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Top 23 Python Parallel Projects
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Ray
Ray is a unified framework for scaling AI and Python applications. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.
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InfluxDB
Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
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lithops
A multi-cloud framework for big data analytics and embarrassingly parallel jobs, that provides an universal API for building parallel applications in the cloud ☁️🚀
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entangle
A lightweight (serverless) native python parallel processing framework based on simple decorators and call graphs.
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🚀 IPpy
:rocket: Ping IP addresses and domains in parallel to find the accessible and inaccessible ones. (by shivammathur)
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AutoParaSelenium
A library to make concurrent selenium tests that automatically download and setup webdrivers
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Project mention: Ray: Unified framework for scaling AI and Python applications | news.ycombinator.com | 2024-05-03
Project mention: Optuna – A Hyperparameter Optimization Framework | news.ycombinator.com | 2024-04-06I didn’t even know WandB did hyperparameter optimization, I figured it was a neural network visualizer based on 2 minute papers. Didn’t seem like many alternatives out there to Optuna with TPE + persistence in conditional continuous & discrete spaces.
Anyway, it’s doable to make a multi objective decide_to_prune function with Optuna, here’s an example https://github.com/optuna/optuna/issues/3450#issuecomment-19...
Around the same time, I discovered Numba and was fascinated by how easily it could bring huge performance improvements to Python code.
Project mention: I built a remote file browser and shell connection hub that supports k8s clusters | /r/kubernetes | 2023-06-09Okay I have no idea how to interpret this comment, are you talking about https://parallel-ssh.org/? These two things have not really anything in common
Python Parallel related posts
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Ray: Unified framework for scaling AI and Python applications
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Optuna – A Hyperparameter Optimization Framework
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Algorithms - Researchers Approach New Speed Limit for Seminal Problem
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How to test optimal parameters
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Optuna – A Hyperparameter Optimization Framework
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Fine-Tuning Llama-2: A Comprehensive Case Study for Tailoring Custom Models
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Ray – an open source project for scaling AI workloads
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A note from our sponsor - SaaSHub
www.saashub.com | 21 May 2024
Index
What are some of the best open-source Parallel projects in Python? This list will help you:
Project | Stars | |
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1 | Ray | 31,414 |
2 | tqdm | 27,570 |
3 | optuna | 9,751 |
4 | Numba | 9,512 |
5 | pandarallel | 3,511 |
6 | redo | 1,762 |
7 | parallel-ssh | 1,183 |
8 | adaptive | 1,115 |
9 | optuna-examples | 609 |
10 | malib | 467 |
11 | msrsync | 452 |
12 | lithops | 306 |
13 | fast-cma-es | 106 |
14 | entangle | 105 |
15 | behavex | 76 |
16 | 🚀 IPpy | 57 |
17 | eSCAPE | 36 |
18 | pyfuncol | 32 |
19 | fluidml | 19 |
20 | pyeventbus | 17 |
21 | git-pull | 16 |
22 | raffiot.py | 15 |
23 | AutoParaSelenium | 9 |
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