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Issues: pytorch/ao

[RFC] torchao Contributor Guide
#391 opened Jun 18, 2024 by jerryzh168
Open 16
float8 upcoming feature tracker
#556 opened Jul 30, 2024 by vkuzo
Open 1
Multibackend tracker
#1082 opened Oct 15, 2024 by msaroufim
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Issues list

[Feature Request] Add bias support for torchao/experimental ops
#1675 opened Feb 5, 2025 by metascroy
[MX] Support mixed MXFP4/FP6/FP8 linear layer
#1666 opened Feb 5, 2025 by balancap
1
NF4Tensor and DDP question Further information is requested
#1665 opened Feb 5, 2025 by psinger
3
Tensor subclass methods for DTensor and FSDP2 question Further information is requested
#1664 opened Feb 5, 2025 by jeromeku
3
[Needs more investigation] int8_weight_only via quantize_() API on torch.float16 models results in NaN values across multiple CPU architectures bug Something isn't working quantize
#1662 opened Feb 4, 2025 by vmpuri
1
Ensure runners / tests are utilizing Torch 2.6
#1655 opened Feb 3, 2025 by drisspg
[Doc] gemlite version question Further information is requested topic: documentation Use this tag if this PR adds or improves documentation
#1653 opened Feb 3, 2025 by bhack
1
make smoothquant more PT2 friendly
#1639 opened Jan 29, 2025 by vkuzo
1
FP8 QAT / FP8 block-wise quantization
#1632 opened Jan 28, 2025 by cassanof
5
Unittests Migration Progress good first issue Good for newcomers
#1621 opened Jan 26, 2025 by osbm
24 of 74 tasks
Wrong result and no speedup with SemiSparseLinear from Torchao compared to torch.nn.Linear
#1617 opened Jan 24, 2025 by lin-ht
3
Performance regression on latest pytorch nightly when using float8_dynamic_activation_float8_weight with granularity == PerTensor
#1609 opened Jan 23, 2025 by vgoklani
2
int4_weight_only Slows Down torch.nn.Linear for Llama2 7B Shapes high priority performance triage review
#1606 opened Jan 23, 2025 by mostafaelhoushi
13
Float8 with FSDP and DelayedScaling: 'WeightWithDelayedFloat8CastTensor' object has no attribute '_tensor'. float8
#1605 opened Jan 23, 2025 by fmo-mt
3
[float8] Add support for blockwise fp8 quantization scheme used in DeepSeek v3 float8 inference topic: new feature Use this tag if this PR adds a new feature
#1594 opened Jan 22, 2025 by danielvegamyhre
3
Sparsity training together with FP8 linear layer in torchao enhancement New feature or request sparsity
#1574 opened Jan 17, 2025 by goldhuang
2
Sam2 video triaged
#1564 opened Jan 14, 2025 by bhack
@cpuhrsch
1
support fused float8 gemm + bias add in torchao.float8 float8
#1549 opened Jan 11, 2025 by vkuzo
@vkuzo
[Proposal] Add targeting to CI tests to streamline documentation changes ci topic: improvement Use this tag if this PR is an improvement (doesn't fit into any of the other categories) triaged
#1524 opened Jan 8, 2025 by danielvegamyhre
4
Float8Linear autocast's torch.get_autocast_gpu_dtype() is deprecated triaged
#1522 opened Jan 7, 2025 by apaz-cli
1
torch.export.export_for_inference not available in current stable PyTorch triaged
#1514 opened Jan 7, 2025 by dongxiaolong
4
Not Seeing much memory savings with Fp8 optimizer suddenly optimizer reproduction needed
#1499 opened Jan 6, 2025 by asahni04
9
How can I use Torchao effectively with Naslib's pytorch models
#1467 opened Dec 31, 2024 by anissbslh
1
Does torchao supoort VLM quantization and dequantization？
#1464 opened Dec 30, 2024 by yangd85
5
The internal torchao tensor subclasses cause errors with torch.compile bug Something isn't working
#1463 opened Dec 28, 2024 by JohnnyRacer
5
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