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pytorch-bot bot commented Oct 17, 2025

🔗 Helpful Links

🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/ao/3206

Note: Links to docs will display an error until the docs builds have been completed.

❌ 3 New Failures, 1 Cancelled Job, 2 Unrelated Failures

As of commit f7762ad with merge base ced6231 (image):

NEW FAILURES - The following jobs have failed:

CANCELLED JOB - The following job was cancelled. Please retry:

BROKEN TRUNK - The following jobs failed but were present on the merge base:

👉 Rebase onto the `viable/strict` branch to avoid these failures

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@meta-cla meta-cla bot added the CLA Signed This label is managed by the Facebook bot. Authors need to sign the CLA before a PR can be reviewed. label Oct 17, 2025
@jerryzh168 jerryzh168 added topic: documentation Use this tag if this PR adds or improves documentation and removed CLA Signed This label is managed by the Facebook bot. Authors need to sign the CLA before a PR can be reviewed. labels Oct 17, 2025
@jerryzh168 jerryzh168 force-pushed the update-readme-10-2025 branch from b0fc829 to 081118f Compare October 17, 2025 22:25
@meta-cla meta-cla bot added the CLA Signed This label is managed by the Facebook bot. Authors need to sign the CLA before a PR can be reviewed. label Oct 17, 2025
from torchao.quantization import Int4WeightOnlyConfig, quantize_
quantize_(model, Int4WeightOnlyConfig(group_size=32, version=1))
```
Compared to a `torch.compiled` bf16 baseline, your quantized model should be significantly smaller and faster on a single A100 GPU:
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removing these since toy model memory/latency is not meaningful, to make our README shorter


TorchAO is integrated into some of the leading open-source libraries including:

* HuggingFace transformers with a [builtin inference backend](https://huggingface.co/docs/transformers/main/quantization/torchao) and [low bit optimizers](https://github.com/huggingface/transformers/pull/31865)
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reordered a bit to put more commonly used ones earlier

@jerryzh168 jerryzh168 force-pushed the update-readme-10-2025 branch from 081118f to d45a249 Compare October 17, 2025 22:31
Summary:
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@jerryzh168 jerryzh168 force-pushed the update-readme-10-2025 branch from d45a249 to f7762ad Compare October 18, 2025 00:00
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