# GiGL Components

## Config Populator

<img src="../../assets/images/config_populator_icon.png" height="100px">

Component for processing template config files and updating with fields that are needed for downstream components.
[More Details](../components/config_populator)

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## Data Preprocessor

<img src="../../assets/images/data_preprocessor_icon.png" width="100px">

Component for reading and processing node, edge, and feature data and transforming it as needed for downstream components.
[More Details](../components/data_preprocessor)

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## Subgraph Sampler

<img src="../../assets/images/subgraph_sampler_icon.png" height="100px">

Component that generates k-hop localized subgraphs for each node in the graph.
[More Details](../components/subgraph_sampler)

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## Split Generator

<img src="../../assets/images/split_generator_icon.png" width="100px">


Component to split the data into training, validation, and test sets.
[More Details](../components/split_generator)

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## Trainer

<img src="../../assets/images/trainer_icon.png" width="100px">


Component to run distributed training either locally or on the cloud.
[More Details](../components/trainer)

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## Inferencer

<img src="../../assets/images/inferencer_icon.png" width="100px">


Component that runs inference to generate output embeddings and/or predictions
[More Details](../components/inferencer)