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[tutorial] polish all README (#1946)
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# Comparison of Large Batch Training Optimization
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## 🚀Quick Start
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Run with synthetic data
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```bash
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colossalai run --nproc_per_node 4 train.py --config config.py -s
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```
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## Prepare Dataset
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We use CIFAR10 dataset in this example. You should invoke the `donwload_cifar10.py` in the tutorial root directory or directly run the `auto_parallel_with_resnet.py`.
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