https://github.com/galeone/rtf

Bring the power of the Tensorflow Python API to any language, using gRPC.
https://github.com/galeone/rtf

Last synced: about 2 months ago
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Bring the power of the Tensorflow Python API to any language, using gRPC.

• Host: GitHub
• URL: https://github.com/galeone/rtf
• Owner: galeone
• License: apache-2.0
• Created: 2019-04-16T19:10:53.000Z (over 5 years ago)
• Default Branch: master
• Last Pushed: 2021-08-25T16:05:38.000Z (over 3 years ago)
• Last Synced: 2024-05-02T02:12:49.789Z (8 months ago)
• Language: Python
• Size: 217 KB
• Stars: 7
• Watchers: 4
• Forks: 0
• Open Issues: 1
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# Remote Tensorflow Execution (RTF)

Bring the power of the Tensorflow Python API to any language, using gRPC.

This repository contains the code of the RTF server and client generator.

**WARNING**: experimental, unstable, WIP.

## Server

The gRPC server implements the server-side protocol. It accepts the requests of function definitions and executes them.

The execution is left to the Python interpreter and the output is streamed back to the client.

### Usage

The server waits for messages and sends back the responses.

#### Requirements

Compile the proto definition is required, however the `setup.py` script takes care of everything. There are 2 options

1. `pip install -e .` to work in edit mode, with the compiled protobufs

2. `pip install .` to install the package (it compiles the proto too)

3. (future) `pip install rtf` | `pip install rtf-gpu`

#### 1. Start the gRPC server

```

python -m rtf.server

```

## Client stub generation

To generate the stub of a client in `DEST_DIR` use the `rtf.generate` module.

```

python -m rtf.generate  --dest_dir DEST_DIR --module tensorflow --target Go

```

Right now the only generator that is going to be developed is Go.