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2,896,185,986
[FSDP2] CPU Offload Doest Not Work with `torch.nn.utils.clip_grad_norm`
leonardo0lyj
open
[ "oncall: distributed", "triaged" ]
5
NONE
### 🐛 Describe the bug Hey Andrew @awgu , as a big fan of FSDP2 and DTensor, I find an potential issue with CPU Offload x clip grad norm 😄 *Demand* - `fully_shard(offload_policy=CPUOffloadPolicy())` - `torch.nn.utils.clip_grad_norm_(model.parameters())` *Result* - RuntimeError, DTensor grad clip tries to do allr...
true
2,896,135,507
[WIP] Initial implementation of Grouped Gemm API
ngimel
closed
[ "Merged", "Reverted", "ciflow/trunk", "release notes: cuda", "ci-no-td", "ciflow/rocm-mi300" ]
15
COLLABORATOR
This PR provides initial cutlass implementation of grouped gemm api as described in this [document](https://docs.google.com/document/d/1985La6wUUVH1AGBkNhaGKUXzx-9ybtbUp567-vYVOM4/edit?tab=t.0#heading=h.g8lzbjnyzzx9). Any combination of 2d and 3d inputs is supported, with 2d input being jagged, and the offsets of the j...
true
2,896,117,881
refactor delayed compile to use code context
bobrenjc93
closed
[ "Merged", "ciflow/trunk", "topic: not user facing", "module: dynamo", "ciflow/inductor" ]
5
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #148530 * #148509 cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @chenyang78 @kadeng @chauhang @amjames
true
2,896,093,958
Fix clang-tidy bugprone* warnings
cyyever
open
[ "oncall: distributed", "module: cpu", "triaged", "open source", "release notes: quantization", "topic: not user facing", "module: dynamo", "ciflow/inductor", "module: compiled autograd" ]
3
COLLABORATOR
Fixes #ISSUE_NUMBER cc @H-Huang @awgu @kwen2501 @wanchaol @fegin @fduwjj @wz337 @wconstab @d4l3k @c-p-i-o @jgong5 @mingfeima @XiaobingSuper @sanchitintel @ashokei @jingxu10 @voznesenskym @penguinwu @EikanWang @Guobing-Chen @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @chenyang78 @kadeng @chauhang @amjames @xmfan
true
2,896,083,375
macos15 M4 can not install torch-2.6.0-cp310-none-macosx_11_0_arm64.whl
jasperchen01
closed
[ "module: binaries", "triaged", "module: macos" ]
2
NONE
pip install torch-2.6.0-cp310-none-macosx_11_0_arm64.whl. ERROR: torch-2.5.1-cp310-none-macosx_11_0_arm64.whl is not a supported wheel on this platform. I also tried torch-2.6.0-cp312-none-macosx_11_0_arm64.whl, torch-2.6.0-cp313-none-macosx_11_0_arm64.whl. They all have the same issue. cc @seemethere @malfet @osalp...
true
2,896,081,565
[FlexAttention] Error using create_block_mask with mask head number greater than 1
ChenlongDeng
closed
[ "triaged", "oncall: pt2", "module: higher order operators", "module: pt2-dispatcher", "module: flex attention" ]
2
NONE
### 🐛 Describe the bug I have encountered an error when using the flex_attention function in combination with a block mask. Specifically, the error occurs when the mask `created by create_block_mask` is configured with a head number greater than 1. If the mask head number is set to 1, the code runs without any issue...
true
2,896,066,943
Implement gradient for the `residuals` of `torch.linalg.lstsq`
Bichidian
closed
[ "triaged", "open source", "Merged", "ciflow/trunk", "release notes: linalg_frontend" ]
9
CONTRIBUTOR
Fixes #147543. I have written some tests in python using `gradcheck`. Please advise where I should put these tests.
true
2,896,051,092
DISABLED test_sdpa_rewriter_11_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_11_cuda&suite=SDPAPatternRewriterCudaTests&limit=100) and the most recent trunk [workflow logs](https://github.com/pytorch/pytorch/runs/38207753776). Over the past 3 hour...
true
2,896,051,007
DISABLED test_graph_break_before___enter__ (__main__.ContextlibContextManagerTests)
pytorch-bot[bot]
closed
[ "triaged", "module: flaky-tests", "skipped", "oncall: pt2", "module: dynamo" ]
2
NONE
Platforms: linux, rocm This test was disabled because it is failing in CI. See [recent examples](https://hud.pytorch.org/flakytest?name=test_graph_break_before___enter__&suite=ContextlibContextManagerTests&limit=100) and the most recent trunk [workflow logs](https://github.com/pytorch/pytorch/runs/38205104098). Over ...
true
2,896,050,969
DISABLED test_globals_change_in_other_file (__main__.ContextlibContextManagerTests)
pytorch-bot[bot]
open
[ "module: rocm", "triaged", "module: flaky-tests", "skipped", "oncall: pt2", "module: dynamo" ]
1
NONE
Platforms: rocm This test was disabled because it is failing in CI. See [recent examples](https://hud.pytorch.org/flakytest?name=test_globals_change_in_other_file&suite=ContextlibContextManagerTests&limit=100) and the most recent trunk [workflow logs](https://github.com/pytorch/pytorch/runs/38207230837). Over the pas...
true
2,895,959,706
[Intel GPU][pt2e] Enable quantized grouped convolution at XPU
ZhiweiYan-96
closed
[ "module: cpu", "open source", "Merged", "ciflow/trunk", "topic: not user facing", "module: inductor", "ciflow/inductor", "ciflow/xpu" ]
3
COLLABORATOR
# Motivation&Details This PR fix a bug that blocked quantized group convolution before. The bug is caused by that, grouped convolution requires setting weight scale mask on both group dimension and output channel dimension. This PR fixs the wrong mask in integration and add grouped conv in UT. # UT ` python test/i...
true
2,895,957,057
[cutlass backend] Forward fix for less aligned gemm shapes
henrylhtsang
closed
[ "fb-exported", "Merged", "Reverted", "ciflow/trunk", "topic: not user facing", "module: inductor", "ciflow/inductor", "ci-no-td" ]
14
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #148521 Differential Revision: [D70600093](https://our.internmc.facebook.com/intern/diff/D70600093/) 1. Check if config name filtering still works. Tested, it works 2. do we get C++ compile error Yes, potentially we need to f...
true
2,895,878,898
Add missing header for Windows dynamo builds
cyyever
closed
[ "open source", "topic: not user facing", "module: dynamo", "ciflow/inductor", "module: compiled autograd" ]
2
COLLABORATOR
Fixes #148317 cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @chenyang78 @kadeng @chauhang @amjames @xmfan
true
2,895,857,449
reshape is decomposed to view setting allow_copy=False making it fail in some case!
laithsakka
open
[ "triaged", "module: dynamic shapes", "data dependent error" ]
6
CONTRIBUTOR
I have a reshape, and its being decomposed to ``` @register_decomposition(aten.view.default) def view(a: TensorLikeType, *shape: ShapeType) -> TensorLikeType: return _reshape_view_helper(a, *shape, allow_copy=False) ``` but this call fail because we pass allow_copy = False however it would succeed if we pass allow...
true
2,895,850,306
Preview (Nightly) version cuda12.8 cannot find torchaudio file
xrfbb
open
[ "module: build", "module: cuda", "triaged" ]
1
NONE
### 🐛 Describe the bug Preview (Nightly) version cuda12.8 cannot find torchaudio file ### Versions Preview (Nightly) version cuda12.8 cannot find torchaudio file cc @malfet @seemethere @ptrblck @msaroufim @eqy
true
2,895,834,920
[PT2] Port use_triton_dot_compress to PT2 pre_grad passes
huxintong
closed
[ "fb-exported", "Merged", "ciflow/trunk", "topic: not user facing", "module: inductor", "ciflow/inductor" ]
7
CONTRIBUTOR
Summary: add use_triton_dot_compress in pre_grad Test Plan: ``` scripts/aetk/aetk -L %run ~/fbsource/fbcode/caffe2/test/inductor/fb/test_customized_triton_kernel_passes.py ``` Reviewed By: frank-wei Differential Revision: D68909838 cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhu...
true
2,895,833,919
[ca][aot] mark activations as maybe dynamic
xmfan
closed
[ "topic: not user facing", "ciflow/inductor" ]
1
MEMBER
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * #149367 * __->__ #148516 * #149642 * #149641 * #149229 CA will lift all the activations as graph inputs. Outside of CA, I don't think these marked activation tensors are ever visible as inputs to torch.compile
true
2,895,815,372
DISABLED test_set_stance_eager_then_compile (__main__.DecoratorTests)
pytorch-bot[bot]
open
[ "triaged", "module: flaky-tests", "skipped", "oncall: pt2", "module: dynamo" ]
2
NONE
Platforms: linux, mac, macos This test was disabled because it is failing in CI. See [recent examples](https://hud.pytorch.org/flakytest?name=test_set_stance_eager_then_compile&suite=DecoratorTests&limit=100) and the most recent trunk [workflow logs](https://github.com/pytorch/pytorch/runs/38194939340). Over the past...
true
2,895,815,322
DISABLED test_freevars_as_inputs_to_wrap_dynamic_shapes (__main__.DynamicShapesHigherOrderOpTests)
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_freevars_as_inputs_to_wrap_dynamic_shapes&suite=DynamicShapesHigherOrderOpTests&limit=100) and the most recent trunk [workflow logs](https://github.com/pyto...
true
2,895,776,883
Add sparsity
drisspg
closed
[ "Merged", "topic: not user facing" ]
8
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #148513
true
2,895,765,793
[MPS] Fix unary_kernel_strided logic
malfet
closed
[ "Merged", "topic: bug fixes", "release notes: mps", "ciflow/mps" ]
3
CONTRIBUTOR
Fixes bug introduced by https://github.com/pytorch/pytorch/pull/148350 Before this change ``` % python3 -c "import torch; x, y = torch.arange(128.0, device='mps').reshape(2, 8, 8).unbind(0); print(torch.sqrt(x[::2, ::2], out=y[::2, ::2]))" tensor([[ 0.0000, 1.4142, 2.0000, 2.4495], [ 80.0000, 82.00...
true
2,895,756,919
[MAIA] [Autocast] Enable autocast on MAIA device
wschin
closed
[ "triaged", "open source", "module: amp (automated mixed precision)", "Merged", "ciflow/trunk", "topic: not user facing" ]
4
COLLABORATOR
Fixes #148510. cc @mcarilli @ptrblck @leslie-fang-intel @jgong5
true
2,895,755,466
[MAIA][Autocast] torch.autocast doesn't work on MAIA device
wschin
closed
[ "triaged", "module: amp (automated mixed precision)" ]
2
COLLABORATOR
In our internal codebase, the following code fails because MAIA device does not have autocast support. ```py emb = torch.rand(1, 6 ,64) with torch.autocast(device_type="maia"): cos = emb.cos() ``` We plan to fix this by adding `AutocastMAIA` dispatch key and updating autocast.h/cpp to include fall-through and defa...
true
2,895,746,463
Add aot_eager_then_compile stance
bobrenjc93
closed
[ "Merged", "ciflow/trunk", "topic: not user facing", "module: dynamo", "ciflow/inductor" ]
8
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * #148530 * __->__ #148509 Sometimes `eager_then_compile` stance isn't enough since some models are so close to the memory limit that going to eager will OOM since we don't get the memory reductions from activation checkpointing. This PR intr...
true
2,895,732,915
Record how many parameters we're parsing within dynamo
c00w
closed
[ "Merged", "ciflow/trunk", "topic: not user facing", "module: dynamo", "ciflow/inductor" ]
9
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #148508 This allows us to track how many paramaters we have in compilations. cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @chenyang78 @kadeng @chauhang @am...
true
2,895,729,524
[export] Fix AttrProxy slicing
angelayi
closed
[ "Merged", "ciflow/trunk", "release notes: fx", "fx", "ciflow/inductor" ]
3
CONTRIBUTOR
Fixes https://fb.workplace.com/groups/1028545332188949/permalink/1159599265750221/ cc @ezyang @SherlockNoMad @EikanWang @jgong5 @wenzhe-nrv
true
2,895,717,514
Support basic TorchBind in aot_compile and aoti_compile_and_package
yushangdi
closed
[ "fb-exported", "Merged", "ciflow/trunk", "module: inductor", "ciflow/inductor", "release notes: export" ]
19
CONTRIBUTOR
Summary: **Codegen** - Skip some codegen parts for torchbind (such as arg decleration) because they are loaded in proxy executor, so we do not need to declare torchbind args in cpp code - Added a helper method to get the schema of CallTorchBind HOP. The returned schema is only the schema of `obj.method()`. **Seriali...
true
2,895,696,311
Change constexpr annotation to specific initialization (test: triton_kernel_constants)
FindHao
closed
[ "topic: not user facing", "module: inductor", "ciflow/inductor" ]
2
MEMBER
This pull request includes changes to the `test/inductor/test_triton_kernels.py` file to update the usage of `tl.constexpr` annotations in accordance with recent changes in Triton. https://github.com/triton-lang/triton/pull/5961 doesn't allow constexpr annotation `x: triton.language.constexpr = 42` anymore. The sugg...
true
2,895,680,731
[FSDP2] improve error msg for duplicate wraps
weifengpy
open
[ "oncall: distributed", "triaged", "module: fsdp" ]
0
CONTRIBUTOR
### 🚀 The feature, motivation and pitch should remind people to check fsdp wrapped modules, instead of showing error aorund ND device mesh ``` class ToyModel(nn.Module): def __init__(self): super(ToyModel, self).__init__() self.net1 = nn.Linear(10, 10) self.relu = nn.ReLU() self.ne...
true
2,895,679,174
[triton] Warp specialization support in torchinductor
mandroid6
closed
[ "fb-exported", "Merged", "Reverted", "ciflow/trunk", "topic: not user facing", "module: inductor", "ciflow/inductor", "ci-no-td" ]
26
CONTRIBUTOR
Summary: Currently only `num_warps` and `num_stages` are supported as one of the kernel options for inductor auto-tuning using `TritonTemplate`. In order to allow warp-specialization kernel options should allow specifying `num_consumer_groups` and `num_buffers_warp_spec` as well. Test Plan: ## Unit test Added t...
true
2,895,649,313
[Inductor-CPU] Disable auto-tuning for templated int8 WoQ GEMM for small M to fix perf regression
sanchitintel
open
[ "open source", "ciflow/trunk", "topic: not user facing", "module: inductor", "ciflow/inductor" ]
11
COLLABORATOR
### Summary Described in #148494 - this PR fixes a regression (compared to the default Inductor-CPU behavior of not using max-autotune) for templated int8 WoQ GEMM (with BF16 activation) for small M dimension by disabling auto-tuning for small `M`, so that the ATen `_weight_int8pack_mm` kernel would be used. The si...
true
2,895,648,956
[codemod] Remove unused-variable in caffe2/torch/csrc/distributed/c10d/cuda/AsyncMM.cu
r-barnes
closed
[ "oncall: distributed", "fb-exported", "Merged", "ciflow/trunk", "release notes: cpp", "topic: improvements", "topic: not user facing" ]
6
CONTRIBUTOR
Summary: LLVM-15 has a warning `-Wunused-variable` which we treat as an error because it's so often diagnostic of a code issue. Unused variables can compromise readability or, worse, performance. This diff either (a) removes an unused variable and, possibly, it's associated code or (b) qualifies the variable with `...
true
2,895,638,991
[Dyamo] Replace unimplemented with unimplemented_v2 for variables/distributed
yanboliang
closed
[ "Merged", "ciflow/trunk", "topic: not user facing", "module: dynamo", "ciflow/inductor" ]
3
CONTRIBUTOR
Fixes #ISSUE_NUMBER cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @chenyang78 @kadeng @chauhang @amjames
true
2,895,617,690
Fix only logging ir_post_fusion with torch_compile_debug enabled
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): * __->__ #148499 Because we were invoking the logs through `V.debug`, it was not running if TORCH_COMPILE_DEBUG was not set. this is because there is some magic the in debug [getattr](https://github.com/pytorch/pytorch/blob/d789c22712a1e776...
true
2,895,609,079
`distributed.checkpoint.async_save` leading to `TypedStorage is deprecated.`
jamesbraza
closed
[ "oncall: distributed checkpointing" ]
6
CONTRIBUTOR
### 🐛 Describe the bug The below code using `torch.distributed.checkpoint.async_save` with `torch==2.5.1` emits a warning: ```python from pathlib import Path import torch.distributed as dist import torch.distributed.checkpoint as dcp from torch import nn model = nn.Sequential( nn.Linear(784, 512), nn.ReLU(), n...
true
2,895,592,351
Implement fast access to individual elements of jagged nested tensors
fleonce
open
[ "triaged", "open source", "topic: performance", "release notes: nested tensor" ]
6
CONTRIBUTOR
I removed the dependency on `tensor.unbind()` discussed in #148379 and replaced it with basic indexing ops on the values tensor based on the inputs. Feedback would greatly be appreciated, I am not sure i got the part with the lengths right - wasnt able to find a lot of documentation on jagged tensors, I hope I under...
true
2,895,569,280
[ROCm] fix CK compile for gfx1200
alugorey
closed
[ "module: rocm", "open source", "Merged", "ciflow/trunk", "topic: not user facing", "ciflow/rocm" ]
6
CONTRIBUTOR
gfx1200 causes the CK-based GEMM to fail to compile because CK is choosing an incorrect FP8 interpretation. CK assumes FP8 interpretation is static and chosen prior to compilation. This PR is a work-around that makes the selection dynamic during hipclang compilation passes. cc @jeffdaily @sunway513 @jithunnair-amd @...
true
2,895,550,299
UNSTABLE trunk / libtorch-linux-focal-cuda12.4-py3.10-gcc9-debug / build
malfet
closed
[ "module: ci", "triaged", "module: regression", "unstable" ]
12
CONTRIBUTOR
See https://hud.pytorch.org/hud/pytorch/pytorch/c677f3251f46b4bffdaa7758fb7102d665b6f11b/1?per_page=50&name_filter=%20libtorch-linux-focal-cuda12.4-py3.10-gcc9-debug%20%2F%20build but revert did not help Currently failing out with errors similar to: ``` /usr/bin/ld: /var/lib/jenkins/cpp-build/caffe2/build/lib/libtorc...
true
2,895,543,976
[Inductor-CPU] Templated int8 WoQ GEMMs (with BF16 activation) may cause regressions for next-token generation of LLMs
sanchitintel
open
[ "oncall: pt2", "oncall: cpu inductor" ]
9
COLLABORATOR
### 🐛 Describe the bug Inductor-CPU templated int8 WoQ (with BF16 activation) GEMMs for next-token generation (with small `M` dimension) are faster than their ATen counterparts during auto-tuning, so they're chosen at compile time, but they might cause a regression when a model is run end-to-end. (A digression: duri...
true
2,895,541,696
[cutlass backend][BE] Fix two small things in cutlass backend standalone debugger
henrylhtsang
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): * __->__ #148493 Differential Revision: [D70583777](https://our.internmc.facebook.com/intern/diff/D70583777/) Two really small things: * The bits in BlockFillRandomUniform would round float to ints * when bias exists, the order of args ...
true
2,895,537,919
[triton hash update] update the pinned triton hash
pytorchupdatebot
open
[ "open source", "ciflow/trunk", "topic: not user facing", "ciflow/inductor", "ciflow/rocm" ]
206
COLLABORATOR
This PR is auto-generated nightly by [this action](https://github.com/pytorch/pytorch/blob/main/.github/workflows/nightly.yml). Update the pinned triton hash.
true
2,895,509,352
[aot cache][ca] remove restriction on caching ca's aot inference graph
xmfan
closed
[ "Merged", "ciflow/trunk", "topic: not user facing", "module: dynamo", "ciflow/inductor" ]
12
MEMBER
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #148491 * #148381 but still can't cache CA's aot inference graph yet: the CA functional ops aren't serializable cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisun...
true
2,895,496,094
chore: fix code descriptions in the test package
threewebcode
closed
[ "open source", "topic: not user facing" ]
2
CONTRIBUTOR
The parameter and function description have something wrong and make them correct. Fixes #ISSUE_NUMBER
true
2,895,462,715
Disable some SVE autovec
Nicoshev
closed
[ "module: cpu", "module: third_party", "fb-exported", "module: arm", "Merged", "ciflow/trunk", "release notes: cpp", "topic: bug fixes" ]
10
CONTRIBUTOR
Summary: autovec miscompiles on patterns of the type: ```cpp for (const auto i : c10::irange()) ``` Same issue as described in https://gcc.gnu.org/bugzilla/show_bug.cgi?id=117001 and addressed by https://github.com/pytorch/pytorch/pull/137795 for gcc, but not clang Test Plan: buck2 build //caffe2/caffe2/fb/tra...
true
2,895,458,451
Suppress more warnings
tugsbayasgalan
open
[ "fb-exported", "ciflow/inductor", "release notes: export" ]
2
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * #149288 * __->__ #148488 * #148485
true
2,895,445,035
export lift_constants_pass creates ugly warning
tugsbayasgalan
open
[ "triaged", "oncall: pt2", "export-triaged", "oncall: export" ]
0
CONTRIBUTOR
### 🐛 Describe the bug Outputs: ``` /data/users/tmanlaibaatar/pytorch/torch/_export/passes/lift_constants_pass.py:210: UserWarning: _param_constant777 created when tracing File "/home/tmanlaibaatar/.conda/envs/pytorch-3.12/lib/python3.12/site-packages/transformers/models/blip/modeling_blip_text.py", line 877, in forw...
true
2,895,401,933
ci: Add workflow dispatch for commit hash update
seemethere
closed
[ "Merged", "topic: not user facing" ]
4
MEMBER
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #148486 * #148472 * #148466 Maybe this should also be split into its own workflow instead of piggy backing off of nightly? Signed-off-by: Eli Uriegas <eliuriegas@meta.com>
true
2,895,391,658
Demote logger of runtime_asserts_frozen to be fired only on debug mode
tugsbayasgalan
open
[ "fb-exported", "release notes: fx", "fx", "ciflow/inductor" ]
2
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * #149288 * #148488 * __->__ #148485 cc @ezyang @SherlockNoMad @EikanWang @jgong5 @wenzhe-nrv
true
2,895,386,826
[BE][pytree] rename argument name in register function to match the type annotations: `*_fn -> *_func`
XuehaiPan
open
[ "open source", "topic: not user facing", "module: pytree", "fx", "ciflow/inductor", "release notes: export" ]
1
COLLABORATOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #148484 * #148474 This PR renames the arguments name in `register_pytree_node` from `*_fn -> *_func`. Either the new names or the old names can be passed. A `FutureWarning` will be emitted when the old argument names are passed. c...
true
2,895,379,486
Remove warnings on non-buffer tensor constants
tugsbayasgalan
closed
[ "fb-exported", "Merged", "ciflow/trunk", "release notes: fx", "fx" ]
12
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #148483 * #148364 Export already registers tensor constants directly in the graph and this is also true for Torchbind objects. This removes warning that pollutes the output. cc @ezyang @SherlockNoMad @EikanWang @jgong5 @wenzhe-...
true
2,895,365,921
Export shouldn't warn when registering constant tensor attribute on graph module.
tugsbayasgalan
open
[ "triaged", "oncall: pt2", "export-triaged", "oncall: export" ]
0
CONTRIBUTOR
### 🐛 Describe the bug ```python import torch class DummyModel(torch.nn.Module): def __init__(self): super().__init__() self.a = torch.ones(4, 4) def forward(self, start): return start + self.a f = DummyModel() ep = torch.export.export(f, (torch.ones(4, 4),)).module() ``` This em...
true
2,895,357,504
[dynamo][guards] Fix mem leak caused be refcount increment
anijain2305
closed
[ "module: dynamo", "ciflow/inductor" ]
2
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #148481 cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @chenyang78 @kadeng @chauhang @amjames
true
2,895,345,752
[dynamo][guards] Fix mem leak caused be refcount increment
anijain2305
closed
[ "Merged", "ciflow/trunk", "topic: not user facing", "module: dynamo", "ciflow/inductor" ]
6
CONTRIBUTOR
Should help [internalfb.com/sevmanager/view/491701](https://www.internalfb.com/sevmanager/view/491701) cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @chenyang78 @kadeng @chauhang @amjames
true
2,895,343,242
export is emitting too many not actionable warnings.
tugsbayasgalan
open
[ "triaged", "oncall: pt2", "module: dynamic shapes", "export-triaged", "oncall: export" ]
0
CONTRIBUTOR
### 🐛 Describe the bug Repro: 1. git clone https://github.com/zhxchen17/torchnative 2. python wip/flux_aoti.py Will see: ``` # [W0225](https://l.workplace.com/l.php?u=https%3A%2F%2Fwww.internalfb.com%2Fintern%2Fworkorder%2F0225&h=AT2t6XcEf6l_vVsx3j6QkHMgmzPh0AuviZbhpkYwGGq3CfsUcLL7qLTVvbPbAOguj_DtDf_dTP0ugC0skKsAft...
true
2,895,334,191
export dynamic shapes API throws weird error on upper bound.
tugsbayasgalan
open
[ "oncall: pt2", "export-triaged", "oncall: export" ]
3
CONTRIBUTOR
### 🐛 Describe the bug Repro instruction: 1. git clone https://github.com/zhxchen17/torchnative 2. Apply this patch ``` diff --git a/wip/flux_aoti.py b/wip/flux_aoti.py index c48dc74..4218be3 100644 --- a/wip/flux_aoti.py +++ b/wip/flux_aoti.py @@ -103,10 +103,12 @@ with torch.inference_mode(): fmodel.cuda() ...
true
2,895,328,763
XPU not available until I sign into server locally
alexanderwebber
closed
[ "triaged", "module: xpu" ]
15
NONE
### 🐛 Describe the bug If I connect to my desktop remotely through either ssh or VS Code, when I run: ``` import torch if torch.xpu.is_available(): device = torch.device("xpu") else: device = torch.device("cpu") print(f"Using device: {device}") ``` it prints cpu. However, if I sign into my desktop locally...
true
2,895,315,935
Illegal memory access in scaled_dot_product_attention if only attn_mask requires grad
Aleko2286
open
[ "module: cuda", "triaged", "module: sdpa" ]
1
NONE
### 🐛 Describe the bug There is an illegal memory access in torch.nn.functional.scaled_dot_product_attention during the backward pass when using a float attention mask that requires grad while q, k and v do not require grad. ```python import torch q, k, v = (torch.randn((1, 1, 64, 16), device="cuda") for _ in range...
true
2,895,299,093
Dynamo replaces exception by hard error in `run_node`
guilhermeleobas
open
[ "triaged", "oncall: pt2", "module: dynamo" ]
0
COLLABORATOR
### 🐛 Describe the bug While working on PR [#146500](https://github.com/pytorch/pytorch/pull/146500), I noticed that some tests assert that a PyTorch function raises an exception for certain inputs. One example is `TestTorchDeviceTypeCPU.test_broadcast_fn_ge_cpu`. Below is a minimal reproducer of what most of the fa...
true
2,895,292,156
[BE][pytree] rename `NodeDef` member to match the type annotations: `*_fn -> *_func`
XuehaiPan
open
[ "open source", "topic: not user facing", "module: pytree", "release notes: export" ]
1
COLLABORATOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * #148484 * __->__ #148474 This PR renames the member in `NodeDef` from `*_fn -> *_func`. The old names are aliased to the new names and will emit a `FutureWarning` when accessed. cc @zou3519
true
2,895,281,571
[dynamo][guards] Fix mem leak caused by extra refcount increment
anijain2305
closed
[ "ciflow/trunk", "topic: not user facing", "module: dynamo", "ciflow/inductor" ]
2
CONTRIBUTOR
Should help https://www.internalfb.com/sevmanager/view/491701 cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @chenyang78 @kadeng @chauhang @amjames
true
2,895,243,089
ci: Add triton to update hash workflow
seemethere
closed
[ "Merged", "topic: not user facing" ]
2
MEMBER
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * #148486 * __->__ #148472 * #148466 Adds triton to our auto-update workflows so that PRs can be automatically made and the triton team can follow up to fix any issues that may arise. Signed-off-by: Eli Uriegas <eliuriegas@meta.com>
true
2,895,240,913
[MPS][BE] Fix `c10::metal::sinc` implementation
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): * #148468 * __->__ #148471 Restrict scalar implementation to `is_scalar_floating_point_v` types, but perform all internal computations in full 32-bit floats. Make complex implementation a template for `is_complex_v` types This makes its eage...
true
2,895,231,394
[dynamo] Properly account for non-list instances in list comparison
StrongerXi
closed
[ "Merged", "ciflow/trunk", "topic: not user facing", "module: dynamo", "ciflow/inductor" ]
7
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #148470 As title; this patch also removes an unused `list_compare` method. Fixes #148179. cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @chenyang78 @kadeng @ch...
true
2,895,217,330
Upgrade github ubuntu-20.04 runners to ubuntu-24.04
clee2000
closed
[ "Merged", "topic: not user facing" ]
3
CONTRIBUTOR
The github provided ubuntu-20.04 gha runners are being deprecated (https://togithub.com/actions/runner-images/issues/11101) so upgrade workflows using them to the latest runner 24.04 They are currently doing a brownout, resulting in failures like: https://github.com/pytorch/pytorch/actions/runs/13660782115 ``` [...
true
2,895,162,930
[MPS] Introduce strides unary op
malfet
closed
[ "Merged", "topic: performance", "release notes: mps", "ciflow/mps" ]
6
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #148468 By adding following template ```metal template <typename T, typename F> kernel void unary_strided( device result_of<F, T>* output [[buffer(0)]], constant T* input [[buffer(1)]], constant long* sizes [[buffer...
true
2,895,152,726
[PGNCCL] Launch kernel on current stream & remove `record_stream` entirely
kwen2501
closed
[ "oncall: distributed", "release notes: distributed (c10d)" ]
2
CONTRIBUTOR
This PR has multiple changes to `ProcessGroupNCCL` (which unfortunately have to be atomic): 1. When async_op=False, we directly launch the collective on "current" stream instead of a trampoline stream and join back. - Resolves #147729 - Resolves #146881 - Also saves an event sync and one pybind during the unnecess...
true
2,895,145,915
ci: Consolidate commit hash updates into a matrix
seemethere
closed
[ "Merged", "topic: not user facing" ]
2
MEMBER
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * #148486 * #148472 * __->__ #148466 Consolidates all of our commit hash update jobs into a single matrix to make it easier to add more jobs later on. Side note: How do I even test if this works? Signed-off-by: Eli Uriegas <eliuriegas@...
true
2,895,133,064
[aarch64] add libcufile for cu126 and cu128
tinglvv
closed
[ "triaged", "open source", "Merged", "ciflow/binaries", "ciflow/trunk", "topic: not user facing" ]
6
COLLABORATOR
seeing ` File "/usr/local/lib/python3.12/site-packages/torch/__init__.py", line 411, in <module> from torch._C import * # noqa: F403 ^^^^^^^^^^^^^^^^^^^^^^ ImportError: libcufile.so.0: cannot open shared object file: No such file or directory` with arm cu128 nightly. related to https://github.com/pytorch/...
true
2,895,130,865
DISABLED test_capture_untracked_nonlocal_dynamic_shapes (__main__.DynamicShapesHigherOrderOpTests)
pytorch-bot[bot]
closed
[ "triaged", "module: flaky-tests", "skipped", "oncall: pt2", "module: dynamo" ]
6
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_untracked_nonlocal_dynamic_shapes&suite=DynamicShapesHigherOrderOpTests&limit=100) and the most recent trunk [workflow logs](https://github.com/py...
true
2,895,130,862
DISABLED test_set_stance_eager_then_compile_with_graph_break (__main__.DecoratorTests)
pytorch-bot[bot]
open
[ "triaged", "module: flaky-tests", "skipped", "oncall: pt2", "module: dynamo" ]
3
NONE
Platforms: asan, linux, mac, macos This test was disabled because it is failing in CI. See [recent examples](https://hud.pytorch.org/flakytest?name=test_set_stance_eager_then_compile_with_graph_break&suite=DecoratorTests&limit=100) and the most recent trunk [workflow logs](https://github.com/pytorch/pytorch/runs/381...
true
2,895,090,945
[c10d][PGNCCL] Fix capturability of isend and irecv
Aidyn-A
closed
[ "oncall: distributed", "open source", "Merged", "ciflow/trunk", "release notes: distributed (c10d)" ]
3
COLLABORATOR
This PR fixes an issue of inability to capture `isend`/`irecv` ops in `async` mode. <details> <summary>The repro code</summary> ```Python import os import torch import torch.distributed as dist USE_ASYNC = True def test_func(x, rank): if rank == 0: x += 1 # Send the tensor to proc...
true
2,895,083,602
meta registration for torch._scaled_mm with mxfp8
vkuzo
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): * __->__ #148461 Summary: Adds the meta registration logic for torch.compile to work with `torch._scaled_mm` with mxfp8. Thanks to @eellison for the pointer to make inductor work with this. Test Plan: ``` pytest test/test_matmul_...
true
2,895,076,468
[dynamo] Memory leak
anijain2305
closed
[ "high priority", "triaged", "oncall: pt2" ]
1
CONTRIBUTOR
### 🐛 Describe the bug Might be related to https://www.internalfb.com/sevmanager/view/491701 ``` import torch import logging @torch._dynamo.disable def break_gn(x): return torch.sin(x) def gn(x0, x): return x0 * break_gn(x) class MyMod(torch.nn.Module): def __init__(self): super().__init__() ...
true
2,895,053,194
Remove `torch.testing` from `MOD_SKIPLIST`
guilhermeleobas
open
[ "open source", "Stale", "topic: not user facing", "module: dynamo", "ciflow/inductor", "keep-going" ]
2
COLLABORATOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #148459 cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @chenyang78 @kadeng @chauhang @amjames
true
2,894,963,328
[PP] RFC for fixing microbatch splitting for dim != 0
H-Huang
closed
[ "oncall: distributed", "Stale", "release notes: distributed (pipeline)" ]
2
MEMBER
There are two issues when we perform the microbatch splitting in `PipelineSchedule.step()` only arise when we don't use the default (split on dim=0): 1) The check for valid tensor stride will fail. We use `tensor_split()` which creates a view of the original tensor and does not update the stride. We could make each ...
true
2,894,960,011
backport torch.library.custom_op (and improvements) to older versions of PyTorch
zou3519
open
[ "triaged", "module: custom-operators", "oncall: pt2", "module: pt2-dispatcher" ]
0
CONTRIBUTOR
this is potentially worth it for APIs that are heavily used by library authors cc @chauhang @penguinwu @bdhirsh
true
2,894,900,448
[MPS] natural log metal kernel
Isalia20
closed
[ "open source", "topic: performance", "module: mps", "release notes: mps", "ciflow/mps" ]
3
COLLABORATOR
Issue https://github.com/pytorch/pytorch/issues/148219 highlighted the high dispatch times of ops which ran with MPS Graph on smaller tensors. This PR rewrites the log with metal kernel to mitigate that issue cc @kulinseth @albanD @malfet @DenisVieriu97 @jhavukainen
true
2,894,848,700
Update docstring to match code.
jjh42
closed
[ "triaged", "open source", "Merged", "ciflow/trunk", "topic: not user facing" ]
11
CONTRIBUTOR
Very tiny fix to doc string. Pass grid_size=None results in an Exception.
true
2,894,826,371
[compiled_autograd] workaround windows compilation issue
zou3519
closed
[ "Merged", "ciflow/trunk", "module: dynamo", "ciflow/inductor", "release notes: dynamo", "module: compiled autograd" ]
3
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #148454 torch.compile doesn't work on windows so we can ifdef-away the problem. I do not know what the root cause actually is. Most notably, the pytorch windows build is fine, but some third-party projects that use pytorch headers on ...
true
2,894,793,743
[ONNX] Use onnxscript apis for 2.7
justinchuby
closed
[ "module: onnx", "open source", "Merged", "ciflow/trunk", "release notes: onnx", "topic: not user facing" ]
8
COLLABORATOR
Use onnxscript apis for 2.7. Remove reference to `torchlib_opset()` and `torchlib_opset_version()` which were removed in the onnxscript 2.7 apis. These apis were removed because torchlib in onnxscript will always stay on opset 18. Future opset version bumps will happen in pytorch core after the migration of torchlib...
true
2,894,779,750
Enable more nightly tests on s390x
AlekseiNikiforovIBM
closed
[ "triaged", "open source", "Merged", "ciflow/trunk", "topic: not user facing", "module: inductor", "module: dynamo", "ciflow/inductor", "ciflow/s390" ]
8
COLLABORATOR
Also enable some tests which probably were accidentally disabled. cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @ipiszy @chenyang78 @kadeng @muchulee8 @amjames @chauhang @aakhundov
true
2,894,758,669
BC-linter should ignore testing/linter/adapters/
rec
open
[ "module: lint", "triaged" ]
0
COLLABORATOR
### 🐛 Describe the bug BC-linter triggers on API changes to files in `testing/linter/adapters/` but this code isn't used external to Pytorch, or even anywhere else inside the project. (Noted by @amjames.) ### Versions PyTorch version: 2.7.0a0+git5e189c7 Is debug build: False CUDA used to build PyTorch: 12.4 ROCM us...
true
2,894,726,871
Add a couple config options to compiler bisector
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): * __->__ #148450 These are commonly source of bugs/divergence (through bad interactions etc) cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @ipiszy @yf225 @chenyang7...
true
2,894,706,134
[MPS][BE] Towards strided unary ops support
malfet
closed
[ "Merged", "release notes: mps", "ciflow/mps" ]
3
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * #148468 * #148471 * __->__ #148449 Add generic functors kernels and rewrite all existing implementations into functors
true
2,894,705,986
[MPS] Add some useful utils
malfet
closed
[ "Merged", "topic: not user facing", "module: mps", "ciflow/mps" ]
4
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * #148468 * #148449 * __->__ #148448 * #148399 * #148398 Like `is_compex_v`, `is_scalar_intergral_v`, `result_of` etc cc @kulinseth @albanD @DenisVieriu97 @jhavukainen
true
2,894,627,498
Union type raise error when running python with argument "-O" for torch script.
hzhangxyz
open
[ "oncall: jit" ]
1
NONE
### 🐛 Describe the bug As discussed in #114755 , torch script has added support for the union type introduced in python 3.10, however, I find when "-O" added to the python command line, it fails sometimes, for example: ```python import torch class B(torch.nn.Module): def __init__(self) -> None: super()...
true
2,894,587,598
[inductor][triton] Block ptr analysis fix assert on matched index expression
kundaMwiza
closed
[ "triaged", "open source", "Merged", "ciflow/trunk", "topic: not user facing", "module: inductor" ]
10
CONTRIBUTOR
If dynamic shapes are enabled, then block analysis may create new precomputed size replacements from the index which can lead to an assertion failure when the matched index is compared with the original index. For example the below assertion fails, despite the expressions being equivalent (ps2 = 3 * ps0). This can be r...
true
2,894,520,151
Fix test failures on non-x86 Linux
Flamefire
closed
[ "triaged", "open source", "Merged", "ciflow/trunk", "topic: not user facing", "module: inductor", "ciflow/inductor" ]
7
COLLABORATOR
The cpp contexts are only supported on x86 Linux. The tests requiring them are skipped on non-Linux but not if the architecture is not x86. In most places it is checked for ARM64 which is not enough as a check for x86 is required instead. Fix the test decorators and factor out a common one in test_cuda. cc @vozne...
true
2,894,195,146
Update s390x docker image
AlekseiNikiforovIBM
closed
[ "triaged", "open source", "Merged", "ciflow/trunk", "topic: not user facing" ]
7
COLLABORATOR
New releases of ml_dtypes successfully build on s390x, skip building patched old release. Unpin grpcio version.
true
2,894,156,074
DISABLED test_user_defined_binop (__main__.MiscTests)
pytorch-bot[bot]
closed
[ "triaged", "module: flaky-tests", "skipped", "oncall: pt2", "module: dynamo" ]
5
NONE
Platforms: rocm, asan, linux, mac, macos, slow This test was disabled because it is failing in CI. See [recent examples](https://hud.pytorch.org/flakytest?name=test_user_defined_binop&suite=MiscTests&limit=100) and the most recent trunk [workflow logs](https://github.com/pytorch/pytorch/runs/38150168296). Over the ...
true
2,894,155,583
DISABLED test_capture_untracked_global_dynamic_shapes (__main__.DynamicShapesHigherOrderOpTests)
pytorch-bot[bot]
closed
[ "triaged", "module: flaky-tests", "skipped", "oncall: pt2", "module: dynamo" ]
7
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_untracked_global_dynamic_shapes&suite=DynamicShapesHigherOrderOpTests&limit=100) and the most recent trunk [workflow logs](https://github.com/pytorc...
true
2,894,141,886
Let `CUDAExtension` to find stub libs
oraluben
open
[ "triaged", "open source", "topic: not user facing" ]
4
CONTRIBUTOR
Fixes: https://github.com/sgl-project/sglang/issues/4060 CUDA runtime sometimes provides stub libs rather than "real" libs (e.g. https://stackoverflow.com/questions/76988911/what-should-i-link-against-the-actual-cuda-driver-library-or-the-driver-library). Currently `CUDAExtension` do not search for them so it may...
true
2,894,095,789
torch.distributed hangs between 2 Mac Devices
weimiao1324
open
[ "oncall: distributed", "triaged", "module: macos" ]
2
NONE
I want to use torch.distributed on 2 Mac Devices, but it hangs after start with torchrun command. Here is the test Code: ``` import torch import torch.distributed as dist import os import datetime def main(): timeout = datetime.timedelta(seconds=10) print("torch.distributed.is_available()", torch.distribute...
true
2,893,996,047
[cudagraph_trees]RuntimeError: Error: accessing tensor output of CUDAGraphs that has been overwritten by a subsequent run
FY-Summer
closed
[ "triaged", "module: cuda graphs", "oncall: pt2", "module: inductor" ]
4
NONE
### 🐛 Describe the bug Hello,I am trying to apply torch.compile(mode='reduce-overhead') to the topk_softmax_with_capacity function, which comes from Megatron-LM(Using a single machine with eight GPUs to run the Mixtral 8x7B training,https://github.com/NVIDIA/Megatron-LM/blob/core_r0.10.0/megatron/core/transformer/moe...
true
2,893,911,264
'CUDA error: an illegal memory access was encountered' when using forced_align on cuda device > 0
FredHaa
closed
[ "module: cuda" ]
3
NONE
### 🐛 Describe the bug The forced_align op fails when using a GPU other than cuda:0 This reproduces the error: ```python import torch import torchaudio import torchaudio.functional as F bundle = torchaudio.pipelines.MMS_FA SPEECH_FILE = torchaudio.utils.download_asset("tutorial-assets/Lab41-SRI-VOiCES-src-sp0307-c...
true
2,893,893,383
[ROCm] Incorporate ROCm triton specific tuning parameters
jataylo
closed
[ "module: rocm", "open source", "Merged", "ciflow/trunk", "release notes: rocm", "module: inductor", "ciflow/inductor", "ciflow/rocm", "ciflow/inductor-rocm" ]
9
COLLABORATOR
Splitting https://github.com/pytorch/pytorch/pull/147315 into two PRs. This PR adds general support for kpack and waves_per_eu triton kernel args for AMD backend. More detail in the PR above. A follow up PR will update the configs used by ROCm but this requires https://github.com/pytorch/pytorch/pull/147452 to land ...
true
2,893,760,775
Expand docs for `nn.functional`, and make the wording consistent
olipinski
closed
[ "triaged", "open source", "Merged", "ciflow/trunk", "release notes: nn", "topic: docs" ]
12
CONTRIBUTOR
Expands the docs for the loss functions, and makes the wording consistent. Fixes #148353
true
2,893,637,424
Do not crash when compiling quantized LORA models
Whadup
closed
[ "open source", "Merged", "ciflow/trunk", "topic: not user facing", "module: inductor" ]
13
CONTRIBUTOR
Fixes #148072 cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @ipiszy @yf225 @chenyang78 @kadeng @muchulee8 @amjames @chauhang @aakhundov
true
2,893,626,920
ERROR: I got an error about FSDP, when I trained flux model of sparsity with NVIDIA TensorRT Model Optimizer
Vieeo
closed
[ "needs reproduction", "oncall: distributed", "module: fsdp" ]
4
NONE
### 🐛 Describe the bug I’m training flux-dev model of sparsity with accelerate FSDP. I think it is a FSDP problem. when I don't use FSDP, it can train. when I use FSDP and forward, I print the shape: weight.shape, mod._weight_mask.shape: torch.Size([6144, 3072]) torch.Size([6144, 3072]) but backward: torch.Size([236...
true
2,893,574,084
[ROCm] Bump AOTriton to 0.9.2b
xinyazhang
closed
[ "module: rocm", "triaged", "open source", "Merged", "Reverted", "ciflow/trunk", "topic: not user facing", "keep-going", "ciflow/rocm", "ci-no-td" ]
19
COLLABORATOR
Notable new features/optimizations for SDPA operators on AMD systems from AOTriton 0.9b: * Optimize these Non-power-of-two head dimensions: 48, 80, 96, 160, 192, 224. Inputs with these head dimensions do not need padding to power-of-two anymore. * `is_causal=True` cases are now supported with persistent dynamic alg...
true