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9 changes: 5 additions & 4 deletions README.md
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Monolith

## What is it?

[Monolith](https://arxiv.org/abs/2209.07663) is a deep learning framework for large scale recommendation modeling. It introduces two important features which are crucial for advanced recommendation system:
* collisionless embedding tables guarantees unique represeantion for different id features
* real time training captures the latest hotspots and help users to discover new intersts rapidly
* collision-less embedding tables guarantees unique representation for different id features
* real time training captures the latest hotspots and help users to discover new interests rapidly

Monolith is built on the top of TensorFlow and supports batch/real-time training and serving.
Monolith is built on the top of Tensorflow and supports batch/real-time training and serving.


## Quick start
Expand All @@ -15,7 +16,7 @@ Monolith is built on the top of TensorFlow and supports batch/real-time training

Currently, we only support compilation on the Linux.

Frist, download bazel 3.1.0
First, download bazel 3.1.0
```bash
wget https://github.com/bazelbuild/bazel/releases/download/3.1.0/bazel-3.1.0-installer-linux-x86_64.sh && \
chmod +x bazel-3.1.0-installer-linux-x86_64.sh && \
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