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2,936,020,314
Symintify transpose_
pytorchbot
closed
[ "open source" ]
1
COLLABORATOR
Fixes https://github.com/pytorch/pytorch/issues/148702
true
2,936,010,520
[Intel GPU][PT2E] bugfix: use zero-point to decide conv src zp mask
pytorchbot
closed
[ "module: cpu", "open source" ]
1
COLLABORATOR
# Motivation The PR fix a bug that wrongly decides the zero-point mask setting. Specifically, it deems zero-point is always not zeros due to scale is used for judgement. Fortunately, the bug only affects the performance. The accuracy is not affected. Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest a...
true
2,935,953,063
[cherry-pick] Update ExecuTorch pin update (#149539)
mergennachin
closed
[ "release notes: releng", "ciflow/inductor" ]
1
CONTRIBUTOR
Cherry-picking https://github.com/pytorch/pytorch/pull/149539 Fixes ExecuTorch CI in the release branch, so that subsequent cherry-picks into the release branch can test ExecuTorch CI successfully. https://hud.pytorch.org/hud/pytorch/pytorch/release%2F2.7/1?per_page=50&name_filter=executorch
true
2,935,928,319
[test] Turn on StaticCudaLauncher
jamesjwu
closed
[ "topic: not user facing", "module: inductor", "ciflow/inductor" ]
1
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #149629 * #149657 * #149054 Default flag to on (this lets me run benchmarks) cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @ipiszy @chenyang78 @kadeng @much...
true
2,935,919,553
DISABLED test_binary_op_with_scalar_self_support__foreach_pow_is_fastpath_True_cuda_int32 (__main__.TestForeachCUDA)
pytorch-bot[bot]
open
[ "triaged", "module: flaky-tests", "skipped", "module: mta" ]
5
NONE
Platforms: linux, slow This test was disabled because it is failing in CI. See [recent examples](https://hud.pytorch.org/flakytest?name=test_binary_op_with_scalar_self_support__foreach_pow_is_fastpath_True_cuda_int32&suite=TestForeachCUDA&limit=100) and the most recent trunk [workflow logs](https://github.com/pytorch/...
true
2,935,919,414
DISABLED test_binary_op_with_scalar_self_support__foreach_pow_is_fastpath_True_cuda_int16 (__main__.TestForeachCUDA)
pytorch-bot[bot]
open
[ "triaged", "module: flaky-tests", "skipped", "module: mta" ]
5
NONE
Platforms: linux, slow This test was disabled because it is failing in CI. See [recent examples](https://hud.pytorch.org/flakytest?name=test_binary_op_with_scalar_self_support__foreach_pow_is_fastpath_True_cuda_int16&suite=TestForeachCUDA&limit=100) and the most recent trunk [workflow logs](https://github.com/pytorch/...
true
2,935,860,995
`Segmentation Fault` in `torch.lstm_cell`
vwrewsge
open
[ "module: crash", "module: rnn", "triaged", "bug", "module: empty tensor", "topic: fuzzer" ]
3
NONE
### 🐛 Describe the bug The following code snippet causes a `segmentation fault` when running torch.lstm_cell: ``` import torch inp = torch.full((0, 8), 0, dtype=torch.float) hx = torch.full((0, 9), 0, dtype=torch.float) cx = torch.full((0, 9), 0, dtype=torch.float) w_ih = torch.full((1, 8), 1.251e+12, dtype=torch.f...
true
2,935,760,679
Some `Improve Error Message` Bugs
vwrewsge
open
[ "module: cuda", "module: error checking", "triaged", "better-engineering", "actionable", "module: fft" ]
1
NONE
### 🐛 Describe the bug # Bug 1 When calling `torch.fft.ihfft2` on the output of `torch.fft.rfft2`, the following error is raised: ``` RuntimeError: Expected self.is_floating_point() to be true, but got false. (Could this error message be improved? If so, please report an enhancement request to PyTorch.) ``` To Re...
true
2,935,750,567
[cherry-pick] Modify cuda aarch64 install for cudnn and nccl. Cleanup aarch64 cuda 12.6 docker #149540
atalman
closed
[ "topic: not user facing" ]
1
CONTRIBUTOR
Cherry-Pick of https://github.com/pytorch/pytorch/pull/149540 to release branch
true
2,935,703,015
`Segmentation Fault` When Using `@torch.jit.script` with a list Attribute in a Scripted Class
vwrewsge
open
[ "oncall: jit", "module: crash" ]
1
NONE
### 🐛 Describe the bug When using @torch.jit.script for TorchScript compilation, defining a scripted class (e.g., Ignored) where the __init__ method includes a dynamic Python structure like list causes a Segmentation fault at runtime. Code: ``` import torch import torch.nn as nn @torch.jit.script class Ignored(obje...
true
2,935,495,265
`Segmentation fault` in `torch.nn.utils.rnn.pad_packed_sequence` and `torch.nn.utils.rnn.unpack_sequence`
vwrewsge
open
[ "module: crash", "module: error checking", "triaged", "module: empty tensor", "topic: fuzzer" ]
1
NONE
### 🐛 Describe the bug Bug Code 1: ``` import torch from torch.nn.utils.rnn import pad_packed_sequence, PackedSequence empty_data = torch.randn(0, 5) empty_batch_sizes = torch.tensor([], dtype=torch.int64) empty_packed = PackedSequence(empty_data, empty_batch_sizes, None, None) pad_packed_sequence(empty_packed, batc...
true
2,935,359,390
`torch.cuda.manual_seed` ignored
vwrewsge
open
[ "triaged", "module: random", "oncall: pt2" ]
3
NONE
### 🐛 Describe the bug When using torch.compile, torch.cuda.manual_seed/torch.cuda.manual_seed_all/torch.cuda.random.manual_seed do not seem to properly enforce reproducibility across multiple calls to a compiled function. # torch.cuda.manual_seed Code: ```python import torch import torch._inductor.config torch._in...
true
2,935,299,008
`vmap` not working on `torch.range`
vwrewsge
open
[ "triaged", "module: vmap", "module: functorch" ]
0
NONE
### 🐛 Describe the bug Code: ``` import torch from functools import partial batch_range = torch.vmap(partial(torch.range, step=1)) start = torch.tensor([1., 2., 3.]) end = torch.tensor([25., 26., 27.]) batch_range(start, end) ``` Output: ``` RuntimeError: vmap: It looks like you're calling .item() on a Tensor. We...
true
2,935,264,280
Unexpected return type from `torch.split` under `@torch.jit.script` decorator
vwrewsge
open
[ "oncall: jit" ]
0
NONE
### 🐛 Describe the bug When using the torch.split function inside a TorchScript function (decorated with @torch.jit.script), the return type is unexpectedly a list, not a tuple. This deviates from the expected behavior where torch.split should return a tuple of tensors. ``` import torch @torch.jit.script def split_...
true
2,935,141,692
Optimize `torch.equal` description
zeshengzong
closed
[ "open source", "Merged", "ciflow/trunk", "release notes: python_frontend" ]
4
CONTRIBUTOR
Fixes #149222 ## Test Result ![image](https://github.com/user-attachments/assets/559a376f-2dd0-4474-bbd5-9299d9df51e3) cc @zou3519
true
2,935,012,852
Torch nightly `torch-2.8.0.dev20250320` breaks torchcodec
NicolasHug
closed
[ "module: custom-operators", "bug", "oncall: pt2", "module: pt2-dispatcher" ]
1
MEMBER
(copy/pasting https://github.com/pytorch/torchcodec/issues/579): The TorchCodec main branch is [green](https://github.com/pytorch/torchcodec/commit/ae19a7882752823e5cd9a8c580f01150dbc6e3ec) and relies on `torch-2.8.0.dev20250319` (yesterday's nightly). New PRs on TorchCodec relying on ``torch-2.8.0.dev20250320`` (to...
true
2,934,954,730
intermittent toch.compiler failures when running gemma model
taoye9
closed
[ "module: cpu", "triaged", "oncall: pt2", "module: inductor" ]
2
NONE
### 🐛 Describe the bug Hi, i'm trying to fix a intermittent torch.compiler failures with cpp wrapper when running gemma model and wonder if someone can help providing some clue for debug or get a minial reproducer? The error is not specific to arm but also reproducible on intel machines. ```TORCHINDUCTOR_CPP_WRAPPER...
true
2,934,932,589
[Inductor] Restrict block analysis to only match integer dims and strides
kundaMwiza
open
[ "triaged", "open source", "topic: not user facing", "module: inductor" ]
3
CONTRIBUTOR
Restrict block analysis to only match dimension sizes and strides that are integers. E.g. `sympy` can match index expressions like `ModularIndexing(xindex, 4, 4)) + 4*(ModularIndexing(xindex, 32, 2))` with the candidate below that is invalid. ```python match_expr = stride_mod0_*((xindex//(dim_mod1_*dim_mod2_*dim_m...
true
2,934,928,625
[Inductor] optimize the heuristics of parallel reduction
jiayisunx
closed
[ "open source", "Merged", "ciflow/trunk", "module: inductor", "ciflow/inductor", "release notes: inductor" ]
4
COLLABORATOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #149614 Fix https://github.com/pytorch/pytorch/issues/148639. Summary: Optimize the heuristics of parallel reduction: When the number of steps of the first inner loop beyond the maximum parallel depth is much larger than the ...
true
2,934,869,088
Combine win and win-arm64 templates
iremyux
closed
[ "oncall: distributed", "module: cpu", "open source", "ciflow/binaries", "release notes: build", "topic: not user facing", "ciflow/mps", "module: inductor", "module: dynamo", "ciflow/inductor", "release notes: distributed (checkpoint)" ]
2
COLLABORATOR
Fixes #148776
true
2,934,862,722
[Build] Compile failure with torch2.5+debian10+clang11
kevint324
open
[ "module: build", "triaged" ]
0
CONTRIBUTOR
### 🐛 Describe the bug ## environment: torch version : 2.5 os version: debian10 compiler: clang11 ## problem build script: ``` export CC=clang-11 export CXX=clang++-11 export USE_CUDA=0 export BUILD_TEST=0 export CXXFLAGS="-Wno-unused-command-line-argument" export GLIBCXX_USE_CXX11_ABI=1 python3 setup.py install ...
true
2,934,651,750
[Inductor] Remove triton dtype patch which has landed
shink
closed
[ "triaged", "open source", "Merged", "ciflow/trunk", "topic: not user facing", "module: inductor" ]
11
CONTRIBUTOR
As this [pr][0] has already landed, we should remove its patch. Having [mentioned][1] this before, I am making this change now to avoid omissions. [0]: https://github.com/triton-lang/triton/pull/3342 [1]: https://github.com/pytorch/pytorch/pull/147583/files#r1970440062 cc @voznesenskym @penguinwu @EikanWang @...
true
2,934,541,461
APL support in pytorch
meghaanaaa
closed
[ "module: build", "module: windows", "triaged", "module: third_party", "actionable", "module: arm" ]
6
NONE
I was going through the pytorch source code and wanted to use APL for blas and lapack operation however in FindAPL.cmake there is a check for library in the binary directory “FIND_PATH(APL_BIN_DIR NAMES armpl_lp64.dll libarmpl_lp64.a PATHS ${APL_BIN_SEARCH_PATHS})” I have installed arm performance library using the be...
true
2,934,477,976
Batching Implementation for aten_nested_tensor_from_mask_left_aligned
itsd3
open
[ "triaged", "module: nestedtensor", "module: vmap", "module: functorch" ]
1
NONE
### 🐛 Describe the bug Hi all, I am trying to apply jacfwd/jacrev on a torch.nn module that implements the transformer architecture. It uses vmap as per below ``` compute_batch_jacobian = torch.vmap(torch.func.jacrev(model, argnums=(0,1)), in_dims=(0, 0, 0)) out = compute_batch_jacobian(*params) ``` I am getting th...
true
2,934,388,117
Runtime Error when using Memory-efficient Attention with `attn_mask`
vinhtq115
open
[ "module: nn", "triaged", "module: sdpa" ]
0
NONE
### 🐛 Describe the bug Code to produce error: ``` import torch from torch.nn.attention import SDPBackend from torch.nn.functional import scaled_dot_product_attention q = torch.rand((16, 12, 1024, 64), device="cuda") k = torch.rand((16, 12, 1024, 64), device="cuda") v = torch.rand((16, 12, 1024, 64), device="cuda") m...
true
2,934,377,073
Do not fetch NCCL when system NCCL is used
danieldk
closed
[ "open source", "Merged", "topic: not user facing" ]
8
CONTRIBUTOR
We are compiling PyTorch in a sandbox without networking. Unconditionally fetching breaks the build and is not needed when a system NCCL is used.
true
2,934,323,051
[AOTInductor] Fix skip cpp wrapper unit test
zoranzhao
closed
[ "fb-exported", "Merged", "ciflow/trunk", "topic: not user facing", "module: inductor", "ciflow/inductor" ]
5
MEMBER
Summary: as title Test Plan: ``` buck2 test 'fbcode//mode/opt' fbcode//deeplearning/aot_inductor/cpu/test:cpu_lowering_utils_test -- --exact 'deeplearning/aot_inductor/cpu/test:cpu_lowering_utils_test - test_cpu_lower_aoti_ep_called (deeplearning.aot_inductor.cpu.test.test_lowering_utils.CPULoweringTest)' ``` ``` buck...
true
2,934,307,587
torch.onnx.export does not support nested tensor operations
xuantengh
open
[ "module: onnx", "triaged" ]
1
NONE
### 🚀 The feature, motivation and pitch Currently, we cannot export models containing NT operations into ONNX in PyTorch: ```python import torch import torch.nn as nn torch.cuda.init() torch.set_default_device("cuda") class ModuleWithNT(nn.Module): def __init__(self): super().__init__() def forw...
true
2,934,281,871
DISABLED test_linear (__main__.TestLazyModules)
pytorch-bot[bot]
closed
[ "module: nn", "triaged", "module: flaky-tests", "skipped" ]
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_linear&suite=TestLazyModules&limit=100) and the most recent trunk [workflow logs](https://github.com/pytorch/pytorch/runs/39077249396). Over the past 3 hours, it has been determ...
true
2,934,252,833
[inductor] API for user-controlled fusion "escape-hatch" mechanism in inductor
SamGinzburg
open
[ "triaged", "oncall: pt2", "module: inductor" ]
5
CONTRIBUTOR
### 🚀 The feature, motivation and pitch There have been several situations where torch.compile generated fusions are suboptimal. When this happens it can be difficult for users to get the desired degree of control over what gets fused. It could be nice to have some way of specifying rules which make inductor fusion ...
true
2,934,218,819
[codemod][lowrisk] Remove unused exception parameter from caffe2/aten/src/ATen/native/TensorAdvancedIndexingUtils.h
r-barnes
open
[ "fb-exported", "ciflow/trunk", "topic: not user facing" ]
2
CONTRIBUTOR
Summary: `-Wunused-exception-parameter` has identified an unused exception parameter. This diff removes it. This: ``` try { ... } catch (exception& e) { // no use of e } ``` should instead be written as ``` } catch (exception&) { ``` If the code compiles, this is safe to land. Test Plan: Sandcastle Reviewed...
true
2,934,160,421
[WIP] Generalize AllocatorConfig to be device-agnostic
guangyey
open
[ "open source", "release notes: cpp", "topic: improvements" ]
1
COLLABORATOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * #151298 * #138222 * #150312 * __->__ #149601 # Motivation This PR aims to generalize `AllocatorConfig` to be device-agnostic. Initially, I considered two approaches: 1. Per-device `AllocatorConfig`, where each device inherits from a base ...
true
2,934,149,622
Fix ModularIndexing simplification
bobrenjc93
closed
[ "module: cpu", "topic: not user facing", "module: inductor", "ciflow/inductor" ]
1
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #149600 cc @jgong5 @mingfeima @XiaobingSuper @sanchitintel @ashokei @jingxu10 @voznesenskym @penguinwu @EikanWang @Guobing-Chen @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @ipiszy @chenyang78 @kadeng @muchulee8 @amjames @chauhang @aa...
true
2,934,117,565
Newer conda versions require --update-deps to update dependencies such as libgcc-ng
jithunnair-amd
closed
[ "open source", "Merged", "ciflow/trunk", "topic: not user facing" ]
4
COLLABORATOR
* When we try to install [libstdcxx-ng 12.3.0 from conda-forge](https://github.com/pytorch/pytorch/blob/595293316d7e64e32d31716500beae58367409a2/.ci/docker/common/install_conda.sh#L65), conda 24.7.1 updates the dependencies of that package, including libgcc-ng package to the following: `libgcc-ng-14.2.0 | h69a702a_2 5...
true
2,934,040,425
[pt2_provenance_tracing] add combo kernel nodes post_grad nodes origin info
YUNQIUGUO
closed
[ "fb-exported", "Merged", "ciflow/trunk", "topic: not user facing", "module: inductor", "ciflow/inductor" ]
9
CONTRIBUTOR
Summary: found it helpful when running prod model with combo_kernel feature enabled Test Plan: CI Differential Revision: D71513304 cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @ipiszy @chenyang78 @kadeng @muchulee8 @amjames @chauhang @aakhu...
true
2,934,002,574
fix missing field initializer warning
ngimel
closed
[ "Merged", "ciflow/trunk", "release notes: cuda" ]
3
COLLABORATOR
Per title
true
2,933,917,813
[Inductor] Remove unnecessary initialization of self.available_buffer_names
FFFrog
closed
[ "open source", "module: inductor", "ciflow/inductor" ]
2
COLLABORATOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #149596 cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @ipiszy @chenyang78 @kadeng @muchulee8 @amjames @chauhang @aakhundov
true
2,933,866,010
[Codemod][AddExplicitStrictExportForTrainingInferenceArg] caffe2/
gmagogsfm
closed
[ "oncall: distributed", "fb-exported", "Merged", "ciflow/trunk", "release notes: quantization", "topic: not user facing", "fx", "module: inductor", "ciflow/inductor" ]
16
CONTRIBUTOR
internal diff: D71497480 cc @H-Huang @awgu @kwen2501 @wanchaol @fegin @fduwjj @wz337 @wconstab @d4l3k @c-p-i-o @ezyang @SherlockNoMad @EikanWang @jgong5 @wenzhe-nrv @voznesenskym @penguinwu @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @jiayisunx @ipiszy @chenyang78 @kadeng @muchulee8 @amjames @chauhang @aa...
true
2,933,834,604
[PrivateUse1] Impl `isBuilt()` and `isAvailable()`
shink
closed
[ "triaged", "open source", "Merged", "ciflow/trunk", "topic: not user facing" ]
11
CONTRIBUTOR
Follow-up: #146098 cc: @albanD @FFFrog
true
2,933,825,455
[MPS/Inductor] Add support for modified_bessel_k0.
dcci
closed
[ "Merged", "topic: not user facing", "module: mps", "ciflow/mps", "module: inductor", "ciflow/inductor" ]
3
MEMBER
cc @kulinseth @albanD @malfet @DenisVieriu97 @jhavukainen @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @ipiszy @chenyang78 @kadeng @muchulee8 @amjames @chauhang @aakhundov
true
2,933,808,053
wrap script in main() and fix string replacements
AshutoshDevpura
open
[ "triaged", "open source", "topic: not user facing" ]
1
NONE
- Encapsulate CSV processing logic in a main() function. - Update string.replace() calls to correctly assign the result back to the variable. - Use a clearer variable name for the commit hash.
true
2,933,787,811
'false INTERNAL ASSERT FAILED' when calling torch.pinverse and using torch.float32 on Apple Silicon
PlayerCham
closed
[ "triaged", "module: macos", "module: linear algebra", "module: arm" ]
1
NONE
### 🐛 Describe the bug When running the torch.pinverse function, the ‘false INTERNAL ASSERT FAILED’ error only occurs when running on an Apple Silicon (mine is M3 Pro) device using torch.float32, and not when using torch.float64. When running on an X86_64 (mine is AMD Ryzen 9 5950X) device, the error does not occur w...
true
2,933,763,870
[export] min/max ranges for dim hints
pianpwk
closed
[ "fb-exported", "Merged", "ciflow/trunk", "ciflow/inductor", "release notes: export" ]
9
CONTRIBUTOR
Differential Revision: D71522032 Adds min/max ranges to Dim.AUTO/DYNAMIC/STATIC, so users can do `Dim.AUTO(min=2, max=2048)`.
true
2,933,747,478
Cleanup ctx manager state management
zeshengzong
closed
[ "triaged", "open source", "ciflow/trunk", "topic: not user facing", "module: dynamo" ]
7
CONTRIBUTOR
Fixes #149572 ## Changes - Move logic in `ContextManagerState` to `ContextWrappingVariable` - Remove `ContextManagerState` ## Test Result ```bash pytest test/dynamo/test_ctx_manager.py ``` ![image](https://github.com/user-attachments/assets/f1c2987f-b5eb-4a3f-9191-7369202ebb0a) cc @voznesenskym...
true
2,933,685,763
Fix spelling (#149277)
seemethere
closed
[ "release notes: releng" ]
1
MEMBER
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #149588 Approved by: https://github.com/zou3519 Signed-off-by: Eli Uriegas <github@terriblecode.com>
true
2,933,612,765
add some extra test oom skips for jetson due to lacking nvml support
Fuzzkatt
closed
[ "triaged", "open source", "Merged", "ciflow/trunk", "topic: not user facing" ]
4
COLLABORATOR
Add a couple of Jetson skips for oom tests in test/test_cuda.py due to failures in nvidia CI. Jetson not having full nvml support is a known issue so this is mostly a test side fix. cc @eqy, @ptrblck, @nWEIdia
true
2,933,561,177
UserWarning: Dynamo does not know how to trace the builtin `None.pybind11_object.__new__.`
cora-codes
open
[ "triaged", "oncall: pt2", "module: dynamo", "module: higher order operators", "module: compiled autograd", "module: pt2-dispatcher", "module: flex attention" ]
11
NONE
### 🐛 Describe the bug I'm filing an issue since this is a Python built-in (granted the error message implies that it is not since it references PyBind11, but I'm opening an issue anyway since it is caused by using returning/using `None` in a compiled function). ### Versions 2.7.0a0+gitebd087e cc @chauhang @pengui...
true
2,933,539,249
[executorch hash update] update the pinned executorch hash
pytorchupdatebot
closed
[ "open source", "Merged", "ciflow/trunk", "topic: not user facing", "ciflow/inductor" ]
9
COLLABORATOR
This PR is auto-generated nightly by [this action](https://github.com/pytorch/pytorch/blob/main/.github/workflows/nightly.yml). Update the pinned executorch hash.
true
2,933,535,466
Add triton as dependency to CUDA aarch64 build
atalman
closed
[ "Merged", "ciflow/binaries", "topic: not user facing" ]
7
CONTRIBUTOR
Aarch64 Triton build was added by: https://github.com/pytorch/pytorch/pull/148705 Hence add proper contrain to CUDA 12.8 Aarch64 build Please note we want to still use: ```platform_system == 'Linux' and platform_machine == 'x86_64'``` For all other builds. Since these are prototype binaries only used by cuda 1...
true
2,933,525,914
Easydict support
xmfan
open
[ "triaged", "oncall: pt2", "module: dynamo" ]
3
MEMBER
### 🐛 Describe the bug the library looks to be one file: https://github.com/makinacorpus/easydict/blob/master/easydict/__init__.py From UED TRELLIS: ```python import torch from easydict import EasyDict @torch.compile(backend="eager", fullgraph=True) def fn(): d = EasyDict() d.asd = "asd" d.kvj = 123 ...
true
2,933,525,587
DeepSeek-R1-Distill-Qwen-1.5B: torch.compile slower than AOTInductor
angelayi
open
[ "topic: performance", "oncall: pt2", "export-triaged", "oncall: export", "module: aotinductor" ]
0
CONTRIBUTOR
### 🐛 Describe the bug   | First iteration time (s) | Average time over 30 calls (s) -- | -- | -- Eager | 0.21249 | 0.021328 torch.compile (tlparse) | 25.765 | 6.1492, fastest: 0.009088 torch.compile with mark_dynamic (tlparse) | 63.959 | 4.6029 (one less recompilation), fastest: 0.008864 AOTI compiled artifact w/ d...
true
2,933,507,788
Fix clang-tidy errors
MatzeB
closed
[ "triaged", "fb-exported", "Merged", "ciflow/trunk", "topic: not user facing" ]
13
CONTRIBUTOR
Summary: Cleanup clang-tidy complaints in `EmbeddingBag.cpp`: Avoid shadowed variables and unused parameters. Test Plan: sandcastle Differential Revision: D71512594
true
2,933,477,926
Capture fx-graph-cache-key in PyTorch trace
shengfukevin
open
[ "fb-exported", "topic: not user facing", "module: inductor", "ciflow/inductor" ]
16
CONTRIBUTOR
Summary: Since PT2 compiler generated Triton kernels are generated on-fly, it is a black box for workload performance simulator from AI system Co-Design team. It is impossible to get the performance projection for these kernels. The first step to get inside into Triton kernels is to get the source code. FX graph remot...
true
2,933,472,096
[torch/c10d] change class variable from private to protected (#149571)
GirasoleY
closed
[ "oncall: distributed", "fb-exported", "release notes: distributed (c10d)" ]
3
CONTRIBUTOR
Summary: Change class variable from private to protected in ProcessGroupNCCL Test Plan: Existing UT Pass. Reviewed By: kingchc, kwen2501 Differential Revision: D71373067 cc @H-Huang @awgu @kwen2501 @wanchaol @fegin @fduwjj @wz337 @wconstab @d4l3k @c-p-i-o
true
2,933,471,889
test/test_cuda.py: rework TEST_PYNVML logic to make more sense, add not IS_JETSON condition
Fuzzkatt
closed
[ "open source", "Merged", "ciflow/trunk", "topic: not user facing" ]
4
COLLABORATOR
PYNVML related tests in test/test_cuda.py are failing in nvidia internal CI for Jetson devices because Jetson devices don't fully support nvml (it exists as a stub library). In addition to skipping PYNVML tests for Jetson, this PR also reworks the TEST_PYNVML logic a bit to be more consistent with the rest of TEST_{som...
true
2,933,462,159
[CI] Fix log artifact not containing test logs?
clee2000
closed
[ "Merged", "release notes: releng", "topic: not user facing" ]
5
CONTRIBUTOR
Sometimes I would find a log artifact that only has usage_logs.txt in it, even though there are other logs created by tests. I think this is somehow caused by output buffering with find. I don't understand how, but at the very least, I can see that all the jobs on this PR have the logs from the test runs
true
2,933,456,550
Improve attr mismatch msg
tugsbayasgalan
closed
[ "Merged", "ciflow/trunk", "ciflow/inductor", "release notes: AO frontend" ]
7
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #149576 Differential Revision: [D71513041](https://our.internmc.facebook.com/intern/diff/D71513041)
true
2,933,455,951
[Inductor] Fix combo_kernel logging error
YUNQIUGUO
closed
[ "fb-exported", "Merged", "ciflow/trunk", "topic: not user facing", "module: inductor", "ciflow/inductor" ]
4
CONTRIBUTOR
Summary: Fix logging error like: ``` in combinable_nodes log.debug( Message: 'ComboKernels: %d template nodes are filtered' Arguments: (OrderedSet([8]),) --- Logging error --- Traceback (most recent call last): File "/usr/local/fbcode/platform010/lib/python3.10/logging/__init__.py", line 1100, in emit msg = s...
true
2,933,447,172
[ued][gemma3] HF + torch.compile - torch.compile on Gemma3
BoyuanFeng
open
[ "triaged", "oncall: pt2", "module: dynamo" ]
0
CONTRIBUTOR
### 🐛 Describe the bug I tried torch.compile on Gemma3 and found a few issues. `torch.compile(fullgraph=True)` gives the error: ``` torch._dynamo.exc.Unsupported: Observed exception Explanation: Dynamo found no exception handler at the top-level compiled function when encountering an exception. Exception will pr...
true
2,933,422,171
Update gen_data.py
AshutoshDevpura
open
[ "triaged", "open source", "topic: not user facing" ]
5
NONE
Minor refactor: update file I/O, use main() function, and improve CSV writing - Moved the code inside the `if True:` block into a dedicated `main()` function, and added the `if __name__ == "__main__": main()` guard. - Updated file I/O to use pathlib and context managers for safer resource handling. - Replaced manu...
true
2,933,392,647
Cleanup ctx manager state management
mlazos
closed
[ "good first issue", "triaged", "actionable", "oncall: pt2", "module: dynamo" ]
1
CONTRIBUTOR
### 🐛 Describe the bug Today in https://github.com/pytorch/pytorch/blob/bc86b6c55a4f7e07548a92fe7c9b52ad2c88af35/torch/_dynamo/variables/ctx_manager.py#L58 We keep an indirect state object to workaround the previous immutability requirement of VariableTrackers. Since they can now be mutated, we can store the cleanup...
true
2,933,383,696
[torch/c10d] change class variable from private to protected
GirasoleY
closed
[ "oncall: distributed", "fb-exported", "release notes: distributed (c10d)" ]
4
CONTRIBUTOR
Summary: Change class variable from private to protected in ProcessGroupNCCL Test Plan: Existing UT Pass. Reviewed By: kingchc, kwen2501 Differential Revision: D71373067 cc @H-Huang @awgu @kwen2501 @wanchaol @fegin @fduwjj @wz337 @wconstab @d4l3k @c-p-i-o
true
2,933,362,497
[ued][kokoro] torch.compile fails in kokoro (both fullgraph=True and False)
yushangdi
open
[ "triaged", "oncall: pt2", "module: dynamic shapes", "empathy-day" ]
1
CONTRIBUTOR
### 🐛 Describe the bug Repro: ``` conda create -y -n user-empathy python=3.11 conda activate user-empathy pip install -q kokoro>=0.9.2 soundfile pip3 install --pre torch torchvision torchaudio --index-url https://download.pytorch.org/whl/nightly/cu126 ``` ``` text = ''' PyTorch is an open-source machine learning l...
true
2,933,361,819
Please Ignore - Created for import only.
c00w
closed
[ "ciflow/trunk", "module: inductor", "ciflow/inductor" ]
3
CONTRIBUTOR
Fixes #ISSUE_NUMBER cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @ipiszy @chenyang78 @kadeng @muchulee8 @amjames @chauhang @aakhundov
true
2,933,354,192
Remove unused import
c00w
closed
[ "module: inductor", "ciflow/inductor" ]
1
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #149568 * #149567 cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @ipiszy @chenyang78 @kadeng @muchulee8 @amjames @chauhang @aakhundov
true
2,933,354,039
IGNORE - Introduce new template heuristic for triton autotune configs
c00w
closed
[ "module: inductor", "ciflow/inductor" ]
2
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * #149568 * __->__ #149567
true
2,933,347,982
User-torch._dynamo.disable annotations may be misleading
zou3519
open
[ "triaged", "oncall: pt2", "module: dynamo" ]
0
CONTRIBUTOR
![Image](https://github.com/user-attachments/assets/4a34f88a-c3cb-4d1e-b0bb-6495af258f7c) A dynamo developer didn't decide to add this, I (as the user) did. There should be some logic to determine this. cc @chauhang @penguinwu @voznesenskym @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-n...
true
2,933,346,876
Should (eventually) be recommending nonstrict_trace instead of allow_in_graph in error messages:
zou3519
open
[ "triaged", "oncall: pt2", "module: dynamo" ]
1
CONTRIBUTOR
![Image](https://github.com/user-attachments/assets/d6ec8438-29f9-4991-8586-e4e298a9704c) cc @chauhang @penguinwu @voznesenskym @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @chenyang78 @kadeng @amjames
true
2,933,335,766
fix dynamic float when dynamic=True
bobrenjc93
closed
[ "Merged", "ciflow/trunk", "topic: not user facing", "module: inductor", "module: dynamo", "ciflow/inductor" ]
13
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #149564 Fixes https://github.com/pytorch/pytorch/issues/149406#issuecomment-2738111733. Basically previously we would only make floats dynamic via automatic dynamic, now if you set dynamic=True, we will make the floats dynamic on the...
true
2,933,304,776
[MPS] Add `modified_bessel_k0` support to eager.
dcci
closed
[ "Merged", "topic: improvements", "module: mps", "release notes: mps", "ciflow/mps" ]
4
MEMBER
cc @kulinseth @albanD @malfet @DenisVieriu97 @jhavukainen
true
2,933,299,990
avoid graph breaks on torch._C._nn._parse_to
ydwu4
open
[ "module: dynamo", "ciflow/inductor" ]
2
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #149562 * #149561 * #149560 cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @chenyang78 @kadeng @chauhang @amjames
true
2,933,292,243
Avoid graph break on torch.__future__.get_swap_module_params_on_conversion
ydwu4
open
[ "module: dynamo", "ciflow/inductor" ]
2
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * #149562 * __->__ #149561 * #149560 cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @chenyang78 @kadeng @chauhang @amjames
true
2,933,292,145
specialize SymNodeVariable when used as list index
ydwu4
open
[ "module: dynamo", "ciflow/inductor" ]
2
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * #149562 * #149561 * __->__ #149560 cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @chenyang78 @kadeng @chauhang @amjames
true
2,933,289,406
Improve handling for custom ops with no returns
bdhirsh
open
[ "triaged", "module: custom-operators", "oncall: pt2", "module: pt2-dispatcher" ]
4
CONTRIBUTOR
during user empathy day I tried turning this function into a custom op, from torchdiffeq: https://github.com/rtqichen/torchdiffeq/blob/master/torchdiffeq/_impl/misc.py#L376 The experience was actually pretty smooth - add a one-liner API, and add some type annotations: ``` @torch.library.custom_op("torchdiffeq::check_t...
true
2,933,279,269
[test] trying to find a flaky test
clee2000
closed
[ "topic: not user facing" ]
1
CONTRIBUTOR
Fixes #ISSUE_NUMBER
true
2,933,271,857
[BE] Eliminate TODO for 2022
malfet
closed
[ "Merged", "ciflow/trunk", "release notes: cpp", "topic: bc breaking" ]
3
CONTRIBUTOR
Need to think a bit more about what types.h includes Fixes #ISSUE_NUMBER
true
2,933,259,446
[ued][f5-tts][dynamo] dont graph break on `torch.jit.isinstance`
bdhirsh
open
[ "triaged", "oncall: pt2", "module: dynamo" ]
1
CONTRIBUTOR
It looks like this is a flavor of `isinstance()` that is meant to make torchscript happy. From user empathy day, it looks like `torchaudio` uses this API pretty heavily. We should probably just handle it in dynamo (by mapping it to builtin `isinstance`). Example: https://github.com/pytorch/audio/blob/main/src/torchaudi...
true
2,933,180,802
Fix NVTX functions compatibility with torch._dynamo
zsnoob
closed
[ "triaged", "open source", "release notes: cuda", "module: dynamo", "release notes: dynamo" ]
4
NONE
## Problem Solved This PR resolves the incompatibility between NVTX functions and torch._dynamo. When attempting to use NVTX profiling tools within code compiled with torch.compile(), the following error occurs: ``` torch._dynamo.exc.Unsupported: torch.* op returned non-Tensor int call_function <function range_p...
true
2,933,113,911
Unify nccl versions for x86 and aarch64 builds
atalman
closed
[ "module: binaries", "module: ci", "triaged", "topic: binaries" ]
1
CONTRIBUTOR
### 🐛 Describe the bug Please see: https://github.com/pytorch/pytorch/pull/149540 After landing of: https://github.com/pytorch/pytorch/pull/149351 CUDA aarch64 builds where broken, since nccl was defined in ``.ci/docker/common/install_cuda_aarch64.sh`` as well as in the matrix. Consider removing the installation o...
true
2,933,091,488
[Inductor] Use real input to autotune user defined triton kernels
muchulee8
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): * __->__ #149553 Summary: User defined Triton kernel sometimes rely on real inputs to determine the path of execution. We need real inputs to invoke the correct behavior of the user defined triton kernels (see example in test case, where ...
true
2,933,081,462
Fix nvtx incompatibility with dynamo
zsnoob
closed
[ "open source", "release notes: cuda", "module: dynamo", "release notes: dynamo" ]
7
NONE
## Problem Solved This PR resolves the incompatibility between NVTX functions and torch._dynamo. When attempting to use NVTX profiling tools within code compiled with torch.compile(), the following error occurs: ``` torch._dynamo.exc.Unsupported: torch.* op returned non-Tensor int call_function <function range_p...
true
2,933,067,814
Remove PyTorch conda installation instructions from the documentation and tutorials
atalman
open
[ "module: docs", "triaged", "topic: docs" ]
4
CONTRIBUTOR
### 🐛 Describe the bug Please see: https://github.com/pytorch/pytorch/issues/138506 and https://dev-discuss.pytorch.org/t/pytorch-deprecation-of-conda-nightly-builds/2590 Pytorch have deprecated usage of conda builds for release 2.6. We need to remove mentioning of conda package installtion instructions from tutoria...
true
2,933,054,264
Remove pre-cxx11 from the documentation and tutorials
atalman
closed
[ "module: docs", "triaged", "topic: docs" ]
0
CONTRIBUTOR
### 🐛 Describe the bug Please see: https://github.com/pytorch/pytorch/issues/123649 and https://dev-discuss.pytorch.org/t/pytorch-linux-wheels-switching-to-new-wheel-build-platform-manylinux-2-28-on-november-12-2024/2581/2 Pytorch is using D_GLIBCXX_USE_CXX11_ABI=1 and Manylinux 2.28 Hence we should remove the usage...
true
2,933,023,571
[dynamo] support Python 3.13t
williamwen42
closed
[ "Merged", "ciflow/trunk", "module: inductor", "module: dynamo", "ciflow/inductor", "release notes: dynamo" ]
3
MEMBER
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #149549 A few bug fixes to get Dynamo mostly working with 3.13 nogil. Dynamo encounters internal CPython assert errors in older versions of 3.13. The fix has been landed on [CPython's 3.13 branch](https://github.com/python/cpython/...
true
2,932,987,662
[ROCm] NLLLoss (torch.nll_loss) Performance Tuning by Dynamically Selecting # of GPU threads
apakbin
closed
[ "module: rocm", "open source", "Merged", "ciflow/trunk", "release notes: cuda", "ciflow/rocm", "ciflow/rocm-mi300" ]
16
CONTRIBUTOR
Instead of fixing the number of GPU threads to 32 regardless of input size, this PR dynamically selects the number of threads based on the formula: clamp(2^round(log2(dim0/16)), min = 32, max = 1024). The experiments below were done on an MI300 machine for data type float32: ![nll_loss_threads_bests](https://github....
true
2,932,978,573
Remove `torch.nn` from `MOD_SKIPLIST`
guilhermeleobas
open
[ "open source", "topic: not user facing", "module: dynamo", "ciflow/inductor" ]
1
COLLABORATOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #149547 cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @chenyang78 @kadeng @chauhang @amjames
true
2,932,978,130
[cherry-pick] nccl: upgrade to 2.26.2 to avoid hang on ncclCommAbort (#149351)
atalman
closed
[ "topic: not user facing", "ciflow/inductor" ]
2
CONTRIBUTOR
cherry-pick of nccl: upgrade to 2.26.2 to avoid hang on ncclCommAbort (#149351) to the release Generated by: export RELEASE_VERSION_TAG=2.7 ./regenerate.sh
true
2,932,968,713
`torch.load(..., map_location="meta")` hangs indefinitely
Cyrilvallez
open
[ "module: serialization", "triaged" ]
0
NONE
### 🐛 Describe the bug Hey! We have come around a checkpoint that cannot be loaded on meta device, but is no problem to load on cpu. Here is a min repro: ```python from transformers.utils.hub import cached_file import torch # This will download the checkpoint file = cached_file("MrLight/dse-qwen2-2b-mrl-v1", "pytor...
true
2,932,915,544
[c10d][fr] Fix the start event get for a potential undefined behavior
fduwjj
closed
[ "oncall: distributed", "ciflow/trunk", "release notes: distributed (c10d)" ]
1
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #149544 When the enableTiming_ is not set, we directly set `ncclStartEvent_` inside each work item to nullptr. Then when sending to fr, ncclStartEvent_.get() could lead to undefined behavior, so we just make it safer. cc @H-Huan...
true
2,932,894,766
Improve error message when view of intermediate is returned from autograd.Function and marked dirty
soulitzer
closed
[ "Merged", "ciflow/trunk", "release notes: autograd", "topic: improvements" ]
6
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #149543 * #149220 Fixes https://github.com/pytorch/pytorch/issues/149252
true
2,932,840,110
Fix a typo "trochrec" to "torchrec"
Microve
closed
[ "fb-exported", "Merged", "ciflow/trunk", "topic: not user facing", "module: dynamo", "ciflow/inductor" ]
7
CONTRIBUTOR
Summary: As titled, the path is incorrect due to the typo Test Plan: CI Differential Revision: D71490709 cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @chenyang78 @kadeng @chauhang @amjames
true
2,932,796,802
Add `is_batchedtensor` to dynamo builder
guilhermeleobas
closed
[ "open source", "Merged", "ciflow/trunk", "topic: not user facing", "module: dynamo", "ciflow/inductor" ]
3
COLLABORATOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #149541 cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @chenyang78 @kadeng @chauhang @amjames
true
2,932,769,398
Modify cuda aarch64 install for cudnn and nccl. Cleanup aarch64 cuda 12.6 docker
atalman
closed
[ "Merged", "topic: not user facing" ]
5
CONTRIBUTOR
1. Use NCCL_VERSION=v2.26.2-1 . Fixes nccl cuda aarch64 related failure we see here: https://github.com/pytorch/pytorch/actions/runs/13955856471/job/39066681549?pr=149443 . After landing: https://github.com/pytorch/pytorch/pull/149351 TODO: Followup required to unify NCCL definitions across the x86 and aarch64 builds...
true
2,932,769,322
Update ExecuTorch pin update
mergennachin
closed
[ "Merged", "topic: not user facing", "ciflow/inductor" ]
6
CONTRIBUTOR
Latest commit in https://hud.pytorch.org/hud/pytorch/executorch/viable%2Fstrict/1?per_page=50 Follow-up to https://github.com/pytorch/pytorch/issues/144480#issuecomment-2731150636 Also, need to incorporate change from https://github.com/pytorch/executorch/pull/8817 Test Plan: Monitor linux-jammy-py3-clang...
true
2,932,753,950
Specify the default PyTorch Distributed backend for MPS
wangkuiyi
closed
[ "oncall: distributed", "open source", "Merged", "ciflow/trunk", "release notes: distributed (c10d)" ]
7
CONTRIBUTOR
Fixes #149537 cc @H-Huang @awgu @kwen2501 @wanchaol @fegin @fduwjj @wz337 @wconstab @d4l3k @c-p-i-o
true
2,932,751,851
Need to specify default communication backend for MPS
wangkuiyi
closed
[ "oncall: distributed", "module: mps" ]
0
CONTRIBUTOR
### 🐛 Describe the bug When I ran unit tests of TorchFT on my Mac Studio M2 Ultra ([steps](https://github.com/pytorch/torchft/issues/136#issuecomment-2734816067)), [this line](https://github.com/pytorch/torchft/blob/9d3834082012af8268202100fdcc16734f46b2cb/torchft/process_group_test.py#L675) in `test_device_mesh` tri...
true
2,932,731,692
[test] sccache docker build
clee2000
open
[ "topic: not user facing" ]
1
CONTRIBUTOR
Fixes #ISSUE_NUMBER cc @jgong5 @mingfeima @XiaobingSuper @sanchitintel @ashokei @jingxu10
true
2,932,699,132
Update commitlist.py instructions for the GitHub repo regime
janeyx99
closed
[ "Merged", "ciflow/trunk", "topic: not user facing" ]
3
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #149535
true
2,932,648,255
Addind RoPE to pytorch core
manuelcandales
open
[ "module: nn", "triaged", "enhancement", "needs design" ]
2
CONTRIBUTOR
The RoPE python code is being copied and pasted over and over in multiple pytorch org repos. I propose we move the RoPE operation to pytorch core (e.g. under nn.functional) and also add a RotaryPositionalEmbeddings module. Some examples of code duplication: pytorch/ao: - https://github.com/pytorch/ao/blob/64bcf4c25755...
true
2,932,637,266
UnsupportedOperatorException: aten._fft_r2c.default
ivyw-ts
closed
[ "module: onnx", "triaged", "oncall: pt2", "oncall: export" ]
7
NONE
### 🐛 Describe the bug We ran into this error when trying to convert the <a href="https://huggingface.co/speechbrain/lang-id-voxlingua107-ecapa">VoxLingua107 ECAPA-TDNN Spoken Language Identification Model</a> to ONNX. Replication and error outputs are below; a more verbose logs file is attached as well. [onnx_expor...
true