Ablation | Augmenting Static Analysis Using Pintool : Ablation | Document Editor library

Currently, I'm using an LSTM to perform a regression. I'm using small batch sizes with a reasonably large amount of timesteps (but much, much fewer than the number of timesteps I have).

I'm attempting to transition to larger batches with fewer timesteps, but with stateful enabled, to allow a larger amount of generated training data to be used.

However, I am currently using a regularization based off of sqrt(timestep), (this is ablation tested and helps with convergence speed, it works because of the statistical nature of the problem, expected error decreases by a factor of sqrt(timestep)). This is performed by using tf.range to generate a list of the proper size within the loss function. This approach will not be correct when stateful is enabled, because it will be counting the wrong number of timesteps (number of timesteps in this batch, rather than seen so far overall).

Is there a way to pass an offset or list of ints or floats to the loss function? Preferably without modifying the model, but I recognize that a hack of this nature might be required.

I am new to VBA and trying to create a project for work. We hire transcriptionists based on a sample test file they listen to and type up. I've been trying to code a macro that will search the tests for specific keywords (some of which are used multiple times in the test), then give a message box with the results. This way we can gauge competency at a glance.

I've cadged together a prototype but there's one major problem: the counter doesn't seem to be counting right. I test it on a sample file that has all of the required keywords but it will only register about half of them. I'm not sure where the problem is and would appreciate any insight.

My code is below and a screenshot of the resulting message box is attached.

here is my code : It looks in one dictionary and in another one and calculate the score of the values of the first dictionary.

An if-statement returns an "missing Value"-error when there is a perfectly healthy value.

I wanted to write a simple script to delete rows in a dataset if one of their entries contains a certain tag. I assign an indicator variable in a new column (containsMR) and then iterate over the rows using a for-loop. If the indicator is TRUE, the row should be removed.

The indicators get assigned correctly, so far, so good. The interesting part: In the loop's if-statement seems to have trouble reading the values, because it returns "Error in if (data$containsMR[i]) { : missing value where TRUE/FALSE needed".

Given the correct (and complete) assignment of indicator variables, this surprises me. What is even more weird: Some, but not all the rows with a positive indicator are removed (checked with printouts and table(data$containsMR) ).

And now the really weird stuff: if I run the same loop one more time, it removes the rest of the columns (as it should), but returns the same error. So, theoretically, I could just run the loop twice, ignore the errors and walk away with the result I wanted. That's just really not the point of what I'm doing.

Bugfixes tried: - changed for- to while-loop - changed indicators (and if-statement) to integer (0,1) - ran the script in RStudio and R console - changed variable names, included/excluded definitions (e.g. adding the proxy variable row_number instead of calling it in one line.

I am trying to find and replace some text based on fuzzy matching as follows.

Aim

I want to do this for a list of find and replaces. I dont know how to extend the current function to allow this to happen.

Input

I am trying to implement a word game, where a user types a letter on a board to form a meaningful word and submitt it, if the typed word is present in a JSON file, the user gets a point. So I have implemented the basics of the game, but unfortunately I have found that my linear algorithm is inefficient to traverse about 400k words in the JSON file. So my question is what kind of algorithm I can write to make it efficient? My interface looks like this. Letters appear randomly on the board.

A tiny part of my JSON file look like this