timingestimator is an open-weight model from Ebisuke. It has 443M parameters and a 4,096-token context. At 16-bit it needs about 1.1 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 timingestimator (443M 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 | 0.9 GB | 1.1 GB | 1x MI300X (192 GB) Vultr |
$1.85 | 1x H100 $1.99 · 1x MI325X $2.00 |
| 8-bit | 0.4 GB | 0.5 GB | 1x MI300X (192 GB) Vultr |
$1.85 | 1x H100 $1.99 · 1x MI325X $2.00 |
| 4-bit | 0.2 GB | 0.3 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 Oct 18, 2026.
timingestimator on every accelerator the SAVRN Index prices, at every precision
Model Card
The publisher has not written a card for this model.
Configuration
- Architecture
- TimingEstimatorModel
- Context length (tokens)
- 4,096
- Layers
- 12
- Hidden size
- 1,024
- Feed-forward size
- 4,096
- Attention heads
- 16
- Key/value heads
- 8
- Head dimension
- 64
- Vocabulary size
- 2
- Model type
- timing_estimator
Identity and Version
- Repository
- ebisuke/timingestimator
- Publisher
- Ebisuke
- Task
- Not stated by the source
- Modality
- Other
- Library
- Not stated by the source
- Parameters
- 443M parameters
- Languages
- Not stated by the source
- Revision
- 871ab48991604c22eba5916e8a3e2cd8dea1db94
- First published
- 2026-09-25
- Last updated
- 2026-09-26
Files and Weights
5 files, 4.6 GB in total. The weights are 2 files totalling 4.6 GB in pt, safetensors.
Every file
| File | Type | Size | SHA-256 |
|---|---|---|---|
| model.safetensors | Weights | 1.8 GB | d4ce855b08f6 |
| optimizer.pt | Weights | 2.8 GB | 041fa6ddd4f3 |
| config.json | Configuration | 821 B | — |
| state.json | Configuration | 22 B | — |
| .gitattributes | Repository | 1.5 KB | — |
License and Download
- License
- Not stated by the source
- Access
- Open weights, no gate
- Download size
- 4.6 GB
Released by Ebisuke through its official repository on Hugging Face.
Memory Requirements
| Precision | Weights in memory |
|---|---|
| As published | 4.6 GB |
| 16-bit | 0.9 GB |
| 8-bit | 0.4 GB |
| 4-bit | 0.2 GB |
Weights only, from the published parameter count; the key-value cache and runtime add to this.
Questions About timingestimator
How much GPU memory does timingestimator need?
About 1.1 GB at 16-bit and 0.3 GB at 4-bit: the weights (443M parameters) plus a working margin. A long context needs more.
What is the cheapest GPU to run timingestimator 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 timingestimator's context length?
4,096 tokens, from the maximum position embeddings in its published configuration.