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.
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.
| 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
- 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.
Every file
| File | Type | Size | SHA-256 |
|---|---|---|---|
| checkpoint-1/model.safetensors | Weights | 497.8 MB | 745baa0c56ca |
| checkpoint-1/training_args.bin | Weights | 6.0 KB | be6140366c26 |
| checkpoint-1024/model.safetensors | Weights | 497.8 MB | ab9b53b01719 |
| checkpoint-1024/training_args.bin | Weights | 6.0 KB | bf1c75eb562e |
| checkpoint-11200/frozen_index_map.pt | Weights | 740.1 KB | f8d5c6f9240a |
| checkpoint-11200/model.safetensors | Weights | 497.8 MB | 2697abec828a |
| checkpoint-11200/training_args.bin | Weights | 6.0 KB | bf1c75eb562e |
| checkpoint-128/model.safetensors | Weights | 497.8 MB | f46de8c9d618 |
| checkpoint-128/training_args.bin | Weights | 6.0 KB | bf1c75eb562e |
| checkpoint-12800/frozen_index_map.pt | Weights | 740.1 KB | f8d5c6f9240a |
| checkpoint-12800/model.safetensors | Weights | 497.8 MB | be81177bd610 |
| checkpoint-12800/training_args.bin | Weights | 6.0 KB | bf1c75eb562e |
| checkpoint-14400/frozen_index_map.pt | Weights | 740.1 KB | f8d5c6f9240a |
| checkpoint-14400/model.safetensors | Weights | 497.8 MB | 259ea9996199 |
| checkpoint-14400/training_args.bin | Weights | 6.0 KB | bf1c75eb562e |
| checkpoint-16/model.safetensors | Weights | 497.8 MB | 149245e4b945 |
| checkpoint-16/training_args.bin | Weights | 6.0 KB | be6140366c26 |
| checkpoint-16000/frozen_index_map.pt | Weights | 740.1 KB | f8d5c6f9240a |
| checkpoint-16000/model.safetensors | Weights | 497.8 MB | f3f93aa011c2 |
| checkpoint-16000/training_args.bin | Weights | 6.0 KB | bf1c75eb562e |
| checkpoint-17600/frozen_index_map.pt | Weights | 740.1 KB | f8d5c6f9240a |
| checkpoint-17600/model.safetensors | Weights | 497.8 MB | 9e87a844ebc6 |
| checkpoint-17600/training_args.bin | Weights | 6.0 KB | bf1c75eb562e |
| checkpoint-19200/frozen_index_map.pt | Weights | 740.1 KB | f8d5c6f9240a |
| checkpoint-19200/model.safetensors | Weights | 497.8 MB | f6e7517f5845 |
| checkpoint-19200/training_args.bin | Weights | 6.0 KB | bf1c75eb562e |
| checkpoint-2/model.safetensors | Weights | 497.8 MB | ad08e350c569 |
| checkpoint-2/training_args.bin | Weights | 6.0 KB | be6140366c26 |
| checkpoint-2048/model.safetensors | Weights | 497.8 MB | e41d822f5f7d |
| checkpoint-2048/training_args.bin | Weights | 6.0 KB | bf1c75eb562e |
| checkpoint-20800/frozen_index_map.pt | Weights | 740.1 KB | f8d5c6f9240a |
| checkpoint-20800/model.safetensors | Weights | 497.8 MB | d0fd8691e30a |
| checkpoint-20800/training_args.bin | Weights | 6.0 KB | bf1c75eb562e |
| checkpoint-22400/frozen_index_map.pt | Weights | 740.1 KB | f8d5c6f9240a |
| checkpoint-22400/model.safetensors | Weights | 497.8 MB | e67fb9fe3aa3 |
| checkpoint-22400/training_args.bin | Weights | 6.0 KB | bf1c75eb562e |
| checkpoint-23370/frozen_index_map.pt | Weights | 740.1 KB | f8d5c6f9240a |
| checkpoint-23370/model.safetensors | Weights | 497.8 MB | 71e08220b5f2 |
| checkpoint-23370/optimizer.pt | Weights | 995.6 MB | a5ab995cf085 |
| checkpoint-23370/rng_state.pth | Weights | 14.6 KB | e77e86d301e9 |
| checkpoint-23370/scaler.pt | Weights | 1.4 KB | 262d81d9d476 |
| checkpoint-23370/scheduler.pt | Weights | 1.5 KB | 3003ac13c871 |
| checkpoint-23370/training_args.bin | Weights | 6.0 KB | bf1c75eb562e |
| checkpoint-256/model.safetensors | Weights | 497.8 MB | 43eb94f4eb81 |
| checkpoint-256/training_args.bin | Weights | 6.0 KB | bf1c75eb562e |
| checkpoint-32/model.safetensors | Weights | 497.8 MB | b04ca0d1a647 |
| checkpoint-32/training_args.bin | Weights | 6.0 KB | be6140366c26 |
| checkpoint-4/model.safetensors | Weights | 497.8 MB | b4fc4e91fbf1 |
| checkpoint-4/training_args.bin | Weights | 6.0 KB | be6140366c26 |
| checkpoint-4096/model.safetensors | Weights | 497.8 MB | b0371b3c912a |
| checkpoint-4096/training_args.bin | Weights | 6.0 KB | bf1c75eb562e |
| checkpoint-512/model.safetensors | Weights | 497.8 MB | 8d77f0a07cdd |
| checkpoint-512/training_args.bin | Weights | 6.0 KB | bf1c75eb562e |
| checkpoint-64/model.safetensors | Weights | 497.8 MB | 1463abfbbf63 |
| checkpoint-64/training_args.bin | Weights | 6.0 KB | bf1c75eb562e |
| checkpoint-6400/frozen_index_map.pt | Weights | 740.1 KB | f8d5c6f9240a |
| checkpoint-6400/model.safetensors | Weights | 497.8 MB | acfae88a2b6c |
| checkpoint-6400/training_args.bin | Weights | 6.0 KB | bf1c75eb562e |
| checkpoint-8/model.safetensors | Weights | 497.8 MB | 4f01d330fecb |
| checkpoint-8/training_args.bin | Weights | 6.0 KB | be6140366c26 |
| checkpoint-8000/frozen_index_map.pt | Weights | 740.1 KB | f8d5c6f9240a |
| checkpoint-8000/model.safetensors | Weights | 497.8 MB | 27d48f5d5313 |
| checkpoint-8000/training_args.bin | Weights | 6.0 KB | bf1c75eb562e |
| checkpoint-9600/frozen_index_map.pt | Weights | 740.1 KB | f8d5c6f9240a |
| checkpoint-9600/model.safetensors | Weights | 497.8 MB | 7b4a248fe7d5 |
| checkpoint-9600/training_args.bin | Weights | 6.0 KB | bf1c75eb562e |
| model.safetensors | Weights | 497.8 MB | 71e08220b5f2 |
| training_args.bin | Weights | 6.0 KB | bf1c75eb562e |
| all_results.json | Configuration | 696 B | — |
| checkpoint-1/config.json | Configuration | 874 B | — |
| checkpoint-1/generation_config.json | Configuration | 119 B | — |
| checkpoint-1/special_tokens_map.json | Configuration | 587 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 | 587 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 | 587 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 | 587 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 | 587 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 | 587 B | — |
| checkpoint-14400/trainer_state.json | Configuration | 9.0 KB | — |
| checkpoint-16/config.json | Configuration | 874 B | — |
| checkpoint-16/generation_config.json | Configuration | 119 B | — |
| checkpoint-16/special_tokens_map.json | Configuration | 587 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 | 587 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 | 587 B | — |
| checkpoint-17600/trainer_state.json | Configuration | 9.9 KB | — |
| checkpoint-19200/config.json | Configuration | 874 B | — |
| checkpoint-19200/generation_config.json | Configuration | 119 B | — |
| checkpoint-19200/special_tokens_map.json | Configuration | 587 B | — |
| checkpoint-19200/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 | 587 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 | 587 B | — |
| checkpoint-2048/trainer_state.json | Configuration | 6.0 KB | — |
| checkpoint-20800/config.json | Configuration | 874 B | — |
| checkpoint-20800/generation_config.json | Configuration | 119 B | — |
| checkpoint-20800/special_tokens_map.json | Configuration | 587 B | — |
| checkpoint-20800/trainer_state.json | Configuration | 10.8 KB | — |
| checkpoint-22400/config.json | Configuration | 874 B | — |
| checkpoint-22400/generation_config.json | Configuration | 119 B | — |
| checkpoint-22400/special_tokens_map.json | Configuration | 587 B | — |
| checkpoint-22400/trainer_state.json | Configuration | 11.2 KB | — |
| checkpoint-23370/config.json | Configuration | 874 B | — |
| checkpoint-23370/generation_config.json | Configuration | 119 B | — |
| checkpoint-23370/special_tokens_map.json | Configuration | 587 B | — |
| checkpoint-23370/trainer_state.json | Configuration | 11.2 KB | — |
| checkpoint-256/config.json | Configuration | 874 B | — |
| checkpoint-256/generation_config.json | Configuration | 119 B | — |
| checkpoint-256/special_tokens_map.json | Configuration | 587 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 | 587 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 | 587 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 | 587 B | — |
| checkpoint-4096/trainer_state.json | Configuration | 6.4 KB | — |
| checkpoint-512/config.json | Configuration | 874 B | — |
| checkpoint-512/generation_config.json | Configuration | 119 B | — |
| checkpoint-512/special_tokens_map.json | Configuration | 587 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 | 587 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 | 587 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 | 587 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 | 587 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 | 587 B | — |
| checkpoint-9600/trainer_state.json | Configuration | 7.7 KB | — |
| config.json | Configuration | 874 B | — |
| eval_results.json | Configuration | 478 B | — |
| generation_config.json | Configuration | 119 B | — |
| special_tokens_map.json | Configuration | 587 B | — |
| train_results.json | Configuration | 238 B | — |
| trainer_state.json | Configuration | 11.5 KB | — |
| .gitattributes | Repository | 1.5 KB | — |
| checkpoint-1/merges.txt | Tokenizer | 487.9 KB | — |
| checkpoint-1/tokenizer.json | Tokenizer | 3.6 MB | — |
| checkpoint-1/tokenizer_config.json | Tokenizer | 869 B | — |
| checkpoint-1/vocab.json | Tokenizer | 829.6 KB | — |
| checkpoint-1024/merges.txt | Tokenizer | 487.9 KB | — |
| checkpoint-1024/tokenizer.json | Tokenizer | 3.6 MB | — |
| checkpoint-1024/tokenizer_config.json | Tokenizer | 869 B | — |
| checkpoint-1024/vocab.json | Tokenizer | 829.6 KB | — |
| checkpoint-11200/merges.txt | Tokenizer | 487.9 KB | — |
| checkpoint-11200/tokenizer.json | Tokenizer | 3.6 MB | — |
| checkpoint-11200/tokenizer_config.json | Tokenizer | 869 B | — |
| checkpoint-11200/vocab.json | Tokenizer | 829.6 KB | — |
| checkpoint-128/merges.txt | Tokenizer | 487.9 KB | — |
| checkpoint-128/tokenizer.json | Tokenizer | 3.6 MB | — |
| checkpoint-128/tokenizer_config.json | Tokenizer | 869 B | — |
| checkpoint-128/vocab.json | Tokenizer | 829.6 KB | — |
| checkpoint-12800/merges.txt | Tokenizer | 487.9 KB | — |
| checkpoint-12800/tokenizer.json | Tokenizer | 3.6 MB | — |
| checkpoint-12800/tokenizer_config.json | Tokenizer | 869 B | — |
| checkpoint-12800/vocab.json | Tokenizer | 829.6 KB | — |
| checkpoint-14400/merges.txt | Tokenizer | 487.9 KB | — |
| checkpoint-14400/tokenizer.json | Tokenizer | 3.6 MB | — |
| checkpoint-14400/tokenizer_config.json | Tokenizer | 869 B | — |
| checkpoint-14400/vocab.json | Tokenizer | 829.6 KB | — |
| checkpoint-16/merges.txt | Tokenizer | 487.9 KB | — |
| checkpoint-16/tokenizer.json | Tokenizer | 3.6 MB | — |
| checkpoint-16/tokenizer_config.json | Tokenizer | 869 B | — |
| checkpoint-16/vocab.json | Tokenizer | 829.6 KB | — |
| checkpoint-16000/merges.txt | Tokenizer | 487.9 KB | — |
| checkpoint-16000/tokenizer.json | Tokenizer | 3.6 MB | — |
| checkpoint-16000/tokenizer_config.json | Tokenizer | 869 B | — |
| checkpoint-16000/vocab.json | Tokenizer | 829.6 KB | — |
| checkpoint-17600/merges.txt | Tokenizer | 487.9 KB | — |
| checkpoint-17600/tokenizer.json | Tokenizer | 3.6 MB | — |
| checkpoint-17600/tokenizer_config.json | Tokenizer | 869 B | — |
| checkpoint-17600/vocab.json | Tokenizer | 829.6 KB | — |
| checkpoint-19200/merges.txt | Tokenizer | 487.9 KB | — |
| checkpoint-19200/tokenizer.json | Tokenizer | 3.6 MB | — |
| checkpoint-19200/tokenizer_config.json | Tokenizer | 869 B | — |
| checkpoint-19200/vocab.json | Tokenizer | 829.6 KB | — |
| checkpoint-2/merges.txt | Tokenizer | 487.9 KB | — |
| checkpoint-2/tokenizer.json | Tokenizer | 3.6 MB | — |
| checkpoint-2/tokenizer_config.json | Tokenizer | 869 B | — |
| checkpoint-2/vocab.json | Tokenizer | 829.6 KB | — |
| checkpoint-2048/merges.txt | Tokenizer | 487.9 KB | — |
| checkpoint-2048/tokenizer.json | Tokenizer | 3.6 MB | — |
| checkpoint-2048/tokenizer_config.json | Tokenizer | 869 B | — |
| checkpoint-2048/vocab.json | Tokenizer | 829.6 KB | — |
| checkpoint-20800/merges.txt | Tokenizer | 487.9 KB | — |
| checkpoint-20800/tokenizer.json | Tokenizer | 3.6 MB | — |
| checkpoint-20800/tokenizer_config.json | Tokenizer | 869 B | — |
| checkpoint-20800/vocab.json | Tokenizer | 829.6 KB | — |
| checkpoint-22400/merges.txt | Tokenizer | 487.9 KB | — |
| checkpoint-22400/tokenizer.json | Tokenizer | 3.6 MB | — |
| checkpoint-22400/tokenizer_config.json | Tokenizer | 869 B | — |
| checkpoint-22400/vocab.json | Tokenizer | 829.6 KB | — |
| checkpoint-23370/merges.txt | Tokenizer | 487.9 KB | — |
| checkpoint-23370/tokenizer.json | Tokenizer | 3.6 MB | — |
| checkpoint-23370/tokenizer_config.json | Tokenizer | 869 B | — |
| checkpoint-23370/vocab.json | Tokenizer | 829.6 KB | — |
| checkpoint-256/merges.txt | Tokenizer | 487.9 KB | — |
| checkpoint-256/tokenizer.json | Tokenizer | 3.6 MB | — |
| checkpoint-256/tokenizer_config.json | Tokenizer | 869 B | — |
| checkpoint-256/vocab.json | Tokenizer | 829.6 KB | — |
| checkpoint-32/merges.txt | Tokenizer | 487.9 KB | — |
| checkpoint-32/tokenizer.json | Tokenizer | 3.6 MB | — |
| checkpoint-32/tokenizer_config.json | Tokenizer | 869 B | — |
| checkpoint-32/vocab.json | Tokenizer | 829.6 KB | — |
| checkpoint-4/merges.txt | Tokenizer | 487.9 KB | — |
| checkpoint-4/tokenizer.json | Tokenizer | 3.6 MB | — |
| checkpoint-4/tokenizer_config.json | Tokenizer | 869 B | — |
| checkpoint-4/vocab.json | Tokenizer | 829.6 KB | — |
| checkpoint-4096/merges.txt | Tokenizer | 487.9 KB | — |
| checkpoint-4096/tokenizer.json | Tokenizer | 3.6 MB | — |
| checkpoint-4096/tokenizer_config.json | Tokenizer | 869 B | — |
| checkpoint-4096/vocab.json | Tokenizer | 829.6 KB | — |
| checkpoint-512/merges.txt | Tokenizer | 487.9 KB | — |
| checkpoint-512/tokenizer.json | Tokenizer | 3.6 MB | — |
| checkpoint-512/tokenizer_config.json | Tokenizer | 869 B | — |
| checkpoint-512/vocab.json | Tokenizer | 829.6 KB | — |
| checkpoint-64/merges.txt | Tokenizer | 487.9 KB | — |
| checkpoint-64/tokenizer.json | Tokenizer | 3.6 MB | — |
| checkpoint-64/tokenizer_config.json | Tokenizer | 869 B | — |
| checkpoint-64/vocab.json | Tokenizer | 829.6 KB | — |
| checkpoint-6400/merges.txt | Tokenizer | 487.9 KB | — |
| checkpoint-6400/tokenizer.json | Tokenizer | 3.6 MB | — |
| checkpoint-6400/tokenizer_config.json | Tokenizer | 869 B | — |
| checkpoint-6400/vocab.json | Tokenizer | 829.6 KB | — |
| checkpoint-8/merges.txt | Tokenizer | 487.9 KB | — |
| checkpoint-8/tokenizer.json | Tokenizer | 3.6 MB | — |
| checkpoint-8/tokenizer_config.json | Tokenizer | 869 B | — |
| checkpoint-8/vocab.json | Tokenizer | 829.6 KB | — |
| checkpoint-8000/merges.txt | Tokenizer | 487.9 KB | — |
| checkpoint-8000/tokenizer.json | Tokenizer | 3.6 MB | — |
| checkpoint-8000/tokenizer_config.json | Tokenizer | 869 B | — |
| checkpoint-8000/vocab.json | Tokenizer | 829.6 KB | — |
| checkpoint-9600/merges.txt | Tokenizer | 487.9 KB | — |
| checkpoint-9600/tokenizer.json | Tokenizer | 3.6 MB | — |
| checkpoint-9600/tokenizer_config.json | Tokenizer | 869 B | — |
| checkpoint-9600/vocab.json | Tokenizer | 829.6 KB | — |
| merges.txt | Tokenizer | 487.9 KB | — |
| tokenizer.json | Tokenizer | 3.6 MB | — |
| tokenizer_config.json | Tokenizer | 869 B | — |
| vocab.json | Tokenizer | 829.6 KB | — |
License and Download
- License
- Not stated by the source
- Access
- Open weights, no gate
- Download size
- 13.9 GB
Released by Hongao through its official repository on Hugging Face.
Memory Requirements
| Precision | Weights in memory |
|---|---|
| As published | 13.9 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-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.