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Create ape.py
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ape.py
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from langchain_anthropic import ChatAnthropic
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from langchain_cohere import ChatCohere
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from langchain_groq import ChatGroq
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from langchain_openai import ChatOpenAI
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from langchain_core.output_parsers import StrOutputParser
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from langchain_core.prompts import ChatPromptTemplate, MessagesPlaceholder
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from utils import Translation
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import time
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import gradio as gr
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NAME2CHAT = {"Cohere": ChatCohere, "claude-3-opus-20240229": ChatAnthropic, "claude-3-sonnet-20240229": ChatAnthropic, "claude-3-haiku-20240307": ChatAnthropic, "llama3-8b-8192": ChatGroq, "llama3-70b-8192": ChatGroq, "mixtral-8x7b-32768": ChatGroq, "gemma-7b-it": ChatGroq, "gpt-4o": ChatOpenAI, "gpt-3.5-turbo-0125": ChatOpenAI}
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NAME2APIKEY = {"Cohere": "COHERE_API_KEY", "claude-3-opus-20240229": "ANTHROPIC_API_KEY", "claude-3-sonnet-20240229": "ANTHROPIC_API_KEY", "claude-3-haiku-20240307": "ANTHROPIC_API_KEY", "llama3-8b-8192": "GROQ_API_KEY", "llama3-70b-8192": "GROQ_API_KEY", "mixtral-8x7b-32768": "GROQ_API_KEY", "gemma-7b-it": "GROQ_API_KEY", "gpt-4o": "OPENAI_API_KEY", "gpt-3.5-turbo-0125": "OPENAI_API_KEY"}
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parser = StrOutputParser()
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def reply(message, history, name, api_key, temperature, max_new_tokens, system_template):
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global pdfdb
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os.environ[NAME2APIKEY[name]] = api_key
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if name == "Cohere":
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model = NAME2CHAT[name](temperature=temperature, max_tokens=max_new_tokens)
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else:
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model = NAME2CHAT[name](model=name,temperature=temperature, max_tokens=max_new_tokens)
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prompt_template = ChatPromptTemplate.from_messages(
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[("system", system_template), ("user", "{text}")]
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)
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chain = prompt_template | model | parser
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txt = Translation(message, "en")
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if txt.original == "en":
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response = chain.invoke({"text": message})
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r = ''
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for c in response:
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r+=c
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time.sleep(0.001)
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yield r
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else:
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translation = txt.translatef()
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response = chain.invoke({"text": message})
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t = Translation(response, txt.original)
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res = t.translatef()
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r = ''
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for c in res:
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r+=c
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time.sleep(0.001)
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yield r
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chat_model = gr.Dropdown(
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[m for m in list(NAME2APIKEY)], label="Chat Model", info="Choose one of the available chat models"
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)
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user_api_key = gr.Textbox(
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label="API key",
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info="Paste your API key here",
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lines=1,
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type="password",
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)
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user_temperature = gr.Slider(0, 1, value=0.5, label="Temperature", info="Select model temperature")
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user_max_new_tokens = gr.Slider(0, 8192, value=1024, label="Max new tokens", info="Select max output tokens (higher number of tokens will result in a longer latency)")
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user_session_id = gr.Textbox(label="System Template",info="Customize your assistant with your instructions",value="You are an helpful assistant")
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additional_accordion = gr.Accordion(label="Parameters to be set before you start chatting", open=True)
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demo = gr.ChatInterface(fn=reply, additional_inputs=[chat_model, user_api_key, user_temperature, user_max_new_tokens, user_session_id], additional_inputs_accordion=additional_accordion, title="Chat with Anthropic, OpenAI, Groq and Cohere Models🤖")
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if __name__=="__main__":
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demo.launch(server_name="0.0.0.0", share=False)
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