integrator is an open-weight model from Ebisuke. It has 841M parameters and a 8,192-token context. At 16-bit it needs about 2 GB of GPU memory, which fits on 1x MI300X from $1.85 an hour, at the lowest prices in the SAVRN Index.
Runs On
What it takes to serve integrator (841M 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 | 1.7 GB | 2.0 GB | 1x MI300X (192 GB) Vultr |
$1.85 | 1x H100 $1.99 · 1x MI325X $2.00 |
| 8-bit | 0.8 GB | 1.0 GB | 1x MI300X (192 GB) Vultr |
$1.85 | 1x H100 $1.99 · 1x MI325X $2.00 |
| 4-bit | 0.4 GB | 0.5 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 20, 2026.
integrator on every accelerator the SAVRN Index prices, at every precision
Model Card
The publisher has not written a card for this model.
Configuration
- Architecture
- IntegratorModel
- Context length (tokens)
- 8,192
- Layers
- 19
- Hidden size
- 1,024
- Feed-forward size
- 4,096
- Attention heads
- 16
- Key/value heads
- 8
- Head dimension
- 64
- Vocabulary size
- 2
- Model type
- integrator
Identity and Version
- Repository
- ebisuke/integrator
- Publisher
- Ebisuke
- Task
- Not stated by the source
- Modality
- Other
- Library
- Not stated by the source
- Parameters
- 841M parameters
- Languages
- Not stated by the source
- Revision
- e8cb04cf4ca360508d36d83899c0c42941336677
- First published
- 2026-09-19
- Last updated
- 2026-09-19
Files and Weights
3 files, 3.4 GB in total. The weights are 1 file totalling 3.4 GB in safetensors.
Every file
| File | Type | Size | SHA-256 |
|---|---|---|---|
| model.safetensors | Weights | 3.4 GB | 9dd7873945bc |
| config.json | Configuration | 813 B | — |
| .gitattributes | Repository | 1.5 KB | — |
License and Download
- License
- Not stated by the source
- Access
- Open weights, no gate
- Download size
- 3.4 GB
Released by Ebisuke through its official repository on Hugging Face.
Memory Requirements
| Precision | Weights in memory |
|---|---|
| As published | 3.4 GB |
| 16-bit | 1.7 GB |
| 8-bit | 0.8 GB |
| 4-bit | 0.4 GB |
Weights only, from the published parameter count; the key-value cache and runtime add to this.
Questions About integrator
How much GPU memory does integrator need?
About 2 GB at 16-bit and 0.5 GB at 4-bit: the weights (841M parameters) plus a working margin. A long context needs more.
What is the cheapest GPU to run integrator 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.
What is integrator's context length?
8,192 tokens, from the maximum position embeddings in its published configuration.