app.py

import gradio as gr
import auto_schedule
import v_schedule

def greet(name, is_morning, temperature):
    salutation = "Good morning" if is_morning else "Good evening"
    greeting = f"{salutation} {name}. It is {temperature} degrees today"
    celsius = (temperature - 32) * 5 / 9
    return greeting, round(celsius, 2)

def percentage(x):
  return f"{x*100:.2f}%"

def get_schedule_time_and_image(result):
  result = [
    list(filter(lambda x: x.type in {'F', 'B', 'W'}, r)) for r in result
  ]
  time = max(
    [
      max([x.completion_time for x in stage]) - min([x.start_time for x in stage]) for stage in result
    ]
  )
  return time, None

def calculate(p, m, f, b, w, c, mem):
  baseline_time=(f+b+w)*m + (f+b+w+c)*(p-1)
  baseline_bubble=percentage(baseline_time/(f+b+w)/m - 1)
  baseline_acceleration=percentage(0)
  baseline_image=None

  
  zb_result = auto_schedule.auto_schedule(p, m, auto_schedule.GraphConfig(
        cost_f=f,
        cost_b=b,
        cost_w=w,
        cost_comm=c,
        max_mem=mem * 2,
        print_scaling=1000
  ))
  zb_time,zb_image=get_schedule_time_and_image(zb_result)

  zb_bubble=percentage(zb_time/(f+b+w)/m - 1)
  zb_acceleration=percentage(baseline_time/zb_time - 1)

  zbv_graph = v_schedule.PipelineGraph(
                n_stage=p,
                n_micro=m,
                f_cost=f/2,
                b_cost=b/2,
                w_cost=w/2,
                c_cost=c,
                f_mem=2,
                b_mem=-1,
                w_mem=-1,
                max_mem=mem * 4,
  )
  zbv_result = zbv_graph.get_v_schedule()

  zbv_time,zbv_image = get_schedule_time_and_image(zbv_result)
  zbv_bubble=percentage(zbv_time/(f+b+w)/m - 1)
  zbv_acceleration=percentage(baseline_time/zbv_time - 1)
  zbv_image=None

  return [baseline_time, baseline_bubble, baseline_acceleration, baseline_image, zb_time, zb_bubble, zb_acceleration, zb_image, zbv_time, zbv_bubble, zbv_acceleration, zbv_image]

with gr.Blocks() as demo:
  gr.Markdown("Zero bubble pipeline parallel bubble calculator")
  with gr.Row():
    with gr.Column(scale=1):
      with gr.Group():
        gr.Markdown("Basic Parameters")
        with gr.Row():
          p=gr.Number(label="Number of stages (p)", value=4, interactive=True, precision=0)
          m=gr.Number(label="Number of microbatches (m)", value=12, interactive=True, precision=0)
    with gr.Column(scale=2):
      with gr.Group():
        gr.Markdown("Costs. All costs are used as integers. For ZBV schedules, this is the time of two virtual stages on a stage combined.")
        with gr.Row():  
          f=gr.Number(label="Time of F", value=8, interactive=True, precision=0)
          b=gr.Number(label="Time of B", value=8, interactive=True, precision=0)
          w=gr.Number(label="Time of W", value=8, interactive=True, precision=0)
          c=gr.Number(label="Time of one P2P communication", value=1, interactive=True, precision=0)
  with gr.Group():
    gr.Markdown("Activation memory limit.")
    def update_mem(p, s, mem):
      print("update")
      if s=="custom":
        return mem
      return p*int(s[:-1])
    memsel=gr.Radio(choices=["1p", "2p", "3p", "custom"], value="1p")
    mem=gr.Number(label="Custom memory limit in terms of pending F on a stage. For ZBV schedules, this is relative to two virtual stages on a stage combined.", value=p.value, interactive=True, precision=0)
    memsel.change(update_mem, inputs=[p, memsel, mem], outputs=mem)
    p.change(update_mem, inputs=[p, memsel, mem], outputs=mem)
    
  button=gr.Button("Calculate")

  with gr.Group():
    gr.Markdown("1F1B")
    with gr.Row():
      with gr.Column(scale=1):
        baseline_time=gr.Textbox("", label="Longest Stage Time")
        baseline_bubble=gr.Textbox("", label="Bubble Rate. Calculated as (1 - longest stage time/(F+B+W)/m).")
        baseline_acceleration=gr.Textbox("", label="Acceleration compared to 1F1B")
      with gr.Column(scale=4):
        baseline_image=gr.Image(None, interactive=False, label="Schedule Image")
  
  with gr.Group():
    gr.Markdown("Zero Bubble Schedule")
    with gr.Row():
      with gr.Column(scale=1):
        zb_time=gr.Textbox("", label="Longest Stage Time")
        zb_bubble=gr.Textbox("", label="Bubble Rate. Calculated as (1 - longest stage time/(F+B+W)/m).")
        zb_acceleration=gr.Textbox("", label="Acceleration compared to 1F1B")
      with gr.Column(scale=4):
        zb_image=gr.Image(None, interactive=False, label="Schedule Image")
  with gr.Group():
    gr.Markdown("Zero Bubble V Schedule")
    with gr.Row():
      with gr.Column(scale=1):
        zbv_time=gr.Textbox("", label="Longest Stage Time")
        zbv_bubble=gr.Textbox("", label="Bubble Rate. Calculated as (1 - longest stage time/(F+B+W)/m).")
        zbv_acceleration=gr.Textbox("", label="Acceleration compared to 1F1B")
      with gr.Column(scale=4):
        zbv_image=gr.Image(None, interactive=False, label="Schedule Image")
    button.click(calculate, inputs=[p, m, f, b, w, c, mem], outputs=[baseline_time, baseline_bubble, baseline_acceleration, baseline_image, zb_time, zb_bubble, zb_acceleration, zb_image, zbv_time, zbv_bubble, zbv_acceleration, zbv_image])
demo.launch()