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