Zero-Shot Classification
Transformers
Safetensors
GGUF
English
unknown
decision-model
system-one
falcondec
lightdec_v2
calibrated-decisions
multiple-choice
intent-classification
customer-support
natural-language-inference
code
guardrails
agents
selective-prediction
falconsai
model-surgeon
attested-lineage
Instructions to use Falconsai/LightDec_V2 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use Falconsai/LightDec_V2 with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("zero-shot-classification", model="Falconsai/LightDec_V2")# pip install -U transformers accelerate # Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("Falconsai/LightDec_V2", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Download manifest.json from Falconsai/LightDec_V2: direct link, hf CLI and curl.
- Browser
- Download file 2.12 kB
-
https://huggingface.co/Falconsai/LightDec_V2/resolve/main/manifest.json
- Command line
-
hf download hf://Falconsai/LightDec_V2/manifest.json
-
curl -L -o manifest.json https://huggingface.co/Falconsai/LightDec_V2/resolve/main/manifest.json
2.12 kB
| { | |
| "contract": "https://surgeon.falcons.ai/model-surgeon/manifest/v1", | |
| "tool": "FALCONS.AI Model Surgeon V7.90", | |
| "copyright": "\u00a9 2026 FALCONS.AI", | |
| "exported": "2026-09-28T12:36:18Z", | |
| "architecture": { | |
| "family": "transformer_nlp", | |
| "label": "NLP \u00b7 Small Language Model (SLM)", | |
| "confidence": 0.98, | |
| "score": 8.92, | |
| "tags": [], | |
| "runners_up": [ | |
| { | |
| "family": "mlp", | |
| "label": "MLP / Tabular", | |
| "score": 2.5 | |
| }, | |
| { | |
| "family": "ssm", | |
| "label": "State Space Model (Mamba/S4)", | |
| "score": 1.8 | |
| } | |
| ], | |
| "total_params": 159654157 | |
| }, | |
| "intended_task": null, | |
| "execution_plan_source": "name_heuristic", | |
| "source_format": "safetensors", | |
| "totals": { | |
| "params": 159654157, | |
| "bytes": 319308314, | |
| "tensors": 168, | |
| "modules": 226 | |
| }, | |
| "removed_nodes": [], | |
| "reparented": [], | |
| "grafted_components": [], | |
| "structure_only_tensors_zero_filled": [], | |
| "merged_tensors": [], | |
| "lineage": { | |
| "parents": [ | |
| { | |
| "role": "primary", | |
| "file": "Falconsai/LightDec_V2/model.safetensors", | |
| "format": "safetensors" | |
| } | |
| ], | |
| "merges": [], | |
| "quantized": [], | |
| "head_prunes": [], | |
| "source": { | |
| "kind": "hub", | |
| "repo": "Falconsai/LightDec_V2", | |
| "license": "apache-2.0", | |
| "file": "", | |
| "config": null | |
| }, | |
| "chain": { | |
| "depth": 1, | |
| "prior": null | |
| }, | |
| "tool": "FALCONS.AI Model Surgeon V7.90", | |
| "signature": "321ae9130104dbc1e6dbc73310aa33c7226e05599aa4bf2835315929f0892371", | |
| "copyright": "\u00a9 2026 FALCONS.AI" | |
| }, | |
| "identification_probe": null, | |
| "original_format_export": { | |
| "file": null, | |
| "note": "upload was already safetensors \u2014 model_edited.safetensors IS the original format" | |
| }, | |
| "watermark": { | |
| "text": "FALCONS.AI Model Surgeon V7.90 | session or6YOJBg | 2026-09-28T12:36:18Z | NLP \u00b7 Small Language Model (SLM)", | |
| "hmac_sha256": "1f3ebc616f8fec491786d60db0bad5b5108b735d34dfd30abe3ac9fd56f948d8", | |
| "tensor": "_falconsai_", | |
| "decode": "((values - 0.5) * 255) -> uint8 -> utf-8" | |
| } | |
| } |