Fill-Mask
Transformers
Safetensors
pakmosaic
pakistan
multilingual
encoder
research-preview
sota-target
custom_code
Instructions to use ProximaAI/PakMosaic-Small with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use ProximaAI/PakMosaic-Small with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("fill-mask", model="ProximaAI/PakMosaic-Small", trust_remote_code=True)# Load model directly from transformers import AutoModelForMaskedLM model = AutoModelForMaskedLM.from_pretrained("ProximaAI/PakMosaic-Small", trust_remote_code=True, device_map="auto") - Notebooks
- Google Colab
- Kaggle
Download tokenizer/meta.json from ProximaAI/PakMosaic-Small: direct link, hf CLI and curl.
- Browser
- Download file 1.27 kB
-
https://huggingface.co/ProximaAI/PakMosaic-Small/resolve/main/tokenizer/meta.json
- Command line
-
hf download hf://ProximaAI/PakMosaic-Small/tokenizer/meta.json
-
curl -L -o meta.json https://huggingface.co/ProximaAI/PakMosaic-Small/resolve/main/tokenizer/meta.json
1.27 kB
| { | |
| "id": "hf_byte_bpe_32k_identity", | |
| "status": "trained", | |
| "normalization": "identity", | |
| "normalization_note": "identity leaves original code points unchanged; nfc recomposes canonical equivalents", | |
| "training_manifest_hash": "1abe78dd7c9dc9f93ac65bce02fb0c5d8ea501c65c12d4f3d660024935174319", | |
| "n_train_lines": 24683, | |
| "config": { | |
| "id": "hf_byte_bpe_32k_identity", | |
| "family": "hf_byte_bpe", | |
| "vocab_size": 32000, | |
| "normalization": "identity", | |
| "seed": 42 | |
| }, | |
| "embedding_cost": { | |
| "vocab_size": 32000, | |
| "parameters": { | |
| "384": 12288000, | |
| "768": 24576000, | |
| "1024": 32768000 | |
| }, | |
| "fp32_bytes": { | |
| "384": 49152000, | |
| "768": 98304000, | |
| "1024": 131072000 | |
| }, | |
| "bf16_bytes": { | |
| "384": 24576000, | |
| "768": 49152000, | |
| "1024": 65536000 | |
| } | |
| }, | |
| "artifact_bytes": 2884675, | |
| "reload_reproduced_first_example": true, | |
| "vocab_collapsed": false, | |
| "vocab_collapse_note": null, | |
| "family": "hf_byte_bpe", | |
| "model_path": "tokenizer\\artifacts\\open_release\\hf_byte_bpe_32k_identity\\tokenizer.json", | |
| "requested_vocab_size": 32000, | |
| "actual_vocab_size": 32000, | |
| "artifact_hash": "0f55e47920211588e6985172cd71338c8aff6226fe912c9668055b44bacc7ce7", | |
| "byte_fallback": true, | |
| "seed": 42 | |
| } | |