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Open-weight model · Text generation
by Francesca Padovani francesca9805/nor-100mb-after-wc-uniform-newlex-before-ckpt500-packed-bfdiso_seed3407
nor-100mb-after-wc-uniform-newlex-before-ckpt500-packed-bfdiso_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. It draws 1.6k downloads a month.
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.
What it takes to serve nor-100mb-after-wc-uniform-newlex-before-ckpt500-packed-bfdiso_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 9, 2026.
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.
Excerpt from the card by Francesca Padovani.
809 files, 20.9 GB in total. The weights are 242 files totalling 20.2 GB in bin, pth, safetensors.
| File | Type | Size | SHA-256 |
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| checkpoint-102000/model.safetensors | Weights | 249.6 MB | 170f4ced8e9c |
| checkpoint-102000/rng_state.pth | Weights | 14.6 KB | 900a624bc846 |
| checkpoint-102000/training_args.bin | Weights | 6.4 KB | 49c78dd53a53 |
| checkpoint-105000/model.safetensors | Weights | 249.6 MB | b96143b6fc18 |
| checkpoint-105000/rng_state.pth | Weights | 14.6 KB | 6addaedb2aee |
| checkpoint-105000/training_args.bin | Weights | 6.4 KB | 49c78dd53a53 |
| checkpoint-108000/model.safetensors | Weights | 249.6 MB | f8022a415913 |
| checkpoint-108000/rng_state.pth | Weights | 14.6 KB | 925aab34bb8b |
| checkpoint-108000/training_args.bin | Weights | 6.4 KB | 49c78dd53a53 |
| checkpoint-111000/model.safetensors | Weights | 249.6 MB | 32ce0ad530e0 |
| checkpoint-111000/rng_state.pth | Weights | 14.6 KB | e19597466e5f |
| checkpoint-111000/training_args.bin | Weights | 6.4 KB | 49c78dd53a53 |
| checkpoint-114000/model.safetensors | Weights | 249.6 MB | 6bab9bbece92 |
| checkpoint-114000/rng_state.pth | Weights | 14.6 KB | 37a3ee2da456 |
| checkpoint-114000/training_args.bin | Weights | 6.4 KB | 49c78dd53a53 |
| checkpoint-117000/model.safetensors | Weights | 249.6 MB | a2582cb40383 |
| checkpoint-117000/rng_state.pth | Weights | 14.6 KB | b452ac512caf |
| checkpoint-117000/training_args.bin | Weights | 6.4 KB | 49c78dd53a53 |
| checkpoint-12000/model.safetensors | Weights | 249.6 MB | d90975550daf |
| checkpoint-12000/rng_state.pth | Weights | 14.6 KB | 1d00032ff137 |
| checkpoint-12000/training_args.bin | Weights | 6.4 KB | 49c78dd53a53 |
| checkpoint-120000/model.safetensors | Weights | 249.6 MB | 0fa1209fb515 |
| checkpoint-120000/rng_state.pth | Weights | 14.6 KB | d052aac703c7 |
| checkpoint-120000/training_args.bin | Weights | 6.4 KB | 49c78dd53a53 |
| checkpoint-123000/model.safetensors | Weights | 249.6 MB | 369fc5ad68ff |
| checkpoint-123000/rng_state.pth | Weights | 14.6 KB | 3cd899897537 |
| checkpoint-123000/training_args.bin | Weights | 6.4 KB | 49c78dd53a53 |
| checkpoint-126000/model.safetensors | Weights | 249.6 MB | 71686837dd88 |
| checkpoint-126000/rng_state.pth | Weights | 14.6 KB | 69191476f07e |
| checkpoint-126000/training_args.bin | Weights | 6.4 KB | 49c78dd53a53 |
| checkpoint-129000/model.safetensors | Weights | 249.6 MB | 88e23171d168 |
| checkpoint-129000/rng_state.pth | Weights | 14.6 KB | 356978f76857 |
| checkpoint-129000/training_args.bin | Weights | 6.4 KB | 49c78dd53a53 |
| checkpoint-132000/model.safetensors | Weights | 249.6 MB | d81f9a640419 |
| checkpoint-132000/rng_state.pth | Weights | 14.6 KB | de8429f8fe90 |
| checkpoint-132000/training_args.bin | Weights | 6.4 KB | 49c78dd53a53 |
| checkpoint-135000/model.safetensors | Weights | 249.6 MB | 5466e01a4bab |
| checkpoint-135000/rng_state.pth | Weights | 14.6 KB | e0f700147aad |
| checkpoint-135000/training_args.bin | Weights | 6.4 KB | 49c78dd53a53 |
| checkpoint-138000/model.safetensors | Weights | 249.6 MB | a229d5a3ffd0 |
| checkpoint-138000/rng_state.pth | Weights | 14.6 KB | 6833de599ab1 |
| checkpoint-138000/training_args.bin | Weights | 6.4 KB | 49c78dd53a53 |
| checkpoint-141000/model.safetensors | Weights | 249.6 MB | 5e417cdaada6 |
| checkpoint-141000/rng_state.pth | Weights | 14.6 KB | a8c7e3853cbe |
| checkpoint-141000/training_args.bin | Weights | 6.4 KB | 49c78dd53a53 |
| checkpoint-144000/model.safetensors | Weights | 249.6 MB | 55108a110de3 |
| checkpoint-144000/rng_state.pth | Weights | 14.6 KB | b4b8dce2e96a |
| checkpoint-144000/training_args.bin | Weights | 6.4 KB | 49c78dd53a53 |
| checkpoint-147000/model.safetensors | Weights | 249.6 MB | 5178e0b956f1 |
| checkpoint-147000/rng_state.pth | Weights | 14.6 KB | 55ec63aec205 |
| checkpoint-147000/training_args.bin | Weights | 6.4 KB | 49c78dd53a53 |
| checkpoint-15000/model.safetensors | Weights | 249.6 MB | 15b554817a34 |
| checkpoint-15000/rng_state.pth | Weights | 14.6 KB | 7610e741a4f4 |
| checkpoint-15000/training_args.bin | Weights | 6.4 KB | 49c78dd53a53 |
| checkpoint-150000/model.safetensors | Weights | 249.6 MB | 6a1755dc7f89 |
| checkpoint-150000/rng_state.pth | Weights | 14.6 KB | 2037f3fa3bb2 |
| checkpoint-150000/training_args.bin | Weights | 6.4 KB | 49c78dd53a53 |
| checkpoint-153000/model.safetensors | Weights | 249.6 MB | 7444fe1ccc1c |
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| checkpoint-153000/training_args.bin | Weights | 6.4 KB | 49c78dd53a53 |
| checkpoint-156000/model.safetensors | Weights | 249.6 MB | c83a051742f7 |
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| checkpoint-156000/training_args.bin | Weights | 6.4 KB | 49c78dd53a53 |
| checkpoint-159000/model.safetensors | Weights | 249.6 MB | 72b4cac4fbe6 |
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| checkpoint-162000/model.safetensors | Weights | 249.6 MB | 85010f21d19b |
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| checkpoint-162000/training_args.bin | Weights | 6.4 KB | 49c78dd53a53 |
| checkpoint-165000/model.safetensors | Weights | 249.6 MB | 757ab9c0fc9b |
| checkpoint-165000/rng_state.pth | Weights | 14.6 KB | d38c82459421 |
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| checkpoint-168000/model.safetensors | Weights | 249.6 MB | 320b97db9225 |
| checkpoint-168000/rng_state.pth | Weights | 14.6 KB | ebf4b706ccd5 |
| checkpoint-168000/training_args.bin | Weights | 6.4 KB | 49c78dd53a53 |
| checkpoint-171000/model.safetensors | Weights | 249.6 MB | 66c4fa18b681 |
| checkpoint-171000/rng_state.pth | Weights | 14.6 KB | a783c5a64ab4 |
| checkpoint-171000/training_args.bin | Weights | 6.4 KB | 49c78dd53a53 |
| checkpoint-174000/model.safetensors | Weights | 249.6 MB | 5ed84627e0e6 |
| checkpoint-174000/rng_state.pth | Weights | 14.6 KB | 885553974156 |
| checkpoint-174000/training_args.bin | Weights | 6.4 KB | 49c78dd53a53 |
| checkpoint-177000/model.safetensors | Weights | 249.6 MB | d99ecb889e50 |
| checkpoint-177000/rng_state.pth | Weights | 14.6 KB | cddec617813b |
| checkpoint-177000/training_args.bin | Weights | 6.4 KB | 49c78dd53a53 |
| checkpoint-18000/model.safetensors | Weights | 249.6 MB | 2da3fece5772 |
| checkpoint-18000/rng_state.pth | Weights | 14.6 KB | c20b567f745c |
| checkpoint-18000/training_args.bin | Weights | 6.4 KB | 49c78dd53a53 |
| checkpoint-180000/model.safetensors | Weights | 249.6 MB | 5ed48807d62a |
| checkpoint-180000/rng_state.pth | Weights | 14.6 KB | 526f60b02d7c |
| checkpoint-180000/training_args.bin | Weights | 6.4 KB | 49c78dd53a53 |
| checkpoint-183000/model.safetensors | Weights | 249.6 MB | d4c3974bda8f |
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| checkpoint-183000/training_args.bin | Weights | 6.4 KB | 49c78dd53a53 |
| checkpoint-186000/model.safetensors | Weights | 249.6 MB | 3156fd42b6f1 |
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| checkpoint-186000/training_args.bin | Weights | 6.4 KB | 49c78dd53a53 |
| checkpoint-189000/model.safetensors | Weights | 249.6 MB | 4564337748fa |
| checkpoint-189000/rng_state.pth | Weights | 14.6 KB | cc03a5846723 |
| checkpoint-189000/training_args.bin | Weights | 6.4 KB | 49c78dd53a53 |
| checkpoint-192000/model.safetensors | Weights | 249.6 MB | 09a8bf2f00b1 |
| checkpoint-192000/rng_state.pth | Weights | 14.6 KB | 9ed9c5665abb |
| checkpoint-192000/training_args.bin | Weights | 6.4 KB | 6637a5c49e3b |
| checkpoint-195000/model.safetensors | Weights | 249.6 MB | 680ad8485b16 |
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| checkpoint-195000/training_args.bin | Weights | 6.4 KB | 6637a5c49e3b |
| checkpoint-198000/model.safetensors | Weights | 249.6 MB | 1c556e7a2e32 |
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| checkpoint-201000/model.safetensors | Weights | 249.6 MB | e7ce42f7cb55 |
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| checkpoint-204000/model.safetensors | Weights | 249.6 MB | f6d35daeedce |
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| checkpoint-204000/training_args.bin | Weights | 6.4 KB | 6637a5c49e3b |
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| checkpoint-21000/model.safetensors | Weights | 249.6 MB | 85d043493691 |
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| checkpoint-21000/training_args.bin | Weights | 6.4 KB | 49c78dd53a53 |
| checkpoint-210000/model.safetensors | Weights | 249.6 MB | dcb29712bd44 |
| checkpoint-210000/rng_state.pth | Weights | 14.6 KB | d7af1364546e |
| checkpoint-210000/training_args.bin | Weights | 6.4 KB | 6637a5c49e3b |
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| checkpoint-219000/model.safetensors | Weights | 249.6 MB | 5c53fdff4b16 |
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| checkpoint-222000/model.safetensors | Weights | 249.6 MB | a36810c8e6d6 |
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| checkpoint-222000/training_args.bin | Weights | 6.4 KB | 6637a5c49e3b |
| checkpoint-225000/model.safetensors | Weights | 249.6 MB | 29251f938244 |
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| checkpoint-228000/model.safetensors | Weights | 249.6 MB | c263d4c37af4 |
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| checkpoint-237000/training_args.bin | Weights | 6.4 KB | 6637a5c49e3b |
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| checkpoint-24000/training_args.bin | Weights | 6.4 KB | 49c78dd53a53 |
| checkpoint-240000/model.safetensors | Weights | 249.6 MB | 0eaeddb53383 |
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| checkpoint-27000/model.safetensors | Weights | 249.6 MB | 28cf0265bcd3 |
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| checkpoint-9000/model.safetensors | Weights | 249.6 MB | 21ff3033e1c6 |
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| checkpoint-90000/model.safetensors | Weights | 249.6 MB | 1b7a4615526f |
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| checkpoint-99000/rng_state.pth | Weights | 14.6 KB | 2a2b61272ebb |
| checkpoint-99000/training_args.bin | Weights | 6.4 KB | 49c78dd53a53 |
| model.safetensors | Weights | 249.6 MB | 4564337748fa |
| training_args.bin | Weights | 6.4 KB | 49c78dd53a53 |
| added_tokens.json | Configuration | 27.7 KB | — |
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| checkpoint-117000/trainer_state.json | Configuration | 6.6 MB | — |
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| checkpoint-12000/trainer_state.json | Configuration | 674.8 KB | — |
| checkpoint-120000/added_tokens.json | Configuration | 27.7 KB | — |
| checkpoint-120000/config.json | Configuration | 803 B | — |
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| checkpoint-120000/trainer_state.json | Configuration | 6.8 MB | — |
| checkpoint-123000/added_tokens.json | Configuration | 27.7 KB | — |
| checkpoint-123000/config.json | Configuration | 803 B | — |
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| checkpoint-123000/trainer_state.json | Configuration | 7.0 MB | — |
| checkpoint-126000/added_tokens.json | Configuration | 27.7 KB | — |
| checkpoint-126000/config.json | Configuration | 803 B | — |
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| checkpoint-126000/trainer_state.json | Configuration | 7.1 MB | — |
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| checkpoint-129000/config.json | Configuration | 803 B | — |
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| checkpoint-129000/trainer_state.json | Configuration | 7.3 MB | — |
| checkpoint-132000/added_tokens.json | Configuration | 27.7 KB | — |
| checkpoint-132000/config.json | Configuration | 803 B | — |
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| checkpoint-141000/trainer_state.json | Configuration | 8.0 MB | — |
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| checkpoint-147000/trainer_state.json | Configuration | 8.3 MB | — |
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| checkpoint-159000/trainer_state.json | Configuration | 9.0 MB | — |
| checkpoint-162000/added_tokens.json | Configuration | 27.7 KB | — |
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| checkpoint-162000/trainer_state.json | Configuration | 9.2 MB | — |
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| checkpoint-165000/trainer_state.json | Configuration | 9.4 MB | — |
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| checkpoint-168000/trainer_state.json | Configuration | 9.5 MB | — |
| checkpoint-171000/added_tokens.json | Configuration | 27.7 KB | — |
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| checkpoint-171000/trainer_state.json | Configuration | 9.7 MB | — |
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| checkpoint-174000/trainer_state.json | Configuration | 9.9 MB | — |
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| checkpoint-183000/trainer_state.json | Configuration | 10.4 MB | — |
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| checkpoint-186000/trainer_state.json | Configuration | 10.5 MB | 31c507aead0e |
| checkpoint-189000/added_tokens.json | Configuration | 27.7 KB | — |
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| checkpoint-189000/trainer_state.json | Configuration | 10.7 MB | d429778a4ab4 |
| checkpoint-192000/added_tokens.json | Configuration | 27.7 KB | — |
| checkpoint-192000/config.json | Configuration | 803 B | — |
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| checkpoint-192000/trainer_state.json | Configuration | 10.9 MB | b23f1dec95b4 |
| checkpoint-195000/added_tokens.json | Configuration | 27.7 KB | — |
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| checkpoint-195000/trainer_state.json | Configuration | 11.1 MB | f2fdc79c97d8 |
| checkpoint-198000/added_tokens.json | Configuration | 27.7 KB | — |
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| checkpoint-198000/trainer_state.json | Configuration | 11.2 MB | ffb0355c030f |
| checkpoint-201000/added_tokens.json | Configuration | 27.7 KB | — |
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| checkpoint-201000/trainer_state.json | Configuration | 11.4 MB | 1d71348f0733 |
| checkpoint-204000/added_tokens.json | Configuration | 27.7 KB | — |
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| checkpoint-204000/trainer_state.json | Configuration | 11.6 MB | 98eaa8aef59b |
| checkpoint-207000/added_tokens.json | Configuration | 27.7 KB | — |
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| checkpoint-207000/trainer_state.json | Configuration | 11.7 MB | 0b3e9b4d9d1a |
| checkpoint-21000/added_tokens.json | Configuration | 27.7 KB | — |
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| checkpoint-210000/trainer_state.json | Configuration | 11.9 MB | d8efb689d781 |
| checkpoint-213000/added_tokens.json | Configuration | 27.7 KB | — |
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| checkpoint-213000/trainer_state.json | Configuration | 12.1 MB | ea9b9c11feca |
| checkpoint-216000/added_tokens.json | Configuration | 27.7 KB | — |
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| checkpoint-216000/trainer_state.json | Configuration | 12.3 MB | f8b14d3cfc32 |
| checkpoint-219000/added_tokens.json | Configuration | 27.7 KB | — |
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| checkpoint-219000/trainer_state.json | Configuration | 12.4 MB | 165e5c317623 |
| checkpoint-222000/added_tokens.json | Configuration | 27.7 KB | — |
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| checkpoint-222000/trainer_state.json | Configuration | 12.6 MB | 03a7f930c069 |
| checkpoint-225000/added_tokens.json | Configuration | 27.7 KB | — |
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| checkpoint-225000/trainer_state.json | Configuration | 12.8 MB | 760ca4af8af9 |
| checkpoint-228000/added_tokens.json | Configuration | 27.7 KB | — |
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| checkpoint-228000/trainer_state.json | Configuration | 12.9 MB | e1c029584482 |
| checkpoint-231000/added_tokens.json | Configuration | 27.7 KB | — |
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| checkpoint-231000/trainer_state.json | Configuration | 13.1 MB | a3cdf1bf1c8b |
| checkpoint-234000/added_tokens.json | Configuration | 27.7 KB | — |
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| checkpoint-234000/trainer_state.json | Configuration | 13.3 MB | cbef08bf3064 |
| checkpoint-237000/added_tokens.json | Configuration | 27.7 KB | — |
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| checkpoint-237000/trainer_state.json | Configuration | 13.4 MB | d6a31f82cb8c |
| checkpoint-24000/added_tokens.json | Configuration | 27.7 KB | — |
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| checkpoint-240000/config.json | Configuration | 803 B | — |
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| checkpoint-240000/trainer_state.json | Configuration | 13.6 MB | e1b0a255e850 |
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| checkpoint-75000/config.json | Configuration | 803 B | — |
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| checkpoint-99000/generation_config.json | Configuration | 172 B | — |
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| checkpoint-99000/trainer_state.json | Configuration | 5.6 MB | — |
| config.json | Configuration | 803 B | — |
| special_tokens_map.json | Configuration | 22.6 KB | — |
| README.md | Documentation | 2.0 KB | — |
| .gitattributes | Repository | 2.9 KB | — |
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Released by Francesca Padovani through its official repository on Hugging Face.
| Precision | Weights in memory |
|---|---|
| As published | 20.2 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-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.
This model is a fine-tuned version of goldfish-models/swalatn100mb. It has been trained using TRL. This model was trained with SFT.