entangle
Deep-learning-in-cloud
entangle | Deep-learning-in-cloud | |
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8 | 2 | |
105 | 730 | |
- | - | |
0.0 | 5.2 | |
over 1 year ago | about 2 months ago | |
Python | ||
MIT License | MIT License |
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entangle
- New Parallel Compute Framework with AI Examples
- New Parallel Compute Framework
- [P] New Parallel Computing Framework
- A Powerful Python Parallel Programming Framework
- New Python Parallel Compute Framework
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Parallel Programming Framework for HPC/DevOps/DataScience
Gotcha. I got confused by this picture: https://github.com/radiantone/entangle/blob/main/images/execution.png
Deep-learning-in-cloud
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Noob question, is it possible to connect cheap nvidia tesla k model gpus externally?
Another option is to rent cloud time for DL tasks. A big advantage of this approach is that it can scale for training as the models and datasets get bigger. Even for inference, we are seeing models get pretty large (IIRC stable diffusion is something like 4GB for its inference model IIRC). Take a look here and see if one of the listed services can get you started.
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How to practice Deep Learning when GPUs are prohibitively overpriced?
Try cloud GPUs, they are much economical and faster. Some suggestions: https://github.com/zszazi/Deep-learning-in-cloud
What are some alternatives?
ufw-stats - ufw-stats: Show ufw actions since boot, with ip address information from RIPE database.
catboost - A fast, scalable, high performance Gradient Boosting on Decision Trees library, used for ranking, classification, regression and other machine learning tasks for Python, R, Java, C++. Supports computation on CPU and GPU.
udocker - A basic user tool to execute simple docker containers in batch or interactive systems without root privileges.
PyCUDA - CUDA integration for Python, plus shiny features
hpc-container-maker - HPC Container Maker
ImageAI - A python library built to empower developers to build applications and systems with self-contained Computer Vision capabilities
RapidStream - This is a personal archive. Please refer to github.com/UCLA-VAST/RapidStream
singularity-hpc - Local filesystem registry for containers (intended for HPC) using Lmod or Environment Modules. Works for users and admins.