Pytorch Alternatives
Similar projects and alternatives to Pytorch
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Scout APM
Scout APM: A developer's best friend. Try free for 14-days. Scout APM uses tracing logic that ties bottlenecks to source code so you know the exact line of code causing performance issues and can get back to building a great product faster.
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mxnet
Lightweight, Portable, Flexible Distributed/Mobile Deep Learning with Dynamic, Mutation-aware Dataflow Dep Scheduler; for Python, R, Julia, Scala, Go, Javascript and more
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Theano
Theano was a Python library that allows you to define, optimize, and evaluate mathematical expressions involving multi-dimensional arrays efficiently. It is being continued as aesara: www.github.com/pymc-devs/aesara
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Pandas
Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more
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gpt-neox
An implementation of model parallel autoregressive transformers on GPUs, based on the DeepSpeed library.
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Apache Spark
Apache Spark - A unified analytics engine for large-scale data processing
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Deeplearning4j
Suite of tools for deploying and training deep learning models using the JVM. Highlights include model import for keras, tensorflow, and onnx/pytorch, a modular and tiny c++ library for running math code and a java based math library on top of the core c++ library. Also includes samediff: a pytorch/tensorflow like library for running deep learning using automatic differentiation.
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Robot Framework
Generic automation framework for acceptance testing and RPA
Reviews and mentions
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Building a powerful deep learning workstation
We will do no gaming whatsoever. The jobs will focus on training deep-learning models, for which we will predominantly use pytorch, which runs on CUDA. We will *exclusively* handle image data, which may come in scales of MB per image ranging until TB per image, hence, fast file transfer speeds from mainboard/storage to GPU is very important. Some of the data may have to be copied from an external fileserver, and then be stored temporarily on the local drives for processing. Thus, we also need high file transfer through the LAN connection.
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Nvidia Ceo- Jensen on competition from Amd.
One of my coworkers managed to get pytorch working with AMD but it took him a week to get everything working properly (which in itself was surprising given previous history). And that's with the current driver + library version stack -- who knows what it's going to be like in 6 months time, half the time to get this stuff working you're following some guy's side project on github that he could get bored with and stop supporting at any point.
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Why Can't PyTorch Find Cuda?
I installed PyTorch with CUDA like the PyTorch website recommended:
- PyTorch to Support Apple M1 GPU
- PyTorch set to support Apple M1 GPU
- PyTorch Fortran Bindings
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Data Science toolset summary from 2021
PyTorch - PyTorch is an open source machine learning library based on the Torch library, used for applications such as computer vision and natural language processing, primarily developed by Facebook's AI Research lab. It is free and open-source software released under the Modified BSD license. Link - https://pytorch.org/
- Main PyTorch maintainer confirms that work is being done to support Apple Silicon GPU acceleration for the popular machine learning framework.
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[Project] JORLDY: OpenSource Reinforcement Learning Framework
20+ RL Algorithms (Pytorch) and various RL environment are provided
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How to install PyTorch using m1 max macbook pro?
- https://github.com/pytorch/pytorch/issues/47702
- PyTorch GPU Acceleration for Apple’s M1 Chip
- PyTorch GPU acceleration for Apple's M1 chip?
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[D] How you deploy your ML model?
I'd recommend checking out Ray Serve and using it to serve quantized or tensorrt (with https://github.com/NVIDIA-AI-IOT/torch2trt or https://github.com/pytorch/pytorch/tree/master/torch/fx/experimental/fx2trt) optimized models .
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[D] Is Pytorch Lightning Production Ready?
It says "Production Ready" right on the front page
Stats
pytorch/pytorch is an open source project licensed under BSD 1-Clause License which is not an OSI approved license.
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