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Real-time execution and remote monitoring and tuning of BDSim Block-Diagrams for modelling and control of Dynamical Systems

Project description

BDSim Realtime

Real-time execution and remote monitoring and tuning of BDSim Block-Diagrams for modelling and control of Dynamical Systems. See https://github.com/petercorke/bdsim for the base framework and simulation package.

TODO: more docs

BDSim Web-Tuner

Web-based telemetry and parameter tuning interface for BDSim

Demo

Note: Screen-recording lead to low FPS - usual FPS was around 30 on the laptop used (max for webcam).

Note: under heavy development (pre-alpha). These instructions will not fully work at the time of writing, but is supposed to give an idea of the usage once released.

Installation

pip install "bdsim_realtime[opencv]" # opencv optional

Usage

First, start the server and keep it running:

python -m bdsim_realtime.webapp

Then, add and run your bdsim script,

import bdsim, numpy as np
import bdsim_realtime

# setup block-diagram and tuner client
bd = bdsim.BDSim(packages="bdsim_realtime").blockdiagram()

# All TunableBlocks within this context manager will register their parameters swith the Tuner
with bdsim_realtime.tuning.tuners.TcpClientTuner() as tuner:
    # use first local camera available
    clock = bd.clock(24, unit='Hz')
    bgr = bd.CAMERA(0, clock=clock)

    # display in web stream
    bd.DISPLAY(bgr, name="BGR Stream", web_stream_host=tuner, show_fps=True)

    # tune system parameters in the web editor
    gain = tuner.param(1, min=0, max=100)

    # stream some telemetry data (random for demo)
    data = bd.FUNCTION(
        lambda _: (gain.val * np.random.rand(3)).tolist(),
        nin=1, # unused import required here to use function as a Clocked Source Block
        nout=3
    )
    bd.connect(bgr, data)

    bd.TUNERSCOPE(
        data[0], data[1], data[2],
        nin=3,
        labels=['x', 'y', 'z'],
        name='Random Data',
        tuner=tuner)

bd.compile() # perform verification
bdsim_realtime.run(bd, tuner=tuner) # run forever

Now access the tuner at http://localhost:8080

Development

Setup

python -m venv .venv # create venv
source .venv/bin/activate # activate venv

pip install -e ".[opencv]" # install in editable symlink mode
npm i # install JS deps

Frontend

npm run dev # run hot-reloaded app

Backend

Same as non-development version. Run:

python -m bdsim_realtime.webapp

And then run your example / test script:

python examples/blob_detector_tuner.py

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