pip install git+https://github.com/openai/whisper.git 
import gradio as gr
import whisper
model = whisper.load_model("base")

def transcribing(file):
    transcribe = model.transcribe(audio)
    return transcribe["text"]

iface = gr.Interface(fn=greet, inputs = gr.inputs.File(file_count="multiple",label="Input Files"), outputs="text")
iface.launch()