Instructions to use chrishayuk/v11-tokenizer with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use chrishayuk/v11-tokenizer with Transformers:
# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("chrishayuk/v11-tokenizer", device_map="auto") - Notebooks
- Google Colab
- Kaggle
File size: 1,838 Bytes
fa41352 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 | {
"schema": "v-tokenizers-dormant-blocks-1",
"source": "v12/dormant_block_map.yaml (C7)",
"masking_policy": {
"implementation": "active-slice projection: hidden @ active_embedding.T over the contiguous active range",
"dormant_rows_in_matmul": false,
"dormant_rows_in_optimizer_state": false,
"dormant_strings_in_clean_115M_stream": false,
"fingerprint_init_preserved_until_activation": true
},
"layout_order": [
{
"block": "T-core natural language",
"category": 0,
"active_at_115M": true,
"active_at_1B": null,
"merge_opaque": null,
"token_count": null,
"tokens_frozen": null
},
{
"block": "active specials",
"category": 2,
"active_at_115M": true,
"active_at_1B": null,
"merge_opaque": true,
"token_count": null,
"tokens_frozen": null
},
{
"block": "dormant: T-cell",
"category": 3,
"active_at_115M": false,
"active_at_1B": true,
"merge_opaque": true,
"token_count": 0,
"tokens_frozen": false
},
{
"block": "dormant: T-scale",
"category": 4,
"active_at_115M": false,
"active_at_1B": true,
"merge_opaque": false,
"token_count": 0,
"tokens_frozen": false
},
{
"block": "padding",
"category": 1,
"active_at_115M": true,
"active_at_1B": null,
"merge_opaque": null,
"token_count": null,
"tokens_frozen": null
}
],
"note": "Dormant ids are present in the tokenizer's vocabulary but are excluded from the projection matmul and optimizer state at 115M. Size an active embedding slice from the active blocks, NOT from len(tokenizer). Where token_count is 0 the block is schema-pinned but not yet frozen (filled at TOK-5 once the winning vocab layout is known)."
} |