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Open-weight model

llmplasticity-nl_en_instant_8-d0.5-c0.999-r0.25-s42

by Hongao Cisco1963/llmplasticity-nl_en_instant_8-d0.5-c0.999-r0.25-s42

llmplasticity-nl_en_instant_8-d0.5-c0.999-r0.25-s42 is an open-weight model from Hongao. It has 124M parameters. At 16-bit it needs about 0.3 GB of GPU memory, which fits on 1x MI300X from $1.85 an hour, at the lowest prices in the SAVRN Index.

Parameters124M
Context—
Weights13.9 GB
License—
AccessOpen weights
Monthly Downloads—

Runs On

What it takes to serve llmplasticity-nl_en_instant_8-d0.5-c0.999-r0.25-s42 (124M 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 0.2 GB 0.3 GB 1x MI300X (192 GB)
Vultr
$1.85 1x H100 $1.99 · 1x MI325X $2.00
8-bit 0.1 GB 0.1 GB 1x MI300X (192 GB)
Vultr
$1.85 1x H100 $1.99 · 1x MI325X $2.00
4-bit 0.1 GB 0.1 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.

llmplasticity-nl_en_instant_8-d0.5-c0.999-r0.25-s42 on every accelerator the SAVRN Index prices, at every precision

Model Card

The publisher has not written a card for this model.

Configuration

Architecture
GPT2LMHeadModel
Vocabulary size
50,257
Model type
gpt2

Identity and Version

Repository
Cisco1963/llmplasticity-nl_en_instant_8-d0.5-c0.999-r0.25-s42
Publisher
Hongao
Task
Not stated by the source
Modality
Other
Library
Not stated by the source
Parameters
124M parameters
Languages
Not stated by the source
Revision
cbe08e6f75fd9ede4ff928d4db501c11f971ea18
First published
2026-09-23
Last updated
2026-09-23

Files and Weights

280 files, 14.1 GB in total. The weights are 68 files totalling 13.9 GB in bin, pt, pth, safetensors.

Weights68 files · 13.9 GB
Configuration107 files · 214.5 KB
Tokenizer104 files · 128.4 MB
Repository1 file · 1.5 KB
Every file
FileTypeSizeSHA-256
checkpoint-1/model.safetensorsWeights497.8 MB 745baa0c56ca
checkpoint-1/training_args.binWeights6.0 KB be6140366c26
checkpoint-1024/model.safetensorsWeights497.8 MB ab9b53b01719
checkpoint-1024/training_args.binWeights6.0 KB bf1c75eb562e
checkpoint-11200/frozen_index_map.ptWeights740.1 KB f8d5c6f9240a
checkpoint-11200/model.safetensorsWeights497.8 MB 2697abec828a
checkpoint-11200/training_args.binWeights6.0 KB bf1c75eb562e
checkpoint-128/model.safetensorsWeights497.8 MB f46de8c9d618
checkpoint-128/training_args.binWeights6.0 KB bf1c75eb562e
checkpoint-12800/frozen_index_map.ptWeights740.1 KB f8d5c6f9240a
checkpoint-12800/model.safetensorsWeights497.8 MB be81177bd610
checkpoint-12800/training_args.binWeights6.0 KB bf1c75eb562e
checkpoint-14400/frozen_index_map.ptWeights740.1 KB f8d5c6f9240a
checkpoint-14400/model.safetensorsWeights497.8 MB 259ea9996199
checkpoint-14400/training_args.binWeights6.0 KB bf1c75eb562e
checkpoint-16/model.safetensorsWeights497.8 MB 149245e4b945
checkpoint-16/training_args.binWeights6.0 KB be6140366c26
checkpoint-16000/frozen_index_map.ptWeights740.1 KB f8d5c6f9240a
checkpoint-16000/model.safetensorsWeights497.8 MB f3f93aa011c2
checkpoint-16000/training_args.binWeights6.0 KB bf1c75eb562e
checkpoint-17600/frozen_index_map.ptWeights740.1 KB f8d5c6f9240a
checkpoint-17600/model.safetensorsWeights497.8 MB 9e87a844ebc6
checkpoint-17600/training_args.binWeights6.0 KB bf1c75eb562e
checkpoint-19200/frozen_index_map.ptWeights740.1 KB f8d5c6f9240a
checkpoint-19200/model.safetensorsWeights497.8 MB f6e7517f5845
checkpoint-19200/training_args.binWeights6.0 KB bf1c75eb562e
checkpoint-2/model.safetensorsWeights497.8 MB ad08e350c569
checkpoint-2/training_args.binWeights6.0 KB be6140366c26
checkpoint-2048/model.safetensorsWeights497.8 MB e41d822f5f7d
checkpoint-2048/training_args.binWeights6.0 KB bf1c75eb562e
checkpoint-20800/frozen_index_map.ptWeights740.1 KB f8d5c6f9240a
checkpoint-20800/model.safetensorsWeights497.8 MB d0fd8691e30a
checkpoint-20800/training_args.binWeights6.0 KB bf1c75eb562e
checkpoint-22400/frozen_index_map.ptWeights740.1 KB f8d5c6f9240a
checkpoint-22400/model.safetensorsWeights497.8 MB e67fb9fe3aa3
checkpoint-22400/training_args.binWeights6.0 KB bf1c75eb562e
checkpoint-23370/frozen_index_map.ptWeights740.1 KB f8d5c6f9240a
checkpoint-23370/model.safetensorsWeights497.8 MB 71e08220b5f2
checkpoint-23370/optimizer.ptWeights995.6 MB a5ab995cf085
checkpoint-23370/rng_state.pthWeights14.6 KB e77e86d301e9
checkpoint-23370/scaler.ptWeights1.4 KB 262d81d9d476
checkpoint-23370/scheduler.ptWeights1.5 KB 3003ac13c871
checkpoint-23370/training_args.binWeights6.0 KB bf1c75eb562e
checkpoint-256/model.safetensorsWeights497.8 MB 43eb94f4eb81
checkpoint-256/training_args.binWeights6.0 KB bf1c75eb562e
checkpoint-32/model.safetensorsWeights497.8 MB b04ca0d1a647
checkpoint-32/training_args.binWeights6.0 KB be6140366c26
checkpoint-4/model.safetensorsWeights497.8 MB b4fc4e91fbf1
checkpoint-4/training_args.binWeights6.0 KB be6140366c26
checkpoint-4096/model.safetensorsWeights497.8 MB b0371b3c912a
checkpoint-4096/training_args.binWeights6.0 KB bf1c75eb562e
checkpoint-512/model.safetensorsWeights497.8 MB 8d77f0a07cdd
checkpoint-512/training_args.binWeights6.0 KB bf1c75eb562e
checkpoint-64/model.safetensorsWeights497.8 MB 1463abfbbf63
checkpoint-64/training_args.binWeights6.0 KB bf1c75eb562e
checkpoint-6400/frozen_index_map.ptWeights740.1 KB f8d5c6f9240a
checkpoint-6400/model.safetensorsWeights497.8 MB acfae88a2b6c
checkpoint-6400/training_args.binWeights6.0 KB bf1c75eb562e
checkpoint-8/model.safetensorsWeights497.8 MB 4f01d330fecb
checkpoint-8/training_args.binWeights6.0 KB be6140366c26
checkpoint-8000/frozen_index_map.ptWeights740.1 KB f8d5c6f9240a
checkpoint-8000/model.safetensorsWeights497.8 MB 27d48f5d5313
checkpoint-8000/training_args.binWeights6.0 KB bf1c75eb562e
checkpoint-9600/frozen_index_map.ptWeights740.1 KB f8d5c6f9240a
checkpoint-9600/model.safetensorsWeights497.8 MB 7b4a248fe7d5
checkpoint-9600/training_args.binWeights6.0 KB bf1c75eb562e
model.safetensorsWeights497.8 MB 71e08220b5f2
training_args.binWeights6.0 KB bf1c75eb562e
all_results.jsonConfiguration696 B —
checkpoint-1/config.jsonConfiguration874 B —
checkpoint-1/generation_config.jsonConfiguration119 B —
checkpoint-1/special_tokens_map.jsonConfiguration587 B —
checkpoint-1/trainer_state.jsonConfiguration1.2 KB —
checkpoint-1024/config.jsonConfiguration874 B —
checkpoint-1024/generation_config.jsonConfiguration119 B —
checkpoint-1024/special_tokens_map.jsonConfiguration587 B —
checkpoint-1024/trainer_state.jsonConfiguration5.6 KB —
checkpoint-11200/config.jsonConfiguration874 B —
checkpoint-11200/generation_config.jsonConfiguration119 B —
checkpoint-11200/special_tokens_map.jsonConfiguration587 B —
checkpoint-11200/trainer_state.jsonConfiguration8.2 KB —
checkpoint-128/config.jsonConfiguration874 B —
checkpoint-128/generation_config.jsonConfiguration119 B —
checkpoint-128/special_tokens_map.jsonConfiguration587 B —
checkpoint-128/trainer_state.jsonConfiguration4.3 KB —
checkpoint-12800/config.jsonConfiguration874 B —
checkpoint-12800/generation_config.jsonConfiguration119 B —
checkpoint-12800/special_tokens_map.jsonConfiguration587 B —
checkpoint-12800/trainer_state.jsonConfiguration8.6 KB —
checkpoint-14400/config.jsonConfiguration874 B —
checkpoint-14400/generation_config.jsonConfiguration119 B —
checkpoint-14400/special_tokens_map.jsonConfiguration587 B —
checkpoint-14400/trainer_state.jsonConfiguration9.0 KB —
checkpoint-16/config.jsonConfiguration874 B —
checkpoint-16/generation_config.jsonConfiguration119 B —
checkpoint-16/special_tokens_map.jsonConfiguration587 B —
checkpoint-16/trainer_state.jsonConfiguration3.0 KB —
checkpoint-16000/config.jsonConfiguration874 B —
checkpoint-16000/generation_config.jsonConfiguration119 B —
checkpoint-16000/special_tokens_map.jsonConfiguration587 B —
checkpoint-16000/trainer_state.jsonConfiguration9.5 KB —
checkpoint-17600/config.jsonConfiguration874 B —
checkpoint-17600/generation_config.jsonConfiguration119 B —
checkpoint-17600/special_tokens_map.jsonConfiguration587 B —
checkpoint-17600/trainer_state.jsonConfiguration9.9 KB —
checkpoint-19200/config.jsonConfiguration874 B —
checkpoint-19200/generation_config.jsonConfiguration119 B —
checkpoint-19200/special_tokens_map.jsonConfiguration587 B —
checkpoint-19200/trainer_state.jsonConfiguration10.4 KB —
checkpoint-2/config.jsonConfiguration874 B —
checkpoint-2/generation_config.jsonConfiguration119 B —
checkpoint-2/special_tokens_map.jsonConfiguration587 B —
checkpoint-2/trainer_state.jsonConfiguration1.7 KB —
checkpoint-2048/config.jsonConfiguration874 B —
checkpoint-2048/generation_config.jsonConfiguration119 B —
checkpoint-2048/special_tokens_map.jsonConfiguration587 B —
checkpoint-2048/trainer_state.jsonConfiguration6.0 KB —
checkpoint-20800/config.jsonConfiguration874 B —
checkpoint-20800/generation_config.jsonConfiguration119 B —
checkpoint-20800/special_tokens_map.jsonConfiguration587 B —
checkpoint-20800/trainer_state.jsonConfiguration10.8 KB —
checkpoint-22400/config.jsonConfiguration874 B —
checkpoint-22400/generation_config.jsonConfiguration119 B —
checkpoint-22400/special_tokens_map.jsonConfiguration587 B —
checkpoint-22400/trainer_state.jsonConfiguration11.2 KB —
checkpoint-23370/config.jsonConfiguration874 B —
checkpoint-23370/generation_config.jsonConfiguration119 B —
checkpoint-23370/special_tokens_map.jsonConfiguration587 B —
checkpoint-23370/trainer_state.jsonConfiguration11.2 KB —
checkpoint-256/config.jsonConfiguration874 B —
checkpoint-256/generation_config.jsonConfiguration119 B —
checkpoint-256/special_tokens_map.jsonConfiguration587 B —
checkpoint-256/trainer_state.jsonConfiguration4.7 KB —
checkpoint-32/config.jsonConfiguration874 B —
checkpoint-32/generation_config.jsonConfiguration119 B —
checkpoint-32/special_tokens_map.jsonConfiguration587 B —
checkpoint-32/trainer_state.jsonConfiguration3.4 KB —
checkpoint-4/config.jsonConfiguration874 B —
checkpoint-4/generation_config.jsonConfiguration119 B —
checkpoint-4/special_tokens_map.jsonConfiguration587 B —
checkpoint-4/trainer_state.jsonConfiguration2.1 KB —
checkpoint-4096/config.jsonConfiguration874 B —
checkpoint-4096/generation_config.jsonConfiguration119 B —
checkpoint-4096/special_tokens_map.jsonConfiguration587 B —
checkpoint-4096/trainer_state.jsonConfiguration6.4 KB —
checkpoint-512/config.jsonConfiguration874 B —
checkpoint-512/generation_config.jsonConfiguration119 B —
checkpoint-512/special_tokens_map.jsonConfiguration587 B —
checkpoint-512/trainer_state.jsonConfiguration5.1 KB —
checkpoint-64/config.jsonConfiguration874 B —
checkpoint-64/generation_config.jsonConfiguration119 B —
checkpoint-64/special_tokens_map.jsonConfiguration587 B —
checkpoint-64/trainer_state.jsonConfiguration3.8 KB —
checkpoint-6400/config.jsonConfiguration874 B —
checkpoint-6400/generation_config.jsonConfiguration119 B —
checkpoint-6400/special_tokens_map.jsonConfiguration587 B —
checkpoint-6400/trainer_state.jsonConfiguration6.9 KB —
checkpoint-8/config.jsonConfiguration874 B —
checkpoint-8/generation_config.jsonConfiguration119 B —
checkpoint-8/special_tokens_map.jsonConfiguration587 B —
checkpoint-8/trainer_state.jsonConfiguration2.5 KB —
checkpoint-8000/config.jsonConfiguration874 B —
checkpoint-8000/generation_config.jsonConfiguration119 B —
checkpoint-8000/special_tokens_map.jsonConfiguration587 B —
checkpoint-8000/trainer_state.jsonConfiguration7.3 KB —
checkpoint-9600/config.jsonConfiguration874 B —
checkpoint-9600/generation_config.jsonConfiguration119 B —
checkpoint-9600/special_tokens_map.jsonConfiguration587 B —
checkpoint-9600/trainer_state.jsonConfiguration7.7 KB —
config.jsonConfiguration874 B —
eval_results.jsonConfiguration478 B —
generation_config.jsonConfiguration119 B —
special_tokens_map.jsonConfiguration587 B —
train_results.jsonConfiguration238 B —
trainer_state.jsonConfiguration11.5 KB —
.gitattributesRepository1.5 KB —
checkpoint-1/merges.txtTokenizer487.9 KB —
checkpoint-1/tokenizer.jsonTokenizer3.6 MB —
checkpoint-1/tokenizer_config.jsonTokenizer869 B —
checkpoint-1/vocab.jsonTokenizer829.6 KB —
checkpoint-1024/merges.txtTokenizer487.9 KB —
checkpoint-1024/tokenizer.jsonTokenizer3.6 MB —
checkpoint-1024/tokenizer_config.jsonTokenizer869 B —
checkpoint-1024/vocab.jsonTokenizer829.6 KB —
checkpoint-11200/merges.txtTokenizer487.9 KB —
checkpoint-11200/tokenizer.jsonTokenizer3.6 MB —
checkpoint-11200/tokenizer_config.jsonTokenizer869 B —
checkpoint-11200/vocab.jsonTokenizer829.6 KB —
checkpoint-128/merges.txtTokenizer487.9 KB —
checkpoint-128/tokenizer.jsonTokenizer3.6 MB —
checkpoint-128/tokenizer_config.jsonTokenizer869 B —
checkpoint-128/vocab.jsonTokenizer829.6 KB —
checkpoint-12800/merges.txtTokenizer487.9 KB —
checkpoint-12800/tokenizer.jsonTokenizer3.6 MB —
checkpoint-12800/tokenizer_config.jsonTokenizer869 B —
checkpoint-12800/vocab.jsonTokenizer829.6 KB —
checkpoint-14400/merges.txtTokenizer487.9 KB —
checkpoint-14400/tokenizer.jsonTokenizer3.6 MB —
checkpoint-14400/tokenizer_config.jsonTokenizer869 B —
checkpoint-14400/vocab.jsonTokenizer829.6 KB —
checkpoint-16/merges.txtTokenizer487.9 KB —
checkpoint-16/tokenizer.jsonTokenizer3.6 MB —
checkpoint-16/tokenizer_config.jsonTokenizer869 B —
checkpoint-16/vocab.jsonTokenizer829.6 KB —
checkpoint-16000/merges.txtTokenizer487.9 KB —
checkpoint-16000/tokenizer.jsonTokenizer3.6 MB —
checkpoint-16000/tokenizer_config.jsonTokenizer869 B —
checkpoint-16000/vocab.jsonTokenizer829.6 KB —
checkpoint-17600/merges.txtTokenizer487.9 KB —
checkpoint-17600/tokenizer.jsonTokenizer3.6 MB —
checkpoint-17600/tokenizer_config.jsonTokenizer869 B —
checkpoint-17600/vocab.jsonTokenizer829.6 KB —
checkpoint-19200/merges.txtTokenizer487.9 KB —
checkpoint-19200/tokenizer.jsonTokenizer3.6 MB —
checkpoint-19200/tokenizer_config.jsonTokenizer869 B —
checkpoint-19200/vocab.jsonTokenizer829.6 KB —
checkpoint-2/merges.txtTokenizer487.9 KB —
checkpoint-2/tokenizer.jsonTokenizer3.6 MB —
checkpoint-2/tokenizer_config.jsonTokenizer869 B —
checkpoint-2/vocab.jsonTokenizer829.6 KB —
checkpoint-2048/merges.txtTokenizer487.9 KB —
checkpoint-2048/tokenizer.jsonTokenizer3.6 MB —
checkpoint-2048/tokenizer_config.jsonTokenizer869 B —
checkpoint-2048/vocab.jsonTokenizer829.6 KB —
checkpoint-20800/merges.txtTokenizer487.9 KB —
checkpoint-20800/tokenizer.jsonTokenizer3.6 MB —
checkpoint-20800/tokenizer_config.jsonTokenizer869 B —
checkpoint-20800/vocab.jsonTokenizer829.6 KB —
checkpoint-22400/merges.txtTokenizer487.9 KB —
checkpoint-22400/tokenizer.jsonTokenizer3.6 MB —
checkpoint-22400/tokenizer_config.jsonTokenizer869 B —
checkpoint-22400/vocab.jsonTokenizer829.6 KB —
checkpoint-23370/merges.txtTokenizer487.9 KB —
checkpoint-23370/tokenizer.jsonTokenizer3.6 MB —
checkpoint-23370/tokenizer_config.jsonTokenizer869 B —
checkpoint-23370/vocab.jsonTokenizer829.6 KB —
checkpoint-256/merges.txtTokenizer487.9 KB —
checkpoint-256/tokenizer.jsonTokenizer3.6 MB —
checkpoint-256/tokenizer_config.jsonTokenizer869 B —
checkpoint-256/vocab.jsonTokenizer829.6 KB —
checkpoint-32/merges.txtTokenizer487.9 KB —
checkpoint-32/tokenizer.jsonTokenizer3.6 MB —
checkpoint-32/tokenizer_config.jsonTokenizer869 B —
checkpoint-32/vocab.jsonTokenizer829.6 KB —
checkpoint-4/merges.txtTokenizer487.9 KB —
checkpoint-4/tokenizer.jsonTokenizer3.6 MB —
checkpoint-4/tokenizer_config.jsonTokenizer869 B —
checkpoint-4/vocab.jsonTokenizer829.6 KB —
checkpoint-4096/merges.txtTokenizer487.9 KB —
checkpoint-4096/tokenizer.jsonTokenizer3.6 MB —
checkpoint-4096/tokenizer_config.jsonTokenizer869 B —
checkpoint-4096/vocab.jsonTokenizer829.6 KB —
checkpoint-512/merges.txtTokenizer487.9 KB —
checkpoint-512/tokenizer.jsonTokenizer3.6 MB —
checkpoint-512/tokenizer_config.jsonTokenizer869 B —
checkpoint-512/vocab.jsonTokenizer829.6 KB —
checkpoint-64/merges.txtTokenizer487.9 KB —
checkpoint-64/tokenizer.jsonTokenizer3.6 MB —
checkpoint-64/tokenizer_config.jsonTokenizer869 B —
checkpoint-64/vocab.jsonTokenizer829.6 KB —
checkpoint-6400/merges.txtTokenizer487.9 KB —
checkpoint-6400/tokenizer.jsonTokenizer3.6 MB —
checkpoint-6400/tokenizer_config.jsonTokenizer869 B —
checkpoint-6400/vocab.jsonTokenizer829.6 KB —
checkpoint-8/merges.txtTokenizer487.9 KB —
checkpoint-8/tokenizer.jsonTokenizer3.6 MB —
checkpoint-8/tokenizer_config.jsonTokenizer869 B —
checkpoint-8/vocab.jsonTokenizer829.6 KB —
checkpoint-8000/merges.txtTokenizer487.9 KB —
checkpoint-8000/tokenizer.jsonTokenizer3.6 MB —
checkpoint-8000/tokenizer_config.jsonTokenizer869 B —
checkpoint-8000/vocab.jsonTokenizer829.6 KB —
checkpoint-9600/merges.txtTokenizer487.9 KB —
checkpoint-9600/tokenizer.jsonTokenizer3.6 MB —
checkpoint-9600/tokenizer_config.jsonTokenizer869 B —
checkpoint-9600/vocab.jsonTokenizer829.6 KB —
merges.txtTokenizer487.9 KB —
tokenizer.jsonTokenizer3.6 MB —
tokenizer_config.jsonTokenizer869 B —
vocab.jsonTokenizer829.6 KB —

License and Download

License
Not stated by the source
Access
Open weights, no gate
Download size
13.9 GB
Download from Hongao

Released by Hongao through its official repository on Hugging Face.

Memory Requirements

PrecisionWeights in memory
As published13.9 GB
16-bit0.2 GB
8-bit0.1 GB
4-bit0.1 GB

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

Questions About llmplasticity-nl_en_instant_8-d0.5-c0.999-r0.25-s42

How much GPU memory does llmplasticity-nl_en_instant_8-d0.5-c0.999-r0.25-s42 need?

About 0.3 GB at 16-bit and 0.1 GB at 4-bit: the weights (124M parameters) plus a working margin. A long context needs more.

What is the cheapest GPU to run llmplasticity-nl_en_instant_8-d0.5-c0.999-r0.25-s42 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.