.

Author: tanmoyie

.DS_Store

@@ -1,5 +1,6 @@
 # -*- coding: utf-8 -*-
-""" Input: trained model, X_test[0] (from UI), build_feature.py, predict_model.py
+""" It is a Streamlit web app for users.
+Input: trained model, X_test[0] (from UI), build_feature.py, predict_model.py
 Output: y_test[0]"""
 
 import joblib
@@ -10,7 +11,7 @@
 import streamlit as st
 
 # import model
-model = joblib.load('../models/model_BIMReTA.pkl')
+model = joblib.load('models/model_BIMReTA.pkl')
 
 
 def rank_response_technologies(dispersion, E_ss, E_sl, E_sw, sufficient_mixing_energy,

src/BIMReTA_app.py BIMReTA_app.pysrc/BIMReTA_app.py renamed to BIMReTA_app.py

@@ -0,0 +1,10 @@
+FROM python:3.11
+COPY . /docker_app
+WORKDIR /docker_app
+RUN pip install -r requirement.txt
+# RUN mkdir ~/.streamlit
+# RUN cp config.toml ~/config.toml
+# RUN cp credentials.toml ~/credentials.toml
+EXPOSE $PORT
+ENTRYPOINT ["streamlit", "run"]
+CMD ["BIMReTA_app.py"]

Dockerfile

@@ -0,0 +1,57 @@
+[global]
+# If True, will show a warning when you run a Streamlit-enabled script via "python my_script.py".
+# Default: true
+showWarningOnDirectExecution = true
+
+[logger]
+# Level of logging: 'error', 'warning', 'info', or 'debug'.
+# Default: 'info'
+level = "debug"
+
+
+
+[runner]
+# Allows you to type a variable or string by itself in a single line of Python code to write it to the app.
+# Default: true
+magicEnabled = true
+
+
+
+[server]
+# List of folders that should not be watched for changes. Relative paths will be taken as relative to the current working directory.
+# Example: ['/home/user1/env', 'relative/path/to/folder']
+# Default: []
+folderWatchBlacklist = ['']
+
+# If false, will attempt to open a browser window on start.
+# Default: false unless (1) we are on a Linux box where DISPLAY is unset, or (2) server.liveSave is set.
+headless = true
+
+# Immediately share the app in such a way that enables live monitoring, and post-run analysis.
+# Default: false
+liveSave = false
+
+# Automatically rerun script when the file is modified on disk.
+# Default: false
+runOnSave = false
+
+# The port where the server will listen for client and browser connections.
+# Default: 8501
+port = 80
+
+# Enables support for Cross-Origin Request Sharing, for added security.
+# Default: true
+enableCORS = false
+
+[browser]
+# Internet address of the server that the browser should connect to. Can be IP address or DNS name.
+# Default: 'localhost'
+serverAddress = "0.0.0.0"
+
+# Whether to send usage statistics to Streamlit.
+# Default: true
+gatherUsageStats = true
+
+# Port that the browser should use to connect to the server when in liveSave mode.
+# Default: whatever value is set in server.port.
+serverPort = 80

config.toml

@@ -36,7 +36,6 @@
     "from sklearn.compose import ColumnTransformer\n",
     "from sklearn.model_selection import train_test_split\n",
     "from sklearn.pipeline import Pipeline, FeatureUnion\n",
-    "\n",
     "# Modeling\n",
     "from sklearn.naive_bayes import GaussianNB\n",
     "from sklearn.multiclass import OneVsRestClassifier\n",
@@ -45,10 +44,11 @@
     "%matplotlib inline\n",
     "from itertools import cycle\n",
     "import seaborn as sns\n",
-    "\n",
     "# Performance metrics\n",
     "from sklearn import metrics\n",
-    "import joblib"
+    "import joblib\n",
+    "\n",
+    "# pip install pipreqs   pipreqs>requirements.txt   "
    ]
   },
   {

data/processed/~$cleaned_data.xlsx

@@ -0,0 +1,5 @@
+joblib==1.2.0
+numpy==1.25.2
+pandas==2.0.3
+scikit_learn==1.2.2
+streamlit==1.32.2