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Open-weight model · Text generation
by Francesca Padovani francesca9805/hin-deva-100mb-after-ppt-mp-struct-core-100mb-ckpt500_seed3407
hin-deva-100mb-after-ppt-mp-struct-core-100mb-ckpt500_seed3407 is an open-weight model for text generation from Francesca Padovani. It has 125M 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.
This model is a fine-tuned version of francesca9805/hin-deva-100mb-ppt-mp-struct-core-100mbseed3407. It has been trained using TRL. This model was trained with SFT.
What it takes to serve hin-deva-100mb-after-ppt-mp-struct-core-100mb-ckpt500_seed3407 (125M 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 24, 2026.
This model is a fine-tuned version of francesca9805/hin-deva-100mb-ppt-mp-struct-core-100mbseed3407. It has been trained using TRL. This model was trained with SFT.
Excerpt from the card by Francesca Padovani.
360 files, 9.2 GB in total. The weights are 107 files totalling 9.0 GB in bin, pth, safetensors.
| File | Type | Size | SHA-256 |
|---|---|---|---|
| checkpoint-102000/model.safetensors | Weights | 249.6 MB | 2a4fe06cffee |
| checkpoint-102000/rng_state.pth | Weights | 14.6 KB | 1496cf8d3bfd |
| checkpoint-102000/training_args.bin | Weights | 6.4 KB | f3ec24152e47 |
| checkpoint-104090/model.safetensors | Weights | 249.6 MB | b9077ae8fb54 |
| checkpoint-104090/rng_state.pth | Weights | 14.6 KB | 1117e54ed041 |
| checkpoint-104090/training_args.bin | Weights | 6.4 KB | f3ec24152e47 |
| checkpoint-12000/model.safetensors | Weights | 249.6 MB | 915eb7f64196 |
| checkpoint-12000/rng_state.pth | Weights | 14.6 KB | 115702b5e95f |
| checkpoint-12000/training_args.bin | Weights | 6.4 KB | f3ec24152e47 |
| checkpoint-15000/model.safetensors | Weights | 249.6 MB | fd2f63a84cd7 |
| checkpoint-15000/rng_state.pth | Weights | 14.6 KB | 1b3e0b4c3bac |
| checkpoint-15000/training_args.bin | Weights | 6.4 KB | f3ec24152e47 |
| checkpoint-18000/model.safetensors | Weights | 249.6 MB | 81de25ee68f9 |
| checkpoint-18000/rng_state.pth | Weights | 14.6 KB | 0bc1737b3a8e |
| checkpoint-18000/training_args.bin | Weights | 6.4 KB | f3ec24152e47 |
| checkpoint-21000/model.safetensors | Weights | 249.6 MB | 6f9ffb4aa30b |
| checkpoint-21000/rng_state.pth | Weights | 14.6 KB | e3a866943089 |
| checkpoint-21000/training_args.bin | Weights | 6.4 KB | f3ec24152e47 |
| checkpoint-24000/model.safetensors | Weights | 249.6 MB | d6f67ee22c6d |
| checkpoint-24000/rng_state.pth | Weights | 14.6 KB | 7682093023a1 |
| checkpoint-24000/training_args.bin | Weights | 6.4 KB | f3ec24152e47 |
| checkpoint-27000/model.safetensors | Weights | 249.6 MB | 1c2d0ac0a035 |
| checkpoint-27000/rng_state.pth | Weights | 14.6 KB | 54c6fb12f11d |
| checkpoint-27000/training_args.bin | Weights | 6.4 KB | f3ec24152e47 |
| checkpoint-3000/model.safetensors | Weights | 249.6 MB | 111383eab2d5 |
| checkpoint-3000/rng_state.pth | Weights | 14.6 KB | 7392b053a672 |
| checkpoint-3000/training_args.bin | Weights | 6.4 KB | f3ec24152e47 |
| checkpoint-30000/model.safetensors | Weights | 249.6 MB | d2f0643e0f06 |
| checkpoint-30000/rng_state.pth | Weights | 14.6 KB | a6226570ee1b |
| checkpoint-30000/training_args.bin | Weights | 6.4 KB | f3ec24152e47 |
| checkpoint-33000/model.safetensors | Weights | 249.6 MB | 9e60d04e3053 |
| checkpoint-33000/rng_state.pth | Weights | 14.6 KB | ab543f678415 |
| checkpoint-33000/training_args.bin | Weights | 6.4 KB | f3ec24152e47 |
| checkpoint-36000/model.safetensors | Weights | 249.6 MB | f25638b58b1b |
| checkpoint-36000/rng_state.pth | Weights | 14.6 KB | a27b24d33a80 |
| checkpoint-36000/training_args.bin | Weights | 6.4 KB | f3ec24152e47 |
| checkpoint-39000/model.safetensors | Weights | 249.6 MB | a2dc5f0267de |
| checkpoint-39000/rng_state.pth | Weights | 14.6 KB | fa1868d23cb3 |
| checkpoint-39000/training_args.bin | Weights | 6.4 KB | f3ec24152e47 |
| checkpoint-42000/model.safetensors | Weights | 249.6 MB | 99e866c9b9e6 |
| checkpoint-42000/rng_state.pth | Weights | 14.6 KB | 60e3dcafcfea |
| checkpoint-42000/training_args.bin | Weights | 6.4 KB | f3ec24152e47 |
| checkpoint-45000/model.safetensors | Weights | 249.6 MB | b6a2e314dcae |
| checkpoint-45000/rng_state.pth | Weights | 14.6 KB | 5c59aecb8a6a |
| checkpoint-45000/training_args.bin | Weights | 6.4 KB | f3ec24152e47 |
| checkpoint-48000/model.safetensors | Weights | 249.6 MB | d187e1de3271 |
| checkpoint-48000/rng_state.pth | Weights | 14.6 KB | 372a77e35446 |
| checkpoint-48000/training_args.bin | Weights | 6.4 KB | f3ec24152e47 |
| checkpoint-51000/model.safetensors | Weights | 249.6 MB | dd8860d3caba |
| checkpoint-51000/rng_state.pth | Weights | 14.6 KB | 9b06ceecbd32 |
| checkpoint-51000/training_args.bin | Weights | 6.4 KB | f3ec24152e47 |
| checkpoint-54000/model.safetensors | Weights | 249.6 MB | 6dd6d674e582 |
| checkpoint-54000/rng_state.pth | Weights | 14.6 KB | 299ce841aa14 |
| checkpoint-54000/training_args.bin | Weights | 6.4 KB | f3ec24152e47 |
| checkpoint-57000/model.safetensors | Weights | 249.6 MB | c71613a16211 |
| checkpoint-57000/rng_state.pth | Weights | 14.6 KB | 2f3de325af07 |
| checkpoint-57000/training_args.bin | Weights | 6.4 KB | f3ec24152e47 |
| checkpoint-6000/model.safetensors | Weights | 249.6 MB | b4cfaf64a25c |
| checkpoint-6000/rng_state.pth | Weights | 14.6 KB | 6080aa8a01d2 |
| checkpoint-6000/training_args.bin | Weights | 6.4 KB | f3ec24152e47 |
| checkpoint-60000/model.safetensors | Weights | 249.6 MB | 0677eb4ba1fc |
| checkpoint-60000/rng_state.pth | Weights | 14.6 KB | f03845a42188 |
| checkpoint-60000/training_args.bin | Weights | 6.4 KB | f3ec24152e47 |
| checkpoint-63000/model.safetensors | Weights | 249.6 MB | d7bc17ccca7c |
| checkpoint-63000/rng_state.pth | Weights | 14.6 KB | f43e65d5db3f |
| checkpoint-63000/training_args.bin | Weights | 6.4 KB | f3ec24152e47 |
| checkpoint-66000/model.safetensors | Weights | 249.6 MB | 106e52dac598 |
| checkpoint-66000/rng_state.pth | Weights | 14.6 KB | 9297edd1774c |
| checkpoint-66000/training_args.bin | Weights | 6.4 KB | f3ec24152e47 |
| checkpoint-69000/model.safetensors | Weights | 249.6 MB | b4421bd2fe33 |
| checkpoint-69000/rng_state.pth | Weights | 14.6 KB | e38a71d05a66 |
| checkpoint-69000/training_args.bin | Weights | 6.4 KB | f3ec24152e47 |
| checkpoint-72000/model.safetensors | Weights | 249.6 MB | 8ea56f1d1739 |
| checkpoint-72000/rng_state.pth | Weights | 14.6 KB | 428707df26a9 |
| checkpoint-72000/training_args.bin | Weights | 6.4 KB | f3ec24152e47 |
| checkpoint-75000/model.safetensors | Weights | 249.6 MB | e6b0e6ef93de |
| checkpoint-75000/rng_state.pth | Weights | 14.6 KB | e850d9c8f3b4 |
| checkpoint-75000/training_args.bin | Weights | 6.4 KB | f3ec24152e47 |
| checkpoint-78000/model.safetensors | Weights | 249.6 MB | c4b469889d8f |
| checkpoint-78000/rng_state.pth | Weights | 14.6 KB | 47427a9e2779 |
| checkpoint-78000/training_args.bin | Weights | 6.4 KB | f3ec24152e47 |
| checkpoint-81000/model.safetensors | Weights | 249.6 MB | c56f0a9a4d79 |
| checkpoint-81000/rng_state.pth | Weights | 14.6 KB | e7a13ff4c3c0 |
| checkpoint-81000/training_args.bin | Weights | 6.4 KB | f3ec24152e47 |
| checkpoint-84000/model.safetensors | Weights | 249.6 MB | 651551188bd8 |
| checkpoint-84000/rng_state.pth | Weights | 14.6 KB | f51b1d7642f0 |
| checkpoint-84000/training_args.bin | Weights | 6.4 KB | f3ec24152e47 |
| checkpoint-87000/model.safetensors | Weights | 249.6 MB | d1a11cc1f7f6 |
| checkpoint-87000/rng_state.pth | Weights | 14.6 KB | 25660f679532 |
| checkpoint-87000/training_args.bin | Weights | 6.4 KB | f3ec24152e47 |
| checkpoint-9000/model.safetensors | Weights | 249.6 MB | daa7b8c7c1e4 |
| checkpoint-9000/rng_state.pth | Weights | 14.6 KB | 8237cc4510c2 |
| checkpoint-9000/training_args.bin | Weights | 6.4 KB | f3ec24152e47 |
| checkpoint-90000/model.safetensors | Weights | 249.6 MB | 41bf163c349d |
| checkpoint-90000/rng_state.pth | Weights | 14.6 KB | df5b00ba9348 |
| checkpoint-90000/training_args.bin | Weights | 6.4 KB | f3ec24152e47 |
| checkpoint-93000/model.safetensors | Weights | 249.6 MB | 53ec5cc8975b |
| checkpoint-93000/rng_state.pth | Weights | 14.6 KB | c24118341e2a |
| checkpoint-93000/training_args.bin | Weights | 6.4 KB | f3ec24152e47 |
| checkpoint-96000/model.safetensors | Weights | 249.6 MB | be0780ed97b8 |
| checkpoint-96000/rng_state.pth | Weights | 14.6 KB | ad51e9c803ef |
| checkpoint-96000/training_args.bin | Weights | 6.4 KB | f3ec24152e47 |
| checkpoint-99000/model.safetensors | Weights | 249.6 MB | 4bca9ef5e750 |
| checkpoint-99000/rng_state.pth | Weights | 14.6 KB | c6419b72238a |
| checkpoint-99000/training_args.bin | Weights | 6.4 KB | f3ec24152e47 |
| model.safetensors | Weights | 249.6 MB | b9077ae8fb54 |
| training_args.bin | Weights | 6.4 KB | f3ec24152e47 |
| added_tokens.json | Configuration | 27.7 KB | — |
| checkpoint-102000/added_tokens.json | Configuration | 27.7 KB | — |
| checkpoint-102000/config.json | Configuration | 803 B | — |
| checkpoint-102000/generation_config.json | Configuration | 154 B | — |
| checkpoint-102000/special_tokens_map.json | Configuration | 22.6 KB | — |
| checkpoint-102000/trainer_state.json | Configuration | 5.8 MB | — |
| checkpoint-104090/added_tokens.json | Configuration | 27.7 KB | — |
| checkpoint-104090/config.json | Configuration | 803 B | — |
| checkpoint-104090/generation_config.json | Configuration | 154 B | — |
| checkpoint-104090/special_tokens_map.json | Configuration | 22.6 KB | — |
| checkpoint-104090/trainer_state.json | Configuration | 5.9 MB | — |
| checkpoint-12000/added_tokens.json | Configuration | 27.7 KB | — |
| checkpoint-12000/config.json | Configuration | 803 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 | 675.7 KB | — |
| checkpoint-15000/added_tokens.json | Configuration | 27.7 KB | — |
| checkpoint-15000/config.json | Configuration | 803 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 | 845.6 KB | — |
| checkpoint-18000/added_tokens.json | Configuration | 27.7 KB | — |
| checkpoint-18000/config.json | Configuration | 803 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 | 803 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 | 803 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 | 803 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 | 803 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 | 168.1 KB | — |
| checkpoint-30000/added_tokens.json | Configuration | 27.7 KB | — |
| checkpoint-30000/config.json | Configuration | 803 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 | 803 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 | 803 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 | 803 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 | 803 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 | 803 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 | 803 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 | 803 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-54000/added_tokens.json | Configuration | 27.7 KB | — |
| checkpoint-54000/config.json | Configuration | 803 B | — |
| checkpoint-54000/generation_config.json | Configuration | 154 B | — |
| checkpoint-54000/special_tokens_map.json | Configuration | 22.6 KB | — |
| checkpoint-54000/trainer_state.json | Configuration | 3.1 MB | — |
| checkpoint-57000/added_tokens.json | Configuration | 27.7 KB | — |
| checkpoint-57000/config.json | Configuration | 803 B | — |
| checkpoint-57000/generation_config.json | Configuration | 154 B | — |
| checkpoint-57000/special_tokens_map.json | Configuration | 22.6 KB | — |
| checkpoint-57000/trainer_state.json | Configuration | 3.2 MB | — |
| checkpoint-6000/added_tokens.json | Configuration | 27.7 KB | — |
| checkpoint-6000/config.json | Configuration | 803 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 | 337.2 KB | — |
| checkpoint-60000/added_tokens.json | Configuration | 27.7 KB | — |
| checkpoint-60000/config.json | Configuration | 803 B | — |
| checkpoint-60000/generation_config.json | Configuration | 154 B | — |
| checkpoint-60000/special_tokens_map.json | Configuration | 22.6 KB | — |
| checkpoint-60000/trainer_state.json | Configuration | 3.4 MB | — |
| checkpoint-63000/added_tokens.json | Configuration | 27.7 KB | — |
| checkpoint-63000/config.json | Configuration | 803 B | — |
| checkpoint-63000/generation_config.json | Configuration | 154 B | — |
| checkpoint-63000/special_tokens_map.json | Configuration | 22.6 KB | — |
| checkpoint-63000/trainer_state.json | Configuration | 3.6 MB | — |
| checkpoint-66000/added_tokens.json | Configuration | 27.7 KB | — |
| checkpoint-66000/config.json | Configuration | 803 B | — |
| checkpoint-66000/generation_config.json | Configuration | 154 B | — |
| checkpoint-66000/special_tokens_map.json | Configuration | 22.6 KB | — |
| checkpoint-66000/trainer_state.json | Configuration | 3.7 MB | — |
| checkpoint-69000/added_tokens.json | Configuration | 27.7 KB | — |
| checkpoint-69000/config.json | Configuration | 803 B | — |
| checkpoint-69000/generation_config.json | Configuration | 154 B | — |
| checkpoint-69000/special_tokens_map.json | Configuration | 22.6 KB | — |
| checkpoint-69000/trainer_state.json | Configuration | 3.9 MB | — |
| checkpoint-72000/added_tokens.json | Configuration | 27.7 KB | — |
| checkpoint-72000/config.json | Configuration | 803 B | — |
| checkpoint-72000/generation_config.json | Configuration | 154 B | — |
| checkpoint-72000/special_tokens_map.json | Configuration | 22.6 KB | — |
| checkpoint-72000/trainer_state.json | Configuration | 4.1 MB | — |
| checkpoint-75000/added_tokens.json | Configuration | 27.7 KB | — |
| checkpoint-75000/config.json | Configuration | 803 B | — |
| checkpoint-75000/generation_config.json | Configuration | 154 B | — |
| checkpoint-75000/special_tokens_map.json | Configuration | 22.6 KB | — |
| checkpoint-75000/trainer_state.json | Configuration | 4.2 MB | — |
| checkpoint-78000/added_tokens.json | Configuration | 27.7 KB | — |
| checkpoint-78000/config.json | Configuration | 803 B | — |
| checkpoint-78000/generation_config.json | Configuration | 154 B | — |
| checkpoint-78000/special_tokens_map.json | Configuration | 22.6 KB | — |
| checkpoint-78000/trainer_state.json | Configuration | 4.4 MB | — |
| checkpoint-81000/added_tokens.json | Configuration | 27.7 KB | — |
| checkpoint-81000/config.json | Configuration | 803 B | — |
| checkpoint-81000/generation_config.json | Configuration | 154 B | — |
| checkpoint-81000/special_tokens_map.json | Configuration | 22.6 KB | — |
| checkpoint-81000/trainer_state.json | Configuration | 4.6 MB | — |
| checkpoint-84000/added_tokens.json | Configuration | 27.7 KB | — |
| checkpoint-84000/config.json | Configuration | 803 B | — |
| checkpoint-84000/generation_config.json | Configuration | 154 B | — |
| checkpoint-84000/special_tokens_map.json | Configuration | 22.6 KB | — |
| checkpoint-84000/trainer_state.json | Configuration | 4.8 MB | — |
| checkpoint-87000/added_tokens.json | Configuration | 27.7 KB | — |
| checkpoint-87000/config.json | Configuration | 803 B | — |
| checkpoint-87000/generation_config.json | Configuration | 154 B | — |
| checkpoint-87000/special_tokens_map.json | Configuration | 22.6 KB | — |
| checkpoint-87000/trainer_state.json | Configuration | 4.9 MB | — |
| checkpoint-9000/added_tokens.json | Configuration | 27.7 KB | — |
| checkpoint-9000/config.json | Configuration | 803 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 | 506.3 KB | — |
| checkpoint-90000/added_tokens.json | Configuration | 27.7 KB | — |
| checkpoint-90000/config.json | Configuration | 803 B | — |
| checkpoint-90000/generation_config.json | Configuration | 154 B | — |
| checkpoint-90000/special_tokens_map.json | Configuration | 22.6 KB | — |
| checkpoint-90000/trainer_state.json | Configuration | 5.1 MB | — |
| checkpoint-93000/added_tokens.json | Configuration | 27.7 KB | — |
| checkpoint-93000/config.json | Configuration | 803 B | — |
| checkpoint-93000/generation_config.json | Configuration | 154 B | — |
| checkpoint-93000/special_tokens_map.json | Configuration | 22.6 KB | — |
| checkpoint-93000/trainer_state.json | Configuration | 5.3 MB | — |
| checkpoint-96000/added_tokens.json | Configuration | 27.7 KB | — |
| checkpoint-96000/config.json | Configuration | 803 B | — |
| checkpoint-96000/generation_config.json | Configuration | 154 B | — |
| checkpoint-96000/special_tokens_map.json | Configuration | 22.6 KB | — |
| checkpoint-96000/trainer_state.json | Configuration | 5.4 MB | — |
| checkpoint-99000/added_tokens.json | Configuration | 27.7 KB | — |
| checkpoint-99000/config.json | Configuration | 803 B | — |
| checkpoint-99000/generation_config.json | Configuration | 154 B | — |
| checkpoint-99000/special_tokens_map.json | Configuration | 22.6 KB | — |
| checkpoint-99000/trainer_state.json | Configuration | 5.6 MB | — |
| config.json | Configuration | 803 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-102000/spiece.model | Tokenizer | 1.5 MB | cfcecb413529 |
| checkpoint-102000/tokenizer_config.json | Tokenizer | 233.6 KB | — |
| checkpoint-104090/spiece.model | Tokenizer | 1.5 MB | cfcecb413529 |
| checkpoint-104090/tokenizer_config.json | Tokenizer | 233.6 KB | — |
| checkpoint-12000/spiece.model | Tokenizer | 1.5 MB | cfcecb413529 |
| checkpoint-12000/tokenizer_config.json | Tokenizer | 233.6 KB | — |
| checkpoint-15000/spiece.model | Tokenizer | 1.5 MB | cfcecb413529 |
| checkpoint-15000/tokenizer_config.json | Tokenizer | 233.6 KB | — |
| checkpoint-18000/spiece.model | Tokenizer | 1.5 MB | cfcecb413529 |
| checkpoint-18000/tokenizer_config.json | Tokenizer | 233.6 KB | — |
| checkpoint-21000/spiece.model | Tokenizer | 1.5 MB | cfcecb413529 |
| checkpoint-21000/tokenizer_config.json | Tokenizer | 233.6 KB | — |
| checkpoint-24000/spiece.model | Tokenizer | 1.5 MB | cfcecb413529 |
| checkpoint-24000/tokenizer_config.json | Tokenizer | 233.6 KB | — |
| checkpoint-27000/spiece.model | Tokenizer | 1.5 MB | cfcecb413529 |
| checkpoint-27000/tokenizer_config.json | Tokenizer | 233.6 KB | — |
| checkpoint-3000/spiece.model | Tokenizer | 1.5 MB | cfcecb413529 |
| checkpoint-3000/tokenizer_config.json | Tokenizer | 233.6 KB | — |
| checkpoint-30000/spiece.model | Tokenizer | 1.5 MB | cfcecb413529 |
| checkpoint-30000/tokenizer_config.json | Tokenizer | 233.6 KB | — |
| checkpoint-33000/spiece.model | Tokenizer | 1.5 MB | cfcecb413529 |
| checkpoint-33000/tokenizer_config.json | Tokenizer | 233.6 KB | — |
| checkpoint-36000/spiece.model | Tokenizer | 1.5 MB | cfcecb413529 |
| checkpoint-36000/tokenizer_config.json | Tokenizer | 233.6 KB | — |
| checkpoint-39000/spiece.model | Tokenizer | 1.5 MB | cfcecb413529 |
| checkpoint-39000/tokenizer_config.json | Tokenizer | 233.6 KB | — |
| checkpoint-42000/spiece.model | Tokenizer | 1.5 MB | cfcecb413529 |
| checkpoint-42000/tokenizer_config.json | Tokenizer | 233.6 KB | — |
| checkpoint-45000/spiece.model | Tokenizer | 1.5 MB | cfcecb413529 |
| checkpoint-45000/tokenizer_config.json | Tokenizer | 233.6 KB | — |
| checkpoint-48000/spiece.model | Tokenizer | 1.5 MB | cfcecb413529 |
| checkpoint-48000/tokenizer_config.json | Tokenizer | 233.6 KB | — |
| checkpoint-51000/spiece.model | Tokenizer | 1.5 MB | cfcecb413529 |
| checkpoint-51000/tokenizer_config.json | Tokenizer | 233.6 KB | — |
| checkpoint-54000/spiece.model | Tokenizer | 1.5 MB | cfcecb413529 |
| checkpoint-54000/tokenizer_config.json | Tokenizer | 233.6 KB | — |
| checkpoint-57000/spiece.model | Tokenizer | 1.5 MB | cfcecb413529 |
| checkpoint-57000/tokenizer_config.json | Tokenizer | 233.6 KB | — |
| checkpoint-6000/spiece.model | Tokenizer | 1.5 MB | cfcecb413529 |
| checkpoint-6000/tokenizer_config.json | Tokenizer | 233.6 KB | — |
| checkpoint-60000/spiece.model | Tokenizer | 1.5 MB | cfcecb413529 |
| checkpoint-60000/tokenizer_config.json | Tokenizer | 233.6 KB | — |
| checkpoint-63000/spiece.model | Tokenizer | 1.5 MB | cfcecb413529 |
| checkpoint-63000/tokenizer_config.json | Tokenizer | 233.6 KB | — |
| checkpoint-66000/spiece.model | Tokenizer | 1.5 MB | cfcecb413529 |
| checkpoint-66000/tokenizer_config.json | Tokenizer | 233.6 KB | — |
| checkpoint-69000/spiece.model | Tokenizer | 1.5 MB | cfcecb413529 |
| checkpoint-69000/tokenizer_config.json | Tokenizer | 233.6 KB | — |
| checkpoint-72000/spiece.model | Tokenizer | 1.5 MB | cfcecb413529 |
| checkpoint-72000/tokenizer_config.json | Tokenizer | 233.6 KB | — |
| checkpoint-75000/spiece.model | Tokenizer | 1.5 MB | cfcecb413529 |
| checkpoint-75000/tokenizer_config.json | Tokenizer | 233.6 KB | — |
| checkpoint-78000/spiece.model | Tokenizer | 1.5 MB | cfcecb413529 |
| checkpoint-78000/tokenizer_config.json | Tokenizer | 233.6 KB | — |
| checkpoint-81000/spiece.model | Tokenizer | 1.5 MB | cfcecb413529 |
| checkpoint-81000/tokenizer_config.json | Tokenizer | 233.6 KB | — |
| checkpoint-84000/spiece.model | Tokenizer | 1.5 MB | cfcecb413529 |
| checkpoint-84000/tokenizer_config.json | Tokenizer | 233.6 KB | — |
| checkpoint-87000/spiece.model | Tokenizer | 1.5 MB | cfcecb413529 |
| checkpoint-87000/tokenizer_config.json | Tokenizer | 233.6 KB | — |
| checkpoint-9000/spiece.model | Tokenizer | 1.5 MB | cfcecb413529 |
| checkpoint-9000/tokenizer_config.json | Tokenizer | 233.6 KB | — |
| checkpoint-90000/spiece.model | Tokenizer | 1.5 MB | cfcecb413529 |
| checkpoint-90000/tokenizer_config.json | Tokenizer | 233.6 KB | — |
| checkpoint-93000/spiece.model | Tokenizer | 1.5 MB | cfcecb413529 |
| checkpoint-93000/tokenizer_config.json | Tokenizer | 233.6 KB | — |
| checkpoint-96000/spiece.model | Tokenizer | 1.5 MB | cfcecb413529 |
| checkpoint-96000/tokenizer_config.json | Tokenizer | 233.6 KB | — |
| checkpoint-99000/spiece.model | Tokenizer | 1.5 MB | cfcecb413529 |
| checkpoint-99000/tokenizer_config.json | Tokenizer | 233.6 KB | — |
| spiece.model | Tokenizer | 1.5 MB | cfcecb413529 |
| tokenizer_config.json | Tokenizer | 233.6 KB | — |
Released by Francesca Padovani through its official repository on Hugging Face.
| Precision | Weights in memory |
|---|---|
| As published | 9.0 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.
About 0.3 GB at 16-bit and 0.1 GB at 4-bit: the weights (125M parameters) plus a working margin. A long context needs more.
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.
Model · Text generation
This model is a fine-tuned version of francesca9805/ppt-wc-uniform-newlex-nor-before-100mb-packed-bfdisoseed3407. It has been trained using TRL. This model was trained with SFT.
Model · Text generation
This model is a fine-tuned version of francesca9805/ppt-wc-uniform-newlex-swa-after-100mb-packed-bfdisoseed3407. It has been trained using TRL. This model was trained with SFT.
Model · Text generation
This model is a fine-tuned version of francesca9805/swa-latn-100mb-ppt-Dp-100mb-packed-bfdisoseed3407. It has been trained using TRL. This model was trained with SFT.
This model is a fine-tuned version of fpadovani/arb-arab-100mb-ppt-shuff-dyck-100mbseed10. It has been trained using TRL. This model was trained with SFT.
This model is a fine-tuned version of fpadovani/arb-arab-100mb-ppt-Dp-100mbseed10. It has been trained using TRL. This model was trained with SFT.
This model is a fine-tuned version of fpadovani/arb-arab-100mb-ppt-shuff-dyck-10mbseed10. It has been trained using TRL. This model was trained with SFT.