Text Classification
cortiq
Laya
English
cmf
jev
decision-making
structured-output
tool-selection
semantic-routing
on-device
metal
vulkan
intent-classification
resonance-routing
Instructions to use infosave/cmf-decision with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- cortiq
How to use infosave/cmf-decision 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/cmf-decision --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
- Laya
How to use infosave/cmf-decision with Laya:
# No code snippets available yet for this library. # To use this model, check the repository files and the library's documentation. # Want to help? PRs adding snippets are welcome at: # https://github.com/huggingface/huggingface.js
- Notebooks
- Google Colab
- Kaggle
Describe custom skills and oracle; clarify measured hardware and language scope
Browse files- BENCHMARKS.md +14 -0
- README.md +4 -3
- README_RU.md +4 -3
- SHA256SUMS +3 -3
BENCHMARKS.md
CHANGED
|
@@ -66,3 +66,17 @@ File SHA-256: `ed9b8ec2bbfe9e9fd30f14a5eaf82314f38bc7e7510a39772baa2de3801d79b1`
|
|
| 66 |
- Resonance Routing — US Patent Application 19/452,440.
|
| 67 |
|
| 68 |
The redesign changes documentation and figures only. No new accuracy, timing or paid oracle runs were performed for it.
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 66 |
- Resonance Routing — US Patent Application 19/452,440.
|
| 67 |
|
| 68 |
The redesign changes documentation and figures only. No new accuracy, timing or paid oracle runs were performed for it.
|
| 69 |
+
|
| 70 |
+
## Execution and language scope
|
| 71 |
+
|
| 72 |
+
The measurements above use the **local decision path on CPU**. In Cortiq
|
| 73 |
+
0.7.9, the decision encoder explicitly calls the host FP32 GEMM; it does not
|
| 74 |
+
dispatch to Metal or Vulkan. GPU support elsewhere in the Cortiq engine does
|
| 75 |
+
not establish GPU acceleration for this decision model. No GPU speedup is
|
| 76 |
+
claimed here.
|
| 77 |
+
|
| 78 |
+
The included seed skills and their reported scores were evaluated in English.
|
| 79 |
+
The CMF format itself does not impose a language; local language coverage
|
| 80 |
+
depends on the encoder and skill training data. An optional oracle can handle
|
| 81 |
+
cases outside the local skills, within that oracle's language capabilities.
|
| 82 |
+
Enabling an oracle does not by itself certify multilingual local accuracy.
|
README.md
CHANGED
|
@@ -18,11 +18,12 @@ tags:
|
|
| 18 |
|
| 19 |
Turn a customer message into a clear action: route a request, classify an intent,
|
| 20 |
or choose a tool using your own trained skill. Cortiq selects a label or abstains
|
| 21 |
-
when uncertain — **without generating tokens**.
|
|
|
|
| 22 |
|
| 23 |
-
**
|
| 24 |
|
| 25 |
-
[Quick start](#quick-start) · [Your own skill](#add-your-own-skill) · [API](API.md) · [
|
| 26 |
|
| 27 |
## Quick start
|
| 28 |
|
|
|
|
| 18 |
|
| 19 |
Turn a customer message into a clear action: route a request, classify an intent,
|
| 20 |
or choose a tool using your own trained skill. Cortiq selects a label or abstains
|
| 21 |
+
when uncertain — **without generating tokens locally**. Connect an optional
|
| 22 |
+
oracle for unfamiliar cases, then use its answers to grow your local skills.
|
| 23 |
|
| 24 |
+
**Local decisions · Custom skills · Optional oracle**
|
| 25 |
|
| 26 |
+
[Quick start](#quick-start) · [Your own skill](#add-your-own-skill) · [Oracle](ORACLE.md#connect-openrouter) · [API](API.md) · [Benchmarks](BENCHMARKS.md) · [На русском](README_RU.md)
|
| 27 |
|
| 28 |
## Quick start
|
| 29 |
|
README_RU.md
CHANGED
|
@@ -4,11 +4,12 @@
|
|
| 4 |
|
| 5 |
Определите тему обращения, направьте запрос в нужный отдел или обучите свой
|
| 6 |
навык выбора инструмента. Cortiq выбирает метку, а при неопределённости
|
| 7 |
-
отказывается от ответа — **без генерации токенов**.
|
|
|
|
| 8 |
|
| 9 |
-
**
|
| 10 |
|
| 11 |
-
[Запуск](#быстрый-запуск) · [Свой навык](#добавьте-свой-навык) · [API](API.md) · [Методика](BENCHMARKS.md) · [English](README.md)
|
| 12 |
|
| 13 |
## Быстрый запуск
|
| 14 |
|
|
|
|
| 4 |
|
| 5 |
Определите тему обращения, направьте запрос в нужный отдел или обучите свой
|
| 6 |
навык выбора инструмента. Cortiq выбирает метку, а при неопределённости
|
| 7 |
+
отказывается от ответа — **без локальной генерации токенов**. Для незнакомых
|
| 8 |
+
случаев подключите оракул и используйте его ответы для обучения своих навыков.
|
| 9 |
|
| 10 |
+
**Локальные решения · Свои навыки · Подключаемый оракул**
|
| 11 |
|
| 12 |
+
[Запуск](#быстрый-запуск) · [Свой навык](#добавьте-свой-навык) · [Оракул](ORACLE.md#connect-openrouter) · [API](API.md) · [Методика](BENCHMARKS.md) · [English](README.md)
|
| 13 |
|
| 14 |
## Быстрый запуск
|
| 15 |
|
SHA256SUMS
CHANGED
|
@@ -1,8 +1,8 @@
|
|
| 1 |
11bdb7377525ff68df36b124a86c56e5d13ec1a7db4c9e9f70af128f26fdd7c6 API.md
|
| 2 |
-
|
| 3 |
ed7492f3c65f56b9388a1e0b1b0689a524df5da403a6c861824781cea225d9e4 ORACLE.md
|
| 4 |
-
|
| 5 |
-
|
| 6 |
ed9b8ec2bbfe9e9fd30f14a5eaf82314f38bc7e7510a39772baa2de3801d79b1 cortiq-decision.cmf
|
| 7 |
f5eb99a3943e3b4316b3ba42118b5a96c7687c9189b3bbc0eef0eecfb034e87e evidence/comparison.json
|
| 8 |
971761c49f787d8270bd0a2342d145b67ccf37d1c2528a8834f0918d62155d20 figures/cost.png
|
|
|
|
| 1 |
11bdb7377525ff68df36b124a86c56e5d13ec1a7db4c9e9f70af128f26fdd7c6 API.md
|
| 2 |
+
29ccefa6aba7809056ce27ecfe55a9124da396dfe091ea5d4d5aa80e8248993d BENCHMARKS.md
|
| 3 |
ed7492f3c65f56b9388a1e0b1b0689a524df5da403a6c861824781cea225d9e4 ORACLE.md
|
| 4 |
+
6361d54d07c746856a2e8f1e2568c82e26c71bf2a8c1bca9bc9cc38e542bc54e README.md
|
| 5 |
+
d01748e8c8f59e6e422846d65ad6a059104f98f7ed4c4b76686a992d4901800e README_RU.md
|
| 6 |
ed9b8ec2bbfe9e9fd30f14a5eaf82314f38bc7e7510a39772baa2de3801d79b1 cortiq-decision.cmf
|
| 7 |
f5eb99a3943e3b4316b3ba42118b5a96c7687c9189b3bbc0eef0eecfb034e87e evidence/comparison.json
|
| 8 |
971761c49f787d8270bd0a2342d145b67ccf37d1c2528a8834f0918d62155d20 figures/cost.png
|