vmap | Surface velocity map generation using ASP

I have a function that I use for an interactive map, where I hover an element to show a specific region based on class that matches a country suffix. Im trying to figure out how to select multiple classes to show multiple regions.

Code:

I am trying to use the tf.map_fn() , where my elems should be pointing to the channel dimension of my inputs(shape = 100,24,24,6), so my elems should be a list/tuple of tensors, pointing or accessing the values of the channel dimension(6) of the inputs .I am trying to do it by making a for loop in such a way :

@tf.function def call(self, inputs, training=True):

I'm having some issues testing a basic model on Jax. For example, I'm trying to implement the value_and_grad() function from Jax manually for a binary classification problem. Here is my model initializer:

I use the Python psycopg2 module to copy the content of a csv file (a list of users) into a PostGreSQL database.
So I begin to parse the CSV with the Python pandas module. Then with a for loop, I try to insert my data in my SQL queries.
I have two problems :

a) When I execute the role query (query 2 - see below) to create new roles in the database, I get 'user' instead of user. How could I do to insert the roles with the right syntax ?
b) The queries 3 and 4 (see below) give the following error :

I'm trying to understand JAX's auto-vectorization capabilities using vmap and implemented a minimal working example based on JAX's documentation.

I don't understand how in_axes is used correctly. In the example below I can set in_axes=(None, 0) or in_axes=(None, 1) leading to the same results. Why is that the case?

And why do I have to use in_axes=(None, 0) and not something like in_axes=(0, )?

In many nftables examples, I sometimes see statement like this:

Recently I was doing some research on CSP, and I found some weird declarations of CSP from dominant websites.

For Facebook, after logging in, the CSP is like:

I tried my best to look for the solution online, but cannot seem to find one for my graph_tool network. I have a pandas dataframe df that has three columns: id_source, id_target, weight. The id_source and id_target contain names in text form. I want to use them as vertex labels. However, when adding edges from a pandas dataframe, I must set hashed=True. The code then looks like this

I need solution to add the Kubernetes services inside the Traffic manager using terraform and in order to do that I need to have a public IP address for each cluster, but it seems that IP is created under different subscription after deployment.

Tried playing with azurerm_traffic_manager_endpoint about different Types like azureEndpoints and nestedEndpoints but it seems that the script is failing with the same error listed below.

Below is my script which I want to deploy and I will share the error:

Error:

creating/updating nestedEndpoints Endpoint "vmap-tmep" (Traffic Manager Profile "vmap-tm" / Resource Group "RG-TEST-TEST"): trafficmanager.EndpointsClient#CreateOrUpdate: Failure responding to request: StatusCode=400 -- Original Error: autorest/azure: Service returned an error. Status=400 Code="BadRequest" Message="The 'resourceTargetId' property of endpoint 'vmap-tmep' is invalid or missing. The property must be specified only for the following endpoint types: AzureEndpoints, NestedEndpoints. You must have read access to the resource to which it refers."