caffe | improving performance of this deep learning framework | Machine Learning library

I have a project that need to create/read protobuf files generated by other projects.

I want dlprimitives to be able to read files formatted as ONNX protobuf and Caffe protobuf

What is the best way to include them into project:

1. Copy the files from original repo with readme reference to sources for updates
2. Make caffe/onnx external sub-projects
3. Download them on demand upon build

My thoughts:

1. Is plain copy not sure how is it good for updating
2. Creates huge subprojects and increases clone time for a single file, since it is impossible to have subproject of a signle file
3. Assumes that build environment has internet access.

What would be better policy? How is it usually solved?

I am trying to learn image classification using OpenCV and have started with this tutorial/guide https://learnopencv.com/deep-learning-with-opencvs-dnn-module-a-definitive-guide/

Just to test that everything works I downloaded the image code from the tutorial and everything work fine with no errors. I have used the exact same image as in the tutorial (a tiger picture). The problem is that they get a 91% match, whereas I only get 14%.

My guess is that something is missing in the code. Hence, in the guide, the python version of the same program used NumPy to get the probability. But I have really no clue.

The code in question is the following:

I'm trying to learn python, for detect someone used mask or not.

when i run this code

I'm trying to install bob.learn.em, but there is not any documented straightforward approach to install bob.

There are some very old resources like these to install bob:

https://hub.docker.com/r/artimi/bob

https://github.com/Artimi/bob_docker_image/blob/master/Dockerfile

But none of them can not install bob.learn.em or any latest bob packages.

I am unsuccessful while trying both pip and conda, the official document (https://www.idiap.ch/software/bob/docs/bob/docs/stable/install.html) doesn't work (at least for my system, I even tried conda in a docker container)

Is there any docker container or reproducible recipe for installing bob and bob packages like bob.learn.em?

errors inside anaconda3 container,

If I have the following graph and want to get the values of tensors T1 and T2 in TF without eager execution, how would I do this? I only know of eval() or session.run() (running that twice could be an option) or tf.print(), but printing is not desired (for performance reasons).

Especially, how is this functionality implemented in TensorFlow? Does this impose a big overhead towards just getting T2? I would be happy to be pointed to relevant resources as well.

I'm generally looking for discussions on this -- if people want to add comparisons to how other frameworks do this (Caffe, Torch, CNTK, Theano, Chainer, DyNet, etc.), that's great! In the end, I am trying to understand how these frameworks could be expanded by operators that return operator-specfic metrics that a user can use to monitor training.

Thanks!

I'm using bootstrap 4.6 in my Angular App, I have a modal which become full-screen on mobile devices, here i would add a fixed footer with scrolling body content.

I've tried to set the modal-content height to 100%, set margins of footer height to modal-body, but I still can't achieve the content scrolling behind the footer...

Here is how it looks like:

The part with Quantità and other stuff is the footer and here is my modal code:

I am using jqwidgets JS library and having one issue in displaying the dropdown under Year column. As can be seen in the code below, the Year column is not displaying the jqxDropdownList unless I click on it. For example, when I clicked on the first cell of Year column, it showed me the list as shown below:

Can anyone tell me what am I doing wrong here? Please find my code below:

I have the following JSON file:

I have the following example where I'm using jqwidgets. When a user clicks on Get rows button, it(console.log) is returning an array of all the records from the table. Is it possible to filter these records based on the check marked checkboxes? I guess I might have to filter it based on columntype: 'checkbox' but not sure how.