight.copy_(torch.eye(2)) def forward(self, x): bloc...
true
2,955,720,716
Optimize SVE embedding performance
annop-w
closed
[ "caffe2", "triaged", "open source", "module: arm", "Merged", "ciflow/trunk", "release notes: python_frontend", "topic: performance", "skip-pr-sanity-checks" ]
23
CONTRIBUTOR
Change loop unrolling strategy. Previously, the script only unrolls the inner loop over block_size when block size is multiple of vector length. This version instead unrolls the outer loop which reduces the number of load/store for accumulation into the output array and improves performance for cases when block size is...
true
2,955,648,923
Nightly Errors - 2025-03-28 - Windows
ozanMSFT
closed
[ "module: windows" ]
1
COLLABORATOR
### 🐛 Describe the bug Windows wheels are failing for `2025-03-28`: https://github.com/pytorch/pytorch/actions/runs/14124155298/job/39569597736 --- Error: ```cmake CMake Error at third_party/protobuf/cmake/CMakeLists.txt:2 (cmake_minimum_required): Compatibility with CMake < 3.5 has been removed from CMake. ...
true
2,955,567,782
GCC14 internal compiler error on aarch64-linux
prusnak
closed
[ "module: build", "triaged", "module: arm" ]
5
NONE
### 🐛 Describe the bug when trying to compile torch-2.6.0 on aarch64-linux: ``` [2289/5466] Building CXX object caffe2/CMakeFiles/torch_cpu.dir/__/aten/src/ATen/native/cpu/Activation.cpp.DEFAULT.cpp.oLT.cpp.o FAILED: caffe2/CMakeFiles/torch_cpu.dir/__/aten/src/ATen/native/cpu/Activation.cpp.DEFAULT.cpp.o /nix/store...
true
2,955,556,732
DISABLED test_foreach_copy_with_multi_dtypes__foreach_copy_cuda_float16 (__main__.TestForeachCUDA)
pytorch-bot[bot]
open
[ "triaged", "module: flaky-tests", "skipped", "module: mta" ]
6
NONE
Platforms: linux, slow This test was disabled because it is failing in CI. See [recent examples](https://hud.pytorch.org/flakytest?name=test_foreach_copy_with_multi_dtypes__foreach_copy_cuda_float16&suite=TestForeachCUDA&limit=100) and the most recent trunk [workflow logs](https://github.com/pytorch/pytorch/runs/395...
true
2,955,456,868
Relax njt x njt to dense matmul reduction checks
JCBrouwer
open
[ "triaged", "open source", "module: nestedtensor" ]
3
NONE
Attempts to address [this comment](https://github.com/pytorch/pytorch/issues/145158#issuecomment-2712038919) from @jbschlosser. The new forward matmul tests I added are passing except for the 'noncontig_holes' examples which are failing because they are not raising the expected torch._dynamo.exc.BackendCompilerFaile...
true
2,955,438,849
Add plot for `torch.nn.Threshold` and `torch.nn.GLU`
zeshengzong
closed
[ "triaged", "open source", "Merged", "ciflow/trunk", "topic: not user facing" ]
7
CONTRIBUTOR
Fixes #150170 ## Changes - Add plot for `torch.nn.Threshold` and `torch.nn.GLU` - Add example output make them easier get result by users ## Test Result ![image](https://github.com/user-attachments/assets/f6c5bc46-f9b7-4db7-9797-e08d8423d1b3) ![image](https://github.com/user-attachments/assets/ad4e6c84-...
true
2,955,377,464
`torch.nn.Threshold` and `torch.nn.GLU` missing plot
zeshengzong
closed
[ "module: docs", "module: nn", "triaged" ]
0
CONTRIBUTOR
### 📚 The doc issue [torch.nn.Threshold](https://pytorch.org/docs/stable/generated/torch.nn.Threshold.html#torch.nn.Threshold) and [torch.nn.GLU](https://pytorch.org/docs/stable/generated/torch.nn.GLU.html#torch.nn.GLU) not have plot in docs like other activate method. ### ReLU has plot ![Image](https://github.com/...
true
2,955,370,420
Fix CMake 4 version check
cyyever
closed
[ "triaged", "open source", "ciflow/trunk", "topic: not user facing" ]
6
COLLABORATOR
Add CMAKE_POLICY_VERSION_MINIMUM to avoid CMake 4 error.
true
2,955,278,775
[ROCm] PyTorch slow on TTS
winstonma
open
[ "module: rocm", "triaged" ]
16
NONE
### 🐛 Describe the bug I installed [Kokoro TTS](https://github.com/hexgrad/kokoro) and PyTorch onto my machine, running AMD 6800U with Radeon 680M. ```bash # Installed PyTorch ROCm already # Install Kokoro pip install -q kokoro>=0.9.2 soundfile apt-get -qq -y install espeak-ng > /dev/null 2>&1 # Run create a sampl...
true
2,955,195,452
PyTorch cmake configuration fails with CMake 4.0.0
WangYutao1995
closed
[ "module: build", "triaged" ]
5
NONE
### 🐛 Describe the bug **Error message** ``` -- Found SYCL: (found version "20250200") -- Building using own protobuf under third_party per request. -- Use custom protobuf build. CMake Error at third_party/protobuf/cmake/CMakeLists.txt:2 (cmake_minimum_required): Compatibility with CMake < 3.5 has been removed ...
true
2,955,151,835
refresh expected results again racing changes landing while test is unstable
laithsakka
open
[ "ciflow/trunk", "topic: not user facing", "module: dynamo", "ciflow/inductor" ]
7
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #150166 The test went unstable and now I am playing a race to make it back stable ! diffs that are published while the test was unstable are landing, with out changing expected results. <img width="512" alt="Screenshot 2025-03-27 ...
true
2,955,138,481
Inconsistency inference results between eager and inductor compiler.
Cookiee235
closed
[ "high priority", "triaged", "module: correctness (silent)", "oncall: pt2", "module: inductor", "oncall: cpu inductor" ]
1
CONTRIBUTOR
### 🐛 Describe the bug ```python import torch class Model(torch.nn.Module): def __init__(self): super().__init__() def forward(self, x): x = torch.nn.functional.interpolate(x, size=(64, 64), mode='bilinear', align_corners=True) x = torch.inverse(x) return x model = Model() i...
true
2,955,120,494
[WIP][dynamic shapes] rewrite should_swap with guard_or_false
pianpwk
open
[ "release notes: export" ]
1
CONTRIBUTOR
Fixes #ISSUE_NUMBER
true
2,955,077,155
[AOTInductor] Add function for users to extract constants in container
muchulee8
closed
[ "fb-exported", "Merged", "ciflow/trunk", "topic: not user facing", "module: inductor", "ciflow/inductor" ]
4
CONTRIBUTOR
Summary: Add extract_constant_map that allows users to inspect the constants being used by AOTInductor Test Plan: `python test/inductor/test_aot_inductor.py -k extract_constants_map` `LD_LIBRARY_PATH=/data/users/$USER/pytorch/build/lib /data/users/$USER/pytorch/build/bin/test_aoti_inference` Differential Revision: D...
true
2,955,062,644
[c10d] Add `_allgather_base` , `reduce_scatter` , and `_reduce_scatter_base` into ProcessGroupMPI to enable FSDP with MPI backend
nariaki3551
closed
[ "oncall: distributed", "triaged", "open source", "Merged", "ciflow/trunk", "release notes: distributed (c10d)" ]
15
CONTRIBUTOR
This PR implements _allgather_base, reduce_scatter, and _reduce_scatter_base in the MPI backend (ProcessGroupMPI), enabling support for Fully Sharded Data Parallel (FSDP) in environments that use MPI for distributed communication. ### Context As noted in https://github.com/pytorch/pytorch/issues/85628, FSDP curre...
true
2,954,935,218
DISABLED test_foreach_copy_with_multi_dtypes__foreach_copy_cuda_complex64 (__main__.TestForeachCUDA)
pytorch-bot[bot]
open
[ "triaged", "module: flaky-tests", "skipped", "module: mta" ]
9
NONE
Platforms: linux, slow This test was disabled because it is failing in CI. See [recent examples](https://hud.pytorch.org/flakytest?name=test_foreach_copy_with_multi_dtypes__foreach_copy_cuda_complex64&suite=TestForeachCUDA&limit=100) and the most recent trunk [workflow logs](https://github.com/pytorch/pytorch/runs/395...
true
2,954,933,939
[Release/2.7] Update torch-xpu-ops commit pin
xytintel
closed
[ "open source", "topic: not user facing", "ciflow/xpu", "release notes: xpu" ]
3
CONTRIBUTOR
Update the torch-xpu-ops commit to [9ff76ec6e8038afd6f4e4ecb929ee9f4aad9f233](https://github.com/intel/torch-xpu-ops/commit/9ff76ec6e8038afd6f4e4ecb929ee9f4aad9f233), includes: - Bugfix of performance issue relating to GRF configuration.
true
2,954,928,562
build 2.0.1 failed
wanggei
closed
[]
2
NONE
### 🐛 Describe the bug General: -- CMake version : 3.29.0 -- CMake command : /usr/local/bin/cmake -- System : Linux -- C++ compiler : /usr/bin/c++ -- C++ compiler id : GNU -- C++ compiler version : 14.2.0 -- Using ccache if found : ON -- Found ccache ...
true
2,954,925,467
Pin cmake==3.31.6
clee2000
closed
[ "Merged", "ciflow/trunk", "topic: not user facing" ]
11
CONTRIBUTOR
I'm not sure if this is the right think to do, but cmake 4.0.0 got released on pypi and our builds are failing with it Example: https://hud.pytorch.org/pytorch/pytorch/commit/aa70d62041c28fe35c416aa932b32ef0e4d5bc33#39555975425-box I guess we have to go change all the cmake_minimum_required to >=3.5? backward...
true
2,954,922,755
[MPS] Fix dot/mm for conj_tensors
malfet
closed
[ "Merged", "topic: bug fixes", "release notes: mps", "ciflow/mps" ]
7
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #150157 - Distinguish between conjugated/non_conjugated inputs by appending conjugation to the operator key - For matmul or dot, add `conjugateWithTensor:name:` calls before running the op - Enable testing for conjugated ops by p...
true
2,954,916,290
Fix docs format error in `torch.nn`
zeshengzong
closed
[ "open source", "Merged", "ciflow/trunk", "release notes: nn", "topic: bug fixes", "topic: docs" ]
7
CONTRIBUTOR
Fixes #150152 Fix format error in [torch.nn.CosineSimilarity](https://pytorch.org/docs/stable/generated/torch.nn.CosineSimilarity.html#torch.nn.CosineSimilarity), [torch.nn.KLDivLoss](https://pytorch.org/docs/stable/generated/torch.nn.KLDivLoss.html#torch.nn.KLDivLoss) and other pages. ## Test Result ### Befor...
true
2,954,908,533
Performance regression in aten::mm on gfx1100 (7900 XTX) with PyTorch 2.7
timpalpant
closed
[ "high priority", "triage review", "needs reproduction", "module: performance", "module: rocm" ]
1
NONE
### 🐛 Describe the bug With PyTorch 2.7 I observed a ~40% performance regression in my training loop on AMD RX 7900 XTX (gfx1100). Profiling suggested `aten::mm` and `aten::bmm`. I believe it may be due to enabling `hipblaslt` for this card in https://github.com/pytorch/pytorch/commit/da578495cac53708db456114f011cb5b...
true
2,954,869,445
xpu: update filter out of dg2 AOT target
pytorchbot
open
[ "open source" ]
1
COLLABORATOR
torch-xpu-ops has updated list of AOT targets to use and used `dg2` instead of `dg2-g10`. This requires an update in cpp_extension.py which currently filters out `dg2-` prefixed AOT targets. CC: @gujinghui @EikanWang @fengyuan14 @guangyey @jgong5
true
2,954,849,410
enable out variant of 2-shot reduction
ngimel
closed
[ "oncall: distributed", "Merged", "Reverted", "ciflow/trunk", "release notes: distributed (c10d)", "ci-no-td" ]
12
COLLABORATOR
Per title, this version uses symm mem input both as input source and as a work buffer, so input is modified after the end (similar to what fbgemm car reduction does). It is intended to be wrapped in an op that would first copy the real inputs to symm mem buffers that wouldn't be exposed. cc @H-Huang @awgu @kwen2501...
true
2,954,834,023
Format error in `torch.nn` pages
zeshengzong
closed
[ "module: docs", "triaged", "actionable", "module: python frontend" ]
0
CONTRIBUTOR
### 📚 The doc issue Page render error of `Input2`, `Example` section of [torch.nn.CosineSimilarity](https://pytorch.org/docs/stable/generated/torch.nn.CosineSimilarity.html#torch.nn.CosineSimilarity) and [torch.nn.KLDivLoss](https://pytorch.org/docs/stable/generated/torch.nn.KLDivLoss.html#torch.nn.KLDivLoss) ### to...
true
2,954,831,357
Ensure cuda_dlink_post_cflags are quoted as well
saagarjha
closed
[ "triaged", "open source", "Merged", "ciflow/trunk", "topic: not user facing" ]
11
CONTRIBUTOR
null
true
2,954,823,351
Add RECORD_FUNCTION for AOTI
shiyang-weng
closed
[ "triaged", "open source", "Merged", "ciflow/trunk", "topic: not user facing", "module: inductor" ]
9
CONTRIBUTOR
Only add RECORD_FUNCTION for shim_fn now. Next step need to add RECORD_FUNCTION for all the aoti_torch_* functions. Fixes https://github.com/pytorch/pytorch/issues/148650 Some code gen by aoti ```c++ AtenTensorHandle buf1_handle; AtenTensorHandle buf2_handle; AtenTensorHandle buf3_handle; At...
true
2,954,750,019
Build fails with cmake 4.0.0
saagarjha
closed
[ "high priority", "triage review", "module: build", "module: third_party" ]
2
CONTRIBUTOR
### 🐛 Describe the bug I did a fresh build of PyTorch this morning, then later this afternoon. Surprisingly, the second one failed. After debugging it seems like the issue is that cmake just released version 4.0.0, which breaks the build for PyTorch: ``` CMake Warning at cmake/public/cuda.cmake:140 (message): Fail...
true
2,954,694,894
[dynamic shapes] C++ bindings for guard_or_false/true
pianpwk
closed
[ "Merged", "ciflow/trunk", "release notes: fx", "fx", "ciflow/inductor" ]
6
CONTRIBUTOR
C++ version. Would like to add it in one place to prove it works, but couldn't find one that doesn't expose a chain of data-dependent changes... so just gonna put up the base implementation cc @ezyang @SherlockNoMad @EikanWang @jgong5 @wenzhe-nrv
true
2,954,670,701
if blaslt fails, fall back to blas
jeffdaily
closed
[ "open source", "Merged", "Reverted", "ciflow/trunk", "topic: not user facing", "ciflow/rocm", "ci-no-td" ]
22
COLLABORATOR
Fixes #150016. This is implemented for both cublaslt and hipblaslt. gemm_and_bias on failure will fall back to unfused path. lt gemm on failure falls back to gemm even if gemm preference is set to lt.
true
2,954,662,367
[DTensor] part 2 - fix strided sharding for uneven padding
wconstab
closed
[ "oncall: distributed", "release notes: distributed (fsdp)", "ciflow/inductor" ]
2
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * #150393 * __->__ #150146 * #148894 this builds on the previous PR and corrects the full_tensor reconstruction to account for padding in the case of strided sharding with uneven tensor shape and padding. Example: (copied from _StridedShard....
true
2,954,650,602
Dont exclude constant_pad_nd in prologue fusion
pytorchbot
closed
[ "open source", "module: inductor", "ciflow/inductor" ]
1
COLLABORATOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #149947 Originally, I excluded constant_pad_nd from fusing to be conservative on compilation time. But, on benchmarking, you do occasionally get speedups by fusing it. Also includes a fix for making single, contiguous dep for prologu...
true
2,954,597,897
infer dynamic shapes through additional inputs
avikchaudhuri
closed
[ "fb-exported", "Merged", "ciflow/trunk", "release notes: export" ]
9
CONTRIBUTOR
Summary: Instead of explicitly specifying dynamic shapes, it is possible to infer them from additional example inputs. Together with the example inputs provided to export, we can basically make any varying dim dynamic and keep any fixed dim static. This should be useful for prod scenarios that have access to tests and/...
true
2,954,593,426
cpp_wrapper: Miscellaneous fixups
benjaminglass1
closed
[ "open source", "Merged", "ciflow/trunk", "topic: not user facing", "module: inductor", "ciflow/inductor" ]
5
COLLABORATOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * #148773 * #144293 * __->__ #150143 1. Revisit preprocessing code in cpp_bulider.py, removing a hack that channels it through stdout. 2. Fix ops that return None. cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @z...
true
2,954,592,031
[ROCm][TunableOp] Stricter unit tests for online and offline tuning
naromero77amd
closed
[ "module: rocm", "open source", "Merged", "ciflow/trunk", "release notes: linalg_frontend", "topic: not user facing" ]
16
COLLABORATOR
Improvements to unit tests and warnings for unsupported cases in offline tuning. Here are more details: - Previously we only compared the OpSig for the untuned vs. tuned entries. This was not strict enough so we now compare OpSig+ParamSig. - The main offline and online UTs are now stricter to make sure we exercise th...
true
2,954,472,653
DISABLED test_foreach_copy_with_multi_dtypes__foreach_copy_cuda_complex128 (__main__.TestForeachCUDA)
pytorch-bot[bot]
open
[ "triaged", "module: flaky-tests", "skipped", "module: mta" ]
8
NONE
Platforms: linux, slow This test was disabled because it is failing in CI. See [recent examples](https://hud.pytorch.org/flakytest?name=test_foreach_copy_with_multi_dtypes__foreach_copy_cuda_complex128&suite=TestForeachCUDA&limit=100) and the most recent trunk [workflow logs](https://github.com/pytorch/pytorch/runs/39...
true
2,954,469,025
FSDP2 issue with mp_policy, checkpoint() and float input
mori360
open
[ "oncall: distributed", "triaged", "module: fsdp" ]
0
CONTRIBUTOR
### 🐛 Describe the bug https://github.com/pytorch/pytorch/pull/150139 This bug happens at when using FSDP2 setting mp_policy, with checkpoint(model, input) and input to be float input. Here are the finding of root cause FSDP1: - _root_pre_forward - _cast_forward_inputs(state.mixed_precision.param_dtype) - _pr...
true
2,954,453,368
[issue][do not land] Add unit test to show composability issue between mp_policy and checkpoint()
mori360
open
[ "oncall: distributed", "topic: not user facing" ]
1
CONTRIBUTOR
cc @H-Huang @awgu @kwen2501 @wanchaol @fegin @fduwjj @wz337 @wconstab @d4l3k @c-p-i-o
true
2,954,412,309
[CI] Remove the xpu env source for linux binary validate
chuanqi129
closed
[ "open source", "Merged", "ciflow/binaries", "topic: not user facing" ]
6
COLLABORATOR
Due to we have enabled the xpu runtime pypi packages as dependencies directly
true
2,954,402,711
Ignore meta ops in inductor
eellison
closed
[ "Merged", "ciflow/trunk", "topic: not user facing", "module: inductor", "ciflow/inductor" ]
3
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #150137 Fix for https://github.com/pytorch/pytorch/issues/144607 cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @ipiszy @chenyang78 @kadeng @muchulee8 @amja...
true
2,954,401,930
Ignore meta ops in inductor
eellison
closed
[ "module: inductor", "ciflow/inductor" ]
2
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * (to be filled) cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @ipiszy @chenyang78 @kadeng @muchulee8 @amjames @chauhang @aakhundov
true
2,954,384,434
[TEST - st]
muchulee8
closed
[ "fb-exported", "module: inductor", "ciflow/inductor" ]
4
CONTRIBUTOR
Differential Revision: D72000844 cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @ipiszy @chenyang78 @kadeng @amjames @chauhang @aakhundov
true
2,954,367,623
Documentation build errors caused by unsupported section titles
dscamiss
closed
[]
1
CONTRIBUTOR
### 📚 The doc issue The docstring for `torch.nn.attention.flex_attention.BlockMask` has `numpy` style sections with unsupported titles "Basics" and "Details". This causes documentation build errors, for example `make html` gives ```bash reading sources... [100%] torch.compiler_get_started .. xpu /home/dscamiss/pyt...
true
2,954,348,585
[fr] Added protection against missing stack frames in fr cont.
VieEeEw
closed
[ "fb-exported", "Merged", "ciflow/trunk", "topic: not user facing" ]
6
CONTRIBUTOR
Summary: Previously we had D70358287, which didn't fully resolved the issue. Test Plan: # FR `buck2 run @//mode/opt //caffe2/fb/flight_recorder:fr_trace -- --mast_job_id f710320638-TrainingApplication --mast_job_version 0 --mast_job_attempt 0 --bucket tlcm_log_blob --world_size 128 --dump_file_name_offset 0 --allow-in...
true