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Open-weight model

AIkenSGTv1

by Hayato Hongo HayatoHongo/AIkenSGTv1

AIkenSGTv1 is an open-weight model from Hayato Hongo, released under Apache License 2.0. It has 2.6B parameters. At 16-bit it needs about 6.3 GB of GPU memory, which fits on 1x MI300X from $1.85 an hour, at the lowest prices in the SAVRN Index. It draws 346 downloads a month.

Parameters2.6B
Context—
Weights1.5 TB
Licenseapache-2.0
AccessOpen weights
Monthly Downloads346

Runs On

What it takes to serve AIkenSGTv1 (2.6B 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 5.2 GB 6.3 GB 1x MI300X (192 GB)
Vultr
$1.85 1x H100 $1.99 · 1x MI325X $2.00
8-bit 2.6 GB 3.1 GB 1x MI300X (192 GB)
Vultr
$1.85 1x H100 $1.99 · 1x MI325X $2.00
4-bit 1.3 GB 1.6 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.

AIkenSGTv1 on every accelerator the SAVRN Index prices, at every precision

Model Card

The publisher has not written a card for this model.

Configuration

Attention heads
20
Vocabulary size
50,257
RoPE base
1e+06

Identity and Version

Repository
HayatoHongo/AIkenSGTv1
Publisher
Hayato Hongo
Task
Not stated by the source
Modality
Other
Library
Not stated by the source
Parameters
2.6B parameters
Languages
Not stated by the source
Revision
1156e39ecae75bbb7723fca42f9c9b1a9db367fa
First published
2026-08-14
Last updated
2026-10-03

Files and Weights

92 files, 1.5 TB in total. The weights are 60 files totalling 1.5 TB in pt, safetensors.

Weights60 files · 1.5 TB
Configuration1 file · 513 B
Documentation1 file · 28 B
Other29 files · 1.0 GB
Repository1 file · 1.7 KB
Every file
FileTypeSizeSHA-256
1M-checkpoints-mogishiken-gkentei/checkpoint_000001.ptWeights31.4 GB a619bb77ddf6
1M-checkpoints-mogishiken-gkentei/checkpoint_000002.ptWeights31.4 GB d2918cd6c742
1M-checkpoints-mogishiken-gkentei/checkpoint_000003.ptWeights31.4 GB 4984b9b8f820
1M-checkpoints-mogishiken-gkentei/checkpoint_000100.ptWeights31.4 GB 08f57d3b88f1
1M-checkpoints-mogishiken-gkentei/checkpoint_000200.ptWeights31.4 GB b6931421fdd1
1M-checkpoints-mogishiken-gkentei/checkpoint_000300.ptWeights31.4 GB 5499ee8850b1
1M-checkpoints-mogishiken-gkentei/checkpoint_000400.ptWeights31.4 GB d34bdbb7143d
1M-checkpoints-mogishiken-gkentei/checkpoint_000500.ptWeights31.4 GB be87a12a56c7
1M-checkpoints-mogishiken-gkentei/checkpoint_000600.ptWeights31.4 GB 91eef90f58a8
1M-checkpoints-mogishiken-gkentei/checkpoint_000700.ptWeights31.4 GB 1392f24469d5
1M-checkpoints-mogishiken-gkentei/checkpoint_000800.ptWeights31.4 GB 3e67ed042988
1M-checkpoints-mogishiken-gkentei/checkpoint_000900.ptWeights31.4 GB 298e3f416e4b
1M-checkpoints-mogishiken-gkentei/checkpoint_001000.ptWeights31.4 GB d8090082089b
1M-checkpoints-mogishiken-gkentei/checkpoint_001100.ptWeights31.4 GB 7a656a4a4d5a
1M-checkpoints-mogishiken-gkentei/checkpoint_001200.ptWeights31.4 GB 1b8547ba3985
1M-checkpoints-mogishiken-gkentei/checkpoint_001300.ptWeights31.4 GB 16fff2d66f70
1M-checkpoints-mogishiken-gkentei/checkpoint_001400.ptWeights31.4 GB 1e9ee8b7ef59
1M-checkpoints-mogishiken-gkentei/checkpoint_001500.ptWeights31.4 GB d26d77a4e96d
1M-checkpoints-mogishiken-gkentei/checkpoint_001600.ptWeights31.4 GB 2b81afefe33b
1M-checkpoints-mogishiken-gkentei/checkpoint_001700.ptWeights31.4 GB 65090b1e6937
1M-checkpoints-mogishiken-gkentei/checkpoint_001800.ptWeights31.4 GB 633411ef0611
1M-checkpoints-mogishiken-gkentei/checkpoint_001895.ptWeights31.4 GB f7a27204eb59
1M-checkpoints-mogishiken-gkentei/log_000001.ptWeights83 B 410ecc5bd280
boxed_answer_only_model_epoch_1_lr_1e-04_easy_jmmlu_text.safetensorsWeights10.5 GB 2f89890db187
checkpoint_005000_instruct.ptWeights10.5 GB 3866aeed1159
checkpoints-instruction-tuning-gkentei/checkpoint_000001.ptWeights31.4 GB e5dfd0250362
checkpoints-instruction-tuning-gkentei/checkpoint_000100.ptWeights31.4 GB 8a4673945718
checkpoints-instruction-tuning-gkentei/checkpoint_000200.ptWeights31.4 GB be44c937f2d1
checkpoints-instruction-tuning-gkentei/checkpoint_000300.ptWeights31.4 GB fc709d0d1033
checkpoints-instruction-tuning-gkentei/checkpoint_000400.ptWeights31.4 GB d06613ecd16e
checkpoints-instruction-tuning-gkentei/checkpoint_000500.ptWeights31.4 GB be6cc526bd09
checkpoints-instruction-tuning-gkentei/checkpoint_000600.ptWeights31.4 GB 49e8572c3c02
checkpoints-instruction-tuning-gkentei/checkpoint_000700.ptWeights31.4 GB e1f74a9ff5a1
checkpoints-instruction-tuning-gkentei/checkpoint_000800.ptWeights31.4 GB f61f1a1ec5fd
checkpoints-instruction-tuning-gkentei/checkpoint_000900.ptWeights31.4 GB ef0bbfc9d349
checkpoints-instruction-tuning-gkentei/checkpoint_001000.ptWeights21.5 GB d21fdf682bb6
checkpoints-prompt-mask-instruction-tuning/checkpoint_001000.ptWeights31.4 GB 385c767bd25b
checkpoints-prompt-mask-instruction-tuning/checkpoint_001000_old.ptWeights31.4 GB 272db98c224b
checkpoints-prompt-mask-instruction-tuning/checkpoint_002000.ptWeights31.4 GB a39cf6a3dcad
checkpoints-prompt-mask-instruction-tuning/checkpoint_002000_old.ptWeights31.4 GB 28b21f7511ac
checkpoints-prompt-mask-instruction-tuning/checkpoint_003000.ptWeights31.4 GB 0139666169ff
checkpoints-prompt-mask-instruction-tuning/checkpoint_003000_old.ptWeights31.4 GB fe1ff638d0f9
checkpoints-prompt-mask-instruction-tuning/checkpoint_004000.ptWeights31.4 GB 10773141c9c5
checkpoints-prompt-mask-instruction-tuning/checkpoint_005000.ptWeights31.4 GB 1882daff65ef
content/input_ids.ptWeights59.1 MB bee6c6b45a7c
content/target_ids.ptWeights59.1 MB 931e8cfe3a4d
model.ptWeights31.4 GB 426a9e588a48
model.safetensorsWeights10.5 GB db7c3555cdea
model_clean.safetensorsWeights10.5 GB c6f8693f1446
prompt_mask_instruction_tuned_model_epoch_1_lr_1e-04_easy_jmmlu.ptWeights10.5 GB 8043c1b0da3d
prompt_mask_instruction_tuned_model_epoch_1_lr_1e-04_easy_jmmlu.safetensorsWeights10.5 GB 0ef68df8de2c
prompt_mask_instruction_tuned_model_epoch_1_lr_1e-04_gkentei_text_100kmoshi.safetensorsWeights10.5 GB ad5f0bf493c0
prompt_mask_instruction_tuned_model_epoch_1_lr_1e-04_gkentei_text_250kmoshi.safetensorsWeights10.5 GB 7f5700493fe3
prompt_mask_instruction_tuned_model_epoch_1_lr_1e-04_gkentei_text_50000moshi.safetensorsWeights10.5 GB 88f6998313b0
prompt_mask_instruction_tuned_model_epoch_1_lr_1e-04_gkentei_text_50000moshi_base_shuffled.safetensorsWeights10.5 GB 2a5078c299bf
prompt_mask_instruction_tuned_model_epoch_2_lr_1e-04_gkentei_text.safetensorsWeights10.5 GB b5ae95a67ba8
prompt_mask_instruction_tuned_model_epoch_2_lr_1e-04_gkentei_text_10000moshi.safetensorsWeights10.5 GB f5bb45afe2f6
prompt_mask_instruction_tuned_model_epoch_2_lr_1e-04_gkentei_text_base.safetensorsWeights10.5 GB 51e9a6537ad2
prompt_mask_instruction_tuned_model_epoch_2_lr_1e-04_gkentei_text_v2.safetensorsWeights10.5 GB 5c07be4e5228
prompt_mask_instruction_tuned_model_epoch_8_lr_1e-04_gkentei_text_10000moshi_batchsize512.safetensorsWeights10.5 GB 78fd7022a596
config.jsonConfiguration513 B —
README.mdDocumentation28 B —
1M-checkpoints-mogishiken-gkentei/log_000002.csvOther170 B —
1M-checkpoints-mogishiken-gkentei/log_000003.csvOther257 B —
1M-checkpoints-mogishiken-gkentei/log_000100.csvOther8.2 KB —
1M-checkpoints-mogishiken-gkentei/log_000200.csvOther17.4 KB —
1M-checkpoints-mogishiken-gkentei/log_000300.csvOther26.8 KB —
1M-checkpoints-mogishiken-gkentei/log_000400.csvOther36.2 KB —
1M-checkpoints-mogishiken-gkentei/log_000500.csvOther45.6 KB —
1M-checkpoints-mogishiken-gkentei/log_000600.csvOther54.9 KB —
1M-checkpoints-mogishiken-gkentei/log_000700.csvOther64.2 KB —
1M-checkpoints-mogishiken-gkentei/log_000800.csvOther73.6 KB —
1M-checkpoints-mogishiken-gkentei/log_000900.csvOther82.9 KB —
1M-checkpoints-mogishiken-gkentei/log_001000.csvOther92.3 KB —
1M-checkpoints-mogishiken-gkentei/log_001100.csvOther101.8 KB —
1M-checkpoints-mogishiken-gkentei/log_001200.csvOther111.2 KB —
1M-checkpoints-mogishiken-gkentei/log_001300.csvOther9.5 KB —
1M-checkpoints-mogishiken-gkentei/log_001400.csvOther19.0 KB —
1M-checkpoints-mogishiken-gkentei/log_001500.csvOther28.6 KB —
1M-checkpoints-mogishiken-gkentei/log_001600.csvOther38.1 KB —
1M-checkpoints-mogishiken-gkentei/log_001700.csvOther47.7 KB —
1M-checkpoints-mogishiken-gkentei/log_001800.csvOther57.3 KB —
1M-checkpoints-mogishiken-gkentei/log_001895.csvOther66.4 KB —
gkentei_1M_prompt_response.jsonlOther659.1 MB 40e0e63975e6
gkentei_500k_prompt_response.jsonlOther368.7 MB e8b01e649424
gkentei_eval1_prompt_response.jsonlOther94.6 KB —
mock_questions_v2_direct_fewshot_full_sorted_dev.jsonlOther2.8 KB —
mock_questions_v2_direct_fewshot_full_sorted_test.jsonlOther69.4 KB —
mock_questions_v2_direct_fewshot_full_sorted_train.jsonlOther661.5 KB —
train_prompt_response.jsonlOther1.6 MB —
validation_prompt_response.jsonlOther206.5 KB —
.gitattributesRepository1.7 KB —

License and Download

License
apache-2.0
Access
Open weights, no gate
Download size
1.5 TB
Download from Hayato Hongo

Released by Hayato Hongo through its official repository on Hugging Face. Read the license.

Memory Requirements

PrecisionWeights in memory
As published1.5 TB
16-bit5.2 GB
8-bit2.6 GB
4-bit1.3 GB

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

Questions About AIkenSGTv1

How much GPU memory does AIkenSGTv1 need?

About 6.3 GB at 16-bit and 1.6 GB at 4-bit: the weights (2.6B parameters) plus a working margin. A long context needs more.

What is the cheapest GPU to run AIkenSGTv1 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.

Can I use AIkenSGTv1 commercially?

Yes. AIkenSGTv1 is released under Apache License 2.0. The Apache License 2.0 is a permissive open-source license. It permits commercial use, modification and redistribution. It requires keeping the license and copyright notices and any NOTICE file, stating significant changes, and it includes an express patent grant from contributors.