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.github/workflows/main.yaml

@@ -0,0 +1,98 @@
+name: workflow
+
+on:
+  push:
+    branches:
+      - main
+    paths-ignore:
+      - 'README.md'
+
+permissions:
+  id-token: write
+  contents: read
+
+jobs:
+  integration:
+    name: Continuous Integration
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout Code
+        uses: actions/checkout@v3
+
+      - name: Lint code
+        run: echo "Linting repository"
+
+      - name: Run unit tests
+        run: echo "Running unit tests"
+
+  build-and-push-ecr-image:
+    name: Continuous Delivery
+    needs: integration
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout Code
+        uses: actions/checkout@v3
+
+      - name: Install Utilities
+        run: |
+          sudo apt-get update
+          sudo apt-get install -y jq unzip
+      - name: Configure AWS credentials
+        uses: aws-actions/configure-aws-credentials@v1
+        with:
+          aws-access-key-id: ${{ secrets.AWS_ACCESS_KEY_ID }}
+          aws-secret-access-key: ${{ secrets.AWS_SECRET_ACCESS_KEY }}
+          aws-region: ${{ secrets.AWS_REGION }}
+
+      - name: Login to Amazon ECR
+        id: login-ecr
+        uses: aws-actions/amazon-ecr-login@v1
+
+      - name: Build, tag, and push image to Amazon ECR
+        id: build-image
+        env:
+          ECR_REGISTRY: ${{ steps.login-ecr.outputs.registry }}
+          ECR_REPOSITORY: ${{ secrets.ECR_REPOSITORY_NAME }}
+          IMAGE_TAG: latest
+        run: |
+          # Build a docker container and
+          # push it to ECR so that it can
+          # be deployed to ECS.
+          docker build -t $ECR_REGISTRY/$ECR_REPOSITORY:$IMAGE_TAG .
+          docker push $ECR_REGISTRY/$ECR_REPOSITORY:$IMAGE_TAG
+          echo "::set-output name=image::$ECR_REGISTRY/$ECR_REPOSITORY:$IMAGE_TAG"
+          
+          
+  Continuous-Deployment:
+    needs: build-and-push-ecr-image
+    runs-on: self-hosted
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v3
+
+      - name: Configure AWS credentials
+        uses: aws-actions/configure-aws-credentials@v1
+        with:
+          aws-access-key-id: ${{ secrets.AWS_ACCESS_KEY_ID }}
+          aws-secret-access-key: ${{ secrets.AWS_SECRET_ACCESS_KEY }}
+          aws-region: ${{ secrets.AWS_REGION }}
+
+      - name: Login to Amazon ECR
+        id: login-ecr
+        uses: aws-actions/amazon-ecr-login@v1
+      
+      
+      - name: Pull latest images
+        run: |
+         docker pull ${{secrets.AWS_ECR_LOGIN_URI}}/${{ secrets.ECR_REPOSITORY_NAME }}:latest
+         
+      # - name: Stop and remove container if running
+      #   run: |
+      #    docker ps -q --filter "name=mlproj" | grep -q . && docker stop mlproj && docker rm -fv mlproj
+       
+      - name: Run Docker Image to serve users
+        run: |
+         docker run -d -p 8080:8080 --name=mlproj -e 'AWS_ACCESS_KEY_ID=${{ secrets.AWS_ACCESS_KEY_ID }}' -e 'AWS_SECRET_ACCESS_KEY=${{ secrets.AWS_SECRET_ACCESS_KEY }}' -e 'AWS_REGION=${{ secrets.AWS_REGION }}'  ${{secrets.AWS_ECR_LOGIN_URI}}/${{ secrets.ECR_REPOSITORY_NAME }}:latest
+      - name: Clean previous images and containers
+        run: |
+         docker system prune -f

.gitignore

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+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+cover/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+.pybuilder/
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+#   For a library or package, you might want to ignore these files since the code is
+#   intended to run in multiple environments; otherwise, check them in:
+# .python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# poetry
+#   Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
+#   This is especially recommended for binary packages to ensure reproducibility, and is more
+#   commonly ignored for libraries.
+#   https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
+#poetry.lock
+
+# pdm
+#   Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
+#pdm.lock
+#   pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
+#   in version control.
+#   https://pdm.fming.dev/#use-with-ide
+.pdm.toml
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/
+
+artifacts/*
+
+testing/
+
+# PyCharm
+#  JetBrains specific template is maintained in a separate JetBrains.gitignore that can
+#  be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
+#  and can be added to the global gitignore or merged into this file.  For a more nuclear
+#  option (not recommended) you can uncomment the following to ignore the entire idea folder.
+#.idea/

Dockerfile

@@ -1,16 +1,10 @@
-FROM python:3.11
+FROM python:3.8-slim-buster
 
-WORKDIR /code
+WORKDIR /app
 
-COPY ./requirements.txt /code/requirements.txt
-RUN python3 -m pip install --no-cache-dir --upgrade pip
-RUN python3 -m pip install --no-cache-dir --upgrade -r /code/requirements.txt
+COPY ./requirements.txt  /app/requirements.txt
+RUN pip install  --no-cache-dir --upgrade -r /app/requirements.txt
 
 COPY . .
 
-CMD ["panel", "serve", "/code/app.py", "--address", "0.0.0.0", "--port", "7860",  "--allow-websocket-origin", "*"]
-
-RUN mkdir /.cache
-RUN chmod 777 /.cache
-RUN mkdir .chroma
-RUN chmod 777 .chroma
+CMD ["panel", "serve", "/app/app.py", "--address", "0.0.0.0", "--port" , "7860", "--allow-websocket-origin", "avimittal30-BankChurn.hf.space"]

LICENSE

@@ -0,0 +1,21 @@
+MIT License
+
+Copyright (c) 2024 avimittal30
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.

Notes.txt

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+Entity file is used to create custom return types
+
+from mlProject.utils.common import read_yaml, create_directories
+read_yaml is written in such a way that key value pairs can be accessed using a '.'
+
+
+
+d={'a':'value1', 'b':'value2'}
+
+d['a']
+
+d.a
+
+# helps us access value using '.' instead of d['a']
+from box import ConfigBox
+d=ConfigBox({'a':'value1', 'b':'value2'})
+d.a
+
+from ensure import ensure_annotations
+
+@ensure_annotations
+def get_product(x:int, y:int)->int:
+    return x*y
+# Without ensure_annotations, this will not through any error and will give wierd output
+get_product(2,"3")
+
+
+from mlProject.utils.common import read_yaml
+from mlProject.constants import *
+read_yaml(CONFIG_FILE_PATH)

README.md

@@ -1,10 +1,9 @@
----
 title: Panel Template
 emoji: 📈
 colorFrom: gray
 colorTo: green
 sdk: docker
 pinned: false
----
 
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+
+

app.py

@@ -1,147 +1,63 @@
-import io
-import random
-from typing import List, Tuple
+from flask import Flask, render_template, request
 
-import aiohttp
-import panel as pn
-from PIL import Image
-from transformers import CLIPModel, CLIPProcessor
+import os
 
-pn.extension(design="bootstrap", sizing_mode="stretch_width")
+import numpy as np
+import pandas as pd
+from mlProject.pipeline.stage06_prediction import PredictionPipeline
 
-ICON_URLS = {
-    "brand-github": "https://github.com/holoviz/panel",
-    "brand-twitter": "https://twitter.com/Panel_Org",
-    "brand-linkedin": "https://www.linkedin.com/company/panel-org",
-    "message-circle": "https://discourse.holoviz.org/",
-    "brand-discord": "https://discord.gg/AXRHnJU6sP",
-}
+app=Flask(__name__)
 
+@app.route('/',methods=['GET'])
+def homepage():
+    return render_template("index.html")
 
-async def random_url(_):
-    pet = random.choice(["cat", "dog"])
-    api_url = f"https://api.the{pet}api.com/v1/images/search"
-    async with aiohttp.ClientSession() as session:
-        async with session.get(api_url) as resp:
-            return (await resp.json())[0]["url"]
 
+@app.route('/train',methods=['GET'])
+def training():
+    os.system("python main.py")
+    return "Training Successful"
 
-@pn.cache
-def load_processor_model(
-    processor_name: str, model_name: str
-) -> Tuple[CLIPProcessor, CLIPModel]:
-    processor = CLIPProcessor.from_pretrained(processor_name)
-    model = CLIPModel.from_pretrained(model_name)
-    return processor, model
 
-
-async def open_image_url(image_url: str) -> Image:
-    async with aiohttp.ClientSession() as session:
-        async with session.get(image_url) as resp:
-            return Image.open(io.BytesIO(await resp.read()))
-
-
-def get_similarity_scores(class_items: List[str], image: Image) -> List[float]:
-    processor, model = load_processor_model(
-        "openai/clip-vit-base-patch32", "openai/clip-vit-base-patch32"
-    )
-    inputs = processor(
-        text=class_items,
-        images=[image],
-        return_tensors="pt",  # pytorch tensors
-    )
-    outputs = model(**inputs)
-    logits_per_image = outputs.logits_per_image
-    class_likelihoods = logits_per_image.softmax(dim=1).detach().numpy()
-    return class_likelihoods[0]
-
-
-async def process_inputs(class_names: List[str], image_url: str):
-    """
-    High level function that takes in the user inputs and returns the
-    classification results as panel objects.
-    """
-    try:
-        main.disabled = True
-        if not image_url:
-            yield "##### ⚠️ Provide an image URL"
-            return
-    
-        yield "##### ⚙ Fetching image and running model..."
+@app.route('/predict',methods=['POST','GET']) # route to show the predictions in a web UI
+def index():
+    if request.method == 'POST':
         try:
-            pil_img = await open_image_url(image_url)
-            img = pn.pane.Image(pil_img, height=400, align="center")
-        except Exception as e:
-            yield f"##### 😔 Something went wrong, please try a different URL!"
-            return
-    
-        class_items = class_names.split(",")
-        class_likelihoods = get_similarity_scores(class_items, pil_img)
-    
-        # build the results column
-        results = pn.Column("##### 🎉 Here are the results!", img)
-    
-        for class_item, class_likelihood in zip(class_items, class_likelihoods):
-            row_label = pn.widgets.StaticText(
-                name=class_item.strip(), value=f"{class_likelihood:.2%}", align="center"
-            )
-            row_bar = pn.indicators.Progress(
-                value=int(class_likelihood * 100),
-                sizing_mode="stretch_width",
-                bar_color="secondary",
-                margin=(0, 10),
-                design=pn.theme.Material,
-            )
-            results.append(pn.Column(row_label, row_bar))
-        yield results
-    finally:
-        main.disabled = False
-
-
-# create widgets
-randomize_url = pn.widgets.Button(name="Randomize URL", align="end")
+            #  reading the inputs given by the user
+            CustomerId =int(request.form['CustomerId'])
+            CreditScore =int(request.form['CreditScore'])
+            Gender =int(request.form['Gender'])
+            Age =int(request.form['Age'])
+            Tenure =int(request.form['Tenure'])
+            Balance =float(request.form['Balance'])
+            NumOfProducts =int(request.form['NumOfProducts'])
+            HasCrCard =int(request.form['HasCrCard'])
+            IsActiveMember=int(request.form['IsActiveMember'])
+            EstimatedSalary =float(request.form['EstimatedSalary'])
+            Geography_Germany =int(request.form['Geography_Germany'])
+            Geography_Spain =int(request.form['Geography_Spain'])
+       
+         
+            data = [CustomerId,CreditScore,Gender,Age,Tenure,Balance,NumOfProducts,HasCrCard,IsActiveMember,EstimatedSalary,Geography_Germany,Geography_Spain]
+            data = np.array(data).reshape(1, 12)
+            
+            obj = PredictionPipeline()
+            predict = obj.predict(data)
+
+            result = "Likely to Churn" if predict == 1 else "Unlikely to Churn"
+            
+            return result
 
-image_url = pn.widgets.TextInput(
-    name="Image URL to classify",
-    value=pn.bind(random_url, randomize_url),
-)
-class_names = pn.widgets.TextInput(
-    name="Comma separated class names",
-    placeholder="Enter possible class names, e.g. cat, dog",
-    value="cat, dog, parrot",
-)
-
-input_widgets = pn.Column(
-    "##### 😊 Click randomize or paste a URL to start classifying!",
-    pn.Row(image_url, randomize_url),
-    class_names,
-)
+        except Exception as e:
+            print('The Exception message is: ',e)
+            return 'something is wrong'
 
-# add interactivity
-interactive_result = pn.panel(
-    pn.bind(process_inputs, image_url=image_url, class_names=class_names),
-    height=600,
-)
+    else:
+        return render_template('index.html')
 
-# add footer
-footer_row = pn.Row(pn.Spacer(), align="center")
-for icon, url in ICON_URLS.items():
-    href_button = pn.widgets.Button(icon=icon, width=35, height=35)
-    href_button.js_on_click(code=f"window.open('{url}')")
-    footer_row.append(href_button)
-footer_row.append(pn.Spacer())
 
-# create dashboard
-main = pn.WidgetBox(
-    input_widgets,
-    interactive_result,
-    footer_row,
-)
+# Another trial
 
-title = "Panel Demo - Image Classification"
-pn.template.BootstrapTemplate(
-    title=title,
-    main=main,
-    main_max_width="min(50%, 698px)",
-    header_background="#F08080",
-).servable(title=title)
+if __name__=="__main__":
+    # app.run(host="0.0.0.0", port=8080, debug=True)
+    app.run(host="0.0.0.0", port=8080)

config/config.yaml

@@ -0,0 +1,42 @@
+artifacts_root: artifacts
+
+
+data_ingestion:
+  root_dir: artifacts/data_ingestion
+  source_URL: https://github.com/avimittal30/datasets/raw/main/bankchurn.zip
+  local_data_file: artifacts/data_ingestion/data.zip
+  unzip_dir: artifacts/data_ingestion
+
+
+
+data_validation:
+  root_dir: artifacts/data_validation
+  unzip_data_dir: artifacts/data_ingestion/bankchurn.csv
+  STATUS_FILE: artifacts/data_validation/status.txt
+
+
+
+data_transformation:
+  root_dir: artifacts/data_transformation
+  data_path: artifacts/data_ingestion/bankchurn.csv
+
+
+model_trainer:
+  root_dir: artifacts/model_trainer
+  train_data_path: artifacts/data_transformation/train.csv
+  test_data_path: artifacts/data_transformation/test.csv
+  model_name: model.joblib
+
+
+
+model_evaluation:
+  root_dir: artifacts/model_evaluation
+  test_data_path: artifacts/data_transformation/test.csv
+  model_path: artifacts/model_trainer/model.joblib
+  metric_file_name: artifacts/model_evaluation/metrics.json
+
+
+
+
+
+

logs/running_logs.log

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+[2024-03-06 23:33:52,488:INFO:main: welcome to our customer login]
+[2024-03-09 21:43:22,701:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-09 22:18:47,428:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-09 22:18:47,430:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-09 22:22:34,682:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-09 22:22:34,684:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-09 22:23:30,010:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-09 22:23:30,013:INFO:common: created directory at: artifacts]
+[2024-03-09 22:23:30,015:INFO:common: created directory at: artifacts/data_ingestion]
+[2024-03-09 22:23:31,519:INFO:911900430: artifacts/data_ingestion/data.zip download! with following info 
+Connection: close
+Content-Length: 234325
+Cache-Control: max-age=300
+Content-Security-Policy: default-src 'none'; style-src 'unsafe-inline'; sandbox
+Content-Type: application/zip
+ETag: "27d203e0f87b934027405ae7962307a9a0f2d68f187da13a0f96cad0ba6b47a0"
+Strict-Transport-Security: max-age=31536000
+X-Content-Type-Options: nosniff
+X-Frame-Options: deny
+X-XSS-Protection: 1; mode=block
+X-GitHub-Request-Id: A45E:3E5A:860AC2:A0192B:65EC9409
+Accept-Ranges: bytes
+Date: Sat, 09 Mar 2024 16:53:31 GMT
+Via: 1.1 varnish
+X-Served-By: cache-fjr990032-FJR
+X-Cache: MISS
+X-Cache-Hits: 0
+X-Timer: S1710003211.024593,VS0,VE389
+Vary: Authorization,Accept-Encoding,Origin
+Access-Control-Allow-Origin: *
+Cross-Origin-Resource-Policy: cross-origin
+X-Fastly-Request-ID: 15f35a00139e942f41d2ad9fc7909352a202d339
+Expires: Sat, 09 Mar 2024 16:58:31 GMT
+Source-Age: 0
+
+]
+[2024-03-09 23:13:03,179:INFO:main: >>>> stage Data Ingestion Stage started <<<<<<<<]
+[2024-03-09 23:13:03,181:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-09 23:13:03,182:INFO:common: created directory at: artifacts]
+[2024-03-09 23:13:03,182:INFO:common: created directory at: artifacts/data_ingestion]
+[2024-03-09 23:13:03,183:INFO:main: >>> Stage Data Ingestion Stage completed <<<<<<]
+[2024-03-09 23:13:57,057:INFO:main: >>>> stage Data Ingestion Stage started <<<<<<<<]
+[2024-03-09 23:13:57,060:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-09 23:13:57,061:INFO:common: created directory at: artifacts]
+[2024-03-09 23:13:57,061:INFO:common: created directory at: artifacts/data_ingestion]
+[2024-03-09 23:13:58,447:INFO:data_injestion: artifacts/data_ingestion/data.zip download! with following info 
+Connection: close
+Content-Length: 234325
+Cache-Control: max-age=300
+Content-Security-Policy: default-src 'none'; style-src 'unsafe-inline'; sandbox
+Content-Type: application/zip
+ETag: "27d203e0f87b934027405ae7962307a9a0f2d68f187da13a0f96cad0ba6b47a0"
+Strict-Transport-Security: max-age=31536000
+X-Content-Type-Options: nosniff
+X-Frame-Options: deny
+X-XSS-Protection: 1; mode=block
+X-GitHub-Request-Id: 9A46:9512:6FEBA6:85CD96:65EC9FDD
+Accept-Ranges: bytes
+Date: Sat, 09 Mar 2024 17:43:58 GMT
+Via: 1.1 varnish
+X-Served-By: cache-fjr990031-FJR
+X-Cache: MISS
+X-Cache-Hits: 0
+X-Timer: S1710006238.980032,VS0,VE366
+Vary: Authorization,Accept-Encoding,Origin
+Access-Control-Allow-Origin: *
+Cross-Origin-Resource-Policy: cross-origin
+X-Fastly-Request-ID: a3e1cca9429ca0b00515aea58f10d88091dae3e7
+Expires: Sat, 09 Mar 2024 17:48:58 GMT
+Source-Age: 0
+
+]
+[2024-03-09 23:13:58,465:INFO:main: >>> Stage Data Ingestion Stage completed <<<<]
+[2024-03-10 11:59:31,874:INFO:main: >>>> stage Data Ingestion Stage started <<<<<<<<]
+[2024-03-10 11:59:31,882:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 11:59:31,885:INFO:common: created directory at: artifacts]
+[2024-03-10 11:59:31,885:INFO:common: created directory at: artifacts/data_ingestion]
+[2024-03-10 11:59:34,183:INFO:data_injestion: artifacts/data_ingestion/data.zip download! with following info 
+Connection: close
+Content-Length: 234325
+Cache-Control: max-age=300
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+[2024-03-10 11:59:34,208:INFO:main: >>> Stage Data Ingestion Stage completed <<<<]
+[2024-03-10 12:57:01,683:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 13:01:00,474:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 13:10:57,251:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 13:11:14,487:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 13:11:14,495:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 13:11:14,495:INFO:common: created directory at: artifacts]
+[2024-03-10 13:14:41,187:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 13:14:41,195:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 13:14:41,195:INFO:common: created directory at: artifacts]
+[2024-03-10 13:16:04,930:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 13:16:04,937:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 13:16:04,937:INFO:common: created directory at: artifacts]
+[2024-03-10 13:16:04,945:INFO:common: created directory at: artifacts/data_validation]
+[2024-03-10 13:24:28,625:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 13:24:28,633:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 13:24:28,633:INFO:common: created directory at: artifacts]
+[2024-03-10 13:24:28,633:INFO:common: created directory at: artifacts/data_validation]
+[2024-03-10 13:26:37,036:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 13:37:51,556:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 13:39:52,009:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 13:46:14,633:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 13:47:57,206:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 13:47:57,213:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 13:47:57,213:INFO:common: created directory at: artifacts]
+[2024-03-10 13:47:57,221:INFO:common: created directory at: artifacts/data_validation]
+[2024-03-10 13:48:18,164:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 13:48:18,172:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 13:48:18,172:INFO:common: created directory at: artifacts]
+[2024-03-10 13:48:18,180:INFO:common: created directory at: artifacts/data_validation]
+[2024-03-10 14:18:44,767:INFO:main: >>>> stage Data Ingestion Stage started <<<<<<<<]
+[2024-03-10 14:18:44,770:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 14:18:44,771:INFO:common: created directory at: artifacts]
+[2024-03-10 14:18:44,772:INFO:common: created directory at: artifacts/data_ingestion]
+[2024-03-10 14:18:44,772:INFO:data_injestion: File already exists of size: ~ 229 KB]
+[2024-03-10 14:18:44,774:INFO:main: >>> Stage Data Ingestion Stage completed <<<<<<]
+[2024-03-10 14:18:44,775:INFO:main: >>>>>> stage Data Validation stage started <<<<<<]
+[2024-03-10 14:18:44,777:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 14:18:44,778:INFO:common: created directory at: artifacts]
+[2024-03-10 14:18:44,778:ERROR:main: 'ConfigurationManager' object has no attribute 'schema']
+Traceback (most recent call last):
+  File "main.py", line 20, in <module>
+    data_ingestion.main()
+  File "c:\mlops\cicd\end-to-end-ml\src\mlProject\pipeline\stage02_data_validation.py", line 13, in main
+    data_validation_config=config.get_data_validation_config()
+  File "c:\mlops\cicd\end-to-end-ml\src\mlProject\config\configuration.py", line 33, in get_data_validation_config
+    schema=self.schema.COLUMNS
+AttributeError: 'ConfigurationManager' object has no attribute 'schema'
+[2024-03-10 14:19:57,595:INFO:main: >>>> stage Data Ingestion Stage started <<<<<<<<]
+[2024-03-10 14:19:57,598:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 14:19:57,602:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 14:19:57,603:INFO:common: created directory at: artifacts]
+[2024-03-10 14:19:57,603:INFO:common: created directory at: artifacts/data_ingestion]
+[2024-03-10 14:19:57,603:INFO:data_injestion: File already exists of size: ~ 229 KB]
+[2024-03-10 14:19:57,605:INFO:main: >>> Stage Data Ingestion Stage completed <<<<<<]
+[2024-03-10 14:19:57,605:INFO:main: >>>>>> stage Data Validation stage started <<<<<<]
+[2024-03-10 14:19:57,609:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 14:19:57,612:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 14:19:57,612:INFO:common: created directory at: artifacts]
+[2024-03-10 14:19:57,613:INFO:common: created directory at: artifacts/data_validation]
+[2024-03-10 14:19:57,635:INFO:main: >>>>>> stage Data Validation stage completed <<<<<<
+
+x==========x]
+[2024-03-10 14:22:09,305:INFO:main: >>>> stage Data Ingestion Stage started <<<<<<<<]
+[2024-03-10 14:22:09,307:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 14:22:09,310:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 14:22:09,310:INFO:common: created directory at: artifacts]
+[2024-03-10 14:22:09,311:INFO:common: created directory at: artifacts/data_ingestion]
+[2024-03-10 14:22:11,821:INFO:data_injestion: artifacts/data_ingestion/data.zip download! with following info 
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+[2024-03-10 14:22:11,838:INFO:main: >>>>>> stage Data Validation stage started <<<<<<]
+[2024-03-10 14:22:11,841:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 14:22:11,843:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 14:22:11,844:INFO:common: created directory at: artifacts]
+[2024-03-10 14:22:11,845:INFO:common: created directory at: artifacts/data_validation]
+[2024-03-10 14:22:11,872:INFO:main: >>>>>> stage Data Validation stage completed <<<<<<
+
+x==========x]
+[2024-03-10 16:12:58,586:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 16:12:58,591:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 16:12:58,593:INFO:common: created directory at: artifacts]
+[2024-03-10 16:12:58,598:INFO:common: created directory at: artifacts/data_transformation]
+[2024-03-10 16:15:24,296:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 16:15:24,299:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 16:15:24,300:INFO:common: created directory at: artifacts]
+[2024-03-10 16:15:24,302:INFO:common: created directory at: artifacts/data_transformation]
+[2024-03-10 16:22:36,489:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 16:22:36,494:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 16:22:36,495:INFO:common: created directory at: artifacts]
+[2024-03-10 16:22:36,497:INFO:common: created directory at: artifacts/data_transformation]
+[2024-03-10 16:25:36,210:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 16:25:36,213:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 16:25:36,215:INFO:common: created directory at: artifacts]
+[2024-03-10 16:25:36,216:INFO:common: created directory at: artifacts/data_transformation]
+[2024-03-10 16:27:14,824:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 16:27:14,828:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 16:27:14,829:INFO:common: created directory at: artifacts]
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+[2024-03-10 16:30:12,816:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 16:30:12,821:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 16:30:12,822:INFO:common: created directory at: artifacts]
+[2024-03-10 16:30:12,824:INFO:common: created directory at: artifacts/data_transformation]
+[2024-03-10 16:30:12,899:INFO:3354807181: Splitted data into training and the test sets]
+[2024-03-10 16:30:12,901:INFO:3354807181: (7500, 12)]
+[2024-03-10 16:30:12,901:INFO:3354807181: (2500, 12)]
+[2024-03-10 17:18:22,342:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 17:18:22,342:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 17:18:22,345:INFO:common: created directory at: artifacts]
+[2024-03-10 17:18:22,345:INFO:common: created directory at: artifacts/data_transformation]
+[2024-03-10 17:19:33,472:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 17:19:33,474:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 17:19:33,474:INFO:common: created directory at: artifacts]
+[2024-03-10 17:19:33,474:INFO:common: created directory at: artifacts/data_transformation]
+[2024-03-10 17:19:59,215:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 17:19:59,215:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 17:19:59,215:INFO:common: created directory at: artifacts]
+[2024-03-10 17:19:59,215:INFO:common: created directory at: artifacts/data_transformation]
+[2024-03-10 17:24:08,382:INFO:<stdin>: >>>>>> stage Data Transformation started <<<<<<<<<<]
+[2024-03-10 17:24:08,382:INFO:<stdin>: >>>>> stage Data Transformation completed <<<<<<<]
+[2024-03-10 17:24:48,331:INFO:main: >>>> stage Data Ingestion Stage started <<<<<<<<]
+[2024-03-10 17:24:48,334:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 17:24:48,334:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 17:24:48,334:INFO:common: created directory at: artifacts]
+[2024-03-10 17:24:48,334:INFO:common: created directory at: artifacts/data_ingestion]
+[2024-03-10 17:24:50,037:INFO:data_injestion: artifacts/data_ingestion/data.zip download! with following info 
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+[2024-03-10 17:24:50,045:INFO:main: >>>>>> stage Data Validation stage started <<<<<<]
+[2024-03-10 17:24:50,055:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 17:24:50,055:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 17:24:50,055:INFO:common: created directory at: artifacts]
+[2024-03-10 17:24:50,055:INFO:common: created directory at: artifacts/data_validation]
+[2024-03-10 17:24:50,086:INFO:main: >>>>>> stage Data Validation stage completed <<<<<<
+
+x==========x]
+[2024-03-10 17:24:50,086:INFO:main: >>>>>> stage Data Transformation started <<<<<<]
+[2024-03-10 17:24:50,094:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 17:24:50,094:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 17:24:50,094:INFO:common: created directory at: artifacts]
+[2024-03-10 17:24:50,094:INFO:common: created directory at: artifacts/data_validation]
+[2024-03-10 17:24:50,119:INFO:main: >>>>>> stage Data Transformation completed <<<<<<
+
+x==========x]
+[2024-03-10 17:28:06,122:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 17:28:06,129:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 17:28:06,129:INFO:common: created directory at: artifacts]
+[2024-03-10 17:28:06,137:INFO:common: created directory at: artifacts/data_transformation]
+[2024-03-10 17:28:06,226:INFO:3354807181: Splitted data into training and the test sets]
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+[2024-03-10 17:28:06,234:INFO:3354807181: (2500, 12)]
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+[2024-03-10 17:38:49,293:INFO:common: created directory at: artifacts]
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+[2024-03-10 17:38:50,954:INFO:main: >>>>>> stage Data Validation stage started <<<<<<]
+[2024-03-10 17:38:50,960:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 17:38:50,962:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 17:38:50,962:INFO:common: created directory at: artifacts]
+[2024-03-10 17:38:50,962:INFO:common: created directory at: artifacts/data_validation]
+[2024-03-10 17:38:50,996:INFO:main: >>>>>> stage Data Validation stage completed <<<<<<
+
+x==========x]
+[2024-03-10 17:38:50,996:INFO:main: >>>>>> stage Data Transformation started <<<<<<]
+[2024-03-10 17:38:51,001:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 17:38:51,001:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 17:38:51,001:INFO:common: created directory at: artifacts]
+[2024-03-10 17:38:51,001:INFO:common: created directory at: artifacts/data_validation]
+[2024-03-10 17:38:51,026:INFO:main: >>>>>> stage Data Transformation completed <<<<<<
+
+x==========x]
+[2024-03-10 17:41:10,140:INFO:<stdin>: >>>>>> stage Data Transformation started <<<<<<<<<<]
+[2024-03-10 17:41:10,142:INFO:<stdin>: >>>>> stage Data Transformation completed <<<<<<<]
+[2024-03-10 17:44:51,369:INFO:main: >>>> stage Data Ingestion Stage started <<<<<<<<]
+[2024-03-10 17:44:51,369:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 17:44:51,377:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 17:44:51,377:INFO:common: created directory at: artifacts]
+[2024-03-10 17:44:51,377:INFO:common: created directory at: artifacts/data_ingestion]
+[2024-03-10 17:44:51,377:INFO:data_injestion: File already exists of size: ~ 229 KB]
+[2024-03-10 17:44:51,385:INFO:main: >>> Stage Data Ingestion Stage completed <<<<]
+[2024-03-10 17:44:51,385:INFO:main: >>>>>> stage Data Validation stage started <<<<<<]
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+[2024-03-10 17:44:51,393:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 17:44:51,393:INFO:common: created directory at: artifacts]
+[2024-03-10 17:44:51,393:INFO:common: created directory at: artifacts/data_validation]
+[2024-03-10 17:44:51,427:INFO:main: >>>>>> stage Data Validation stage completed <<<<<<
+
+x==========x]
+[2024-03-10 17:44:51,427:INFO:main: >>>>>> stage Data Transformation started <<<<<<]
+[2024-03-10 17:44:51,434:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 17:44:51,434:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 17:44:51,434:INFO:common: created directory at: artifacts]
+[2024-03-10 17:44:51,434:INFO:common: created directory at: artifacts/data_validation]
+[2024-03-10 17:44:51,458:INFO:main: >>>>>> stage Data Transformation completed <<<<<<
+
+x==========x]
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+[2024-03-10 17:50:01,555:INFO:common: yaml file: schema.yaml loaded successfully]
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+[2024-03-10 17:50:03,420:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 17:50:03,420:INFO:common: created directory at: artifacts]
+[2024-03-10 17:50:03,420:INFO:common: created directory at: artifacts/data_validation]
+[2024-03-10 17:50:03,453:INFO:main: >>>>>> stage Data Validation stage completed <<<<<<
+
+x==========x]
+[2024-03-10 17:50:03,453:INFO:main: >>>>>> stage Data Transformation started <<<<<<]
+[2024-03-10 17:50:03,462:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 17:50:03,462:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 17:50:03,469:INFO:common: created directory at: artifacts]
+[2024-03-10 17:50:03,469:INFO:common: created directory at: artifacts/data_transformation]
+[2024-03-10 17:50:03,534:INFO:data_transformation: Splitted data into training and the test sets]
+[2024-03-10 17:50:03,534:INFO:data_transformation: (7500, 12)]
+[2024-03-10 17:50:03,534:INFO:data_transformation: (2500, 12)]
+[2024-03-10 17:50:03,534:INFO:main: >>>>>> stage Data Transformation completed <<<<<<
+
+x==========x]
+[2024-03-10 19:02:30,134:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 19:02:30,136:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-10 19:02:30,141:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 19:02:30,144:INFO:common: created directory at: artifacts]
+[2024-03-10 19:03:03,433:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 19:03:03,435:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-10 19:03:03,438:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 19:03:03,439:INFO:common: created directory at: artifacts]
+[2024-03-10 19:03:37,279:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 19:03:37,282:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-10 19:03:37,284:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 19:03:37,286:INFO:common: created directory at: artifacts]
+[2024-03-10 19:04:04,548:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 19:04:04,550:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-10 19:04:04,554:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 19:04:04,555:INFO:common: created directory at: artifacts]
+[2024-03-10 19:04:04,557:INFO:common: created directory at: artifacts/model_trainer]
+[2024-03-10 19:06:28,588:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 19:06:28,590:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-10 19:06:28,592:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 19:06:28,593:INFO:common: created directory at: artifacts]
+[2024-03-10 19:06:28,595:INFO:common: created directory at: artifacts/model_trainer]
+[2024-03-10 19:11:54,708:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 19:11:54,711:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-10 19:11:54,714:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 19:11:54,716:INFO:common: created directory at: artifacts]
+[2024-03-10 19:11:54,718:INFO:common: created directory at: artifacts/model_trainer]
+[2024-03-10 19:16:21,260:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 19:16:21,261:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-10 19:16:21,264:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 19:16:21,266:INFO:common: created directory at: artifacts]
+[2024-03-10 19:16:21,267:INFO:common: created directory at: artifacts/model_trainer]
+[2024-03-10 19:19:17,084:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 19:19:17,086:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-10 19:19:17,088:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 19:19:17,090:INFO:common: created directory at: artifacts]
+[2024-03-10 19:19:17,091:INFO:common: created directory at: artifacts/model_trainer]
+[2024-03-10 19:23:18,192:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 19:23:18,195:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-10 19:23:18,198:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 19:23:18,199:INFO:common: created directory at: artifacts]
+[2024-03-10 19:23:18,201:INFO:common: created directory at: artifacts/model_trainer]
+[2024-03-10 19:24:38,856:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 19:24:38,858:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-10 19:24:38,861:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 19:24:38,863:INFO:common: created directory at: artifacts]
+[2024-03-10 19:24:38,864:INFO:common: created directory at: artifacts/model_trainer]
+[2024-03-10 19:43:37,505:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-10 19:49:36,638:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-10 19:49:53,566:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 19:49:53,569:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-10 19:49:53,572:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 19:49:53,574:INFO:common: created directory at: artifacts]
+[2024-03-10 19:49:53,575:INFO:common: created directory at: artifacts/model_trainer]
+[2024-03-10 19:51:09,415:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 19:51:09,417:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-10 19:51:09,420:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 19:51:09,421:INFO:common: created directory at: artifacts]
+[2024-03-10 19:51:09,423:INFO:common: created directory at: artifacts/model_trainer]
+[2024-03-10 19:51:47,018:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 19:51:47,020:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-10 19:51:47,023:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 19:51:47,024:INFO:common: created directory at: artifacts]
+[2024-03-10 19:51:47,026:INFO:common: created directory at: artifacts/model_trainer]
+[2024-03-10 19:52:26,170:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 19:52:26,172:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-10 19:52:26,175:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 19:52:26,177:INFO:common: created directory at: artifacts]
+[2024-03-10 19:52:26,178:INFO:common: created directory at: artifacts/model_trainer]
+[2024-03-10 19:53:51,450:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 19:53:51,452:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-10 19:53:51,456:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 19:53:51,458:INFO:common: created directory at: artifacts]
+[2024-03-10 19:53:51,459:INFO:common: created directory at: artifacts/model_trainer]
+[2024-03-10 19:54:06,733:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 19:54:06,735:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-10 19:54:06,738:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 19:54:06,739:INFO:common: created directory at: artifacts]
+[2024-03-10 19:54:06,740:INFO:common: created directory at: artifacts/model_trainer]
+[2024-03-10 19:54:20,792:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 19:54:20,794:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-10 19:54:20,797:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 19:54:20,798:INFO:common: created directory at: artifacts]
+[2024-03-10 19:54:20,800:INFO:common: created directory at: artifacts/model_trainer]
+[2024-03-10 19:55:15,913:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 19:55:15,915:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-10 19:55:15,918:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 19:55:15,919:INFO:common: created directory at: artifacts]
+[2024-03-10 19:55:15,921:INFO:common: created directory at: artifacts/model_trainer]
+[2024-03-10 20:32:44,137:INFO:main: >>>> stage Data Ingestion Stage started <<<<<<<<]
+[2024-03-10 20:32:44,141:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 20:32:44,153:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 20:32:44,153:INFO:common: created directory at: artifacts]
+[2024-03-10 20:32:44,153:INFO:common: created directory at: artifacts/data_ingestion]
+[2024-03-10 20:32:44,154:INFO:data_injestion: File already exists of size: ~ 229 KB]
+[2024-03-10 20:32:44,160:INFO:main: >>> Stage Data Ingestion Stage completed <<<<]
+[2024-03-10 20:32:44,160:INFO:main: >>>>>> stage Data Validation stage started <<<<<<]
+[2024-03-10 20:32:44,164:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 20:32:44,166:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 20:32:44,167:INFO:common: created directory at: artifacts]
+[2024-03-10 20:32:44,168:INFO:common: created directory at: artifacts/data_validation]
+[2024-03-10 20:32:44,196:INFO:main: >>>>>> stage Data Validation stage completed <<<<<<
+
+x==========x]
+[2024-03-10 20:32:44,197:INFO:main: >>>>>> stage Data Transformation started <<<<<<]
+[2024-03-10 20:32:44,204:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 20:32:44,207:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 20:32:44,208:INFO:common: created directory at: artifacts]
+[2024-03-10 20:32:44,208:INFO:common: created directory at: artifacts/data_transformation]
+[2024-03-10 20:32:44,270:INFO:data_transformation: Splitted data into training and the test sets]
+[2024-03-10 20:32:44,270:INFO:data_transformation: (7500, 12)]
+[2024-03-10 20:32:44,271:INFO:data_transformation: (2500, 12)]
+[2024-03-10 20:32:44,272:INFO:main: >>>>>> stage Data Transformation completed <<<<<<
+
+x==========x]
+[2024-03-10 20:32:44,272:INFO:main: >>>>>> stage Model Training started <<<<<<]
+[2024-03-10 20:32:44,275:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 20:32:44,277:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 20:32:44,278:INFO:common: created directory at: artifacts]
+[2024-03-10 20:32:44,278:ERROR:main: 'ConfigurationManager' object has no attribute 'params']
+Traceback (most recent call last):
+  File "main.py", line 45, in <module>
+    model_trainer.main()
+  File "c:\mlops\cicd\end-to-end-ml\src\mlProject\pipeline\stage04_model_trainer.py", line 14, in main
+    model_trainer_config=config.get_model_trainer_config()
+  File "c:\mlops\cicd\end-to-end-ml\src\mlProject\config\configuration.py", line 63, in get_model_trainer_config
+    params=self.params.GradientBoostingClassifier
+AttributeError: 'ConfigurationManager' object has no attribute 'params'
+[2024-03-10 20:33:02,488:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 20:33:02,491:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-10 20:33:02,495:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 20:33:02,497:INFO:common: created directory at: artifacts]
+[2024-03-10 20:33:02,498:INFO:common: created directory at: artifacts/model_trainer]
+[2024-03-10 20:33:31,896:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 20:33:31,898:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-10 20:33:31,902:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 20:33:31,904:INFO:common: created directory at: artifacts]
+[2024-03-10 20:33:31,907:INFO:common: created directory at: artifacts/model_trainer]
+[2024-03-10 20:34:03,657:INFO:main: >>>> stage Data Ingestion Stage started <<<<<<<<]
+[2024-03-10 20:34:03,661:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 20:34:03,663:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 20:34:03,664:INFO:common: created directory at: artifacts]
+[2024-03-10 20:34:03,664:INFO:common: created directory at: artifacts/data_ingestion]
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+Date: Sun, 10 Mar 2024 15:04:06 GMT
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+
+]
+[2024-03-10 20:34:06,160:INFO:main: >>> Stage Data Ingestion Stage completed <<<<]
+[2024-03-10 20:34:06,161:INFO:main: >>>>>> stage Data Validation stage started <<<<<<]
+[2024-03-10 20:34:06,164:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 20:34:06,167:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 20:34:06,168:INFO:common: created directory at: artifacts]
+[2024-03-10 20:34:06,170:INFO:common: created directory at: artifacts/data_validation]
+[2024-03-10 20:34:06,197:INFO:main: >>>>>> stage Data Validation stage completed <<<<<<
+
+x==========x]
+[2024-03-10 20:34:06,198:INFO:main: >>>>>> stage Data Transformation started <<<<<<]
+[2024-03-10 20:34:06,203:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 20:34:06,206:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 20:34:06,207:INFO:common: created directory at: artifacts]
+[2024-03-10 20:34:06,208:INFO:common: created directory at: artifacts/data_transformation]
+[2024-03-10 20:34:06,261:INFO:data_transformation: Splitted data into training and the test sets]
+[2024-03-10 20:34:06,262:INFO:data_transformation: (7500, 12)]
+[2024-03-10 20:34:06,262:INFO:data_transformation: (2500, 12)]
+[2024-03-10 20:34:06,264:INFO:main: >>>>>> stage Data Transformation completed <<<<<<
+
+x==========x]
+[2024-03-10 20:34:06,264:INFO:main: >>>>>> stage Model Training started <<<<<<]
+[2024-03-10 20:34:06,267:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 20:34:06,270:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 20:34:06,271:INFO:common: created directory at: artifacts]
+[2024-03-10 20:34:06,271:ERROR:main: 'ConfigurationManager' object has no attribute 'params']
+Traceback (most recent call last):
+  File "main.py", line 45, in <module>
+    model_trainer.main()
+  File "c:\mlops\cicd\end-to-end-ml\src\mlProject\pipeline\stage04_model_trainer.py", line 14, in main
+    model_trainer_config=config.get_model_trainer_config()
+  File "c:\mlops\cicd\end-to-end-ml\src\mlProject\config\configuration.py", line 63, in get_model_trainer_config
+    params=self.params.GradientBoostingClassifier
+AttributeError: 'ConfigurationManager' object has no attribute 'params'
+[2024-03-10 20:42:05,523:INFO:main: >>>> stage Data Ingestion Stage started <<<<<<<<]
+[2024-03-10 20:42:05,526:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 20:42:05,529:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 20:42:05,530:INFO:common: created directory at: artifacts]
+[2024-03-10 20:42:05,531:INFO:common: created directory at: artifacts/data_ingestion]
+[2024-03-10 20:42:06,989:INFO:data_injestion: artifacts/data_ingestion/data.zip download! with following info 
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+
+]
+[2024-03-10 20:42:07,007:INFO:main: >>> Stage Data Ingestion Stage completed <<<<]
+[2024-03-10 20:42:07,008:INFO:main: >>>>>> stage Data Validation stage started <<<<<<]
+[2024-03-10 20:42:07,011:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 20:42:07,013:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 20:42:07,014:INFO:common: created directory at: artifacts]
+[2024-03-10 20:42:07,015:INFO:common: created directory at: artifacts/data_validation]
+[2024-03-10 20:42:07,042:INFO:main: >>>>>> stage Data Validation stage completed <<<<<<
+
+x==========x]
+[2024-03-10 20:42:07,043:INFO:main: >>>>>> stage Data Transformation started <<<<<<]
+[2024-03-10 20:42:07,050:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 20:42:07,054:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 20:42:07,055:INFO:common: created directory at: artifacts]
+[2024-03-10 20:42:07,056:INFO:common: created directory at: artifacts/data_transformation]
+[2024-03-10 20:42:07,115:INFO:data_transformation: Splitted data into training and the test sets]
+[2024-03-10 20:42:07,116:INFO:data_transformation: (7500, 12)]
+[2024-03-10 20:42:07,117:INFO:data_transformation: (2500, 12)]
+[2024-03-10 20:42:07,118:INFO:main: >>>>>> stage Data Transformation completed <<<<<<
+
+x==========x]
+[2024-03-10 20:42:07,119:INFO:main: >>>>>> stage Model Training started <<<<<<]
+[2024-03-10 20:42:07,121:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 20:42:07,124:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 20:42:07,125:INFO:common: created directory at: artifacts]
+[2024-03-10 20:42:07,125:ERROR:main: 'ConfigurationManager' object has no attribute 'params']
+Traceback (most recent call last):
+  File "main.py", line 45, in <module>
+    model_trainer.main()
+  File "c:\mlops\cicd\end-to-end-ml\src\mlProject\pipeline\stage04_model_trainer.py", line 14, in main
+    model_trainer_config=config.get_model_trainer_config()
+  File "c:\mlops\cicd\end-to-end-ml\src\mlProject\config\configuration.py", line 63, in get_model_trainer_config
+    params=self.params.GradientBoostingClassifier
+AttributeError: 'ConfigurationManager' object has no attribute 'params'
+[2024-03-10 20:44:07,912:INFO:main: >>>> stage Data Ingestion Stage started <<<<<<<<]
+[2024-03-10 20:44:07,916:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 20:44:07,917:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-10 20:44:07,920:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 20:44:07,921:INFO:common: created directory at: artifacts]
+[2024-03-10 20:44:07,921:INFO:common: created directory at: artifacts/data_ingestion]
+[2024-03-10 20:44:07,922:INFO:data_injestion: File already exists of size: ~ 229 KB]
+[2024-03-10 20:44:07,926:INFO:main: >>> Stage Data Ingestion Stage completed <<<<]
+[2024-03-10 20:44:07,927:INFO:main: >>>>>> stage Data Validation stage started <<<<<<]
+[2024-03-10 20:44:07,930:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 20:44:07,931:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-10 20:44:07,933:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 20:44:07,934:INFO:common: created directory at: artifacts]
+[2024-03-10 20:44:07,934:INFO:common: created directory at: artifacts/data_validation]
+[2024-03-10 20:44:07,963:INFO:main: >>>>>> stage Data Validation stage completed <<<<<<
+
+x==========x]
+[2024-03-10 20:44:07,964:INFO:main: >>>>>> stage Data Transformation started <<<<<<]
+[2024-03-10 20:44:07,969:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 20:44:07,970:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-10 20:44:07,973:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 20:44:07,973:INFO:common: created directory at: artifacts]
+[2024-03-10 20:44:07,973:INFO:common: created directory at: artifacts/data_transformation]
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+[2024-03-10 20:44:08,030:INFO:data_transformation: (7500, 12)]
+[2024-03-10 20:44:08,030:INFO:data_transformation: (2500, 12)]
+[2024-03-10 20:44:08,031:INFO:main: >>>>>> stage Data Transformation completed <<<<<<
+
+x==========x]
+[2024-03-10 20:44:08,032:INFO:main: >>>>>> stage Model Training started <<<<<<]
+[2024-03-10 20:44:08,034:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 20:44:08,035:INFO:common: yaml file: params.yaml loaded successfully]
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+[2024-03-10 20:44:08,039:INFO:common: created directory at: artifacts]
+[2024-03-10 20:44:08,039:INFO:common: created directory at: artifacts/model_trainer]
+[2024-03-10 20:44:12,485:INFO:main: >>>>>> stage Model Training completed <<<<<<
+
+x==========x]
+[2024-03-10 20:44:24,006:INFO:main: >>>> stage Data Ingestion Stage started <<<<<<<<]
+[2024-03-10 20:44:24,009:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 20:44:24,010:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-10 20:44:24,012:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 20:44:24,013:INFO:common: created directory at: artifacts]
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+[2024-03-10 20:44:25,189:INFO:main: >>> Stage Data Ingestion Stage completed <<<<]
+[2024-03-10 20:44:25,190:INFO:main: >>>>>> stage Data Validation stage started <<<<<<]
+[2024-03-10 20:44:25,193:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 20:44:25,195:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-10 20:44:25,197:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 20:44:25,198:INFO:common: created directory at: artifacts]
+[2024-03-10 20:44:25,198:INFO:common: created directory at: artifacts/data_validation]
+[2024-03-10 20:44:25,225:INFO:main: >>>>>> stage Data Validation stage completed <<<<<<
+
+x==========x]
+[2024-03-10 20:44:25,226:INFO:main: >>>>>> stage Data Transformation started <<<<<<]
+[2024-03-10 20:44:25,232:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 20:44:25,233:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-10 20:44:25,236:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 20:44:25,237:INFO:common: created directory at: artifacts]
+[2024-03-10 20:44:25,238:INFO:common: created directory at: artifacts/data_transformation]
+[2024-03-10 20:44:25,296:INFO:data_transformation: Splitted data into training and the test sets]
+[2024-03-10 20:44:25,297:INFO:data_transformation: (7500, 12)]
+[2024-03-10 20:44:25,297:INFO:data_transformation: (2500, 12)]
+[2024-03-10 20:44:25,298:INFO:main: >>>>>> stage Data Transformation completed <<<<<<
+
+x==========x]
+[2024-03-10 20:44:25,299:INFO:main: >>>>>> stage Model Training started <<<<<<]
+[2024-03-10 20:44:25,303:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-10 20:44:25,304:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-10 20:44:25,306:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-10 20:44:25,307:INFO:common: created directory at: artifacts]
+[2024-03-10 20:44:25,308:INFO:common: created directory at: artifacts/model_trainer]
+[2024-03-10 20:44:29,831:INFO:main: >>>>>> stage Model Training completed <<<<<<
+
+x==========x]
+[2024-03-11 01:01:27,115:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-11 01:01:27,118:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-11 01:01:27,123:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-11 01:01:27,125:INFO:common: created directory at: artifacts]
+[2024-03-11 01:04:29,197:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-11 01:04:29,199:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-11 01:04:29,204:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-11 01:04:29,205:INFO:common: created directory at: artifacts]
+[2024-03-11 01:09:38,476:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-11 01:09:38,478:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-11 01:09:38,481:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-11 01:09:38,482:INFO:common: created directory at: artifacts]
+[2024-03-11 01:19:28,892:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-11 01:19:28,894:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-11 01:19:28,899:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-11 01:19:28,901:INFO:common: created directory at: artifacts]
+[2024-03-11 01:31:38,163:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-11 01:31:38,171:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-11 01:31:38,179:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-11 01:31:38,187:INFO:common: created directory at: artifacts]
+[2024-03-11 01:56:53,507:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-11 01:56:53,507:INFO:common: yaml file: params.yaml loaded successfully]
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+[2024-03-11 01:57:43,079:INFO:common: yaml file: config\config.yaml loaded successfully]
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+[2024-03-11 02:25:08,697:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-11 02:25:08,697:INFO:common: yaml file: schema.yaml loaded successfully]
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+[2024-03-11 02:25:44,460:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-11 02:25:44,467:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-11 02:25:44,467:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-11 02:25:44,467:INFO:common: created directory at: artifacts]
+[2024-03-11 02:27:55,369:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-11 02:27:55,369:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-11 02:27:55,377:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-11 02:27:55,377:INFO:common: created directory at: artifacts]
+[2024-03-11 02:27:55,385:INFO:common: created directory at: artifacts/model_evaluation]
+[2024-03-11 02:27:57,324:INFO:common: json file saved at: artifacts\model_evaluation\metrics.json]
+[2024-03-11 02:28:31,434:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-11 02:28:31,438:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-11 02:28:31,442:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-11 02:28:31,442:INFO:common: created directory at: artifacts]
+[2024-03-11 02:28:31,442:INFO:common: created directory at: artifacts/model_evaluation]
+[2024-03-11 02:28:50,636:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-11 02:28:50,643:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-11 02:28:50,645:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-11 02:28:50,645:INFO:common: created directory at: artifacts]
+[2024-03-11 02:28:50,645:INFO:common: created directory at: artifacts/model_evaluation]
+[2024-03-11 02:28:52,102:INFO:common: json file saved at: artifacts\model_evaluation\metrics.json]
+[2024-03-11 12:33:52,968:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-11 12:33:52,978:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-11 12:33:53,082:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-11 12:33:53,085:INFO:common: created directory at: artifacts]
+[2024-03-11 12:33:53,086:INFO:common: created directory at: artifacts/model_evaluation]
+[2024-03-11 12:33:56,971:INFO:common: json file saved at: artifacts\model_evaluation\metrics.json]
+[2024-03-11 14:16:02,360:INFO:main: >>>> stage Data Ingestion Stage started <<<<<<<<]
+[2024-03-11 14:16:02,367:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-11 14:16:02,370:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-11 14:16:02,374:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-11 14:16:02,375:INFO:common: created directory at: artifacts]
+[2024-03-11 14:16:02,376:INFO:common: created directory at: artifacts/data_ingestion]
+[2024-03-11 14:16:02,385:INFO:data_injestion: File already exists of size: ~ 229 KB]
+[2024-03-11 14:16:02,490:INFO:main: >>> Stage Data Ingestion Stage completed <<<<]
+[2024-03-11 14:16:02,490:INFO:main: >>>>>> stage Data Validation stage started <<<<<<]
+[2024-03-11 14:16:02,496:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-11 14:16:02,497:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-11 14:16:02,500:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-11 14:16:02,501:INFO:common: created directory at: artifacts]
+[2024-03-11 14:16:02,503:INFO:common: created directory at: artifacts/data_validation]
+[2024-03-11 14:16:02,611:INFO:main: >>>>>> stage Data Validation stage completed <<<<<<
+
+x==========x]
+[2024-03-11 14:16:02,612:INFO:main: >>>>>> stage Data Transformation started <<<<<<]
+[2024-03-11 14:16:02,631:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-11 14:16:02,632:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-11 14:16:02,636:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-11 14:16:02,637:INFO:common: created directory at: artifacts]
+[2024-03-11 14:16:02,637:INFO:common: created directory at: artifacts/data_transformation]
+[2024-03-11 14:16:02,713:INFO:data_transformation: Splitted data into training and the test sets]
+[2024-03-11 14:16:02,714:INFO:data_transformation: (7500, 12)]
+[2024-03-11 14:16:02,714:INFO:data_transformation: (2500, 12)]
+[2024-03-11 14:16:02,715:INFO:main: >>>>>> stage Data Transformation completed <<<<<<
+
+x==========x]
+[2024-03-11 14:16:02,715:INFO:main: >>>>>> stage Model Training started <<<<<<]
+[2024-03-11 14:16:02,719:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-11 14:16:02,720:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-11 14:16:02,723:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-11 14:16:02,724:INFO:common: created directory at: artifacts]
+[2024-03-11 14:16:02,729:INFO:common: created directory at: artifacts/model_trainer]
+[2024-03-11 14:16:10,857:INFO:main: >>>>>> stage Model Training completed <<<<<<
+
+x==========x]
+[2024-03-11 14:16:10,858:INFO:main: >>>>>> stage Model Evaluation started <<<<<<]
+[2024-03-11 14:16:10,858:ERROR:main: __init__() missing 1 required positional argument: 'config']
+Traceback (most recent call last):
+  File "main.py", line 58, in <module>
+    model_eval = ModelEvaluation()
+TypeError: __init__() missing 1 required positional argument: 'config'
+[2024-03-11 14:27:15,876:INFO:main: >>>> stage Data Ingestion Stage started <<<<<<<<]
+[2024-03-11 14:27:15,896:INFO:common: yaml file: config\config.yaml loaded successfully]
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+[2024-03-11 14:27:17,896:INFO:main: >>> Stage Data Ingestion Stage completed <<<<]
+[2024-03-11 14:27:17,896:INFO:main: >>>>>> stage Data Validation stage started <<<<<<]
+[2024-03-11 14:27:17,902:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-11 14:27:17,904:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-11 14:27:17,907:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-11 14:27:17,908:INFO:common: created directory at: artifacts]
+[2024-03-11 14:27:17,911:INFO:common: created directory at: artifacts/data_validation]
+[2024-03-11 14:27:18,191:INFO:main: >>>>>> stage Data Validation stage completed <<<<<<
+
+x==========x]
+[2024-03-11 14:27:18,192:INFO:main: >>>>>> stage Data Transformation started <<<<<<]
+[2024-03-11 14:27:18,203:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-11 14:27:18,204:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-11 14:27:18,207:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-11 14:27:18,208:INFO:common: created directory at: artifacts]
+[2024-03-11 14:27:18,209:INFO:common: created directory at: artifacts/data_transformation]
+[2024-03-11 14:27:18,304:INFO:data_transformation: Splitted data into training and the test sets]
+[2024-03-11 14:27:18,305:INFO:data_transformation: (7500, 12)]
+[2024-03-11 14:27:18,305:INFO:data_transformation: (2500, 12)]
+[2024-03-11 14:27:18,306:INFO:main: >>>>>> stage Data Transformation completed <<<<<<
+
+x==========x]
+[2024-03-11 14:27:18,307:INFO:main: >>>>>> stage Model Training started <<<<<<]
+[2024-03-11 14:27:18,313:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-11 14:27:18,315:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-11 14:27:18,320:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-11 14:27:18,321:INFO:common: created directory at: artifacts]
+[2024-03-11 14:27:18,322:INFO:common: created directory at: artifacts/model_trainer]
+[2024-03-11 14:27:27,705:INFO:main: >>>>>> stage Model Training completed <<<<<<
+
+x==========x]
+[2024-03-11 14:27:27,705:INFO:main: >>>>>> stage Model Evaluation started <<<<<<]
+[2024-03-11 14:27:27,709:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-11 14:27:27,710:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-11 14:27:27,714:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-11 14:27:27,715:INFO:common: created directory at: artifacts]
+[2024-03-11 14:27:27,716:INFO:common: created directory at: artifacts/model_evaluation]
+[2024-03-11 14:27:28,255:INFO:common: json file saved at: artifacts\model_evaluation\metrics.json]
+[2024-03-11 14:27:38,520:INFO:main: >>>>>> stage Model Evaluation completed <<<<<<
+
+x==========x]
+[2024-03-11 14:32:42,921:INFO:main: >>>> stage Data Ingestion Stage started <<<<<<<<]
+[2024-03-11 14:32:42,928:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-11 14:32:42,932:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-11 14:32:42,935:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-11 14:32:42,937:INFO:common: created directory at: artifacts]
+[2024-03-11 14:32:42,938:INFO:common: created directory at: artifacts/data_ingestion]
+[2024-03-11 14:32:42,940:INFO:data_injestion: File already exists of size: ~ 229 KB]
+[2024-03-11 14:32:42,952:INFO:main: >>> Stage Data Ingestion Stage completed <<<<]
+[2024-03-11 14:32:42,953:INFO:main: >>>>>> stage Data Validation stage started <<<<<<]
+[2024-03-11 14:32:42,958:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-11 14:32:42,960:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-11 14:32:42,964:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-11 14:32:42,965:INFO:common: created directory at: artifacts]
+[2024-03-11 14:32:42,967:INFO:common: created directory at: artifacts/data_validation]
+[2024-03-11 14:32:43,270:INFO:main: >>>>>> stage Data Validation stage completed <<<<<<
+
+x==========x]
+[2024-03-11 14:32:43,271:INFO:main: >>>>>> stage Data Transformation started <<<<<<]
+[2024-03-11 14:32:43,320:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-11 14:32:43,322:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-11 14:32:43,326:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-11 14:32:43,327:INFO:common: created directory at: artifacts]
+[2024-03-11 14:32:43,328:INFO:common: created directory at: artifacts/data_transformation]
+[2024-03-11 14:32:43,431:INFO:data_transformation: Splitted data into training and the test sets]
+[2024-03-11 14:32:43,432:INFO:data_transformation: (7500, 12)]
+[2024-03-11 14:32:43,433:INFO:data_transformation: (2500, 12)]
+[2024-03-11 14:32:43,434:INFO:main: >>>>>> stage Data Transformation completed <<<<<<
+
+x==========x]
+[2024-03-11 14:32:43,435:INFO:main: >>>>>> stage Model Training started <<<<<<]
+[2024-03-11 14:32:43,440:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-11 14:32:43,441:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-11 14:32:43,444:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-11 14:32:43,445:INFO:common: created directory at: artifacts]
+[2024-03-11 14:32:43,446:INFO:common: created directory at: artifacts/model_trainer]
+[2024-03-11 14:32:53,160:INFO:main: >>>>>> stage Model Training completed <<<<<<
+
+x==========x]
+[2024-03-11 14:32:53,161:INFO:main: >>>>>> stage Model Evaluation started <<<<<<]
+[2024-03-11 14:32:53,165:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-11 14:32:53,167:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-11 14:32:53,171:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-11 14:32:53,172:INFO:common: created directory at: artifacts]
+[2024-03-11 14:32:53,172:INFO:common: created directory at: artifacts/model_evaluation]
+[2024-03-11 14:32:54,107:INFO:common: json file saved at: artifacts\model_evaluation\metrics.json]
+[2024-03-11 14:33:01,123:INFO:main: >>>>>> stage Model Evaluation completed <<<<<<
+
+x==========x]
+[2024-03-11 14:37:19,049:INFO:main: >>>> stage Data Ingestion Stage started <<<<<<<<]
+[2024-03-11 14:37:19,057:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-11 14:37:19,061:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-11 14:37:19,064:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-11 14:37:19,066:INFO:common: created directory at: artifacts]
+[2024-03-11 14:37:19,067:INFO:common: created directory at: artifacts/data_ingestion]
+[2024-03-11 14:37:19,067:INFO:data_injestion: File already exists of size: ~ 229 KB]
+[2024-03-11 14:37:19,078:INFO:main: >>> Stage Data Ingestion Stage completed <<<<]
+[2024-03-11 14:37:19,078:INFO:main: >>>>>> stage Data Validation stage started <<<<<<]
+[2024-03-11 14:37:19,087:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-11 14:37:19,090:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-11 14:37:19,097:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-11 14:37:19,098:INFO:common: created directory at: artifacts]
+[2024-03-11 14:37:19,099:INFO:common: created directory at: artifacts/data_validation]
+[2024-03-11 14:37:19,189:INFO:main: >>>>>> stage Data Validation stage completed <<<<<<
+
+x==========x]
+[2024-03-11 14:37:19,191:INFO:main: >>>>>> stage Data Transformation started <<<<<<]
+[2024-03-11 14:37:19,200:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-11 14:37:19,203:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-11 14:37:19,211:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-11 14:37:19,212:INFO:common: created directory at: artifacts]
+[2024-03-11 14:37:19,213:INFO:common: created directory at: artifacts/data_transformation]
+[2024-03-11 14:37:19,342:INFO:data_transformation: Splitted data into training and the test sets]
+[2024-03-11 14:37:19,343:INFO:data_transformation: (7500, 12)]
+[2024-03-11 14:37:19,344:INFO:data_transformation: (2500, 12)]
+[2024-03-11 14:37:19,345:INFO:main: >>>>>> stage Data Transformation completed <<<<<<
+
+x==========x]
+[2024-03-11 14:37:19,346:INFO:main: >>>>>> stage Model Training started <<<<<<]
+[2024-03-11 14:37:19,352:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-11 14:37:19,354:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-11 14:37:19,359:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-11 14:37:19,360:INFO:common: created directory at: artifacts]
+[2024-03-11 14:37:19,362:INFO:common: created directory at: artifacts/model_trainer]
+[2024-03-11 14:37:34,416:INFO:main: >>>>>> stage Model Training completed <<<<<<
+
+x==========x]
+[2024-03-11 14:37:34,418:INFO:main: >>>>>> stage Model Evaluation started <<<<<<]
+[2024-03-11 14:37:34,433:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-11 14:37:34,434:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-11 14:37:34,438:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-11 14:37:34,439:INFO:common: created directory at: artifacts]
+[2024-03-11 14:37:34,440:INFO:common: created directory at: artifacts/model_evaluation]
+[2024-03-11 14:37:37,358:INFO:common: json file saved at: artifacts\model_evaluation\metrics.json]
+[2024-03-11 14:37:50,235:INFO:main: >>>>>> stage Model Evaluation completed <<<<<<
+
+x==========x]
+[2024-03-12 00:55:42,100:INFO:_internal: 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://127.0.0.1:8080
+ * Running on http://192.168.0.111:8080]
+[2024-03-12 00:55:42,100:INFO:_internal: Press CTRL+C to quit]
+[2024-03-12 00:55:42,112:INFO:_internal:  * Restarting with stat]
+[2024-03-12 00:55:43,063:WARNING:_internal:  * Debugger is active!]
+[2024-03-12 00:55:43,063:INFO:_internal:  * Debugger PIN: 104-152-287]
+[2024-03-12 00:55:57,406:INFO:_internal: 192.168.0.111 - - [12/Mar/2024 00:55:57] "GET / HTTP/1.1" 200 -]
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+[2024-03-12 00:59:55,954:INFO:_internal: 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://127.0.0.1:8080
+ * Running on http://192.168.0.111:8080]
+[2024-03-12 00:59:55,954:INFO:_internal: Press CTRL+C to quit]
+[2024-03-12 00:59:55,957:INFO:_internal:  * Restarting with stat]
+[2024-03-12 01:00:55,345:INFO:_internal: 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://127.0.0.1:8080
+ * Running on http://192.168.0.111:8080]
+[2024-03-12 01:00:55,346:INFO:_internal: Press CTRL+C to quit]
+[2024-03-12 01:00:55,348:INFO:_internal:  * Restarting with stat]
+[2024-03-12 01:00:56,338:WARNING:_internal:  * Debugger is active!]
+[2024-03-12 01:00:56,373:INFO:_internal:  * Debugger PIN: 104-152-287]
+[2024-03-12 01:01:31,233:INFO:_internal: 192.168.0.111 - - [12/Mar/2024 01:01:31] "GET / HTTP/1.1" 200 -]
+[2024-03-12 01:01:44,027:INFO:_internal: 192.168.0.111 - - [12/Mar/2024 01:01:44] "GET / HTTP/1.1" 200 -]
+[2024-03-12 01:01:47,313:INFO:_internal: 192.168.0.111 - - [12/Mar/2024 01:01:47] "GET / HTTP/1.1" 200 -]
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+[2024-03-12 01:04:18,103:INFO:_internal: 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://127.0.0.1:8080
+ * Running on http://192.168.0.111:8080]
+[2024-03-12 01:04:18,104:INFO:_internal: Press CTRL+C to quit]
+[2024-03-12 01:04:18,106:INFO:_internal:  * Restarting with stat]
+[2024-03-12 01:04:19,031:WARNING:_internal:  * Debugger is active!]
+[2024-03-12 01:04:19,049:INFO:_internal:  * Debugger PIN: 104-152-287]
+[2024-03-12 01:04:21,174:INFO:_internal: 192.168.0.111 - - [12/Mar/2024 01:04:21] "GET / HTTP/1.1" 200 -]
+[2024-03-12 01:04:21,236:INFO:_internal: 192.168.0.111 - - [12/Mar/2024 01:04:21] "GET /static/css/styles.css HTTP/1.1" 404 -]
+[2024-03-12 01:04:21,238:INFO:_internal: 192.168.0.111 - - [12/Mar/2024 01:04:21] "GET /static/css2/nunito-font.css HTTP/1.1" 404 -]
+[2024-03-12 01:04:21,240:INFO:_internal: 192.168.0.111 - - [12/Mar/2024 01:04:21] "GET /static/css2/style.css HTTP/1.1" 404 -]
+[2024-03-12 01:04:22,565:INFO:_internal: 192.168.0.111 - - [12/Mar/2024 01:04:22] "GET /static/assets/img/wine.jpg HTTP/1.1" 404 -]
+[2024-03-12 01:04:22,567:INFO:_internal: 192.168.0.111 - - [12/Mar/2024 01:04:22] "GET /static/assets/img/form-v9.jpg HTTP/1.1" 404 -]
+[2024-03-12 01:04:22,597:INFO:_internal: 192.168.0.111 - - [12/Mar/2024 01:04:22] "GET /static/assets/favicon.ico HTTP/1.1" 404 -]
+[2024-03-12 01:06:26,986:INFO:_internal:  * Detected change in 'C:\\MLOps\\CICD\\End-to-End-ML\\app.py', reloading]
+[2024-03-12 01:06:27,072:INFO:_internal:  * Restarting with stat]
+[2024-03-12 01:06:27,948:WARNING:_internal:  * Debugger is active!]
+[2024-03-12 01:06:27,967:INFO:_internal:  * Debugger PIN: 104-152-287]
+[2024-03-12 01:06:44,144:INFO:_internal: 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://127.0.0.1:8080
+ * Running on http://192.168.0.111:8080]
+[2024-03-12 01:06:44,144:INFO:_internal: Press CTRL+C to quit]
+[2024-03-12 01:06:44,154:INFO:_internal:  * Restarting with stat]
+[2024-03-12 01:06:45,091:WARNING:_internal:  * Debugger is active!]
+[2024-03-12 01:06:45,111:INFO:_internal:  * Debugger PIN: 104-152-287]
+[2024-03-12 01:06:49,405:INFO:_internal: 192.168.0.111 - - [12/Mar/2024 01:06:49] "GET / HTTP/1.1" 200 -]
+[2024-03-12 01:06:49,439:INFO:_internal: 192.168.0.111 - - [12/Mar/2024 01:06:49] "GET /static/css/styles.css HTTP/1.1" 404 -]
+[2024-03-12 01:06:49,442:INFO:_internal: 192.168.0.111 - - [12/Mar/2024 01:06:49] "GET /static/css2/nunito-font.css HTTP/1.1" 404 -]
+[2024-03-12 01:06:49,447:INFO:_internal: 192.168.0.111 - - [12/Mar/2024 01:06:49] "GET /static/css2/style.css HTTP/1.1" 404 -]
+[2024-03-12 01:06:49,486:INFO:_internal: 192.168.0.111 - - [12/Mar/2024 01:06:49] "GET /static/assets/img/wine.jpg HTTP/1.1" 404 -]
+[2024-03-12 01:06:49,488:INFO:_internal: 192.168.0.111 - - [12/Mar/2024 01:06:49] "GET /static/assets/img/form-v9.jpg HTTP/1.1" 404 -]
+[2024-03-12 01:07:05,782:INFO:main: >>>> stage Data Ingestion Stage started <<<<<<<<]
+[2024-03-12 01:07:05,791:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-12 01:07:05,798:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-12 01:07:05,805:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-12 01:07:05,806:INFO:common: created directory at: artifacts]
+[2024-03-12 01:07:05,806:INFO:common: created directory at: artifacts/data_ingestion]
+[2024-03-12 01:07:05,807:INFO:data_injestion: File already exists of size: ~ 229 KB]
+[2024-03-12 01:07:05,822:INFO:main: >>> Stage Data Ingestion Stage completed <<<<]
+[2024-03-12 01:07:05,823:INFO:main: >>>>>> stage Data Validation stage started <<<<<<]
+[2024-03-12 01:07:05,826:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-12 01:07:05,826:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-12 01:07:05,826:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-12 01:07:05,826:INFO:common: created directory at: artifacts]
+[2024-03-12 01:07:05,826:INFO:common: created directory at: artifacts/data_validation]
+[2024-03-12 01:07:05,862:INFO:main: >>>>>> stage Data Validation stage completed <<<<<<
+
+x==========x]
+[2024-03-12 01:07:05,863:INFO:main: >>>>>> stage Data Transformation started <<<<<<]
+[2024-03-12 01:07:05,873:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-12 01:07:05,874:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-12 01:07:05,877:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-12 01:07:05,878:INFO:common: created directory at: artifacts]
+[2024-03-12 01:07:05,878:INFO:common: created directory at: artifacts/data_transformation]
+[2024-03-12 01:07:05,929:INFO:data_transformation: Splitted data into training and the test sets]
+[2024-03-12 01:07:05,929:INFO:data_transformation: (7500, 12)]
+[2024-03-12 01:07:05,929:INFO:data_transformation: (2500, 12)]
+[2024-03-12 01:07:05,929:INFO:main: >>>>>> stage Data Transformation completed <<<<<<
+
+x==========x]
+[2024-03-12 01:07:05,929:INFO:main: >>>>>> stage Model Training started <<<<<<]
+[2024-03-12 01:07:05,929:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-12 01:07:05,943:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-12 01:07:05,946:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-12 01:07:05,946:INFO:common: created directory at: artifacts]
+[2024-03-12 01:07:05,947:INFO:common: created directory at: artifacts/model_trainer]
+[2024-03-12 01:07:12,027:INFO:main: >>>>>> stage Model Training completed <<<<<<
+
+x==========x]
+[2024-03-12 01:07:12,027:INFO:main: >>>>>> stage Model Evaluation started <<<<<<]
+[2024-03-12 01:07:12,027:INFO:common: yaml file: config\config.yaml loaded successfully]
+[2024-03-12 01:07:12,027:INFO:common: yaml file: params.yaml loaded successfully]
+[2024-03-12 01:07:12,035:INFO:common: yaml file: schema.yaml loaded successfully]
+[2024-03-12 01:07:12,036:INFO:common: created directory at: artifacts]
+[2024-03-12 01:07:12,037:INFO:common: created directory at: artifacts/model_evaluation]
+[2024-03-12 01:07:12,419:INFO:common: json file saved at: artifacts\model_evaluation\metrics.json]
+[2024-03-12 01:07:17,696:INFO:main: >>>>>> stage Model Evaluation completed <<<<<<
+
+x==========x]
+[2024-03-12 01:07:17,959:INFO:_internal: 192.168.0.111 - - [12/Mar/2024 01:07:17] "GET /train HTTP/1.1" 200 -]
+[2024-03-12 01:34:40,674:INFO:_internal: 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://127.0.0.1:8080
+ * Running on http://192.168.0.111:8080]
+[2024-03-12 01:34:40,674:INFO:_internal: Press CTRL+C to quit]
+[2024-03-12 01:34:40,691:INFO:_internal:  * Restarting with stat]
+[2024-03-12 01:34:41,616:WARNING:_internal:  * Debugger is active!]
+[2024-03-12 01:34:41,637:INFO:_internal:  * Debugger PIN: 104-152-287]
+[2024-03-12 01:34:54,339:INFO:_internal: 192.168.0.111 - - [12/Mar/2024 01:34:54] "GET / HTTP/1.1" 200 -]
+[2024-03-12 01:34:54,361:INFO:_internal: 192.168.0.111 - - [12/Mar/2024 01:34:54] "GET /static/css/styles.css HTTP/1.1" 404 -]
+[2024-03-12 01:34:54,367:INFO:_internal: 192.168.0.111 - - [12/Mar/2024 01:34:54] "GET /static/css2/nunito-font.css HTTP/1.1" 404 -]
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+[2024-03-12 01:39:08,722:INFO:_internal: 192.168.0.111 - - [12/Mar/2024 01:39:08] "POST /predict HTTP/1.1" 200 -]
+[2024-03-12 01:39:21,508:INFO:_internal: 192.168.0.111 - - [12/Mar/2024 01:39:21] "POST /predict HTTP/1.1" 200 -]
+[2024-03-13 16:32:54,722:INFO:_internal: 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://127.0.0.1:8080
+ * Running on http://192.168.0.111:8080]
+[2024-03-13 16:32:54,722:INFO:_internal: Press CTRL+C to quit]
+[2024-03-13 16:32:54,729:INFO:_internal:  * Restarting with stat]
+[2024-03-13 16:32:57,949:WARNING:_internal:  * Debugger is active!]
+[2024-03-13 16:32:57,981:INFO:_internal:  * Debugger PIN: 104-152-287]
+[2024-03-13 16:33:00,227:INFO:_internal: 192.168.0.111 - - [13/Mar/2024 16:33:00] "GET / HTTP/1.1" 200 -]
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+[2024-03-13 16:33:01,229:INFO:_internal: 192.168.0.111 - - [13/Mar/2024 16:33:01] "GET /static/assets/img/wine.jpg HTTP/1.1" 404 -]
+[2024-03-13 16:33:02,973:INFO:_internal: 192.168.0.111 - - [13/Mar/2024 16:33:02] "GET /static/assets/img/form-v9.jpg HTTP/1.1" 404 -]
+[2024-03-13 16:33:03,023:INFO:_internal: 192.168.0.111 - - [13/Mar/2024 16:33:03] "GET /static/assets/favicon.ico HTTP/1.1" 404 -]
+[2024-03-13 16:33:23,632:INFO:_internal: 192.168.0.111 - - [13/Mar/2024 16:33:23] "POST /predict HTTP/1.1" 200 -]
+[2024-03-13 16:33:23,684:INFO:_internal: 192.168.0.111 - - [13/Mar/2024 16:33:23] "GET /favicon.ico HTTP/1.1" 404 -]
+[2024-03-13 16:33:36,899:INFO:_internal: 192.168.0.111 - - [13/Mar/2024 16:33:36] "POST /predict HTTP/1.1" 200 -]
+[2024-03-13 16:33:43,438:INFO:_internal: 192.168.0.111 - - [13/Mar/2024 16:33:43] "POST /predict HTTP/1.1" 200 -]
+[2024-03-13 16:33:49,693:INFO:_internal: 192.168.0.111 - - [13/Mar/2024 16:33:49] "POST /predict HTTP/1.1" 200 -]
+[2024-03-15 00:33:29,927:INFO:_internal: 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://127.0.0.1:8080
+ * Running on http://192.168.0.111:8080]
+[2024-03-15 00:33:29,930:INFO:_internal: Press CTRL+C to quit]
+[2024-03-15 00:33:29,934:INFO:_internal:  * Restarting with stat]
+[2024-03-15 00:33:31,749:WARNING:_internal:  * Debugger is active!]
+[2024-03-15 00:33:31,799:INFO:_internal:  * Debugger PIN: 104-152-287]
+[2024-03-15 00:33:35,767:INFO:_internal: 192.168.0.111 - - [15/Mar/2024 00:33:35] "GET / HTTP/1.1" 200 -]
+[2024-03-15 00:33:35,786:INFO:_internal: 192.168.0.111 - - [15/Mar/2024 00:33:35] "GET /static/css/styles.css HTTP/1.1" 404 -]
+[2024-03-15 00:33:35,790:INFO:_internal: 192.168.0.111 - - [15/Mar/2024 00:33:35] "GET /static/css2/style.css HTTP/1.1" 404 -]
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+[2024-03-15 00:33:35,862:INFO:_internal: 192.168.0.111 - - [15/Mar/2024 00:33:35] "GET /static/assets/img/wine.jpg HTTP/1.1" 404 -]
+[2024-03-15 00:33:35,876:INFO:_internal: 192.168.0.111 - - [15/Mar/2024 00:33:35] "GET /static/assets/img/form-v9.jpg HTTP/1.1" 404 -]
+[2024-03-15 00:33:35,933:INFO:_internal: 192.168.0.111 - - [15/Mar/2024 00:33:35] "GET /static/assets/favicon.ico HTTP/1.1" 404 -]
+[2024-03-15 00:33:50,332:INFO:_internal: 192.168.0.111 - - [15/Mar/2024 00:33:50] "POST /predict HTTP/1.1" 200 -]
+[2024-03-15 00:33:50,374:INFO:_internal: 192.168.0.111 - - [15/Mar/2024 00:33:50] "GET /favicon.ico HTTP/1.1" 404 -]

main.py

@@ -0,0 +1,63 @@
+from mlProject import logger  
+from mlProject.pipeline.stage01_data_ingestion import DataIngestionPipeline
+from mlProject.pipeline.stage02_data_validation import DataValidationPipeline
+from mlProject.pipeline.stage03_data_transformation import DataTransformationPipeline
+from mlProject.pipeline.stage04_model_trainer import ModelTrainerPipeline
+from mlProject.pipeline.stage05_model_evaluation import ModelEvaluationPipeline
+
+STAGE_NAME="Data Ingestion Stage"
+
+try:
+    logger.info(f">>>> stage {STAGE_NAME} started <<<<<<<<")
+    data_ingestion=DataIngestionPipeline()
+    data_ingestion.main()
+    logger.info(f">>> Stage {STAGE_NAME} completed <<<<")
+except Exception as e:
+    logger.info(f">>> Stage {STAGE_NAME} completed <<<<<<")
+
+
+STAGE_NAME = "Data Validation stage"
+try:
+   logger.info(f">>>>>> stage {STAGE_NAME} started <<<<<<") 
+   data_ingestion = DataValidationPipeline()
+   data_ingestion.main()
+   logger.info(f">>>>>> stage {STAGE_NAME} completed <<<<<<\n\nx==========x")
+except Exception as e:
+        logger.exception(e)
+        raise e
+
+
+STAGE_NAME = "Data Transformation"
+try:
+   logger.info(f">>>>>> stage {STAGE_NAME} started <<<<<<") 
+   data_trans = DataTransformationPipeline()
+   data_trans.main()
+   logger.info(f">>>>>> stage {STAGE_NAME} completed <<<<<<\n\nx==========x")
+except Exception as e:
+        logger.exception(e)
+        raise e
+
+
+
+STAGE_NAME = "Model Training"
+try:
+   logger.info(f">>>>>> stage {STAGE_NAME} started <<<<<<") 
+   model_trainer = ModelTrainerPipeline()
+   model_trainer.main()
+   logger.info(f">>>>>> stage {STAGE_NAME} completed <<<<<<\n\nx==========x")
+except Exception as e:
+        logger.exception(e)
+        raise e
+
+
+
+STAGE_NAME= "Model Evaluation"
+
+try:
+   logger.info(f">>>>>> stage {STAGE_NAME} started <<<<<<") 
+   model_eval = ModelEvaluationPipeline()
+   model_eval.main()
+   logger.info(f">>>>>> stage {STAGE_NAME} completed <<<<<<\n\nx==========x")
+except Exception as e:
+        logger.exception(e)
+        raise e

mlruns/0/37c830c8fb26436b9a3a4468b51580ab/meta.yaml

@@ -0,0 +1,15 @@
+artifact_uri: file:///C:/MLOps/CICD/End-to-End-ML/mlruns/0/37c830c8fb26436b9a3a4468b51580ab/artifacts
+end_time: 1710147448149
+entry_point_name: ''
+experiment_id: '0'
+lifecycle_stage: active
+run_id: 37c830c8fb26436b9a3a4468b51580ab
+run_name: dapper-turtle-365
+run_uuid: 37c830c8fb26436b9a3a4468b51580ab
+source_name: ''
+source_type: 4
+source_version: ''
+start_time: 1710147448071
+status: 3
+tags: []
+user_id: avimi

mlruns/0/37c830c8fb26436b9a3a4468b51580ab/tags/mlflow.runName

@@ -0,0 +1 @@
+dapper-turtle-365

mlruns/0/37c830c8fb26436b9a3a4468b51580ab/tags/mlflow.source.git.commit

@@ -0,0 +1 @@
+0b49485974fed5634e3a8d08df0c4a921ccc6303

mlruns/0/37c830c8fb26436b9a3a4468b51580ab/tags/mlflow.source.name

@@ -0,0 +1 @@
+main.py

mlruns/0/37c830c8fb26436b9a3a4468b51580ab/tags/mlflow.source.type

@@ -0,0 +1 @@
+LOCAL

mlruns/0/37c830c8fb26436b9a3a4468b51580ab/tags/mlflow.user

@@ -0,0 +1 @@
+avimi

mlruns/0/780535f3b02c4ac4b3a041b6084116df/meta.yaml

@@ -0,0 +1,15 @@
+artifact_uri: file:///C:/MLOps/CICD/End-to-End-ML/mlruns/0/780535f3b02c4ac4b3a041b6084116df/artifacts
+end_time: 1710147773973
+entry_point_name: ''
+experiment_id: '0'
+lifecycle_stage: active
+run_id: 780535f3b02c4ac4b3a041b6084116df
+run_name: puzzled-moose-698
+run_uuid: 780535f3b02c4ac4b3a041b6084116df
+source_name: ''
+source_type: 4
+source_version: ''
+start_time: 1710147773776
+status: 3
+tags: []
+user_id: avimi

mlruns/0/780535f3b02c4ac4b3a041b6084116df/tags/mlflow.runName

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mlruns/0/780535f3b02c4ac4b3a041b6084116df/tags/mlflow.source.git.commit

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mlruns/0/780535f3b02c4ac4b3a041b6084116df/tags/mlflow.source.name

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+main.py

mlruns/0/780535f3b02c4ac4b3a041b6084116df/tags/mlflow.source.type

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+LOCAL

mlruns/0/780535f3b02c4ac4b3a041b6084116df/tags/mlflow.user

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+avimi

mlruns/0/7be3446b294a4572925fb108301f070a/meta.yaml

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+artifact_uri: file:///C:/MLOps/CICD/End-to-End-ML/mlruns/0/7be3446b294a4572925fb108301f070a/artifacts
+end_time: 1710185832349
+entry_point_name: ''
+experiment_id: '0'
+lifecycle_stage: active
+run_id: 7be3446b294a4572925fb108301f070a
+run_name: righteous-perch-987
+run_uuid: 7be3446b294a4572925fb108301f070a
+source_name: ''
+source_type: 4
+source_version: ''
+start_time: 1710185832293
+status: 3
+tags: []
+user_id: avimi

mlruns/0/7be3446b294a4572925fb108301f070a/tags/mlflow.runName

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+righteous-perch-987

mlruns/0/7be3446b294a4572925fb108301f070a/tags/mlflow.source.git.commit

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mlruns/0/7be3446b294a4572925fb108301f070a/tags/mlflow.source.name

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mlruns/0/7be3446b294a4572925fb108301f070a/tags/mlflow.source.type

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+LOCAL

mlruns/0/7be3446b294a4572925fb108301f070a/tags/mlflow.user

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mlruns/0/a13569b99794432eab956fa2669ca376/artifacts/mymodel/MLmodel

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+artifact_path: mymodel
+flavors:
+  python_function:
+    env:
+      conda: conda.yaml
+      virtualenv: python_env.yaml
+    loader_module: mlflow.sklearn
+    model_path: model.pkl
+    predict_fn: predict
+    python_version: 3.8.18
+  sklearn:
+    code: null
+    pickled_model: model.pkl
+    serialization_format: cloudpickle
+    sklearn_version: 1.3.2
+mlflow_version: 2.2.2
+model_uuid: 517aae4d0fe341e7a95625fa5ccdff42
+run_id: a13569b99794432eab956fa2669ca376
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mlruns/0/a13569b99794432eab956fa2669ca376/artifacts/mymodel/conda.yaml

@@ -0,0 +1,13 @@
+channels:
+- conda-forge
+dependencies:
+- python=3.8.18
+- pip<=23.3.1
+- pip:
+  - mlflow<3,>=2.2
+  - cloudpickle==2.2.1
+  - numpy==1.24.4
+  - psutil==5.9.8
+  - scikit-learn==1.3.2
+  - scipy==1.10.1
+name: mlflow-env

mlruns/0/a13569b99794432eab956fa2669ca376/artifacts/mymodel/model.pkl

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mlruns/0/a13569b99794432eab956fa2669ca376/artifacts/mymodel/python_env.yaml

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+python: 3.8.18
+build_dependencies:
+- pip==23.3.1
+- setuptools==68.2.2
+- wheel==0.41.2
+dependencies:
+- -r requirements.txt

mlruns/0/a13569b99794432eab956fa2669ca376/artifacts/mymodel/requirements.txt

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+mlflow<3,>=2.2
+cloudpickle==2.2.1
+numpy==1.24.4
+psutil==5.9.8
+scikit-learn==1.3.2
+scipy==1.10.1

mlruns/0/a13569b99794432eab956fa2669ca376/meta.yaml

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+artifact_uri: file:///C:/MLOps/CICD/End-to-End-ML/mlruns/0/a13569b99794432eab956fa2669ca376/artifacts
+end_time: 1710185837693
+entry_point_name: ''
+experiment_id: '0'
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mlruns/0/a13569b99794432eab956fa2669ca376/metrics/accuracy

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mlruns/0/a13569b99794432eab956fa2669ca376/metrics/precision

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mlruns/0/a13569b99794432eab956fa2669ca376/metrics/recall

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+1710185832424 0.4588910133843212 0

mlruns/0/a13569b99794432eab956fa2669ca376/params/learning_rate

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+0.3

mlruns/0/a13569b99794432eab956fa2669ca376/params/max_depth

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+8

mlruns/0/a13569b99794432eab956fa2669ca376/tags/mlflow.log-model.history

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mlruns/0/a13569b99794432eab956fa2669ca376/tags/mlflow.runName

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+artifact_path: mymodel
+flavors:
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+    env:
+      conda: conda.yaml
+      virtualenv: python_env.yaml
+    loader_module: mlflow.sklearn
+    model_path: model.pkl
+    predict_fn: predict
+    python_version: 3.8.18
+  sklearn:
+    code: null
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+    serialization_format: cloudpickle
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mlruns/0/a6eb0854a3324076b49f132bb166b06c/artifacts/mymodel/conda.yaml

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+- conda-forge
+dependencies:
+- python=3.8.18
+- pip<=23.3.1
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+  - mlflow<3,>=2.2
+  - cloudpickle==2.2.1
+  - numpy==1.24.4
+  - psutil==5.9.8
+  - scikit-learn==1.3.2
+  - scipy==1.10.1
+name: mlflow-env

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+- pip==23.3.1
+- setuptools==68.2.2
+- wheel==0.41.2
+dependencies:
+- -r requirements.txt