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. Learn more →
C++ serving Projects
-
FastDeploy
⚡️An Easy-to-use and Fast Deep Learning Model Deployment Toolkit for ☁️Cloud 📱Mobile and 📹Edge. Including Image, Video, Text and Audio 20+ main stream scenarios and 150+ SOTA models with end-to-end optimization, multi-platform and multi-framework support.
-
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.
Yet another TEDIOUS BATTLE: Python vs. C++/C stack.
This project gained popularity due to the HIGH DEMAND for running large models with 1B+ parameters, like `llama`. Python dominates the interface and training ecosystem, but prior to llama.cpp, non-ML professionals showed little interest in a fast C++ interface library. While existing solutions like tensorflow-serving [1] in C++ were sufficiently fast with GPU support, llama.cpp took the initiative to optimize for CPU and trim unnecessary code, essentially code-golfing and sacrificing some algorithm correctness for improved performance, which isn't favored by "ML research".
NOTE: In my opinion, a true pioneer was DarkNet, which implemented the YOLO model series and significantly outperformed others [2]. Same trick basically like llama.cpp
[1] https://github.com/tensorflow/serving
C++ serving related posts
-
Quickly develop risk control algorithms in business scenarios based on MetaSpore
-
Quickly develop risk control algorithms in business scenarios based on MetaSpore
-
Usage Guide:Quickly deploy an intelligent data platform with the One-stop AI development and production platform, AlphaIDE
-
[P]MMML | Deploy HuggingFace training model rapidly based on MetaSpore
-
MMML | Deploy HuggingFace training model rapidly based on MetaSpore
-
The design concept of an almighty Opensource project about machine learning platform
-
Almighty Opensource project about machine learning you should try out
-
A note from our sponsor - InfluxDB
www.influxdata.com | 10 May 2024
Index
Project | Stars | |
---|---|---|
1 | serving | 6,085 |
2 | FastDeploy | 2,724 |
Sponsored