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| import gradio as gr | |
| from .defaults import defaults_vanilla_single, defaults_bt_spam, defaults_bt_single, defaults_vanilla_spam | |
| from .defaults import ADDRESS_VANILLA, ADDRESS_BETTERTRANSFORMER | |
| from .backend import send_single, send_spam, get_message_single, get_message_spam | |
| with gr.Blocks() as demo: | |
| gr.Markdown(""" | |
| Let's try out TorchServe + BetterTransformer! This is some longer description This is some longer description This is some longer description") | |
| ## Inference using... | |
| """ | |
| ) | |
| with gr.Row(): | |
| with gr.Column(scale=50): | |
| gr.Markdown("### Vanilla Transformers + TorchServe") | |
| address_input_vanilla = gr.Textbox( | |
| max_lines=1, | |
| label="ip vanilla", | |
| value=ADDRESS_VANILLA, | |
| visible=False | |
| ) | |
| input_model_vanilla = gr.Textbox( | |
| max_lines=1, | |
| label="Text", | |
| value="Expectations were low, enjoyment was high", | |
| ) | |
| btn_single_vanilla = gr.Button("Send single text request") | |
| output_single_vanilla = gr.Markdown(label="Output single vanilla", value=get_message_single(**defaults_vanilla_single)) | |
| btn_spam_vanilla = gr.Button("Spam text requests (from sst2 validation set)") | |
| output_spam_vanilla = gr.Markdown(label="Output spam vanilla", value=get_message_spam(**defaults_vanilla_spam)) | |
| btn_single_vanilla.click( | |
| fn=send_single, | |
| inputs=[input_model_vanilla, address_input_vanilla], | |
| outputs=output_single_vanilla, | |
| ) | |
| btn_spam_vanilla.click( | |
| fn=send_spam, | |
| inputs=[address_input_vanilla], | |
| outputs=output_spam_vanilla, | |
| ) | |
| with gr.Column(scale=50): | |
| gr.Markdown("### BetterTransformer + TorchServe") | |
| address_input_bettertransformer = gr.Textbox( | |
| max_lines=1, | |
| label="ip bettertransformer", | |
| value=ADDRESS_BETTERTRANSFORMER, | |
| visible=False | |
| ) | |
| input_model_bettertransformer = gr.Textbox( | |
| max_lines=1, | |
| label="Text", | |
| value="Expectations were low, enjoyment was high", | |
| ) | |
| btn_single_bt = gr.Button("Send single text request") | |
| output_single_bt = gr.Markdown(label="Output single bt", value=get_message_single(**defaults_bt_single)) | |
| btn_spam_bt = gr.Button("Spam text requests (from sst2 validation set)") | |
| output_spam_bt = gr.Markdown(label="Output spam bt", value=get_message_spam(**defaults_bt_spam)) | |
| btn_single_bt.click( | |
| fn=send_single, | |
| inputs=[input_model_bettertransformer, address_input_bettertransformer], | |
| outputs=output_single_bt, | |
| ) | |
| btn_spam_bt.click( | |
| fn=send_spam, | |
| inputs=[address_input_bettertransformer], | |
| outputs=output_spam_bt, | |
| ) | |
| demo.queue(concurrency_count=1) | |
| demo.launch() |