Spaces:
Sleeping
Sleeping
jerin
commited on
Commit
•
830ab0c
1
Parent(s):
e93e440
add mqtt and streamlit dashboard
Browse files- mqttclient.ipynb +1093 -0
- mqttpublisher.ipynb +89 -0
- streamlit.py +65 -0
mqttclient.ipynb
ADDED
@@ -0,0 +1,1093 @@
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1 |
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{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"C:\\Users\\jerin\\AppData\\Local\\Temp\\ipykernel_6272\\1211754903.py:21: DeprecationWarning: Callback API version 1 is deprecated, update to latest version\n",
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" client = mqtt.Client(mqtt.CallbackAPIVersion.VERSION1)\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"{'sa_temp': 68.6, 'ma_temp': 70.0}\n"
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]
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},
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{
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"ename": "KeyboardInterrupt",
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"evalue": "",
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"output_type": "error",
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"traceback": [
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"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
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"\u001b[1;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)",
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"Cell \u001b[1;32mIn[2], line 25\u001b[0m\n\u001b[0;32m 23\u001b[0m client\u001b[38;5;241m.\u001b[39mconnect(broker_address, broker_port)\n\u001b[0;32m 24\u001b[0m client\u001b[38;5;241m.\u001b[39msubscribe(topic)\n\u001b[1;32m---> 25\u001b[0m \u001b[43mclient\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mloop_forever\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n",
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+
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|
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"import paho.mqtt.client as mqtt\n",
|
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"import json\n",
|
40 |
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"import pandas as pd\n",
|
41 |
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"\n",
|
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"broker_address = \"localhost\"\n",
|
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"broker_port = 1883\n",
|
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"topic = \"sensor_data\"\n",
|
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"\n",
|
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"df = pd.DataFrame(columns=[\"sa_temp\", \"ma_temp\"])\n",
|
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|
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"def on_message(client, userdata, message):\n",
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|
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" payload = json.loads(message.payload.decode())\n",
|
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" sa_temp = payload[\"sa_temp\"]\n",
|
52 |
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" ma_temp = payload[\"ma_temp\"]\n",
|
53 |
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|
54 |
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|
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" \n",
|
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"\n",
|
57 |
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|
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|
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" 'showlegend': False,\n",
|
1044 |
+
" 'type': 'scatter',\n",
|
1045 |
+
" 'x': array([], dtype=int64),\n",
|
1046 |
+
" 'xaxis': 'x',\n",
|
1047 |
+
" 'y': array([], dtype=object),\n",
|
1048 |
+
" 'yaxis': 'y'}],\n",
|
1049 |
+
" 'layout': {'legend': {'tracegroupgap': 0},\n",
|
1050 |
+
" 'margin': {'t': 60},\n",
|
1051 |
+
" 'template': '...',\n",
|
1052 |
+
" 'xaxis': {'anchor': 'y', 'domain': [0.0, 1.0], 'title': {'text': 'index'}},\n",
|
1053 |
+
" 'yaxis': {'anchor': 'x', 'domain': [0.0, 1.0], 'title': {'text': 'sa_temp'}}}\n",
|
1054 |
+
"})"
|
1055 |
+
]
|
1056 |
+
},
|
1057 |
+
"execution_count": 4,
|
1058 |
+
"metadata": {},
|
1059 |
+
"output_type": "execute_result"
|
1060 |
+
}
|
1061 |
+
],
|
1062 |
+
"source": []
|
1063 |
+
},
|
1064 |
+
{
|
1065 |
+
"cell_type": "code",
|
1066 |
+
"execution_count": null,
|
1067 |
+
"metadata": {},
|
1068 |
+
"outputs": [],
|
1069 |
+
"source": []
|
1070 |
+
}
|
1071 |
+
],
|
1072 |
+
"metadata": {
|
1073 |
+
"kernelspec": {
|
1074 |
+
"display_name": "smartbuilding",
|
1075 |
+
"language": "python",
|
1076 |
+
"name": "python3"
|
1077 |
+
},
|
1078 |
+
"language_info": {
|
1079 |
+
"codemirror_mode": {
|
1080 |
+
"name": "ipython",
|
1081 |
+
"version": 3
|
1082 |
+
},
|
1083 |
+
"file_extension": ".py",
|
1084 |
+
"mimetype": "text/x-python",
|
1085 |
+
"name": "python",
|
1086 |
+
"nbconvert_exporter": "python",
|
1087 |
+
"pygments_lexer": "ipython3",
|
1088 |
+
"version": "3.11.8"
|
1089 |
+
}
|
1090 |
+
},
|
1091 |
+
"nbformat": 4,
|
1092 |
+
"nbformat_minor": 2
|
1093 |
+
}
|
mqttpublisher.ipynb
ADDED
@@ -0,0 +1,89 @@
|
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|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"cells": [
|
3 |
+
{
|
4 |
+
"cell_type": "code",
|
5 |
+
"execution_count": 1,
|
6 |
+
"metadata": {},
|
7 |
+
"outputs": [
|
8 |
+
{
|
9 |
+
"name": "stderr",
|
10 |
+
"output_type": "stream",
|
11 |
+
"text": [
|
12 |
+
"C:\\Users\\jerin\\AppData\\Local\\Temp\\ipykernel_18680\\2251714346.py:13: DeprecationWarning: Callback API version 1 is deprecated, update to latest version\n",
|
13 |
+
" client = mqtt.Client(mqtt.CallbackAPIVersion.VERSION1, clientId)\n"
|
14 |
+
]
|
15 |
+
},
|
16 |
+
{
|
17 |
+
"ename": "KeyboardInterrupt",
|
18 |
+
"evalue": "",
|
19 |
+
"output_type": "error",
|
20 |
+
"traceback": [
|
21 |
+
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
|
22 |
+
"\u001b[1;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)",
|
23 |
+
"Cell \u001b[1;32mIn[1], line 28\u001b[0m\n\u001b[0;32m 26\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m:\n\u001b[0;32m 27\u001b[0m publish_sensor_data()\n\u001b[1;32m---> 28\u001b[0m time\u001b[38;5;241m.\u001b[39msleep(\u001b[38;5;241m5\u001b[39m)\n\u001b[0;32m 29\u001b[0m client\u001b[38;5;241m.\u001b[39mdisconnect()\n",
|
24 |
+
"\u001b[1;31mKeyboardInterrupt\u001b[0m: "
|
25 |
+
]
|
26 |
+
}
|
27 |
+
],
|
28 |
+
"source": [
|
29 |
+
"import paho.mqtt.client as mqtt\n",
|
30 |
+
"import time\n",
|
31 |
+
"import random\n",
|
32 |
+
"import pandas as pd\n",
|
33 |
+
"import json\n",
|
34 |
+
"\n",
|
35 |
+
"clientId = \"smartbuilding\"\n",
|
36 |
+
"broker_address = \"localhost\"\n",
|
37 |
+
"broker_port = 1883\n",
|
38 |
+
"\n",
|
39 |
+
"df = pd.read_csv(\"buildingdata.csv\")\n",
|
40 |
+
"\n",
|
41 |
+
"client = mqtt.Client(mqtt.CallbackAPIVersion.VERSION1, clientId)\n",
|
42 |
+
"client.connect(broker_address, broker_port)\n",
|
43 |
+
"topic = \"sensor_data\"\n",
|
44 |
+
"\n",
|
45 |
+
"def publish_sensor_data():\n",
|
46 |
+
" # temp = round(random.uniform(20, 30), 2) \n",
|
47 |
+
" # pressure = round(random.uniform(900, 1100), 2) \n",
|
48 |
+
" for index, row in df.iterrows():\n",
|
49 |
+
" sa_temp = row['rtu_004_sa_temp']\n",
|
50 |
+
" ma_temp = row['rtu_004_ma_temp']\n",
|
51 |
+
" client.publish(topic, payload=json.dumps({\"sa_temp\": sa_temp, \"ma_temp\": ma_temp}))\n",
|
52 |
+
"\n",
|
53 |
+
"\n",
|
54 |
+
"while True:\n",
|
55 |
+
" publish_sensor_data()\n",
|
56 |
+
" time.sleep(5)\n",
|
57 |
+
"client.disconnect()"
|
58 |
+
]
|
59 |
+
},
|
60 |
+
{
|
61 |
+
"cell_type": "code",
|
62 |
+
"execution_count": null,
|
63 |
+
"metadata": {},
|
64 |
+
"outputs": [],
|
65 |
+
"source": []
|
66 |
+
}
|
67 |
+
],
|
68 |
+
"metadata": {
|
69 |
+
"kernelspec": {
|
70 |
+
"display_name": "smartbuilding",
|
71 |
+
"language": "python",
|
72 |
+
"name": "python3"
|
73 |
+
},
|
74 |
+
"language_info": {
|
75 |
+
"codemirror_mode": {
|
76 |
+
"name": "ipython",
|
77 |
+
"version": 3
|
78 |
+
},
|
79 |
+
"file_extension": ".py",
|
80 |
+
"mimetype": "text/x-python",
|
81 |
+
"name": "python",
|
82 |
+
"nbconvert_exporter": "python",
|
83 |
+
"pygments_lexer": "ipython3",
|
84 |
+
"version": "3.11.8"
|
85 |
+
}
|
86 |
+
},
|
87 |
+
"nbformat": 4,
|
88 |
+
"nbformat_minor": 2
|
89 |
+
}
|
streamlit.py
ADDED
@@ -0,0 +1,65 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
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|
|
|
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|
|
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|
|
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|
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|
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|
|
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|
|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
import streamlit as st # web development
|
2 |
+
import numpy as np # np mean, np random
|
3 |
+
import pandas as pd # read csv, df manipulation
|
4 |
+
import time # to simulate a real time data, time loop
|
5 |
+
import plotly.express as px # interactive charts
|
6 |
+
import paho.mqtt.client as mqtt
|
7 |
+
import json
|
8 |
+
import warnings
|
9 |
+
warnings.filterwarnings('ignore')
|
10 |
+
|
11 |
+
# df = pd.read_csv('buildingdata.csv')
|
12 |
+
st.set_page_config(
|
13 |
+
page_title = 'Real-Time Data Buliding 59',
|
14 |
+
page_icon = '✅',
|
15 |
+
layout = 'wide'
|
16 |
+
)
|
17 |
+
|
18 |
+
st.title("Buliding 59 Dashboard")
|
19 |
+
placeholder = st.empty()
|
20 |
+
|
21 |
+
broker_address = "localhost"
|
22 |
+
broker_port = 1883
|
23 |
+
topic = "sensor_data"
|
24 |
+
|
25 |
+
df = pd.DataFrame({"sa_temp":[60, 56, 66,69,70],"ma_temp":[30,40,50,60,65]})
|
26 |
+
|
27 |
+
def on_message(client, userdata, message):
|
28 |
+
global df
|
29 |
+
payload = json.loads(message.payload.decode())
|
30 |
+
sa_temp = payload["sa_temp"]
|
31 |
+
ma_temp = payload["ma_temp"]
|
32 |
+
len_df = len(df)
|
33 |
+
df.loc[len_df] = {"sa_temp": sa_temp, "ma_temp": ma_temp}
|
34 |
+
if len_df>5:
|
35 |
+
with placeholder.container():
|
36 |
+
fig_col1, fig_col2 = st.columns(2)
|
37 |
+
with fig_col1:
|
38 |
+
st.markdown("### Supply Air temperature")
|
39 |
+
fig1 = px.line(data_frame=df[len_df-5:len_df], y = 'sa_temp', x = df[len_df-5:len_df].index)
|
40 |
+
st.write(fig1)
|
41 |
+
with fig_col2:
|
42 |
+
st.markdown("### Mixed Air temperature")
|
43 |
+
fig2 = px.line(data_frame=df[len_df-5:len_df], y = 'ma_temp', x = df[len_df-5:len_df].index)
|
44 |
+
st.write(fig2)
|
45 |
+
st.markdown("### Detailed Data View")
|
46 |
+
st.dataframe(df[len_df-5:len_df])
|
47 |
+
# time.sleep(1)
|
48 |
+
|
49 |
+
|
50 |
+
|
51 |
+
client = mqtt.Client(mqtt.CallbackAPIVersion.VERSION1)
|
52 |
+
client.on_message = on_message
|
53 |
+
client.connect(broker_address, broker_port)
|
54 |
+
client.subscribe(topic)
|
55 |
+
client.loop_forever()
|
56 |
+
|
57 |
+
|
58 |
+
|
59 |
+
|
60 |
+
|
61 |
+
|
62 |
+
|
63 |
+
|
64 |
+
|
65 |
+
|