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How to work with non-ranking metrics?

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Hi, How can I compute non-ranking metrics or univariate metrics, such as AUC, or recall? (i.e. computing metrics after unfurling the list of examples, similar to what is done in...

Preprocessing example_lists with keras

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Hi, Thanks for the great library! I was trying to build a Keras model using the example in https://github.com/tensorflow/ranking/blob/master/tensorflow_ranking/examples/keras/keras_dnn_tfrecord.py. But I'm stuck at a preprocessing step. Let's say I have...

Some packages convert the dataframe type into other types that have a similar interface (modin/dask). This causes issues with sklearn-pandas, more specifically this function: https://github.com/scikit-learn-contrib/sklearn-pandas/blob/master/sklearn_pandas/dataframe_mapper.py#L311 I fixed this issue by...

NDCG score doesn't work with binary relevance and a list of 1 element

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See this code example: ``` >>> t = [[1]] >>> p = [[0]] >>> metrics.ndcg_score(t, p) Traceback (most recent call last): File "", line 1, in File "/Users/cbournhonesque/.pyenv/versions/bento/lib/python3.8/site-packages/sklearn/utils/validation.py", line 63,...

## What problem does this solve or what need does it fill? In my networking library I have frequent use for mapping Entities from the server-world to the client-world, and...

Having an `EntityMeta` SystemParam which gives access to an Entity's metadata

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## What problem does this solve or what need does it fill? I was in a situation where I need to have: - access to an entity's `EntityRef` to get...

Add a doctest example for EntityMapper

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# Objective Fixes: https://github.com/bevyengine/bevy/issues/11549 Add a doctest example of what a custom implementation of an `EntityMapper` would look like. (need to wait until https://github.com/bevyengine/bevy/pull/11428 is merged)

Support reading 'chunks' from a single audio file

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Hi, Does kira_audio support having a single audio asset, but then having Audio handles that will read only parts of the audio file? (e.g. from 0.8sec to 1.5sec) This would...

I have another issue: - i have a pathfinding agent that is trying to find food - my scorer computes a score for 'find-food', and puts in an intermediate component...

Adding initializers

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We currently have the trait `ResetParams` for modules, and `Randomize` for tensors. I'm trying to see how we can make them more user-friendly, by having something similar to https://keras.io/api/layers/initializers/#randomnormal-class 1)...