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2,828,374,585
DeepSeek: Grouped/Ragged gemm with offsets on the GPU
ngimel
open
[ "triaged", "module: linear algebra", "module: nestedtensor" ]
3
COLLABORATOR
When using token choice MoE, each expert gets varying number of tokens as input, and, in a sync-free implementation, the number of the tokens is not known on the CPU. The MoE computation needs to do several gemms with these unknown size inputs, # of gemms = number of experts on this GPU. One way to implement this is to...
true
2,828,373,795
Fix random crash in PyPer
shengfukevin
closed
[ "fb-exported", "Merged", "ciflow/trunk", "topic: not user facing" ]
4
CONTRIBUTOR
Summary: PyPer saw random crashes when writing into ET file. This DIFF is to check if the output file is in condition before writing into it, and catch the exception if something bad happens, instead of crashing. Test Plan: buck2 run mode/opt caffe2/test:test_profiler_cuda -- profiler.test_execution_trace.TestExecutio...
true
2,828,373,324
Tracking issue for Improvements for DeepSeek
ngimel
open
[ "oncall: distributed", "module: float8", "module: sdpa" ]
4
COLLABORATOR
DeepSeek training, as described in the paper, uses a few techniques that are currently inconvenient to implement in pytorch. 1) Token choice MoE. Routing and computation for MoE should happen without host-device syncs. After computing and ranking scores, the information on which token has to go where (and also, how ma...
true
2,828,310,869
[benchmark] Remove ONNX
justinchuby
closed
[ "open source", "Merged", "module: benchmark", "ciflow/trunk", "release notes: benchmark", "module: dynamo", "ciflow/inductor", "topic: devs" ]
6
COLLABORATOR
ONNX exporter experiments in benchmark is obsolete and unmaintained. This PR removes it to unblock https://github.com/pytorch/pytorch/pull/146003 cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @chenyang78 @kadeng @chauhang @amjames @atalman
true
2,828,291,113
[torch][amdsmi] Avoid ODR violation when loading amdsmi
danzimm
closed
[ "fb-exported", "Merged", "ciflow/trunk", "topic: not user facing" ]
19
CONTRIBUTOR
Summary: amdsmi bundles its own copy of `libamd_smi.so`. When you're interacting with `amdsmi` from *only* python that's fine, but when you try to interact with `libamd_smi.so` from native code too this poses a problem, because from native code you'll be linking against the copy of `libamd_smi.so` from the SDK. This m...
true
2,828,289,391
[easy] Add type annotation for autotune_num_choices_displayed
henrylhtsang
closed
[ "fb-exported", "Merged", "ciflow/trunk", "topic: not user facing", "module: inductor", "ciflow/inductor" ]
4
CONTRIBUTOR
Test Plan: ci Differential Revision: D69064447 cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @ipiszy @yf225 @chenyang78 @kadeng @muchulee8 @amjames @desertfire @chauhang @aakhundov
true
2,828,198,171
[dynamo][skip-function] Add missing unimplemented line
anijain2305
closed
[ "Merged", "ciflow/trunk", "topic: not user facing", "module: dynamo", "ciflow/inductor" ]
3
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * #146339 * #146116 * __->__ #146322 This is a missing line from the merged PR in the stack below. Lets try to get this in quickly. cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv...
true
2,828,173,916
[ONNX] Support custom axis name through dynamic_shapes
titaiwangms
closed
[ "open source", "Merged", "ciflow/trunk", "release notes: onnx", "topic: new features" ]
12
COLLABORATOR
Fixes #143443 This PR aims to support custom dynamic axis naming through dynamic_shapes. Currently, _Dim and _DimHint do not support dynamic axis naming (#144273). 1. **the original dynamic shapes guarantee** The axis renaming is only applied when dynamic shapes include string instead of all _Dim and _DimHint. T...
true
2,828,164,098
DeepSpeed github repo move sync
stas00
closed
[ "oncall: distributed", "open source", "Merged", "ciflow/trunk", "topic: not user facing" ]
3
CONTRIBUTOR
DeepSpeed has moved to a new repo on github https://github.com/deepspeedai/DeepSpeed This PR updates this repo to use the new URL. cc @H-Huang @awgu @kwen2501 @wanchaol @fegin @fduwjj @wz337 @wconstab @d4l3k @c-p-i-o
true
2,828,120,347
[export][dynamic shapes] use size-oblivious upper bound reasoning for backed symbols
pianpwk
closed
[ "Stale", "release notes: fx", "fx", "ciflow/inductor" ]
2
CONTRIBUTOR
cc @ezyang @SherlockNoMad @EikanWang @jgong5 @wenzhe-nrv
true
2,828,115,819
Hack AC to not clear recomputed activations
soulitzer
open
[ "no-stale" ]
3
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * #146633 * __->__ #146318 * #145399 * #145533 * #145531 * #145520
true
2,828,101,996
[inductor] Improve type annotations in _inductor/pattern_matcher.py
rec
closed
[ "module: typing", "open source", "better-engineering", "release notes: fx", "topic: not user facing", "fx", "module: inductor", "ciflow/inductor" ]
1
COLLABORATOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #146317 * #146248 See https://github.com/pytorch/pytorch/issues/146167 cc @ezyang @malfet @xuzhao9 @gramster @SherlockNoMad @EikanWang @jgong5 @wenzhe-nrv @voznesenskym @penguinwu @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @jia...
true
2,828,062,196
Fix not inlining functions used in metal files
Isalia20
closed
[ "open source", "Merged", "release notes: build", "topic: bug fixes", "ciflow/binaries_wheel" ]
4
COLLABORATOR
Fixes issue when building PyTorch with Xcode installed after https://github.com/pytorch/pytorch/pull/146231 ``` FAILED: caffe2/aten/src/ATen/kernels_basic.metallib /Users/Irakli_Salia/Desktop/pytorch/build/caffe2/aten/src/ATen/kernels_basic.metallib cd /Users/Irakli_Salia/Desktop/pytorch/build/caffe2/aten/src/ATen ...
true
2,828,046,196
[export] dynamic_shapes with `Dim` fails when `DYNAMIC` succeeds
xadupre
open
[ "oncall: pt2", "export-triaged", "oncall: export" ]
3
COLLABORATOR
### 🐛 Describe the bug Following example fails. I'm not sure that's an error. The only way to make it work is to use ``torch.export.Dim.DYNAMIC``. Ideally `Dim` should have the same effect as `Dim.DYNAMIC`? ```python import torch class Model(torch.nn.Module): def forward(self, x, y, z): return torch.ca...
true
2,828,026,989
print partial fx graph for all tracing errors
bobrenjc93
closed
[ "release notes: fx", "topic: not user facing", "fx", "module: dynamo", "ciflow/inductor" ]
2
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #146314 * #146296 * #146298 followup from discussions on earlier PRs cc @ezyang @SherlockNoMad @EikanWang @jgong5 @wenzhe-nrv @voznesenskym @penguinwu @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @jiayisunx @chenyang78 @kadeng...
true
2,827,919,712
[Dynamo] fix torch._dynamo.assume_constant_result when used on class method
matthewfl
open
[ "triaged", "open source", "Stale", "module: dynamo" ]
9
CONTRIBUTOR
This PR fixes `torch._dynamo.assume_constant_result` when it is used on a class method, and the class was instantiated inside of the dynamo traced code. The issue: Currently when an object is modified by storing attributes on it in dynamo, the side effects of those attribute stores are tracked using the `SideEffect`...
true
2,827,711,912
Discrepancy in Outputs When Converting to ONNX using torch.autocast with float16
AyoubMDL
closed
[ "module: onnx", "triaged" ]
9
NONE
### 🐛 Describe the bug I converted a PyTorch model to ONNX inside `torch.autocast(device_type="cpu", dtype=torch.float16)` context. When running inference on both the original and converted models, I observed that the difference between their outputs is on the order of **1e-2**. I expected a smaller error, around 1e...
true
2,827,677,864
Enable TemporaryFileName tests on Windows
cyyever
closed
[ "triaged", "open source", "module: amp (automated mixed precision)", "Merged", "ciflow/trunk", "topic: not user facing" ]
9
COLLABORATOR
Fixes #ISSUE_NUMBER cc @mcarilli @ptrblck @leslie-fang-intel @jgong5
true
2,827,630,887
Fix type stubs for SymmetricMemory
lw
closed
[ "Merged", "ciflow/trunk", "release notes: distributed (c10d)" ]
6
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #146310
true
2,827,621,097
[ARM] - Bug in SVE Vectorization, test_vec_remainder fails with torchinductor compiler error
robert-hardwick
closed
[ "module: tests", "triaged", "module: vectorization", "module: arm" ]
2
COLLABORATOR
### 🐛 Describe the bug We are seeing a bug on Aarch64 Neoverse-V1 ``` To execute this test, run the following from the base repo dir: python test/inductor/test_cpu_repro.py CPUReproTests.test_vec_remainder Error is: ‘blend’ is not a member of ‘at::vec::CPU_CAPABILITY::Vectorized<signed char>’ ``` It looks to ...
true
2,827,538,187
Support SymmetricMemory's signaling kernels on sm60 and sm70
lw
closed
[ "oncall: distributed", "Merged", "ciflow/trunk", "release notes: distributed (c10d)" ]
4
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #146308 By leveraging libcudacxx's utilities: https://nvidia.github.io/cccl/libcudacxx/extended_api/synchronization_primitives/atomic_ref.html cc @H-Huang @awgu @kwen2501 @wanchaol @fegin @fduwjj @wz337 @wconstab @d4l3k @c-p-i-o
true
2,827,419,944
Intermittent false positives in lintrunner's mypy
rec
open
[ "module: lint", "triaged", "module: flaky-tests" ]
3
COLLABORATOR
### 🐛 Describe the bug ### Summary Not infrequently, lintrunner's MYPY linter seems to locally get into a bad state where it repeatably reports false positives for code where the CI correctly reports none. This has been an intermittent nuisance for me for months, and apparently a lot of Quansight developers have se...
true
2,827,398,463
torch.compile failed on single-node multigpu setting.
Felix-Zhenghao
open
[ "triaged", "oncall: pt2", "module: inductor" ]
1
NONE
### 🐛 Describe the bug I ran this code on an 8-GPU (A100) node: ```python vla = ActionOnlyVLA(cfg.vla, vlm).to(torch.bfloat16).to(device_id) vla = torch.compile( model=vla, mode="reduce-overhead", ) ``` I ran ablation and I am sure that it is torch.compile error. ### Error logs Same error appears ...
true
2,827,393,460
Error message doesn't fully cover all situations
ILCSFNO
closed
[]
1
CONTRIBUTOR
### 🐛 Describe the bug The doc of [`torch.searchsorted()`](https://pytorch.org/docs/stable/generated/torch.searchsorted.html#torch-searchsorted) shows its `Keyword Arguments` as below: > ### Keyword Arguments > * ... > * right ([bool](https://docs.python.org/3/library/functions.html#bool), optional) – if False, retu...
true
2,827,082,544
DeviceMesh API to merge multiple sub-meshes
kmehant
open
[ "oncall: distributed", "module: DeviceMesh" ]
1
CONTRIBUTOR
### 🚀 The feature, motivation and pitch It would be helpful if there is a way to merge sub meshes into single DeviceMesh. On the other hand, thank you for the slicing or sub mesh extraction support to the DeviceMesh. ### Alternatives Currently, I only see of using `init_device_mesh()` API to recreate a DeviceMesh ...
true
2,826,650,500
Update slow tests
pytorchupdatebot
closed
[ "open source", "Merged", "ciflow/trunk", "topic: not user facing", "ciflow/slow", "ci-no-td" ]
3
COLLABORATOR
This PR is auto-generated weekly by [this action](https://github.com/pytorch/pytorch/blob/main/.github/workflows/weekly.yml). Update the list of slow tests.
true
2,826,586,583
Bahaviors of Tranforms.v2.Resize and Transforms.Resize Are Different
donglihe-hub
closed
[]
0
NONE
### 🐛 Describe the bug The expected output is a (1, 224, 224) tensor. When input is an numpy.ndarray, transforms.Resize raises ``` TypeError: Unexpected type <class 'numpy.ndarray'> ``` While transforms.v2.Resize silently runs the code without resizing the input ``` v2 passed. torch.Size([1, 1023, 587]) <class 'torc...
true
2,826,573,231
Possible gradient miscalculation with repeated indices in Autograd Functions `PutBackward0`, `IndexPutBackward0` and `ScatterBackward0`
mntsx
closed
[ "module: autograd", "triaged", "module: advanced indexing" ]
5
NONE
### 🐛 Describe the bug I think this is an incorrect behaviour for `PutBackward0`, `IndexPutBackward0` and `ScatterBackward0`: ```python >>> import torch >>> T = torch.zeros(size=(1,), requires_grad=True) >>> idx = torch.tensor([0,0], dtype=torch.long) >>> src = torch.tensor([1.0, 2.0], requires_grad=True) >>> O = to...
true
2,826,530,241
log out partial fx graph when guard on data dependent during non stirct tracing
bobrenjc93
closed
[ "Merged", "ciflow/trunk", "release notes: fx", "topic: not user facing", "fx" ]
4
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * #146314 * #146296 * __->__ #146298 As discussed with @avikchaudhuri and @bdhirsh last week, this can be quite useful when debugging. The following code produces a data dependent error ``` import torch from torch import nn # Use...
true
2,826,528,753
[inductor] Refactor CaptureIndexing into global scope
jansel
closed
[ "Merged", "Reverted", "topic: not user facing", "module: inductor", "ciflow/inductor", "ci-no-td" ]
4
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * #146373 * __->__ #146297 * #146282 * #146257 * #146255 * #146254 * #146252 And inline SimplifyIndexing into it CaptureIndexing. cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jia...
true
2,826,488,821
dump partial fx graph to stderr when dynamo tracing fails with guard on data-dependent
bobrenjc93
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): * #146363 * __->__ #146296 * #146298 As discussed with @avikchaudhuri and @bdhirsh last week, this can be quite useful when debugging. The following code produces a data dependent error ``` import torch from torch import nn # Use...
true
2,826,488,556
The result of torch.sum will show the value of NAN
anonymous-tai
closed
[ "module: NaNs and Infs" ]
2
NONE
### 🐛 Describe the bug There is no NAN in my input value, but the output value has NAN ```python import torch import numpy as np [torch.sum.zip](https://github.com/user-attachments/files/18637750/torch.sum.zip) fun = torch.sum # Load the input from the .npz file input = np.load('/path/to/your/input.npz') # Check...
true
2,826,441,369
Enable TemporaryFileName tests on Windows
cyyever
closed
[ "open source", "windows-triaged", "topic: not user facing" ]
1
COLLABORATOR
Fixes #ISSUE_NUMBER
true
2,826,420,654
[AOTI] Fix an unaligned memory access issue in mm_template
desertfire
closed
[ "fb-exported", "Merged", "ciflow/trunk", "topic: bug fixes", "module: inductor", "ciflow/inductor", "release notes: inductor", "ciflow/inductor-rocm" ]
12
CONTRIBUTOR
Summary: Fixes a corner case in the Triton MM template, where the dimension M (dynamic size) can be smaller than BLOCK_M (similarly for the N dimenstion) can trigger unaligned memory access error. Differential Revision: D69034578 cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozh...
true
2,826,349,917
[mps/inductor] Add support for digamma().
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 @yf225 @chenyang78 @kadeng @muchulee8 @amjames @desertfire @chauhang @aakhundov
true
2,826,324,529
Enable some tests on Windows
cyyever
closed
[ "open source", "topic: not user facing" ]
4
COLLABORATOR
Fixes #ISSUE_NUMBER
true
2,826,296,275
[ c10d ] modify API to get device string from device with torch.device
ankurneog
closed
[ "oncall: distributed", "triaged", "open source", "Merged", "ciflow/trunk", "release notes: distributed (c10d)" ]
7
CONTRIBUTOR
Modify the ```get_default_backend_for_device()``` API to extract the device string using ```torch.device()``` cc @H-Huang @awgu @kwen2501 @wanchaol @fegin @fduwjj @wz337 @wconstab @d4l3k @c-p-i-o
true
2,826,282,124
Use device agnostic APIs for device_count and backend in common_fsdp
ankurneog
open
[ "triaged", "open source", "module: fsdp", "ciflow/trunk", "topic: not user facing", "module: hpu" ]
28
CONTRIBUTOR
Replace device specific APIs with device abstracted API cc @zhaojuanmao @mrshenli @rohan-varma @awgu @fegin @kwen2501 @chauhang @jeromean @bsochack @sujoysaraswati
true
2,826,223,366
[Trace PyDispatcher] Capture Vmapped autograd function as graph
yanboliang
open
[ "open source", "topic: not user facing", "module: dynamo", "ciflow/inductor" ]
1
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #146288 * #146272 * #146271 * #146270 cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @chenyang78 @kadeng @chauhang @amjames
true
2,826,204,425
Test macos2
cyyever
closed
[ "open source", "release notes: dataloader" ]
1
COLLABORATOR
Fixes #ISSUE_NUMBER
true
2,826,157,418
Non-blocking GPU to CPU copy of complex numbers with the different conj status produces wrong results
ngimel
open
[ "high priority", "triaged", "module: complex", "module: correctness (silent)" ]
2
COLLABORATOR
```python import torch def _test_copy(dst, src, non_blocking): event = torch.cuda.Event() dst.copy_(src, non_blocking=non_blocking) if non_blocking: event.record() event.synchronize() #print(src, dst) return torch.equal(dst.contiguous().cpu(), src.contiguous().cpu()) for _ in rang...
true
2,826,131,197
[scan] Autograd with partial gradient support
bohnstingl
closed
[ "triaged", "open source", "Merged", "ciflow/trunk", "topic: not user facing", "module: inductor", "module: dynamo" ]
9
COLLABORATOR
This PR introduces the Autograd feature for scan with partial gradient support. It is a combination of the already opened PRs: https://github.com/pytorch/pytorch/pull/135631 and https://github.com/bohnstingl/pytorch/pull/4 cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzhen...
true
2,826,128,545
[metal] Move digamma to special_math.h
dcci
closed
[ "Merged", "topic: not user facing", "module: mps", "ciflow/mps", "module: inductor" ]
3
MEMBER
cc @kulinseth @albanD @malfet @DenisVieriu97 @jhavukainen @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @ipiszy @yf225 @chenyang78 @kadeng @muchulee8 @amjames @desertfire @chauhang @aakhundov
true
2,826,072,280
[dynamo] misc fixes for inspect
anijain2305
closed
[ "Merged", "ciflow/trunk", "topic: not user facing", "module: dynamo", "ciflow/inductor" ]
3
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * #146116 * #146219 * __->__ #146283 * #146075 cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @chenyang78 @kadeng @chauhang @amjames
true
2,826,044,076
[inductor] Minor compile time optimizations in DefaultHandler
jansel
closed
[ "Merged", "Reverted", "topic: not user facing", "module: inductor", "module: dynamo", "ciflow/inductor", "ci-no-td" ]
4
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * #146373 * #146297 * __->__ #146282 * #146257 * #146255 * #146254 * #146252 cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @ipiszy @yf225 @chenyang78 @kadeng @muchulee8...
true
2,826,001,403
[metal] Refactor digamma in preparation for moving it.
dcci
closed
[ "Merged", "topic: not user facing", "module: mps", "ciflow/mps", "module: inductor" ]
3
MEMBER
cc @kulinseth @albanD @malfet @DenisVieriu97 @jhavukainen @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @ipiszy @yf225 @chenyang78 @kadeng @muchulee8 @amjames @desertfire @chauhang @aakhundov
true
2,825,991,726
[Inductor-CPU] Avoid redundant compute of index in AVX512 FP32 acc GEMM micro-kernel
sanchitintel
closed
[ "open source", "Stale", "topic: not user facing", "module: inductor", "ciflow/inductor" ]
2
COLLABORATOR
`constexpr int idx` doesn't seem to help here since `idx` is equal to `i`: ```cpp constexpr int row = i / COLS; constexpr int col = i % COLS; // some other code constexpr int idx = row * COLS + col; vc[idx] = at::vec::fmadd(va, vb[col], vc[idx]); ``` TODO - [ ] Al...
true
2,825,989,201
[MPS] Add linalg det and fix lu factor for non contiguous tensors
Isalia20
closed
[ "open source", "Merged", "release notes: mps", "ciflow/mps" ]
6
COLLABORATOR
Requested in #77764 This PR adds support for linalg.det on MPS and fixes lu factor for non contiguous tensors, current implementation crashed on any kind of non-contiguous tensor with an error: ``` -[AGXG13XFamilyCommandBuffer blitCommandEncoderCommon:]:833: failed assertion `A command encoder is already encoding...
true
2,825,982,194
[inductor] Guard a member variable with a define.
dcci
closed
[ "Merged", "ciflow/trunk", "topic: not user facing", "module: inductor", "ciflow/inductor" ]
3
MEMBER
It's unused otherwise, and when running MPS tests, I get a bunch of warnings of this kind: /Users/davidino/pytorch/pytorch/torch/include/torch/csrc/inductor/aoti_runtime/model_container.h:412:10: warning: private field 'blob_size_' is not used [-Wunused-private-field] 412 | size_t blob_size_; | ...
true
2,825,959,514
shapeenv and prov logging
bobrenjc93
closed
[ "ciflow/trunk", "release notes: fx", "fx", "ciflow/inductor" ]
2
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #146277 cc @ezyang @SherlockNoMad @EikanWang @jgong5 @wenzhe-nrv Differential Revision: [D69025488](https://our.internmc.facebook.com/intern/diff/D69025488)
true
2,825,938,989
[BE]: Enable ruff SLOT checks
Skylion007
closed
[ "oncall: distributed", "open source", "Merged", "ciflow/trunk", "release notes: quantization", "topic: not user facing", "fx", "module: dynamo", "ciflow/inductor", "release notes: export" ]
8
COLLABORATOR
This enables a check that which a class which only inherits from immutable classes like str, tuple, and NamedTuple, also defined `__slots__` so they don't allocate memory unnecessarily. This also ensure contributors think about how they define their classes with subclass NamedTuples and str, of which we have many in ou...
true
2,825,911,453
Correctly handle duplicated arguments when merging input views.
ysiraichi
closed
[ "open source", "Merged", "ciflow/trunk", "topic: not user facing", "ciflow/inductor" ]
14
COLLABORATOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #146275 Fix: #135099 This PR changes how we map the original inputs into the new set of inputs that take in the tensor input's base instead of their aliases. **Problem:** in order to create this mapping, we had a dictionary that map...
true
2,825,897,360
torch.nn.functional.one_hot has inconsistent behavior between eager and torch.compile when num_classes=0
meetmul
open
[ "triaged", "actionable", "oncall: pt2", "module: fakeTensor", "module: pt2-dispatcher" ]
4
NONE
### 🐛 Describe the bug When `num_classes=0`, `torch.nn.functional.one_hot` will throw `Class values must be smaller than num_classes.` under eager but outputs empty tensor under torch.compile. ```python import torch f = torch.nn.functional.one_hot a = torch.arange(0, 5) % 3 # [0,1,2,0,1] num_classes = 0 try: to...
true
2,825,663,845
[dcp] Minor improvements to filesystem writer
ananthsub
open
[ "oncall: distributed", "triaged", "open source", "topic: not user facing", "release notes: distributed (checkpoint)", "oncall: distributed checkpointing" ]
27
NONE
- Apply same check to `_SerialCpuLoader ` from `_OverlappingCpuLoader` for determining when to clone non-contiguous cpu tensors - Add minor helper function to avoid iterating over `WriteItem`s twice to collect bytes and tensor write items - Use the metadata filename constant instead of harcoding cc @H-Huang @awg...
true
2,825,650,506
[Trace PyDispatcher] Add CustomFunctionHigherOrderOperatorVariable
yanboliang
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): * #146288 * __->__ #146272 * #146271 * #146270 cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @chenyang78 @kadeng @chauhang @amjames
true
2,825,650,487
[Trace PyDispatcher] Support temporarily_pop_interpreter_stack ctx manager
yanboliang
closed
[ "Merged", "ciflow/trunk", "topic: not user facing", "module: dynamo", "ciflow/inductor" ]
3
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * #146288 * #146272 * __->__ #146271 * #146270 cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @chenyang78 @kadeng @chauhang @amjames
true
2,825,650,471
[Dynamo][Trace PyDispatcher] Remove disable from HigherOrderOperator.__call__
yanboliang
closed
[ "Merged", "topic: not user facing", "module: dynamo", "ciflow/inductor" ]
1
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * #146288 * #146272 * #146271 * __->__ #146270 cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @chenyang78 @kadeng @chauhang @amjames
true
2,825,650,441
[Dynamo][Trace PyDispatcher] Support calling id function over class
yanboliang
closed
[ "Merged", "ciflow/trunk", "topic: not user facing", "module: dynamo", "ciflow/inductor" ]
3
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * #146272 * #146271 * #146270 * __->__ #146269 cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @chenyang78 @kadeng @chauhang @amjames
true
2,825,590,916
Enable some tests on MacOS
cyyever
closed
[ "module: macos", "open source", "Merged", "ciflow/trunk", "topic: not user facing" ]
6
COLLABORATOR
Fixes #ISSUE_NUMBER cc @seemethere @malfet @pytorch/pytorch-dev-infra @albanD
true
2,825,588,721
Format tests by PYFMT
cyyever
open
[ "oncall: distributed", "triaged", "open source", "Stale", "topic: not user facing", "ciflow/inductor", "release notes: distributed (checkpoint)" ]
1
COLLABORATOR
Fixes #ISSUE_NUMBER cc @H-Huang @awgu @kwen2501 @wanchaol @fegin @fduwjj @wz337 @wconstab @d4l3k @c-p-i-o @LucasLLC @MeetVadakkanchery @mhorowitz @pradeepfn @ekr0
true
2,825,584,034
Remove unused import in tests
cyyever
closed
[ "open source", "Merged", "ciflow/trunk", "topic: not user facing", "oncall: export" ]
3
COLLABORATOR
Fixes #ISSUE_NUMBER cc @avikchaudhuri @gmagogsfm @zhxchen17 @tugsbayasgalan @angelayi @suo @ydwu4 @penguinwu
true
2,825,565,634
Add libtorch nightly build for CUDA 12.8
tinglvv
closed
[ "module: cuda", "triaged", "open source", "Merged", "ciflow/binaries", "ciflow/trunk", "topic: not user facing" ]
12
COLLABORATOR
Try removing sm50 and sm60 to shrink binary size, and resolve the ld --relink error "Architecture support for Maxwell, Pascal, and Volta is considered feature-complete and will be frozen in an upcoming release." from 12.8 release note. Also updating the runner for cuda 12.8 test to g4dn (T4, sm75) due to the dro...
true
2,825,519,752
[ROCm] opportunistic fastatomics for ReduceAdd operations for MI300 GPUs
pragupta
closed
[ "module: rocm", "triaged", "open source", "Merged", "ciflow/trunk", "topic: not user facing", "module: inductor", "rocm", "keep-going", "ciflow/inductor-rocm", "ciflow/rocm-mi300" ]
38
CONTRIBUTOR
In this approach, we are catching any lane within a wave that is doing fastatomics to the same destination address and computing the sum on the CU. This is leading to 3x improvement in scatter_add performance and 2x improvement in index_select. scatter_add performance on MI300x: dtype|Baseline (before optimizati...
true
2,825,517,076
[aoti] Assign proxy call args by name, and support default values.
zhxchen17
closed
[ "fb-exported", "Merged", "Reverted", "ciflow/trunk", "topic: not user facing", "module: inductor", "ciflow/inductor", "ci-no-td" ]
11
CONTRIBUTOR
Fixing the following issue when compiling the following program: ``` window = torch.hann_window(N_FFT).to(x.device) stft = torch.stft( x, N_FFT, HOP_LENGTH, window=window, return_complex=True ) magnitudes = stft[..., :-1].abs() **...
true
2,825,515,550
Fix unreachable code
lancelotnd
closed
[ "open source", "Merged", "ciflow/trunk", "topic: not user facing" ]
5
CONTRIBUTOR
Fixes #146261 Removed unreachable code
true
2,825,515,295
Unreachable code triggers no-return error when compiling with -Werror=return-type
lancelotnd
closed
[]
0
CONTRIBUTOR
### 🐛 Describe the bug This is a minor smell but while compiling with extra flags `-finstrument-functions` I get the following error. ``` /home/users/lancend/code/H24-Experiments/pytorch-unified/aten/src/ATen/native/xnnpack/Linear.cpp:212:1: error: control reaches end of non-void function [-Werror=return-type] 212...
true
2,825,507,884
flex attention NoValidChoicesError with torch 2.6
samsja
closed
[ "triaged", "module: regression", "module: higher order operators", "module: pt2-dispatcher", "module: flex attention" ]
7
NONE
### 🐛 Describe the bug When using flex attention I am experiencing error that did not appear with torch 2.5.1. More info here : https://github.com/PrimeIntellect-ai/prime/pull/209#issuecomment-2629145668 ```bash 22:36:40 [INFO] [Rank 0] Caught an exception, terminating children 22:36:40 [INFO] [Rank 0] NoValidChoic...
true
2,825,499,953
[mps/inductor] Implement support for polygamma().
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 @yf225 @chenyang78 @kadeng @muchulee8 @amjames @desertfire @chauhang @aakhundov
true
2,825,495,491
[dynamo] Add return to python_type
anijain2305
closed
[ "Merged", "ciflow/trunk", "topic: not user facing", "module: dynamo", "ciflow/inductor" ]
1
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * #146116 * #146219 * #146075 * #146070 * #146214 * __->__ #146258 * #146198 * #146062 cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @chenyang78 @kadeng @chauhang @amja...
true
2,825,483,114
[inductor] Refactor op handlers part 5
jansel
closed
[ "module: cpu", "Merged", "Reverted", "topic: not user facing", "ciflow/mps", "module: inductor", "ciflow/inductor", "ci-no-td" ]
7
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * #146373 * #146297 * #146282 * __->__ #146257 * #146255 * #146254 * #146252 This makes OpHandler just a normal class using inheritance, and removes typing workarounds needed because it wasn't cc @jgong5 @mingfeima @XiaobingSuper @sanchiti...
true
2,825,424,793
use copy2d in h2d/d2h copy when possible
ngimel
closed
[ "Merged", "Reverted", "ciflow/trunk", "release notes: cuda", "ciflow/slow", "ci-no-td" ]
15
COLLABORATOR
A rewrite of #138964 In addition to rewriting the conditions for using copy2d, this PR fixes a few other problems with #138964: 1) gpu-gpu copies when peer access is disabled shouldn't rely on copy2d 2) copy2d should record even for the host pinned memory, like the regular copy does 3) copy2d shouldn't pretend t...
true
2,825,404,069
[inductor] Refactor op handlers part 4
jansel
closed
[ "Merged", "Reverted", "topic: not user facing", "module: inductor", "module: dynamo", "ciflow/inductor", "ci-no-td" ]
4
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * #146373 * #146297 * #146282 * #146257 * __->__ #146255 * #146254 * #146252 This replaces the `__getattr__()` pattern used in remaining OpHandlers with a `DefaultHandler` class defined in part 2. Some compile time wins from this as well...
true
2,825,404,025
[inductor] Refactor op handlers part 3
jansel
closed
[ "Merged", "Reverted", "topic: not user facing", "module: inductor", "ciflow/inductor", "ci-no-td" ]
4
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * #146373 * #146297 * #146282 * #146257 * #146255 * __->__ #146254 * #146252 Fixes type errors that arise from typing `V.ops`. cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @j...
true
2,825,401,001
[mps] Move polygamma to special_math.h.
dcci
closed
[ "Merged", "topic: not user facing", "module: mps", "ciflow/mps", "module: inductor" ]
3
MEMBER
In preparation to implement it in inductor. cc @kulinseth @albanD @malfet @DenisVieriu97 @jhavukainen @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @ipiszy @yf225 @chenyang78 @kadeng @muchulee8 @amjames @desertfire @chauhang @aakhundov
true
2,825,370,926
[inductor] Refactor op handlers part 2
jansel
closed
[ "Merged", "Reverted", "topic: not user facing", "module: inductor", "ciflow/inductor", "ci-no-td" ]
7
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * #146373 * #146297 * #146282 * #146257 * #146255 * #146254 * __->__ #146252 This replaces the `__getattr__()` pattern used in (some) OpHandlers with a `DefaultHandler` class that has an implementation of every op that calls `self._default()`...
true
2,825,369,624
fatal error: torch/torch.h: No such file or directory #include <torch/torch.h>
pgn-penguin
closed
[]
2
NONE
Hi, I’m trying to create a custom c++ extension but get stuck with #include < torch/extension.h > with the error: `interrpolation.cpp:1:29: fatal error: torch/extension.h: No such file or directory #include <torch/extension.h>` Just wondering that torch can been detected just like below, but just kept getting errors...
true
2,825,364,605
Feature Request: Support for .to(device) on DataLoader objects
Arpon-programmer
closed
[]
0
NONE
### 🚀 The feature, motivation and pitch Currently, in PyTorch, moving tensors to a specific device (like GPU or CPU) requires manually iterating through each batch in the DataLoader and calling .to(device) on individual elements. While this is not overly complex, it would be much more convenient if DataLoader could d...
true
2,825,361,489
Replace `*args : Any` with `typing_extensions.TypeVarTuple`
Skylion007
open
[ "module: typing", "triaged" ]
1
COLLABORATOR
### 🚀 The feature, motivation and pitch There are a lot of times we forward positional args to superclasses or other methods with `*args`. We should be using typing_extensions.TypeVarTuple whenever possible to forward these args whenever possible. TypedDict are a great way to type Kwargs, but probably only worth doin...
true
2,825,347,881
Make fx.node.map_arg() and .map_aggregate() generic
rec
closed
[ "oncall: distributed", "module: typing", "open source", "better-engineering", "Merged", "ciflow/trunk", "release notes: fx", "topic: not user facing", "fx", "module: dynamo", "ciflow/inductor", "suppress-api-compatibility-check", "suppress-bc-linter" ]
39
COLLABORATOR
## What's the problem? The popular `fx.node.map_arg()` and `fx.node.map_aggregate()` apply operations recursively on `dict`s, `tuples`, `list`s, etc, and return a new collection of the same type. Unfortunately, their base input type is `Argument`, which is [very unspecific indeed](https://github.com/pytorch/pytor...
true
2,825,346,420
torch/nn/modules/conv.py: docs: improvements
kuraga
open
[ "triaged", "open source", "Stale", "topic: not user facing" ]
4
CONTRIBUTOR
Fix highlighting in generated documentation (`torch/nn/modules/conv.py`): * attrs should be `:attrs:`, * constants should be constants, * text in math should be '\text{}`. Reborn of #136218. /cc @albanD, @jbschlosser, @mikaylagawarecki
true
2,825,329,023
[BE][Ez]: Make c10/special arrays constexpr
Skylion007
closed
[ "open source", "better-engineering", "Merged", "ciflow/trunk", "topic: not user facing" ]
3
COLLABORATOR
No reason to have array creation overhead for these constexpr arrays. This is better because it guarantees the array is not duplicated across templates or translation units unless necessary and allows the compiler to do static compile time bounds checking (even in loop based accesses)
true
2,825,317,568
[BE]: Remove redundant int cast calls
Skylion007
closed
[ "oncall: distributed", "open source", "better-engineering", "release notes: quantization", "release notes: distributed (fsdp)", "ciflow/inductor" ]
2
COLLABORATOR
Remove redundant int cast calls cc @H-Huang @awgu @kwen2501 @wanchaol @fegin @fduwjj @wz337 @wconstab @d4l3k @c-p-i-o
true
2,825,245,720
Simplify CUDA version checking on tests
cyyever
closed
[ "oncall: distributed", "triaged", "open source", "release notes: distributed (c10d)" ]
1
COLLABORATOR
Since we require CUDA >=11.0 cc @H-Huang @awgu @kwen2501 @wanchaol @fegin @fduwjj @wz337 @wconstab @d4l3k @c-p-i-o
true
2,825,235,302
Enable some tests on Windows
cyyever
closed
[ "open source", "Merged", "ciflow/trunk", "topic: not user facing" ]
6
COLLABORATOR
Fixes #ISSUE_NUMBER
true
2,825,206,484
"Automatically add `__all__`" tool and linter
rec
open
[ "module: typing", "module: lint", "triaged", "better-engineering" ]
4
COLLABORATOR
### Automatically add `_all__` (AAA) I have been [playing around](https://github.com/rec/test/blob/master/python/importer_counter.py) with using Python's built-in `tokenizer` to build a big sorted table of which `torch.` modules import which modules and symbols from `torch.` (summary at end). Seeing [this issue](htt...
true
2,825,205,942
How to perform BF16 matrix multiplication so that multiplication is done in BF16 and summation is done in FP32 efficiently using pytorch API?
Wongboo
closed
[ "module: cuda", "triaged", "module: linear algebra", "module: python frontend", "matrix multiplication" ]
7
CONTRIBUTOR
### 🚀 The feature, motivation and pitch NVIDIA's cutlass library can perform BF16 matrix multiplication so that multiplication is done in BF16 and summation is done in FP32 for improved numerical stability. For example, consider the following snippet from [this code example from flash-attention](https://github.com/Da...
true
2,825,142,807
Win32 Build crashes on startup (C++).
AnFunctionArray
open
[ "needs reproduction", "module: build", "module: windows", "triaged" ]
2
NONE
### 🐛 Describe the bug Win32 build with msvc2022 and protoc.exe from latest pytorch pip python library and cuda12.6 - crashes when linked and ran by executable at startup in c10.dll (when linked and ran with downloaded latest pytorch win32 libraries online it works). *The executable is C++ project* ### Versions Un...
true
2,825,129,852
torch_shm_manager: undefined reference to gloo
adamjstewart
open
[ "module: build", "module: cuda", "triaged" ]
17
CONTRIBUTOR
### 🐛 Describe the bug I'm seeing PyTorch 2.6.0 build issues, but only when compiling with CUDA support and using the system gloo. The specific error message is: ``` [7209/7228] Linking CXX executable bin/torch_shm_manager FAILED: bin/torch_shm_manager : && /builds/spack/spack/lib/spack/env/gcc/g++ -D_GLIBCXX_U...
true
2,825,109,965
Remove NOLINTNEXTLINE
cyyever
closed
[ "oncall: distributed", "module: cpu", "open source", "Merged", "ciflow/trunk", "release notes: quantization" ]
9
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
true
2,825,090,670
[2/N] Fix cppcoreguidelines-init-variables suppression
cyyever
open
[ "triaged", "open source", "topic: not user facing" ]
6
COLLABORATOR
This PR removes all `cppcoreguidelines-init-variables` suppressions.
true
2,825,000,332
[Rosetta] Can not get the correct MacOS version
smartliuhw
closed
[ "low priority", "triaged", "module: macos", "module: intel", "module: mps" ]
2
NONE
### 🐛 Describe the bug I'm trying to use a bf16 tensor on MPS, but got the error message: ``MPS BFloat16 is only supported on MacOS 14 or newer``. However, my MacOS version is 15.3, but the torch cannot recognize the system version. This is the result of my test ```python >>> import torch >>> torch.backends.mps.is_...
true
2,824,957,495
[inductor] Refactor op handlers part 1
jansel
closed
[ "Merged", "Reverted", "topic: not user facing", "ciflow/mps", "module: inductor", "module: dynamo", "ciflow/inductor", "ci-no-td" ]
6
CONTRIBUTOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * #146373 * #146297 * #146282 * #146257 * #146255 * #146254 * #146252 * __->__ #146235 * #146226 * #146225 This enforces the invariant that every backend implements the same set of ops and removes a layer of indirection for BasicMathOps. I...
true
2,824,952,011
[1/N] Fix F401 errors in tests
cyyever
open
[ "triaged", "open source", "Stale", "topic: not user facing" ]
8
COLLABORATOR
Fixes #ISSUE_NUMBER
true
2,824,871,096
Remove unactivated test
cyyever
closed
[ "open source", "Merged", "ciflow/trunk", "topic: not user facing" ]
4
COLLABORATOR
Fixes #ISSUE_NUMBER
true
2,824,799,706
Disable has_relational_guards check for dict_tag optimization for now
isuruf
closed
[ "open source", "Merged", "ciflow/trunk", "module: dynamo", "ciflow/inductor", "release notes: dynamo" ]
3
COLLABORATOR
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #146232 has_relational_guards evaluates to true almost always, and leads to a slowdown in guards runtime cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @chenyang...
true
2,824,771,130
[mps] Move zeta() to special_math.h.
dcci
closed
[ "Merged", "topic: not user facing", "module: mps", "ciflow/mps", "module: inductor" ]
3
MEMBER
In preparation for implementing digamma/polygamma cc @kulinseth @albanD @malfet @DenisVieriu97 @jhavukainen @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @ipiszy @yf225 @chenyang78 @kadeng @muchulee8 @amjames @desertfire @chauhang @aakhundov
true
2,824,737,932
[cutlass backend] Add instantiation level for generating configs
henrylhtsang
closed
[ "fb-exported", "Merged", "ciflow/trunk", "topic: not user facing", "module: inductor", "ciflow/inductor" ]
10
CONTRIBUTOR
Passing through instantiation level to generate more configs. I do see some C++ compilation error. But running is fine. Using 2222 generates 1k+ configs. Differential Revision: D68989194 cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @i...
true
2,824,714,744
[ca] no longer require is_traceable annotations for c++ autograd functions
xmfan
closed
[ "Merged", "ciflow/trunk", "module: inductor", "module: dynamo", "ciflow/inductor", "release notes: dynamo", "module: compiled autograd" ]
3
MEMBER
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * #146386 * __->__ #146229 This PR removes the CA compile-time error for C++ autograd functions, and supports them by having dynamo graph break on them (instead of allow_in_graph). The CppNode's collects are kept as is for now. cc @voznese...
true
2,824,688,295
[PT2][Inductor][reland] Add runtime numeric check for the post grad pass
mengluy0125
closed
[ "fb-exported", "Stale", "module: inductor", "ciflow/inductor", "release notes: inductor", "ci-no-td" ]
6
CONTRIBUTOR
Summary: We observed compilation time regression with previous diff implementation D63438718. Here we fix the issue and reland the diff Test Plan: ### numeric check enablement test ``` buck2 run mode/opt //scripts/jackiexu0313/pt2:local_model_with_pt2 -- --test_mode batch --use_synthetic_data --flow_id 685229965 -n ...
true
2,824,685,430
[ROCm][TunableOp] Add bias data type to params signature.
naromero77amd
closed
[ "module: rocm", "triaged", "open source", "Merged", "ciflow/trunk", "topic: not user facing", "ciflow/rocm-mi300" ]
3
COLLABORATOR
Add bias vector data type in TunableOp params signature. cc @jeffdaily @sunway513 @jithunnair-amd @pruthvistony @ROCmSupport @dllehr-amd @jataylo @hongxiayang
true