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import gradio as gr | |
import requests | |
API_URL = "https://api-inference.huggingface.co/models/tiiuae/falcon-7b-instruct" | |
headers = {"Authorization": "Bearer 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"} | |
def query(payload): | |
response = requests.post(API_URL, headers=headers, json=payload) | |
return response.json() | |
API_URL2 = "https://api-inference.huggingface.co/models/valhalla/longformer-base-4096-finetuned-squadv1" | |
headers2 = {"Authorization": "Bearer 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"} | |
def query2(payload): | |
response = requests.post(API_URL2, headers=headers2, json=payload) | |
return response.json() | |
def detect_context_from_question(question): | |
output = query({ | |
"inputs": f"context for '{question}' is:", | |
}) | |
return output | |
def ask_question(question, context): | |
output2 = query2({ | |
"inputs": { | |
"question": question, | |
"context": context | |
}, | |
}) | |
return output2 | |
iface = gr.Interface( | |
fn=ask_question, | |
inputs=[ | |
gr.Textbox("Enter your question", type="text", key="question"), | |
gr.Textbox("Enter context", type="text", key="context"), | |
"Detect Context", gr.Button(detect_context_from_question, key="detect_context_button"), | |
"Ask", gr.Button("Ask", key="ask_button") | |
], | |
outputs=gr.Textbox("Output", type="text"), | |
live=True | |
) | |
iface.launch() | |