import gradio as gr from mammal_demo.demo_framework import MammalObjectBroker, MammalTask from mammal_demo.dti_task import DtiTask from mammal_demo.ppi_task import PpiTask all_tasks: dict[str, MammalTask] = dict() all_models: dict[str, MammalObjectBroker] = dict() ppi_task = PpiTask(model_dict=all_models) all_tasks[ppi_task.name] = ppi_task tdi_task = DtiTask(model_dict=all_models) all_tasks[tdi_task.name] = tdi_task ppi_model = MammalObjectBroker( model_path="ibm/biomed.omics.bl.sm.ma-ted-458m", task_list=[ppi_task.name] ) all_models[ppi_model.name] = ppi_model tdi_model = MammalObjectBroker( model_path="ibm/biomed.omics.bl.sm.ma-ted-458m.dti_bindingdb_pkd", task_list=[tdi_task.name], ) all_models[tdi_model.name] = tdi_model def create_application(): def task_change(value): visibility = [gr.update(visible=(task == value)) for task in all_tasks.keys()] # all_tasks[task].demo().visible = choices = [ model_name for model_name, model in all_models.items() if value in model.tasks ] if choices: return (gr.update(choices=choices, value=choices[0], visible=True), *visibility) else: return (gr.skip, *visibility) # return model_name_dropdown with gr.Blocks() as application: task_dropdown = gr.Dropdown(choices=["select demo"] + list(all_tasks.keys()), label="Mammal Task") task_dropdown.interactive = True model_name_dropdown = gr.Dropdown( choices=[ model_name for model_name, model in all_models.items() if task_dropdown.value in model.tasks ], interactive=True, label="Matching Mammal models", visible=False, ) task_dropdown.change( task_change, inputs=[task_dropdown], outputs=[model_name_dropdown] + [all_tasks[task].demo(model_name_widgit=model_name_dropdown) for task in all_tasks], ) # def set_demo_vis(main_text): # main_text=main_text # print(f"main text is {main_text}") # return gr.Group(visible=True) # #return gr.Group(visible=(main_text == "PPI")) # # , gr.Group( visible=(main_text == "DTI") ) # task_dropdown.change( # set_ppi_vis, inputs=task_dropdown, outputs=[ppi_demo] # ) return application full_demo = None def main(): global full_demo full_demo = create_application() full_demo.launch(show_error=True, share=False) if __name__ == "__main__": main()