Vinci-Prova-7B-1.0-GGUF is an open-weight model from SimpleDirect, released under Apache License 2.0. Its published files total 31.7 GB. It draws 217 downloads a month.
Quantised GGUF builds of Verify what you downloaded against these hashes. Equal file size is not identity. No GGUF file in this repository has been evaluated.
Model Card
By SimpleDirect, published under apache-2.0, revision 8647ee0672c3.
Quantised GGUF builds of Verify what you downloaded against these hashes. Equal file size is not identity. No GGUF file in this repository has been evaluated. Every published measurement was taken on the unquantised weights in the main repo, not on any file here. Quantisation changes model behaviour, and with no per-tier measurement this card cannot say in which direction or by how much for any tier. This card therefore publishes no per-tier score, no quality ranking between the tiers, and no recommended tier. A file's presence in this repository is not a performance claim about that tier, and not a claim of parity with the unquantised weights. All evaluation results, limitations, intended…
Read SimpleDirect's full model card
Quantised GGUF builds of simpledirect/Vinci-Prova-7B-1.0.
| file | quantisation | sha256 |
|---|---|---|
Vinci-Prova-7B-1.0-f16.gguf |
f16 (unquantised conversion) | 195460f2f2fbf033f5bee226903a9ab51591d26f62f6cd83702867e5d66f9e03 |
Vinci-Prova-7B-1.0-Q4_K_M.gguf |
Q4_K_M | 655886167ea8f07877954ee949b205557eb810774860535b84aa41c3446ca750 |
Vinci-Prova-7B-1.0-Q5_K_M.gguf |
Q5_K_M | ed521b15992b6716042e6bae4a9785bd1827ec05bf99661473adeb035c830f1b |
Vinci-Prova-7B-1.0-Q8_0.gguf |
Q8_0 | b0b724b4dd77d132f47ed364fed7053fc0dfa30edb4839cc07212ec0f206b9dc |
Verify what you downloaded against these hashes. Equal file size is not identity.
These files are not the measured artifact
No GGUF file in this repository has been evaluated. Every published measurement was taken on the unquantised weights in the main repo, not on any file here. Quantisation changes model behaviour, and with no per-tier measurement this card cannot say in which direction or by how much for any tier.
This card therefore publishes no per-tier score, no quality ranking between the tiers, and no recommended tier. A file's presence in this repository is not a performance claim about that tier, and not a claim of parity with the unquantised weights.
All evaluation results, limitations, intended use and provenance live on the main repo. Read its model card before using these builds. Nothing is restated here, so there is one place for a number to be correct. The full study is published as Vinci Technical Report No. 1 (CC BY 4.0).
Follow-up, 1 September 2026. Technical Report No. 2 applied the same frozen recipe to three model families and did not establish general cross-lineage portability. The Report No. 1 measurements are unchanged. Both reports are summarised on the main repo's card; nothing is restated here.
Identity and Version
- Repository
- simpledirect/Vinci-Prova-7B-1.0-GGUF
- Publisher
- SimpleDirect
- Task
- Not stated by the source
- Modality
- Other
- Library
- Not stated by the source
- Parameters
- Not stated by the source
- Languages
- Not stated by the source
- Revision
- 8647ee0672c3740a3ff4f4cc14bbbe9a30069faf
- First published
- 2026-08-10
- Last updated
- 2026-09-28
Files and Weights
8 files, 31.7 GB in total. The weights are 4 files totalling 31.7 GB in gguf.
Every file
| File | Type | Size | SHA-256 |
|---|---|---|---|
| Vinci-Prova-7B-1.0-Q4_K_M.gguf | Weights | 4.4 GB | 655886167ea8 |
| Vinci-Prova-7B-1.0-Q5_K_M.gguf | Weights | 5.1 GB | ed521b15992b |
| Vinci-Prova-7B-1.0-Q8_0.gguf | Weights | 7.7 GB | b0b724b4dd77 |
| Vinci-Prova-7B-1.0-f16.gguf | Weights | 14.5 GB | 195460f2f2fb |
| README.md | Documentation | 2.4 KB | — |
| assets/vero-pixel.svg | Other | 669 B | — |
| assets/vinci-vero-header.svg | Other | 8.2 KB | — |
| .gitattributes | Repository | 1.8 KB | — |
License and Download
- License
- apache-2.0
- Access
- Open weights, no gate
- Download size
- 31.7 GB
Released by SimpleDirect through its official repository on Hugging Face. Read the license.
Built From
- Derived from simpledirect/Vinci-Prova-7B-1.0
- Quantized from simpledirect/Vinci-Prova-7B-1.0
Memory Requirements
| Precision | Weights in memory |
|---|---|
| As published | 31.7 GB |
Weights only, from the published parameter count; the key-value cache and runtime add to this.
Questions About Vinci-Prova-7B-1.0-GGUF
Can I use Vinci-Prova-7B-1.0-GGUF commercially?
Yes. Vinci-Prova-7B-1.0-GGUF is released under Apache License 2.0. The Apache License 2.0 is a permissive open-source license. It permits commercial use, modification and redistribution. It requires keeping the license and copyright notices and any NOTICE file, stating significant changes, and it includes an express patent grant from contributors.