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| import comet_ml | |
| import uuid | |
| import gradio as gr | |
| class MyProject: | |
| def __init__(self): | |
| self.experiment = None | |
| def start_experiment( | |
| self, comet_api_key: str, comet_workspace: str, comet_project_name: str | |
| ): | |
| if not comet_api_key: | |
| return """ | |
| Please add your API key in order to log your predictions to a Comet Experiment. | |
| If you don't have a Comet account yet, you can sign up here: | |
| https://www.comet.ml/signup | |
| """ | |
| else: | |
| try: | |
| self.experiment = comet_ml.Experiment( | |
| api_key=comet_api_key, | |
| workspace=comet_workspace, | |
| project_name=comet_project_name, | |
| ) | |
| self.experiment.add_tags(["spaces"]) | |
| return f"Started {self.experiment.name}. Happy logging!😊" | |
| except Exception as e: | |
| return e | |
| def end_experiment(self): | |
| if self.experiment is not None: | |
| self.experiment.end() | |
| return f"Ended {self.experiment.name}" | |
| def start_comet_interface(self): | |
| demo = gr.Blocks() | |
| with demo: | |
| # credentials | |
| comet_api_key = gr.Textbox(label="Comet API Key") | |
| comet_workspace = gr.Textbox(label="Comet Workspace") | |
| comet_project_name = gr.Textbox(label="Comet Project Name") | |
| with gr.Row(): | |
| start_experiment = gr.Button("Start Experiment", variant="primary") | |
| end_experiment = gr.Button("End Experiment", variant="secondary") | |
| output = gr.Textbox(label="Status") | |
| start_experiment.click( | |
| self.start_experiment, | |
| inputs=[ | |
| comet_api_key, | |
| comet_workspace, | |
| comet_project_name, | |
| ], | |
| outputs=output, | |
| ) | |
| end_experiment.click(self.end_experiment, inputs=None, outputs=output) | |
| return demo | |
| def predict( | |
| self, | |
| model, | |
| prompt, | |
| ): | |
| io = gr.Interface.load(model) | |
| image = io(prompt) | |
| if self.experiment is not None: | |
| image_id = uuid.uuid4().hex | |
| self.experiment.log_image(image, name=image_id) | |
| self.experiment.log_text( | |
| prompt, metadata={"image_id": image_id, "model": model} | |
| ) | |
| return image | |
| def load_interface(self): | |
| model = gr.Textbox(label="Model", value="spaces/valhalla/glide-text2im") | |
| prompt = gr.Textbox(label="Prompt") | |
| outputs = gr.Image(label="Image") | |
| interface = gr.Interface(self.predict, inputs=[model, prompt], outputs=outputs) | |
| return interface | |
| def launch(self): | |
| interface = gr.TabbedInterface( | |
| [self.start_comet_interface(), self.load_interface()], | |
| tab_names=["Comet Settings", "Diffusion Model"], | |
| ) | |
| interface.launch() | |
| MyProject().launch() | |