[Misc.] Do not use streaming

Author: sustcsonglin

README.md

@@ -44,8 +44,8 @@ dataset = load_dataset("HuggingFaceFW/fineweb-edu", name="sample-100BT", num_pro
 
 ## Training Recipes
 
-Here's an example of training a 340M FLA Transformer model with a LLaMA-like architecture from scratch on a 100BT subset of the Fineweb-edu corpus in streaming mode.
-
+Here's an example of training a 340M FLA Transformer model with a LLaMA-like architecture from scratch on a 100BT subset of the Fineweb-edu corpus ~~in streaming mode~~. (Do not use streaming mode if you are concerned about resuming training.)
+ 
 > [!WARNING]
 > If the dataset is not downloaded beforehand, the streaming mode will attempt to fetch it from a remote server and download it on-the-fly, which can be highly unstable during training due to network issues.  
 > For stable training, ensure the dataset is downloaded locally (see [**Dataset Preparation**](#dataset-preparation)). Otherwise, we assume you are only testing the new corpus.