PyTorch

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Tensors and neural networks in Python with strong hardware acceleration. PyTorch is an open source project at the Linux Foundation. #PyTorchFoundation

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#	Date	Post	↓ Outlier	Views	Likes	Reposts	Bookmarks
1	Nov 15, '24	We are announcing that PyTorch will stop publishing Anaconda packages on PyTorch’s official anaconda channels. For more information, please refer to the following post on dev-discu	12.8×	681k	1.4k	295	318
2	Dec 31, '22	If you installed PyTorch-nightly on Linux between Dec. 25 and Dec. 30, uninstall it and torchtriton immediately and use the latest nightly binaries. Read the security advisory here	9.9×	524k	745	476	64
3	Mar 15, '23	We’re excited to announce the release of PyTorch 2.0! This version includes: ⚙️ 100% backward compatible 📦 Out of the box performance 📶 Significant speed improvements Learn more	9.1×	485k	2k	580	106
4	May 18, '22	We’re excited to announce support for GPU-accelerated PyTorch training on Mac! Now you can take advantage of Apple silicon GPUs to perform ML workflows like prototyping and fine-tu	6.5×	0	3.1k	646	148
5	Nov 21, '19	To help developers get started with PyTorch, we’re making the 'Deep Learning with PyTorch' book, written by Luca Antiga and Eli Stevens, available for free to the community:	6.2×	0	2.5k	864	315
6	Sep 25, '23	Inside the Matrix: Use 3D to visualize matrix multiplication expressions, attention heads with real weights, and more. ⚡ Read our latest post on visualizing matrix multiplication,	6.2×	327k	1.9k	377	757
7	Jul 6, '20	The full version of the Deep Learning with PyTorch book from Luca Antiga, Eli Stevens, and Thomas Viehmann is now available! New chapters include in-depth real-world examples and p	5.9×	0	2.3k	678	459
8	Oct 17, '23	Announcing ExecuTorch 🚀 ExecuTorch offers a compact runtime with a lightweight operator registry to cover the PyTorch ecosystem of models, and a streamlined path to execute PyTorc	5.7×	302k	572	117	121
9	Jan 19, '22	Today marks 5 years since the public release of PyTorch! We didn't expect to come this far, but here we're🙂- 2K Contributors, 90K Projects, 3.9M lines of "import torch" on GitHub.	5.6×	0	3.2k	424	60
10	Sep 14, '21	Want to make your inference code in PyTorch run faster? Here’s a quick thread on doing exactly that. 1. Replace _grad() with the ✨torch.inference_mode()✨ context manager.	4.0×	0	1.7k	352	396
11	Dec 2, '22	We just introduced PyTorch 2.0 at the #PyTorchConference, introducing torch.compile! Available in the nightlies today, stable release Early March 2023. Read the full post: 🧵below!	3.9×	0	1.7k	491	131
12	Nov 30, '23	10x performance on LLaMa 7B, all in native PyTorch. No C++ needed. Check out our second blog post in a series on Accelerating Generative AI using Native PyTorch. 🔥	3.7×	199k	1.5k	249	649
13	Jan 25, '19	PyTorch is now installed by default on Google Colaboratory. Go ahead and `import torch`, `import torchvision`, `import torchtext`	3.2×	0	1.5k	434	31
14	Dec 14, '23	Understanding GPU Memory 1: Visualizing All Allocations over Time 👀 In part 1 of this series, we show how to use Memory Snapshot, the Memory Profiler, and the Reference Cycle Dete	3.1×	165k	1k	181	701
15	Nov 26, '18	Microsoft VSCode integrates deeply with PyTorch out of the box. As @aerinykim highlights: 1. It shows values inside tensors. (Left panel) 2. By simply mousing over, you can see the	3.1×	0	1.4k	410	62
16	Jul 30, '24	Introducing torchchat 🔥 A lightweight library to run LLMs locally across mobile, desktop and laptops powered by PyTorch. Learn more: #llms #mobilellms #localai #pytorchllm #edge #	3.0×	160k	856	178	343
17	Apr 16, '24	Announcing the alpha release of torchtune! torchtune is a PyTorch-native library for fine-tuning LLMs. It combines hackable memory-efficient fine-tuning recipes with integrations i	2.9×	156k	1.4k	288	436
18	Mar 10, '21	We're excited to release the torch.fft module in PyTorch 1.8. This module implements the same functions as NumPy’s np.fft module, but with support for accelerators, like GPUs, and	2.8×	0	1.5k	256	97
19	Mar 25, '21	Introducing torch.profiler! New PyTorch Profiler collects both GPU and framework related info, correlates them, performs automatic detection of bottlenecks in the model, generates	2.8×	0	1.3k	318	130
20	Jan 29, '25	PyTorch 2.6 is here! This release brings key improvements, including: 🔥 torch.compile support for Python 3.13 🔥 A new performance tuning knob: torch.compiler.set_stance 🔥 Enhanc	2.5×	135k	736	135	102
21	Jan 18, '17	GPU Tensors, Dynamic Neural Networks and deep Python integration. Hello world!	2.5×	0	890	483	14
22	Oct 15, '25	PyTorch 2.9 is now available, introducing key updates to performance, portability, and the developer experience. This release includes a stable libtorch ABI for C++/CUDA extensions	2.3×	124k	1.4k	178	227
23	May 17, '19	A walkthrough of the PyTorch Internals by core developer @ezyang . It's a great resource if you want to contribute to PyTorch.	2.3×	0	953	290	154
24	Mar 9, '21	Introducing VISSL () - a library for reproducible, SOTA self-supervised learning for computer vision! Over 10 methods implemented, 60 pre-trained models, 15 benchmarks, and countin	2.3×	0	1k	249	157
25	Oct 16, '23	Announcing Flash-Decoding 🚀 Flash-Decoding makes LLM decoding much faster, and in particular allows to scale to very long sequence lengths (64k+) without slowdown! Read more on ou	2.3×	121k	676	120	207
26	Jan 3, '24	3x faster text-to-image diffusion models, all in pure PyTorch. No C++ needed. Check out our third blog post in the series on Accelerating Generative AI using Native PyTorch. 🔥	2.2×	117k	645	111	220
27	Mar 4, '21	PyTorch 1.8 is here! Highlights include updates for compiler, code optimization, frontend APIs for scientific computing, large scale training for pipeline and model parallelism, an	2.2×	0	1.1k	252	37
28	Mar 28, '19	Learn PyTorch on GPUs for free via Google Colaboratory each PyTorch tutorial now has a link to open it on Colab, where you can interactively execute and play with code. #thanksgoog	2.2×	0	1k	272	78
29	Sep 10, '20	The full hands-on tutorials, "Building Recommender Systems with PyTorch", are now available. We show how to build deep learning recommendation system and resolve the associated int	2.1×	0	808	188	228
30	Jan 30, '24	PyTorch 2.2 is here 🎉 Featuring: - SDPA support of FlashAttention-2 - New ahead-of-time extension of TorchInductor - device_mesh, a new abstraction for initializing and representi	2.0×	108k	974	179	108
31	Dec 7, '18	[v1.0] : JIT Compiler, Faster Distributed, C++ Frontend, CUDA10 Read more about the changes at As always, get the install commands on	2.0×	0	874	312	23
32	May 1, '19	[v1.1.0] Official TensorBoard Support, Attributes, Dicts, Lists and User-defined types in JIT / TorchScript, Improved Distributed Read more about the changes at As always, get the	2.0×	0	886	300	24
33	Jun 15, '21	PyTorch 1.9 is here! Highlights include improvements for: - torch.linalg, torch.special, and Complex Autograd - Mobile Interpreter - TorchElastic - The PyTorch RPC framework - APIs	2.0×	0	968	248	30
34	May 23, '19	torchvision 0.3.0: segmentation, detection models, new datasets, C++/CUDA operators Blog with link to tutorial, release notes: Install commands have changed, use the selector on	1.9×	0	838	266	55
35	Aug 18, '20	Stochastic Weight Averaging (SWA) is a simple procedure that improves generalization in deep learning over Stochastic Gradient Descent (SGD). PyTorch 1.6 now includes SWA natively.	1.9×	0	830	194	126
36	Dec 19, '23	Part 2️⃣: Understanding GPU Memory 🤔 In our latest post, we will use the Memory Snapshot to visualize a GPU memory leak caused by reference cycles, and then locate and remove them	1.8×	94k	680	134	389
37	Dec 12, '18	DGL (Deep Graph Library) - Clean and efficient library to build graph neural networks including GCN, TreeLSTM and graph generative models. Includes auto-batching and other tricks f	1.7×	0	730	262	64
38	May 2, '18	Dear PyTorch users, We're sharing the roadmap for PyTorch 1.0: production ready PyTorch. Coming later this summer.	1.7×	0	739	274	11
39	Nov 3, '17	Pyro, a probabilistic programming language on top of @PyTorch from Uber AI Labs	1.7×	0	690	318	1
40	May 3, '21	Together with @msdev, we’ve created a PyTorch “Learn the Basics” tutorial. Familiarize yourself with PyTorch concepts and modules. Learn how to load data, build deep neural network	1.7×	0	629	152	193
41	Jul 28, '20	v1.6: native mixed-precision support from NVIDIA (~2x perf improvement), distributed perf improvements, new profiling tool for memory consumption, Microsoft commits to developing a	1.6×	0	754	226	32
42	Oct 4, '23	Announcing PyTorch 2.1 Stable Release ⚡✨ PyTorch 2.1 offers automatic dynamic shape and NumPy compilation support in torch.compile, as well as torch.distributed.checkpoint for savi	1.6×	86k	569	127	41
43	Oct 22, '20	The team @WadhwaniAI has built a multi-task network that detects pest infestations in cotton crops. This technology is being put directly in the hands of more than 18,000 farmers a	1.6×	0	729	163	82
44	Jul 16, '20	Disney uses PyTorch for animated character recognition and to speed up its video processing pipeline. @DTCITechnology engineers also contributed new features to the Torchvision dom	1.6×	0	772	176	82
45	Jan 18, '18	Tensorboard-PyTorch plugin now includes graph visualization of your model. Live demo here: Github page:	1.6×	0	719	263	3
46	Oct 21, '20	PyTorch Lightning 1.0.0 is now available. This is the final stable API to train and deploy models at scale, without the boilerplate. Read more about this release below:	1.6×	0	772	155	75
47	May 5, '20	Today, we made usability and content improvements to PyTorch Tutorials including additional categories, a new recipe format for quickly referencing common topics, sorting using tag	1.6×	0	736	184	61
48	Sep 10, '20	Bolts is a new Deep Learning research and production toolbox from PyTorch Lightning. Iterate faster with pre-trained models, components, callbacks, and data sets, all modular, test	1.5×	0	662	186	99
49	Sep 27, '24	We’re happy to officially launch torchao, a PyTorch native library that makes models faster and smaller by leveraging low bit dtypes, quantization & sparsity. Our techniques ar	1.5×	80k	638	115	208
50	Apr 24, '24	PyTorch 2.3 is here 😎🔥 PyTorch 2.3 offers support for user-defined Triton kernels in torch.compile, allowing for users to migrate their own Triton kernels from eager without expe	1.5×	80k	719	121	93
51	Oct 24, '18	MaskRCNN-Benchmark: - A fast, modular reference of {Mask,Faster}RCNN - by @fvsmassa (PyTorch), optimized by Nvidia - reusable components, pre-trained models - optimized inference,	1.5×	0	648	222	46
52	Apr 21, '20	v1.5: autograd API for Hessians/Jacobians, C++ frontend stable and 100% parity with Python, Better performance on GPU and CPU with Tensor Format ‘channels last’, distributed.rpc st	1.5×	0	688	210	26
53	Oct 19, '21	✨ Low Numerical Precision in PyTorch ✨ Most DL models are single-precision floats by default. Lower numerical precision - while reasonably maintaining accuracy - reduces: a) model	1.5×	0	662	129	128
54	Jun 22, '20	The Global PyTorch Summer Hackathon is back! This year, teams can compete in 3 categories: 1. Developer Tools 2. Web/Mobile applications 3. Responsible AI Development Tools Read mo	1.4×	0	611	190	69
55	Oct 27, '20	v1.7: CUDA 11 supported with binaries on , updated profiling/performance for RPC, TorchScript and Stack traces in the autograd profiler, support for NumPy compatible FFT via torch.	1.4×	0	724	174	17
56	Jan 19, '18	We are a year old :) A post looking back at our journey, the lovely community, the engineering and love.	1.4×	0	707	196	2
57	Aug 6, '17	PyTorch v0.2 is out: Higher order gradients, Distributed PyTorch, Broadcasting, Advanced Indexing, New Layers, more!	1.4×	0	559	275	0
58	Apr 2, '19	PyTorch BigGraph: a distributed system for learning large graph embeddings - up to billions of entities and trillions of edges - Sharding and Negative Sampling - WikiData embedding	1.4×	0	623	192	59
59	May 23, '22	Today we’d like to highlight features from functorch, a beta PyTorch library that provides JAX-inspired function transformations like vmap. () If you’re not sure what sort of cool	1.4×	0	672	125	105
60	Oct 6, '20	NeMo, @NVIDIA’s open-source toolkit based on #PyTorch, allows you to quickly build, train, and fine-tune conversational AI models. See how speech recognition, natural language proc	1.4×	0	568	173	113
61	Jun 28, '20	The Computer Vision Recipes repository by researchers at Microsoft provides examples and best practice guidelines for building CV systems. It supports classification, retrieval, tr	1.4×	0	491	170	152
62	Feb 12, '24	The PyTorch team is excited to share that our paper on PyTorch 2 has been accepted for presentation at ASPLOS 2024! The paper delves into the implementation of torch.compile and hi	1.4×	74k	509	79	104
63	Nov 9, '18	Happy 3rd Birthday TensorFlow! Looking forward to competing with and complementing you over the years. #HappyBirthdayTF	1.4×	0	845	111	2
64	Sep 29, '20	@rstudio introduces Torch for R, an R package that allows researchers to use PyTorch functionality natively from R. No Python installation is required since torch is built directly	1.4×	0	581	176	52
65	Apr 24, '18	v0.4: Trade-off memory for compute, Windows support, 24 distributions with cdf, variance etc., dtypes, zero-dimensional Tensors, Tensor-Variable merge, , faster distributed, perf a	1.3×	0	523	210	4
66	Apr 29, '19	Stochastic Weight Averaging: a simple procedure that improves generalization over SGD at no additional cost. Can be used as a drop-in replacement for any other optimizer in PyTorch	1.3×	0	586	175	62
67	Aug 7, '24	Introducing FlexAttention: a new API that lets you implement diverse attention variants in just a few lines of idiomatic PyTorch code. 🔥 Check out the blog post for more details:	1.3×	70k	468	86	164
68	Jan 30, '20	Welcome OpenAI to the PyTorch community!	1.3×	0	740	137	14
69	Jun 10, '19	PyTorch Hub: reducing the friction in reproducing and building-upon research - Pull models with 1 line of code, and a few more to use - Curated models. Open with Google Colab and @	1.3×	0	541	216	31
70	Jan 10, '24	Do you want to adapt an LLM on your own data and domain? 🤔 Learn how to finetune a 7B parameter model on a typical consumer GPU (NVIDIA T4 16GB) with LoRA and tools from the PyTor	1.3×	68k	701	159	542
71	Oct 21, '21	PyTorch 1.10 is here! Highlights include updates for: - CUDA Graphs APIs updates - Several frontend APIs moved to Stable - Automatic fusion in JIT Compiler support for CPU/GPUs - A	1.3×	0	614	153	30
72	Sep 12, '22	Today, Mark Zuckerberg announced the launch of the #PyTorchFoundation under the @LinuxFoundation & a board of @Meta @AMD @awscloud @googlecloud @Azure & @NVIDIAAI. With the	1.3×	0	599	151	25
73	Feb 5, '20	Hydra provides an ability to compose and override configuration from the command line and config files, helping PyTorch developers to more easily manage complex ML projects.	1.3×	0	545	133	81
74	Dec 1, '21	Introducing @PyTorchLive, an easy to use library of tools for creating on-device ML demos on Android and iOS. With Live, you can build a working mobile app ML demo in minutes. Lear	1.3×	0	515	145	70
75	May 7, '19	Universal Music Translation Network: translating music across musical instruments and styles using unsupervised training	1.2×	0	539	166	56
76	Jun 28, '21	This tutorial will introduce compute and data-efficient transformers and provide a step-by-step to create your own Vision Transformers. Through this guide, you'll be able to train	1.2×	0	475	119	118
77	Apr 23, '25	Update from the PyTorch maintainers: 2.7 is out now. 🔹 Support for NVIDIA Blackwell (CUDA 12.8) 🔹 Mega Cache 🔹 torch.compile for Function Modes 🔹 FlexAttention updates 🔹 Intel	1.2×	63k	499	86	78
78	Feb 21, '20	Torchmeta is a collection of extensions and data loaders for few-shot learning and meta-learning. It won first place at the Global PyTorch Summer Hackathon last year. Learn more in	1.2×	0	536	139	64
79	Mar 9, '21	Introducing “Learn the Basics" - a guide to a complete ML workflow with detailed explanations on concepts like Tensors, DataLoaders, Transforms, and more. Thanks @sethjuarez, @subr	1.2×	0	464	120	114
80	Oct 10, '19	[v1.3.0] Named Tensors, iOS / Android support, Quantization, Type Promotion and more. Also available: TPU device, Detectron2, Captum for model interpretability, CrypTen for PPML re	1.2×	0	535	174	13
81	Jan 25, '24	RoMa: an easy-to-to-use, stable and efficient library to deal with rotations and spatial transformations in PyTorch. Read all about this PyTorch Ecosystem Tool in our latest Medium	1.1×	61k	607	106	233
82	Mar 23, '20	Captum is a library for model interpretability. Its algorithms include integrated gradients, conductance, SmoothGrad and VarGrad, and DeepLift. Learn more:	1.1×	0	476	155	64
83	Jun 11, '20	Catalyst is a PyTorch framework designed for reproducibility, faster experimentation and code/ideas reusing. This blog walks through MINST classifier tutorial and compare PyTorch a	1.1×	0	517	104	96
84	Jul 26, '18	[v0.4.1] Spectral Norm, Adaptive Softmax, faster CPU ops, anomaly detection (NaNs, etc.), Lots of bug fixes, Python 3.7 and CUDA 9.2 support and more. Full release notes at As alwa	1.1×	0	538	167	12
85	Nov 2, '20	We're excited to announce our first PyTorch Developer Day starting 8 AM on November 12, 2020 PST. Learn more: #PTD2	1.1×	0	551	118	39
86	Jun 10, '20	TorchServe v0.1.1 is available with new features and support for HuggingFace BERT, Waveglow, Model Zoo, SnakeViz Profiler, AWS CloudFormation Template, and Automated Integration re	1.1×	0	543	130	42
87	Sep 29, '20	PyTorch/XLA, a package that lets PyTorch connect to @GCPcloud TPUs and use TPU cores as devices, is now generally available. Highlights: - Support for Intra-Layer Model Parallelism	1.1×	0	502	136	31
88	Oct 29, '21	FX-based feature extraction is a new TorchVision utility that allows access to intermediate transformations of an input during the forward pass of a PyTorch Module. Read more below	1.1×	0	450	89	108
89	Apr 3, '18	PyTorch now available on @pypi $ pip install torch thanks to all the devs who worked on Warehouse -- the new PyPI infrastructure	1.1×	0	541	149	5
90	Sep 26, '18	Github Engineering experiments with Semantic Code Search: search for code snippets using natural language. Built on top of fastai + PyTorch, it's fully open-source Read about their	1.1×	0	467	155	30
91	Jan 29, '24	Happy to share an early version of float8_experimental, a library to accelerate training with float8 + torch.compile written in native PyTorch 🔥	1.0×	55k	487	96	107
92	Sep 15, '22	Two creators of passion projects that transformed the landscape of how we code today — Linus Torvalds and @soumithchintala meet for the first time, sharing a smile and a love for t	1.0×	0	632	66	11
93	Jun 16, '22	Torch-TensorRT is now an official part of the PyTorch ecosystem and now available on PyTorch GitHub and Documentation. Torch-TensorRT is a TensorRT integration for PyTorch that acc	1.0×	0	486	96	59
94	Dec 9, '24	vLLM Joins PyTorch Ecosystem 🎉 @vllm_project has always had a strong connection with the PyTorch project. Tight coupling with PyTorch ensures seamless compatibility and performanc	1.0×	53k	705	102	153
95	Mar 10, '22	Announcing PyTorch 1.11, TorchData, and functorch! Highlights: - TorchData, a new library for common modular data loading primitives - functorch adds composable function transforms	1.0×	0	517	95	34
96	Dec 14, '18	PyTorch BERT models are now 4x faster, thanks to @nvidia	1.0×	0	512	116	22
97	Aug 23, '20	PyTorch Lightning V0.9 is available now featuring the final API with better data decoupling, shorter logging syntax, synchronized batchnorm, and more. Learn more:	1.0×	0	486	114	29
98	Oct 17, '24	PyTorch 2.5 is here 🔥 We are excited to announce the release of #PyTorch 2.5, featuring a new CuDNN backend for SDPA, regional compilation of torch.compile, & TorchInductor CP	1.0×	51k	653	145	72
99	Jun 23, '21	PyTorch 1.9 extends PyTorch’s support for linear algebra operations with the torch.linalg module. The module has 26 operators, including every function from NumPy’s linear algebra	0.9×	0	466	97	30

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