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import streamlit as st | |
from clarifai_grpc.channel.clarifai_channel import ClarifaiChannel | |
from clarifai_grpc.grpc.api import resources_pb2, service_pb2, service_pb2_grpc | |
from clarifai_grpc.grpc.api.status import status_code_pb2 | |
# Function to make API call and get text completion | |
def get_text_completion(raw_text): | |
PAT = '9b209aadda08410caf0b6d815b57e080' | |
USER_ID = 'openai' | |
APP_ID = 'chat-completion' | |
MODEL_ID = 'GPT-4' | |
MODEL_VERSION_ID = '5d7a50b44aec4a01a9c492c5a5fcf387' | |
channel = ClarifaiChannel.get_grpc_channel() | |
stub = service_pb2_grpc.V2Stub(channel) | |
metadata = (('authorization', 'Key ' + PAT),) | |
userDataObject = resources_pb2.UserAppIDSet(user_id=USER_ID, app_id=APP_ID) | |
post_model_outputs_response = stub.PostModelOutputs( | |
service_pb2.PostModelOutputsRequest( | |
user_app_id=userDataObject, | |
model_id=MODEL_ID, | |
version_id=MODEL_VERSION_ID, | |
inputs=[ | |
resources_pb2.Input( | |
data=resources_pb2.Data( | |
text=resources_pb2.Text( | |
raw=raw_text | |
) | |
) | |
) | |
] | |
), | |
metadata=metadata | |
) | |
if post_model_outputs_response.status.code != status_code_pb2.SUCCESS: | |
raise Exception(f"Post model outputs failed, status: {post_model_outputs_response.status.description}") | |
output = post_model_outputs_response.outputs[0] | |
return output.data.text.raw | |
# Streamlit app | |
def main(): | |
st.title("Text Completion App") | |
# Get user input | |
raw_text = st.text_area("Enter text:", "i need to know about narcotics pemishment") | |
# Perform text completion when button is clicked | |
if st.button("Complete Text"): | |
completion_result = get_text_completion(raw_text) | |
st.success("Completion:\n{}".format(completion_result)) | |
if __name__ == "__main__": | |
main() | |