import gradio as gr from mammal.keys import * from mammal_demo.demo_framework import MammalObjectBroker from mammal_demo.ppi_task import PpiTask from mammal_demo.dti_task import DtiTask all_tasks = dict() all_models= 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]),*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())) 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) ppi_demo = all_tasks[ppi_task.name].demo(model_name_widgit = model_name_dropdown) # ppi_demo.visible = True dtb_demo = all_tasks[tdi_task.name].demo(model_name_widgit = model_name_dropdown) task_dropdown.change(task_change,inputs=[task_dropdown],outputs=[model_name_dropdown]+[all_tasks[task].demo() 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()