tokiers/bge-m3

Model

bge-m3

0

9 commits

2 linked in READMEs

updated Jul 24, 2026

See the code
tokie

README

tokie

bge-m3

Pre-built tokie tokenizer for BAAI/bge-m3.

Quick Start (Python)

pip install tokie
import tokie

tokenizer = tokie.Tokenizer.from_pretrained("tokiers/bge-m3")
encoding = tokenizer.encode("Hello, world!")
print(encoding.ids)
print(encoding.attention_mask)

Quick Start (Rust)

[dependencies]
tokie = { version = "0.0.7", features = ["hf"] }
use tokie::Tokenizer;

let tokenizer = Tokenizer::from_pretrained("tokiers/bge-m3").unwrap();
let encoding = tokenizer.encode("Hello, world!", true);
println!("{:?}", encoding.ids);

Files

  • tokenizer.tkz β€” tokie binary format (~10x smaller, loads in ~5ms)
  • tokenizer.json β€” original HuggingFace tokenizer

About tokie

50x faster tokenization, 10x smaller model files, 100% accurate.

tokie is a drop-in replacement for HuggingFace tokenizers, built in Rust. See GitHub for benchmarks and documentation.

License

MIT OR Apache-2.0 (tokie library). Original model files retain their original license from BAAI/bge-m3.

Contributors

bhavnicksm

9 commits

tokiers/bge-m3

Model

bge-m3

0

9 commits

2 linked in READMEs

updated Jul 24, 2026

See the code
tokie

README

tokie

bge-m3

Pre-built tokie tokenizer for BAAI/bge-m3.

Quick Start (Python)

pip install tokie
import tokie

tokenizer = tokie.Tokenizer.from_pretrained("tokiers/bge-m3")
encoding = tokenizer.encode("Hello, world!")
print(encoding.ids)
print(encoding.attention_mask)

Quick Start (Rust)

[dependencies]
tokie = { version = "0.0.7", features = ["hf"] }
use tokie::Tokenizer;

let tokenizer = Tokenizer::from_pretrained("tokiers/bge-m3").unwrap();
let encoding = tokenizer.encode("Hello, world!", true);
println!("{:?}", encoding.ids);

Files

  • tokenizer.tkz β€” tokie binary format (~10x smaller, loads in ~5ms)
  • tokenizer.json β€” original HuggingFace tokenizer

About tokie

50x faster tokenization, 10x smaller model files, 100% accurate.

tokie is a drop-in replacement for HuggingFace tokenizers, built in Rust. See GitHub for benchmarks and documentation.

License

MIT OR Apache-2.0 (tokie library). Original model files retain their original license from BAAI/bge-m3.

Contributors

bhavnicksm

9 commits