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Open-weight model

crime-laya-5000

by Leo Loss leloss/crime-laya-5000

crime-laya-5000 is an open-weight model from Leo Loss. It has 421M parameters. At 16-bit it needs about 1 GB of GPU memory, which fits on 1x MI300X from $1.85 an hour, at the lowest prices in the SAVRN Index.

Parameters421M
Context—
Weights842.6 MB
License—
AccessOpen weights
Monthly Downloads—

Runs On

What it takes to serve crime-laya-5000 (421M parameters): the memory its weights need at each precision, and the cheapest way to rent enough data-center GPUs to hold them.

PrecisionWeightsMemory neededCheapest setupPer hourAlso fits
16-bit 0.8 GB 1.0 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 19, 2026.

crime-laya-5000 on every accelerator the SAVRN Index prices, at every precision

Model Card

The publisher has not written a card for this model.

Identity and Version

Repository
leloss/crime-laya-5000
Publisher
Leo Loss
Task
Not stated by the source
Modality
Other
Library
Not stated by the source
Parameters
421M parameters
Languages
Not stated by the source
Revision
3484c4e2c4f6134289d4eff2e53fccb666060e39
First published
2026-09-26
Last updated
2026-09-27

Files and Weights

9 files, 846.2 MB in total. The weights are 1 file totalling 842.6 MB in safetensors.

Weights1 file · 842.6 MB
Configuration5 files · 6.0 KB
Tokenizer2 files · 3.6 MB
Repository1 file · 1.5 KB
Every file
FileTypeSizeSHA-256
model.safetensorsWeights842.6 MB 99536fdec6a1
data_manifest.jsonConfiguration1.2 KB —
encoder/config.jsonConfiguration2.1 KB —
rl_agent_config.jsonConfiguration534 B —
tokenizer/special_tokens_map.jsonConfiguration694 B —
training_report.jsonConfiguration1.5 KB —
.gitattributesRepository1.5 KB —
tokenizer/tokenizer.jsonTokenizer3.6 MB —
tokenizer/tokenizer_config.jsonTokenizer20.8 KB —

License and Download

License
Not stated by the source
Access
Open weights, no gate
Download size
842.6 MB
Download from Leo Loss

Released by Leo Loss through its official repository on Hugging Face.

Memory Requirements

PrecisionWeights in memory
As published842.6 MB
16-bit0.8 GB
8-bit0.4 GB
4-bit0.2 GB

Weights only, from the published parameter count; the key-value cache and runtime add to this.

Questions About crime-laya-5000

How much GPU memory does crime-laya-5000 need?

About 1 GB at 16-bit and 0.3 GB at 4-bit: the weights (421M parameters) plus a working margin. A long context needs more.

What is the cheapest GPU to run crime-laya-5000 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.