Text Classification
Transformers
Safetensors
English
mistral3
image-text-to-text
decision-model
typed-decisions
schema-head
jev
calibration
decode-free
Instructions to use StandardThinking/StandardOne-8B-SH with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use StandardThinking/StandardOne-8B-SH with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="StandardThinking/StandardOne-8B-SH")# pip install -U transformers accelerate # Load model directly from transformers import AutoProcessor, AutoModelForMultimodalLM processor = AutoProcessor.from_pretrained("StandardThinking/StandardOne-8B-SH") model = AutoModelForMultimodalLM.from_pretrained("StandardThinking/StandardOne-8B-SH", device_map="auto") - Notebooks
- Google Colab
- Kaggle
v4: further training on synthetic decision data (Decision Index 0.3 public index, self-scored)
80aca9d verified Download head/schema_head_config.json from StandardThinking/StandardOne-8B-SH: direct link, hf CLI and curl.
- Browser
- Download file 483 Bytes
-
https://huggingface.co/StandardThinking/StandardOne-8B-SH/resolve/main/head/schema_head_config.json
- Command line
-
hf download hf://StandardThinking/StandardOne-8B-SH/head/schema_head_config.json
-
curl -L -o schema_head_config.json https://huggingface.co/StandardThinking/StandardOne-8B-SH/resolve/main/head/schema_head_config.json
483 Bytes
| { | |
| "head": { | |
| "hidden_size": 4096, | |
| "n_taps": 2, | |
| "d": 1024, | |
| "heads": 16, | |
| "ffn": 2816, | |
| "route_blocks": 2, | |
| "interact_blocks": 2, | |
| "dropout": 0.1, | |
| "n_roles": 5, | |
| "ord_hidden": 256, | |
| "max_nodes": 4096, | |
| "grad_checkpoint": true, | |
| "taps": [ | |
| "final", | |
| 25 | |
| ], | |
| "template": "schema-v1" | |
| }, | |
| "taps": [ | |
| "final", | |
| 25 | |
| ], | |
| "template": "schema-v1-nosys", | |
| "step": 1040, | |
| "lora_rank": 64, | |
| "snapshot": "/scratch/schema-head/models/StandardOne-8B-SH", | |
| "preview": true | |
| } |