ColossalAI/colossalai/nn/metric/accuracy_2d.py

25 lines
662 B
Python

import torch
from colossalai.nn.layer.parallel_2d import reduce_by_batch_2d, split_tensor_2d
from torch import nn
from ._utils import calc_acc
class Accuracy2D(nn.Module):
"""Accuracy for 2D parallelism
"""
def __init__(self):
super().__init__()
def forward(self, logits, targets):
"""Calculate the accuracy of predicted labels.
:param logits: Predicted labels
:param targets: True labels from data
"""
with torch.no_grad():
targets = split_tensor_2d(targets)
correct = calc_acc(logits, targets)
correct = reduce_by_batch_2d(correct)
return correct