Ecosyste.ms: Packages

An open API service providing package, version and dependency metadata of many open source software ecosystems and registries.

Top 0.2% on pypi.org
Top 0.2% downloads on pypi.org
Top 0.1% dependent packages on pypi.org
Top 0.2% dependent repos on pypi.org
Top 0.1% forks on pypi.org
Top 0.7% docker downloads on pypi.org

pypi.org : ray

Ray provides a simple, universal API for building distributed applications.

Registry - Source - Documentation - JSON
purl: pkg:pypi/ray
Keywords: ray, distributed, parallel, machine-learning, hyperparameter-tuningreinforcement-learning, deep-learning, serving, python, automl, data-science, deployment, hyperparameter-optimization, hyperparameter-search, java, llm-serving, model-selection, optimization, pytorch, reinforcement-learning, rllib, tensorflow
License: Apache-2.0
Latest release: 30 days ago
First release: about 7 years ago
Dependent packages: 310
Dependent repositories: 3,641
Downloads: 4,182,581 last month
Stars: 31,467 on GitHub
Forks: 5,311 on GitHub
Docker dependents: 582
Docker downloads: 18,759,185
Total Commits: 20389
Committers: 1004
Average commits per author: 20.308
Development Distribution Score (DDS): 0.935
More commit stats: commits.ecosyste.ms
See more repository details: repos.ecosyste.ms
Last synced: about 20 hours ago

colossalai-nightly 2024.5.18
An integrated large-scale model training system with efficient parallelization techniques
70 versions - Latest release: 21 days ago - 519 downloads last month - 37,740 stars on GitHub - 1 maintainer
Top 5.9% on pypi.org
flwr-nightly 1.9.0.dev20240517
Flower: A Friendly Federated Learning Framework
618 versions - Latest release: 21 days ago - 2 dependent repositories - 4.36 thousand downloads last month - 3,924 stars on GitHub - 2 maintainers
cogflow 1.9.14
COG modules
83 versions - Latest release: 21 days ago - 4.37 thousand downloads last month - 1 maintainer
Top 3.3% on pypi.org
torchx-nightly 2024.5.17
TorchX SDK and Components
848 versions - Latest release: 21 days ago - 2 dependent packages - 59 dependent repositories - 15.8 thousand downloads last month - 264 stars on GitHub - 4 maintainers
offlinerl 0.0.2
A Library for Offline RL(Batch RL)
2 versions - Latest release: 21 days ago - 12 downloads last month - 1 maintainer
marker-pdf 0.2.6
Convert PDF to markdown with high speed and accuracy.
15 versions - Latest release: 22 days ago - 8.22 thousand downloads last month - 8,811 stars on GitHub - 1 maintainer
bolero 0.0.29
sequence
32 versions - Latest release: 22 days ago - 526 downloads last month - 1 maintainer
dagworks-sdk 0.5.4
DAGWorks SDK.
40 versions - Latest release: 22 days ago - 1 dependent repositories - 405 downloads last month - 2 maintainers
launchflow 0.3.28
Python-native infrastructure for the cloud: LaunchFlow provides a Python SDK that automatically c...
106 versions - Latest release: 22 days ago - 2 dependent repositories - 4.25 thousand downloads last month - 2 maintainers
mlglue 0.0.5
a Python implementation of the (M)ulti(l)evel (G)eneralized (L)ikelihood (U)ncertainty (E)stimati...
5 versions - Latest release: 22 days ago - 523 downloads last month - 1 stars on GitHub - 1 maintainer
autorag 0.1.12
Automatically Evaluate RAG pipelines with your own data. Find optimal structure for new RAG product.
31 versions - Latest release: 22 days ago - 1.22 thousand downloads last month - 515 stars on GitHub - 1 maintainer
Top 10.0% on pypi.org
genv 1.4.3
GPU environment and cluster management
13 versions - Latest release: 22 days ago - 1 dependent package - 1 dependent repositories - 1.27 thousand downloads last month - 412 stars on GitHub - 1 maintainer
thirdai 0.8.2
A faster cpu machine learning library
101 versions - Latest release: 23 days ago - 1 dependent repositories - 11.1 thousand downloads last month - 2 maintainers
Top 9.9% on pypi.org
deltacat 1.1.6
A scalable, fast, ACID-compliant Data Catalog powered by Ray.
63 versions - Latest release: 23 days ago - 1 dependent repositories - 1.65 thousand downloads last month - 98 stars on GitHub - 8 maintainers
hipscat-import 0.3.2
HiPSCat import - generate HiPSCat-partitioned catalogs
19 versions - Latest release: 23 days ago - 1.46 thousand downloads last month - 4 stars on GitHub - 2 maintainers
metacerberus 1.3.0
Versatile Functional Ontology Assignments for Metagenomes via Hidden Markov Model (HMM) searching...
7 versions - Latest release: 23 days ago - 1 dependent repositories - 157 downloads last month - 37 stars on GitHub - 2 maintainers
mirp 2.2.2
A package for standardised processing of medical imaging and computation of quantitative features.
8 versions - Latest release: 23 days ago - 1 dependent package - 280 downloads last month - 35 stars on GitHub - 1 maintainer
Top 0.8% on pypi.org
modin 0.30.0
Modin: Make your pandas code run faster by changing one line of code.
95 versions - Latest release: 23 days ago - 18 dependent packages - 302 dependent repositories - 1.4 million downloads last month - 9,537 stars on GitHub - 7 maintainers
modelscope-agent 0.5.1
ModelScope Agent: Be a powerful models and tools agent based on ModelScope and open source LLM.
7 versions - Latest release: 23 days ago - 535 downloads last month - 2,018 stars on GitHub - 1 maintainer
smartsim 0.7.0
AI Workflows for Science
11 versions - Latest release: 24 days ago - 1 dependent repositories - 500 downloads last month - 211 stars on GitHub - 2 maintainers
Top 5.6% on pypi.org
sf-hamilton 1.62.0
Hamilton, the micro-framework for creating dataframes.
165 versions - Latest release: 24 days ago - 6 dependent packages - 3 dependent repositories - 17.4 thousand downloads last month - 1,312 stars on GitHub - 2 maintainers
sf-hamilton-sdk 0.4.0
Hamilton SDK for reading and writing to the Hamilton backend APIs that support the UI.
5 versions - Latest release: 24 days ago - 1 dependent package - 662 downloads last month - 1,312 stars on GitHub - 1 maintainer
bystro 1.0.4
7 versions - Latest release: 24 days ago - 1.22 thousand downloads last month - 1 maintainer
google-vizier-dev 0.1.16.dev20240514144958
Open Source Vizier: Distributed service framework for blackbox optimization and research.
25 versions - Latest release: 24 days ago - 930 downloads last month - 1,181 stars on GitHub - 1 maintainer
figaro 1.6.5
FIGARO: Fast Inference for GW Astronomy, Research & Observations
37 versions - Latest release: 24 days ago - 4 dependent repositories - 639 downloads last month - 12 stars on GitHub - 1 maintainer
sem-desc 6.11.3
Package providing basic functionalities for the semantic modeling problem
90 versions - Latest release: 24 days ago - 6 dependent packages - 6 dependent repositories - 1.21 thousand downloads last month - 0 stars on GitHub - 2 maintainers
Top 1.4% on pypi.org
pandera 0.19.3 💰
A light-weight and flexible data validation and testing tool for statistical data objects.
91 versions - Latest release: 24 days ago - 97 dependent packages - 229 dependent repositories - 1.93 million downloads last month - 3,009 stars on GitHub - 3 maintainers
codeflare-sdk 0.16.1
Python SDK for codeflare client
45 versions - Latest release: 25 days ago - 2.95 thousand downloads last month - 21 stars on GitHub - 2 maintainers
strucpy 0.0.1
Object Oriented Structural Analysis
1 version - Latest release: 25 days ago - 4 stars on GitHub - 1 maintainer
trialpy5 0.0.1
Python Package for Structural Analysis of Civil Engineering Structures
1 version - Latest release: 25 days ago - 4 stars on GitHub - 1 maintainer
pyfemtet 0.4.2
Design parameter optimization using Femtet.
42 versions - Latest release: 25 days ago - 1 thousand downloads last month - 0 stars on GitHub - 1 maintainer
synthetic-aia-mia 0.0.45
AIA and MIA attack versus synthetic and real data.
45 versions - Latest release: 25 days ago - 1.17 thousand downloads last month - 224 stars on GitHub - 1 maintainer
dlrover 0.3.7
An Automatic Distributed Deep Learning Framework
15 versions - Latest release: 25 days ago - 328 downloads last month - 920 stars on GitHub - 1 maintainer
metagene 0.0.0.dev50
Metagene Profiling Analysis and Visualization
42 versions - Latest release: 26 days ago - 252 downloads last month - 1 maintainer
smart-parallelize 2.0.9
26 versions - Latest release: 26 days ago - 991 downloads last month - 0 stars on GitHub - 1 maintainer
trialpy4 0.0.1 removed
Object Oriented Structural Analysis
1 version - Latest release: 26 days ago - 136 downloads last month - 4 stars on GitHub - 1 maintainer
kgdata 7.0.4
Library to process dumps of knowledge graphs (Wikipedia, DBpedia, Wikidata)
82 versions - Latest release: 27 days ago - 5 dependent packages - 5 dependent repositories - 4.52 thousand downloads last month - 6 stars on GitHub - 2 maintainers
fmeval 1.0.3
Amazon Foundation Model Evaluations
9 versions - Latest release: 28 days ago - 1.63 thousand downloads last month - 128 stars on GitHub - 1 maintainer
decalmlutils 0.0.3
Useful functions when working with Machine Learning in Python
3 versions - Latest release: 28 days ago - 246 downloads last month - 0 stars on GitHub - 1 maintainer
Top 3.2% on pypi.org
gdsfactory 7.26.1
python library to generate GDS layouts
901 versions - Latest release: 29 days ago - 15 dependent packages - 5 dependent repositories - 17.6 thousand downloads last month - 425 stars on GitHub - 1 maintainer
kozmo-supervisor 0.1.0
Algorithms for monitoring and explaining machine learning models
1 version - Latest release: 29 days ago - 1 maintainer
liionpack 0.3.10 💰
A battery pack simulator for PyBaMM
11 versions - Latest release: 29 days ago - 1 dependent repositories - 600 downloads last month - 65 stars on GitHub - 1 maintainer
trialpy3 0.0.0.1
Object Oriented Structural Analysis
1 version - Latest release: about 1 month ago - 1 maintainer
trialpy2 0.0.0.1
Object Oriented Structural Analysis
1 version - Latest release: about 1 month ago - 1 maintainer
trailpy 0.0.0.1
TRIAL
1 version - Latest release: about 1 month ago - 1 maintainer
Top 4.2% on pypi.org
getdaft 0.2.24
Distributed Dataframes for Multimodal Data
74 versions - Latest release: about 1 month ago - 5 dependent packages - 3 dependent repositories - 15.3 thousand downloads last month - 1,804 stars on GitHub - 1 maintainer
llvm-ir-dataset-utils 0.2
Infrastructure to build LLVM IR-based Datasets.
1 version - Latest release: about 1 month ago - 214 downloads last month - 25,351 stars on GitHub - 1 maintainer
pydvl 0.9.2
The Python Data Valuation Library
14 versions - Latest release: about 1 month ago - 441 downloads last month - 65 stars on GitHub - 2 maintainers
sphractal 1.1.5
Package to estimate fractal dimension of 3D surfaces formed from overlapping spheres via box-coun...
79 versions - Latest release: about 1 month ago - 329 downloads last month - 4 stars on GitHub - 1 maintainer
Top 9.9% on pypi.org
flytekitplugins-ray 1.12.0
This package holds the Ray plugins for flytekit
105 versions - Latest release: about 1 month ago - 1 dependent repositories - 4.96 thousand downloads last month - 1 maintainer
flytekitplugins-modin 1.12.0
Modin plugin for flytekit
190 versions - Latest release: about 1 month ago - 1 dependent repositories - 3.94 thousand downloads last month - 1 maintainer
Top 0.1% on pypi.org
transformers 4.40.2
State-of-the-art Machine Learning for JAX, PyTorch and TensorFlow
144 versions - Latest release: about 1 month ago - 2,589 dependent packages - 31,800 dependent repositories - 28.1 million downloads last month - 126,450 stars on GitHub - 4 maintainers
Top 3.4% on pypi.org
vllm 0.4.2
A high-throughput and memory-efficient inference and serving engine for LLMs
27 versions - Latest release: about 1 month ago - 46 dependent packages - 5 dependent repositories - 416 thousand downloads last month - 17,633 stars on GitHub - 2 maintainers
vllm-acc 0.4.1
A high-throughput and memory-efficient inference and serving engine for LLMs
8 versions - Latest release: about 1 month ago - 838 downloads last month - 17,633 stars on GitHub - 1 maintainer
parameter-sweep 0.1.dev1
2 versions - Latest release: about 1 month ago - 64 downloads last month - 0 stars on GitHub - 1 maintainer
Top 1.3% on pypi.org
ax-platform 0.4.0
Adaptive Experimentation
40 versions - Latest release: about 1 month ago - 18 dependent packages - 251 dependent repositories - 95 thousand downloads last month - 2,259 stars on GitHub - 3 maintainers
oracle-automlx 24.2.0
Automated Machine Learning with Explainability
4 versions - Latest release: about 1 month ago - 1 dependent package - 403 downloads last month - 20 stars on GitHub - 2 maintainers
spelunker 1.1.17
spelunker: a library to extract guidestar data and observe technical and stellar events
26 versions - Latest release: about 1 month ago - 352 downloads last month - 7 stars on GitHub - 2 maintainers
Top 6.5% on pypi.org
pyiceberg 0.6.1
Apache Iceberg is an open table format for huge analytic datasets
34 versions - Latest release: about 1 month ago - 11 dependent packages - 2 dependent repositories - 1.1 million downloads last month - 248 stars on GitHub - 3 maintainers
Top 5.8% on pypi.org
raydp-nightly 2024.5.1.dev0
RayDP: Distributed Data Processing on Ray
132 versions - Latest release: about 1 month ago - 90 dependent repositories - 1.12 thousand downloads last month - 265 stars on GitHub - 1 maintainer
Top 9.6% on pypi.org
outlines 0.0.41
Probabilistic Generative Model Programming
38 versions - Latest release: about 1 month ago - 17 dependent packages - 1 dependent repositories - 386 thousand downloads last month - 5,436 stars on GitHub - 1 maintainer
Top 6.9% on pypi.org
quantum-serverless 0.10.1
A programming model for leveraging quantum and classical resources
34 versions - Latest release: about 1 month ago - 1 dependent package - 2 dependent repositories - 367 downloads last month - 51 stars on GitHub - 1 maintainer
genvarloader 0.3.2
Pipeline for efficient genomic data processing.
42 versions - Latest release: about 1 month ago - 345 downloads last month - 29,712 stars on GitHub - 1 maintainer
sparrow-python 0.2.3
24 versions - Latest release: about 1 month ago - 4 dependent packages - 2 dependent repositories - 355 downloads last month - 0 stars on GitHub - 1 maintainer
Top 1.9% on pypi.org
fugue 0.9.0
An abstraction layer for distributed computation
114 versions - Latest release: about 1 month ago - 19 dependent packages - 97 dependent repositories - 695 thousand downloads last month - 1,866 stars on GitHub - 2 maintainers
gplugins 0.13.0
gdsfactory plugins
39 versions - Latest release: about 1 month ago - 1 dependent package - 1 dependent repositories - 2.46 thousand downloads last month - 27 stars on GitHub - 1 maintainer
sim_rl 0.1.4
Simulation Driven RL Package Utilized to Optimize Queueing Systems
10 versions - Latest release: about 1 month ago - 615 downloads last month - 0 stars on GitHub - 1 maintainer
Top 10.0% on pypi.org
neuralfoil 0.2.3 💰
NeuralFoil is an airfoil aerodynamics analysis tool using physics-informed machine learning, in p...
15 versions - Latest release: about 1 month ago - 1 dependent package - 2 dependent repositories - 1.9 thousand downloads last month - 66 stars on GitHub - 1 maintainer
nextai-vllm 0.0.7
A high-throughput and memory-efficient inference and serving engine for LLMs
6 versions - Latest release: about 1 month ago - 33 downloads last month - 17,633 stars on GitHub - 1 maintainer
Top 1.0% on pypi.org
farm-haystack 1.25.5
LLM framework to build customizable, production-ready LLM applications. Connect components (model...
112 versions - Latest release: about 1 month ago - 21 dependent packages - 237 dependent repositories - 105 thousand downloads last month - 13,508 stars on GitHub - 4 maintainers
pydgn 1.5.6
A Python Package for Deep Graph Networks
39 versions - Latest release: about 1 month ago - 1 dependent repositories - 302 downloads last month - 214 stars on GitHub - 1 maintainer
Top 1.0% on pypi.org
paddlenlp 2.8.0
Easy-to-use and powerful NLP library with Awesome model zoo, supporting wide-range of NLP tasks f...
90 versions - Latest release: about 1 month ago - 15 dependent packages - 438 dependent repositories - 42.3 thousand downloads last month - 11,391 stars on GitHub - 1 maintainer
pydrex 0.0.1
Dynamic CPO calculations for olivine-enstatite polycrystal aggregates
2 versions - Latest release: about 1 month ago - 262 downloads last month - 2 stars on GitHub - 1 maintainer
Top 6.3% on pypi.org
flatland-rl 4.0.3
Multi Agent Reinforcement Learning on Trains
50 versions - Latest release: about 2 months ago - 1 dependent package - 16 dependent repositories - 585 downloads last month - 16 stars on GitHub - 5 maintainers
evox 0.8.1
evox
17 versions - Latest release: about 2 months ago - 358 downloads last month - 120 stars on GitHub - 1 maintainer
amgsim 1.0.9
aMGSIM: simulate ancient metagenomes for multiple synthetic communities
26 versions - Latest release: about 2 months ago - 1 dependent repositories - 139 downloads last month - 3 stars on GitHub - 1 maintainer
peegy 1.5.6
Tools to pipeline bulk analyses of EEG and other modalities.
34 versions - Latest release: about 2 months ago - 1 dependent repositories - 189 downloads last month - 0 stars on GitLab.com - 1 maintainer
dw-hamilton-sdk 0.3.2
Hamilton SDK for reading and writing to the Hamilton backend APIs that support the UI.
1 version - Latest release: about 2 months ago - 51 downloads last month - 1,312 stars on GitHub - 1 maintainer
tilearn-infer 0.3.3
A high-throughput and memory-efficient inference and serving engine for LLMs
3 versions - Latest release: about 2 months ago - 26 downloads last month - 17,633 stars on GitHub - 1 maintainer
lisa-on-cuda 1.1.1
[NeurIPS'23 Oral] Visual Instruction Tuning (LLaVA) built towards GPT-4V level capabilities and b...
10 versions - Latest release: about 2 months ago - 90 downloads last month - 16,707 stars on GitHub - 1 maintainer
morpheus-spatial 0.5.0
5 versions - Latest release: about 2 months ago - 141 downloads last month - 1 maintainer
symmer 0.0.5
5 versions - Latest release: about 2 months ago - 1 dependent package - 38 downloads last month - 2 maintainers
dagster-ray 0.0.2
Dagster integration library for Ray
2 versions - Latest release: about 2 months ago - 21 downloads last month - 7 stars on GitHub - 1 maintainer
pfeed 0.0.1.dev11
Data pipeline for algo-trading, getting and storing both real-time and historical data made easy.
12 versions - Latest release: about 2 months ago - 2 dependent packages - 222 downloads last month - 10 stars on GitHub - 1 maintainer
Top 1.8% on pypi.org
alibi 0.9.6
Algorithms for monitoring and explaining machine learning models
34 versions - Latest release: about 2 months ago - 8 dependent packages - 116 dependent repositories - 17.1 thousand downloads last month - 2,307 stars on GitHub - 4 maintainers
verifai 2.1.1
A toolkit for the formal design and analysis of systems that include artificial intelligence (AI)...
5 versions - Latest release: about 2 months ago - 1 dependent repositories - 2.77 thousand downloads last month - 164 stars on GitHub - 2 maintainers
Top 0.9% on pypi.org
autogluon.core 1.1.0
Fast and Accurate ML in 3 Lines of Code
1,313 versions - Latest release: about 2 months ago - 11 dependent packages - 111 dependent repositories - 103 thousand downloads last month - 6,566 stars on GitHub - 3 maintainers
raydar 0.2.1
A perspective powered, user editable ray dashboard via ray serve
3 versions - Latest release: about 2 months ago - 125 downloads last month - 6 stars on GitHub - 2 maintainers
secretflow-lite 1.5.0b0
SecretFlow Lite
42 versions - Latest release: about 2 months ago - 629 downloads last month - 2,193 stars on GitHub - 1 maintainer
medimage-pkg 0.9.4
MEDimage is a Python package for processing and extracting features from medical images
4 versions - Latest release: about 2 months ago - 263 downloads last month - 1 maintainer
isofit 3.0.1
Imaging Spectrometer Optimal FITting
61 versions - Latest release: about 2 months ago - 1 dependent package - 1 dependent repositories - 971 downloads last month - 74 stars on GitHub - 3 maintainers
manaclust 0.7.3
Multi Affinity Network Association
10 versions - Latest release: about 2 months ago - 1 dependent repositories - 135 downloads last month - 1 maintainer
Top 8.5% on pypi.org
hiclass 4.10.0
Hierarchical Classification Library.
73 versions - Latest release: about 2 months ago - 1 dependent package - 1 dependent repositories - 3.28 thousand downloads last month - 98 stars on GitHub - 1 maintainer
megamind-actor 0.0.2
Megamind Actor
2 versions - Latest release: about 2 months ago - 252 downloads last month - 1 maintainer
Top 9.4% on pypi.org
cotengra 0.6.0
Hyper optimized contraction trees for large tensor networks and einsums.
15 versions - Latest release: about 2 months ago - 2 dependent packages - 1 dependent repositories - 37.1 thousand downloads last month - 167 stars on GitHub - 1 maintainer
nm-vllm 0.2.0
A high-throughput and memory-efficient inference and serving engine for LLMs
2 versions - Latest release: about 2 months ago - 210 downloads last month - 166 stars on GitHub - 1 maintainer
Top 4.8% on pypi.org
google-vizier 0.1.16
Open Source Vizier: Distributed service framework for blackbox optimization and research.
38 versions - Latest release: about 2 months ago - 4 dependent packages - 2 dependent repositories - 20.1 thousand downloads last month - 1,171 stars on GitHub - 1 maintainer
Top 1.6% on pypi.org
statsforecast 1.7.4
Time series forecasting suite using statistical models
33 versions - Latest release: about 2 months ago - 31 dependent packages - 235 dependent repositories - 578 thousand downloads last month - 3,600 stars on GitHub - 3 maintainers
tilearn-test01 0.1
A high-throughput and memory-efficient inference and serving engine for LLMs
1 version - Latest release: 2 months ago - 10 downloads last month - 17,633 stars on GitHub - 1 maintainer
alluxiofs 1.0.2
Alluxio Fsspec provides Alluxio filesystem spec implementation.
5 versions - Latest release: 2 months ago - 1.41 thousand downloads last month - 6 stars on GitHub - 3 maintainers