a bunch of things ugh

server_new.py

@@ -0,0 +1,95 @@
+from keras.applications import inception_v3,imagenet_utils
+from keras.models import load_model
+import cv2
+import numpy as np
+from flask import Flask, request, make_response,jsonify
+import numpy as np
+import json
+import urllib.request
+from urllib.request import Request, urlopen
+import base64
+import numpy as np
+from flask import Flask, render_template, request, redirect, url_for, send_from_directory
+import logging
+
+model = None
+app = Flask(__name__,static_url_path='')
+
+
+def preprocess_img(img,target_size=(299,299)):
+    if (img.shape[2] == 4):
+        img = cv2.cvtColor(img, cv2.COLOR_BGRA2BGR)
+    img = cv2.resize(img,target_size)
+    img = np.divide(img,255.)
+    img = np.subtract(img,0.5)
+    img = np.multiply(img,2.)
+    return img
+
+def load_im_from_url(url):
+    requested_url = urlopen(Request(url,headers={'User-Agent': 'Mozilla/5.0'}))
+    image_array = np.asarray(bytearray(requested_url.read()), dtype=np.uint8)
+    print (image_array.shape)
+    print (image_array)
+    image_array = cv2.imdecode(image_array, -1)
+    image_array = np.expand_dims(image_array,axis=0)
+    print (image_array.shape)
+    return image_array
+
+def load_im_from_system(url):
+    image_url = url.split(',')[1]
+    image_url = image_url.replace(" ", "+")
+    image_array = base64.b64decode(image_url)
+    #image_array = np.asarray(bytearray(image_array), dtype=np.uint8)
+    image_array = np.fromstring(image_array, np.uint8)
+    image_array = cv2.imdecode(image_array, -1)
+    return image_array
+
+def predict(img):
+    img=preprocess_img(img)
+    print (img.shape)
+    global model
+    if model is None:
+        #model =inception_v3.InceptionV3()
+        model = load_model('model.h5')
+        #model.compile(optimizer='adam', loss='categorical_crossentropy')
+    preds = model.predict(np.array([img]))
+    return decode_predictions(preds)
+
+
+
+@app.route('/classify_system', methods=['GET'])
+def classify_system():
+    image_url = request.args.get('imageurl')
+    image_array = load_im_from_system(image_url)
+    resp = predict(image_array)
+    result = []
+    for r in resp[0]:
+        result.append({"class_name":r[1],"score":float(r[2])})
+    return jsonify({'results':result})
+
+@app.route('/classify_url', methods=['GET'])
+def classify_url():
+    image_url = request.args.get('imageurl')
+    image_array = load_im_from_url(image_url)
+    resp = predict(image_array)
+    result = []
+    for r in resp[0]:
+        result.append({"class_name":r[1],"score":float(r[2])})
+    return jsonify({'results':result})
+
+
+
+@app.route('/classify-system', methods=['GET'])
+def do_system():
+    return app.send_static_file('system.html')
+
+@app.route('/classify-url', methods=['GET'])
+def do_url():
+    return app.send_static_file('url.html')
+
+@app.route('/', methods=['GET'])
+def root():
+    return app.send_static_file('index.html')
+
+if __name__ == '__main__':
+    app.run(host='0.0.0.0', port=8080, debug=True)

static/LICENSE.md

@@ -0,0 +1,21 @@
+The MIT License (MIT)
+
+Copyright (c) 2015, Vincent Garreau
+
+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.

static/bower.json

@@ -0,0 +1,21 @@
+{
+  "name": "particles.js",
+  "main": "particles.js",
+  "homepage": "https://github.com/VincentGarreau/particles.js",
+  "authors": [
+    "Vincent Garreau <[email protected]>"
+  ],
+  "description": "A lightweight JavaScript library for creating particles.",
+  "keywords": [
+    "particle",
+    "particles"
+  ],
+  "license": "MIT",
+  "ignore": [
+    "**/.*",
+    "node_modules",
+    "bower_components",
+    "test",
+    "tests"
+  ]
+}

static/css/custom.css

@@ -4,7 +4,6 @@ footer {
     bottom: 30;
 }
 
-
 body {
     height: 100%;
     width: 100%;
@@ -67,4 +66,11 @@ h4{
 
 h1{
   font-family: 'PT Sans', sans-serif;
+}
+
+.round-box {
+  background-color: white !important;
+  border-radius: 15px;
+  margin-top: 3%;
+  margin-bottom: 3%;
 }

static/css/style.css

@@ -0,0 +1,95 @@
+/* =============================================================================
+   HTML5 CSS Reset Minified - Eric Meyer
+   ========================================================================== */
+
+html,body,div,span,object,iframe,h1,h2,h3,h4,h5,h6,p,blockquote,pre,abbr,address,cite,code,del,dfn,em,img,ins,kbd,q,samp,small,strong,sub,sup,var,b,i,dl,dt,dd,ol,ul,li,fieldset,form,label,legend,caption,tbody,tfoot,thead,tr,th,td,article,aside,canvas,details,figcaption,figure,footer,header,hgroup,menu,nav,section,summary,time,mark,audio,video{margin:0;padding:0;border:0;outline:0;font-size:100%;vertical-align:baseline}
+body{line-height:1}
+article,aside,details,figcaption,figure,footer,header,hgroup,menu,nav,section{display:block}
+nav ul{list-style:none}
+blockquote,q{quotes:none}
+blockquote:before,blockquote:after,q:before,q:after{content:none}
+a{margin:0;padding:0;font-size:100%;vertical-align:baseline;background:transparent;text-decoration:none}
+del{text-decoration:line-through}
+abbr[title],dfn[title]{border-bottom:1px dotted;cursor:help}
+table{border-collapse:collapse;border-spacing:0}
+hr{display:block;height:1px;border:0;border-top:1px solid #ccc;margin:1em 0;padding:0}
+input,select{vertical-align:middle}
+li{list-style:none}
+
+
+/* =============================================================================
+   My CSS
+   ========================================================================== */
+
+/* ---- base ---- */
+
+html,body{ 
+	width:100%;
+	height:100%;
+	background: white;
+}
+
+html{
+  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
+}
+
+body{
+  font:normal 75% Arial, Helvetica, sans-serif;
+}
+
+canvas{
+  display:block;
+  vertical-align:bottom;
+}
+
+
+/* ---- stats.js ---- */
+
+.count-particles{
+  background: #000022;
+  position: absolute;
+  top: 48px;
+  left: 0;
+  width: 80px;
+  color: #13E8E9;
+  font-size: .8em;
+  text-align: left;
+  text-indent: 4px;
+  line-height: 14px;
+  padding-bottom: 2px;
+  font-family: Helvetica, Arial, sans-serif;
+  font-weight: bold;
+}
+
+.js-count-particles{
+  font-size: 1.1em;
+}
+
+#stats,
+.count-particles{
+  -webkit-user-select: none;
+  margin-top: 5px;
+  margin-left: 5px;
+}
+
+#stats{
+  border-radius: 3px 3px 0 0;
+  overflow: hidden;
+}
+
+.count-particles{
+  border-radius: 0 0 3px 3px;
+}
+
+
+/* ---- particles.js container ---- */
+
+#particles-js{
+  width: 100%;
+  height: 100%;
+  background-color: #000022;
+  background-image: url('');
+  background-size: cover;
+  background-position: 50% 50%;
+  background-repeat: no-repeat;
+}

static/index.html

@@ -1,45 +1,91 @@
-<html>
+<!DOCTYPE html>
+<html lang="en">
   <head>
-    <link href="https://fonts.googleapis.com/css?family=PT+Sans:400i" rel="stylesheet">
-    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css" integrity="sha384-BVYiiSIFeK1dGmJRAkycuHAHRg32OmUcww7on3RYdg4Va+PmSTsz/K68vbdEjh4u" crossorigin="anonymous">
-    <script src="https://code.jquery.com/jquery-3.2.1.min.js" integrity="sha256-hwg4gsxgFZhOsEEamdOYGBf13FyQuiTwlAQgxVSNgt4=" crossorigin="anonymous"></script>
-    <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.3.7/js/bootstrap.min.js" integrity="sha384-Tc5IQib027qvyjSMfHjOMaLkfuWVxZxUPnCJA7l2mCWNIpG9mGCD8wGNIcPD7Txa" crossorigin="anonymous"></script>
-    <link rel="stylesheet" href="css/custom.css">
-    <title>DeepClassifyML</title>
+    <meta charset="utf-8" />
+    <title>Respiratory Buddy</title>
+    <meta
+      name="description"
+      content="particles.js is a lightweight JavaScript library for creating particles."
+    />
+    <meta
+      name="viewport"
+      content="width=device-width, initial-scale=1.0, minimum-scale=1.0, maximum-scale=1.0, user-scalable=no"
+    />
+    <link rel="stylesheet" media="screen" href="css/style.css" />
+    <link
+      href="https://fonts.googleapis.com/css?family=PT+Sans:400i"
+      rel="stylesheet"
+    />
+    <link
+      rel="stylesheet"
+      href="https://maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css"
+      integrity="sha384-BVYiiSIFeK1dGmJRAkycuHAHRg32OmUcww7on3RYdg4Va+PmSTsz/K68vbdEjh4u"
+      crossorigin="anonymous"
+    />
+    <script
+      src="https://code.jquery.com/jquery-3.2.1.min.js"
+      integrity="sha256-hwg4gsxgFZhOsEEamdOYGBf13FyQuiTwlAQgxVSNgt4="
+      crossorigin="anonymous"
+    ></script>
+    <script
+      src="https://maxcdn.bootstrapcdn.com/bootstrap/3.3.7/js/bootstrap.min.js"
+      integrity="sha384-Tc5IQib027qvyjSMfHjOMaLkfuWVxZxUPnCJA7l2mCWNIpG9mGCD8wGNIcPD7Txa"
+      crossorigin="anonymous"
+    ></script>
+    <link rel="stylesheet" href="css/custom.css" />
+    <title>Radiology Buddy</title>
   </head>
   <body id="main">
-    <div class="container">
+    <div id="particles-js" class="container">
+      <div class="over">
+        <div id="top">
+          <h2>Respiratory Condition Diagnosis Made Easy</h4>
+        </div>
 
-		<div class="fixed-background">
-  			<img src="../assets/background.jpg" height="100%" width="100%">
-		</div>
+        <br /><br />
 
-    </div>
-    <div class = "over">
-    		<div id = "top">
-          <h4>Image Recogntion Made Easy</h4>
-        </div>  
+        <div id="middle">
+          <h1>Respiratory Buddy</h1>
+          <h4>AI for Good</h6>
+        </div>
 
-        <br><br>
+        <br /><br />
 
-        <div id = "middle">
-          <h1>DeepClassifyML</h1>
-         	<h6>Artificial Intelligence with a Vision</h6>
+        <div id="last">
+          <h2><a href="/classify-url" style="color: white; font-size: 60px">Diagnose</a></h2>
         </div>
+      </div>
+    </div>
+
+    <!-- particles.js container -->
 
-        <br><br>
+    <!-- scripts -->
+    <script src="../particles.js"></script>
+    <script src="js/app.js"></script>
 
-      	<div id ="last">
-      		<h2><a href="/classify-url">GET STARTED</a></h2>
-    	</div>  
-    	</div>
-    <footer><center> Powered By - <b><a href="https://hasura.io">Hasura</a></b> </center></footer>
+    <!-- stats.js -->
+    <script>
+      var count_particles, stats, update;
+      stats = new Stats();
+      stats.setMode(0);
+      stats.domElement.style.position = "absolute";
+      stats.domElement.style.left = "0px";
+      stats.domElement.style.top = "0px";
+      document.body.appendChild(stats.domElement);
+      count_particles = document.querySelector(".js-count-particles");
+      update = function() {
+        stats.begin();
+        stats.end();
+        if (
+          window.pJSDom[0].pJS.particles &&
+          window.pJSDom[0].pJS.particles.array
+        ) {
+          count_particles.innerText =
+            window.pJSDom[0].pJS.particles.array.length;
+        }
+        requestAnimationFrame(update);
+      };
+      requestAnimationFrame(update);
+    </script>
   </body>
 </html>
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