This model is a fine-tuned version of fpadovani/eng-latn-10mb-ppt-Dp-100mb-packedseed3407. It has been trained using TRL. This model was trained with SFT.
Open-weight model · Text generation
zho-hans-10mb-after-ppt-Dp-100mb-packed-bfdiso-ckpt500_seed10
by Francesca Padovani francesca9805/zho-hans-10mb-after-ppt-Dp-100mb-packed-bfdiso-ckpt500_seed10
zho-hans-10mb-after-ppt-Dp-100mb-packed-bfdiso-ckpt500_seed10 is an open-weight model for text generation from Francesca Padovani. It has 39M parameters. At 16-bit it needs about 0.1 GB of GPU memory, which fits on 1x MI300X from $1.85 an hour, at the lowest prices in the SAVRN Index.
This model is a fine-tuned version of francesca9805/zho-hans-10mb-ppt-Dp-100mb-packed-bfdisoseed10. It has been trained using TRL. This model was trained with SFT.
Parameters39M
Context—
Weights1.5 GB
License—
AccessOpen weights
Monthly Downloads—
Runs On
What it takes to serve zho-hans-10mb-after-ppt-Dp-100mb-packed-bfdiso-ckpt500_seed10 (39M 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 | 0.1 GB | 0.1 GB | 1x MI300X (192 GB) Vultr |
$1.85 | 1x H100 $1.99 · 1x MI325X $2.00 |
| 8-bit | 0.0 GB | 0.0 GB | 1x MI300X (192 GB) Vultr |
$1.85 | 1x H100 $1.99 · 1x MI325X $2.00 |
| 4-bit | 0.0 GB | 0.0 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 7, 2026.
Model Card
This model is a fine-tuned version of francesca9805/zho-hans-10mb-ppt-Dp-100mb-packed-bfdisoseed10. It has been trained using TRL. This model was trained with SFT.
Excerpt from the card by Francesca Padovani.
Configuration
- Architecture
- GPT2LMHeadModel
- Vocabulary size
- 51,200
- Model type
- gpt2
Identity and Version
- Repository
- francesca9805/zho-hans-10mb-after-ppt-Dp-100mb-packed-bfdiso-ckpt500_seed10
- Publisher
- Francesca Padovani
- Task
- Text generation
- Modality
- Text
- Library
- transformers
- Parameters
- 39M parameters
- Languages
- trl, sft
- Revision
- e36ce1bbb657647e7dca2bcade9996d8f6aa4d66
- First published
- 2026-10-02
- Last updated
- 2026-10-02
Files and Weights
190 files, 1.5 GB in total. The weights are 56 files totalling 1.5 GB in bin, pth, safetensors.
Weights56 files · 1.5 GB
Configuration94 files · 29.9 MB
Tokenizer38 files · 24.3 MB
Documentation1 file · 2.0 KB
Repository1 file · 1.5 KB
Every file
| File | Type | Size | SHA-256 |
|---|---|---|---|
| checkpoint-12000/model.safetensors | Weights | 78.2 MB | 1b4527bbebf3 |
| checkpoint-12000/rng_state.pth | Weights | 14.6 KB | e7c6dceccd6b |
| checkpoint-12000/training_args.bin | Weights | 6.4 KB | 7983053f5e78 |
| checkpoint-15000/model.safetensors | Weights | 78.2 MB | 9f83e8289da0 |
| checkpoint-15000/rng_state.pth | Weights | 14.6 KB | 0b7a31c15563 |
| checkpoint-15000/training_args.bin | Weights | 6.4 KB | 7983053f5e78 |
| checkpoint-18000/model.safetensors | Weights | 78.2 MB | d1cffc76f2a0 |
| checkpoint-18000/rng_state.pth | Weights | 14.6 KB | 6c970a46951c |
| checkpoint-18000/training_args.bin | Weights | 6.4 KB | 7983053f5e78 |
| checkpoint-21000/model.safetensors | Weights | 78.2 MB | f9eb908ce70e |
| checkpoint-21000/rng_state.pth | Weights | 14.6 KB | dd1a9c116089 |
| checkpoint-21000/training_args.bin | Weights | 6.4 KB | 7983053f5e78 |
| checkpoint-24000/model.safetensors | Weights | 78.2 MB | 7e884072b148 |
| checkpoint-24000/rng_state.pth | Weights | 14.6 KB | 8fee366cc268 |
| checkpoint-24000/training_args.bin | Weights | 6.4 KB | 7983053f5e78 |
| checkpoint-27000/model.safetensors | Weights | 78.2 MB | 23d08a219e3f |
| checkpoint-27000/rng_state.pth | Weights | 14.6 KB | ac6887e677b2 |
| checkpoint-27000/training_args.bin | Weights | 6.4 KB | 7983053f5e78 |
| checkpoint-3000/model.safetensors | Weights | 78.2 MB | ba176039d44c |
| checkpoint-3000/rng_state.pth | Weights | 14.6 KB | 9746b1580938 |
| checkpoint-3000/training_args.bin | Weights | 6.4 KB | 7983053f5e78 |
| checkpoint-30000/model.safetensors | Weights | 78.2 MB | a285fe58114f |
| checkpoint-30000/rng_state.pth | Weights | 14.6 KB | c641cf7f7798 |
| checkpoint-30000/training_args.bin | Weights | 6.4 KB | 7983053f5e78 |
| checkpoint-33000/model.safetensors | Weights | 78.2 MB | 538317666f93 |
| checkpoint-33000/rng_state.pth | Weights | 14.6 KB | 710a23a01189 |
| checkpoint-33000/training_args.bin | Weights | 6.4 KB | 7983053f5e78 |
| checkpoint-36000/model.safetensors | Weights | 78.2 MB | d822a2f16874 |
| checkpoint-36000/rng_state.pth | Weights | 14.6 KB | d23e30a15fbe |
| checkpoint-36000/training_args.bin | Weights | 6.4 KB | 7983053f5e78 |
| checkpoint-39000/model.safetensors | Weights | 78.2 MB | ff10267ec9fe |
| checkpoint-39000/rng_state.pth | Weights | 14.6 KB | 295e2c83e18d |
| checkpoint-39000/training_args.bin | Weights | 6.4 KB | 7983053f5e78 |
| checkpoint-42000/model.safetensors | Weights | 78.2 MB | 2264f84c6bc5 |
| checkpoint-42000/rng_state.pth | Weights | 14.6 KB | 3ab90c3acf57 |
| checkpoint-42000/training_args.bin | Weights | 6.4 KB | 7983053f5e78 |
| checkpoint-45000/model.safetensors | Weights | 78.2 MB | eea680e9f6a5 |
| checkpoint-45000/rng_state.pth | Weights | 14.6 KB | 389534558c7c |
| checkpoint-45000/training_args.bin | Weights | 6.4 KB | 7983053f5e78 |
| checkpoint-48000/model.safetensors | Weights | 78.2 MB | 10b01c23d6f8 |
| checkpoint-48000/rng_state.pth | Weights | 14.6 KB | 29a3c127d7c7 |
| checkpoint-48000/training_args.bin | Weights | 6.4 KB | 7983053f5e78 |
| checkpoint-51000/model.safetensors | Weights | 78.2 MB | c40a7f2264e7 |
| checkpoint-51000/rng_state.pth | Weights | 14.6 KB | b32382dcfb9a |
| checkpoint-51000/training_args.bin | Weights | 6.4 KB | 7983053f5e78 |
| checkpoint-51250/model.safetensors | Weights | 78.2 MB | 885efda8a0d9 |
| checkpoint-51250/rng_state.pth | Weights | 14.6 KB | b00f4b00c6a8 |
| checkpoint-51250/training_args.bin | Weights | 6.4 KB | 7983053f5e78 |
| checkpoint-6000/model.safetensors | Weights | 78.2 MB | 73e3ecb89c0f |
| checkpoint-6000/rng_state.pth | Weights | 14.6 KB | cafd522138c7 |
| checkpoint-6000/training_args.bin | Weights | 6.4 KB | 7983053f5e78 |
| checkpoint-9000/model.safetensors | Weights | 78.2 MB | 6ed65df3917e |
| checkpoint-9000/rng_state.pth | Weights | 14.6 KB | a26bca1cbffb |
| checkpoint-9000/training_args.bin | Weights | 6.4 KB | 7983053f5e78 |
| model.safetensors | Weights | 78.2 MB | 885efda8a0d9 |
| training_args.bin | Weights | 6.4 KB | 7983053f5e78 |
| added_tokens.json | Configuration | 27.7 KB | — |
| checkpoint-12000/added_tokens.json | Configuration | 27.7 KB | — |
| checkpoint-12000/config.json | Configuration | 801 B | — |
| checkpoint-12000/generation_config.json | Configuration | 154 B | — |
| checkpoint-12000/special_tokens_map.json | Configuration | 22.6 KB | — |
| checkpoint-12000/trainer_state.json | Configuration | 678.1 KB | — |
| checkpoint-15000/added_tokens.json | Configuration | 27.7 KB | — |
| checkpoint-15000/config.json | Configuration | 801 B | — |
| checkpoint-15000/generation_config.json | Configuration | 154 B | — |
| checkpoint-15000/special_tokens_map.json | Configuration | 22.6 KB | — |
| checkpoint-15000/trainer_state.json | Configuration | 848.5 KB | — |
| checkpoint-18000/added_tokens.json | Configuration | 27.7 KB | — |
| checkpoint-18000/config.json | Configuration | 801 B | — |
| checkpoint-18000/generation_config.json | Configuration | 154 B | — |
| checkpoint-18000/special_tokens_map.json | Configuration | 22.6 KB | — |
| checkpoint-18000/trainer_state.json | Configuration | 1.0 MB | — |
| checkpoint-21000/added_tokens.json | Configuration | 27.7 KB | — |
| checkpoint-21000/config.json | Configuration | 801 B | — |
| checkpoint-21000/generation_config.json | Configuration | 154 B | — |
| checkpoint-21000/special_tokens_map.json | Configuration | 22.6 KB | — |
| checkpoint-21000/trainer_state.json | Configuration | 1.2 MB | — |
| checkpoint-24000/added_tokens.json | Configuration | 27.7 KB | — |
| checkpoint-24000/config.json | Configuration | 801 B | — |
| checkpoint-24000/generation_config.json | Configuration | 154 B | — |
| checkpoint-24000/special_tokens_map.json | Configuration | 22.6 KB | — |
| checkpoint-24000/trainer_state.json | Configuration | 1.4 MB | — |
| checkpoint-27000/added_tokens.json | Configuration | 27.7 KB | — |
| checkpoint-27000/config.json | Configuration | 801 B | — |
| checkpoint-27000/generation_config.json | Configuration | 154 B | — |
| checkpoint-27000/special_tokens_map.json | Configuration | 22.6 KB | — |
| checkpoint-27000/trainer_state.json | Configuration | 1.5 MB | — |
| checkpoint-3000/added_tokens.json | Configuration | 27.7 KB | — |
| checkpoint-3000/config.json | Configuration | 801 B | — |
| checkpoint-3000/generation_config.json | Configuration | 154 B | — |
| checkpoint-3000/special_tokens_map.json | Configuration | 22.6 KB | — |
| checkpoint-3000/trainer_state.json | Configuration | 168.2 KB | — |
| checkpoint-30000/added_tokens.json | Configuration | 27.7 KB | — |
| checkpoint-30000/config.json | Configuration | 801 B | — |
| checkpoint-30000/generation_config.json | Configuration | 154 B | — |
| checkpoint-30000/special_tokens_map.json | Configuration | 22.6 KB | — |
| checkpoint-30000/trainer_state.json | Configuration | 1.7 MB | — |
| checkpoint-33000/added_tokens.json | Configuration | 27.7 KB | — |
| checkpoint-33000/config.json | Configuration | 801 B | — |
| checkpoint-33000/generation_config.json | Configuration | 154 B | — |
| checkpoint-33000/special_tokens_map.json | Configuration | 22.6 KB | — |
| checkpoint-33000/trainer_state.json | Configuration | 1.9 MB | — |
| checkpoint-36000/added_tokens.json | Configuration | 27.7 KB | — |
| checkpoint-36000/config.json | Configuration | 801 B | — |
| checkpoint-36000/generation_config.json | Configuration | 154 B | — |
| checkpoint-36000/special_tokens_map.json | Configuration | 22.6 KB | — |
| checkpoint-36000/trainer_state.json | Configuration | 2.0 MB | — |
| checkpoint-39000/added_tokens.json | Configuration | 27.7 KB | — |
| checkpoint-39000/config.json | Configuration | 801 B | — |
| checkpoint-39000/generation_config.json | Configuration | 154 B | — |
| checkpoint-39000/special_tokens_map.json | Configuration | 22.6 KB | — |
| checkpoint-39000/trainer_state.json | Configuration | 2.2 MB | — |
| checkpoint-42000/added_tokens.json | Configuration | 27.7 KB | — |
| checkpoint-42000/config.json | Configuration | 801 B | — |
| checkpoint-42000/generation_config.json | Configuration | 154 B | — |
| checkpoint-42000/special_tokens_map.json | Configuration | 22.6 KB | — |
| checkpoint-42000/trainer_state.json | Configuration | 2.4 MB | — |
| checkpoint-45000/added_tokens.json | Configuration | 27.7 KB | — |
| checkpoint-45000/config.json | Configuration | 801 B | — |
| checkpoint-45000/generation_config.json | Configuration | 154 B | — |
| checkpoint-45000/special_tokens_map.json | Configuration | 22.6 KB | — |
| checkpoint-45000/trainer_state.json | Configuration | 2.5 MB | — |
| checkpoint-48000/added_tokens.json | Configuration | 27.7 KB | — |
| checkpoint-48000/config.json | Configuration | 801 B | — |
| checkpoint-48000/generation_config.json | Configuration | 154 B | — |
| checkpoint-48000/special_tokens_map.json | Configuration | 22.6 KB | — |
| checkpoint-48000/trainer_state.json | Configuration | 2.7 MB | — |
| checkpoint-51000/added_tokens.json | Configuration | 27.7 KB | — |
| checkpoint-51000/config.json | Configuration | 801 B | — |
| checkpoint-51000/generation_config.json | Configuration | 154 B | — |
| checkpoint-51000/special_tokens_map.json | Configuration | 22.6 KB | — |
| checkpoint-51000/trainer_state.json | Configuration | 2.9 MB | — |
| checkpoint-51250/added_tokens.json | Configuration | 27.7 KB | — |
| checkpoint-51250/config.json | Configuration | 801 B | — |
| checkpoint-51250/generation_config.json | Configuration | 154 B | — |
| checkpoint-51250/special_tokens_map.json | Configuration | 22.6 KB | — |
| checkpoint-51250/trainer_state.json | Configuration | 2.9 MB | — |
| checkpoint-6000/added_tokens.json | Configuration | 27.7 KB | — |
| checkpoint-6000/config.json | Configuration | 801 B | — |
| checkpoint-6000/generation_config.json | Configuration | 154 B | — |
| checkpoint-6000/special_tokens_map.json | Configuration | 22.6 KB | — |
| checkpoint-6000/trainer_state.json | Configuration | 337.9 KB | — |
| checkpoint-9000/added_tokens.json | Configuration | 27.7 KB | — |
| checkpoint-9000/config.json | Configuration | 801 B | — |
| checkpoint-9000/generation_config.json | Configuration | 154 B | — |
| checkpoint-9000/special_tokens_map.json | Configuration | 22.6 KB | — |
| checkpoint-9000/trainer_state.json | Configuration | 507.9 KB | — |
| config.json | Configuration | 801 B | — |
| generation_config.json | Configuration | 154 B | — |
| special_tokens_map.json | Configuration | 22.6 KB | — |
| README.md | Documentation | 2.0 KB | — |
| .gitattributes | Repository | 1.5 KB | — |
| checkpoint-12000/spiece.model | Tokenizer | 1.0 MB | 812a2793ef9c |
| checkpoint-12000/tokenizer_config.json | Tokenizer | 233.6 KB | — |
| checkpoint-15000/spiece.model | Tokenizer | 1.0 MB | 812a2793ef9c |
| checkpoint-15000/tokenizer_config.json | Tokenizer | 233.6 KB | — |
| checkpoint-18000/spiece.model | Tokenizer | 1.0 MB | 812a2793ef9c |
| checkpoint-18000/tokenizer_config.json | Tokenizer | 233.6 KB | — |
| checkpoint-21000/spiece.model | Tokenizer | 1.0 MB | 812a2793ef9c |
| checkpoint-21000/tokenizer_config.json | Tokenizer | 233.6 KB | — |
| checkpoint-24000/spiece.model | Tokenizer | 1.0 MB | 812a2793ef9c |
| checkpoint-24000/tokenizer_config.json | Tokenizer | 233.6 KB | — |
| checkpoint-27000/spiece.model | Tokenizer | 1.0 MB | 812a2793ef9c |
| checkpoint-27000/tokenizer_config.json | Tokenizer | 233.6 KB | — |
| checkpoint-3000/spiece.model | Tokenizer | 1.0 MB | 812a2793ef9c |
| checkpoint-3000/tokenizer_config.json | Tokenizer | 233.6 KB | — |
| checkpoint-30000/spiece.model | Tokenizer | 1.0 MB | 812a2793ef9c |
| checkpoint-30000/tokenizer_config.json | Tokenizer | 233.6 KB | — |
| checkpoint-33000/spiece.model | Tokenizer | 1.0 MB | 812a2793ef9c |
| checkpoint-33000/tokenizer_config.json | Tokenizer | 233.6 KB | — |
| checkpoint-36000/spiece.model | Tokenizer | 1.0 MB | 812a2793ef9c |
| checkpoint-36000/tokenizer_config.json | Tokenizer | 233.6 KB | — |
| checkpoint-39000/spiece.model | Tokenizer | 1.0 MB | 812a2793ef9c |
| checkpoint-39000/tokenizer_config.json | Tokenizer | 233.6 KB | — |
| checkpoint-42000/spiece.model | Tokenizer | 1.0 MB | 812a2793ef9c |
| checkpoint-42000/tokenizer_config.json | Tokenizer | 233.6 KB | — |
| checkpoint-45000/spiece.model | Tokenizer | 1.0 MB | 812a2793ef9c |
| checkpoint-45000/tokenizer_config.json | Tokenizer | 233.6 KB | — |
| checkpoint-48000/spiece.model | Tokenizer | 1.0 MB | 812a2793ef9c |
| checkpoint-48000/tokenizer_config.json | Tokenizer | 233.6 KB | — |
| checkpoint-51000/spiece.model | Tokenizer | 1.0 MB | 812a2793ef9c |
| checkpoint-51000/tokenizer_config.json | Tokenizer | 233.6 KB | — |
| checkpoint-51250/spiece.model | Tokenizer | 1.0 MB | 812a2793ef9c |
| checkpoint-51250/tokenizer_config.json | Tokenizer | 233.6 KB | — |
| checkpoint-6000/spiece.model | Tokenizer | 1.0 MB | 812a2793ef9c |
| checkpoint-6000/tokenizer_config.json | Tokenizer | 233.6 KB | — |
| checkpoint-9000/spiece.model | Tokenizer | 1.0 MB | 812a2793ef9c |
| checkpoint-9000/tokenizer_config.json | Tokenizer | 233.6 KB | — |
| spiece.model | Tokenizer | 1.0 MB | 812a2793ef9c |
| tokenizer_config.json | Tokenizer | 233.6 KB | — |
License and Download
- License
- Not stated by the source
- Access
- Open weights, no gate
- Download size
- 1.5 GB
Download from Francesca Padovani
Released by Francesca Padovani through its official repository on Hugging Face.
Built From
- Derived from francesca9805/zho-hans-10mb-ppt-Dp-100mb-packed-bfdiso_seed10
Memory Requirements
| Precision | Weights in memory |
|---|---|
| As published | 1.5 GB |
| 16-bit | 0.1 GB |
| 8-bit | 0.0 GB |
| 4-bit | 0.0 GB |
Weights only, from the published parameter count; the key-value cache and runtime add to this.
Questions About zho-hans-10mb-after-ppt-Dp-100mb-packed-bfdiso-ckpt500_seed10
How much GPU memory does zho-hans-10mb-after-ppt-Dp-100mb-packed-bfdiso-ckpt500_seed10 need?
About 0.1 GB at 16-bit and 0 GB at 4-bit: the weights (39M parameters) plus a working margin. A long context needs more.
What is the cheapest GPU to run zho-hans-10mb-after-ppt-Dp-100mb-packed-bfdiso-ckpt500_seed10 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.
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