{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "49554733", "metadata": {}, "outputs": [], "source": [ "import zmq" ] }, { "cell_type": "code", "execution_count": null, "id": "50a7f501", "metadata": {}, "outputs": [], "source": [ "class OpenEphysSocket(object):\n", " \"\"\"\n", " Configuration on Windows:\n", " - enable port (e.g. 5556) via Firewall rule. Control Panel -> Network and Internet ->\n", " Network and Sharing Center -> Windows Firewall; New Rule -> Custom\n", " - check open port via \"telnet \" (enabling telnet client via Control Panel ->\n", " Programs -> Turn Windows feature on or off; check Telnet Client. Then install with\n", " pkgmgr /iu:\"TelnetClient\")\n", " - network policies: cmd (WinKey+R) -> \"secpol.msc\" -> Network List Manager Policies\n", " - test the latency / bandwidth: iperf (https://openmaniak.com/iperf.php):\n", " iperf3.exe -c 192.168.0.2 -p 5556\n", " iperf3.exe -s -p 5556\n", " \"\"\"\n", "\n", " def __init__(self, hostname='localhost', port=5556, verbose=False):\n", " self.verbose = verbose\n", "\n", " # TODO use Polls with timeouts etc.\n", "\n", " self.ctx = zmq.Context()\n", " self.sock = self.ctx.socket(zmq.REQ)\n", " self.sock.setsockopt(zmq.LINGER, 0)\n", " self.sock.setsockopt(zmq.RCVTIMEO, 5000) # in millis\n", "\n", " self.sock.connect('tcp://%s:%d' % (hostname, port))\n", "\n", " def __del__(self):\n", " \"\"\" deleting should terminate Context / Socket \"\"\"\n", " self.sock.__exit__()\n", " self.ctx.__exit__()\n", "\n", " def send_message(self, message):\n", " self.sock.send_string(message)\n", " return self.sock.recv_string()\n", "\n", " @verbose\n", " def start_aqcuisition(self):\n", " return self.send_message('StartAcquisition')\n", "\n", " @verbose\n", " def stop_aqcuisition(self):\n", " return self.send_message('StopAcquisition')\n", "\n", " @verbose\n", " def start_record(self, rec_dir):\n", " \"\"\"\n", " :param rec_dir: path to store the data to. OpenEphys will create\n", " another folder like YYYY-MM-DD_HH-MM-SS inside\n", " \"\"\"\n", " if rec_dir is not None:\n", " return self.send_message('StartRecord RecDir=%s' % rec_dir)\n", " return self.send_message('StartRecord')\n", "\n", " @verbose\n", " def stop_record(self):\n", " return self.send_message('StopRecord')\n" ] }, { "cell_type": "code", "execution_count": 3, "id": "88122ffa", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 6, "id": "82e0a146", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def get_xy():\n", " rho = np.sqrt(np.random.rand())\n", " phi = np.random.rand() * 2 * np.pi\n", "\n", " x = rho * np.sin(phi)\n", " y = rho * np.cos(phi)\n", " return x, y\n", "\n", "fig = plt.figure(figsize=(5,5))\n", "\n", "ax = fig.add_subplot(111)\n", "for i in range(1000):\n", " x, y = get_xy()\n", " ax.scatter(x, y)" ] }, { "cell_type": "code", "execution_count": null, "id": "fe7d70c9", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.8" } }, "nbformat": 4, "nbformat_minor": 5 }