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 falcondec_report.json from Falconsai/LightDec_V2: direct link, hf CLI and curl.
- Browser
- Download file 45.5 kB
-
https://huggingface.co/Falconsai/LightDec_V2/resolve/main/falcondec_report.json
- Command line
-
hf download hf://Falconsai/LightDec_V2/falcondec_report.json
-
curl -L -o falcondec_report.json https://huggingface.co/Falconsai/LightDec_V2/resolve/main/falcondec_report.json
45.5 kB
Invalid JSON:Unexpected token 'N', ..." (card)": NaN,
"... is not valid JSON
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| { | |
| "task": "gsm8k/math", | |
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| { | |
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| { | |
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| { | |
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| { | |
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| { | |
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| { | |
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| { | |
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| { | |
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| { | |
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| { | |
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| { | |
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| { | |
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| { | |
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| { | |
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| { | |
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| { | |
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| { | |
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| { | |
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| { | |
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| { | |
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| { | |
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| { | |
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| { | |
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| { | |
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| { | |
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| { | |
| "task": "snli/contradicts", | |
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| { | |
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| { | |
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| { | |
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| { | |
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| { | |
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| { | |
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| { | |
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| { | |
| "task": "tev1_test/policy", | |
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| { | |
| "task": "tev1_test/routing", | |
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| { | |
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| }, | |
| { | |
| "task": "triage/support_email", | |
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| }, | |
| { | |
| "task": "typed_decisions/agent_trace_observability", | |
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| }, | |
| { | |
| "task": "typed_decisions/customer_service", | |
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| { | |
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| "architecture": "FalconDec", | |
| "latency": { | |
| "gpu": "NVIDIA RTX PRO 6000 Blackwell Server Edition", | |
| "calls": [ | |
| { | |
| "device": "cuda", | |
| "weights": "fp16", | |
| "questions": 1, | |
| "p50_ms": 10.05, | |
| "p95_ms": 10.43 | |
| }, | |
| { | |
| "device": "cuda", | |
| "weights": "fp16", | |
| "questions": 5, | |
| "p50_ms": 11.32, | |
| "p95_ms": 11.41 | |
| }, | |
| { | |
| "device": "cuda", | |
| "weights": "fp16", | |
| "questions": 10, | |
| "p50_ms": 12.57, | |
| "p95_ms": 12.69 | |
| }, | |
| { | |
| "device": "cpu fp32", | |
| "weights": "int8 file", | |
| "questions": 1, | |
| "p50_ms": 48.4, | |
| "p95_ms": 48.8 | |
| } | |
| ], | |
| "throughput_per_s": 2588.8502560238694 | |
| }, | |
| "env": { | |
| "torch": "2.9.0+cu130", | |
| "transformers": "5.17.0", | |
| "python": "3.12.12", | |
| "gpu": "NVIDIA RTX PRO 6000 Blackwell Server Edition" | |
| } | |
| } |