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Tensors and Dynamic neural networks in Python with strong GPU acceleration

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Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #129831 Re-organize ```block_mask``` related arguments a tuple to reduce the individual argument number. I was trying to use named tuple, but aot...

topic: not user facing
module: inductor
module: dynamo
ciflow/inductor

Original PRs is damaged by confilct and rebase: https://github.com/pytorch/pytorch/pull/128303, https://github.com/pytorch/pytorch/pull/129144 This PR just switch `CppCodeCache` to new cpp_builder, it need to be validated in `fb_code` environment. cc @peterjc123 @mszhanyi @skyline75489...

module: windows
open source
ciflow/trunk
topic: not user facing
intel
module: inductor
ciflow/inductor

Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * #118448 * __->__ #129830 Fixes https://github.com/pytorch/pytorch/issues/118563 cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @chenyang78 @kadeng @chauhang

module: dynamo
ciflow/inductor

Summary: The inputs to grid function are varying argument, it can be one number, two numbers, or three numbers. The current implementation captured it as a tuple. For example "grid((16,))"....

fb-exported
module: inductor
ciflow/inductor

Follows #129055

triaged
open source
ciflow/trunk
release notes: jit
ciflow/periodic

Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #129691 This PR modifies `_embedding_bag_backward` item inside _native_functions.yaml_, so that it dispatches to CPU and CUDA directly, instead of `CompositeImplicitAutograd`. *Context:* PyTorch...

module: xla
open source
module: inductor
ciflow/inductor

Applies a bunch of new ruff lint rules that are now stable. Some of these improve efficiency or readability. Since I already did passes on the codebase for these when...

oncall: distributed
open source
better-engineering
ciflow/trunk
release notes: quantization
release notes: distributed (ddp)
module: inductor
module: dynamo
ciflow/inductor

See https://github.com/pytorch/pytorch/pull/129751#issue-2380881501. Most changes are auto-generated by linter. You can review these PRs via: ```bash git diff --ignore-all-space --ignore-blank-lines HEAD~1 ``` Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #129764...

open source
better-engineering
ciflow/trunk
topic: not user facing

Fixes #ISSUE_NUMBER cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @peterbell10 @ipiszy @yf225 @chenyang78 @kadeng @muchulee8 @ColinPeppler @amjames @desertfire @chauhang

module: inductor
ciflow/inductor

Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom): * __->__ #118448 * #129830 cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @chenyang78 @kadeng @chauhang @aakhundov

module: dynamo
ciflow/inductor
keep-going