514a64431476407d55878bd0c1b332bd84b4022a,mmdet/models/dense_heads/fsaf_head.py,FSAFHead,loss,#FSAFHead#Any#Any#Any#Any#Any#Any#,148

Before Change


            list(range(len(losses_cls))),
            min_levels=argmin)
        // Clamp num_pos to 1e-3 to prevent 0/0
        num_pos = torch.cat(pos_inds, 0).sum().float().clamp(min=1e-3)
        acc = self.calculate_accuracy(cls_scores, labels_list, pos_inds)
        for i in range(len(losses_cls)):
            losses_cls[i] /= num_pos
            losses_bbox[i] /= num_pos

After Change


        num_pos = torch.cat(pos_inds, 0).sum().float()
        acc = self.calculate_accuracy(cls_scores, labels_list, pos_inds)

        if num_pos == 0:  // No gt
            avg_factor = num_pos + float(num_total_neg)
        else:
            avg_factor = num_pos
        for i in range(len(losses_cls)):
            losses_cls[i] /= avg_factor
            losses_bbox[i] /= avg_factor
        return dict(
Italian Trulli
In pattern: SUPERPATTERN

Frequency: 3

Non-data size: 4

Instances


Project Name: open-mmlab/mmdetection
Commit Name: 514a64431476407d55878bd0c1b332bd84b4022a
Time: 2020-05-11
Author: swanxinjiang@gmail.com
File Name: mmdet/models/dense_heads/fsaf_head.py
Class Name: FSAFHead
Method Name: loss


Project Name: facebookresearch/pytext
Commit Name: 78c4f927b3041914694399b5532ac532d8967114
Time: 2019-02-26
Author: mikaell@fb.com
File Name: pytext/loss/loss.py
Class Name: KLDivergenceCELoss
Method Name: __call__


Project Name: kengz/SLM-Lab
Commit Name: 5ec2a0fff89393224eb0ebebd5257ef2d3d16c3f
Time: 2018-08-07
Author: kengzwl@gmail.com
File Name: slm_lab/agent/algorithm/policy_util.py
Class Name:
Method Name: sample_action_pd