Francesco Saverio Zuppichini FrancescoSaverioZuppichini

## git-ssh-error-fix.sh
$ 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

## non-max-suppression-in-pytorch-29.py
%%timeit
torch_nms(bboxes + labels[..., None], scores, .45)

## non-max-suppression-in-pytorch-28.py
%%timeit
nms(bboxes + labels[..., None], scores, .45)

## non-max-suppression-in-pytorch-27.py
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]]
           )

## non-max-suppression-in-pytorch-26.py
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]]
               )

## non-max-suppression-in-pytorch-25.py
!jupyter nbextension enable --py widgetsnbextension --sys-prefix

## non-max-suppression-in-pytorch-24.py
nms_indices = 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]]
           )

## non-max-suppression-in-pytorch-23.py
nms_indices = nms(bboxes, 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]]
           )

## non-max-suppression-in-pytorch-22.py
        keep[overlapped + i + 1] = 0

## non-max-suppression-in-pytorch-21.py
        overlapped = torch.nonzero(iou > iou_threshold)
	$ 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
	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]]
	)
	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]]
	)
	nms_indices = nms(bboxes, 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]]
	)