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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() | |
class State: | |
question = "" | |
context = "" | |
answer = "" | |
state = State() | |
def detect_context_from_question(): | |
state.question = detect_context_from_question.interface.inputs[0].value | |
output = query({ | |
"inputs": f"context for '{state.question}' is:", | |
}) | |
detect_context_from_question.interface.inputs[1].value = output # Update the value of the context Textbox | |
def ask_question(): | |
state.question = ask_question.interface.inputs[0].value | |
state.context = ask_question.interface.inputs[1].value | |
output2 = query2({ | |
"inputs": { | |
"question": state.question, | |
"context": state.context | |
}, | |
}) | |
ask_question.interface.outputs[0].value = output2 # Update the value of the answer Textbox | |
iface_detect = gr.Interface( | |
fn=detect_context_from_question, | |
inputs=[ | |
gr.Textbox(type="text", placeholder="Enter your question"), | |
gr.Textbox(type="text", placeholder="Enter context"), | |
gr.Button("Detect Context") | |
], | |
live=True | |
) | |
iface_ask = gr.Interface( | |
fn=ask_question, | |
inputs=[ | |
gr.Textbox(type="text", placeholder="Enter your question"), | |
gr.Textbox(type="text", placeholder="Enter context"), | |
gr.Button("Ask") | |
], | |
outputs=gr.Textbox(type="text", placeholder="Answer"), # Single Textbox for the answer | |
live=True | |
) | |
iface_detect.launch() | |
iface_ask.launch() | |