Instructions to use infosave/Ternary-Bonsai-2-27B-cmf with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- cortiq
How to use infosave/Ternary-Bonsai-2-27B-cmf with cortiq:
# one Rust binary, no additional dependencies cargo install cortiq-cli # or a prebuilt binary from github.com/infosave2007/cmf/releases hf download infosave/Ternary-Bonsai-2-27B-cmf --include "*.cmf" --local-dir . ls *.cmf # some repos ship more than one quantization
cortiq run FILE.cmf --prompt "What is the capital of France?"
cortiq serve FILE.cmf --port 8080 # OpenAI-compatible server
- Notebooks
- Google Colab
- Kaggle
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| "schema": "bonsai-matched-performance-cmf-helper-1", | |
| "model": "/tmp/cmf-bonsai2-metal/model.cmf", | |
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| "bos_injected": false, | |
| "generated_tokens_requested": 128, | |
| "cold_repetitions": 1, | |
| "warm_repetitions": 3, | |
| "single_model_resident": true, | |
| "backend": "native_metal", | |
| "backend_contract": { | |
| "required_env": { | |
| "CMF_GPU": "1", | |
| "CMF_Q2TP_GPU": "1", | |
| "CMF_MTP": "0", | |
| "CMF_MAX_SEQ": 1314 | |
| }, | |
| "counters_are_row_deltas": true, | |
| "metal_submits": "native TokenGraph and per-op command-buffer commits; not WGPU submits", | |
| "weight_bytes_by_stage": "[misc, dense_ffn, moe, attention, gdn, head]", | |
| "graph_tokens": "native graph admissions reported by pipeline globals", | |
| "ternary_prod_dispatches": "actual encode_proj production route; not diagnostic helper", | |
| "ternary_prod_by_stage": "[misc, dense_ffn, moe, attention, gdn, head]", | |
| "strict_admission": "immutable model/tensor scan cached in native Metal Ctx; code3 remains generic Q2 fallback" | |
| }, | |
| "load_excluded_from_rows": true, | |
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| "sampler": { | |
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| "top_p": 1.0, | |
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| "ignore_eos": true, | |
| "eos_suppressed_by_tokenizer_predicate": true | |
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| "first_token_latency": "generate_from_ids callback timestamp after prompt prefill and first-token sampling; TTFT, not pure prefill", | |
| "decode_steady": "callback timestamp span from generated token 1 through the last callback; excludes prompt and includes no fabricated split", | |
| "missing_public_primitive": "Pipeline::generate_from_ids has no exact prompt/decode phase callback or returned prompt_ms/predicted_ms pair" | |
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