Upload 14 files

Browse files

Files changed (14) hide show

Human Age Prediction/app.py +42 -0
Human Age Prediction/artifacts/model.h5 +3 -0
Human Age Prediction/artifacts/model.pickle +3 -0
Human Age Prediction/artifacts/model.pkl +3 -0
Human Age Prediction/mlproject.egg-info/PKG-INFO +5 -0
Human Age Prediction/mlproject.egg-info/SOURCES.txt +6 -0
Human Age Prediction/mlproject.egg-info/dependency_links.txt +1 -0
Human Age Prediction/mlproject.egg-info/requires.txt +4 -0
Human Age Prediction/mlproject.egg-info/top_level.txt +1 -0
Human Age Prediction/requirements.txt +5 -0
Human Age Prediction/setup.py +27 -0
Human Age Prediction/temp.jpg +0 -0
Human Age Prediction/templates/home.html +66 -0
Human Age Prediction/templates/index.html +2 -0

Human Age Prediction/app.py ADDED Viewed

	@@ -0,0 +1,42 @@

+from flask import Flask, request, render_template
+import numpy as np
+import tensorflow as tf
+from tensorflow.keras.preprocessing import image
+import os
+import json
+app = Flask(__name__, static_folder='static')
+@app.route('/')
+def index():
+    return render_template('index.html')
+@app.route('/predictdata', methods=['GET', 'POST'])
+def predict_datapoint():
+    if request.method == 'GET':
+        print("Accepting Input")
+        return render_template('home.html', results="Submit")
+    else:
+        print("Started with Post")
+        model_path = os.path.join("artifacts", "model.h5")
+        model = tf.keras.models.load_model(model_path)
+        upload_file = request.files['image']
+        temp_filename = 'temp.png'
+        upload_file.save(temp_filename)
+        img = os.path.join(os.getcwd(), temp_filename)
+        img = image.img_to_array(tf.image.resize(image.load_img(img), [224, 224])) / 255
+        img = np.expand_dims(img, axis=0)
+        results = model.predict(img)
+        print("after Prediction")
+        results_json = json.dumps("Predicted Age = "+str(results[0][0].tolist()))  # Convert the results to JSON format
+        os.remove(temp_filename)  # Remove the temporary file
+        return results_json
+if __name__ == "__main__":
+    app.run(host="0.0.0.0", debug=True)

Human Age Prediction/artifacts/model.h5 ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:57cdd55998f71ca5ffecf0594e4bf1e92631917be494a52aff5af9e7ac7c439d
+size 130227256

Human Age Prediction/artifacts/model.pickle ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:c1b8865d31f50c973496f5e24ed36b1305d9245ec276a1814e618a4419a546d1
+size 35543390

Human Age Prediction/artifacts/model.pkl ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:63dc5eae8fed9cc1fc118b15e2b6d6ec45e7450cda6c6ec6a467d893ffa46751
+size 2589350

Human Age Prediction/mlproject.egg-info/PKG-INFO ADDED Viewed

	@@ -0,0 +1,5 @@

+Metadata-Version: 2.1
+Name: mlproject
+Version: 0.0.1
+Author: Navin
+Author-email: [email protected]

Human Age Prediction/mlproject.egg-info/SOURCES.txt ADDED Viewed

	@@ -0,0 +1,6 @@

+setup.py
+mlproject.egg-info/PKG-INFO
+mlproject.egg-info/SOURCES.txt
+mlproject.egg-info/dependency_links.txt
+mlproject.egg-info/requires.txt
+mlproject.egg-info/top_level.txt

Human Age Prediction/mlproject.egg-info/dependency_links.txt ADDED Viewed

	@@ -0,0 +1 @@


1	+

Human Age Prediction/mlproject.egg-info/requires.txt ADDED Viewed

	@@ -0,0 +1,4 @@

+pandas==2.0.1
+numpy==1.24.3
+flask==2.3.2
+tensorflow

Human Age Prediction/mlproject.egg-info/top_level.txt ADDED Viewed

	@@ -0,0 +1 @@


1	+

Human Age Prediction/requirements.txt ADDED Viewed

	@@ -0,0 +1,5 @@

+pandas==2.0.1
+numpy==1.24.3
+flask==2.3.2
+tensorflow
+-e .

Human Age Prediction/setup.py ADDED Viewed

	@@ -0,0 +1,27 @@

+from setuptools import find_packages,setup
+from typing import List
+HYPEN_E_DOT='-e .'
+def get_requirements(file_path:str)->List[str]:
+    '''
+    this function will return the list of requirements
+    '''
+    requirements=[]
+    with open(file_path) as file_obj:
+        requirements=file_obj.readlines()
+        requirements=[req.replace("\n","") for req in requirements]
+        if HYPEN_E_DOT in requirements:
+            requirements.remove(HYPEN_E_DOT)
+    return requirements
+setup(
+name='mlproject',
+version='0.0.1',
+author='Navin',
+author_email='[email protected]',
+packages=find_packages(),
+install_requires=get_requirements('requirements.txt')
+)

Human Age Prediction/temp.jpg ADDED Viewed

Human Age Prediction/templates/home.html ADDED Viewed

	@@ -0,0 +1,66 @@

+<!DOCTYPE html>
+<html>
+<head>
+  <title>Image Input Example</title>
+  <style>
+    #preview {
+      max-width: 300px;
+      max-height: 300px;
+      display: none; /* Hide the preview image initially */
+    }
+  </style>
+  <script src="https://ajax.googleapis.com/ajax/libs/jquery/3.5.1/jquery.min.js"></script>
+  <script>
+    $(document).ready(function() {
+      $("#upload-form").submit(function(event) {
+        event.preventDefault();  // Prevent the default form submission
+        var formData = new FormData(this);
+        $.ajax({
+          url: "{{ url_for('predict_datapoint') }}",
+          type: "POST",
+          data: formData,
+          processData: false,
+          contentType: false,
+          success: function(response) {
+            // Update the results field with the response
+            $("#results").text(response);
+          }
+        });
+      });
+    });
+    function showPreview(event) {
+      var input = event.target;
+      var reader = new FileReader();
+      var preview = document.getElementById('preview');
+      reader.onload = function() {
+        preview.src = reader.result;
+        preview.style.display = 'block'; // Show the preview image
+      };
+      if (input.files && input.files[0]) {
+        reader.readAsDataURL(input.files[0]);
+      } else {
+        preview.src = '#';
+        preview.style.display = 'none'; // Hide the preview image
+      }
+    }
+  </script>
+</head>
+<body>
+  <h1>Image Input</h1>
+  <form id="upload-form" enctype="multipart/form-data">
+    <input type="file" name="image" required onchange="showPreview(event)">
+    <br>
+    <img id="preview" src="#" alt="Image Preview">
+    <br>
+    <button class="btn btn--radius-2 btn--blue" type="submit">Submit</button>
+  </form>
+  <div id="results"></div>
+</body>
+</html>

Human Age Prediction/templates/index.html ADDED Viewed

	@@ -0,0 +1,2 @@


1	+ <link rel="stylesheet" href="{{ url_for('static', filename='css/main.css') }}">
2	+ <h1 id="abc">Welcome to the home page</h1>