This issue has been automatically created by todo-actions based on a TODO comment found in rest_request.py:98. It will automatically be closed when the TODO comment is removed from the default branch (master).

getElementById can match elements by name instead of ID

This issue has been automatically created by todo-actions based on a TODO comment found in docs/build/html/_static/jquery-3.4.1.js:781. It will automatically be closed when the TODO comment is removed from the default branch (master).

'''

load image into pil format

im = transforms.ToPILImage()(images[0])

convert pil image to bytes

with BytesIO() as output:
im.save(output, 'JPEG')
data = output.getvalue()

url = "http://ml-inference.northeurope.cloudapp.azure.com:5000/inference"

payload = {
'files': (
'1.jpeg',
data,
'image/jpeg'
)
}

r = requests.post(url, files=payload)
r_json = r.json()

outputs = torch.tensor(
r_json['result']['prediction_raw']).unsqueeze(0)

outputs, labels = outputs.to(DEVICE), labels.to(DEVICE)

acc1, acc5 = accuracy(outputs, labels, topk=(1, 5))

top1.update(acc1[0], images.size(0))
top5.update(acc5[0], images.size(0))

measure elapsed time

batch_time.update(time.time() - end)
end = time.time()

if i % print_freq == 0:
progress.display(i)

This issue has been automatically created by todo-actions based on a TODO comment found in rest_request.py:101. It will automatically be closed when the TODO comment is removed from the default branch (master).

with direct calls to dataPriv methods, these can be deprecated.

This issue has been automatically created by todo-actions based on a TODO comment found in docs/build/html/_static/jquery-3.4.1.js:4257. It will automatically be closed when the TODO comment is removed from the default branch (master).

getElementById can match elements by name instead of ID

This issue has been automatically created by todo-actions based on a TODO comment found in docs/build/html/_static/jquery-3.4.1.js:767. It will automatically be closed when the TODO comment is removed from the default branch (master).

getElementById can match elements by name instead of ID

This issue has been automatically created by todo-actions based on a TODO comment found in docs/build/html/_static/jquery-3.4.1.js:767. It will automatically be closed when the TODO comment is removed from the default branch (master).

• pruning
• quantization

with direct calls to dataPriv methods, these can be deprecated.

This issue has been automatically created by todo-actions based on a TODO comment found in docs/build/html/_static/jquery-3.4.1.js:4257. It will automatically be closed when the TODO comment is removed from the default branch (master).

Adding model optimization and compression algorithms

• add pruning algorithms
• add quantization algorithms
• add model optimization

getElementById can match elements by name instead of ID

This issue has been automatically created by todo-actions based on a TODO comment found in docs/build/html/_static/jquery-3.4.1.js:781. It will automatically be closed when the TODO comment is removed from the default branch (master).

Create a series of scripts for evaluating and visualizing each model

• model for evaluating openvino model optimizations
• visualize results
• deploy model to cloud and compare with local edge device

• deploy a model to cloud
• deply model to edge neural compute stick
• create a module for deployment from onnx to neural compute stick

This issue has been automatically created by todo-actions based on a TODO comment found in rest_request.py:99. It will automatically be closed when the TODO comment is removed from the default branch (master).

This issue has been automatically created by todo-actions based on a TODO comment found in nncompression/models/pytorch/utils.py:211. It will automatically be closed when the TODO comment is removed from the default branch (master).

Creating models for evaluation

• vgg
• resnet
• inception
• mobilenet
• efficient net
• yolo
• alexnet
• lenet
• resnext
• squeezenet
• retinanet
• ssd

This issue has been automatically created by todo-actions based on a TODO comment found in rest_request.py:100. It will automatically be closed when the TODO comment is removed from the default branch (master).

This issue has been automatically created by todo-actions based on a TODO comment found in nncompression/convert/to_openvino.py:6. It will automatically be closed when the TODO comment is removed from the default branch (master).

Integrate model conversion from openvino library. This will probably end up calling the mo.py file from the openvino toolkit with the correct flags passed from a file or some other method

• integrate openvino model optimizer module
• find out how to call model optimizer from python function

• imagenet
• coco
• cifar10
• cifar100