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Merlin Models is a collection of deep learning recommender system model reference implementations

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### Description Add integration test when the jenkins machine has the dataset. More information [here](https://github.com/NVIDIA-Merlin/models/pull/629#discussion_r942206875)

# 🚀 Feature request The objective is to update retrieval models with the new core API classes once they are completed and tested. The feature includes updating the code base...

enhancement

🗒️ this doesn't need to be addressed in this PR. This is an observation that we should address the inconsistency we have in the name we used inside `getLogger` across...

### Bug description Unit tests failed for models in this run https://blossom.nvidia.com/sw-gpu-merlin-ci/job/new-test-merlin/717/ This may be due to a flaky unit test. This must be checked in 22.08.

bug
P1

# 🚀 Feature request As a user, I can provide custom configs to the embedding_initalizer. However, the input data schema does not tag the column names as ITEM / USER...

status/needs-triage
P1

### Bug description I'd like to apply [batch_predict()](https://github.com/NVIDIA-Merlin/models/blob/main/merlin/models/tf/models/base.py#L588) to `top_k_recommender` model but it gives the following error: ``` topk_rec_model.batch_predict() --------------------------------------------------------------------------- AttributeError Traceback (most recent call last) Input In [17], in...

bug
P1

# 🚀 Feature request Currently it is hard to map the variables and ops in the TF graph generated by Merlin Models to the corresponding Blocks. We should organize Blocks'...

status/needs-triage

### Description The team had discussions on porting Transformers4rec to Merlin Models and supporting the model in Triton inference server as one of the goals for 22.09. However, there needs...

# ❓ Questions & Help ## Details In this example - https://github.com/NVIDIA-Merlin/models/blob/main/examples/05-Retrieval-Model.ipynb, if I use "workflow.fit_transform(dataset).to_parquet(output_path="./processed/", shuffle=shuffle, out_files_per_proc=10)",to generate 10 train files to avoid OOM error, can I just simply...

question

## Motivation Training with masked input sequences has proven very effective for session-based and sequential tasks (Bert4Rec, SaSRec, and Transformers4Rec). As a first step towards integrating sequential models, Merlin Models...

enhancement
area/tensorflow
P1