Update README.md

README.md

@@ -53,20 +53,9 @@ This phase covers **60 languages** plus code, with an inverse temperature sampli
 For pre-training, see the ModernBERT repo: https://github.com/AnswerDotAI/ModernBERT
 
 ### Direct Access
-```python
-from streaming import StreamingDataset
-
-# Load the streaming dataset
-dataset = StreamingDataset(
-    remote='https://huggingface.co/datasets/jhu-clsp/mmbert-pretrain-p1-fineweb2-langs',
-    local='/tmp/mmbert-pretraining-data',
-    shuffle=True
-)
-
-# Access samples
-for sample in dataset:
-    text = sample['text']
-    # Process your data...
+Use the script at [this link](https://github.com/JHU-CLSP/mmBERT/blob/main/data/online_streaming.py) to load any section of the dataset on the fly. This will fail if you try to access too many samples though, due to HF rate-limiting. To download the full dataset, use HF Hub's [Snapshot Download](https://huggingface.co/docs/huggingface_hub/v1.0.0.rc6/en/package_reference/file_download#huggingface_hub.snapshot_download).
+
+# Process your data...
 ```