Open-weight model
llmplasticity-en_zh_instant_8-rand-d0.1-c0.99-r0.5-s42
by Hongao Cisco1963/llmplasticity-en_zh_instant_8-rand-d0.1-c0.99-r0.5-s42
llmplasticity-en_zh_instant_8-rand-d0.1-c0.99-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—
Weights10.8 GB
License—
AccessOpen weights
Monthly Downloads—
Runs On
What it takes to serve llmplasticity-en_zh_instant_8-rand-d0.1-c0.99-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_zh_instant_8-rand-d0.1-c0.99-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
- 30e65afefb20a2ada62ffa87c6143121737ebe17
- First published
- 2026-10-14
- Last updated
- 2026-10-14
Files and Weights
194 files, 10.9 GB in total. The weights are 58 files totalling 10.8 GB in bin, pt, safetensors.
Weights58 files · 10.8 GB
Configuration91 files · 165.3 KB
Tokenizer44 files · 84.6 MB
Repository1 file · 1.5 KB
Every file
| File | Type | Size | SHA-256 |
|---|---|---|---|
| checkpoint-1/model.safetensors | Weights | 490.8 MB | d2474bacdb26 |
| checkpoint-1/training_args.bin | Weights | 6.0 KB | 51979dac57ac |
| checkpoint-1024/model.safetensors | Weights | 490.8 MB | 3b24725a0385 |
| checkpoint-1024/training_args.bin | Weights | 6.0 KB | 51979dac57ac |
| checkpoint-11200/freeze_state.pt | Weights | 5.1 KB | 84047bf2b434 |
| checkpoint-11200/frozen_index_map.pt | Weights | 1.3 MB | 2bbddf3d17ed |
| checkpoint-11200/model.safetensors | Weights | 490.8 MB | 9cfa55f249f1 |
| checkpoint-11200/training_args.bin | Weights | 6.0 KB | 51979dac57ac |
| checkpoint-128/model.safetensors | Weights | 490.8 MB | 83ac70368334 |
| checkpoint-128/training_args.bin | Weights | 6.0 KB | 51979dac57ac |
| checkpoint-12800/freeze_state.pt | Weights | 5.1 KB | 84047bf2b434 |
| checkpoint-12800/frozen_index_map.pt | Weights | 1.3 MB | 2bbddf3d17ed |
| checkpoint-12800/model.safetensors | Weights | 490.8 MB | c8927846bdea |
| checkpoint-12800/training_args.bin | Weights | 6.0 KB | 51979dac57ac |
| checkpoint-14400/freeze_state.pt | Weights | 5.1 KB | 84047bf2b434 |
| checkpoint-14400/frozen_index_map.pt | Weights | 1.3 MB | 2bbddf3d17ed |
| checkpoint-14400/model.safetensors | Weights | 490.8 MB | 434e5b28f3f3 |
| checkpoint-14400/training_args.bin | Weights | 6.0 KB | 51979dac57ac |
| checkpoint-16/model.safetensors | Weights | 490.8 MB | 8699b0e1180e |
| checkpoint-16/training_args.bin | Weights | 6.0 KB | 51979dac57ac |
| checkpoint-16000/freeze_state.pt | Weights | 5.1 KB | 84047bf2b434 |
| checkpoint-16000/frozen_index_map.pt | Weights | 1.3 MB | 2bbddf3d17ed |
| checkpoint-16000/model.safetensors | Weights | 490.8 MB | dc2dfa94b585 |
| checkpoint-16000/training_args.bin | Weights | 6.0 KB | 51979dac57ac |
| checkpoint-17600/freeze_state.pt | Weights | 5.1 KB | 84047bf2b434 |
| checkpoint-17600/frozen_index_map.pt | Weights | 1.3 MB | 2bbddf3d17ed |
| checkpoint-17600/model.safetensors | Weights | 490.8 MB | 3226899a708a |
| checkpoint-17600/training_args.bin | Weights | 6.0 KB | 51979dac57ac |
| checkpoint-18580/freeze_state.pt | Weights | 5.1 KB | 84047bf2b434 |
| checkpoint-18580/frozen_index_map.pt | Weights | 1.3 MB | 2bbddf3d17ed |
| checkpoint-18580/model.safetensors | Weights | 490.8 MB | 37a7633bb34a |
| checkpoint-18580/training_args.bin | Weights | 6.0 KB | 51979dac57ac |
| checkpoint-2/model.safetensors | Weights | 490.8 MB | 4ef70082f582 |
| checkpoint-2/training_args.bin | Weights | 6.0 KB | 51979dac57ac |
| checkpoint-2048/model.safetensors | Weights | 490.8 MB | aeb48882efb4 |
| checkpoint-2048/training_args.bin | Weights | 6.0 KB | 51979dac57ac |
| checkpoint-256/model.safetensors | Weights | 490.8 MB | 3f62721e875a |
| checkpoint-256/training_args.bin | Weights | 6.0 KB | 51979dac57ac |
| checkpoint-32/model.safetensors | Weights | 490.8 MB | 4af5779dce91 |
| checkpoint-32/training_args.bin | Weights | 6.0 KB | 51979dac57ac |
| checkpoint-4/model.safetensors | Weights | 490.8 MB | e36c8936b4ac |
| checkpoint-4/training_args.bin | Weights | 6.0 KB | 51979dac57ac |
| checkpoint-4096/model.safetensors | Weights | 490.8 MB | dc438b992e02 |
| checkpoint-4096/training_args.bin | Weights | 6.0 KB | 51979dac57ac |
| checkpoint-512/model.safetensors | Weights | 490.8 MB | 77116d8c4c2a |
| checkpoint-512/training_args.bin | Weights | 6.0 KB | 51979dac57ac |
| checkpoint-64/model.safetensors | Weights | 490.8 MB | a9acb9e4bb3f |
| checkpoint-64/training_args.bin | Weights | 6.0 KB | 51979dac57ac |
| checkpoint-8/model.safetensors | Weights | 490.8 MB | f4f4ffe08c15 |
| checkpoint-8/training_args.bin | Weights | 6.0 KB | 51979dac57ac |
| checkpoint-8192/model.safetensors | Weights | 490.8 MB | bfaab5938885 |
| checkpoint-8192/training_args.bin | Weights | 6.0 KB | 51979dac57ac |
| checkpoint-9600/freeze_state.pt | Weights | 5.1 KB | bd19bae24f75 |
| checkpoint-9600/frozen_index_map.pt | Weights | 373.3 KB | 096b422b2cb7 |
| checkpoint-9600/model.safetensors | Weights | 490.8 MB | 6cb49db6689c |
| checkpoint-9600/training_args.bin | Weights | 6.0 KB | 51979dac57ac |
| model.safetensors | Weights | 490.8 MB | 37a7633bb34a |
| training_args.bin | Weights | 6.0 KB | 51979dac57ac |
| all_results.json | Configuration | 698 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 | 7.8 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 | 8.2 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 | 8.7 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 | 9.1 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 | 9.5 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 | 9.5 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-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 | 3.8 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 | — |
| 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 | 7.3 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 | 236 B | — |
| trainer_state.json | Configuration | 9.8 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-11200/tokenizer.json | Tokenizer | 3.8 MB | — |
| checkpoint-11200/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-12800/tokenizer.json | Tokenizer | 3.8 MB | — |
| checkpoint-12800/tokenizer_config.json | Tokenizer | 1.1 KB | — |
| checkpoint-14400/tokenizer.json | Tokenizer | 3.8 MB | — |
| checkpoint-14400/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 | — |
| checkpoint-9600/tokenizer.json | Tokenizer | 3.8 MB | — |
| checkpoint-9600/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
- 10.8 GB
Download from Hongao
Released by Hongao through its official repository on Hugging Face.
Memory Requirements
| Precision | Weights in memory |
|---|---|
| As published | 10.8 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_zh_instant_8-rand-d0.1-c0.99-r0.5-s42
How much GPU memory does llmplasticity-en_zh_instant_8-rand-d0.1-c0.99-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_zh_instant_8-rand-d0.1-c0.99-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.