cantina-security/apex-flash-1: what it needs to run
cantina-security/apex-flash-1 is a fine-tune of zai-org/GLM-5.3-Flash. Its configuration matches GLM-5.3-Flash's on every field that decides memory, so GLM-5.3-Flash's requirements are this repository's.
Answered by
Geometrypublished data. Both configurations are published files, read at the revisions named below and compared field by field. Not a test that the model loads.GLM-5.3-Flash (zai-org/GLM-5.3-Flash) — every compared field is stated by both and equal.
GLM-5.3-Flash: weight-file size by format
| Format | Size | Range | Basis |
|---|---|---|---|
| FP16 | 642.9 GB | 449.9 GB – 649.1 GB | size range |
| Q8_0 | 341.7 GB | 239.0 GB – 346.0 GB | size range |
| Q6_K | 263.9 GB | 184.5 GB – 267.7 GB | size range |
| Q5_K_M | 229.5 GB | 154.6 GB – 267.7 GB | size range |
| Q5_0 | 224.2 GB | 154.6 GB – 267.7 GB | size range |
| Q4_K_M | 197.3 GB | 126.5 GB – 267.7 GB | size range |
| Q4_0 | 187.0 GB | 126.5 GB – 267.7 GB | size range |
| Q3_K_M | 160.7 GB | 96.6 GB – 267.7 GB | size range |
| Q2_K | 127.2 GB | 73.8 GB – 267.7 GB | size range |
These are GLM-5.3-Flash’s sizes. A model with the same geometry quantizes to the same size, to within any difference in parameter count noted above. Which devices hold each, and how fast they run it, is on GLM-5.3-Flash’s page.
What was read, and where
- cantina-security/apex-flash-1 at revision 28c647a6bd04 is tagged by its publisher as a fine-tune of zai-org/GLM-5.3-Flash.
- cantina-security/apex-flash-1/config.json at 28c647a6bd04 was compared with zai-org/GLM-5.3-Flash/config.json at 03eb5366286a, the revision the catalogue pins: layers and their pattern, widths, head counts, experts, latent and recurrent dimensions, vocabulary, tied embeddings and any vision or audio tower.
- Licence, as tagged
- mit
- Parameters in its safetensors index
- 321B
- Task, as tagged
- image-text-to-text
- Last changed on Hugging Face
- 2026-10-02
Publishing this model? A badge for its card
[](https://llmbottleneck.com/hf/cantina-security/apex-flash-1)
It states the memory to run the model at Q4_K_M with 8,192 tokens of context — built on this repository’s own Q4_K_M file when it publishes one — and links back to this page, where the evidence is.
Resolve another repository
The same answer as JSON: GET /v1/resolve?repo=cantina-security/apex-flash-1, with a free key from /keys.