Update app.py

moved api key and endpoint into fxn

app.py

@@ -9,20 +9,13 @@ from sklearn.metrics.pairwise import cosine_similarity
 import os
 import requests
 
-API_KEY = os.environ["API_KEY"]
-
-
-# lists for random gen, not the best format here but it runs fine, might add these as json or txt files later
+# lists for random gen
+# i want to change this to a different format - csv, json, or txt and read the file
+# then call the class separately to create the embeddings so they dont have to run every single time the space restarts
 book_genres = ["Adventure", "Romance","Mystery", "Science Fiction","Fantasy","Thriller","Horror","Historical Fiction","Biography","Autobiography","Self-Help","Non-Fiction","Science","Cooking","Travel","Dystopian","Young Adult","Children's","Poetry","Classic","Graphic Novel","Humor","Crime","Western","Memoir","Religion","Psychology","Philosophy","Business","Finance","Parenting","Health","Fitness","Art","Music","Sports","Politics","Education","Technology","Science Fiction Fantasy","Steampunk","Drama","Historical Non-Fiction","Biographical Fiction","Mythology","Anthology","Short Stories","Essays","Fairy Tales","Magic Realism","True Crime","Satire","Romantic Suspense","Paranormal","Urban Fantasy","War","Epic Fantasy","Contemporary Fiction","Legal Thriller","Espionage","Post-Apocalyptic","Time Travel","Cultural","Medical","Environmental","Artificial Intelligence","Cyberpunk","Space Opera","Alternate History","Historical Romance","Science Fiction Romance","Young Adult Fantasy","Adventure Fantasy","Superhero","Graphic Memoir","Travel Memoir","Political Thriller","Economic","Psychological Thriller","Nature","True Adventure","Historical Mystery","Social Science","Science Biography","Space Exploration","Pop Culture","Art History","Culinary","Nature Writing","Family Drama","Classic Literature","Cultural History","Political Science","Economics","Essays and Criticism","Art Criticism","Criminal Justice","Historical Biography","Personal Development","Cookbook","Fashion","Crafts and Hobbies","Memoir","Essays","Graphic Non-Fiction", "Fantasy Romance"]
 book_themes = ["Love and Relationships","Friendship","Family","Coming of Age","Identity and Self-discovery","Adventure and Exploration","Mystery and Intrigue","Science and Technology","Fantasy Worlds","Historical Events","War and Conflict","Survival","Good vs. Evil","Justice and Morality","Revenge","Betrayal","Hope and Resilience","Isolation and Loneliness","Social Justice","Environmental Conservation","Political Corruption","Human Rights","Dystopia","Utopia","Alien Encounters","Time Travel","Art and Creativity","Death and Mortality","Cultural Identity","Personal Growth","Addiction","Education and Knowledge","Freedom and Liberation","Equality and Inequality","Society and Class","Legacy and Inheritance","Religion and Spirituality","Grief and Loss","Ambition","Transformation","Humor and Satire","Survival of the Fittest","Dreams and Aspirations","Change and Adaptation","Forgiveness","Nature and the Environment","Exploration of the Unknown","Conflict Resolution","Fate and Destiny","Artificial Intelligence","Cybersecurity","Space Exploration","Parallel Universes","Economic Struggles","Social Media and Technology","Innovation and Invention","Psychological Thrills","Philosophical Contemplation","Ancient Mythology","Modern Mythology","Epic Journeys","The Power of Imagination","Unrequited Love","Secrets and Hidden Truths","Warriors and Heroes","Surviving Adversity","Dreams and Nightmares","Rivalry and Competition","Alien Worlds","Conspiracy","Apocalyptic Scenarios","Conformity vs. Individuality","Legacy and Heritage","Nature vs. Nurture","Moral Dilemmas","Adventure and Discovery","Journey of Self-Discovery","Unlikely Friendships","Struggle for Power","Exploration of Fear","The Supernatural","Cultural Clashes","Identity Crisis","The Quest for Knowledge","The Human Condition","Hidden Agendas","Escapism","The Pursuit of Happiness","Redemption","Rebellion","Feminism and Gender Issues","Exploration of Dreams","Innocence vs. Experience","Chaos and Order","Exploration of Evil"]
 writing_tones = ["Formal","Informal","Humorous","Serious","Sarcastic","Satirical","Melancholic","Optimistic","Pessimistic","Cynical","Hopeful","Lighthearted","Dark","Gothic","Whimsical","Mysterious","Eerie","Solemn","Playful","Thoughtful","Reflective","Ironic","Sensual","Nostalgic","Surreal","Dreamy","Awe-Inspiring","Introspective","Confessional","Dramatic","Exuberant","Melodramatic","Hypnotic","Inspirational","Tongue-in-Cheek","Witty","Calm","Passionate","Detached","Frightening","Intense","Calm","Suspenseful","Brave","Desperate","Eloquent","Vivid","Casual","Whispering","Eloquent","Bitter","Tragic","Pensive","Frenzied","Melodious","Resolute","Soothing","Brisk","Lyrical","Objective","Factual","Contemplative","Sardonic","Sympathetic","Objective","Sincere","Wistful","Stoic","Empathetic","Matter-of-fact","Sentimental","Sharp","Understated","Exaggerated","Casual","Bombastic","Poetic","Charming","Apologetic","Defensive","Confrontational","Inquisitive","Candid","Reverent","Matter-of-fact","Amusing","Enthusiastic","Questioning","Reproachful","Hopeless","Despondent","Wry","Sulking","Serene","Detached","Confident","Steadfast","Foolish","Impassioned","Indignant","Self-Deprecating","Wandering","Inspiring","Bewildered"]
 
-
-# pick our model
-API_ENDPOINT = 'https://huggingface.co/HuggingFaceH4/zephyr-7b-beta'
-
-
-
 ######################################
 ########## Embeddings Class ##########
 ######################################
@@ -121,7 +114,9 @@ def format_prompt(genres, tones, themes):
     return prompt
 
 def generate_novel_title_and_summary(genres, tones, themes, temperature=1.5, max_length=512, context_length=1024):
-
+    # Get our API key and define our inference api endpoint model
+    API_KEY = os.environ["API_KEY"]
+    API_ENDPOINT = 'https://huggingface.co/HuggingFaceH4/zephyr-7b-beta'
     prompt = format_prompt(genres, tones, themes)
 
     # Generate a new random seed for each request