Open-weight model
llmplasticity-en_never_8-d0.006-c0.999-r0.5-s42
by Hongao Cisco1963/llmplasticity-en_never_8-d0.006-c0.999-r0.5-s42
llmplasticity-en_never_8-d0.006-c0.999-r0.5-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—
Weights8.8 GB
License—
AccessOpen weights
Monthly Downloads—
Runs On
What it takes to serve llmplasticity-en_never_8-d0.006-c0.999-r0.5-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_never_8-d0.006-c0.999-r0.5-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
- aef1c2e5db1f58042d1bc40c3c96df0deb8b6c7f
- First published
- 2026-10-09
- Last updated
- 2026-10-09
Files and Weights
156 files, 8.9 GB in total. The weights are 44 files totalling 8.8 GB in bin, pt, safetensors.
Weights44 files · 8.8 GB
Configuration75 files · 119.1 KB
Tokenizer36 files · 61.7 MB
Repository1 file · 1.5 KB
Every file
| File | Type | Size | SHA-256 |
|---|---|---|---|
| checkpoint-1/model.safetensors | Weights | 490.8 MB | e95680f8ef80 |
| checkpoint-1/training_args.bin | Weights | 6.0 KB | 3ee0c9696a0c |
| checkpoint-1024/model.safetensors | Weights | 490.8 MB | 17fd0b175126 |
| checkpoint-1024/training_args.bin | Weights | 6.0 KB | 3ee0c9696a0c |
| checkpoint-128/model.safetensors | Weights | 490.8 MB | 4e566877286c |
| checkpoint-128/training_args.bin | Weights | 6.0 KB | 3ee0c9696a0c |
| checkpoint-16/model.safetensors | Weights | 490.8 MB | a95c0d0e3581 |
| checkpoint-16/training_args.bin | Weights | 6.0 KB | 3ee0c9696a0c |
| checkpoint-2/model.safetensors | Weights | 490.8 MB | 8aba01f41f19 |
| checkpoint-2/training_args.bin | Weights | 6.0 KB | 3ee0c9696a0c |
| checkpoint-2048/model.safetensors | Weights | 490.8 MB | 63ab56c9795b |
| checkpoint-2048/training_args.bin | Weights | 6.0 KB | 3ee0c9696a0c |
| checkpoint-256/model.safetensors | Weights | 490.8 MB | b09e9d2fd5d7 |
| checkpoint-256/training_args.bin | Weights | 6.0 KB | 3ee0c9696a0c |
| checkpoint-32/model.safetensors | Weights | 490.8 MB | 25ad645cf4d6 |
| checkpoint-32/training_args.bin | Weights | 6.0 KB | 3ee0c9696a0c |
| checkpoint-4/model.safetensors | Weights | 490.8 MB | ee7131e7ed4e |
| checkpoint-4/training_args.bin | Weights | 6.0 KB | 3ee0c9696a0c |
| checkpoint-4096/model.safetensors | Weights | 490.8 MB | c11ea94a1cac |
| checkpoint-4096/training_args.bin | Weights | 6.0 KB | 3ee0c9696a0c |
| checkpoint-4800/freeze_state.pt | Weights | 5.1 KB | 1703d49300ae |
| checkpoint-4800/frozen_index_map.pt | Weights | 37.1 KB | e6ff71de9dd2 |
| checkpoint-4800/model.safetensors | Weights | 490.8 MB | 546402a0c6b6 |
| checkpoint-4800/training_args.bin | Weights | 6.0 KB | 3ee0c9696a0c |
| checkpoint-512/model.safetensors | Weights | 490.8 MB | 25ddf0f45b2a |
| checkpoint-512/training_args.bin | Weights | 6.0 KB | 3ee0c9696a0c |
| checkpoint-64/model.safetensors | Weights | 490.8 MB | 88b5829c7775 |
| checkpoint-64/training_args.bin | Weights | 6.0 KB | 3ee0c9696a0c |
| checkpoint-6400/freeze_state.pt | Weights | 5.1 KB | ba99c2262b44 |
| checkpoint-6400/frozen_index_map.pt | Weights | 1.3 MB | 0d48f8392c83 |
| checkpoint-6400/model.safetensors | Weights | 490.8 MB | e7b0c966d5b9 |
| checkpoint-6400/training_args.bin | Weights | 6.0 KB | 3ee0c9696a0c |
| checkpoint-8/model.safetensors | Weights | 490.8 MB | 057d086192d9 |
| checkpoint-8/training_args.bin | Weights | 6.0 KB | 3ee0c9696a0c |
| checkpoint-8000/freeze_state.pt | Weights | 5.1 KB | c6c1d361d000 |
| checkpoint-8000/frozen_index_map.pt | Weights | 1.4 MB | e50fb246ac97 |
| checkpoint-8000/model.safetensors | Weights | 490.8 MB | a90eeb4cef49 |
| checkpoint-8000/training_args.bin | Weights | 6.0 KB | 3ee0c9696a0c |
| checkpoint-9591/freeze_state.pt | Weights | 5.1 KB | c6c1d361d000 |
| checkpoint-9591/frozen_index_map.pt | Weights | 1.4 MB | e50fb246ac97 |
| checkpoint-9591/model.safetensors | Weights | 490.8 MB | 5d674fc15447 |
| checkpoint-9591/training_args.bin | Weights | 6.0 KB | 3ee0c9696a0c |
| model.safetensors | Weights | 490.8 MB | 5d674fc15447 |
| training_args.bin | Weights | 6.0 KB | 3ee0c9696a0c |
| all_results.json | Configuration | 587 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-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-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-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-4096/config.json | Configuration | 874 B | — |
| checkpoint-4096/generation_config.json | Configuration | 119 B | — |
| checkpoint-4096/special_tokens_map.json | Configuration | 692 B | — |
| checkpoint-4096/trainer_state.json | Configuration | 6.5 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 | 6.9 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 | 5.1 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 | 3.8 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 | 7.3 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 | 7.7 KB | — |
| checkpoint-9591/config.json | Configuration | 874 B | — |
| checkpoint-9591/generation_config.json | Configuration | 119 B | — |
| checkpoint-9591/special_tokens_map.json | Configuration | 692 B | — |
| checkpoint-9591/trainer_state.json | Configuration | 7.7 KB | — |
| config.json | Configuration | 874 B | — |
| eval_results.json | Configuration | 372 B | — |
| generation_config.json | Configuration | 119 B | — |
| special_tokens_map.json | Configuration | 692 B | — |
| train_results.json | Configuration | 235 B | — |
| trainer_state.json | Configuration | 8.0 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-128/tokenizer.json | Tokenizer | 3.4 MB | — |
| checkpoint-128/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-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-4096/tokenizer.json | Tokenizer | 3.4 MB | — |
| checkpoint-4096/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-9591/tokenizer.json | Tokenizer | 3.4 MB | — |
| checkpoint-9591/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
- 8.8 GB
Download from Hongao
Released by Hongao through its official repository on Hugging Face.
Memory Requirements
| Precision | Weights in memory |
|---|---|
| As published | 8.8 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_never_8-d0.006-c0.999-r0.5-s42
How much GPU memory does llmplasticity-en_never_8-d0.006-c0.999-r0.5-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_never_8-d0.006-c0.999-r0.5-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.