serving

A flexible, high-performance serving system for machine learning models (by tensorflow)

Serving Alternatives

Similar projects and alternatives to serving

NOTE: The number of mentions on this list indicates mentions on common posts plus user suggested alternatives. Hence, a higher number means a better serving alternative or higher similarity.

serving reviews and mentions

Posts with mentions or reviews of serving. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-06-12.
  • Llama.cpp: Full CUDA GPU Acceleration
    14 projects | news.ycombinator.com | 12 Jun 2023
    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

  • Would you use maturin for ML model serving?
    2 projects | /r/rust | 8 Jul 2022
    Which ML framework do you use? Tensorflow has https://github.com/tensorflow/serving. You could also use the Rust bindings to load a saved model and expose it using one of the Rust HTTP servers. It doesn't matter whether you trained your model in Python as long as you export its saved model.
  • Popular Machine Learning Deployment Tools
    4 projects | dev.to | 16 Apr 2022
    GitHub
  • If data science uses a lot of computational power, then why is python the most used programming language?
    6 projects | /r/learnmachinelearning | 13 Apr 2022
    You serve models via https://www.tensorflow.org/tfx/guide/serving which is written entirely in C++ (https://github.com/tensorflow/serving/tree/master/tensorflow_serving/model_servers), no Python on the serving path or in the shipped product.
  • Exposing Tensorflow Serving’s gRPC Endpoints on Amazon EKS
    2 projects | dev.to | 10 Feb 2021
    gRPC only connects to a host and port — but we can use whatever service route we want. Above I use the path we configured in our k8s ingress object: /service1, and overwrite the base configuration provided by tensorflow serving. When we call the tfserving_metadata function above, we specify /service1 as an argument.
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    www.influxdata.com | 28 Mar 2024
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Stats

Basic serving repo stats
12
6,071
9.8
7 days ago

tensorflow/serving is an open source project licensed under Apache License 2.0 which is an OSI approved license.

The primary programming language of serving is C++.

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