bartowski/Cloudflare_clef-flash-GGUF
image-text-to-text model by bartowski
From the publisher
Model card & documentation
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Using llama.cpp release b11430 for quantization. Original model: https://huggingface.co/Cloudflare/clef-flash Model details: How to run This is a decision model: it reads a state (text or JSON) together with a schema of typed questions, and returns a probability for every allowed option of every question in a single forward pass. It does not generate text. There is no chat, no completion endpoint and no prompt format to follow. llama.cpp serves it through the /v1/systemone endpoint of llama-server (the TypeSafe System One API); the request and response shapes are documented in the llama-server README. For example: Decision head. The decision head (the tensors that turn the backbone's final hidden states into answers) is stored at Q80 in every quantized file here. It is a small part of the model, it is the part that produces the answers, and nothing below can measure what quantizing it would cost. No imatrix. An importance matrix…
Read the full model card ↗ · Preview checked 2026-10-08T09:31:14.330Z
Inside the original model card — Document outline
- Llamacpp Static Quantizations of clef-flash by Cloudflare
- Decision model
- Available files:
- Downloading using the Hugging Face CLI
- How to run
- Multimodal
- Embed/output weights
- ARM/AVX information
- Which file should I choose?
- Credits
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Documentation belongs to its respective authors. Reported project/model license: apache-2.0. A listing is not a grant of reuse or training rights. Confirm the document’s own terms at the source.
Model overview
bartowski/Cloudflare_clef-flash-GGUF is a image-text-to-text model repository published by bartowski on Hugging Face. A library was not reported.
This page summarizes Hub metadata. For intended use, training data, evaluation results and limitations, consult the original model card.
Model facts
- Task
- image-text-to-text
- Library
- Not reported
- Recent downloads (30 days)
- 23,951
- Cumulative likes
- 50
- Hugging Face trending score
- 49
- Reported safetensors parameters
- Not reported
- Architecture
- Not reported
- License
- apache-2.0
- Access
- Not gated by Hugging Face
- Created
- 2026-10-01T17:22:00.000Z
- Last modified
- 2026-10-05T20:47:38.000Z
Compatibility and lineage
Language coverage was not reported.
Reported base models: Cloudflare/clef-flash
Parameter count is not a RAM/VRAM requirement. Check precision, quantization, context length and runtime compatibility in the model card; no hardware or API-cost claim is inferred here.
Use and evaluate
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Source and freshness
Source: Hugging Face Hub. Metadata observed 2026-10-08T06:39:12.727Z. Daily imports are snapshots, not real-time monitoring.
Popularity and source listings do not establish security, suitability, licensing rights or benchmark performance.