From 84cea9945a1f3445e4f09a952c70eca3dbbf02e8 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Luka=20Govedi=C4=8D?= Date: Thu, 21 Aug 2025 10:18:49 -0400 Subject: [PATCH 01/13] Add blog post (exported version from Docs) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Signed-off-by: Luka Govedič --- _posts/2025-08-22-torch-compile.md | 198 +++++++++++++++++++++++++++++ 1 file changed, 198 insertions(+) create mode 100644 _posts/2025-08-22-torch-compile.md diff --git a/_posts/2025-08-22-torch-compile.md b/_posts/2025-08-22-torch-compile.md new file mode 100644 index 0000000..f75287b --- /dev/null +++ b/_posts/2025-08-22-torch-compile.md @@ -0,0 +1,198 @@ +# **\[Draft\] Introduction to torch.compile and How It Works with vLLM** + +Authors: Luka Govedič (Red Hat), Addie Stevens (Red Hat), Michael Goin (Red Hat), Saša Zelenović (Red Hat), Kaichao You (Tsinghua University), Richard Zou (Meta) +Publishing channel: [blog.vllm.ai](http://blog.vllm.ai) and cross-promoted from Red Hat AI channels +Target Date: TBD. + +*This blog originated from our biweekly vLLM office hours, a community forum hosted by Red Hat with vLLM project committers and the UC Berkeley team. Each session covers recent updates, a deep dive with a guest speaker, and open Q\&A. [Join us every other Thursday](https://red.ht/office-hours) at 2:00 PM ET / 11:00 AM PT on Google Meet, and get the recording and slides afterward on our [YouTube playlist](https://www.youtube.com/playlist?list=PLbMP1JcGBmSHxp4-lubU5WYmJ9YgAQcf3).* + +## **Introduction** + +Fast large language model (LLM) inference today requires executing models as efficiently as possible across diverse hardware, workloads, and scale. Efficient execution requires heavily optimized kernels that often require hand-tuning for different models and platforms. torch.compile, PyTorch’s just-in-time (JIT) compiler generates optimized kernels automatically, which makes PyTorch code run significantly faster without requiring developers to manually optimize kernels across all supported hardware platforms. + +For vLLM, the de-facto open-source inference engine for portable and efficient LLM inference, `torch.compile` isn’t just a performance enhancer. It’s a core component that shifts the responsibility of optimization from model developers to the compiler. Instead of requiring changes to model definitions, optimizations are applied during compilation, enabling cleaner separation of concerns and achieving maximal performance. In this post, we’ll walk through how `torch.compile` works, how it’s integrated into vLLM, and how vLLM uses custom compiler passes to maximize performance. + +## **What Is `torch.compile`?** + +`torch.compile` lets you optimize PyTorch code with minimal effort: using `torch.compile` is as simple as applying a decorator to a function or torch.nn.Module. torch.compile automatically captures tensor operations into a computation graph that it then generates optimized code for. + +In the following example, torch.compile produces a single fused kernel for all pointwise operations in function `fn`. It captures and compiles the function just-in-time, potentially recompiling if any of the capture conditions (e.g. input shapes) change. + +![][image1] + +Figure 1: torch.compile is a JIT compiler for PyTorch code. You can wrap functions, nn.Modules, and other callables in torch.compile. + +There are multiple ways to use torch.compile. You can use it as a kernel generator (like in Figure 1), where we compile a function. But you can also apply torch.compile to your full nn.Module model or submodules of it. Depending on the structure of the model and your requirements (e.g. compile times), [we recommend applying torch.compile in different places](https://docs.pytorch.org/docs/stable/torch.compiler_troubleshooting.html#setting-expectations). + +## **Why Use torch.compile?** + +One way of optimizing models is to write custom CPU/CUDA operations that perform the same operations as in the model but faster. Writing custom kernels for every model is time-consuming and requires a deep understanding of performance and hardware. `torch.compile` gets you a decent amount of the way to peak performance with almost no additional engineering effort. For example, PyTorch's [open source TorchBench benchmark suite](https://hud.pytorch.org/benchmark/compilers) shows 1.8-2x geomean speedups on 80+ models. + +**![][image2]** + +Figure 2: torch.compile gives you fast baseline performance to save YOU development time from tuning model performance. + +## **How `torch.compile` Works** + +The torch.compile pipeline consists of two major stages: the frontend (TorchDynamo) and backend (TorchInductor). We'll give a brief overview, but for more details, please see the [official PyTorch 2 paper](https://docs.pytorch.org/assets/pytorch2-2.pdf). + +### **1\. Frontend (TorchDynamo): Graph Capture** + +torch.compile's frontend is a custom bytecode interpreter. It traces arbitrary Python functions and extracts straight-line [torch.fx](https://docs.pytorch.org/docs/stable/fx.html) graphs that consist only of Tensor operations. One of torch.compile's key features that gives it good coverage over all Python code is **graph breaks**. Whenever torch.compile sees an operation it cannot support, it doesn't error. Instead, it ends the current graph being traced, runs the operation, and then begins to trace out a new graph. torch.compile sends each graph that gets traced to the backend for optimization. + +In the following code example, torch.save is an unsupported operation: torch.compile doesn't know how to perform disk I/O. Applying torch.compile to the function `f` is equivalent to applying torch.compile to the region of compute before the call to torch.save and the region after torch.save. + +**![][image3]** + +Figure 3: torch.compile captures straight-line graphs of Tensor operations and works around unsupported operations like torch.save. + +### **2\. Backend (TorchInductor): Optimization and Kernel Generation** + +torch.compile's backend receives graphs from the frontend and optimizes them via graph passes and lowering to optimized C++, triton, or other kernels. It is able to: + +* Fuse pointwise and reduction operations +* Auto-tune kernel configurations like block sizes +* Choose between different backends for matmul (cuBLAS, Triton, CUTLASS) and perform prologue and epilogue fusion. +* Use CUDA Graphs to cache and replay kernel launches efficiently + +CUDA Graphs is one example where having a compiler is helpful. CUDA Graphs reduce launch overhead but require certain assumptions on your code (e.g. it must only use CUDA operations, input Tensors must have static memory addresses). torch.compile is able to automatically split graphs at unsupported operations to create smaller graphs that are safe to CUDA Graph as well as automatically manage static input buffers. + +## **vLLM Integration** + +vLLM V1 integrates `torch.compile` by default for both online and offline inference. You can disable it using `-O0` or `--enforce-eager`, but for most use cases, leaving it on provides performance benefits. [See the docs for more details](https://docs.vllm.ai/en/latest/design/v1/torch_compile.html). + +### **Compilation Cache** + +vLLM compiles models during cold start and saves the artifacts (FX graphs, Triton kernels) in a cache directory (by default, \~/.cache/vllm/torch\_compile\_cache). On warm start, the artifacts are retrieved from the cache. You can disable the cache via VLLM\_DISABLE\_COMPILE\_CACHE=1 or by deleting the cache directory. + +The compiled artifacts and the cache can be reused across machines with the same environment. If you have an autoscaling use case, make sure to generate the cache directory once and share it among instances. + +**![][image4]** +**Figure 4:** Compiled artifacts are cached after cold start and can be reused across machines to ensure fast, consistent startup when set up correctly. + +### **Dynamic Batch Sizes and Specialization** + +By default, vLLM compiles a single graph with a dynamic batch size that supports all possible batch sizes. This means one artifact can serve variable input sizes. However, specializing for known batch sizes—like 1, 2, or 4—can yield performance improvements. + +Use `compile_sizes: [1, 2, 4]` in your config to trigger this specialization. Under the hood, this tells torch.compile to compile for these static sizes and possibly perform more autotuning to select the best kernels. + +**![][image5]![][image6]** +Figure 5: How to specify specializing compilation on specific batch sizes. + +### **Piecewise CUDA Graphs** + +Not all operations are compatible with CUDA Graphs; for example, [cascade attention is not](https://docs.vllm.ai/en/latest/design/v1/torch_compile.html#full-cudagraph-capture). vLLM works around this by breaking the captured graph into CUDA Graph \-safe and \-unsafe parts and executing them separately. This gives us the performance benefits of CUDA Graphs without losing correctness. + +**![][image7]** +Figure 6**:** Piecewise CUDA Graphs in vLLM capture and replay supported GPU kernel sequences for low-overhead execution, while skipping unsupported operations like cascade attention. + +## **Custom Compiler Passes in vLLM** + +While `torch.compile` includes many built-in optimizations, vLLM adds custom compiler passes that apply additional optimizations to further improve performance. . + +### **Why Custom Passes?** + +Model authors write declarative, modular code that focuses on correctness and uses clean abstractions, separating higher-level operations into separate submodules and grouping them by layer. However, achieving peak performance often requires breaking those abstractions, like fusing operations across submodules and layers. Rather than rewriting the models, vLLM custom passes rewrite the torch.fx graph. + +These passes: + +* Fuse memory-bound custom ops like activation functions and quantization +* Add optimizations not present in Inductor (like removing additional no-ops) + +### **Example: SiLU \+ Quantize Fusion** + +A common pattern in quantized MLPs is SiLU activation followed by a quantized down-projection linear layer. The quantized linear layer consists of a quantization operation on the input, followed by a quantized matrix multiplication. Individually, SiLU and quantization operations are slow and memory-bound. Using the Inductor pattern matcher utility, the `ActivationFusionPass` custom pass in vLLM replaces them with a single fused kernel, improving throughput by up to 8 percent. + +![][image8] + +On Llama 3.1 405B quantized to FP8, tested on 8x AMD MI300s, fused kernels (`fusion`, in yellow) outperformed both `default` (using torch ops for RMSNorm and SiLU and custom FP8 quant kernel) and `custom` (unfused custom kernels). + +![][image9] + +Detailed throughput speedup comparing `fusion` and `default` regimes above. If all quantization overhead (8%) was removed via fusion, the theoretical maximum improvement to throughput would be 8%, and we can see that improvement reached in some cases. + +*NOTE: Since the office hours, we have added an implementation of quantization using torch operations, which is faster than the custom CUDA/ROCm kernel. Because Inductor can fuse those torch ops with the SiLU torch ops automatically, the SiLU+quant and RMSNorm+quant passes are now obsolete in some cases. However, any fusion involving custom ops (attention, collectives, sub-byte quantization) continues to require custom passes. We present the SiLU+Quant example for consistency with the office hours slides and recording, but other fusion passes work in a very similar way.* + +### Example: Sequence Parallelism \+ Async TP + +When using Tensor Parallelism (TP), the linear layer shards the weights and computes incomplete matrix multiplication results, which need to be synchronized across GPUs. When using separate kernels for the compute and communication pieces, we incur communication overhead as the GPUs sit idle while waiting for the network latency of communication results. + +Instead, we can overlap computation and communication by using fused GEMM+collective kernels. One example of such kernels are the GEMM+reduce\_scatter and all\_gather+GEMM kernels. However, to use those, we have to perform intrusive modifications on the fx graph to transform it into a fusion-friendly representation. This includes parallelizing operations between two GEMMs across GPUs. + +If we were to implement this kind of optimization in model definitions, we would have to touch every model vLLM supports (there are hundreds of them\!). It would be intrusive, increase developer friction, and be unlikely to be accepted into vLLM in the first place. Instead, by implementing the optimization in torch.compile, it is contained to just 2 custom passes and can be turned on using CLI flags, providing better performance for all the models supported by vLLM. + +*This optimization was implemented in full by a community member [@cascade812](https://github.com/cascade812) who we thank for the incredible contribution. More information on Async TP can be found on the [PyTorch blog](https://discuss.pytorch.org/t/distributed-w-torchtitan-introducing-async-tensor-parallelism-in-pytorch/209487).* + +### **Current and Upcoming Passes** + +**Available Today:** + +* Fusion passes: + * RMSNorm \+ Quant (FP8) fusion + * SiLU-Mul \+ Quant (FP8) fusion + * Attention \+ Quant (FP8) fusion (up to 7% improvement) + * AllReduce \+ RMSNorm fusion (up to 15% improvement) + * AllReduce \+ RMSNorm \+ Quant (FP8) fusion (up to 8% improvement) + * AllReduce \+ RMSNorm \+ Quant (FP4) fusion (up to 10% improvement) + * Sequence Parallelism & Async TP (up to 10% improvement) +* Other passes: + * No-op Elimination: eliminates or simplifies redundant reshape operations + * Fix Functionalization: manually reinplaces auto\_functionalized operations to avoid redundant copies and memory use + +**Coming Soon:** + +* Attention \+ Quant (FP4) fusion: [\#22703](https://github.com/vllm-project/vllm/pull/22703) +* SiLU-Mul \+ Quant (FP4) fusion: [\#22448](https://github.com/vllm-project/vllm/pull/22448) + +Passes can be added via the `PostGradPassManager`, CLI (`--compilation-config`), or by specifying a config object in offline mode. This allows users of vLLM to perform custom graph transformations (kernel substitution or something else) required by their use case without modifying vLLM source code. + +## **Future Work** + +We’ve come very far on the vLLM-torch.compile integration. Here are some areas that we’re focusing on in the next six months. + +**Improving stability** +The vLLM-torch.compile integration uses many private (begin with an underscore) torch.compile APIs and relies on unstable implementation details. We did this because using the public torch.compile API wasn’t sufficient to fulfill our requirements \- vLLM wants fast serving performance and no recompilations during model serving. This has led to issues like weird caching issues, or needing to disable vLLM’s torch.compile cache for certain models. The PyTorch compiler team is working on upstreaming vLLM (and general inference) related features from vLLM to torch.compile and migrating vLLM to using more stable APIs. A lot of these features are already present in torch 2.8, which will likely be added in the next vLLM release (v0.11.0 at the time of writing) + +**Improving start-up time** +We’ve heard that start-up time is a huge pain point with vLLM torch.compile and CUDAGraphs, especially in the autoscaling setting where one dynamically spins up new machines according to demand. We plan to significantly reduce both cold (first time) and warm (second time and on) start up for vLLM, especially as related to Dynamo and Inductor compilation. Please follow the [startup-ux label](https://github.com/vllm-project/vllm/issues?q=is%3Aissue%20state%3Aopen%20label%3Astartup-ux) on GitHub or join the [\#feat-startup-ux](https://vllm-dev.slack.com/archives/C0911AKUZQX) channel on [vLLM Slack](http://slack.vllm.ai) to stay updated on the progress\! + +An important UX improvement is the [planned revamp of the `-O` command-line flag](https://github.com/vllm-project/vllm/issues/20283). By specifying `-O` on the vLLM CLI (where `n` is an integer between 0-3), users will get easier direct control over trading off startup time for performance. While `-O0` will perform almost no optimizations and spin up as quickly as possible, `-O3` will take much longer but provide the best possible performance. + +**Custom pass improvements** +We are planning on making a few broad improvements to the custom pass mechanism to increase their flexibility and make them easier to write, as well as improve the final performance of applied optimizations: + +* Compile multiple dynamic shape `torch.fx` graphs. This would let us specialize the forward pass graph depending on the size of the batch without compiling for each static size separately. More information in the [RFC](https://github.com/vllm-project/vllm/issues/23113). +* Enable matching torch implementations of custom ops. Currently, custom ops (rms\_norm, quant, etc.) need to be enabled to allow pattern matching and fusing them, but there might be custom ops that don’t end up getting fused (especially for quant which happens 4x per layer). Those ops are slower than their torch equivalents, which reduces the benefits of fusion. We have a working prototype that pattern-matches torch implementations of custom ops, promising further performance improvements. + +**Experimental torch.compile backend integration** +We are also exploring an experimental MPK/Mirage compiler integration. MPK is a precision-scheduling megakernel compiler, meaning it produces a single kernel for the whole model forward pass, which can further reduce CPU overheads and eliminate kernel launch overhead as compared to CUDA Graphs. More information on the proposed integration in the [RFC](https://github.com/vllm-project/vllm/issues/22201). + +**Other performance improvements** +The goal of vLLM’s torch.compile integration is provide good baseline performance to avoid needing to write and maintain a significant amount of custom kernels. We will continue to maintain and improve performance. Some highlights of work-in-progress work includes: + +- Improved [FlexAttention](https://github.com/vllm-project/vllm/issues/19765) support. FlexAttention is an API that allows the use of different attention variants without needing to write a custom attention kernel for each. Under the hood, it uses torch.compile to produce a custom triton template. +- [Full CUDA Graphs](https://github.com/vllm-project/vllm/pull/20059) support for Flash Attention v2 and FlashInfer. Full CUDAGraphs have less overhead than piecewise CUDA Graphs and should improve performance in those high-overhead settings. + +## **Conclusion** + +`torch.compile` provides a powerful and accessible way to accelerate PyTorch models. In vLLM, it’s a core part of the inference pipeline. Combined with caching, dynamic shape support, CUDA Graphs, and custom passes, it enables efficient, scalable LLM serving across any environment. + +As the compiler stack matures and support for new hardware expands, `torch.compile` and vLLM will continue to push the boundaries of inference performance—while keeping model development clean and modular. + +[image1]: + +[image2]: + +[image3]: + +[image4]: + +[image5]: + +[image6]: + +[image7]: + +[image8]: + +[image9]: \ No newline at end of file From 4fdfcded7888c4423051ca4acdb59a576b5051db Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Luka=20Govedi=C4=8D?= Date: Wed, 20 Aug 2025 12:44:38 -0400 Subject: [PATCH 02/13] Edits (formatting, some text) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Signed-off-by: Luka Govedič --- _posts/2025-08-22-torch-compile.md | 104 ++++++++++++++--------------- 1 file changed, 50 insertions(+), 54 deletions(-) diff --git a/_posts/2025-08-22-torch-compile.md b/_posts/2025-08-22-torch-compile.md index f75287b..e335666 100644 --- a/_posts/2025-08-22-torch-compile.md +++ b/_posts/2025-08-22-torch-compile.md @@ -1,96 +1,94 @@ -# **\[Draft\] Introduction to torch.compile and How It Works with vLLM** +# \[Draft\] Introduction to `torch.compile` and How It Works with vLLM -Authors: Luka Govedič (Red Hat), Addie Stevens (Red Hat), Michael Goin (Red Hat), Saša Zelenović (Red Hat), Kaichao You (Tsinghua University), Richard Zou (Meta) -Publishing channel: [blog.vllm.ai](http://blog.vllm.ai) and cross-promoted from Red Hat AI channels -Target Date: TBD. +Authors: [Luka Govedič](https://github.com/proexpertprog) (Red Hat), [Richard Zou](https://github.com/zou3519) (Meta), Addie Stevens (Red Hat), [Kaichao You](https://github.com/youkaichao) (Tsinghua University), [Michael Goin](https://github.com/mgoin) (Red Hat), Saša Zelenović (Red Hat) -*This blog originated from our biweekly vLLM office hours, a community forum hosted by Red Hat with vLLM project committers and the UC Berkeley team. Each session covers recent updates, a deep dive with a guest speaker, and open Q\&A. [Join us every other Thursday](https://red.ht/office-hours) at 2:00 PM ET / 11:00 AM PT on Google Meet, and get the recording and slides afterward on our [YouTube playlist](https://www.youtube.com/playlist?list=PLbMP1JcGBmSHxp4-lubU5WYmJ9YgAQcf3).* +_This blog originated from our biweekly vLLM office hours, a community forum hosted by Red Hat with vLLM project committers and the UC Berkeley team. Each session covers recent updates, a deep dive with a guest speaker, and open Q\&A. [Join us every other Thursday](https://red.ht/office-hours) at 2:00 PM ET / 11:00 AM PT on Google Meet, and get the recording and slides afterward on our [YouTube playlist](https://www.youtube.com/playlist?list=PLbMP1JcGBmSHxp4-lubU5WYmJ9YgAQcf3)._ -## **Introduction** +## Introduction -Fast large language model (LLM) inference today requires executing models as efficiently as possible across diverse hardware, workloads, and scale. Efficient execution requires heavily optimized kernels that often require hand-tuning for different models and platforms. torch.compile, PyTorch’s just-in-time (JIT) compiler generates optimized kernels automatically, which makes PyTorch code run significantly faster without requiring developers to manually optimize kernels across all supported hardware platforms. +Fast large language model (LLM) inference today requires executing models as efficiently as possible across diverse hardware, workloads, and scale. Efficient execution requires heavily optimized kernels that often require hand-tuning for different models and platforms. `torch.compile`, PyTorch’s just-in-time (JIT) compiler generates optimized kernels automatically, which makes PyTorch code run significantly faster without requiring developers to manually optimize kernels across all supported hardware platforms. -For vLLM, the de-facto open-source inference engine for portable and efficient LLM inference, `torch.compile` isn’t just a performance enhancer. It’s a core component that shifts the responsibility of optimization from model developers to the compiler. Instead of requiring changes to model definitions, optimizations are applied during compilation, enabling cleaner separation of concerns and achieving maximal performance. In this post, we’ll walk through how `torch.compile` works, how it’s integrated into vLLM, and how vLLM uses custom compiler passes to maximize performance. +For vLLM, the de-facto open-source inference engine for portable and efficient LLM inference, `torch.compile` isn’t just a performance enhancer. It’s a core component that shifts the responsibility of optimization from model developers to the compiler. Instead of requiring changes to model definitions, optimizations are applied during compilation, enabling cleaner separation of concerns and achieving maximal performance. In this post, we’ll walk through how `torch.compile` works, how it’s integrated into vLLM, and how vLLM uses custom compiler passes to maximize performance. We will also discuss ongoing and future work on the `torch.compile` integration in vLLM to further improve its usability and performance. -## **What Is `torch.compile`?** +## What Is `torch.compile`? -`torch.compile` lets you optimize PyTorch code with minimal effort: using `torch.compile` is as simple as applying a decorator to a function or torch.nn.Module. torch.compile automatically captures tensor operations into a computation graph that it then generates optimized code for. +`torch.compile` lets you optimize PyTorch code with minimal effort: using `torch.compile` is as simple as applying a decorator to a function or torch.nn.Module. `torch.compile` automatically captures tensor operations into a computation graph that it then generates optimized code for. -In the following example, torch.compile produces a single fused kernel for all pointwise operations in function `fn`. It captures and compiles the function just-in-time, potentially recompiling if any of the capture conditions (e.g. input shapes) change. +In the following example, `torch.compile` produces a single fused kernel for all pointwise operations in function `fn`. It captures and compiles the function just-in-time, potentially recompiling if any of the capture conditions (e.g. input shapes) change. ![][image1] -Figure 1: torch.compile is a JIT compiler for PyTorch code. You can wrap functions, nn.Modules, and other callables in torch.compile. +**Figure 1**: `torch.compile` is a JIT compiler for PyTorch code. You can wrap functions, nn.Modules, and other callables in `torch.compile`. -There are multiple ways to use torch.compile. You can use it as a kernel generator (like in Figure 1), where we compile a function. But you can also apply torch.compile to your full nn.Module model or submodules of it. Depending on the structure of the model and your requirements (e.g. compile times), [we recommend applying torch.compile in different places](https://docs.pytorch.org/docs/stable/torch.compiler_troubleshooting.html#setting-expectations). +There are multiple ways to use `torch.compile`. You can use it as a kernel generator (like in Figure 1), where we compile a function. But you can also apply `torch.compile` to your full nn.Module model or submodules of it. Depending on the structure of the model and your requirements (e.g. compile times), [we recommend applying `torch.compile` in different places](https://docs.pytorch.org/docs/stable/`torch.compile`r_troubleshooting.html#setting-expectations). -## **Why Use torch.compile?** +## Why Use `torch.compile`? One way of optimizing models is to write custom CPU/CUDA operations that perform the same operations as in the model but faster. Writing custom kernels for every model is time-consuming and requires a deep understanding of performance and hardware. `torch.compile` gets you a decent amount of the way to peak performance with almost no additional engineering effort. For example, PyTorch's [open source TorchBench benchmark suite](https://hud.pytorch.org/benchmark/compilers) shows 1.8-2x geomean speedups on 80+ models. -**![][image2]** +![][image2] -Figure 2: torch.compile gives you fast baseline performance to save YOU development time from tuning model performance. +**Figure 2**: `torch.compile` gives you fast baseline performance to save YOU development time from tuning model performance. -## **How `torch.compile` Works** +## How `torch.compile` Works -The torch.compile pipeline consists of two major stages: the frontend (TorchDynamo) and backend (TorchInductor). We'll give a brief overview, but for more details, please see the [official PyTorch 2 paper](https://docs.pytorch.org/assets/pytorch2-2.pdf). +The `torch.compile` pipeline consists of two major stages: the frontend (TorchDynamo) and backend (TorchInductor). We'll give a brief overview, but for more details, please see the [official PyTorch 2 paper](https://docs.pytorch.org/assets/pytorch2-2.pdf). -### **1\. Frontend (TorchDynamo): Graph Capture** +### 1\. Frontend (TorchDynamo): Graph Capture -torch.compile's frontend is a custom bytecode interpreter. It traces arbitrary Python functions and extracts straight-line [torch.fx](https://docs.pytorch.org/docs/stable/fx.html) graphs that consist only of Tensor operations. One of torch.compile's key features that gives it good coverage over all Python code is **graph breaks**. Whenever torch.compile sees an operation it cannot support, it doesn't error. Instead, it ends the current graph being traced, runs the operation, and then begins to trace out a new graph. torch.compile sends each graph that gets traced to the backend for optimization. +`torch.compile`'s frontend is a custom bytecode interpreter. It traces arbitrary Python functions and extracts straight-line [torch.fx](https://docs.pytorch.org/docs/stable/fx.html) graphs that consist only of Tensor operations. One of `torch.compile`'s key features that gives it good coverage over all Python code is **graph breaks**. Whenever `torch.compile` sees an operation it cannot support, it doesn't error. Instead, it ends the current graph being traced, runs the operation, and then begins to trace out a new graph. `torch.compile` sends each graph that gets traced to the backend for optimization. -In the following code example, torch.save is an unsupported operation: torch.compile doesn't know how to perform disk I/O. Applying torch.compile to the function `f` is equivalent to applying torch.compile to the region of compute before the call to torch.save and the region after torch.save. +In the following code example, torch.save is an unsupported operation: `torch.compile` doesn't know how to perform disk I/O. Applying `torch.compile` to the function `f` is equivalent to applying `torch.compile` to the region of compute before the call to torch.save and the region after torch.save. -**![][image3]** +![][image3] -Figure 3: torch.compile captures straight-line graphs of Tensor operations and works around unsupported operations like torch.save. +**Figure 3**: `torch.compile` captures straight-line graphs of Tensor operations and works around unsupported operations like torch.save. -### **2\. Backend (TorchInductor): Optimization and Kernel Generation** +### 2\. Backend (TorchInductor): Optimization and Kernel Generation -torch.compile's backend receives graphs from the frontend and optimizes them via graph passes and lowering to optimized C++, triton, or other kernels. It is able to: +`torch.compile`'s backend receives graphs from the frontend and optimizes them via graph passes and lowering to optimized C++, triton, or other kernels. It is able to: * Fuse pointwise and reduction operations * Auto-tune kernel configurations like block sizes * Choose between different backends for matmul (cuBLAS, Triton, CUTLASS) and perform prologue and epilogue fusion. * Use CUDA Graphs to cache and replay kernel launches efficiently -CUDA Graphs is one example where having a compiler is helpful. CUDA Graphs reduce launch overhead but require certain assumptions on your code (e.g. it must only use CUDA operations, input Tensors must have static memory addresses). torch.compile is able to automatically split graphs at unsupported operations to create smaller graphs that are safe to CUDA Graph as well as automatically manage static input buffers. +CUDA Graphs is one example where having a compiler is helpful. CUDA Graphs reduce launch overhead but require certain assumptions on your code (e.g. it must only use CUDA operations, input Tensors must have static memory addresses). `torch.compile` is able to automatically split graphs at unsupported operations to create smaller graphs that are safe to CUDA Graph as well as automatically manage static input buffers. -## **vLLM Integration** +## vLLM Integration vLLM V1 integrates `torch.compile` by default for both online and offline inference. You can disable it using `-O0` or `--enforce-eager`, but for most use cases, leaving it on provides performance benefits. [See the docs for more details](https://docs.vllm.ai/en/latest/design/v1/torch_compile.html). -### **Compilation Cache** +### Compilation Cache vLLM compiles models during cold start and saves the artifacts (FX graphs, Triton kernels) in a cache directory (by default, \~/.cache/vllm/torch\_compile\_cache). On warm start, the artifacts are retrieved from the cache. You can disable the cache via VLLM\_DISABLE\_COMPILE\_CACHE=1 or by deleting the cache directory. The compiled artifacts and the cache can be reused across machines with the same environment. If you have an autoscaling use case, make sure to generate the cache directory once and share it among instances. -**![][image4]** -**Figure 4:** Compiled artifacts are cached after cold start and can be reused across machines to ensure fast, consistent startup when set up correctly. +![][image4] +**Figure 4**: Compiled artifacts are cached after cold start and can be reused across machines to ensure fast, consistent startup when set up correctly. -### **Dynamic Batch Sizes and Specialization** +### Dynamic Batch Sizes and Specialization By default, vLLM compiles a single graph with a dynamic batch size that supports all possible batch sizes. This means one artifact can serve variable input sizes. However, specializing for known batch sizes—like 1, 2, or 4—can yield performance improvements. -Use `compile_sizes: [1, 2, 4]` in your config to trigger this specialization. Under the hood, this tells torch.compile to compile for these static sizes and possibly perform more autotuning to select the best kernels. +Use `compile_sizes: [1, 2, 4]` in your config to trigger this specialization. Under the hood, this tells `torch.compile` to compile for these static sizes and possibly perform more autotuning to select the best kernels. -**![][image5]![][image6]** -Figure 5: How to specify specializing compilation on specific batch sizes. +![][image5]![][image6] +**Figure 5**: How to specify specializing compilation on specific batch sizes. -### **Piecewise CUDA Graphs** +### Piecewise CUDA Graphs Not all operations are compatible with CUDA Graphs; for example, [cascade attention is not](https://docs.vllm.ai/en/latest/design/v1/torch_compile.html#full-cudagraph-capture). vLLM works around this by breaking the captured graph into CUDA Graph \-safe and \-unsafe parts and executing them separately. This gives us the performance benefits of CUDA Graphs without losing correctness. -**![][image7]** -Figure 6**:** Piecewise CUDA Graphs in vLLM capture and replay supported GPU kernel sequences for low-overhead execution, while skipping unsupported operations like cascade attention. +![][image7] +**Figure 6**: Piecewise CUDA Graphs in vLLM capture and replay supported GPU kernel sequences for low-overhead execution, while skipping unsupported operations like cascade attention. -## **Custom Compiler Passes in vLLM** +## Custom Compiler Passes in vLLM While `torch.compile` includes many built-in optimizations, vLLM adds custom compiler passes that apply additional optimizations to further improve performance. . -### **Why Custom Passes?** +### Why Custom Passes? Model authors write declarative, modular code that focuses on correctness and uses clean abstractions, separating higher-level operations into separate submodules and grouping them by layer. However, achieving peak performance often requires breaking those abstractions, like fusing operations across submodules and layers. Rather than rewriting the models, vLLM custom passes rewrite the torch.fx graph. @@ -99,7 +97,7 @@ These passes: * Fuse memory-bound custom ops like activation functions and quantization * Add optimizations not present in Inductor (like removing additional no-ops) -### **Example: SiLU \+ Quantize Fusion** +### Example: SiLU \+ Quantize Fusion A common pattern in quantized MLPs is SiLU activation followed by a quantized down-projection linear layer. The quantized linear layer consists of a quantization operation on the input, followed by a quantized matrix multiplication. Individually, SiLU and quantization operations are slow and memory-bound. Using the Inductor pattern matcher utility, the `ActivationFusionPass` custom pass in vLLM replaces them with a single fused kernel, improving throughput by up to 8 percent. @@ -111,7 +109,7 @@ On Llama 3.1 405B quantized to FP8, tested on 8x AMD MI300s, fused kernels (`fus Detailed throughput speedup comparing `fusion` and `default` regimes above. If all quantization overhead (8%) was removed via fusion, the theoretical maximum improvement to throughput would be 8%, and we can see that improvement reached in some cases. -*NOTE: Since the office hours, we have added an implementation of quantization using torch operations, which is faster than the custom CUDA/ROCm kernel. Because Inductor can fuse those torch ops with the SiLU torch ops automatically, the SiLU+quant and RMSNorm+quant passes are now obsolete in some cases. However, any fusion involving custom ops (attention, collectives, sub-byte quantization) continues to require custom passes. We present the SiLU+Quant example for consistency with the office hours slides and recording, but other fusion passes work in a very similar way.* +_NOTE: Since the office hours, we have added an implementation of quantization using torch operations, which is faster than the custom CUDA/ROCm kernel. Because Inductor can fuse those torch ops with the SiLU torch ops automatically, the SiLU+quant and RMSNorm+quant passes are now obsolete in some cases. However, any fusion involving custom ops (attention, collectives, sub-byte quantization) continues to require custom passes. We present the SiLU+Quant example for consistency with the office hours slides and recording, but other fusion passes work in a very similar way._ ### Example: Sequence Parallelism \+ Async TP @@ -119,14 +117,13 @@ When using Tensor Parallelism (TP), the linear layer shards the weights and comp Instead, we can overlap computation and communication by using fused GEMM+collective kernels. One example of such kernels are the GEMM+reduce\_scatter and all\_gather+GEMM kernels. However, to use those, we have to perform intrusive modifications on the fx graph to transform it into a fusion-friendly representation. This includes parallelizing operations between two GEMMs across GPUs. -If we were to implement this kind of optimization in model definitions, we would have to touch every model vLLM supports (there are hundreds of them\!). It would be intrusive, increase developer friction, and be unlikely to be accepted into vLLM in the first place. Instead, by implementing the optimization in torch.compile, it is contained to just 2 custom passes and can be turned on using CLI flags, providing better performance for all the models supported by vLLM. +If we were to implement this kind of optimization in model definitions, we would have to touch every model vLLM supports (there are hundreds of them\!). It would be intrusive, increase developer friction, and be unlikely to be accepted into vLLM in the first place. Instead, by implementing the optimization in `torch.compile`, it is contained to just 2 custom passes and can be turned on using CLI flags, providing better performance for all the models supported by vLLM. -*This optimization was implemented in full by a community member [@cascade812](https://github.com/cascade812) who we thank for the incredible contribution. More information on Async TP can be found on the [PyTorch blog](https://discuss.pytorch.org/t/distributed-w-torchtitan-introducing-async-tensor-parallelism-in-pytorch/209487).* +_This optimization was implemented in full by a community member [@cascade812](https://github.com/cascade812) who we thank for the incredible contribution. More information on Async TP can be found on the [PyTorch blog](https://discuss.pytorch.org/t/distributed-w-torchtitan-introducing-async-tensor-parallelism-in-pytorch/209487)._ -### **Current and Upcoming Passes** +### Current and Upcoming Passes **Available Today:** - * Fusion passes: * RMSNorm \+ Quant (FP8) fusion * SiLU-Mul \+ Quant (FP8) fusion @@ -140,21 +137,20 @@ If we were to implement this kind of optimization in model definitions, we would * Fix Functionalization: manually reinplaces auto\_functionalized operations to avoid redundant copies and memory use **Coming Soon:** - * Attention \+ Quant (FP4) fusion: [\#22703](https://github.com/vllm-project/vllm/pull/22703) * SiLU-Mul \+ Quant (FP4) fusion: [\#22448](https://github.com/vllm-project/vllm/pull/22448) Passes can be added via the `PostGradPassManager`, CLI (`--compilation-config`), or by specifying a config object in offline mode. This allows users of vLLM to perform custom graph transformations (kernel substitution or something else) required by their use case without modifying vLLM source code. -## **Future Work** +## Future Work -We’ve come very far on the vLLM-torch.compile integration. Here are some areas that we’re focusing on in the next six months. +We’ve come very far on the vLLM-`torch.compile` integration. Here are some areas that we’re focusing on in the next six months. **Improving stability** -The vLLM-torch.compile integration uses many private (begin with an underscore) torch.compile APIs and relies on unstable implementation details. We did this because using the public torch.compile API wasn’t sufficient to fulfill our requirements \- vLLM wants fast serving performance and no recompilations during model serving. This has led to issues like weird caching issues, or needing to disable vLLM’s torch.compile cache for certain models. The PyTorch compiler team is working on upstreaming vLLM (and general inference) related features from vLLM to torch.compile and migrating vLLM to using more stable APIs. A lot of these features are already present in torch 2.8, which will likely be added in the next vLLM release (v0.11.0 at the time of writing) +The vLLM-`torch.compile` integration uses many private (begin with an underscore) `torch.compile` APIs and relies on unstable implementation details. We did this because using the public `torch.compile` API wasn’t sufficient to fulfill our requirements \- vLLM wants fast serving performance and no recompilations during model serving. This has led to issues like weird caching issues, or needing to disable vLLM’s `torch.compile` cache for certain models. The PyTorch compiler team is working on upstreaming vLLM (and general inference) related features from vLLM to `torch.compile` and migrating vLLM to using more stable APIs. A lot of these features are already present in torch 2.8, which will likely be added in the next vLLM release (v0.11.0 at the time of writing) **Improving start-up time** -We’ve heard that start-up time is a huge pain point with vLLM torch.compile and CUDAGraphs, especially in the autoscaling setting where one dynamically spins up new machines according to demand. We plan to significantly reduce both cold (first time) and warm (second time and on) start up for vLLM, especially as related to Dynamo and Inductor compilation. Please follow the [startup-ux label](https://github.com/vllm-project/vllm/issues?q=is%3Aissue%20state%3Aopen%20label%3Astartup-ux) on GitHub or join the [\#feat-startup-ux](https://vllm-dev.slack.com/archives/C0911AKUZQX) channel on [vLLM Slack](http://slack.vllm.ai) to stay updated on the progress\! +We’ve heard that start-up time is a huge pain point with vLLM `torch.compile` and CUDAGraphs, especially in the autoscaling setting where one dynamically spins up new machines according to demand. We plan to significantly reduce both cold (first time) and warm (second time and on) start up for vLLM, especially as related to Dynamo and Inductor compilation. Please follow the [startup-ux label](https://github.com/vllm-project/vllm/issues?q=is%3Aissue%20state%3Aopen%20label%3Astartup-ux) on GitHub or join the [\#feat-startup-ux](https://vllm-dev.slack.com/archives/C0911AKUZQX) channel on [vLLM Slack](http://slack.vllm.ai) to stay updated on the progress\! An important UX improvement is the [planned revamp of the `-O` command-line flag](https://github.com/vllm-project/vllm/issues/20283). By specifying `-O` on the vLLM CLI (where `n` is an integer between 0-3), users will get easier direct control over trading off startup time for performance. While `-O0` will perform almost no optimizations and spin up as quickly as possible, `-O3` will take much longer but provide the best possible performance. @@ -164,16 +160,16 @@ We are planning on making a few broad improvements to the custom pass mechanism * Compile multiple dynamic shape `torch.fx` graphs. This would let us specialize the forward pass graph depending on the size of the batch without compiling for each static size separately. More information in the [RFC](https://github.com/vllm-project/vllm/issues/23113). * Enable matching torch implementations of custom ops. Currently, custom ops (rms\_norm, quant, etc.) need to be enabled to allow pattern matching and fusing them, but there might be custom ops that don’t end up getting fused (especially for quant which happens 4x per layer). Those ops are slower than their torch equivalents, which reduces the benefits of fusion. We have a working prototype that pattern-matches torch implementations of custom ops, promising further performance improvements. -**Experimental torch.compile backend integration** +**Experimental `torch.compile` backend integration** We are also exploring an experimental MPK/Mirage compiler integration. MPK is a precision-scheduling megakernel compiler, meaning it produces a single kernel for the whole model forward pass, which can further reduce CPU overheads and eliminate kernel launch overhead as compared to CUDA Graphs. More information on the proposed integration in the [RFC](https://github.com/vllm-project/vllm/issues/22201). **Other performance improvements** -The goal of vLLM’s torch.compile integration is provide good baseline performance to avoid needing to write and maintain a significant amount of custom kernels. We will continue to maintain and improve performance. Some highlights of work-in-progress work includes: +The goal of vLLM’s `torch.compile` integration is provide good baseline performance to avoid needing to write and maintain a significant amount of custom kernels. We will continue to maintain and improve performance. Some highlights of work-in-progress work includes: -- Improved [FlexAttention](https://github.com/vllm-project/vllm/issues/19765) support. FlexAttention is an API that allows the use of different attention variants without needing to write a custom attention kernel for each. Under the hood, it uses torch.compile to produce a custom triton template. +- Improved [FlexAttention](https://github.com/vllm-project/vllm/issues/19765) support. FlexAttention is an API that allows the use of different attention variants without needing to write a custom attention kernel for each. Under the hood, it uses `torch.compile` to produce a custom triton template. - [Full CUDA Graphs](https://github.com/vllm-project/vllm/pull/20059) support for Flash Attention v2 and FlashInfer. Full CUDAGraphs have less overhead than piecewise CUDA Graphs and should improve performance in those high-overhead settings. -## **Conclusion** +## Conclusion `torch.compile` provides a powerful and accessible way to accelerate PyTorch models. In vLLM, it’s a core part of the inference pipeline. Combined with caching, dynamic shape support, CUDA Graphs, and custom passes, it enables efficient, scalable LLM serving across any environment. From 181d0a9013303ce1fb8bd72ff827cd38f04e7f5c Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Luka=20Govedi=C4=8D?= Date: Thu, 21 Aug 2025 10:14:38 -0400 Subject: [PATCH 03/13] Formatting, images, note in conclusion MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Signed-off-by: Luka Govedič --- _posts/2025-08-22-torch-compile.md | 88 ++++++++++-------- assets/figures/2025-torch-compile/figure1.png | Bin 0 -> 32390 bytes assets/figures/2025-torch-compile/figure2.png | Bin 0 -> 106829 bytes assets/figures/2025-torch-compile/figure3.png | Bin 0 -> 162549 bytes assets/figures/2025-torch-compile/figure4.png | Bin 0 -> 123840 bytes .../figures/2025-torch-compile/figure5_a.png | Bin 0 -> 46457 bytes .../figures/2025-torch-compile/figure5_b.png | Bin 0 -> 107151 bytes assets/figures/2025-torch-compile/figure6.png | Bin 0 -> 181842 bytes assets/figures/2025-torch-compile/figure7.png | Bin 0 -> 36189 bytes assets/figures/2025-torch-compile/figure8.png | Bin 0 -> 16707 bytes 10 files changed, 51 insertions(+), 37 deletions(-) create mode 100644 assets/figures/2025-torch-compile/figure1.png create mode 100644 assets/figures/2025-torch-compile/figure2.png create mode 100644 assets/figures/2025-torch-compile/figure3.png create mode 100644 assets/figures/2025-torch-compile/figure4.png create mode 100644 assets/figures/2025-torch-compile/figure5_a.png create mode 100644 assets/figures/2025-torch-compile/figure5_b.png create mode 100644 assets/figures/2025-torch-compile/figure6.png create mode 100644 assets/figures/2025-torch-compile/figure7.png create mode 100644 assets/figures/2025-torch-compile/figure8.png diff --git a/_posts/2025-08-22-torch-compile.md b/_posts/2025-08-22-torch-compile.md index e335666..918b8fc 100644 --- a/_posts/2025-08-22-torch-compile.md +++ b/_posts/2025-08-22-torch-compile.md @@ -2,7 +2,8 @@ Authors: [Luka Govedič](https://github.com/proexpertprog) (Red Hat), [Richard Zou](https://github.com/zou3519) (Meta), Addie Stevens (Red Hat), [Kaichao You](https://github.com/youkaichao) (Tsinghua University), [Michael Goin](https://github.com/mgoin) (Red Hat), Saša Zelenović (Red Hat) -_This blog originated from our biweekly vLLM office hours, a community forum hosted by Red Hat with vLLM project committers and the UC Berkeley team. Each session covers recent updates, a deep dive with a guest speaker, and open Q\&A. [Join us every other Thursday](https://red.ht/office-hours) at 2:00 PM ET / 11:00 AM PT on Google Meet, and get the recording and slides afterward on our [YouTube playlist](https://www.youtube.com/playlist?list=PLbMP1JcGBmSHxp4-lubU5WYmJ9YgAQcf3)._ +> [!NOTE] +> This blog originated from our biweekly vLLM office hours, a community forum hosted by Red Hat with vLLM project committers and the UC Berkeley team. Each session covers recent updates, a deep dive with a guest speaker, and open Q\&A. [Join us every other Thursday](https://red.ht/office-hours) at 2:00 PM ET / 11:00 AM PT on Google Meet, and get the recording and slides afterward on our [YouTube playlist](https://www.youtube.com/playlist?list=PLbMP1JcGBmSHxp4-lubU5WYmJ9YgAQcf3). ## Introduction @@ -16,9 +17,12 @@ For vLLM, the de-facto open-source inference engine for portable and efficient L In the following example, `torch.compile` produces a single fused kernel for all pointwise operations in function `fn`. It captures and compiles the function just-in-time, potentially recompiling if any of the capture conditions (e.g. input shapes) change. -![][image1] - +

+ + +
**Figure 1**: `torch.compile` is a JIT compiler for PyTorch code. You can wrap functions, nn.Modules, and other callables in `torch.compile`. +

There are multiple ways to use `torch.compile`. You can use it as a kernel generator (like in Figure 1), where we compile a function. But you can also apply `torch.compile` to your full nn.Module model or submodules of it. Depending on the structure of the model and your requirements (e.g. compile times), [we recommend applying `torch.compile` in different places](https://docs.pytorch.org/docs/stable/`torch.compile`r_troubleshooting.html#setting-expectations). @@ -26,9 +30,12 @@ There are multiple ways to use `torch.compile`. You can use it as a kernel gener One way of optimizing models is to write custom CPU/CUDA operations that perform the same operations as in the model but faster. Writing custom kernels for every model is time-consuming and requires a deep understanding of performance and hardware. `torch.compile` gets you a decent amount of the way to peak performance with almost no additional engineering effort. For example, PyTorch's [open source TorchBench benchmark suite](https://hud.pytorch.org/benchmark/compilers) shows 1.8-2x geomean speedups on 80+ models. -![][image2] - +

+ + +
**Figure 2**: `torch.compile` gives you fast baseline performance to save YOU development time from tuning model performance. +

## How `torch.compile` Works @@ -40,9 +47,12 @@ The `torch.compile` pipeline consists of two major stages: the frontend (TorchDy In the following code example, torch.save is an unsupported operation: `torch.compile` doesn't know how to perform disk I/O. Applying `torch.compile` to the function `f` is equivalent to applying `torch.compile` to the region of compute before the call to torch.save and the region after torch.save. -![][image3] - +

+ + +
**Figure 3**: `torch.compile` captures straight-line graphs of Tensor operations and works around unsupported operations like torch.save. +

### 2\. Backend (TorchInductor): Optimization and Kernel Generation @@ -61,12 +71,16 @@ vLLM V1 integrates `torch.compile` by default for both online and offline infere ### Compilation Cache -vLLM compiles models during cold start and saves the artifacts (FX graphs, Triton kernels) in a cache directory (by default, \~/.cache/vllm/torch\_compile\_cache). On warm start, the artifacts are retrieved from the cache. You can disable the cache via VLLM\_DISABLE\_COMPILE\_CACHE=1 or by deleting the cache directory. +vLLM compiles models during cold start and saves the artifacts (FX graphs, Triton kernels) in a cache directory (by default, `~/.cache/vllm/torch_compile_cache`). On warm start, the artifacts are retrieved from the cache. You can disable the cache via `VLLM_DISABLE_COMPILE_CACHE=1` or by deleting the cache directory. The compiled artifacts and the cache can be reused across machines with the same environment. If you have an autoscaling use case, make sure to generate the cache directory once and share it among instances. -![][image4] +

+ + +
**Figure 4**: Compiled artifacts are cached after cold start and can be reused across machines to ensure fast, consistent startup when set up correctly. +

### Dynamic Batch Sizes and Specialization @@ -74,15 +88,24 @@ By default, vLLM compiles a single graph with a dynamic batch size that supports Use `compile_sizes: [1, 2, 4]` in your config to trigger this specialization. Under the hood, this tells `torch.compile` to compile for these static sizes and possibly perform more autotuning to select the best kernels. -![][image5]![][image6] +

+ + + +
**Figure 5**: How to specify specializing compilation on specific batch sizes. +

### Piecewise CUDA Graphs Not all operations are compatible with CUDA Graphs; for example, [cascade attention is not](https://docs.vllm.ai/en/latest/design/v1/torch_compile.html#full-cudagraph-capture). vLLM works around this by breaking the captured graph into CUDA Graph \-safe and \-unsafe parts and executing them separately. This gives us the performance benefits of CUDA Graphs without losing correctness. -![][image7] +

+ + +
**Figure 6**: Piecewise CUDA Graphs in vLLM capture and replay supported GPU kernel sequences for low-overhead execution, while skipping unsupported operations like cascade attention. +

## Custom Compiler Passes in vLLM @@ -101,15 +124,22 @@ These passes: A common pattern in quantized MLPs is SiLU activation followed by a quantized down-projection linear layer. The quantized linear layer consists of a quantization operation on the input, followed by a quantized matrix multiplication. Individually, SiLU and quantization operations are slow and memory-bound. Using the Inductor pattern matcher utility, the `ActivationFusionPass` custom pass in vLLM replaces them with a single fused kernel, improving throughput by up to 8 percent. -![][image8] - -On Llama 3.1 405B quantized to FP8, tested on 8x AMD MI300s, fused kernels (`fusion`, in yellow) outperformed both `default` (using torch ops for RMSNorm and SiLU and custom FP8 quant kernel) and `custom` (unfused custom kernels). - -![][image9] - +

+ + +
+**Figure 7**: On Llama 3.1 405B quantized to FP8, tested on 8x AMD MI300s, fused kernels (`fusion`, in yellow) outperformed both `default` (using torch ops for RMSNorm and SiLU and custom FP8 quant kernel) and `custom` (unfused custom kernels). +

+ +

+ + +
Detailed throughput speedup comparing `fusion` and `default` regimes above. If all quantization overhead (8%) was removed via fusion, the theoretical maximum improvement to throughput would be 8%, and we can see that improvement reached in some cases. +

-_NOTE: Since the office hours, we have added an implementation of quantization using torch operations, which is faster than the custom CUDA/ROCm kernel. Because Inductor can fuse those torch ops with the SiLU torch ops automatically, the SiLU+quant and RMSNorm+quant passes are now obsolete in some cases. However, any fusion involving custom ops (attention, collectives, sub-byte quantization) continues to require custom passes. We present the SiLU+Quant example for consistency with the office hours slides and recording, but other fusion passes work in a very similar way._ +> [!NOTE] +> Since the office hours, we have added an implementation of quantization using torch operations, which (when compiled by Inductor) is faster than the custom CUDA/ROCm kernel. Because Inductor can fuse those torch ops with the SiLU torch ops automatically, the SiLU+quant and RMSNorm+quant passes are now obsolete in some cases. However, any fusion involving custom ops (attention, collectives, sub-byte quantization) continues to require custom passes. We present the SiLU+Quant example for consistency with the office hours slides and recording, but other fusion passes work in a very similar way. ### Example: Sequence Parallelism \+ Async TP @@ -119,7 +149,8 @@ Instead, we can overlap computation and communication by using fused GEMM+collec If we were to implement this kind of optimization in model definitions, we would have to touch every model vLLM supports (there are hundreds of them\!). It would be intrusive, increase developer friction, and be unlikely to be accepted into vLLM in the first place. Instead, by implementing the optimization in `torch.compile`, it is contained to just 2 custom passes and can be turned on using CLI flags, providing better performance for all the models supported by vLLM. -_This optimization was implemented in full by a community member [@cascade812](https://github.com/cascade812) who we thank for the incredible contribution. More information on Async TP can be found on the [PyTorch blog](https://discuss.pytorch.org/t/distributed-w-torchtitan-introducing-async-tensor-parallelism-in-pytorch/209487)._ +> [!NOTE] +> This optimization was implemented in full by a community member [@cascade812](https://github.com/cascade812) who we thank for the incredible contribution. More information on Async TP can be found on the [PyTorch blog](https://discuss.pytorch.org/t/distributed-w-torchtitan-introducing-async-tensor-parallelism-in-pytorch/209487). ### Current and Upcoming Passes @@ -174,21 +205,4 @@ The goal of vLLM’s `torch.compile` integration is provide good baseline perfor `torch.compile` provides a powerful and accessible way to accelerate PyTorch models. In vLLM, it’s a core part of the inference pipeline. Combined with caching, dynamic shape support, CUDA Graphs, and custom passes, it enables efficient, scalable LLM serving across any environment. As the compiler stack matures and support for new hardware expands, `torch.compile` and vLLM will continue to push the boundaries of inference performance—while keeping model development clean and modular. - -[image1]: - -[image2]: - -[image3]: - -[image4]: - -[image5]: - -[image6]: - -[image7]: - -[image8]: - -[image9]: \ No newline at end of file +Read more about `torch.compile` in the [PyTorch documentation](https://docs.pytorch.org/docs/stable/generated/torch.compile.html) and the [vLLM documentation](https://docs.vllm.ai/en/latest/design/v1/torch_compile.html), and join the [#sig-torch-compile channel](https://vllm-dev.slack.com/archives/C08K1FAHFPH) on [vLLM Slack](http://slack.vllm.ai) to ask questions, share feedback, and contribute your own custom passes! \ No newline at end of file diff --git a/assets/figures/2025-torch-compile/figure1.png b/assets/figures/2025-torch-compile/figure1.png new file mode 100644 index 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za|Vc)R6Oh`Vrmfal{fhS)6y2ZMSc_*n8NltdwRCv_?b`5^8gWj4{5X4alnm0YzR98 zH5BAIsAWL1iR}MqB4unK7#SHU&jGGiK`dCPf4QP(KH`B9qCzOjX~;%S+C1T%MWCQj zxAh)qYscD;Z%NRI*n)6>_tnvz5jL?5v0*SK!-gg|log{jm6V!0JD(~k-2|-{7>l&D zv?%Z-g%Y-LzqX@Pz4=y9;j-83>Yfv;XLU zd6{!(qmLtsO+ijYE*ACgC~Pf&1@L4bG^GXji&irVz#|DqFqddr!Q)Nt39baChR(w@ zXP1h61q~N$WMzZX)O--e8z1C|;$Ui(bD$0P3kV=o=TRV%tS-_b#6Eubpak`jlG2Bu zAYGm_aIzD8((OY-Iuy7ho?a*Ar%%^`bAWYcu^`^%wxBIccvfkp&uH3Sq6$TyUUZ4lTf8i zDZ=?#I94hd5BdaHOf(_wOT9kgnTxbN=-C^d`wmk0F!}!lh?|zY-`~RNdwAe&e&YY9 v?-g|tl$bjLjsN;c`M)_|{@?ON!5)PX@eXl9O+N{47ja)oK{8GJ*~|Y0DDsae literal 0 HcmV?d00001 From 98feb8c14bea3230c37d52f2e46d0aaec140bca5 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Luka=20Govedi=C4=8D?= Date: Thu, 21 Aug 2025 10:30:04 -0400 Subject: [PATCH 04/13] Rename to see in test build MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Signed-off-by: Luka Govedič --- .../{2025-08-22-torch-compile.md => 2025-08-20-torch-compile.md} | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename _posts/{2025-08-22-torch-compile.md => 2025-08-20-torch-compile.md} (100%) diff --git a/_posts/2025-08-22-torch-compile.md b/_posts/2025-08-20-torch-compile.md similarity index 100% rename from _posts/2025-08-22-torch-compile.md rename to _posts/2025-08-20-torch-compile.md From 9c2de3ebcc946b4dcbb9f4fd022390f52a9562b3 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Luka=20Govedi=C4=8D?= Date: Thu, 21 Aug 2025 10:41:55 -0400 Subject: [PATCH 05/13] Properly format heading MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Signed-off-by: Luka Govedič --- _posts/2025-08-20-torch-compile.md | 9 ++++++--- 1 file changed, 6 insertions(+), 3 deletions(-) diff --git a/_posts/2025-08-20-torch-compile.md b/_posts/2025-08-20-torch-compile.md index 918b8fc..da11c60 100644 --- a/_posts/2025-08-20-torch-compile.md +++ b/_posts/2025-08-20-torch-compile.md @@ -1,6 +1,9 @@ -# \[Draft\] Introduction to `torch.compile` and How It Works with vLLM - -Authors: [Luka Govedič](https://github.com/proexpertprog) (Red Hat), [Richard Zou](https://github.com/zou3519) (Meta), Addie Stevens (Red Hat), [Kaichao You](https://github.com/youkaichao) (Tsinghua University), [Michael Goin](https://github.com/mgoin) (Red Hat), Saša Zelenović (Red Hat) +--- +layout: post +title: "Introduction to `torch.compile` and How It Works with vLLM" +author: "[Luka Govedič](https://github.com/proexpertprog) (Red Hat), [Richard Zou](https://github.com/zou3519) (Meta), Addie Stevens (Red Hat), [Kaichao You](https://github.com/youkaichao) (Tsinghua University), [Michael Goin](https://github.com/mgoin) (Red Hat), Saša Zelenović (Red Hat)" +image: /assets/logos/vllm-logo-text-light.png +--- > [!NOTE] > This blog originated from our biweekly vLLM office hours, a community forum hosted by Red Hat with vLLM project committers and the UC Berkeley team. Each session covers recent updates, a deep dive with a guest speaker, and open Q\&A. [Join us every other Thursday](https://red.ht/office-hours) at 2:00 PM ET / 11:00 AM PT on Google Meet, and get the recording and slides afterward on our [YouTube playlist](https://www.youtube.com/playlist?list=PLbMP1JcGBmSHxp4-lubU5WYmJ9YgAQcf3). From c83c35566148eb8b09d36b03ec39c1833ee09f71 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Luka=20Govedi=C4=8D?= Date: Thu, 21 Aug 2025 10:50:43 -0400 Subject: [PATCH 06/13] Fix figure link MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Signed-off-by: Luka Govedič --- _posts/2025-08-20-torch-compile.md | 18 +++++++++--------- 1 file changed, 9 insertions(+), 9 deletions(-) diff --git a/_posts/2025-08-20-torch-compile.md b/_posts/2025-08-20-torch-compile.md index da11c60..caf46af 100644 --- a/_posts/2025-08-20-torch-compile.md +++ b/_posts/2025-08-20-torch-compile.md @@ -22,7 +22,7 @@ In the following example, `torch.compile` produces a single fused kernel for all

- +
**Figure 1**: `torch.compile` is a JIT compiler for PyTorch code. You can wrap functions, nn.Modules, and other callables in `torch.compile`.

@@ -35,7 +35,7 @@ One way of optimizing models is to write custom CPU/CUDA operations that perform

- +
**Figure 2**: `torch.compile` gives you fast baseline performance to save YOU development time from tuning model performance.

@@ -52,7 +52,7 @@ In the following code example, torch.save is an unsupported operation: `torch.co

- +
**Figure 3**: `torch.compile` captures straight-line graphs of Tensor operations and works around unsupported operations like torch.save.

@@ -80,7 +80,7 @@ The compiled artifacts and the cache can be reused across machines with the same

- +
**Figure 4**: Compiled artifacts are cached after cold start and can be reused across machines to ensure fast, consistent startup when set up correctly.

@@ -93,8 +93,8 @@ Use `compile_sizes: [1, 2, 4]` in your config to trigger this specialization. Un

- - + +
**Figure 5**: How to specify specializing compilation on specific batch sizes.

@@ -105,7 +105,7 @@ Not all operations are compatible with CUDA Graphs; for example, [cascade attent

- +
**Figure 6**: Piecewise CUDA Graphs in vLLM capture and replay supported GPU kernel sequences for low-overhead execution, while skipping unsupported operations like cascade attention.

@@ -129,14 +129,14 @@ A common pattern in quantized MLPs is SiLU activation followed by a quantized do

- +
**Figure 7**: On Llama 3.1 405B quantized to FP8, tested on 8x AMD MI300s, fused kernels (`fusion`, in yellow) outperformed both `default` (using torch ops for RMSNorm and SiLU and custom FP8 quant kernel) and `custom` (unfused custom kernels).

- +
Detailed throughput speedup comparing `fusion` and `default` regimes above. If all quantization overhead (8%) was removed via fusion, the theoretical maximum improvement to throughput would be 8%, and we can see that improvement reached in some cases.

From 53897150200705dafcac3d83d7054467db95626e Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Luka=20Govedi=C4=8D?= Date: Thu, 21 Aug 2025 11:01:17 -0400 Subject: [PATCH 07/13] Fix figure captions (html) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Signed-off-by: Luka Govedič --- _posts/2025-08-20-torch-compile.md | 18 +++++++++--------- 1 file changed, 9 insertions(+), 9 deletions(-) diff --git a/_posts/2025-08-20-torch-compile.md b/_posts/2025-08-20-torch-compile.md index caf46af..819f4c1 100644 --- a/_posts/2025-08-20-torch-compile.md +++ b/_posts/2025-08-20-torch-compile.md @@ -1,6 +1,6 @@ --- layout: post -title: "Introduction to `torch.compile` and How It Works with vLLM" +title: "Introduction to torch.compile and How It Works with vLLM" author: "[Luka Govedič](https://github.com/proexpertprog) (Red Hat), [Richard Zou](https://github.com/zou3519) (Meta), Addie Stevens (Red Hat), [Kaichao You](https://github.com/youkaichao) (Tsinghua University), [Michael Goin](https://github.com/mgoin) (Red Hat), Saša Zelenović (Red Hat)" image: /assets/logos/vllm-logo-text-light.png --- @@ -24,7 +24,7 @@ In the following example, `torch.compile` produces a single fused kernel for all
-**Figure 1**: `torch.compile` is a JIT compiler for PyTorch code. You can wrap functions, nn.Modules, and other callables in `torch.compile`. +Figure 1: torch.compile is a JIT compiler for PyTorch code. You can wrap functions, nn.Modules, and other callables in torch.compile.

There are multiple ways to use `torch.compile`. You can use it as a kernel generator (like in Figure 1), where we compile a function. But you can also apply `torch.compile` to your full nn.Module model or submodules of it. Depending on the structure of the model and your requirements (e.g. compile times), [we recommend applying `torch.compile` in different places](https://docs.pytorch.org/docs/stable/`torch.compile`r_troubleshooting.html#setting-expectations). @@ -37,7 +37,7 @@ One way of optimizing models is to write custom CPU/CUDA operations that perform
-**Figure 2**: `torch.compile` gives you fast baseline performance to save YOU development time from tuning model performance. +Figure 2: torch.compile gives you fast baseline performance to save YOU development time from tuning model performance.

## How `torch.compile` Works @@ -54,7 +54,7 @@ In the following code example, torch.save is an unsupported operation: `torch.co
-**Figure 3**: `torch.compile` captures straight-line graphs of Tensor operations and works around unsupported operations like torch.save. +Figure 3: torch.compile captures straight-line graphs of Tensor operations and works around unsupported operations like torch.save.

### 2\. Backend (TorchInductor): Optimization and Kernel Generation @@ -82,7 +82,7 @@ The compiled artifacts and the cache can be reused across machines with the same
-**Figure 4**: Compiled artifacts are cached after cold start and can be reused across machines to ensure fast, consistent startup when set up correctly. +Figure 4: Compiled artifacts are cached after cold start and can be reused across machines to ensure fast, consistent startup when set up correctly.

### Dynamic Batch Sizes and Specialization @@ -96,7 +96,7 @@ Use `compile_sizes: [1, 2, 4]` in your config to trigger this specialization. Un
-**Figure 5**: How to specify specializing compilation on specific batch sizes. +Figure 5: How to specify specializing compilation on specific batch sizes.

### Piecewise CUDA Graphs @@ -107,7 +107,7 @@ Not all operations are compatible with CUDA Graphs; for example, [cascade attent
-**Figure 6**: Piecewise CUDA Graphs in vLLM capture and replay supported GPU kernel sequences for low-overhead execution, while skipping unsupported operations like cascade attention. +Figure 6: Piecewise CUDA Graphs in vLLM capture and replay supported GPU kernel sequences for low-overhead execution, while skipping unsupported operations like cascade attention.

## Custom Compiler Passes in vLLM @@ -131,14 +131,14 @@ A common pattern in quantized MLPs is SiLU activation followed by a quantized do
-**Figure 7**: On Llama 3.1 405B quantized to FP8, tested on 8x AMD MI300s, fused kernels (`fusion`, in yellow) outperformed both `default` (using torch ops for RMSNorm and SiLU and custom FP8 quant kernel) and `custom` (unfused custom kernels). +Figure 7: On Llama 3.1 405B quantized to FP8, tested on 8x AMD MI300s, fused kernels (fusion, in yellow) outperformed both default (using torch ops for RMSNorm and SiLU and custom FP8 quant kernel) and custom (unfused custom kernels).


-Detailed throughput speedup comparing `fusion` and `default` regimes above. If all quantization overhead (8%) was removed via fusion, the theoretical maximum improvement to throughput would be 8%, and we can see that improvement reached in some cases. +Figure 8: Detailed throughput speedup comparing fusion and default regimes above. If all quantization overhead (8%) was removed via fusion, the theoretical maximum improvement to throughput would be 8%, and we can see that improvement reached in some cases.

> [!NOTE] From fea931d39d3285fc333b6aa1a3a9e62130f5590f Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Luka=20Govedi=C4=8D?= Date: Thu, 21 Aug 2025 11:14:38 -0400 Subject: [PATCH 08/13] Author links (html), Q&A fix MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Signed-off-by: Luka Govedič --- _posts/2025-08-20-torch-compile.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/_posts/2025-08-20-torch-compile.md b/_posts/2025-08-20-torch-compile.md index 819f4c1..048f264 100644 --- a/_posts/2025-08-20-torch-compile.md +++ b/_posts/2025-08-20-torch-compile.md @@ -1,12 +1,12 @@ --- layout: post title: "Introduction to torch.compile and How It Works with vLLM" -author: "[Luka Govedič](https://github.com/proexpertprog) (Red Hat), [Richard Zou](https://github.com/zou3519) (Meta), Addie Stevens (Red Hat), [Kaichao You](https://github.com/youkaichao) (Tsinghua University), [Michael Goin](https://github.com/mgoin) (Red Hat), Saša Zelenović (Red Hat)" +author: "
Luka Govedič (Red Hat), Richard Zou (Meta), Addie Stevens (Red Hat), Kaichao You (Tsinghua University), Michael Goin (Red Hat), Saša Zelenović (Red Hat)" image: /assets/logos/vllm-logo-text-light.png --- > [!NOTE] -> This blog originated from our biweekly vLLM office hours, a community forum hosted by Red Hat with vLLM project committers and the UC Berkeley team. Each session covers recent updates, a deep dive with a guest speaker, and open Q\&A. [Join us every other Thursday](https://red.ht/office-hours) at 2:00 PM ET / 11:00 AM PT on Google Meet, and get the recording and slides afterward on our [YouTube playlist](https://www.youtube.com/playlist?list=PLbMP1JcGBmSHxp4-lubU5WYmJ9YgAQcf3). +> This blog originated from our biweekly vLLM office hours, a community forum hosted by Red Hat with vLLM project committers and the UC Berkeley team. Each session covers recent updates, a deep dive with a guest speaker, and open Q&A. [Join us every other Thursday](https://red.ht/office-hours) at 2:00 PM ET / 11:00 AM PT on Google Meet, and get the recording and slides afterward on our [YouTube playlist](https://www.youtube.com/playlist?list=PLbMP1JcGBmSHxp4-lubU5WYmJ9YgAQcf3). ## Introduction From 83593c5500cde10b323aef02378f9bc334eca65a Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Luka=20Govedi=C4=8D?= Date: Thu, 21 Aug 2025 11:22:20 -0400 Subject: [PATCH 09/13] Remove code formatting from torch.compile MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Signed-off-by: Luka Govedič --- _posts/2025-08-20-torch-compile.md | 62 +++++++++++++++--------------- 1 file changed, 31 insertions(+), 31 deletions(-) diff --git a/_posts/2025-08-20-torch-compile.md b/_posts/2025-08-20-torch-compile.md index 048f264..d126af4 100644 --- a/_posts/2025-08-20-torch-compile.md +++ b/_posts/2025-08-20-torch-compile.md @@ -1,6 +1,6 @@ --- layout: post -title: "Introduction to torch.compile and How It Works with vLLM" +title: "Introduction to torch.compile and How It Works with vLLM" author: "Luka Govedič (Red Hat), Richard Zou (Meta), Addie Stevens (Red Hat), Kaichao You (Tsinghua University), Michael Goin (Red Hat), Saša Zelenović (Red Hat)" image: /assets/logos/vllm-logo-text-light.png --- @@ -10,67 +10,67 @@ image: /assets/logos/vllm-logo-text-light.png ## Introduction -Fast large language model (LLM) inference today requires executing models as efficiently as possible across diverse hardware, workloads, and scale. Efficient execution requires heavily optimized kernels that often require hand-tuning for different models and platforms. `torch.compile`, PyTorch’s just-in-time (JIT) compiler generates optimized kernels automatically, which makes PyTorch code run significantly faster without requiring developers to manually optimize kernels across all supported hardware platforms. +Fast large language model (LLM) inference today requires executing models as efficiently as possible across diverse hardware, workloads, and scale. Efficient execution requires heavily optimized kernels that often require hand-tuning for different models and platforms. **torch.compile**, PyTorch’s just-in-time (JIT) compiler generates optimized kernels automatically, which makes PyTorch code run significantly faster without requiring developers to manually optimize kernels across all supported hardware platforms. -For vLLM, the de-facto open-source inference engine for portable and efficient LLM inference, `torch.compile` isn’t just a performance enhancer. It’s a core component that shifts the responsibility of optimization from model developers to the compiler. Instead of requiring changes to model definitions, optimizations are applied during compilation, enabling cleaner separation of concerns and achieving maximal performance. In this post, we’ll walk through how `torch.compile` works, how it’s integrated into vLLM, and how vLLM uses custom compiler passes to maximize performance. We will also discuss ongoing and future work on the `torch.compile` integration in vLLM to further improve its usability and performance. +For vLLM, the de-facto open-source inference engine for portable and efficient LLM inference, torch.compile isn’t just a performance enhancer. It’s a core component that shifts the responsibility of optimization from model developers to the compiler. Instead of requiring changes to model definitions, optimizations are applied during compilation, enabling cleaner separation of concerns and achieving maximal performance. In this post, we’ll walk through how torch.compile works, how it’s integrated into vLLM, and how vLLM uses custom compiler passes to maximize performance. We will also discuss ongoing and future work on the torch.compile integration in vLLM to further improve its usability and performance. -## What Is `torch.compile`? +## What Is torch.compile? -`torch.compile` lets you optimize PyTorch code with minimal effort: using `torch.compile` is as simple as applying a decorator to a function or torch.nn.Module. `torch.compile` automatically captures tensor operations into a computation graph that it then generates optimized code for. +torch.compile lets you optimize PyTorch code with minimal effort: using torch.compile is as simple as applying a decorator to a function or torch.nn.Module. torch.compile automatically captures tensor operations into a computation graph that it then generates optimized code for. -In the following example, `torch.compile` produces a single fused kernel for all pointwise operations in function `fn`. It captures and compiles the function just-in-time, potentially recompiling if any of the capture conditions (e.g. input shapes) change. +In the following example, torch.compile produces a single fused kernel for all pointwise operations in function `fn`. It captures and compiles the function just-in-time, potentially recompiling if any of the capture conditions (e.g. input shapes) change.


-Figure 1: torch.compile is a JIT compiler for PyTorch code. You can wrap functions, nn.Modules, and other callables in torch.compile. +Figure 1: torch.compile is a JIT compiler for PyTorch code. You can wrap functions, nn.Modules, and other callables in torch.compile.

-There are multiple ways to use `torch.compile`. You can use it as a kernel generator (like in Figure 1), where we compile a function. But you can also apply `torch.compile` to your full nn.Module model or submodules of it. Depending on the structure of the model and your requirements (e.g. compile times), [we recommend applying `torch.compile` in different places](https://docs.pytorch.org/docs/stable/`torch.compile`r_troubleshooting.html#setting-expectations). +There are multiple ways to use torch.compile. You can use it as a kernel generator (like in Figure 1), where we compile a function. But you can also apply torch.compile to your full nn.Module model or submodules of it. Depending on the structure of the model and your requirements (e.g. compile times), [we recommend applying torch.compile in different places](https://docs.pytorch.org/docs/stable/torch.compiler_troubleshooting.html#setting-expectations). -## Why Use `torch.compile`? +## Why Use torch.compile? -One way of optimizing models is to write custom CPU/CUDA operations that perform the same operations as in the model but faster. Writing custom kernels for every model is time-consuming and requires a deep understanding of performance and hardware. `torch.compile` gets you a decent amount of the way to peak performance with almost no additional engineering effort. For example, PyTorch's [open source TorchBench benchmark suite](https://hud.pytorch.org/benchmark/compilers) shows 1.8-2x geomean speedups on 80+ models. +One way of optimizing models is to write custom CPU/CUDA operations that perform the same operations as in the model but faster. Writing custom kernels for every model is time-consuming and requires a deep understanding of performance and hardware. torch.compile gets you a decent amount of the way to peak performance with almost no additional engineering effort. For example, PyTorch's [open source TorchBench benchmark suite](https://hud.pytorch.org/benchmark/compilers) shows 1.8-2x geomean speedups on 80+ models.


-Figure 2: torch.compile gives you fast baseline performance to save YOU development time from tuning model performance. +Figure 2: torch.compile gives you fast baseline performance to save YOU development time from tuning model performance.

-## How `torch.compile` Works +## How torch.compile Works -The `torch.compile` pipeline consists of two major stages: the frontend (TorchDynamo) and backend (TorchInductor). We'll give a brief overview, but for more details, please see the [official PyTorch 2 paper](https://docs.pytorch.org/assets/pytorch2-2.pdf). +The torch.compile pipeline consists of two major stages: the frontend (TorchDynamo) and backend (TorchInductor). We'll give a brief overview, but for more details, please see the [official PyTorch 2 paper](https://docs.pytorch.org/assets/pytorch2-2.pdf). ### 1\. Frontend (TorchDynamo): Graph Capture -`torch.compile`'s frontend is a custom bytecode interpreter. It traces arbitrary Python functions and extracts straight-line [torch.fx](https://docs.pytorch.org/docs/stable/fx.html) graphs that consist only of Tensor operations. One of `torch.compile`'s key features that gives it good coverage over all Python code is **graph breaks**. Whenever `torch.compile` sees an operation it cannot support, it doesn't error. Instead, it ends the current graph being traced, runs the operation, and then begins to trace out a new graph. `torch.compile` sends each graph that gets traced to the backend for optimization. +torch.compile's frontend is a custom bytecode interpreter. It traces arbitrary Python functions and extracts straight-line [torch.fx](https://docs.pytorch.org/docs/stable/fx.html) graphs that consist only of Tensor operations. One of torch.compile's key features that gives it good coverage over all Python code is **graph breaks**. Whenever torch.compile sees an operation it cannot support, it doesn't error. Instead, it ends the current graph being traced, runs the operation, and then begins to trace out a new graph. torch.compile sends each graph that gets traced to the backend for optimization. -In the following code example, torch.save is an unsupported operation: `torch.compile` doesn't know how to perform disk I/O. Applying `torch.compile` to the function `f` is equivalent to applying `torch.compile` to the region of compute before the call to torch.save and the region after torch.save. +In the following code example, torch.save is an unsupported operation: torch.compile doesn't know how to perform disk I/O. Applying torch.compile to the function `f` is equivalent to applying torch.compile to the region of compute before the call to torch.save and the region after torch.save.


-Figure 3: torch.compile captures straight-line graphs of Tensor operations and works around unsupported operations like torch.save. +Figure 3: torch.compile captures straight-line graphs of Tensor operations and works around unsupported operations like torch.save.

### 2\. Backend (TorchInductor): Optimization and Kernel Generation -`torch.compile`'s backend receives graphs from the frontend and optimizes them via graph passes and lowering to optimized C++, triton, or other kernels. It is able to: +torch.compile's backend receives graphs from the frontend and optimizes them via graph passes and lowering to optimized C++, triton, or other kernels. It is able to: * Fuse pointwise and reduction operations * Auto-tune kernel configurations like block sizes * Choose between different backends for matmul (cuBLAS, Triton, CUTLASS) and perform prologue and epilogue fusion. * Use CUDA Graphs to cache and replay kernel launches efficiently -CUDA Graphs is one example where having a compiler is helpful. CUDA Graphs reduce launch overhead but require certain assumptions on your code (e.g. it must only use CUDA operations, input Tensors must have static memory addresses). `torch.compile` is able to automatically split graphs at unsupported operations to create smaller graphs that are safe to CUDA Graph as well as automatically manage static input buffers. +CUDA Graphs is one example where having a compiler is helpful. CUDA Graphs reduce launch overhead but require certain assumptions on your code (e.g. it must only use CUDA operations, input Tensors must have static memory addresses). torch.compile is able to automatically split graphs at unsupported operations to create smaller graphs that are safe to CUDA Graph as well as automatically manage static input buffers. ## vLLM Integration -vLLM V1 integrates `torch.compile` by default for both online and offline inference. You can disable it using `-O0` or `--enforce-eager`, but for most use cases, leaving it on provides performance benefits. [See the docs for more details](https://docs.vllm.ai/en/latest/design/v1/torch_compile.html). +vLLM V1 integrates torch.compile by default for both online and offline inference. You can disable it using `-O0` or `--enforce-eager`, but for most use cases, leaving it on provides performance benefits. [See the docs for more details](https://docs.vllm.ai/en/latest/design/v1/torch_compile.html). ### Compilation Cache @@ -89,7 +89,7 @@ The compiled artifacts and the cache can be reused across machines with the same By default, vLLM compiles a single graph with a dynamic batch size that supports all possible batch sizes. This means one artifact can serve variable input sizes. However, specializing for known batch sizes—like 1, 2, or 4—can yield performance improvements. -Use `compile_sizes: [1, 2, 4]` in your config to trigger this specialization. Under the hood, this tells `torch.compile` to compile for these static sizes and possibly perform more autotuning to select the best kernels. +Use `compile_sizes: [1, 2, 4]` in your config to trigger this specialization. Under the hood, this tells torch.compile to compile for these static sizes and possibly perform more autotuning to select the best kernels.

@@ -112,7 +112,7 @@ Not all operations are compatible with CUDA Graphs; for example, [cascade attent ## Custom Compiler Passes in vLLM -While `torch.compile` includes many built-in optimizations, vLLM adds custom compiler passes that apply additional optimizations to further improve performance. . +While torch.compile includes many built-in optimizations, vLLM adds custom compiler passes that apply additional optimizations to further improve performance. . ### Why Custom Passes? @@ -150,7 +150,7 @@ When using Tensor Parallelism (TP), the linear layer shards the weights and comp Instead, we can overlap computation and communication by using fused GEMM+collective kernels. One example of such kernels are the GEMM+reduce\_scatter and all\_gather+GEMM kernels. However, to use those, we have to perform intrusive modifications on the fx graph to transform it into a fusion-friendly representation. This includes parallelizing operations between two GEMMs across GPUs. -If we were to implement this kind of optimization in model definitions, we would have to touch every model vLLM supports (there are hundreds of them\!). It would be intrusive, increase developer friction, and be unlikely to be accepted into vLLM in the first place. Instead, by implementing the optimization in `torch.compile`, it is contained to just 2 custom passes and can be turned on using CLI flags, providing better performance for all the models supported by vLLM. +If we were to implement this kind of optimization in model definitions, we would have to touch every model vLLM supports (there are hundreds of them\!). It would be intrusive, increase developer friction, and be unlikely to be accepted into vLLM in the first place. Instead, by implementing the optimization in torch.compile, it is contained to just 2 custom passes and can be turned on using CLI flags, providing better performance for all the models supported by vLLM. > [!NOTE] > This optimization was implemented in full by a community member [@cascade812](https://github.com/cascade812) who we thank for the incredible contribution. More information on Async TP can be found on the [PyTorch blog](https://discuss.pytorch.org/t/distributed-w-torchtitan-introducing-async-tensor-parallelism-in-pytorch/209487). @@ -178,13 +178,13 @@ Passes can be added via the `PostGradPassManager`, CLI (`--compilation-config`), ## Future Work -We’ve come very far on the vLLM-`torch.compile` integration. Here are some areas that we’re focusing on in the next six months. +We’ve come very far on the vLLM-torch.compile integration. Here are some areas that we’re focusing on in the next six months. **Improving stability** -The vLLM-`torch.compile` integration uses many private (begin with an underscore) `torch.compile` APIs and relies on unstable implementation details. We did this because using the public `torch.compile` API wasn’t sufficient to fulfill our requirements \- vLLM wants fast serving performance and no recompilations during model serving. This has led to issues like weird caching issues, or needing to disable vLLM’s `torch.compile` cache for certain models. The PyTorch compiler team is working on upstreaming vLLM (and general inference) related features from vLLM to `torch.compile` and migrating vLLM to using more stable APIs. A lot of these features are already present in torch 2.8, which will likely be added in the next vLLM release (v0.11.0 at the time of writing) +The vLLM-torch.compile integration uses many private (begin with an underscore) torch.compile APIs and relies on unstable implementation details. We did this because using the public torch.compile API wasn’t sufficient to fulfill our requirements \- vLLM wants fast serving performance and no recompilations during model serving. This has led to issues like weird caching issues, or needing to disable vLLM’s torch.compile cache for certain models. The PyTorch compiler team is working on upstreaming vLLM (and general inference) related features from vLLM to torch.compile and migrating vLLM to using more stable APIs. A lot of these features are already present in torch 2.8, which will likely be added in the next vLLM release (v0.11.0 at the time of writing) **Improving start-up time** -We’ve heard that start-up time is a huge pain point with vLLM `torch.compile` and CUDAGraphs, especially in the autoscaling setting where one dynamically spins up new machines according to demand. We plan to significantly reduce both cold (first time) and warm (second time and on) start up for vLLM, especially as related to Dynamo and Inductor compilation. Please follow the [startup-ux label](https://github.com/vllm-project/vllm/issues?q=is%3Aissue%20state%3Aopen%20label%3Astartup-ux) on GitHub or join the [\#feat-startup-ux](https://vllm-dev.slack.com/archives/C0911AKUZQX) channel on [vLLM Slack](http://slack.vllm.ai) to stay updated on the progress\! +We’ve heard that start-up time is a huge pain point with vLLM torch.compile and CUDAGraphs, especially in the autoscaling setting where one dynamically spins up new machines according to demand. We plan to significantly reduce both cold (first time) and warm (second time and on) start up for vLLM, especially as related to Dynamo and Inductor compilation. Please follow the [startup-ux label](https://github.com/vllm-project/vllm/issues?q=is%3Aissue%20state%3Aopen%20label%3Astartup-ux) on GitHub or join the [\#feat-startup-ux](https://vllm-dev.slack.com/archives/C0911AKUZQX) channel on [vLLM Slack](http://slack.vllm.ai) to stay updated on the progress\! An important UX improvement is the [planned revamp of the `-O` command-line flag](https://github.com/vllm-project/vllm/issues/20283). By specifying `-O` on the vLLM CLI (where `n` is an integer between 0-3), users will get easier direct control over trading off startup time for performance. While `-O0` will perform almost no optimizations and spin up as quickly as possible, `-O3` will take much longer but provide the best possible performance. @@ -194,18 +194,18 @@ We are planning on making a few broad improvements to the custom pass mechanism * Compile multiple dynamic shape `torch.fx` graphs. This would let us specialize the forward pass graph depending on the size of the batch without compiling for each static size separately. More information in the [RFC](https://github.com/vllm-project/vllm/issues/23113). * Enable matching torch implementations of custom ops. Currently, custom ops (rms\_norm, quant, etc.) need to be enabled to allow pattern matching and fusing them, but there might be custom ops that don’t end up getting fused (especially for quant which happens 4x per layer). Those ops are slower than their torch equivalents, which reduces the benefits of fusion. We have a working prototype that pattern-matches torch implementations of custom ops, promising further performance improvements. -**Experimental `torch.compile` backend integration** +**Experimental torch.compile backend integration** We are also exploring an experimental MPK/Mirage compiler integration. MPK is a precision-scheduling megakernel compiler, meaning it produces a single kernel for the whole model forward pass, which can further reduce CPU overheads and eliminate kernel launch overhead as compared to CUDA Graphs. More information on the proposed integration in the [RFC](https://github.com/vllm-project/vllm/issues/22201). **Other performance improvements** -The goal of vLLM’s `torch.compile` integration is provide good baseline performance to avoid needing to write and maintain a significant amount of custom kernels. We will continue to maintain and improve performance. Some highlights of work-in-progress work includes: +The goal of vLLM’s torch.compile integration is provide good baseline performance to avoid needing to write and maintain a significant amount of custom kernels. We will continue to maintain and improve performance. Some highlights of work-in-progress work includes: -- Improved [FlexAttention](https://github.com/vllm-project/vllm/issues/19765) support. FlexAttention is an API that allows the use of different attention variants without needing to write a custom attention kernel for each. Under the hood, it uses `torch.compile` to produce a custom triton template. +- Improved [FlexAttention](https://github.com/vllm-project/vllm/issues/19765) support. FlexAttention is an API that allows the use of different attention variants without needing to write a custom attention kernel for each. Under the hood, it uses torch.compile to produce a custom triton template. - [Full CUDA Graphs](https://github.com/vllm-project/vllm/pull/20059) support for Flash Attention v2 and FlashInfer. Full CUDAGraphs have less overhead than piecewise CUDA Graphs and should improve performance in those high-overhead settings. ## Conclusion -`torch.compile` provides a powerful and accessible way to accelerate PyTorch models. In vLLM, it’s a core part of the inference pipeline. Combined with caching, dynamic shape support, CUDA Graphs, and custom passes, it enables efficient, scalable LLM serving across any environment. +torch.compile provides a powerful and accessible way to accelerate PyTorch models. In vLLM, it’s a core part of the inference pipeline. Combined with caching, dynamic shape support, CUDA Graphs, and custom passes, it enables efficient, scalable LLM serving across any environment. -As the compiler stack matures and support for new hardware expands, `torch.compile` and vLLM will continue to push the boundaries of inference performance—while keeping model development clean and modular. -Read more about `torch.compile` in the [PyTorch documentation](https://docs.pytorch.org/docs/stable/generated/torch.compile.html) and the [vLLM documentation](https://docs.vllm.ai/en/latest/design/v1/torch_compile.html), and join the [#sig-torch-compile channel](https://vllm-dev.slack.com/archives/C08K1FAHFPH) on [vLLM Slack](http://slack.vllm.ai) to ask questions, share feedback, and contribute your own custom passes! \ No newline at end of file +As the compiler stack matures and support for new hardware expands, torch.compile and vLLM will continue to push the boundaries of inference performance—while keeping model development clean and modular. +Read more about torch.compile in the [PyTorch documentation](https://docs.pytorch.org/docs/stable/generated/torch.compile.html) and the [vLLM documentation](https://docs.vllm.ai/en/latest/design/v1/torch_compile.html), and join the [#sig-torch-compile channel](https://vllm-dev.slack.com/archives/C08K1FAHFPH) on [vLLM Slack](http://slack.vllm.ai) to ask questions, share feedback, and contribute your own custom passes! \ No newline at end of file From aed7a150bd474321077622ec83b7b7d435b3d9c7 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Luka=20Govedi=C4=8D?= Date: Thu, 21 Aug 2025 11:30:40 -0400 Subject: [PATCH 10/13] Revert "Author links (html), Q&A fix" MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit This reverts commit fea931d3 Signed-off-by: Luka Govedič --- _posts/2025-08-20-torch-compile.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/_posts/2025-08-20-torch-compile.md b/_posts/2025-08-20-torch-compile.md index d126af4..b6469f7 100644 --- a/_posts/2025-08-20-torch-compile.md +++ b/_posts/2025-08-20-torch-compile.md @@ -1,12 +1,12 @@ --- layout: post title: "Introduction to torch.compile and How It Works with vLLM" -author: "Luka Govedič (Red Hat), Richard Zou (Meta), Addie Stevens (Red Hat), Kaichao You (Tsinghua University), Michael Goin (Red Hat), Saša Zelenović (Red Hat)" +author: "Luka Govedič (Red Hat), Richard Zou (Meta), Addie Stevens (Red Hat), Kaichao You (Tsinghua University), Michael Goin (Red Hat), Saša Zelenović (Red Hat)" image: /assets/logos/vllm-logo-text-light.png --- > [!NOTE] -> This blog originated from our biweekly vLLM office hours, a community forum hosted by Red Hat with vLLM project committers and the UC Berkeley team. Each session covers recent updates, a deep dive with a guest speaker, and open Q&A. [Join us every other Thursday](https://red.ht/office-hours) at 2:00 PM ET / 11:00 AM PT on Google Meet, and get the recording and slides afterward on our [YouTube playlist](https://www.youtube.com/playlist?list=PLbMP1JcGBmSHxp4-lubU5WYmJ9YgAQcf3). +> This blog originated from our biweekly vLLM office hours, a community forum hosted by Red Hat with vLLM project committers and the UC Berkeley team. Each session covers recent updates, a deep dive with a guest speaker, and open Q\&A. [Join us every other Thursday](https://red.ht/office-hours) at 2:00 PM ET / 11:00 AM PT on Google Meet, and get the recording and slides afterward on our [YouTube playlist](https://www.youtube.com/playlist?list=PLbMP1JcGBmSHxp4-lubU5WYmJ9YgAQcf3). ## Introduction From 7ff945a14bf754e8fe6f265abbed8de306a5bc83 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Luka=20Govedi=C4=8D?= Date: Thu, 21 Aug 2025 11:49:17 -0400 Subject: [PATCH 11/13] Q&A? MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Signed-off-by: Luka Govedič --- _posts/2025-08-20-torch-compile.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/_posts/2025-08-20-torch-compile.md b/_posts/2025-08-20-torch-compile.md index b6469f7..3481472 100644 --- a/_posts/2025-08-20-torch-compile.md +++ b/_posts/2025-08-20-torch-compile.md @@ -6,7 +6,7 @@ image: /assets/logos/vllm-logo-text-light.png --- > [!NOTE] -> This blog originated from our biweekly vLLM office hours, a community forum hosted by Red Hat with vLLM project committers and the UC Berkeley team. Each session covers recent updates, a deep dive with a guest speaker, and open Q\&A. [Join us every other Thursday](https://red.ht/office-hours) at 2:00 PM ET / 11:00 AM PT on Google Meet, and get the recording and slides afterward on our [YouTube playlist](https://www.youtube.com/playlist?list=PLbMP1JcGBmSHxp4-lubU5WYmJ9YgAQcf3). +> This blog originated from our biweekly vLLM office hours, a community forum hosted by Red Hat with vLLM project committers and the UC Berkeley team. Each session covers recent updates, a deep dive with a guest speaker, and open Q&A. [Join us every other Thursday](https://red.ht/office-hours) at 2:00 PM ET / 11:00 AM PT on Google Meet, and get the recording and slides afterward on our [YouTube playlist](https://www.youtube.com/playlist?list=PLbMP1JcGBmSHxp4-lubU5WYmJ9YgAQcf3). ## Introduction From 4f994c8887eece7b11317e19bd3bd5b23c1c19a4 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Luka=20Govedi=C4=8D?= Date: Thu, 21 Aug 2025 11:51:48 -0400 Subject: [PATCH 12/13] Img widths 100% MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Signed-off-by: Luka Govedič --- _posts/2025-08-20-torch-compile.md | 18 +++++++++--------- 1 file changed, 9 insertions(+), 9 deletions(-) diff --git a/_posts/2025-08-20-torch-compile.md b/_posts/2025-08-20-torch-compile.md index 3481472..173c85d 100644 --- a/_posts/2025-08-20-torch-compile.md +++ b/_posts/2025-08-20-torch-compile.md @@ -22,7 +22,7 @@ In the following example, torch.compile produces a single fused kernel for all p

- +
Figure 1: torch.compile is a JIT compiler for PyTorch code. You can wrap functions, nn.Modules, and other callables in torch.compile.

@@ -35,7 +35,7 @@ One way of optimizing models is to write custom CPU/CUDA operations that perform

- +
Figure 2: torch.compile gives you fast baseline performance to save YOU development time from tuning model performance.

@@ -52,7 +52,7 @@ In the following code example, torch.save is an unsupported operation: torch.com

- +
Figure 3: torch.compile captures straight-line graphs of Tensor operations and works around unsupported operations like torch.save.

@@ -80,7 +80,7 @@ The compiled artifacts and the cache can be reused across machines with the same

- +
Figure 4: Compiled artifacts are cached after cold start and can be reused across machines to ensure fast, consistent startup when set up correctly.

@@ -93,8 +93,8 @@ Use `compile_sizes: [1, 2, 4]` in your config to trigger this specialization. Un

- - + +
Figure 5: How to specify specializing compilation on specific batch sizes.

@@ -105,7 +105,7 @@ Not all operations are compatible with CUDA Graphs; for example, [cascade attent

- +
Figure 6: Piecewise CUDA Graphs in vLLM capture and replay supported GPU kernel sequences for low-overhead execution, while skipping unsupported operations like cascade attention.

@@ -129,14 +129,14 @@ A common pattern in quantized MLPs is SiLU activation followed by a quantized do

- +
Figure 7: On Llama 3.1 405B quantized to FP8, tested on 8x AMD MI300s, fused kernels (fusion, in yellow) outperformed both default (using torch ops for RMSNorm and SiLU and custom FP8 quant kernel) and custom (unfused custom kernels).

- +
Figure 8: Detailed throughput speedup comparing fusion and default regimes above. If all quantization overhead (8%) was removed via fusion, the theoretical maximum improvement to throughput would be 8%, and we can see that improvement reached in some cases.

From 1b73b4cd8482858fd083a52d9f3ce363ad9d514a Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Luka=20Govedi=C4=8D?= Date: Thu, 21 Aug 2025 14:06:57 -0400 Subject: [PATCH 13/13] Fix torch 2.8 release MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Signed-off-by: Luka Govedič --- _posts/2025-08-20-torch-compile.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/_posts/2025-08-20-torch-compile.md b/_posts/2025-08-20-torch-compile.md index 173c85d..d1197a8 100644 --- a/_posts/2025-08-20-torch-compile.md +++ b/_posts/2025-08-20-torch-compile.md @@ -181,7 +181,7 @@ Passes can be added via the `PostGradPassManager`, CLI (`--compilation-config`), We’ve come very far on the vLLM-torch.compile integration. Here are some areas that we’re focusing on in the next six months. **Improving stability** -The vLLM-torch.compile integration uses many private (begin with an underscore) torch.compile APIs and relies on unstable implementation details. We did this because using the public torch.compile API wasn’t sufficient to fulfill our requirements \- vLLM wants fast serving performance and no recompilations during model serving. This has led to issues like weird caching issues, or needing to disable vLLM’s torch.compile cache for certain models. The PyTorch compiler team is working on upstreaming vLLM (and general inference) related features from vLLM to torch.compile and migrating vLLM to using more stable APIs. A lot of these features are already present in torch 2.8, which will likely be added in the next vLLM release (v0.11.0 at the time of writing) +The vLLM-torch.compile integration uses many private (begin with an underscore) torch.compile APIs and relies on unstable implementation details. We did this because using the public torch.compile API wasn’t sufficient to fulfill our requirements \- vLLM wants fast serving performance and no recompilations during model serving. This has led to issues like weird caching issues, or needing to disable vLLM’s torch.compile cache for certain models. The PyTorch compiler team is working on upstreaming vLLM (and general inference) related features from vLLM to torch.compile and migrating vLLM to using more stable APIs. A lot of these features are already present in torch 2.8, which is coming to vLLM [soon](https://github.com/vllm-project/vllm/pull/20358)! **Improving start-up time** We’ve heard that start-up time is a huge pain point with vLLM torch.compile and CUDAGraphs, especially in the autoscaling setting where one dynamically spins up new machines according to demand. We plan to significantly reduce both cold (first time) and warm (second time and on) start up for vLLM, especially as related to Dynamo and Inductor compilation. Please follow the [startup-ux label](https://github.com/vllm-project/vllm/issues?q=is%3Aissue%20state%3Aopen%20label%3Astartup-ux) on GitHub or join the [\#feat-startup-ux](https://vllm-dev.slack.com/archives/C0911AKUZQX) channel on [vLLM Slack](http://slack.vllm.ai) to stay updated on the progress\!

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