# Loading MANUS-HaGRID Examples

## With WebDataset

```python
import json
import webdataset as wds

dataset = wds.WebDataset("data/hagrid_v2/test/hagrid-v2-test-{000000..000006}.tar")

for sample in dataset:
    meta_key = next(k for k in sample if k.endswith(".json"))
    meta = json.loads(sample[meta_key].decode("utf-8"))
    print(meta["sample_id"], meta["available_files"])
    break
```

## After Hugging Face Upload

```python
from datasets import load_dataset

ds = load_dataset("QFun/MANUS-HaGRID", "hagrid_v2", split="test", streaming=True)
first = next(iter(ds))
print(first.keys())
```

Official Hugging Face repository id: `QFun/MANUS-HaGRID`.