test: fixing app

app.py

@@ -14,7 +14,7 @@ from spacy.symbols import ORTH
 # for listing tags from binary sequence
 from itertools import compress
 
-#---------------------------------------
+#------------------------------------------
 
 # Loading files
 path = './trained_models/'
@@ -27,10 +27,7 @@ clf = load(path + filename_model)
 # Loading scaler
 scaler = load(path + filename_scaler)
 
-#------------------------------------------
-
-# Parameters
-
+# Defining parameters
 thresh = 0.4
 tag_list = ['c#', 
             'java', 
@@ -71,10 +68,20 @@ tag_list = ['c#',
             'c++11', 
             'django']
 
-# --------------------------------------------
+# Instantiating language model, english
+nlp = spacy.load("en_core_web_sm")
+
+# Importing stopwords
+with open('./stopwords/stopwords.txt') as file:
+    my_stopwords = {line.rstrip() for line in file}
 
-# Functions
+# Adding my_stopwords to spacy stopwords
+nlp.Defaults.stop_words = nlp.Defaults.stop_words.union(my_stopwords)
 
+# Import and insantiate embedding model
+embed = hub.load("https://tfhub.dev/google/universal-sentence-encoder/4")
+
+# Function definitions
 def remove_code(text):
     """
     Removes "<code> some text </code>" from a text.
@@ -94,19 +101,6 @@ def remove_code(text):
 
     return str(soup)
 
-def instantiate_spacy():
-    global nlp
-    # Instantiating language model, english
-    nlp = spacy.load("en_core_web_sm")
-
-def import_stopwords():
-    # Importing stopwords
-    with open('./stopwords/stopwords.txt') as file:
-        my_stopwords = {line.rstrip() for line in file}
-    
-    # Adding my_stopwords to spacy stopwords
-    nlp.Defaults.stop_words = nlp.Defaults.stop_words.union(my_stopwords)
-
 def clean(text,tokenize=False,strict=False, **kwargs):
     """
     Returns a dictionnary with keys 'text' or 'tokens', where
@@ -216,7 +210,6 @@ def my_pred(X):
 
     return y_pred
 
-
 def binary_to_tag_list(binary):
     """
     Converts a binary list to the list of tags (str).
@@ -244,21 +237,18 @@ def tag_suggestion(raw_text):
 
 # --------------------------------------------------
 
-# Execution
-
-instantiate_spacy()
-
-import_stopwords()
-
-# Import and insantiate embedding model
-embed = hub.load("https://tfhub.dev/google/universal-sentence-encoder/4")
-
-# --------------------------------------------------
+examples = [
+    ["Jquery/Javascript Opacity animation with scroll <p>I'm looking to change the opacity on an object (and have the transition be animated) based on a users scroll.\nexample(http://davegamache.com/)</p>\n\n<p>I've searched everywhere\nlike here, but it ends up pointing me to the waypoints plugin (http://stackoverflow.com/questions/6316757/opacity-based-on-scroll-position)</p>\n\n<p>I've implemented the [waypoints][1] plugin and have the object fading once it's higher than 100px. [Using the offet attribute] but would like to basically control the opacity of an object and have the animation be visible like the above example.</p>\n\n<p>I've searched all over- this is my last resort.\nAny help is greatly appreciated.</p>\n"],
+    ['Setting cross-domain cookies in Safari <p>I have to call domain A.com (which sets the cookies with http) from domain B.com.\nAll I do on domain B.com is (javascript): </p>\n\n<pre><code>var head = document.getElementsByTagName("head")[0];\nvar script = document.createElement("script");\nscript.src = "A.com/setCookie?cache=1231213123";\nhead.appendChild(script);\n</code></pre>\n\n<p>This sets the cookie on A.com on every browser I\'ve tested, except Safari.\nAmazingly this works in IE6, even without the P3P headers.</p>\n\n<p>Is there any way to make this work in Safari?</p>\n'],
+    ['Database migrations for SQL Server <p>I need a database migration framework for SQL Server, capable of managing both schema changes and data migrations.</p>\n\n<p>I guess I am looking for something similar to django\'s <a href="http://south.aeracode.org/" rel="noreferrer">South</a> framework here.</p>\n\n<p>Given the fact that South is tightly coupled with django\'s ORM, and the fact that there\'s so many ORMs for SQL Server I guess having just a generic migration framework, enabling you to write and execute in controlled and sequential manner SQL data/schema change scripts should be sufficient.</p>\n'],
+]
 
+demo = gr.Interface(fn=tag_suggestion, 
+                    inputs="text", 
+                    outputs=["text"],
+                    examples=examples)
 
 
-def greet(name):
-    return "Hello " + name + "!!"
+if __name__ == "__main__":
+    demo.launch()
 
-iface = gr.Interface(fn=greet, inputs="text", outputs="text")
-iface.launch()