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eoinf
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pile_gptneox

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Dataset Card for eoinf/pile_gptneox

Original dataset

Original dataset: monology/pile-uncopyrighted

Dataset Details

  • Total Tokens: 200,897,536
  • Total Sequences: 196,189
  • Context Length: 1024 tokens
  • Tokenizer: EleutherAI/gpt-neox-20b
  • Format: Each example contains a single field tokens with a list of 1024 token IDs

Preprocessing

Each document was:

  1. Tokenized using the EleutherAI/gpt-neox-20b tokenizer
  2. Prefixed with a BOS (beginning of sequence) token
  3. Suffixed with an EOS (end of sequence) token
  4. Packed into fixed-length sequences of 1024 tokens

Usage 

from datasets import load_dataset

# Load the dataset
dataset = load_dataset("eoinf/pile_gptneox")

# Access training data
train_data = dataset["train"]
print(train_data[0]["tokens"])  # First sequence

Use with PyTorch 

import torch
from datasets import load_dataset
from torch.utils.data import DataLoader

dataset = load_dataset("eoinf/pile_gptneox", split="train")

# Convert to PyTorch tensors
dataset.set_format(type="torch", columns=["tokens"])

# Create DataLoader
dataloader = DataLoader(dataset, batch_size=32, shuffle=True)

for batch in dataloader:
    tokens = batch["tokens"]
Downloads last month
5
Size of downloaded dataset files:
345 MB
Size of the auto-converted Parquet files:
345 MB
Number of rows:
196,189