prediction pipeline

app.py

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+from flask import Flask,request,render_template
+import numpy as np
+import sys
+
+from sklearn.preprocessing import StandardScaler
+from src.exception import CustomException
+
+from src.pipeline.predict_pipeline import CustomData,PredictPipeline
+
+app = Flask(__name__)
+
+## route for home page
+
+@app.route('/')
+def index():
+    return render_template('index.html')
+
+@app.route('/predictdata',methods=['GET','POST'])
+def predict_datapoint():
+    try:
+        if request.method == 'GET':
+            return render_template('home.html')
+        else:
+            
+            data=CustomData(
+                gender=request.form.get('gender'),
+                race_ethnicity=request.form.get('race_ethnicity'),
+                parental_level_of_education=request.form.get('parental_level_of_education'),
+                lunch=request.form.get('lunch'),
+                test_preparation_course=request.form.get('test_preparation_course'),
+                reading_score=request.form.get('reading_score'),
+                writing_score=request.form.get('writing_Score')
+                )
+            pred_df = data.get_data_as_data_frame()
+
+            predict_pipeline = PredictPipeline()
+
+            results = predict_pipeline.predict(pred_df)
+            return render_template('home.html',results=results[0])
+    except Exception as e:
+        raise CustomException(e,sys)
+    
+if __name__ == '__main__':
+    app.run(host='0.0.0.0',debug=True)

logs/09_12_2023_03_16_33.log/09_12_2023_03_16_33.log

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+[ 2023-09-12 03:16:34,054 ] 187 werkzeug - INFO - WARNING: This is a development server. Do not use it in a production deployment. Use a production WSGI server instead.
+ * Running on all addresses (0.0.0.0)
+ * Running on http://127.0.0.1:5000
+ * Running on http://10.0.0.91:5000 
+[ 2023-09-12 03:16:34,054 ] 187 werkzeug - INFO - Press CTRL+C to quit 
+[ 2023-09-12 03:16:45,310 ] 187 werkzeug - INFO - 127.0.0.1 - - [12/Sep/2023 03:16:45] "GET / HTTP/1.1" 200 - 
+[ 2023-09-12 03:16:45,490 ] 187 werkzeug - INFO - 127.0.0.1 - - [12/Sep/2023 03:16:45] "GET /favicon.ico HTTP/1.1" 404 - 
+[ 2023-09-12 03:17:19,518 ] 187 werkzeug - INFO - 127.0.0.1 - - [12/Sep/2023 03:17:19] "GET / HTTP/1.1" 200 - 
+[ 2023-09-12 03:17:50,580 ] 187 werkzeug - INFO - 127.0.0.1 - - [12/Sep/2023 03:17:50] "GET / HTTP/1.1" 200 - 
+[ 2023-09-12 03:17:52,038 ] 187 werkzeug - INFO - 127.0.0.1 - - [12/Sep/2023 03:17:52] "GET / HTTP/1.1" 200 - 
+[ 2023-09-12 03:18:00,483 ] 1414 app - ERROR - Exception on /predictdata [GET] 
+Traceback (most recent call last):
+  File "/Users/jagpreetsingh/ML_Projects/mlops/venv/lib/python3.10/site-packages/flask/app.py", line 2190, in wsgi_app
+    response = self.full_dispatch_request()
+  File "/Users/jagpreetsingh/ML_Projects/mlops/venv/lib/python3.10/site-packages/flask/app.py", line 1486, in full_dispatch_request
+    rv = self.handle_user_exception(e)
+  File "/Users/jagpreetsingh/ML_Projects/mlops/venv/lib/python3.10/site-packages/flask/app.py", line 1484, in full_dispatch_request
+    rv = self.dispatch_request()
+  File "/Users/jagpreetsingh/ML_Projects/mlops/venv/lib/python3.10/site-packages/flask/app.py", line 1469, in dispatch_request
+    return self.ensure_sync(self.view_functions[rule.endpoint])(**view_args)
+  File "/Users/jagpreetsingh/ML_Projects/mlops/app.py", line 19, in predict_datapopint
+    return render_template('home.html')
+  File "/Users/jagpreetsingh/ML_Projects/mlops/venv/lib/python3.10/site-packages/flask/templating.py", line 151, in render_template
+    return _render(app, template, context)
+  File "/Users/jagpreetsingh/ML_Projects/mlops/venv/lib/python3.10/site-packages/flask/templating.py", line 132, in _render
+    rv = template.render(context)
+  File "/Users/jagpreetsingh/ML_Projects/mlops/venv/lib/python3.10/site-packages/jinja2/environment.py", line 1301, in render
+    self.environment.handle_exception()
+  File "/Users/jagpreetsingh/ML_Projects/mlops/venv/lib/python3.10/site-packages/jinja2/environment.py", line 936, in handle_exception
+    raise rewrite_traceback_stack(source=source)
+  File "/Users/jagpreetsingh/ML_Projects/mlops/templates/home.html", line 6, in top-level template code
+    <form action="{{ url_for('predict_datapoint')}}" method="post">
+  File "/Users/jagpreetsingh/ML_Projects/mlops/venv/lib/python3.10/site-packages/flask/app.py", line 1697, in url_for
+    return self.handle_url_build_error(error, endpoint, values)
+  File "/Users/jagpreetsingh/ML_Projects/mlops/venv/lib/python3.10/site-packages/flask/app.py", line 1686, in url_for
+    rv = url_adapter.build(  # type: ignore[union-attr]
+  File "/Users/jagpreetsingh/ML_Projects/mlops/venv/lib/python3.10/site-packages/werkzeug/routing/map.py", line 950, in build
+    raise BuildError(endpoint, values, method, self)
+werkzeug.routing.exceptions.BuildError: Could not build url for endpoint 'predict_datapoint'. Did you mean 'predict_datapopint' instead?
+[ 2023-09-12 03:18:00,489 ] 187 werkzeug - INFO - 127.0.0.1 - - [12/Sep/2023 03:18:00] "GET /predictdata HTTP/1.1" 500 - 
+[ 2023-09-12 03:19:02,461 ] 187 werkzeug - INFO - 127.0.0.1 - - [12/Sep/2023 03:19:02] "GET / HTTP/1.1" 200 - 
+[ 2023-09-12 03:19:09,951 ] 1414 app - ERROR - Exception on /predictdata [GET] 
+Traceback (most recent call last):
+  File "/Users/jagpreetsingh/ML_Projects/mlops/venv/lib/python3.10/site-packages/flask/app.py", line 2190, in wsgi_app
+    response = self.full_dispatch_request()
+  File "/Users/jagpreetsingh/ML_Projects/mlops/venv/lib/python3.10/site-packages/flask/app.py", line 1486, in full_dispatch_request
+    rv = self.handle_user_exception(e)
+  File "/Users/jagpreetsingh/ML_Projects/mlops/venv/lib/python3.10/site-packages/flask/app.py", line 1484, in full_dispatch_request
+    rv = self.dispatch_request()
+  File "/Users/jagpreetsingh/ML_Projects/mlops/venv/lib/python3.10/site-packages/flask/app.py", line 1469, in dispatch_request
+    return self.ensure_sync(self.view_functions[rule.endpoint])(**view_args)
+  File "/Users/jagpreetsingh/ML_Projects/mlops/app.py", line 19, in predict_datapopint
+    return render_template('home.html')
+  File "/Users/jagpreetsingh/ML_Projects/mlops/venv/lib/python3.10/site-packages/flask/templating.py", line 151, in render_template
+    return _render(app, template, context)
+  File "/Users/jagpreetsingh/ML_Projects/mlops/venv/lib/python3.10/site-packages/flask/templating.py", line 132, in _render
+    rv = template.render(context)
+  File "/Users/jagpreetsingh/ML_Projects/mlops/venv/lib/python3.10/site-packages/jinja2/environment.py", line 1301, in render
+    self.environment.handle_exception()
+  File "/Users/jagpreetsingh/ML_Projects/mlops/venv/lib/python3.10/site-packages/jinja2/environment.py", line 936, in handle_exception
+    raise rewrite_traceback_stack(source=source)
+  File "/Users/jagpreetsingh/ML_Projects/mlops/templates/home.html", line 6, in top-level template code
+    <form action="{{ url_for('predict_datapoint')}}" method="post">
+  File "/Users/jagpreetsingh/ML_Projects/mlops/venv/lib/python3.10/site-packages/flask/app.py", line 1697, in url_for
+    return self.handle_url_build_error(error, endpoint, values)
+  File "/Users/jagpreetsingh/ML_Projects/mlops/venv/lib/python3.10/site-packages/flask/app.py", line 1686, in url_for
+    rv = url_adapter.build(  # type: ignore[union-attr]
+  File "/Users/jagpreetsingh/ML_Projects/mlops/venv/lib/python3.10/site-packages/werkzeug/routing/map.py", line 950, in build
+    raise BuildError(endpoint, values, method, self)
+werkzeug.routing.exceptions.BuildError: Could not build url for endpoint 'predict_datapoint'. Did you mean 'predict_datapopint' instead?
+[ 2023-09-12 03:19:09,953 ] 187 werkzeug - INFO - 127.0.0.1 - - [12/Sep/2023 03:19:09] "GET /predictdata HTTP/1.1" 500 - 

logs/09_12_2023_03_20_53.log/09_12_2023_03_20_53.log

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+[ 2023-09-12 03:20:54,266 ] 187 werkzeug - INFO - WARNING: This is a development server. Do not use it in a production deployment. Use a production WSGI server instead.
+ * Running on all addresses (0.0.0.0)
+ * Running on http://127.0.0.1:5000
+ * Running on http://10.0.0.91:5000 
+[ 2023-09-12 03:20:54,266 ] 187 werkzeug - INFO - Press CTRL+C to quit 

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+ * Running on all addresses (0.0.0.0)
+ * Running on http://127.0.0.1:5000
+ * Running on http://10.0.0.91:5000 
+[ 2023-09-12 03:21:12,957 ] 187 werkzeug - INFO - Press CTRL+C to quit 
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logs/09_12_2023_03_21_13.log/09_12_2023_03_21_13.log

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logs/09_12_2023_03_22_42.log/09_12_2023_03_22_42.log

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+[ 2023-09-12 03:22:48,529 ] 187 werkzeug - INFO - WARNING: This is a development server. Do not use it in a production deployment. Use a production WSGI server instead.
+ * Running on all addresses (0.0.0.0)
+ * Running on http://127.0.0.1:5000
+ * Running on http://10.0.0.91:5000 
+[ 2023-09-12 03:22:48,529 ] 187 werkzeug - INFO - Press CTRL+C to quit 
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+[ 2023-09-12 03:22:49,064 ] 187 werkzeug - WARNING -  * Debugger is active! 
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logs/09_12_2023_03_25_37.log/09_12_2023_03_25_37.log

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+[ 2023-09-12 03:25:42,465 ] 187 werkzeug - INFO - WARNING: This is a development server. Do not use it in a production deployment. Use a production WSGI server instead.
+ * Running on all addresses (0.0.0.0)
+ * Running on http://127.0.0.1:5000
+ * Running on http://10.0.0.91:5000 
+[ 2023-09-12 03:25:42,465 ] 187 werkzeug - INFO - Press CTRL+C to quit 
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+[ 2023-09-12 03:25:43,069 ] 187 werkzeug - INFO -  * Debugger PIN: 107-465-610 
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+[ 2023-09-12 03:26:14,995 ] 187 werkzeug - INFO -  * Debugger PIN: 107-465-610 

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+[ 2023-09-12 03:26:24,995 ] 187 werkzeug - INFO - WARNING: This is a development server. Do not use it in a production deployment. Use a production WSGI server instead.
+ * Running on all addresses (0.0.0.0)
+ * Running on http://127.0.0.1:5000
+ * Running on http://10.0.0.91:5000 
+[ 2023-09-12 03:26:24,995 ] 187 werkzeug - INFO - Press CTRL+C to quit 
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+[ 2023-09-12 03:29:04,858 ] 187 werkzeug - INFO - WARNING: This is a development server. Do not use it in a production deployment. Use a production WSGI server instead.
+ * Running on all addresses (0.0.0.0)
+ * Running on http://127.0.0.1:5000
+ * Running on http://10.0.0.91:5000 
+[ 2023-09-12 03:29:04,858 ] 187 werkzeug - INFO - Press CTRL+C to quit 
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+[ 2023-09-12 03:29:05,443 ] 187 werkzeug - INFO -  * Debugger PIN: 107-465-610 
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logs/09_12_2023_03_33_25.log/09_12_2023_03_33_25.log

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+[ 2023-09-12 03:35:31,378 ] 187 werkzeug - INFO -  * Debugger PIN: 107-465-610 

logs/09_12_2023_03_36_33.log/09_12_2023_03_36_33.log

@@ -0,0 +1,6 @@
+[ 2023-09-12 03:36:34,217 ] 187 werkzeug - INFO - WARNING: This is a development server. Do not use it in a production deployment. Use a production WSGI server instead.
+ * Running on all addresses (0.0.0.0)
+ * Running on http://127.0.0.1:5000
+ * Running on http://10.0.0.91:5000 
+[ 2023-09-12 03:36:34,218 ] 187 werkzeug - INFO - Press CTRL+C to quit 
+[ 2023-09-12 03:36:34,219 ] 187 werkzeug - INFO -  * Restarting with stat 

logs/09_12_2023_03_36_34.log/09_12_2023_03_36_34.log

@@ -0,0 +1,6 @@
+[ 2023-09-12 03:36:34,837 ] 187 werkzeug - WARNING -  * Debugger is active! 
+[ 2023-09-12 03:36:34,843 ] 187 werkzeug - INFO -  * Debugger PIN: 107-465-610 
+[ 2023-09-12 03:36:39,744 ] 187 werkzeug - INFO - 127.0.0.1 - - [12/Sep/2023 03:36:39] "POST /predictdata HTTP/1.1" 500 - 
+[ 2023-09-12 03:36:39,822 ] 187 werkzeug - INFO - 127.0.0.1 - - [12/Sep/2023 03:36:39] "GET /predictdata?__debugger__=yes&cmd=resource&f=style.css HTTP/1.1" 304 - 
+[ 2023-09-12 03:36:39,823 ] 187 werkzeug - INFO - 127.0.0.1 - - [12/Sep/2023 03:36:39] "GET /predictdata?__debugger__=yes&cmd=resource&f=debugger.js HTTP/1.1" 304 - 
+[ 2023-09-12 03:36:39,837 ] 187 werkzeug - INFO - 127.0.0.1 - - [12/Sep/2023 03:36:39] "GET /predictdata?__debugger__=yes&cmd=resource&f=console.png HTTP/1.1" 304 - 

logs/09_13_2023_00_51_25.log/09_13_2023_00_51_25.log

@@ -0,0 +1,9 @@
+[ 2023-09-13 00:51:26,628 ] 187 werkzeug - INFO - WARNING: This is a development server. Do not use it in a production deployment. Use a production WSGI server instead.
+ * Running on all addresses (0.0.0.0)
+ * Running on http://127.0.0.1:5000
+ * Running on http://10.0.0.91:5000 
+[ 2023-09-13 00:51:26,628 ] 187 werkzeug - INFO - Press CTRL+C to quit 
+[ 2023-09-13 00:51:26,630 ] 187 werkzeug - INFO -  * Restarting with stat 
+[ 2023-09-13 00:52:34,176 ] 187 werkzeug - INFO -  * Restarting with stat 
+[ 2023-09-13 00:52:38,077 ] 187 werkzeug - INFO -  * Restarting with stat 
+[ 2023-09-13 00:52:40,820 ] 187 werkzeug - INFO -  * Restarting with stat 

logs/09_13_2023_00_51_27.log/09_13_2023_00_51_27.log

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+[ 2023-09-13 00:51:27,249 ] 187 werkzeug - WARNING -  * Debugger is active! 
+[ 2023-09-13 00:51:27,257 ] 187 werkzeug - INFO -  * Debugger PIN: 107-465-610 
+[ 2023-09-13 00:51:32,524 ] 187 werkzeug - INFO - 127.0.0.1 - - [13/Sep/2023 00:51:32] "GET / HTTP/1.1" 200 - 
+[ 2023-09-13 00:51:32,658 ] 187 werkzeug - INFO - 127.0.0.1 - - [13/Sep/2023 00:51:32] "GET /apple-touch-icon-precomposed.png HTTP/1.1" 404 - 
+[ 2023-09-13 00:51:32,662 ] 187 werkzeug - INFO - 127.0.0.1 - - [13/Sep/2023 00:51:32] "GET /apple-touch-icon.png HTTP/1.1" 404 - 
+[ 2023-09-13 00:51:51,012 ] 187 werkzeug - INFO - 127.0.0.1 - - [13/Sep/2023 00:51:51] "GET / HTTP/1.1" 200 - 
+[ 2023-09-13 00:51:52,277 ] 187 werkzeug - INFO - 127.0.0.1 - - [13/Sep/2023 00:51:52] "GET /predictdata HTTP/1.1" 200 - 
+[ 2023-09-13 00:52:10,565 ] 187 werkzeug - INFO - 127.0.0.1 - - [13/Sep/2023 00:52:10] "POST /predictdata HTTP/1.1" 500 - 
+[ 2023-09-13 00:52:10,686 ] 187 werkzeug - INFO - 127.0.0.1 - - [13/Sep/2023 00:52:10] "GET /predictdata?__debugger__=yes&cmd=resource&f=debugger.js HTTP/1.1" 304 - 
+[ 2023-09-13 00:52:10,689 ] 187 werkzeug - INFO - 127.0.0.1 - - [13/Sep/2023 00:52:10] "GET /predictdata?__debugger__=yes&cmd=resource&f=style.css HTTP/1.1" 304 - 
+[ 2023-09-13 00:52:10,707 ] 187 werkzeug - INFO - 127.0.0.1 - - [13/Sep/2023 00:52:10] "GET /predictdata?__debugger__=yes&cmd=resource&f=console.png HTTP/1.1" 304 - 
+[ 2023-09-13 00:52:34,057 ] 187 werkzeug - INFO -  * Detected change in '/Users/jagpreetsingh/ML_Projects/mlops/src/pipeline/predict_pipeline.py', reloading 

logs/09_13_2023_00_52_34.log/09_13_2023_00_52_34.log

@@ -0,0 +1,3 @@
+[ 2023-09-13 00:52:34,886 ] 187 werkzeug - WARNING -  * Debugger is active! 
+[ 2023-09-13 00:52:34,893 ] 187 werkzeug - INFO -  * Debugger PIN: 107-465-610 
+[ 2023-09-13 00:52:37,993 ] 187 werkzeug - INFO -  * Detected change in '/Users/jagpreetsingh/ML_Projects/mlops/src/pipeline/predict_pipeline.py', reloading 

logs/09_13_2023_00_52_38.log/09_13_2023_00_52_38.log

@@ -0,0 +1,3 @@
+[ 2023-09-13 00:52:38,649 ] 187 werkzeug - WARNING -  * Debugger is active! 
+[ 2023-09-13 00:52:38,654 ] 187 werkzeug - INFO -  * Debugger PIN: 107-465-610 
+[ 2023-09-13 00:52:40,738 ] 187 werkzeug - INFO -  * Detected change in '/Users/jagpreetsingh/ML_Projects/mlops/src/pipeline/predict_pipeline.py', reloading 

logs/09_13_2023_00_52_41.log/09_13_2023_00_52_41.log

@@ -0,0 +1,2 @@
+[ 2023-09-13 00:52:41,398 ] 187 werkzeug - WARNING -  * Debugger is active! 
+[ 2023-09-13 00:52:41,402 ] 187 werkzeug - INFO -  * Debugger PIN: 107-465-610 

logs/09_13_2023_00_52_48.log/09_13_2023_00_52_48.log

@@ -0,0 +1,16 @@
+[ 2023-09-13 00:52:48,448 ] 187 werkzeug - INFO - WARNING: This is a development server. Do not use it in a production deployment. Use a production WSGI server instead.
+ * Running on all addresses (0.0.0.0)
+ * Running on http://127.0.0.1:5000
+ * Running on http://10.0.0.91:5000 
+[ 2023-09-13 00:52:48,448 ] 187 werkzeug - INFO - Press CTRL+C to quit 
+[ 2023-09-13 00:52:48,449 ] 187 werkzeug - INFO -  * Restarting with stat 
+[ 2023-09-13 00:52:49,014 ] 187 werkzeug - WARNING -  * Debugger is active! 
+[ 2023-09-13 00:52:49,021 ] 187 werkzeug - INFO -  * Debugger PIN: 107-465-610 
+[ 2023-09-13 00:52:57,063 ] 187 werkzeug - INFO - 127.0.0.1 - - [13/Sep/2023 00:52:57] "POST /predictdata HTTP/1.1" 500 - 
+[ 2023-09-13 00:52:57,162 ] 187 werkzeug - INFO - 127.0.0.1 - - [13/Sep/2023 00:52:57] "GET /predictdata?__debugger__=yes&cmd=resource&f=style.css HTTP/1.1" 304 - 
+[ 2023-09-13 00:52:57,162 ] 187 werkzeug - INFO - 127.0.0.1 - - [13/Sep/2023 00:52:57] "GET /predictdata?__debugger__=yes&cmd=resource&f=debugger.js HTTP/1.1" 304 - 
+[ 2023-09-13 00:52:57,186 ] 187 werkzeug - INFO - 127.0.0.1 - - [13/Sep/2023 00:52:57] "GET /predictdata?__debugger__=yes&cmd=resource&f=console.png HTTP/1.1" 304 - 
+[ 2023-09-13 00:53:10,845 ] 187 werkzeug - INFO -  * Detected change in '/Users/jagpreetsingh/ML_Projects/mlops/src/pipeline/predict_pipeline.py', reloading 
+[ 2023-09-13 00:53:10,931 ] 187 werkzeug - INFO -  * Restarting with stat 
+[ 2023-09-13 00:53:15,839 ] 187 werkzeug - INFO -  * Restarting with stat 
+[ 2023-09-13 00:53:17,543 ] 187 werkzeug - INFO -  * Restarting with stat 

logs/09_13_2023_00_53_11.log/09_13_2023_00_53_11.log

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+[ 2023-09-13 00:53:11,589 ] 187 werkzeug - WARNING -  * Debugger is active! 
+[ 2023-09-13 00:53:11,593 ] 187 werkzeug - INFO -  * Debugger PIN: 107-465-610 
+[ 2023-09-13 00:53:15,752 ] 187 werkzeug - INFO -  * Detected change in '/Users/jagpreetsingh/ML_Projects/mlops/src/pipeline/predict_pipeline.py', reloading 

logs/09_13_2023_00_53_16.log/09_13_2023_00_53_16.log

@@ -0,0 +1,3 @@
+[ 2023-09-13 00:53:16,398 ] 187 werkzeug - WARNING -  * Debugger is active! 
+[ 2023-09-13 00:53:16,403 ] 187 werkzeug - INFO -  * Debugger PIN: 107-465-610 
+[ 2023-09-13 00:53:17,462 ] 187 werkzeug - INFO -  * Detected change in '/Users/jagpreetsingh/ML_Projects/mlops/src/pipeline/predict_pipeline.py', reloading 

logs/09_13_2023_00_53_18.log/09_13_2023_00_53_18.log

@@ -0,0 +1,2 @@
+[ 2023-09-13 00:53:18,162 ] 187 werkzeug - WARNING -  * Debugger is active! 
+[ 2023-09-13 00:53:18,167 ] 187 werkzeug - INFO -  * Debugger PIN: 107-465-610 

logs/09_13_2023_00_53_43.log/09_13_2023_00_53_43.log

@@ -0,0 +1,11 @@
+[ 2023-09-13 00:53:43,538 ] 187 werkzeug - INFO - WARNING: This is a development server. Do not use it in a production deployment. Use a production WSGI server instead.
+ * Running on all addresses (0.0.0.0)
+ * Running on http://127.0.0.1:5000
+ * Running on http://10.0.0.91:5000 
+[ 2023-09-13 00:53:43,538 ] 187 werkzeug - INFO - Press CTRL+C to quit 
+[ 2023-09-13 00:53:43,539 ] 187 werkzeug - INFO -  * Restarting with stat 
+[ 2023-09-13 00:53:44,120 ] 187 werkzeug - WARNING -  * Debugger is active! 
+[ 2023-09-13 00:53:44,125 ] 187 werkzeug - INFO -  * Debugger PIN: 107-465-610 
+[ 2023-09-13 00:53:50,359 ] 187 werkzeug - INFO - 127.0.0.1 - - [13/Sep/2023 00:53:50] "POST /predictdata HTTP/1.1" 200 - 
+[ 2023-09-13 00:54:26,239 ] 187 werkzeug - INFO - 127.0.0.1 - - [13/Sep/2023 00:54:26] "POST /predictdata HTTP/1.1" 200 - 
+[ 2023-09-13 01:03:25,016 ] 187 werkzeug - INFO - 127.0.0.1 - - [13/Sep/2023 01:03:25] "POST /predictdata HTTP/1.1" 200 - 

src/components/data_transformation.py

@@ -21,7 +21,7 @@ class DataTransformationConfig:
 class DataTransformation:
     def __init__(self):
         self.data_transformation_config = DataTransformationConfig()
-        self.numerical_columns = ['writing_score','reading_score']
+        self.numerical_columns = ['writting_score','reading_score']
         self.categorical_columns = ['gender',
                                 'race_ethnicity',
                                 'parental_level_of_education',

src/pipeline/predict_pipeline.py

@@ -0,0 +1,64 @@
+import sys
+from typing import Any
+import pandas as pd
+
+from src.exception import CustomException
+from src.utils import load_object
+
+
+
+class PredictPipeline:
+    def __init__(self) -> None:
+        pass
+
+    def predict(self,features):
+        try:
+            model_path = "artifacts/model.pkl"
+            preprocessor_path = 'artifacts/preprocessor.pkl'
+
+            model = load_object(file_path = model_path)
+            preprocessor = load_object(file_path=preprocessor_path)
+
+            data_scaled = preprocessor.transform(features)
+
+            preds = model.predict(data_scaled)
+
+            return preds
+        except Exception as e:
+            raise CustomException(e, sys)
+
+
+class CustomData:
+    def __init__(self,
+                 gender:str,
+                 race_ethnicity:str,
+                 parental_level_of_education,
+                 lunch:str,
+                 test_preparation_course:str,
+                 reading_score:int,
+                 writing_score:int,
+
+                 ):
+        self.gender = gender
+        self.race_ethnicity = race_ethnicity
+        self.parental_level_of_education = parental_level_of_education
+        self.lunch = lunch
+        self.test_preparation_course = test_preparation_course
+        self.reading_score = reading_score
+        self.writing_score = writing_score
+
+    def get_data_as_data_frame(self):
+        try:
+            custom_data_input_data = {
+                "gender":[self.gender],
+                "race_ethnicity":[self.race_ethnicity],
+                "parental_level_of_education":[self.parental_level_of_education],
+                "lunch":[self.lunch],
+                "test_preparation_course":[self.test_preparation_course],
+                "reading_score":[self.reading_score],
+                "writing_score":[self.writing_score]
+
+            }
+            return pd.DataFrame(custom_data_input_data)
+        except Exception as e:
+            raise CustomException(e, sys)

src/utils.py

@@ -52,4 +52,12 @@ def evaluate_models(X_train, y_train, X_test, y_test, models,params):
 
             
     except Exception as e:
-        raise ConnectionAbortedError(e,sys)
+        raise ConnectionAbortedError(e,sys)
+    
+def load_object(file_path):
+    try:
+        with open(file_path,'rb') as file_obj:
+            return pickle.load(file_obj)
+        
+    except Exception as e:
+        raise CustomException(e, sys)

templates/home.html

@@ -0,0 +1,111 @@
+<html>
+<body>
+    <div class="login">
+       <h1>Student Exam Performance Indicator</h1>
+   
+       <form action="{{ url_for('predict_datapoint')}}" method="post">
+        <h1>
+            <legend>Student Exam Performance Prediction</legend>
+        </h1>
+        <div class="mb-3">
+            <label class="form-label">Gender</label>
+            <select class="form-control" name="gender" placeholder="Enter you Gender" required>
+                <option class="placeholder" selected disabled value="">Select your Gender</option>
+                <option value="male">
+                    Male
+                </option>
+                <option value="female">
+                    Female
+                </option>
+            </select>
+        </div>
+        <div class="mb-3">
+            <label class="form-label">Race or Ethnicity</label>
+            <select class="form-control" name="ethnicity" placeholder="Enter you ethnicity" required>
+                <option class="placeholder" selected disabled value="">Select Ethnicity</option>
+                <option value="group A">
+                    Group A
+                </option>
+                <option value="group B">
+                    Group B
+                </option>
+                <option value="group C">
+                    Group C
+                </option>
+                <option value="group D">
+                    Group D
+                </option>
+                <option value="group E">
+                    Group E
+                </option>
+            </select>
+        </div>
+        <div class="mb-3">
+            <label class="form-label">Parental Level of Education</label>
+            <select class="form-control" name="parental_level_of_education"
+                placeholder="Enter you Parent Education" required>
+                <option class="placeholder" selected disabled value="">Select Parent Education</option>
+                <option value="associate's degree">
+                    associate's degree
+                </option>
+                <option value="bachelor's degree">
+                    bachelor's degree
+                </option>
+                <option value="high school">
+                    high school
+                </option>
+                <option value="master's degree">
+                    master's degree
+                </option>
+                <option value="some college">
+                    some college
+                </option>
+                <option value="some high school">
+                    some high school
+                </option>
+            </select>
+        </div>
+        <div class="mb-3">
+            <label class="form-label">Lunch Type</label>
+            <select class="form-control" name="lunch" placeholder="Enter you Lunch" required>
+                <option class="placeholder" selected disabled value="">Select Lunch Type</option>
+                <option value="free/reduced">
+                    free/reduced
+                </option>
+                <option value="standard">
+                    standard
+                </option>
+            </select>
+        </div>
+        <div class="mb-3">
+            <label class="form-label">Test preparation Course</label>
+            <select class="form-control" name="test_preparation_course" placeholder="Enter you Course"
+                required>
+                <option class="placeholder" selected disabled value="">Select Test_course</option>
+                <option value="none">
+                    None
+                </option>
+                <option value="completed">
+                    Completed
+                </option>
+            </select>
+        </div>
+        <div class="mb-3">
+            <label class="form-label">Writing Score out of 100</label>
+            <input class="form-control" type="number" name="reading_score"
+                placeholder="Enter your Writing Score score" min='0' max='100' />
+        </div>
+        <div class="mb-3">
+            <label class="form-label">Reading Score out of 100</label>
+            <input class="form-control" type="number" name="writing_score"
+                placeholder="Enter your Reading Score" min='0' max='100' />
+        </div>
+        <div class="mb-3">
+            <input class="btn btn-primary" type="submit" value="Predict your Maths Score" required />
+        </div>
+    </form>
+    <h2>
+       THE  prediction is {{results}}
+    </h2>
+   <body>
+</html>

templates/index.html

@@ -0,0 +1 @@
+<h1>Welcome</h1>