Continued pretrain of unireo/round10 on jjjlimaus/chrono-2021-quality-harvest. - Public and gated (manual review)
Runs On
What it takes to serve round10-2021-cpt (2.2B parameters): the memory its weights need at each precision, and the cheapest way to rent enough data-center GPUs to hold them.
| Precision | Weights | Memory needed | Cheapest setup | Per hour | Also fits |
|---|---|---|---|---|---|
| 16-bit | 4.4 GB | 5.3 GB | 1x MI300X (192 GB) Vultr |
$1.85 | 1x H100 $1.99 · 1x MI325X $2.00 |
| 8-bit | 2.2 GB | 2.6 GB | 1x MI300X (192 GB) Vultr |
$1.85 | 1x H100 $1.99 · 1x MI325X $2.00 |
| 4-bit | 1.1 GB | 1.3 GB | 1x MI300X (192 GB) Vultr |
$1.85 | 1x H100 $1.99 · 1x MI325X $2.00 |
Memory is the weights at that precision plus 20% for the runtime and a short context; a long context needs more. Prices are the lowest on-demand hourly rates in the SAVRN Index, read Sep 18, 2026.
Model Card
Continued pretrain of unireo/round10 on jjjlimaus/chrono-2021-quality-harvest. - Public and gated (manual review)
Excerpt from the card by Lima.
Identity and Version
- Repository
- jjjlimaus/round10-2021-cpt
- Publisher
- Lima
- Task
- Not stated by the source
- Modality
- Other
- Library
- Not stated by the source
- Parameters
- 2.2B parameters
- Languages
- Not stated by the source
- Revision
- 058a294eecad85911ee1020ed8f7bb292c939401
- First published
- 2026-09-17
- Last updated
- 2026-09-18
Files and Weights
9 files, 4.4 GB in total. The weights are 1 file totalling 4.4 GB in safetensors.
Every file
| File | Type | Size | SHA-256 |
|---|---|---|---|
| model.safetensors | Weights | 4.4 GB | — |
| config.json | Configuration | 1.9 KB | — |
| generation_config.json | Configuration | 200 B | — |
| README.md | Documentation | 424 B | — |
| .gitattributes | Repository | 1.5 KB | — |
| merges.txt | Tokenizer | 1.7 MB | — |
| tokenizer.json | Tokenizer | 1.7 MB | — |
| tokenizer_config.json | Tokenizer | 288 B | — |
| vocab.json | Tokenizer | 2.8 MB | — |
License and Download
- License
- Not stated by the source
- Access
- Access requested at publisher
- Download size
- 4.4 GB
Lima grants access through its official repository on Hugging Face.
Memory Requirements
| Precision | Weights in memory |
|---|---|
| As published | 4.4 GB |
| 16-bit | 4.4 GB |
| 8-bit | 2.2 GB |
| 4-bit | 1.1 GB |
Weights only, from the published parameter count; the key-value cache and runtime add to this.
Questions About round10-2021-cpt
How much GPU memory does round10-2021-cpt need?
About 5.3 GB at 16-bit and 1.3 GB at 4-bit: the weights (2.2B parameters) plus a working margin. A long context needs more.
What is the cheapest GPU to run round10-2021-cpt on?
At 16-bit, 1x MI300X from $1.85 an hour; at 4-bit, 1x MI300X from $1.85 an hour, at the lowest on-demand prices the SAVRN Index lists.