Hugging Face Datasets

Bekerja dengan Hugging Face

Jacob H. Marquez

Lead Data Engineer

Dataset HF 1

¹ https://huggingface.co/datasets

Dataset HF 2

¹ https://huggingface.co/datasets

Menginstal paket Datasets

pip install datasets

🌐 Akses
📥 Unduh
🔧 Gunakan
🤝 Bagikan

Dataset HF

¹ https://huggingface.co/docs/datasets/loading

Mengunduh dataset

from datasets import load_dataset

data = load_dataset("IVN-RIN/BioBERT_Italian")

Parameter split

data = load_dataset("IVN-RIN/BioBERT_Italian", split="train")

¹ https://huggingface.co/docs/datasets/v2.15.0/loading

Format dataset Apache Arrow

Dataset Apache Arrow

¹ https://arrow.apache.org/overview/

Manipulasi data

data = load_dataset("IVN-RIN/BioBERT_Italian", split="train")


# Filter pola " bella "
filtered = data.filter(lambda row: " bella " in row['text'])
print(filtered)

Dataset({
    features: ['text'],
    num_rows: 1122
})

¹ https://huggingface.co/docs/datasets/process#select-and-filter

Manipulasi data

# Pilih dua baris pertama
sliced = filtered.select(range(2))


print(sliced)

Dataset({features: ['text'], num_rows: 2})

# Ambil 'text' untuk baris pertama
print(sliced[0]['text'])

Concentrazioni atmosferiche di PCDD/PCDF...

¹ https://huggingface.co/docs/datasets/process#select-and-filter

Ayo berlatih!

Bekerja dengan Hugging Face