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Open-weight model

chrono-2024-d-1

by Vadim Yakobchuk vadimyakob/chrono-2024-d-1

chrono-2024-d-1 is an open-weight model from Vadim Yakobchuk. It has 2B parameters and a 2,048-token context. At 16-bit it needs about 4.8 GB of GPU memory, which fits on 1x MI300X from $1.85 an hour, at the lowest prices in the SAVRN Index.

Parameters2B
Context2,048
Weights6.3 GB
License—
AccessOpen weights
Monthly Downloads—

Runs On

What it takes to serve chrono-2024-d-1 (2B 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 4.0 GB 4.8 GB 1x MI300X (192 GB)
Vultr
$1.85 1x H100 $1.99 · 1x MI325X $2.00
8-bit 2.0 GB 2.4 GB 1x MI300X (192 GB)
Vultr
$1.85 1x H100 $1.99 · 1x MI325X $2.00
4-bit 1.0 GB 1.2 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 21, 2026.

chrono-2024-d-1 on every accelerator the SAVRN Index prices, at every precision

Model Card

The publisher has not written a card for this model.

Configuration

Architecture
NanochronoForCausalLM
Context length (tokens)
2,048
Layers
28
Hidden size
1,792
Feed-forward size
7,168
Attention heads
14
Key/value heads
14
Vocabulary size
32,768
Sliding window (tokens)
512
RoPE base
100000
Model type
sn38-nanochrono

Identity and Version

Repository
vadimyakob/chrono-2024-d-1
Publisher
Vadim Yakobchuk
Task
Not stated by the source
Modality
Other
Library
Not stated by the source
Parameters
2B parameters
Languages
Not stated by the source
Revision
7d4f3a41e7504a605901bda4ec870b8148c7e2f6
First published
2026-10-11
Last updated
2026-10-11

Files and Weights

7 files, 6.3 GB in total. The weights are 1 file totalling 6.3 GB in safetensors.

Weights1 file · 6.3 GB
Configuration2 files · 1.7 KB
Tokenizer2 files · 2.3 MB
Other1 file · 126 B
Repository1 file · 1.5 KB
Every file
FileTypeSizeSHA-256
model.safetensorsWeights6.3 GB 2d298b04e07f
config.jsonConfiguration1.5 KB —
generation_config.jsonConfiguration262 B —
export_meta.txtOther126 B —
.gitattributesRepository1.5 KB —
tokenizer.jsonTokenizer2.3 MB —
tokenizer_config.jsonTokenizer245 B —

License and Download

License
Not stated by the source
Access
Open weights, no gate
Download size
6.3 GB
Download from Vadim Yakobchuk

Released by Vadim Yakobchuk through its official repository on Hugging Face.

Memory Requirements

PrecisionWeights in memory
As published6.3 GB
16-bit4.0 GB
8-bit2.0 GB
4-bit1.0 GB

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

Questions About chrono-2024-d-1

How much GPU memory does chrono-2024-d-1 need?

About 4.8 GB at 16-bit and 1.2 GB at 4-bit: the weights (2B parameters) plus a working margin. A long context needs more.

What is the cheapest GPU to run chrono-2024-d-1 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 chrono-2024-d-1's context length?

2,048 tokens, from the maximum position embeddings in its published configuration.