from abc import ABC, abstractmethod from typing import Dict, List, Optional import gradio as gr import requests import ai class Component(ABC): VNAME = None def __init__(self, id_: int, visible: bool = False): # Internal state self._id = id_ self._source = self.__class__.__name__ self._initial_visibility = visible # Gradio state self.component_id: gr.Number self.visible: gr.Number self.gr_component = gr.Box self.output: gr.Textbox @abstractmethod def _render(self, id_: int, visible: bool): ... @abstractmethod def _execute(self): ... def render(self) -> None: self.component_id = gr.Number(value=self._id, visible=False) self.visible = gr.Number(int(self._initial_visibility), visible=False) self.gr_component = self._render(self._id, self._initial_visibility) def execute(self, *args): return self._execute(*args) class Input(Component): VNAME = "v" def _render(self, id_: int, visible: bool) -> gr.Textbox: self.output = gr.Textbox( label=f"Input: {{{self.VNAME}{id_}}}", interactive=True, placeholder="Variable value", visible=visible, ) return self.output def _execute(self) -> None: pass class TaskComponent(Component, ABC): VNAME = "t" @abstractmethod def inputs(self) -> List: ... @property def _n_inputs(self) -> int: return len(self.inputs()) def render(self) -> None: super().render() self.n_inputs = gr.Number(value=self._n_inputs, visible=False) class AITask(TaskComponent): NAME = "AI Task" def _render(self, id_: int, visible: bool) -> gr.Box: with gr.Box(visible=visible) as gr_component: gr.Markdown( f""" {self.NAME}
Use this Task to give instructions to ChatGPT. """ ) with gr.Row(): self.prompt = gr.Textbox( label="Instructions", lines=10, interactive=True, placeholder="Example - summarize this text: {v1}", ) self.output = gr.Textbox( label=f"Output: {{{self.VNAME}{id_}}}", lines=10, interactive=False, ) return gr_component def _execute(self, prompt: str, prompt_vars: Dict[str, str]) -> Optional[str]: if prompt: formatted_prompt = prompt.format(**prompt_vars) return ai.llm.next([{"role": "user", "content": formatted_prompt}]) def inputs(self) -> List[gr.Textbox]: return [self.prompt] class VisitURL(TaskComponent): NAME = "Visit URL" def _render(self, id_: int, visible: bool) -> gr.Box: with gr.Box(visible=visible) as gr_component: gr.Markdown( f""" {self.NAME}
Use this Task to visit an URL and get its content. """ ) with gr.Row(): self.url = gr.Textbox( interactive=True, placeholder="URL", show_label=False, ) self.output = gr.Textbox( label=f"Output: {{{self.VNAME}{id_}}}", lines=10, interactive=False, ) return gr_component def _execute(self, url: str, prompt_vars: Dict[str, str]) -> Optional[str]: if url: formatted_url = url.format(**prompt_vars) return requests.get(formatted_url).text def inputs(self) -> List[gr.Textbox]: return [self.url] class Task: AVAILABLE_TASKS = [AITask, VisitURL] VNAME = "t" def __init__(self, id_: int): self._id = id_ self.active_task = AITask.NAME # Default self.inner_tasks = {t.NAME: t(self._id, False) for t in self.AVAILABLE_TASKS} def render(self) -> None: for t in self.inner_tasks.values(): t.render() @property def component_id(self) -> gr.Textbox: return self.inner_tasks[self.active_task].component_id @property def visibilities(self) -> List[gr.Number]: return [t.visible for t in self.inner_tasks.values()] @property def gr_components(self) -> List[gr.Box]: return [t.gr_component for t in self.inner_tasks.values()] @property def output(self) -> gr.Textbox: return self.inner_tasks[self.active_task].output @property def inputs(self) -> List[gr.Textbox]: return self.inner_tasks[self.active_task].inputs() @property def n_inputs(self) -> int: return self.inner_tasks[self.active_task].n_inputs def execute(self, *args): inner_task = self.inner_tasks[self.active_task] print(f"Executing {inner_task._source}: {inner_task._id}") return inner_task.execute(*args) MAX_INPUTS = 5 MAX_TASKS = 10 all_inputs = {i: Input(i) for i in range(MAX_INPUTS)} all_tasks = {i: Task(i) for i in range(MAX_TASKS)} all_inputs[0]._initial_visibility = True all_tasks[0].inner_tasks[all_tasks[0].active_task]._initial_visibility = True