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2

Mosaic format for instructions dataset to train Malaysian LLM

This repository is to store dataset shards using mosaic format.

  1. prepared at https://github.com/malaysia-ai/dedup-text-dataset/blob/main/pretrain-llm/combine-instructions.ipynb
  2. using tokenizer https://huggingface.co/malaysia-ai/bpe-tokenizer
  3. 4096 context length.

how-to

  1. git clone,
git lfs clone https://huggingface.co/datasets/malaysia-ai/mosaic-instructions
  1. load it,
from streaming import LocalDataset
import numpy as np
from streaming.base.format.mds.encodings import Encoding, _encodings

class UInt16(Encoding):
    def encode(self, obj) -> bytes:
        return obj.tobytes()

    def decode(self, data: bytes):
        return np.frombuffer(data, np.uint16)

_encodings['uint16'] = UInt16

dataset = LocalDataset('mosaic-instructions')
len(dataset)
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Size of downloaded dataset files:
18.6 kB
Size of the auto-converted Parquet files:
12.6 kB
Number of rows:
1