Neural Magic vs. PyTorch Comparison


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About GPUs bring data in and out quickly, but have little locality of reference because of their small caches. They are geared towards applying a lot of compute to little data, not little compute to a lot of data. The networks designed to run on them therefore execute full layer after full layer in order to saturate their computational pipeline (see Figure 1 below). In order to deal with large models, given their small memory size (tens of gigabytes), GPUs are grouped together and models are distributed across them, creating a complex and painful software stack, complicated by the need to deal with many levels of communication and synchronization among separate machines. CPUs, on the other hand, have large, much faster caches than GPUs, and have an abundance of memory (terabytes). A typical CPU server can have memory equivalent to tens or even hundreds of GPUs. CPUs are perfect for a brain-like ML world in which parts of an extremely large network are executed piecemeal, as needed.	About Transition seamlessly between eager and graph modes with TorchScript, and accelerate the path to production with TorchServe. Scalable distributed training and performance optimization in research and production is enabled by the torch-distributed backend. A rich ecosystem of tools and libraries extends PyTorch and supports development in computer vision, NLP and more. PyTorch is well supported on major cloud platforms, providing frictionless development and easy scaling. Select your preferences and run the install command. Stable represents the most currently tested and supported version of PyTorch. This should be suitable for many users. Preview is available if you want the latest, not fully tested and supported, 1.10 builds that are generated nightly. Please ensure that you have met the prerequisites (e.g., numpy), depending on your package manager. Anaconda is our recommended package manager since it installs all dependencies.
Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Supported Mac Supported Linux Supported Cloud Not Supported On-Premises Not Supported iPhone Supported iPad Supported Android Supported Chromebook Not Supported
Audience Companies doing AI and ML development	Audience Researchers in need of an open source machine learning solution to accelerate research prototyping and production deployment
Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported
API Offers API Not Supported	API Offers API Not Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing No information available. Free Version Not Supported Free Trial Not Supported	Pricing No information available. Free Version Not Supported Free Trial Not Supported
Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software	Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software

Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported	Training Documentation Supported Webinars Supported Live Online Not Supported In Person Not Supported
Company Information Neural Magic Founded: 2018 United States neuralmagic.com	Company Information PyTorch Founded: 2016 pytorch.org
Alternatives Sharky Neural Network SharkTime Software	Alternatives TensorFlow
Automaton AI	Core ML Apple
Google Deep Learning Containers Google	Create ML Apple
Neural Designer Artelnics	DeepSpeed Microsoft
Fabric for Deep Learning (FfDL) IBM View All	AWS Neuron Amazon Web Services View All
Categories Artificial Intelligence Supported Deep Learning Supported Machine Learning Supported Neural Network Supported	Categories AI Development Supported AI/ML Model Training Supported Machine Learning Supported Neural Network Supported

Integrations Amazon EC2 G5 Instances Not Supported Amazon SageMaker Unified Studio Not Supported Amazon Web Services (AWS) Not Supported DeepSpeed Not Supported Domino Enterprise AI Platform Not Supported Exafunction Not Supported Flyte Not Supported GLM-5.2 Not Supported Gemma 3n Not Supported HunyuanWorld Not Supported Runpod Not Supported Simplismart Not Supported Skyportal Not Supported TensorWave Not Supported TrueFoundry Not Supported Unify AI Not Supported vLLM Not Supported zymtrace Not Supported Show More Integrations View All 1 Integration	Integrations Amazon EC2 G5 Instances Supported Amazon SageMaker Unified Studio Supported Amazon Web Services (AWS) Supported DeepSpeed Supported Domino Enterprise AI Platform Supported Exafunction Supported Flyte Supported GLM-5.2 Supported Gemma 3n Supported HunyuanWorld Supported Runpod Supported Simplismart Supported Skyportal Supported TensorWave Supported TrueFoundry Supported Unify AI Supported vLLM Supported zymtrace Supported Show More Integrations View All 150 Integrations
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