High-performance, multi-language dataset storage format
Project description
Zippy (ZDS) Python Package
High-performance, HuggingFace-compatible dataset storage format.
Installation
pip install zippy-zds
# With optional dependencies
pip install zippy-zds[pandas]
pip install zippy-zds[all]
Quick Start
from zippy import ZDSStore, ZDataset, ZIterableDataset
# Create a store
store = ZDSStore.open("./my_dataset", collection="train")
# Add documents
store.put("doc1", {"text": "Hello world", "label": 1})
store.put("doc2", {"text": "Goodbye world", "label": 0})
# Map-style dataset (random access)
dataset = store.to_dataset()
print(dataset[0]) # {"text": "Hello world", "label": 1}
print(len(dataset)) # 2
# Iterable dataset (streaming)
iterable = store.to_iterable_dataset()
for doc in iterable:
print(doc)
# With shuffle buffer
for doc in iterable.shuffle(buffer_size=1000):
print(doc)
DataFrame Integration
from zippy import read_zds, to_zds
# Load as DataFrame (requires pandas)
df = read_zds("./my_dataset", collection="train")
# Export DataFrame to ZDS
to_zds(df, "./output", collection="exported")
HuggingFace Compatibility
ZDS datasets are designed to work seamlessly with HuggingFace training loops:
from zippy import ZIterableDataset
dataset = ZIterableDataset.from_store("./my_dataset", collection="train")
# Works with DataLoader
from torch.utils.data import DataLoader
loader = DataLoader(dataset, batch_size=32)
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