Open-weight model
llmplasticity-zh_en_instant_8-rand-d0.1-c0.9-r0.8-s42
by Hongao Cisco1963/llmplasticity-zh_en_instant_8-rand-d0.1-c0.9-r0.8-s42
llmplasticity-zh_en_instant_8-rand-d0.1-c0.9-r0.8-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-zh_en_instant_8-rand-d0.1-c0.9-r0.8-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-zh_en_instant_8-rand-d0.1-c0.9-r0.8-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
- 0bf32bef744676b320cfee262dacab53498484c3
- First published
- 2026-10-07
- Last updated
- 2026-10-07
Files and Weights
154 files, 8.9 GB in total. The weights are 42 files totalling 8.8 GB in bin, pt, safetensors.
Weights42 files · 8.8 GB
Configuration75 files · 119.8 KB
Tokenizer36 files · 69.2 MB
Repository1 file · 1.5 KB
Every file
| File | Type | Size | SHA-256 |
|---|---|---|---|
| checkpoint-1/model.safetensors | Weights | 490.8 MB | 95856ea5b331 |
| checkpoint-1/training_args.bin | Weights | 6.0 KB | fcc61e96d104 |
| checkpoint-1024/model.safetensors | Weights | 490.8 MB | 584aed2d16fe |
| checkpoint-1024/training_args.bin | Weights | 6.0 KB | fcc61e96d104 |
| checkpoint-128/model.safetensors | Weights | 490.8 MB | dbe2d050a28e |
| checkpoint-128/training_args.bin | Weights | 6.0 KB | fcc61e96d104 |
| checkpoint-16/model.safetensors | Weights | 490.8 MB | 5844f7955c2f |
| checkpoint-16/training_args.bin | Weights | 6.0 KB | fcc61e96d104 |
| checkpoint-16000/freeze_state.pt | Weights | 5.1 KB | ffe47d585ae6 |
| checkpoint-16000/frozen_index_map.pt | Weights | 1.2 MB | 8ddaea4f106e |
| checkpoint-16000/model.safetensors | Weights | 490.8 MB | e332e7714d40 |
| checkpoint-16000/training_args.bin | Weights | 6.0 KB | fcc61e96d104 |
| checkpoint-17600/freeze_state.pt | Weights | 5.1 KB | ffe47d585ae6 |
| checkpoint-17600/frozen_index_map.pt | Weights | 1.2 MB | 8ddaea4f106e |
| checkpoint-17600/model.safetensors | Weights | 490.8 MB | a528aa7496cb |
| checkpoint-17600/training_args.bin | Weights | 6.0 KB | fcc61e96d104 |
| checkpoint-18580/freeze_state.pt | Weights | 5.1 KB | ffe47d585ae6 |
| checkpoint-18580/frozen_index_map.pt | Weights | 1.2 MB | 8ddaea4f106e |
| checkpoint-18580/model.safetensors | Weights | 490.8 MB | e730c91da5ca |
| checkpoint-18580/training_args.bin | Weights | 6.0 KB | fcc61e96d104 |
| checkpoint-2/model.safetensors | Weights | 490.8 MB | 097c54b27387 |
| checkpoint-2/training_args.bin | Weights | 6.0 KB | fcc61e96d104 |
| checkpoint-2048/model.safetensors | Weights | 490.8 MB | 2a7a6f8860a3 |
| checkpoint-2048/training_args.bin | Weights | 6.0 KB | fcc61e96d104 |
| checkpoint-256/model.safetensors | Weights | 490.8 MB | 44cdc8cd7b25 |
| checkpoint-256/training_args.bin | Weights | 6.0 KB | fcc61e96d104 |
| checkpoint-32/model.safetensors | Weights | 490.8 MB | 550c55c99b42 |
| checkpoint-32/training_args.bin | Weights | 6.0 KB | fcc61e96d104 |
| checkpoint-4/model.safetensors | Weights | 490.8 MB | b73889672049 |
| checkpoint-4/training_args.bin | Weights | 6.0 KB | fcc61e96d104 |
| checkpoint-4096/model.safetensors | Weights | 490.8 MB | 6694f9c3d0ff |
| checkpoint-4096/training_args.bin | Weights | 6.0 KB | fcc61e96d104 |
| checkpoint-512/model.safetensors | Weights | 490.8 MB | 1d0543800905 |
| checkpoint-512/training_args.bin | Weights | 6.0 KB | fcc61e96d104 |
| checkpoint-64/model.safetensors | Weights | 490.8 MB | 8f226903a0fc |
| checkpoint-64/training_args.bin | Weights | 6.0 KB | fcc61e96d104 |
| checkpoint-8/model.safetensors | Weights | 490.8 MB | 6a27307ccf89 |
| checkpoint-8/training_args.bin | Weights | 6.0 KB | fcc61e96d104 |
| checkpoint-8192/model.safetensors | Weights | 490.8 MB | baf90f8324d9 |
| checkpoint-8192/training_args.bin | Weights | 6.0 KB | fcc61e96d104 |
| model.safetensors | Weights | 490.8 MB | e730c91da5ca |
| training_args.bin | Weights | 6.0 KB | fcc61e96d104 |
| all_results.json | Configuration | 697 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-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 | 7.4 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 | 7.8 KB | — |
| checkpoint-18580/config.json | Configuration | 874 B | — |
| checkpoint-18580/generation_config.json | Configuration | 119 B | — |
| checkpoint-18580/special_tokens_map.json | Configuration | 692 B | — |
| checkpoint-18580/trainer_state.json | Configuration | 7.8 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 | 6.1 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-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-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-8192/config.json | Configuration | 874 B | — |
| checkpoint-8192/generation_config.json | Configuration | 119 B | — |
| checkpoint-8192/special_tokens_map.json | Configuration | 692 B | — |
| checkpoint-8192/trainer_state.json | Configuration | 6.9 KB | — |
| config.json | Configuration | 874 B | — |
| eval_results.json | Configuration | 482 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 | 3.8 MB | — |
| checkpoint-1/tokenizer_config.json | Tokenizer | 1.1 KB | — |
| checkpoint-1024/tokenizer.json | Tokenizer | 3.8 MB | — |
| checkpoint-1024/tokenizer_config.json | Tokenizer | 1.1 KB | — |
| checkpoint-128/tokenizer.json | Tokenizer | 3.8 MB | — |
| checkpoint-128/tokenizer_config.json | Tokenizer | 1.1 KB | — |
| checkpoint-16/tokenizer.json | Tokenizer | 3.8 MB | — |
| checkpoint-16/tokenizer_config.json | Tokenizer | 1.1 KB | — |
| checkpoint-16000/tokenizer.json | Tokenizer | 3.8 MB | — |
| checkpoint-16000/tokenizer_config.json | Tokenizer | 1.1 KB | — |
| checkpoint-17600/tokenizer.json | Tokenizer | 3.8 MB | — |
| checkpoint-17600/tokenizer_config.json | Tokenizer | 1.1 KB | — |
| checkpoint-18580/tokenizer.json | Tokenizer | 3.8 MB | — |
| checkpoint-18580/tokenizer_config.json | Tokenizer | 1.1 KB | — |
| checkpoint-2/tokenizer.json | Tokenizer | 3.8 MB | — |
| checkpoint-2/tokenizer_config.json | Tokenizer | 1.1 KB | — |
| checkpoint-2048/tokenizer.json | Tokenizer | 3.8 MB | — |
| checkpoint-2048/tokenizer_config.json | Tokenizer | 1.1 KB | — |
| checkpoint-256/tokenizer.json | Tokenizer | 3.8 MB | — |
| checkpoint-256/tokenizer_config.json | Tokenizer | 1.1 KB | — |
| checkpoint-32/tokenizer.json | Tokenizer | 3.8 MB | — |
| checkpoint-32/tokenizer_config.json | Tokenizer | 1.1 KB | — |
| checkpoint-4/tokenizer.json | Tokenizer | 3.8 MB | — |
| checkpoint-4/tokenizer_config.json | Tokenizer | 1.1 KB | — |
| checkpoint-4096/tokenizer.json | Tokenizer | 3.8 MB | — |
| checkpoint-4096/tokenizer_config.json | Tokenizer | 1.1 KB | — |
| checkpoint-512/tokenizer.json | Tokenizer | 3.8 MB | — |
| checkpoint-512/tokenizer_config.json | Tokenizer | 1.1 KB | — |
| checkpoint-64/tokenizer.json | Tokenizer | 3.8 MB | — |
| checkpoint-64/tokenizer_config.json | Tokenizer | 1.1 KB | — |
| checkpoint-8/tokenizer.json | Tokenizer | 3.8 MB | — |
| checkpoint-8/tokenizer_config.json | Tokenizer | 1.1 KB | — |
| checkpoint-8192/tokenizer.json | Tokenizer | 3.8 MB | — |
| checkpoint-8192/tokenizer_config.json | Tokenizer | 1.1 KB | — |
| tokenizer.json | Tokenizer | 3.8 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-zh_en_instant_8-rand-d0.1-c0.9-r0.8-s42
How much GPU memory does llmplasticity-zh_en_instant_8-rand-d0.1-c0.9-r0.8-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-zh_en_instant_8-rand-d0.1-c0.9-r0.8-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.