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Update app.py
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app.py
CHANGED
@@ -2,7 +2,7 @@ from dotenv import load_dotenv
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import time
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import gradio as gr
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from PIL import Image
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from ChatCohere import chat_completion, summarize
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from PokemonCards import choose_random_cards
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from QdrantRag import NeuralSearcher, SemanticCache, qdrant_client, encoder, image_encoder, processor, sparse_encoder
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load_dotenv()
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@@ -11,7 +11,7 @@ load_dotenv()
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searcher = NeuralSearcher("pokemon_texts", "pokemon_images", qdrant_client, encoder, image_encoder, processor, sparse_encoder)
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semantic_cache = SemanticCache(qdrant_client, encoder, "semantic_cache", 0.75)
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def chat_pokemon(message: str
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answer = semantic_cache.search_cache(message)
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if answer != "":
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r = ""
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@@ -23,8 +23,7 @@ def chat_pokemon(message: str, history):
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context_search = searcher.search_text(message)
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reranked_context = searcher.reranking(message, context_search)
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context = "\n\n-----------------\n\n".join(reranked_context)
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response = chat_completion(final_prompt)
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semantic_cache.upload_to_cache(message, response)
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r = ""
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for c in response:
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@@ -41,14 +40,14 @@ def card_package(n_cards:int=5):
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description, cards = choose_random_cards(n_cards)
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package = [f"![Card {i+1}]({cards[i]})" for i in range(len(cards))]
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cards_message = "\n\n".join(package)
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natural_lang_description =
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return "## Your package:\n\n" + cards_message + "\n\n## Description:\n\n" + summarize(natural_lang_description)
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iface1 = gr.ChatInterface(fn=chat_pokemon, title="Pokemon Chatbot", description="Ask any question about Pokemon and get an answer!")
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iface2 = gr.Interface(fn=what_pokemon, title="Pokemon Image Classifier", description="Upload an image of a Pokemon and get its name!", inputs="image", outputs="text")
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iface3 = gr.Interface(fn=card_package, title="Pokemon Card Package", description="Get a package of random Pokemon cards!", inputs=gr.Slider(5,10,step=1
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iface = gr.TabbedInterface([iface1, iface2, iface3], ["PokemonChat", "Identify Pokemon", "Card Package"])
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iface.launch()
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import time
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import gradio as gr
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from PIL import Image
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from ChatCohere import chat_completion, summarize, card_completion
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from PokemonCards import choose_random_cards
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from QdrantRag import NeuralSearcher, SemanticCache, qdrant_client, encoder, image_encoder, processor, sparse_encoder
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load_dotenv()
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searcher = NeuralSearcher("pokemon_texts", "pokemon_images", qdrant_client, encoder, image_encoder, processor, sparse_encoder)
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semantic_cache = SemanticCache(qdrant_client, encoder, "semantic_cache", 0.75)
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def chat_pokemon(message: str):
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answer = semantic_cache.search_cache(message)
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if answer != "":
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r = ""
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context_search = searcher.search_text(message)
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reranked_context = searcher.reranking(message, context_search)
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context = "\n\n-----------------\n\n".join(reranked_context)
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response = chat_completion(message, "Context:\n\n"+context)
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semantic_cache.upload_to_cache(message, response)
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r = ""
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for c in response:
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description, cards = choose_random_cards(n_cards)
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package = [f"![Card {i+1}]({cards[i]})" for i in range(len(cards))]
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cards_message = "\n\n".join(package)
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natural_lang_description = card_completion(f"Can you enthusiastically describe the cards in this package?\n\n{description}")
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return "## Your package:\n\n" + cards_message + "\n\n## Description:\n\n" + summarize(natural_lang_description)
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iface1 = gr.ChatInterface(fn=chat_pokemon, title="Pokemon Chatbot", description="Ask any question about Pokemon and get an answer!")
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iface2 = gr.Interface(fn=what_pokemon, title="Pokemon Image Classifier", description="Upload an image of a Pokemon and get its name!", inputs="image", outputs="text")
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iface3 = gr.Interface(fn=card_package, title="Pokemon Card Package", description="Get a package of random Pokemon cards!", inputs=gr.Slider(5,10,step=1), outputs=gr.Markdown(value="Your output will be displayed here", label="Card Package"))
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iface = gr.TabbedInterface([iface1, iface2, iface3], ["PokemonChat", "Identify Pokemon", "Card Package"])
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iface.launch(server_name="0.0.0.0", server_port=7860)
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