aoiandroid / nllb200-coreml-256-ane-pal8

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Total runs: 27
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7-day runs: -3
30-day runs: 4
Model's Last Updated: March 27 2026
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Introduction of nllb200-coreml-256-ane-pal8

Model Details of nllb200-coreml-256-ane-pal8

NLLB-200 distilled 600M — Core ML (seq 256, ANE, palettized / pal8)

Core ML .mlpackage bundles for encoder and KV-cache decoder ( init + step ), exported from facebook/nllb-200-distilled-600M . Fixed sequence length 256 , 8-bit palettization (pal8) on weights for a smaller footprint and Apple Neural Engine–friendly deployment.

Contents
Artifact Role
NLLB_Encoder_256.mlpackage Encode source tokens
NLLB_Decoder_256_init.mlpackage Decoder first step (no past KV)
NLLB_Decoder_256_step.mlpackage Autoregressive step with past KV
config.json Architecture metadata ( seq_len , compute_units , etc.)
tokenizer/ Reference tokenizer files for the app pipeline
Companion variant
Config highlights ( config.json )
  • model_type : m2m_100 / M2M100ForConditionalGeneration
  • seq_len : 256
  • ane_optimized : true
  • compute_units : CPU_AND_NE
  • Weights in the .mlpackage bundles use pal8 palettization (see Hub file sizes vs the float32 repo).
Base model and license
  • Source weights: NLLB-200 distilled 600M (Meta / FAIR).
  • Original terms are CC-BY-NC 4.0 . This repository only ships a derived Core ML export for on-device use; the same license restrictions apply.
Intended use
  • macOS / iOS on-device translation via MLModel (or coremltools in Python for validation).
  • Language direction is controlled in your app: tokenizer src_lang , forced target BOS (e.g. eng_Latn ), and your beam/greedy loop around Decoder_256_step .
  • Compare accuracy and latency against the float32 sibling on your devices; palettization can change numerical behavior.
Limitations
  • Fixed max sequence length 256 at export time; longer inputs require truncation or a different export.
  • Not a drop-in Hugging Face transformers checkpoint; this is a split Core ML deployment (encoder + decoder packages).
Maintainer

aoiandroid

Runs of aoiandroid nllb200-coreml-256-ane-pal8 on huggingface.co

27
Total runs
1
24-hour runs
1
3-day runs
-3
7-day runs
4
30-day runs

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