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tutorial/training_with_BLAST.md

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## 1 BLAST Dataset Overview
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The [BLAST](https://arxiv.org/abs/2505.17871) dataset is a large-scale time-series corpus created specifically for **Universal Forecasting Models**. Thanks to its rich and diverse samples, BLAST enables **faster convergence**, **notable reductions in computational cost**, and superior performance even with limited resources.
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The [BLAST](https://arxiv.org/abs/2505.17871) dataset is a large-scale time-series corpus created specifically for **Universal Forecasting Models**. Thanks to its rich and diverse samples, BLAST enables **faster convergence**, **notable reductions in computational cost**, and superior performance even with limited resources. The BLAST data is now available at [huggingface](https://huggingface.co/datasets/ZezhiShao/BLAST).
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BasicTS provides native support for BLAST and can be used to train models such as **TimeMoE** (decoder-only architecture) and **ChronosBolt** (encoder-decoder architecture). Before you start, follow the BasicTS [README](../README.md) to clone the codebase and set up the environment.
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## 2 Data Preparation
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> [!TIP]
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> - The default config is tuned for BLAST (batch size, learning rate, and other hyper-parameters). Adjust them if your GPUs or hardware differ.
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If you encounter any issues, feel free to open an issue on [BasicTS Issues](https://github.com/GestaltCogTeam/BasicTS/issues). Happy training!
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If you encounter any issues, feel free to open an issue on [BasicTS Issues](https://github.com/GestaltCogTeam/BasicTS/issues). Happy training!

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