picotron/utils.py
2024-09-26 10:27:20 +00:00

71 lines
2.7 KiB
Python

import torch
import random
import numpy as np
import builtins
import fcntl
import process_group_manager as pgm
def print(*args, **kwargs):
""" solves multi-process interleaved print problem """
with open(__file__, "r") as fh:
fcntl.flock(fh, fcntl.LOCK_EX)
try:
builtins.print(*args, **kwargs)
finally:
fcntl.flock(fh, fcntl.LOCK_UN)
def set_all_seed(seed):
for module in [random, np.random]: module.seed(seed)
torch.manual_seed(seed)
if torch.cuda.is_available(): torch.cuda.manual_seed_all(seed)
def display_parallelism_grid():
def _create_box(content):
return f" {content:^3} "
def _create_row(row):
return "|" + "|".join(_create_box(f"g{num:02d}") for num in row) + "|"
def _create_border(width):
return "+" + "-" * (width - 2) + "+"
def _create_pp_line(width, pp_size):
box_width = (width - pp_size + 1) // pp_size
return " ".join("PP".center(box_width) for _ in range(pp_size))
output = []
sample_row = _create_row(pgm.process_group_manager.grid[0, :, 0])
row_width = len(sample_row)
border = _create_border(row_width)
output.append(f"=== Global Parallelism Configuration ===")
output.append(f"DP Size: {pgm.process_group_manager.dp_size}, PP Size: {pgm.process_group_manager.pp_size}, TP Size: {pgm.process_group_manager.grid.shape[0]}")
output.append("") # Top spacing
for dp in range(pgm.process_group_manager.dp_size):
output.append(f"DP {dp}:")
output.append(f"{'':>8}{border}")
for tp in range(pgm.process_group_manager.grid.shape[0]):
if tp == 0:
output.append(f"{'TP':>7} {_create_row(pgm.process_group_manager.grid[tp, :, dp])}")
else:
output.append(f"{'':8}{border}")
output.append(f"{'TP':>7} {_create_row(pgm.process_group_manager.grid[tp, :, dp])}")
output.append(f"{'':8}{border}")
if pgm.process_group_manager.pp_size > 1:
output.append(f"{'':>7}{_create_pp_line(row_width, pgm.process_group_manager.pp_size)}")
output.append("") # Spacing between DP blocks
output.append("") # Bottom spacing
output.append(f"=== Local Parallelism Configuration ===")
output.append(pgm.process_group_manager.__str__())
output.append(f"TP Group IDs: {['g{:02d}'.format(id) for id in pgm.process_group_manager.tp_group_ids]}")
output.append(f"PP Group IDs: {['g{:02d}'.format(id) for id in pgm.process_group_manager.pp_group_ids]}")
output.append(f"DP Group IDs: {['g{:02d}'.format(id) for id in pgm.process_group_manager.dp_group_ids]}")
print("\n".join(output))