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Download app.py from AITECHPRODUCTS/custom-data: direct link, hf CLI and curl.
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- Download file 1.14 kB
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https://huggingface.co/spaces/AITECHPRODUCTS/custom-data/resolve/main/app.py
- Command line
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hf download hf://spaces/AITECHPRODUCTS/custom-data/app.py
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curl -L -o app.py https://huggingface.co/spaces/AITECHPRODUCTS/custom-data/resolve/main/app.py
1.14 kB
| from llama_index import SimpleDirectoryReader, GPTSimpleVectorIndex, LLMPredictor, ServiceContext | |
| from langchain import OpenAI | |
| import gradio as gr | |
| import os | |
| os.environ["OPENAI_API_KEY"] = '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' | |
| def construct_index(directory_path): | |
| num_outputs = 512 | |
| llm_predictor = LLMPredictor(llm=OpenAI(temperature=0.7, model_name="text-davinci-003", max_tokens=num_outputs)) | |
| service_context = ServiceContext.from_defaults(llm_predictor=llm_predictor) | |
| docs = SimpleDirectoryReader(directory_path).load_data() | |
| index = GPTSimpleVectorIndex.from_documents(docs, service_context=service_context) | |
| index.save_to_disk('index.json') | |
| return index | |
| def chatbot(input_text): | |
| index = GPTSimpleVectorIndex.load_from_disk('index.json') | |
| response = index.query(input_text, response_mode="compact") | |
| return response.response | |
| iface = gr.Interface(fn=chatbot, | |
| inputs=gr.inputs.Textbox(lines=7, label="Enter your text"), | |
| outputs="text", | |
| title="Custom-trained AI Chatbot") | |
| index = construct_index("docs") | |
| iface.launch() |