FrancescoSaverioZuppichini

version: '3.8'
services:
  caddy:
    container_name: caddy
    image: caddy
    ports:
      #     - '80:80'
      - '443:443'
    restart: unless-stopped
    volumes:

FrancescoSaverioZuppichini

$ git clone git@github.com:xxxxx/xxxx.git my-awesome-proj
Cloning into 'my-awesome-proj'...
ssh: connect to host github.com port 22: Connection timed out
fatal: Could not read from remote repository.

$ # This should also timeout
$ ssh -T git@github.com
ssh: connect to host github.com port 22: Connection timed out

$ # but this might work

FrancescoSaverioZuppichini

        bbox = bboxes[order[i]]]

FrancescoSaverioZuppichini

            (bboxes[...] * keep[...][...,None])

FrancescoSaverioZuppichini

        iou = box_iou(bbox[None,...], (bboxes[order[i + 1:]]) * keep[i + 1:][...,None])

FrancescoSaverioZuppichini

from torchvision.ops.boxes import box_iou

def nms(bboxes: torch.Tensor, scores: torch.Tensor, iou_threshold: float) -> torch.Tensor:
    order = torch.argsort(-scores)
    indices = torch.arange(bboxes.shape[0])
    keep = torch.ones_like(indices, dtype=torch.bool)
    for i in indices:
        if keep[i]:
            bbox = bboxes[order[i]]
            iou = box_iou(bbox[None,...],(bboxes[order[i + 1:]]) * keep[i + 1:][...,None])

FrancescoSaverioZuppichini

%%timeit
torch_nms(bboxes + labels[..., None], scores, .45)

FrancescoSaverioZuppichini

%%timeit
nms(bboxes + labels[..., None], scores, .45)

FrancescoSaverioZuppichini

from torchvision.ops.boxes import nms as torch_nms
nms_indices = torch_nms(bboxes + labels[..., None], scores, .45)
plot_bboxes(img, 
            bboxes[nms_indices],
            colors=["yellow" if el.item() == 0 else "blue" for el in labels[nms_indices]], 
            labels=["head" if el.item()  == 0 else "mic" for el in labels[nms_indices]]
           )

FrancescoSaverioZuppichini

from ipywidgets import interact

def _interact(threshold: float):
    print(threshold)
    nms_indices = nms(bboxes + labels[..., None], scores, threshold)
    plot_bboxes(img, 
                bboxes[nms_indices],
                colors=["yellow" if el.item() == 0 else "blue" for el in labels[nms_indices]], 
                labels=["head" if el.item()  == 0 else "mic" for el in labels[nms_indices]]
               )