Ecosyste.ms: Packages

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

pypi.org "streaming" keyword

Top 5.0% on pypi.org
tensorflow-io-nightly 0.31.0.dev20230309180344
TensorFlow IO
902 versions - Latest release: about 1 year ago - 3 dependent repositories - 29.7 thousand downloads last month - 690 stars on GitHub - 5 maintainers
feathub-nightly 0.2.dev20231231
A stream-batch unified feature store for real-time machine learning
388 versions - Latest release: 4 months ago - 69 downloads last month - 293 stars on GitHub - 1 maintainer
pyffstream 0.0.29
pyffstream.
273 versions - Latest release: 6 months ago - 1 dependent repositories - 2.2 thousand downloads last month - 3 stars on GitHub - 1 maintainer
Top 7.1% on pypi.org
flumine 2.6.0
Betting trading framework
230 versions - Latest release: 2 months ago - 4 dependent repositories - 5.16 thousand downloads last month - 155 stars on GitHub - 1 maintainer
Top 8.1% on pypi.org
hdx-python-utilities 3.6.8
HDX Python Utilities for streaming tabular data, date and time handling and other helpful functions
229 versions - Latest release: 19 days ago - 3 dependent packages - 15 dependent repositories - 24.4 thousand downloads last month - 9 stars on GitHub - 1 maintainer
Top 4.9% on pypi.org
tensorflow-io-gcs-filesystem-nightly 0.31.0.dev20230309180344
TensorFlow IO
160 versions - Latest release: about 1 year ago - 1 dependent package - 3 dependent repositories - 9.25 thousand downloads last month - 690 stars on GitHub - 3 maintainers
Top 3.3% on pypi.org
betfairlightweight 2.20.1
Lightweight python wrapper for Betfair API-NG
150 versions - Latest release: 2 months ago - 2 dependent packages - 23 dependent repositories - 6.9 thousand downloads last month - 410 stars on GitHub - 1 maintainer
Top 5.7% on pypi.org
sentry-arroyo 2.17.4 💰
Arroyo is a Python library for working with streaming data.
112 versions - Latest release: 28 days ago - 2 dependent packages - 156 dependent repositories - 7.22 thousand downloads last month - 37 stars on GitHub - 1 maintainer
Top 3.3% on pypi.org
durable-rules 2.0.28
for real time analytics (a Python Rules Engine)
104 versions - Latest release: almost 4 years ago - 1 dependent package - 17 dependent repositories - 6.07 thousand downloads last month - 1,112 stars on GitHub - 1 maintainer
Top 1.2% on pypi.org
streamlink 6.7.4 💰
Streamlink is a command-line utility that extracts streams from various services and pipes them i...
81 versions - Latest release: 2 days ago - 17 dependent packages - 180 dependent repositories - 34.3 thousand downloads last month - 9,299 stars on GitHub - 4 maintainers
Top 5.8% on pypi.org
megfile 3.0.3
Megvii file operation library
77 versions - Latest release: 4 days ago - 2 dependent packages - 5 dependent repositories - 6.59 thousand downloads last month - 107 stars on GitHub - 2 maintainers
Top 2.7% on pypi.org
patroni 3.3.0
PostgreSQL High-Available orchestrator and CLI
66 versions - Latest release: about 1 month ago - 8 dependent repositories - 52.1 thousand downloads last month - 5,977 stars on GitHub - 4 maintainers
fink-science 3.13.3
User-defined science module for the Fink broker.
62 versions - Latest release: over 1 year ago - 1 dependent package - 5 dependent repositories - 695 downloads last month - 10 stars on GitHub - 1 maintainer
Top 1.1% on pypi.org
smart-open 7.0.4 💰
Utils for streaming large files (S3, HDFS, GCS, Azure Blob Storage, gzip, bz2...)
61 versions - Latest release: about 2 months ago - 216 dependent packages - 10,157 dependent repositories - 24.4 million downloads last month - 3,096 stars on GitHub - 2 maintainers
pyfeld 0.9.30
Raumfeld controlled by python scripts
57 versions - Latest release: about 6 years ago - 1 dependent repositories - 193 downloads last month - 10 stars on GitHub - 1 maintainer
Top 8.9% on pypi.org
pyxtension 1.16.10
Extension library for Python
49 versions - Latest release: about 2 months ago - 2 dependent packages - 8 dependent repositories - 13.7 thousand downloads last month - 39 stars on GitHub - 1 maintainer
ezflix 1.6.5 💰
Command line utility to search for TV and movie torrents and stream using Peerflix automatically.
49 versions - Latest release: over 3 years ago - 1 dependent repositories - 159 downloads last month - 46 stars on GitHub - 1 maintainer
eldonationtracker 8.0.0
A Python-based donation tracker for Extra Life streams
48 versions - Latest release: 24 days ago - 1 dependent repositories - 312 downloads last month - 14 stars on GitHub - 1 maintainer
blrec 1.15.0 💰
Bilibili Live Streaming Recorder
45 versions - Latest release: 7 months ago - 1 dependent repositories - 383 downloads last month - 477 stars on GitHub - 1 maintainer
Top 4.5% on pypi.org
dbt-materialize 1.7.8
The Materialize adapter plugin for dbt.
45 versions - Latest release: 8 days ago - 3 dependent repositories - 2.14 thousand downloads last month - 5,584 stars on GitHub - 1 maintainer
pathway 1.3.1
Pathway is a data processing framework which takes care of streaming data updates for you.
44 versions - Latest release: over 14 years ago - 1 dependent package - 1 dependent repositories - 3.16 thousand downloads last month - 1,695 stars on GitHub - 4 maintainers
Top 1.4% on pypi.org
tensorflow-io 0.37.0
TensorFlow IO
44 versions - Latest release: 13 days ago - 13 dependent packages - 293 dependent repositories - 3.68 million downloads last month - 690 stars on GitHub - 6 maintainers
Top 10.0% on pypi.org
memphis-py 1.3.1
A powerful messaging platform for modern developers
41 versions - Latest release: 4 months ago - 1 dependent package - 1 dependent repositories - 464 downloads last month - 38 stars on GitHub - 1 maintainer
tuijam 0.7.1
A fancy TUI client for Google Play Music
40 versions - Latest release: over 4 years ago - 1 dependent repositories - 159 downloads last month - 128 stars on GitHub - 1 maintainer
beneath 1.4.2
Python client and CLI for Beneath (https://beneath.dev/)
39 versions - Latest release: over 2 years ago - 2 dependent repositories - 373 downloads last month - 79 stars on GitHub - 2 maintainers
mediabyte 0.9.1.5
Mediabyte - a succinct syntax for handling online media
37 versions - Latest release: over 4 years ago - 1 dependent repositories - 236 downloads last month - 0 stars on GitHub - 1 maintainer
langstream-ai 0.6.2
LangStream user API
34 versions - Latest release: about 2 months ago - 505 downloads last month - 363 stars on GitHub - 1 maintainer
fluvio 0.16.0
Python client library for Fluvio
33 versions - Latest release: 3 months ago - 1 dependent repositories - 2 thousand downloads last month - 12 stars on GitHub - 2 maintainers
blrec-test 1.6.0a44 removed 💰
Bilibili Live Streaming Recorder
33 versions - Latest release: about 2 years ago - 172 stars on GitHub
Top 4.6% on pypi.org
cent 5.0.0 💰
Python library to communicate with Centrifugo v5 server HTTP API
32 versions - Latest release: about 2 months ago - 3 dependent packages - 41 dependent repositories - 11.2 thousand downloads last month - 7,951 stars on GitHub - 1 maintainer
Top 8.1% on pypi.org
realtimetts 0.3.46
*Stream text into audio with an easy-to-use, highly configurable library delivering voice output ...
32 versions - Latest release: 8 days ago - 1 dependent package - 1 dependent repositories - 6.91 thousand downloads last month - 686 stars on GitHub - 1 maintainer
dizquetv 1.1.1 💰
Interact with a dizqueTV instance's API
31 versions - Latest release: over 3 years ago - 1 dependent repositories - 309 downloads last month - 11 stars on GitHub - 1 maintainer
memphis-py-beta 1.1.21
A powerful messaging platform for modern developers
31 versions - Latest release: 4 months ago - 1 dependent repositories - 34 downloads last month - 38 stars on GitHub - 1 maintainer
chic 0.15.1
CHecker for Items and Components
31 versions - Latest release: about 9 years ago - 4 dependent repositories - 130 downloads last month - 0 stars on GitHub - 1 maintainer
Top 8.5% on pypi.org
rxsci 0.26.0
ReactiveX for data science
30 versions - Latest release: 4 months ago - 3 dependent repositories - 3.28 thousand downloads last month - 13 stars on GitHub - 1 maintainer
Top 10.0% on pypi.org
tensorflow-io-plugin-gs-nightly 0.18.0.dev20210513213318
TensorFlow IO
29 versions - Latest release: about 3 years ago - 1 dependent package - 1 dependent repositories - 1.2 thousand downloads last month - 690 stars on GitHub - 4 maintainers
Top 2.6% on pypi.org
mosaicml-streaming 0.7.6
Streaming lets users create PyTorch compatible datasets that can be streamed from cloud-based obj...
27 versions - Latest release: 4 days ago - 4 dependent packages - 61 dependent repositories - 61.5 thousand downloads last month - 703 stars on GitHub - 5 maintainers
Top 3.4% on pypi.org
python-subunit 1.4.4
Python implementation of subunit test streaming protocol
26 versions - Latest release: 6 months ago - 44 dependent packages - 3,952 dependent repositories - 236 thousand downloads last month - 32 stars on GitHub - 4 maintainers
legistream-backend 1.4.17 💰
Get live stream metadata from the various Australian parliaments.
26 versions - Latest release: almost 3 years ago - 1 dependent repositories - 41 downloads last month - 9,416 stars on GitHub - 1 maintainer
buildflow 0.3.1
BuildFlow, is an open source framework for building large scale systems using Python. All you nee...
26 versions - Latest release: 5 months ago - 1 dependent package - 1 dependent repositories - 256 downloads last month - 189 stars on GitHub - 2 maintainers
heronpy 0.20.5
Python Topology API for Heron
25 versions - Latest release: over 1 year ago - 1 dependent repositories - 166 downloads last month - 3,638 stars on GitHub - 3 maintainers
Top 6.5% on pypi.org
pyradios 2.1.0
Python client for the Radio Browser API
24 versions - Latest release: 5 months ago - 4 dependent packages - 11 dependent repositories - 1.04 thousand downloads last month - 56 stars on GitHub - 1 maintainer
Top 4.6% on pypi.org
zipfly 6.0.5
ZipFly
24 versions - Latest release: over 1 year ago - 1 dependent package - 5 dependent repositories - 9.84 thousand downloads last month - 517 stars on GitHub - 1 maintainer
Top 1.4% on pypi.org
cytoolz 0.12.3
Cython implementation of Toolz: High performance functional utilities
23 versions - Latest release: 4 months ago - 162 dependent packages - 11,437 dependent repositories - 2.43 million downloads last month - 964 stars on GitHub - 1 maintainer
Top 8.2% on pypi.org
quixstreams 2.4.2
Python library for building stream processing applications with Apache Kafka
23 versions - Latest release: 15 days ago - 2 dependent repositories - 1.65 thousand downloads last month - 803 stars on GitHub - 1 maintainer
Top 3.7% on pypi.org
tidalapi 0.7.6
Unofficial API for TIDAL music streaming service.
22 versions - Latest release: 29 days ago - 4 dependent packages - 20 dependent repositories - 2.44 thousand downloads last month - 383 stars on GitHub - 3 maintainers
cmsis-stream 1.14.0
CMSIS-Stream graph description
22 versions - Latest release: 11 days ago - 359 downloads last month - 12 stars on GitHub - 2 maintainers
headwaters 0.20.1
Simplified stream sources for event-driven application development.
22 versions - Latest release: about 2 years ago - 1 dependent repositories - 158 downloads last month - 1 stars on GitHub - 1 maintainer
knor 0.0.5
A fast parallel clustering library for Linux and Mac
22 versions - Latest release: almost 5 years ago - 1 dependent repositories - 96 downloads last month - 11 stars on GitHub - 1 maintainer
Top 1.3% on pypi.org
tensorflow-io-gcs-filesystem 0.37.0
TensorFlow IO
22 versions - Latest release: 13 days ago - 68 dependent packages - 5,470 dependent repositories - 14 million downloads last month - 690 stars on GitHub - 3 maintainers
Top 2.2% on pypi.org
vidgear 0.3.2 💰
High-performance cross-platform Video Processing Python framework powerpacked with unique trailbl...
21 versions - Latest release: 8 months ago - 4 dependent packages - 68 dependent repositories - 16.5 thousand downloads last month - 3,214 stars on GitHub - 1 maintainer
Top 1.8% on pypi.org
river 0.21.1 💰
Online machine learning in Python
21 versions - Latest release: 21 days ago - 21 dependent packages - 63 dependent repositories - 33.9 thousand downloads last month - 4,777 stars on GitHub - 1 maintainer
Top 0.6% on pypi.org
ffmpeg-python 0.2.0
Python bindings for FFmpeg - with complex filtering support
20 versions - Latest release: almost 5 years ago - 327 dependent packages - 5,000 dependent repositories - 2.15 million downloads last month - 9,057 stars on GitHub - 1 maintainer
Top 3.1% on pypi.org
pylsl 1.16.2
Python interface to the Lab Streaming Layer
20 versions - Latest release: 7 months ago - 21 dependent packages - 144 dependent repositories - 61 thousand downloads last month - 132 stars on GitHub - 2 maintainers
webezyio 0.1.9
Webezy.io CLI for generating gRPC micro-services
20 versions - Latest release: over 1 year ago - 110 downloads last month - 2 stars on GitHub - 1 maintainer
caterpillar-hls 1.0.1
Hardened HLS merger
20 versions - Latest release: about 5 years ago - 1 dependent repositories - 208 downloads last month - 47 stars on GitHub - 1 maintainer
Top 5.0% on pypi.org
youtube-dlc 2020.11.7 💰
Media downloader supporting various sites such as youtube
19 versions - Latest release: over 3 years ago - 17 dependent repositories - 665 downloads last month - 2,854 stars on GitHub - 1 maintainer
gridplayer 0.5.3 💰
Play videos side-by-side
19 versions - Latest release: 7 months ago - 1 dependent repositories - 201 downloads last month - 1,004 stars on GitHub - 1 maintainer
Top 9.1% on pypi.org
tributary 0.2.1
Streaming reactive and dataflow graphs in Python
18 versions - Latest release: about 1 year ago - 8 dependent repositories - 332 downloads last month - 425 stars on GitHub - 1 maintainer
Top 9.9% on pypi.org
pyfast 4.9.2
Python bindings of FAST - a framework for high performance medical image computing and visualizat...
18 versions - Latest release: about 2 months ago - 1 dependent repositories - 311 downloads last month - 402 stars on GitHub - 1 maintainer
baidu-acu-asr 2.0.4
asr grpc client
17 versions - Latest release: 10 months ago - 1 dependent repositories - 60 downloads last month - 73 stars on GitHub - 1 maintainer
mlbv 0.0.19
Command-line interface to MLB game information, game schedule and scores
17 versions - Latest release: about 2 years ago - 1 dependent repositories - 292 downloads last month - 56 stars on GitHub - 1 maintainer
xbox-smartglass-core 1.3.0
A library to interact with the Xbox One gaming console via the SmartGlass protocol.
16 versions - Latest release: over 3 years ago - 2 dependent repositories - 159 downloads last month - 72 stars on GitHub - 1 maintainer
radio-active 2.9.1 💰
Play and record any radio stations around the globe right from the terminal
16 versions - Latest release: 4 months ago - 1 dependent repositories - 537 downloads last month - 446 stars on GitHub - 1 maintainer
Top 7.1% on pypi.org
npstreams 1.6.6 💰
Streaming operations on NumPy arrays
15 versions - Latest release: almost 3 years ago - 3 dependent packages - 3 dependent repositories - 485 downloads last month - 34 stars on GitHub - 1 maintainer
Top 2.3% on pypi.org
creme 0.6.1 💰
Online machine learning in Python
15 versions - Latest release: almost 4 years ago - 2 dependent packages - 14 dependent repositories - 52 thousand downloads last month - 4,777 stars on GitHub - 1 maintainer
bowline-streaming 0.5.0
Bowline: Easily build performant data stream processing pipelines in Python.
15 versions - Latest release: 3 months ago - 301 downloads last month - 1 stars on GitHub - 1 maintainer
Top 6.5% on pypi.org
zipstream-ng 1.7.1 💰
A modern and easy to use streamable zip file generator
15 versions - Latest release: 8 months ago - 6 dependent packages - 21 dependent repositories - 55.4 thousand downloads last month - 17 stars on GitHub - 1 maintainer
Top 2.9% on pypi.org
tdigest 0.4.0 💰
T-Digest data structure
14 versions - Latest release: almost 9 years ago - 13 dependent packages - 41 dependent repositories - 299 thousand downloads last month - 376 stars on GitHub - 1 maintainer
super-stream-tools 0.2.4
A tool to interact with streaming URLs easily
14 versions - Latest release: over 2 years ago - 76 downloads last month - 0 stars on GitHub - 1 maintainer
Top 9.2% on pypi.org
excludarr 1.0.7
Excludarr excludes streaming services from Radarr and Sonarr
14 versions - Latest release: almost 2 years ago - 1 dependent repositories - 11.8 thousand downloads last month - 188 stars on GitHub - 1 maintainer
Top 7.7% on pypi.org
csp 0.0.3
csp is a high performance reactive stream processing library, written in C++ and Python
14 versions - Latest release: about 1 month ago - 22 dependent packages - 5 dependent repositories - 813 downloads last month - 49 stars on GitHub - 1 maintainer
twitter-monitor 0.3.0
A Twitter streaming library built on tweepy that enables dynamic term tracking
13 versions - Latest release: over 8 years ago - 7 dependent repositories - 92 downloads last month - 52 stars on GitHub - 1 maintainer
replayenhancer 0.5.2
Replay Enhancer 0.6
13 versions - Latest release: over 7 years ago - 1 dependent repositories - 41 downloads last month - 12 stars on GitHub - 1 maintainer
csample 0.6.2
Sampling library for Python
12 versions - Latest release: over 8 years ago - 2 dependent repositories - 26 downloads last month - 1 maintainer
django-dynamic-link 0.5.7
A django file streaming application
12 versions - Latest release: almost 8 years ago - 2 dependent repositories - 44 downloads last month - 1 maintainer
faux-data 0.0.18
Generate fake data from yaml templates
12 versions - Latest release: almost 2 years ago - 1 dependent repositories - 7 downloads last month - 0 stars on GitHub - 1 maintainer
pravega 0.3.8
Pravega client
11 versions - Latest release: 3 months ago - 1 dependent repositories - 183 downloads last month - 2 stars on GitHub - 1 maintainer
hstreamdb-api 0.6.1
HStreamDB api for Python
11 versions - Latest release: 9 months ago - 2 dependent repositories - 26 downloads last month - 691 stars on GitHub - 1 maintainer
Top 6.4% on pypi.org
aiocometd 0.4.5
CometD client for asyncio
11 versions - Latest release: about 5 years ago - 2 dependent packages - 10 dependent repositories - 18.8 thousand downloads last month - 19 stars on GitHub - 1 maintainer
Top 9.5% on pypi.org
diart 0.9.0 💰
A python framework to build AI for real-time speech
11 versions - Latest release: 6 months ago - 1 dependent repositories - 1.04 thousand downloads last month - 803 stars on GitHub - 1 maintainer
nanodlna 0.3.0
A minimal UPnP/DLNA media streamer
11 versions - Latest release: almost 2 years ago - 2 dependent repositories - 124 downloads last month - 173 stars on GitHub - 1 maintainer
Top 8.8% on pypi.org
twitch-channel-points-miner-v2 2.1.1
A simple script that will watch a stream for you and earn the channel points.
11 versions - Latest release: about 2 years ago - 1 dependent repositories - 355 downloads last month - 1,186 stars on GitHub - 1 maintainer
pandioml 1.0.13
Pandio's machine learning library.
11 versions - Latest release: almost 3 years ago - 1 dependent repositories - 24 downloads last month - 11 stars on GitHub - 1 maintainer
aio-sf-streaming 0.3.7
aio_sf_streaming is a simple Python 3.6 asyncio library allowing to connect and receive live noti...
11 versions - Latest release: over 3 years ago - 286 downloads last month - 7 stars on GitHub - 1 maintainer
beavers 0.5.0
Python stream processing
11 versions - Latest release: 4 months ago - 105 downloads last month - 19 stars on GitHub - 1 maintainer
mjcast 0.1.12
Streaming MJPEG screenshots
11 versions - Latest release: about 5 years ago - 1 dependent repositories - 44 downloads last month - 1 stars on GitHub - 1 maintainer
litdata 0.2.6
The Deep Learning framework to train, deploy, and ship AI products Lightning fast.
11 versions - Latest release: 7 days ago - 2 dependent packages - 7.04 thousand downloads last month - 196 stars on GitHub - 2 maintainers
wsmprpc 1.1.3
python msgpack RPC over websocket
11 versions - Latest release: about 3 years ago - 1 dependent repositories - 157 downloads last month - 5 stars on GitHub - 1 maintainer
spooq 3.4.0
Spooq is a PySpark based helper library for ETL data ingestion pipeline in Data Lakes.
11 versions - Latest release: about 2 months ago - 1 dependent repositories - 19.3 thousand downloads last month - 8 stars on GitHub - 1 maintainer
space-stream 0.2.1
Send RGB-D images over spout / syphon with visiongraph.
11 versions - Latest release: 6 days ago - 1 dependent repositories - 175 downloads last month - 11 stars on GitHub - 1 maintainer
distogram 3.0.0
A library to compute histograms on distributed environments, on streaming data
10 versions - Latest release: over 2 years ago - 1 dependent package - 3 dependent repositories - 4.37 thousand downloads last month - 23 stars on GitHub - 1 maintainer
partial-json-parser 0.2.0
Parse partial JSON generated by LLM
10 versions - Latest release: about 2 months ago - 1 dependent package - 1 dependent repositories - 4.95 thousand downloads last month - 8 stars on GitHub - 1 maintainer
Top 7.2% on pypi.org
aiosfstream 0.5.0
Salesforce Streaming API client for asyncio
10 versions - Latest release: about 5 years ago - 1 dependent package - 2 dependent repositories - 19.3 thousand downloads last month - 48 stars on GitHub - 1 maintainer
stream2sentence 0.2.3
Real-time processing and delivery of sentences from a continuous stream of characters or text chu...
10 versions - Latest release: about 2 months ago - 2 dependent packages - 1 dependent repositories - 18.7 thousand downloads last month - 15 stars on GitHub - 1 maintainer
makinage 0.8.0
Reactive data science
10 versions - Latest release: over 2 years ago - 1 dependent repositories - 15 downloads last month - 38 stars on GitHub - 1 maintainer
dpyrocketmq 0.1.10
RocketMQ Python Client
10 versions - Latest release: 6 months ago - 26 downloads last month - 20,501 stars on GitHub - 1 maintainer
owt 0.1.9
A python client for Intel OWT server
10 versions - Latest release: 7 months ago - 96 downloads last month - 1,107 stars on GitHub - 1 maintainer
s4gpy 0.1.0
S4G/discoverability API Wrapper.
10 versions - Latest release: about 2 years ago - 3 dependent repositories - 38 downloads last month - 0 stars on GitHub - 1 maintainer
openai-streaming 0.4.0
Work with OpenAI's streaming API at ease, with Python generators
9 versions - Latest release: 2 months ago - 225 downloads last month - 97 stars on GitHub - 1 maintainer
Related Keywords
python 124 stream-processing 40 video 33 data 27 reactive-programming 27 reactive 26 cpp 25 python3 24 stream 20 audio 16 music 14 data-science 13 api 13 machine-learning 13 messaging 12 streaming-data 12 real-time 11 kafka 11 asyncio 11 hacktoberfest 11 cli 11 ffmpeg 10 twitch 10 client 9 realtime 9 aiohttp 8 s3 8 vlc 8 dataset 8 machine 8 push 8 media 7 zip 7 file 7 youtube 7 json 7 hdfs 6 data-engineering 6 cloud-native 6 learning 6 database 6 streamlink 6 bayeux 6 cometd 6 twitter 6 comet 6 io 6 opencv 6 devtool 6 bot 6 livestream 5 live 5 eventing 5 java 5 rocketmq 5 distributed-systems 5 screenshot 5 message broker 5 async 5 library 5 video-streaming 5 wrapper 5 topology 5 heron 5 pytorch 5 hls 5 rtmp 5 server 5 tensorflow-io 5 tensorflow 5 filesystem 5 analytics 5 cloud 4 player 4 tweepy 4 filter 4 framework 4 tv 4 llm 4 hadoop 4 etl 4 ai 4 sharing 4 processing 4 aws 4 online 4 streams 4 generator 4 deep-learning 4 online-learning 4 mlops 4 FFmpeg 4 postgres 4 network 4 time-series 4 websockets 4 sql 4 numpy 4 distributed 4 pipeline 4