Open-weight model
llmplasticity-en_nl_linear_8-rand-d0.1-c0.999-r0.2-s42
by Hongao Cisco1963/llmplasticity-en_nl_linear_8-rand-d0.1-c0.999-r0.2-s42
llmplasticity-en_nl_linear_8-rand-d0.1-c0.999-r0.2-s42 is an open-weight model from Hongao. It has 123M 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.
Parameters123M
Context—
Weights11.8 GB
License—
AccessOpen weights
Monthly Downloads—
Runs On
What it takes to serve llmplasticity-en_nl_linear_8-rand-d0.1-c0.999-r0.2-s42 (123M 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 | 0.2 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.
Model Card
The publisher has not written a card for this model.
Configuration
- Architecture
- GPT2LMHeadModel
- Vocabulary size
- 48,000
- Model type
- gpt2
Identity and Version
- Repository
- Cisco1963/llmplasticity-en_nl_linear_8-rand-d0.1-c0.999-r0.2-s42
- Publisher
- Hongao
- Task
- Not stated by the source
- Modality
- Other
- Library
- Not stated by the source
- Parameters
- 123M parameters
- Languages
- Not stated by the source
- Revision
- ca3ed9e4dce14e0dae126d43b3f350ad8fefa3e5
- First published
- 2026-10-04
- Last updated
- 2026-10-04
Files and Weights
218 files, 11.9 GB in total. The weights are 70 files totalling 11.8 GB in bin, pt, safetensors.
Weights70 files · 11.8 GB
Configuration99 files · 190.8 KB
Tokenizer48 files · 82.2 MB
Repository1 file · 1.5 KB
Every file
| File | Type | Size | SHA-256 |
|---|---|---|---|
| checkpoint-1/model.safetensors | Weights | 490.8 MB | 8b8845b9adc6 |
| checkpoint-1/training_args.bin | Weights | 6.0 KB | a08e22d4fa53 |
| checkpoint-1024/model.safetensors | Weights | 490.8 MB | 1971e203fc8a |
| checkpoint-1024/training_args.bin | Weights | 6.0 KB | a08e22d4fa53 |
| checkpoint-11200/freeze_state.pt | Weights | 5.1 KB | 84047bf2b434 |
| checkpoint-11200/frozen_index_map.pt | Weights | 1.4 MB | 4917d004cfd4 |
| checkpoint-11200/model.safetensors | Weights | 490.8 MB | 5dec41bc5e1c |
| checkpoint-11200/training_args.bin | Weights | 6.0 KB | a08e22d4fa53 |
| checkpoint-128/model.safetensors | Weights | 490.8 MB | 7ba63a01f636 |
| checkpoint-128/training_args.bin | Weights | 6.0 KB | a08e22d4fa53 |
| checkpoint-12800/freeze_state.pt | Weights | 5.1 KB | 84047bf2b434 |
| checkpoint-12800/frozen_index_map.pt | Weights | 1.4 MB | 4917d004cfd4 |
| checkpoint-12800/model.safetensors | Weights | 490.8 MB | 8d9e72ab34f4 |
| checkpoint-12800/training_args.bin | Weights | 6.0 KB | a08e22d4fa53 |
| checkpoint-14400/freeze_state.pt | Weights | 5.1 KB | 84047bf2b434 |
| checkpoint-14400/frozen_index_map.pt | Weights | 1.4 MB | 4917d004cfd4 |
| checkpoint-14400/model.safetensors | Weights | 490.8 MB | 469d740ce249 |
| checkpoint-14400/training_args.bin | Weights | 6.0 KB | a08e22d4fa53 |
| checkpoint-16/model.safetensors | Weights | 490.8 MB | 1f3d37a651e2 |
| checkpoint-16/training_args.bin | Weights | 6.0 KB | a08e22d4fa53 |
| checkpoint-16000/freeze_state.pt | Weights | 5.1 KB | 84047bf2b434 |
| checkpoint-16000/frozen_index_map.pt | Weights | 1.4 MB | 4917d004cfd4 |
| checkpoint-16000/model.safetensors | Weights | 490.8 MB | 342972b4d4b5 |
| checkpoint-16000/training_args.bin | Weights | 6.0 KB | a08e22d4fa53 |
| checkpoint-17600/freeze_state.pt | Weights | 5.1 KB | 84047bf2b434 |
| checkpoint-17600/frozen_index_map.pt | Weights | 1.4 MB | 4917d004cfd4 |
| checkpoint-17600/model.safetensors | Weights | 490.8 MB | e66630541ca7 |
| checkpoint-17600/training_args.bin | Weights | 6.0 KB | a08e22d4fa53 |
| checkpoint-19200/freeze_state.pt | Weights | 5.1 KB | 84047bf2b434 |
| checkpoint-19200/frozen_index_map.pt | Weights | 1.4 MB | 4917d004cfd4 |
| checkpoint-19200/model.safetensors | Weights | 490.8 MB | b8d5ed23b47c |
| checkpoint-19200/training_args.bin | Weights | 6.0 KB | a08e22d4fa53 |
| checkpoint-19678/freeze_state.pt | Weights | 5.1 KB | 84047bf2b434 |
| checkpoint-19678/frozen_index_map.pt | Weights | 1.4 MB | 4917d004cfd4 |
| checkpoint-19678/model.safetensors | Weights | 490.8 MB | 7704986402aa |
| checkpoint-19678/training_args.bin | Weights | 6.0 KB | a08e22d4fa53 |
| checkpoint-2/model.safetensors | Weights | 490.8 MB | 8202563e29e9 |
| checkpoint-2/training_args.bin | Weights | 6.0 KB | a08e22d4fa53 |
| checkpoint-2048/model.safetensors | Weights | 490.8 MB | b18869d751c1 |
| checkpoint-2048/training_args.bin | Weights | 6.0 KB | a08e22d4fa53 |
| checkpoint-256/model.safetensors | Weights | 490.8 MB | 5be0d346cd4e |
| checkpoint-256/training_args.bin | Weights | 6.0 KB | a08e22d4fa53 |
| checkpoint-32/model.safetensors | Weights | 490.8 MB | 97f59b05def3 |
| checkpoint-32/training_args.bin | Weights | 6.0 KB | a08e22d4fa53 |
| checkpoint-4/model.safetensors | Weights | 490.8 MB | f0f6914afcf7 |
| checkpoint-4/training_args.bin | Weights | 6.0 KB | a08e22d4fa53 |
| checkpoint-4800/freeze_state.pt | Weights | 5.1 KB | 84047bf2b434 |
| checkpoint-4800/frozen_index_map.pt | Weights | 1.4 MB | 4917d004cfd4 |
| checkpoint-4800/model.safetensors | Weights | 490.8 MB | a8c5327ebb72 |
| checkpoint-4800/training_args.bin | Weights | 6.0 KB | a08e22d4fa53 |
| checkpoint-512/model.safetensors | Weights | 490.8 MB | bc0b4c48d885 |
| checkpoint-512/training_args.bin | Weights | 6.0 KB | a08e22d4fa53 |
| checkpoint-64/model.safetensors | Weights | 490.8 MB | 6c31aebe88ab |
| checkpoint-64/training_args.bin | Weights | 6.0 KB | a08e22d4fa53 |
| checkpoint-6400/freeze_state.pt | Weights | 5.1 KB | 84047bf2b434 |
| checkpoint-6400/frozen_index_map.pt | Weights | 1.4 MB | 4917d004cfd4 |
| checkpoint-6400/model.safetensors | Weights | 490.8 MB | cc9c069d1436 |
| checkpoint-6400/training_args.bin | Weights | 6.0 KB | a08e22d4fa53 |
| checkpoint-8/model.safetensors | Weights | 490.8 MB | 8a5fc423c91e |
| checkpoint-8/training_args.bin | Weights | 6.0 KB | a08e22d4fa53 |
| checkpoint-8000/freeze_state.pt | Weights | 5.1 KB | 84047bf2b434 |
| checkpoint-8000/frozen_index_map.pt | Weights | 1.4 MB | 4917d004cfd4 |
| checkpoint-8000/model.safetensors | Weights | 490.8 MB | d83cbd22e11f |
| checkpoint-8000/training_args.bin | Weights | 6.0 KB | a08e22d4fa53 |
| checkpoint-9600/freeze_state.pt | Weights | 5.1 KB | 84047bf2b434 |
| checkpoint-9600/frozen_index_map.pt | Weights | 1.4 MB | 4917d004cfd4 |
| checkpoint-9600/model.safetensors | Weights | 490.8 MB | 254e9c48e028 |
| checkpoint-9600/training_args.bin | Weights | 6.0 KB | a08e22d4fa53 |
| model.safetensors | Weights | 490.8 MB | 7704986402aa |
| training_args.bin | Weights | 6.0 KB | a08e22d4fa53 |
| all_results.json | Configuration | 699 B | — |
| checkpoint-1/config.json | Configuration | 874 B | — |
| checkpoint-1/generation_config.json | Configuration | 119 B | — |
| checkpoint-1/special_tokens_map.json | Configuration | 692 B | — |
| checkpoint-1/trainer_state.json | Configuration | 1.2 KB | — |
| checkpoint-1024/config.json | Configuration | 874 B | — |
| checkpoint-1024/generation_config.json | Configuration | 119 B | — |
| checkpoint-1024/special_tokens_map.json | Configuration | 692 B | — |
| checkpoint-1024/trainer_state.json | Configuration | 5.6 KB | — |
| checkpoint-11200/config.json | Configuration | 874 B | — |
| checkpoint-11200/generation_config.json | Configuration | 119 B | — |
| checkpoint-11200/special_tokens_map.json | Configuration | 692 B | — |
| checkpoint-11200/trainer_state.json | Configuration | 8.2 KB | — |
| checkpoint-128/config.json | Configuration | 874 B | — |
| checkpoint-128/generation_config.json | Configuration | 119 B | — |
| checkpoint-128/special_tokens_map.json | Configuration | 692 B | — |
| checkpoint-128/trainer_state.json | Configuration | 4.3 KB | — |
| checkpoint-12800/config.json | Configuration | 874 B | — |
| checkpoint-12800/generation_config.json | Configuration | 119 B | — |
| checkpoint-12800/special_tokens_map.json | Configuration | 692 B | — |
| checkpoint-12800/trainer_state.json | Configuration | 8.6 KB | — |
| checkpoint-14400/config.json | Configuration | 874 B | — |
| checkpoint-14400/generation_config.json | Configuration | 119 B | — |
| checkpoint-14400/special_tokens_map.json | Configuration | 692 B | — |
| checkpoint-14400/trainer_state.json | Configuration | 9.1 KB | — |
| checkpoint-16/config.json | Configuration | 874 B | — |
| checkpoint-16/generation_config.json | Configuration | 119 B | — |
| checkpoint-16/special_tokens_map.json | Configuration | 692 B | — |
| checkpoint-16/trainer_state.json | Configuration | 3.0 KB | — |
| checkpoint-16000/config.json | Configuration | 874 B | — |
| checkpoint-16000/generation_config.json | Configuration | 119 B | — |
| checkpoint-16000/special_tokens_map.json | Configuration | 692 B | — |
| checkpoint-16000/trainer_state.json | Configuration | 9.5 KB | — |
| checkpoint-17600/config.json | Configuration | 874 B | — |
| checkpoint-17600/generation_config.json | Configuration | 119 B | — |
| checkpoint-17600/special_tokens_map.json | Configuration | 692 B | — |
| checkpoint-17600/trainer_state.json | Configuration | 10.0 KB | — |
| checkpoint-19200/config.json | Configuration | 874 B | — |
| checkpoint-19200/generation_config.json | Configuration | 119 B | — |
| checkpoint-19200/special_tokens_map.json | Configuration | 692 B | — |
| checkpoint-19200/trainer_state.json | Configuration | 10.4 KB | — |
| checkpoint-19678/config.json | Configuration | 874 B | — |
| checkpoint-19678/generation_config.json | Configuration | 119 B | — |
| checkpoint-19678/special_tokens_map.json | Configuration | 692 B | — |
| checkpoint-19678/trainer_state.json | Configuration | 10.4 KB | — |
| checkpoint-2/config.json | Configuration | 874 B | — |
| checkpoint-2/generation_config.json | Configuration | 119 B | — |
| checkpoint-2/special_tokens_map.json | Configuration | 692 B | — |
| checkpoint-2/trainer_state.json | Configuration | 1.7 KB | — |
| checkpoint-2048/config.json | Configuration | 874 B | — |
| checkpoint-2048/generation_config.json | Configuration | 119 B | — |
| checkpoint-2048/special_tokens_map.json | Configuration | 692 B | — |
| checkpoint-2048/trainer_state.json | Configuration | 6.0 KB | — |
| checkpoint-256/config.json | Configuration | 874 B | — |
| checkpoint-256/generation_config.json | Configuration | 119 B | — |
| checkpoint-256/special_tokens_map.json | Configuration | 692 B | — |
| checkpoint-256/trainer_state.json | Configuration | 4.7 KB | — |
| checkpoint-32/config.json | Configuration | 874 B | — |
| checkpoint-32/generation_config.json | Configuration | 119 B | — |
| checkpoint-32/special_tokens_map.json | Configuration | 692 B | — |
| checkpoint-32/trainer_state.json | Configuration | 3.4 KB | — |
| checkpoint-4/config.json | Configuration | 874 B | — |
| checkpoint-4/generation_config.json | Configuration | 119 B | — |
| checkpoint-4/special_tokens_map.json | Configuration | 692 B | — |
| checkpoint-4/trainer_state.json | Configuration | 2.1 KB | — |
| checkpoint-4800/config.json | Configuration | 874 B | — |
| checkpoint-4800/generation_config.json | Configuration | 119 B | — |
| checkpoint-4800/special_tokens_map.json | Configuration | 692 B | — |
| checkpoint-4800/trainer_state.json | Configuration | 6.5 KB | — |
| checkpoint-512/config.json | Configuration | 874 B | — |
| checkpoint-512/generation_config.json | Configuration | 119 B | — |
| checkpoint-512/special_tokens_map.json | Configuration | 692 B | — |
| checkpoint-512/trainer_state.json | Configuration | 5.2 KB | — |
| checkpoint-64/config.json | Configuration | 874 B | — |
| checkpoint-64/generation_config.json | Configuration | 119 B | — |
| checkpoint-64/special_tokens_map.json | Configuration | 692 B | — |
| checkpoint-64/trainer_state.json | Configuration | 3.9 KB | — |
| checkpoint-6400/config.json | Configuration | 874 B | — |
| checkpoint-6400/generation_config.json | Configuration | 119 B | — |
| checkpoint-6400/special_tokens_map.json | Configuration | 692 B | — |
| checkpoint-6400/trainer_state.json | Configuration | 6.9 KB | — |
| checkpoint-8/config.json | Configuration | 874 B | — |
| checkpoint-8/generation_config.json | Configuration | 119 B | — |
| checkpoint-8/special_tokens_map.json | Configuration | 692 B | — |
| checkpoint-8/trainer_state.json | Configuration | 2.5 KB | — |
| checkpoint-8000/config.json | Configuration | 874 B | — |
| checkpoint-8000/generation_config.json | Configuration | 119 B | — |
| checkpoint-8000/special_tokens_map.json | Configuration | 692 B | — |
| checkpoint-8000/trainer_state.json | Configuration | 7.3 KB | — |
| checkpoint-9600/config.json | Configuration | 874 B | — |
| checkpoint-9600/generation_config.json | Configuration | 119 B | — |
| checkpoint-9600/special_tokens_map.json | Configuration | 692 B | — |
| checkpoint-9600/trainer_state.json | Configuration | 7.8 KB | — |
| config.json | Configuration | 874 B | — |
| eval_results.json | Configuration | 483 B | — |
| generation_config.json | Configuration | 119 B | — |
| special_tokens_map.json | Configuration | 692 B | — |
| train_results.json | Configuration | 236 B | — |
| trainer_state.json | Configuration | 10.6 KB | — |
| .gitattributes | Repository | 1.5 KB | — |
| checkpoint-1/tokenizer.json | Tokenizer | 3.4 MB | — |
| checkpoint-1/tokenizer_config.json | Tokenizer | 1.1 KB | — |
| checkpoint-1024/tokenizer.json | Tokenizer | 3.4 MB | — |
| checkpoint-1024/tokenizer_config.json | Tokenizer | 1.1 KB | — |
| checkpoint-11200/tokenizer.json | Tokenizer | 3.4 MB | — |
| checkpoint-11200/tokenizer_config.json | Tokenizer | 1.1 KB | — |
| checkpoint-128/tokenizer.json | Tokenizer | 3.4 MB | — |
| checkpoint-128/tokenizer_config.json | Tokenizer | 1.1 KB | — |
| checkpoint-12800/tokenizer.json | Tokenizer | 3.4 MB | — |
| checkpoint-12800/tokenizer_config.json | Tokenizer | 1.1 KB | — |
| checkpoint-14400/tokenizer.json | Tokenizer | 3.4 MB | — |
| checkpoint-14400/tokenizer_config.json | Tokenizer | 1.1 KB | — |
| checkpoint-16/tokenizer.json | Tokenizer | 3.4 MB | — |
| checkpoint-16/tokenizer_config.json | Tokenizer | 1.1 KB | — |
| checkpoint-16000/tokenizer.json | Tokenizer | 3.4 MB | — |
| checkpoint-16000/tokenizer_config.json | Tokenizer | 1.1 KB | — |
| checkpoint-17600/tokenizer.json | Tokenizer | 3.4 MB | — |
| checkpoint-17600/tokenizer_config.json | Tokenizer | 1.1 KB | — |
| checkpoint-19200/tokenizer.json | Tokenizer | 3.4 MB | — |
| checkpoint-19200/tokenizer_config.json | Tokenizer | 1.1 KB | — |
| checkpoint-19678/tokenizer.json | Tokenizer | 3.4 MB | — |
| checkpoint-19678/tokenizer_config.json | Tokenizer | 1.1 KB | — |
| checkpoint-2/tokenizer.json | Tokenizer | 3.4 MB | — |
| checkpoint-2/tokenizer_config.json | Tokenizer | 1.1 KB | — |
| checkpoint-2048/tokenizer.json | Tokenizer | 3.4 MB | — |
| checkpoint-2048/tokenizer_config.json | Tokenizer | 1.1 KB | — |
| checkpoint-256/tokenizer.json | Tokenizer | 3.4 MB | — |
| checkpoint-256/tokenizer_config.json | Tokenizer | 1.1 KB | — |
| checkpoint-32/tokenizer.json | Tokenizer | 3.4 MB | — |
| checkpoint-32/tokenizer_config.json | Tokenizer | 1.1 KB | — |
| checkpoint-4/tokenizer.json | Tokenizer | 3.4 MB | — |
| checkpoint-4/tokenizer_config.json | Tokenizer | 1.1 KB | — |
| checkpoint-4800/tokenizer.json | Tokenizer | 3.4 MB | — |
| checkpoint-4800/tokenizer_config.json | Tokenizer | 1.1 KB | — |
| checkpoint-512/tokenizer.json | Tokenizer | 3.4 MB | — |
| checkpoint-512/tokenizer_config.json | Tokenizer | 1.1 KB | — |
| checkpoint-64/tokenizer.json | Tokenizer | 3.4 MB | — |
| checkpoint-64/tokenizer_config.json | Tokenizer | 1.1 KB | — |
| checkpoint-6400/tokenizer.json | Tokenizer | 3.4 MB | — |
| checkpoint-6400/tokenizer_config.json | Tokenizer | 1.1 KB | — |
| checkpoint-8/tokenizer.json | Tokenizer | 3.4 MB | — |
| checkpoint-8/tokenizer_config.json | Tokenizer | 1.1 KB | — |
| checkpoint-8000/tokenizer.json | Tokenizer | 3.4 MB | — |
| checkpoint-8000/tokenizer_config.json | Tokenizer | 1.1 KB | — |
| checkpoint-9600/tokenizer.json | Tokenizer | 3.4 MB | — |
| checkpoint-9600/tokenizer_config.json | Tokenizer | 1.1 KB | — |
| tokenizer.json | Tokenizer | 3.4 MB | — |
| tokenizer_config.json | Tokenizer | 1.1 KB | — |
License and Download
- License
- Not stated by the source
- Access
- Open weights, no gate
- Download size
- 11.8 GB
Download from Hongao
Released by Hongao through its official repository on Hugging Face.
Memory Requirements
| Precision | Weights in memory |
|---|---|
| As published | 11.8 GB |
| 16-bit | 0.2 GB |
| 8-bit | 0.1 GB |
| 4-bit | 0.1 GB |
Weights only, from the published parameter count; the key-value cache and runtime add to this.
Questions About llmplasticity-en_nl_linear_8-rand-d0.1-c0.999-r0.2-s42
How much GPU memory does llmplasticity-en_nl_linear_8-rand-d0.1-c0.999-r0.2-s42 need?
About 0.3 GB at 16-bit and 0.1 GB at 4-bit: the weights (123M parameters) plus a working margin. A long context needs more.
What is the cheapest GPU to run llmplasticity-en_nl_linear_8-rand-d0.1-c0.999-r0.2-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.