Spaces:
Sleeping
Sleeping
create backup for filesystem style handling
Browse files- app_filesystem_version.py +227 -0
app_filesystem_version.py
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| 1 |
+
import json
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| 2 |
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import os
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| 3 |
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from pathlib import Path
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| 4 |
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| 5 |
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import paho.mqtt.client as mqtt
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| 6 |
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import streamlit as st
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| 7 |
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import matplotlib.pyplot as plt
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| 8 |
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import numpy as np
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| 9 |
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from matplotlib.patches import Rectangle
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import secrets
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from time import time, sleep
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# Initialize Streamlit app
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st.title("Light-mixing Control Panel")
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+
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# Description and context
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| 19 |
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st.markdown(
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"""
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+
This application accesses a public test demo located in Toronto, ON, Canada (as of 2024-07-27).
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+
For more context, you can refer to this [Colab notebook](https://colab.research.google.com/github/sparks-baird/self-driving-lab-demo/blob/main/notebooks/4.2-paho-mqtt-colab-sdl-demo-test.ipynb)
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and the [self-driving-lab-demo project](https://github.com/sparks-baird/self-driving-lab-demo).
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+
You may also be interested in the Acceleration Consortium's ["Hello World" microcourse](https://ac-microcourses.readthedocs.io/en/latest/courses/hello-world/index.html) for self-driving labs.
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"""
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)
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+
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max_power = 0.35
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max_value = round(max_power * 255)
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with st.form("mqtt_form"):
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# MQTT Configuration
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HIVEMQ_HOST = st.text_input(
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"Enter your HiveMQ host:",
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"248cc294c37642359297f75b7b023374.s2.eu.hivemq.cloud",
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| 37 |
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type="password",
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| 38 |
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)
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| 39 |
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HIVEMQ_USERNAME = st.text_input("Enter your HiveMQ username:", "sgbaird")
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| 40 |
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HIVEMQ_PASSWORD = st.text_input(
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| 41 |
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"Enter your HiveMQ password:", "D.Pq5gYtejYbU#L", type="password"
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| 42 |
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)
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| 43 |
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PORT = st.number_input(
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| 44 |
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"Enter the port number:", min_value=1, max_value=65535, value=8883
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| 45 |
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)
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| 46 |
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| 47 |
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# User input for the Pico ID
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| 48 |
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PICO_ID = st.text_input("Enter your Pico ID:", "test", type="password")
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| 49 |
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# Information about the maximum power reduction
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| 51 |
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st.info(
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f"The upper limit for RGB power levels has been set to {max_value} instead of 255. NeoPixels are bright 😎"
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)
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# Sliders for RGB values
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R = st.slider("Select the Red value:", min_value=0, max_value=max_value, value=0)
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| 57 |
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G = st.slider("Select the Green value:", min_value=0, max_value=max_value, value=0)
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| 58 |
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B = st.slider("Select the Blue value:", min_value=0, max_value=max_value, value=0)
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| 59 |
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| 60 |
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submit_button = st.form_submit_button(label="Send RGB Command")
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| 61 |
+
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| 62 |
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command_topic = f"sdl-demo/picow/{PICO_ID}/GPIO/28/"
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| 63 |
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sensor_data_topic = f"sdl-demo/picow/{PICO_ID}/as7341/"
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| 64 |
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| 65 |
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| 66 |
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# random session id to keep track of the session and filter out old data
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| 67 |
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experiment_id = secrets.token_hex(4) # 4 bytes = 8 characters
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| 68 |
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sensor_data_file = f"sensor_data-{experiment_id}.json"
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| 69 |
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| 70 |
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# TODO: Session ID using st.session_state to have history of commands and sensor data
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| 71 |
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| 72 |
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# file_path = Path(sensor_data_file)
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| 73 |
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# file_path.unlink(missing_ok=True)
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| 74 |
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| 75 |
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| 76 |
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# Singleton: https://docs.streamlit.io/develop/api-reference/caching-and-state/st.cache_resource
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| 77 |
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# (on_message to be set later since filename is dynamic)
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| 78 |
+
@st.cache_resource
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| 79 |
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def get_paho_client(
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| 80 |
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sensor_data_topic, hostname, username, password=None, port=8883, tls=True
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| 81 |
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):
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| 82 |
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client = mqtt.Client(mqtt.CallbackAPIVersion.VERSION2, protocol=mqtt.MQTTv5)
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| 83 |
+
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| 84 |
+
def on_connect(client, userdata, flags, rc, properties=None):
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| 85 |
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if rc != 0:
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| 86 |
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print("Connected with result code " + str(rc))
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| 87 |
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client.subscribe(sensor_data_topic, qos=1)
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| 88 |
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| 89 |
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client.on_connect = on_connect
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| 90 |
+
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| 91 |
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if tls:
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| 92 |
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client.tls_set(tls_version=mqtt.ssl.PROTOCOL_TLS_CLIENT)
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| 93 |
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client.username_pw_set(username, password)
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| 94 |
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client.connect(hostname, port)
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| 95 |
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client.loop_start() # Use a non-blocking loop
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| 96 |
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| 97 |
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return client
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| 98 |
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| 99 |
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| 100 |
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def send_and_receive(client, command_topic, msg, queue_timeout=15):
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| 101 |
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print("Sending command...")
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| 102 |
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result = client.publish(command_topic, json.dumps(msg), qos=2)
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| 103 |
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result.wait_for_publish() # Ensure the message is sent
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| 104 |
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| 105 |
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if result.rc == mqtt.MQTT_ERR_SUCCESS:
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| 106 |
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print(f"Command sent: {msg} to topic {command_topic}")
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| 107 |
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else:
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| 108 |
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print(f"Failed to send command: {result.rc}")
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| 109 |
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| 110 |
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timeout = time() + queue_timeout # Set timeout
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| 111 |
+
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| 112 |
+
while True:
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| 113 |
+
if time() > timeout:
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| 114 |
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st.error("No sensor data received within the timeout period.")
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| 115 |
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return None
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| 116 |
+
if os.path.exists(sensor_data_file):
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| 117 |
+
with open(sensor_data_file, "r") as f:
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| 118 |
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sensor_data = json.load(f)
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| 119 |
+
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| 120 |
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file_path = Path(sensor_data_file)
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| 121 |
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file_path.unlink(missing_ok=True)
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| 122 |
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| 123 |
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return sensor_data
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| 124 |
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| 125 |
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| 126 |
+
# Helper function to plot discrete spectral sensor data
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| 127 |
+
def plot_spectra(sensor_data):
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| 128 |
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"""https://chatgpt.com/share/210d2fee-ca64-45a5-866e-e6df6e56bd1c"""
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| 129 |
+
wavelengths = np.array([410, 440, 470, 510, 550, 583, 620, 670])
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| 130 |
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intensities = np.array(
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| 131 |
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[
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| 132 |
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sensor_data["ch410"],
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| 133 |
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sensor_data["ch440"],
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| 134 |
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sensor_data["ch470"],
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| 135 |
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sensor_data["ch510"],
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| 136 |
+
sensor_data["ch550"],
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| 137 |
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sensor_data["ch583"],
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| 138 |
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sensor_data["ch620"],
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| 139 |
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sensor_data["ch670"],
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| 140 |
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]
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| 141 |
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)
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| 142 |
+
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| 143 |
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fig, ax = plt.subplots(figsize=(10, 6))
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| 144 |
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| 145 |
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num_points = 100 # for "fake" color bar effect
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| 146 |
+
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| 147 |
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# Adding rectangles for color bar effect
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| 148 |
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dense_wavelengths = np.linspace(wavelengths.min(), wavelengths.max(), num_points)
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| 149 |
+
rect_height = max(intensities) * 0.02 # Height of the rectangles
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| 150 |
+
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| 151 |
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for dw in dense_wavelengths:
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| 152 |
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rect = Rectangle(
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| 153 |
+
(
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| 154 |
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dw - (wavelengths.max() - wavelengths.min()) / num_points / 2,
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| 155 |
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-rect_height * 2,
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| 156 |
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),
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| 157 |
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(wavelengths.max() - wavelengths.min()) / num_points,
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| 158 |
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rect_height * 3,
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| 159 |
+
color=plt.cm.rainbow(
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| 160 |
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(dw - wavelengths.min()) / (wavelengths.max() - wavelengths.min())
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| 161 |
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),
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| 162 |
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edgecolor="none",
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| 163 |
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)
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| 164 |
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ax.add_patch(rect)
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| 165 |
+
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| 166 |
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# Main scatter plot
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| 167 |
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scatter = ax.scatter(
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| 168 |
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wavelengths, intensities, c=wavelengths, cmap="rainbow", edgecolor="k"
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| 169 |
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)
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| 170 |
+
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| 171 |
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# Adding vertical lines from the x-axis to each point
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| 172 |
+
for wavelength, intensity in zip(wavelengths, intensities):
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| 173 |
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ax.vlines(wavelength, 0, intensity, color="gray", linestyle="--", linewidth=1)
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| 174 |
+
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| 175 |
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# Adjust limits and labels with larger font size
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| 176 |
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ax.set_xlim(wavelengths.min() - 10, wavelengths.max() + 10)
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| 177 |
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ax.set_ylim(
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| 178 |
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0, max(intensities) + 15
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| 179 |
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) # Ensure the lower y limit is 0 and add buffer
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| 180 |
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ax.set_xticks(wavelengths)
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| 181 |
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ax.set_xlabel("Wavelength (nm)", fontsize=14)
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| 182 |
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ax.set_ylabel("Intensity", fontsize=14)
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| 183 |
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ax.set_title("Spectral Intensity vs. Wavelength", fontsize=16)
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| 184 |
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ax.tick_params(axis="both", which="major", labelsize=12)
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| 185 |
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| 186 |
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st.pyplot(fig)
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| 187 |
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| 188 |
+
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| 189 |
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# Publish button
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| 190 |
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if submit_button:
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| 191 |
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if not PICO_ID or not HIVEMQ_HOST or not HIVEMQ_USERNAME or not HIVEMQ_PASSWORD:
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| 192 |
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st.error("Please enter all required fields.")
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| 193 |
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else:
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| 194 |
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st.info(
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| 195 |
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f"Please wait while the command {R, G, B} for experiment {experiment_id} is sent..."
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| 196 |
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)
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| 197 |
+
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| 198 |
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client = get_paho_client(
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| 199 |
+
sensor_data_topic,
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| 200 |
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HIVEMQ_HOST,
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| 201 |
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HIVEMQ_USERNAME,
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| 202 |
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password=HIVEMQ_PASSWORD,
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| 203 |
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port=int(PORT),
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| 204 |
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tls=True,
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| 205 |
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)
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| 206 |
+
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| 207 |
+
def on_message(client, userdata, msg):
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| 208 |
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with open(sensor_data_file, "w") as f:
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| 209 |
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json.dump(json.loads(msg.payload), f)
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| 210 |
+
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| 211 |
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client.on_message = on_message
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| 212 |
+
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| 213 |
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command_msg = {"R": R, "G": G, "B": B}
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| 214 |
+
sensor_data = send_and_receive(
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| 215 |
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client, command_topic, command_msg, queue_timeout=15
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| 216 |
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)
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| 217 |
+
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| 218 |
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if sensor_data:
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| 219 |
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received_cmd = sensor_data["_input_message"]
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| 220 |
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R1 = received_cmd["R"]
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| 221 |
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G1 = received_cmd["G"]
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| 222 |
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B1 = received_cmd["B"]
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| 223 |
+
st.success(
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| 224 |
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f"Command {R1, G1, B1} for experiment {experiment_id} sent successfully!"
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| 225 |
+
)
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| 226 |
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plot_spectra(sensor_data)
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| 227 |
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st.write("Sensor Data Received:", sensor_data)
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