Instructions to use WindstormLabs/translate-es-pon with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use WindstormLabs/translate-es-pon with Transformers:
# Use a pipeline as a high-level helper # Warning: Pipeline type "translation" is no longer supported in transformers v5. # You must load the model directly (see below) or downgrade to v4.x with: # 'pip install "transformers<5.0.0' from transformers import pipeline pipe = pipeline("translation", model="WindstormLabs/translate-es-pon")# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("WindstormLabs/translate-es-pon", dtype="auto") - Notebooks
- Google Colab
- Kaggle
clone from WindyWord/translate-es-pon via local upload (ADR-039 Phase C)
Browse files- .gitattributes +4 -0
- README.md +76 -0
- herm0-scripture/config.json +56 -0
- herm0-scripture/generation_config.json +16 -0
- herm0-scripture/model.safetensors +3 -0
- herm0-scripture/source.spm +3 -0
- herm0-scripture/special_tokens_map.json +23 -0
- herm0-scripture/target.spm +3 -0
- herm0-scripture/tokenizer_config.json +38 -0
- herm0-scripture/training_meta.json +15 -0
- herm0-scripture/vocab.json +0 -0
- lora-ct2-int8/config.json +10 -0
- lora-ct2-int8/model.bin +3 -0
- lora-ct2-int8/shared_vocabulary.json +0 -0
- lora/config.json +56 -0
- lora/generation_config.json +16 -0
- lora/model.safetensors +3 -0
- lora/source.spm +3 -0
- lora/special_tokens_map.json +5 -0
- lora/target.spm +3 -0
- lora/tokenizer_config.json +38 -0
- lora/vocab.json +0 -0
- scripture-ct2-int8/config.json +10 -0
- scripture-ct2-int8/model.bin +3 -0
- scripture-ct2-int8/shared_vocabulary.json +0 -0
.gitattributes
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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lora/source.spm filter=lfs diff=lfs merge=lfs -text
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lora/target.spm filter=lfs diff=lfs merge=lfs -text
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herm0-scripture/source.spm filter=lfs diff=lfs merge=lfs -text
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herm0-scripture/target.spm filter=lfs diff=lfs merge=lfs -text
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README.md
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| 1 |
+
---
|
| 2 |
+
license: cc-by-4.0
|
| 3 |
+
tags:
|
| 4 |
+
- translation
|
| 5 |
+
- marian
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| 6 |
+
- windyword
|
| 7 |
+
- spanish
|
| 8 |
+
- pohnpeian
|
| 9 |
+
language:
|
| 10 |
+
- es
|
| 11 |
+
- pon
|
| 12 |
+
library_name: transformers
|
| 13 |
+
pipeline_tag: translation
|
| 14 |
+
---
|
| 15 |
+
|
| 16 |
+
# WindyWord.ai Translation — Spanish → Pohnpeian
|
| 17 |
+
|
| 18 |
+
**Translates Spanish → Pohnpeian.**
|
| 19 |
+
|
| 20 |
+
**Quality Rating: ⭐⭐½ (2.5★ Basic)**
|
| 21 |
+
|
| 22 |
+
Part of the [WindyWord.ai](https://windyword.ai) translation fleet — 1,800+ proprietary language pairs.
|
| 23 |
+
|
| 24 |
+
## Quality & Pricing Tier
|
| 25 |
+
|
| 26 |
+
- **5-star rating:** 2.5★ ⭐⭐½
|
| 27 |
+
- **Tier:** Basic
|
| 28 |
+
- **Composite score:** 51.4 / 100
|
| 29 |
+
- **Rated via:** Grand Rounds v2 — an 8-test stress battery (paragraphs, multi-paragraph, native input, domain stress, edge cases, round-trip fidelity, speed, and consistency checks)
|
| 30 |
+
|
| 31 |
+
## Available Variants
|
| 32 |
+
|
| 33 |
+
This repository contains multiple deployment formats. Pick the one that matches your use case:
|
| 34 |
+
|
| 35 |
+
| Variant | Description |
|
| 36 |
+
|---|---|
|
| 37 |
+
| `lora/` | **WindyStandard** — our proprietary production baseline. Stable, reliable, optimized for GPU inference. |
|
| 38 |
+
| `lora-ct2-int8/` | **WindyStandard · CPU INT8** — CTranslate2 quantized version of WindyStandard. ~25% of the size, 2–4× faster on CPU, no measurable quality loss. |
|
| 39 |
+
| `herm0-scripture/` | **WindyScripture** — verse-aligned fine-tune on the eBible parallel corpus. Specialized for biblical text; not recommended for general translation. |
|
| 40 |
+
| `scripture-ct2-int8/` | **WindyScripture · CPU INT8** — CTranslate2 quantized WindyScripture. |
|
| 41 |
+
|
| 42 |
+
### Quick usage
|
| 43 |
+
|
| 44 |
+
**Transformers (PyTorch):**
|
| 45 |
+
```python
|
| 46 |
+
from transformers import MarianMTModel, MarianTokenizer
|
| 47 |
+
tokenizer = MarianTokenizer.from_pretrained("WindyWord/translate-es-pon", subfolder="lora")
|
| 48 |
+
model = MarianMTModel.from_pretrained("WindyWord/translate-es-pon", subfolder="lora")
|
| 49 |
+
```
|
| 50 |
+
|
| 51 |
+
**CTranslate2 (fast CPU inference):**
|
| 52 |
+
```python
|
| 53 |
+
import ctranslate2
|
| 54 |
+
translator = ctranslate2.Translator("path/to/translate-es-pon/lora-ct2-int8")
|
| 55 |
+
```
|
| 56 |
+
|
| 57 |
+
## Commercial Use
|
| 58 |
+
|
| 59 |
+
The WindyWord.ai platform provides:
|
| 60 |
+
- **Mobile apps** (iOS, Android — coming soon)
|
| 61 |
+
- **Real-time voice-to-text-to-translation** pipeline
|
| 62 |
+
- **API access** with premium model quality
|
| 63 |
+
- **Offline deployment** support
|
| 64 |
+
|
| 65 |
+
Visit [windyword.ai](https://windyword.ai) for apps and commercial API access.
|
| 66 |
+
|
| 67 |
+
---
|
| 68 |
+
|
| 69 |
+
## Provenance & License
|
| 70 |
+
|
| 71 |
+
Weights derived from the OPUS-MT project ([Helsinki-NLP/opus-mt-es-pon](https://huggingface.co/Helsinki-NLP/opus-mt-es-pon)) under CC-BY-4.0. WindyStandard, WindyEnhanced, and WindyScripture variants are proprietary to WindyWord.ai, independently trained and quality-certified via our Grand Rounds v2 test battery.
|
| 72 |
+
|
| 73 |
+
Licensed CC-BY-4.0 — attribution preserved as required.
|
| 74 |
+
|
| 75 |
+
*Certified by Opus 4.6 Opus-Claw (Dr. C) on Veron-1 (RTX 5090).*
|
| 76 |
+
*Patient file: [clinic record](https://github.com/sneakyfree/Windy-Clinic/blob/main/translation-pairs/es-pon.json)*
|
herm0-scripture/config.json
ADDED
|
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| 1 |
+
{
|
| 2 |
+
"_name_or_path": "/home/user1-gpu/Desktop/grants_folder/windy-pro/models/windy-pair-es-pon/base",
|
| 3 |
+
"_num_labels": 3,
|
| 4 |
+
"activation_dropout": 0.0,
|
| 5 |
+
"activation_function": "swish",
|
| 6 |
+
"add_bias_logits": false,
|
| 7 |
+
"add_final_layer_norm": false,
|
| 8 |
+
"architectures": [
|
| 9 |
+
"MarianMTModel"
|
| 10 |
+
],
|
| 11 |
+
"attention_dropout": 0.0,
|
| 12 |
+
"bos_token_id": 0,
|
| 13 |
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"classif_dropout": 0.0,
|
| 14 |
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"classifier_dropout": 0.0,
|
| 15 |
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"d_model": 512,
|
| 16 |
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"decoder_attention_heads": 8,
|
| 17 |
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"decoder_ffn_dim": 2048,
|
| 18 |
+
"decoder_layerdrop": 0.0,
|
| 19 |
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"decoder_layers": 6,
|
| 20 |
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"decoder_start_token_id": 56792,
|
| 21 |
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"decoder_vocab_size": 56793,
|
| 22 |
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"dropout": 0.1,
|
| 23 |
+
"encoder_attention_heads": 8,
|
| 24 |
+
"encoder_ffn_dim": 2048,
|
| 25 |
+
"encoder_layerdrop": 0.0,
|
| 26 |
+
"encoder_layers": 6,
|
| 27 |
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"eos_token_id": 0,
|
| 28 |
+
"forced_eos_token_id": 0,
|
| 29 |
+
"id2label": {
|
| 30 |
+
"0": "LABEL_0",
|
| 31 |
+
"1": "LABEL_1",
|
| 32 |
+
"2": "LABEL_2"
|
| 33 |
+
},
|
| 34 |
+
"init_std": 0.02,
|
| 35 |
+
"is_encoder_decoder": true,
|
| 36 |
+
"label2id": {
|
| 37 |
+
"LABEL_0": 0,
|
| 38 |
+
"LABEL_1": 1,
|
| 39 |
+
"LABEL_2": 2
|
| 40 |
+
},
|
| 41 |
+
"max_length": null,
|
| 42 |
+
"max_position_embeddings": 512,
|
| 43 |
+
"model_type": "marian",
|
| 44 |
+
"normalize_before": false,
|
| 45 |
+
"normalize_embedding": false,
|
| 46 |
+
"num_beams": null,
|
| 47 |
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"num_hidden_layers": 6,
|
| 48 |
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"pad_token_id": 56792,
|
| 49 |
+
"scale_embedding": true,
|
| 50 |
+
"share_encoder_decoder_embeddings": true,
|
| 51 |
+
"static_position_embeddings": true,
|
| 52 |
+
"torch_dtype": "float32",
|
| 53 |
+
"transformers_version": "4.45.1",
|
| 54 |
+
"use_cache": true,
|
| 55 |
+
"vocab_size": 56793
|
| 56 |
+
}
|
herm0-scripture/generation_config.json
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{
|
| 2 |
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"bad_words_ids": [
|
| 3 |
+
[
|
| 4 |
+
56792
|
| 5 |
+
]
|
| 6 |
+
],
|
| 7 |
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"bos_token_id": 0,
|
| 8 |
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"decoder_start_token_id": 56792,
|
| 9 |
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"eos_token_id": 0,
|
| 10 |
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"forced_eos_token_id": 0,
|
| 11 |
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"max_length": 512,
|
| 12 |
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"num_beams": 4,
|
| 13 |
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"pad_token_id": 56792,
|
| 14 |
+
"renormalize_logits": true,
|
| 15 |
+
"transformers_version": "4.45.1"
|
| 16 |
+
}
|
herm0-scripture/model.safetensors
ADDED
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version https://git-lfs.github.com/spec/v1
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|
| 3 |
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size 293122276
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herm0-scripture/source.spm
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version https://git-lfs.github.com/spec/v1
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oid sha256:8f490381f8b05353dee3791adfbceb99989344051b4c646bf89d5ff4fee6e26d
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| 3 |
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size 845900
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herm0-scripture/special_tokens_map.json
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{
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| 2 |
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"eos_token": {
|
| 3 |
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"content": "</s>",
|
| 4 |
+
"lstrip": false,
|
| 5 |
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"normalized": false,
|
| 6 |
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"rstrip": false,
|
| 7 |
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"single_word": false
|
| 8 |
+
},
|
| 9 |
+
"pad_token": {
|
| 10 |
+
"content": "<pad>",
|
| 11 |
+
"lstrip": false,
|
| 12 |
+
"normalized": false,
|
| 13 |
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"rstrip": false,
|
| 14 |
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"single_word": false
|
| 15 |
+
},
|
| 16 |
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"unk_token": {
|
| 17 |
+
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|
| 18 |
+
"lstrip": false,
|
| 19 |
+
"normalized": false,
|
| 20 |
+
"rstrip": false,
|
| 21 |
+
"single_word": false
|
| 22 |
+
}
|
| 23 |
+
}
|
herm0-scripture/target.spm
ADDED
|
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version https://git-lfs.github.com/spec/v1
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|
| 3 |
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size 751360
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herm0-scripture/tokenizer_config.json
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|
@@ -0,0 +1,38 @@
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{
|
| 2 |
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"added_tokens_decoder": {
|
| 3 |
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"0": {
|
| 4 |
+
"content": "</s>",
|
| 5 |
+
"lstrip": false,
|
| 6 |
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"normalized": false,
|
| 7 |
+
"rstrip": false,
|
| 8 |
+
"single_word": false,
|
| 9 |
+
"special": true
|
| 10 |
+
},
|
| 11 |
+
"1": {
|
| 12 |
+
"content": "<unk>",
|
| 13 |
+
"lstrip": false,
|
| 14 |
+
"normalized": false,
|
| 15 |
+
"rstrip": false,
|
| 16 |
+
"single_word": false,
|
| 17 |
+
"special": true
|
| 18 |
+
},
|
| 19 |
+
"56792": {
|
| 20 |
+
"content": "<pad>",
|
| 21 |
+
"lstrip": false,
|
| 22 |
+
"normalized": false,
|
| 23 |
+
"rstrip": false,
|
| 24 |
+
"single_word": false,
|
| 25 |
+
"special": true
|
| 26 |
+
}
|
| 27 |
+
},
|
| 28 |
+
"clean_up_tokenization_spaces": false,
|
| 29 |
+
"eos_token": "</s>",
|
| 30 |
+
"model_max_length": 512,
|
| 31 |
+
"pad_token": "<pad>",
|
| 32 |
+
"separate_vocabs": false,
|
| 33 |
+
"source_lang": "es",
|
| 34 |
+
"sp_model_kwargs": {},
|
| 35 |
+
"target_lang": "pon",
|
| 36 |
+
"tokenizer_class": "MarianTokenizer",
|
| 37 |
+
"unk_token": "<unk>"
|
| 38 |
+
}
|
herm0-scripture/training_meta.json
ADDED
|
@@ -0,0 +1,15 @@
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| 1 |
+
{
|
| 2 |
+
"model_id": "windy-pair-es-pon",
|
| 3 |
+
"doctor": "herm0",
|
| 4 |
+
"procedure": "ebible_finetune_v3",
|
| 5 |
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"timestamp": "2026-03-28T03:16:37.067975+00:00",
|
| 6 |
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| 7 |
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herm0-scripture/vocab.json
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lora-ct2-int8/config.json
ADDED
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{
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| 2 |
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| 3 |
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|
| 4 |
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| 5 |
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| 6 |
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| 7 |
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| 8 |
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|
| 9 |
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|
| 10 |
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lora-ct2-int8/model.bin
ADDED
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lora-ct2-int8/shared_vocabulary.json
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lora/config.json
ADDED
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{
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|
| 3 |
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| 4 |
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| 10 |
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| 30 |
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|
| 31 |
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"1": "LABEL_1",
|
| 32 |
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"2": "LABEL_2"
|
| 33 |
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},
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| 34 |
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|
| 35 |
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"is_encoder_decoder": true,
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| 36 |
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"LABEL_2": 2
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| 40 |
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},
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| 41 |
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"max_length": null,
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| 42 |
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"max_position_embeddings": 512,
|
| 43 |
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"model_type": "marian",
|
| 44 |
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"normalize_before": false,
|
| 45 |
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| 46 |
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| 48 |
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| 50 |
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|
| 51 |
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"static_position_embeddings": true,
|
| 52 |
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"torch_dtype": "float32",
|
| 53 |
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"transformers_version": "4.45.1",
|
| 54 |
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"use_cache": true,
|
| 55 |
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"vocab_size": 56793
|
| 56 |
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}
|
lora/generation_config.json
ADDED
|
@@ -0,0 +1,16 @@
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| 1 |
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{
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| 2 |
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"bad_words_ids": [
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| 3 |
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| 4 |
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56792
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| 6 |
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|
| 13 |
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|
| 14 |
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"renormalize_logits": true,
|
| 15 |
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"transformers_version": "4.45.1"
|
| 16 |
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}
|
lora/model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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| 3 |
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lora/source.spm
ADDED
|
@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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size 845900
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lora/special_tokens_map.json
ADDED
|
@@ -0,0 +1,5 @@
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| 1 |
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| 2 |
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| 3 |
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"pad_token": "<pad>",
|
| 4 |
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"unk_token": "<unk>"
|
| 5 |
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lora/target.spm
ADDED
|
@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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size 751360
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lora/tokenizer_config.json
ADDED
|
@@ -0,0 +1,38 @@
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|
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| 1 |
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{
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| 3 |
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"0": {
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| 4 |
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| 5 |
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| 6 |
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| 7 |
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|
| 8 |
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| 9 |
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| 10 |
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},
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| 11 |
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"1": {
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| 12 |
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"content": "<unk>",
|
| 13 |
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"lstrip": false,
|
| 14 |
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"normalized": false,
|
| 15 |
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"rstrip": false,
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| 16 |
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"single_word": false,
|
| 17 |
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"special": true
|
| 18 |
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},
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| 19 |
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|
| 20 |
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"content": "<pad>",
|
| 21 |
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"lstrip": false,
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| 22 |
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"normalized": false,
|
| 23 |
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"rstrip": false,
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| 24 |
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|
| 25 |
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"special": true
|
| 26 |
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}
|
| 27 |
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},
|
| 28 |
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"clean_up_tokenization_spaces": false,
|
| 29 |
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"eos_token": "</s>",
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| 30 |
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"model_max_length": 512,
|
| 31 |
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"pad_token": "<pad>",
|
| 32 |
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"separate_vocabs": false,
|
| 33 |
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"source_lang": "es",
|
| 34 |
+
"sp_model_kwargs": {},
|
| 35 |
+
"target_lang": "pon",
|
| 36 |
+
"tokenizer_class": "MarianTokenizer",
|
| 37 |
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"unk_token": "<unk>"
|
| 38 |
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}
|
lora/vocab.json
ADDED
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scripture-ct2-int8/config.json
ADDED
|
@@ -0,0 +1,10 @@
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|
|
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|
| 1 |
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{
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| 2 |
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| 4 |
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| 6 |
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| 7 |
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| 8 |
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"multi_query_attention": false,
|
| 9 |
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"unk_token": "<unk>"
|
| 10 |
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}
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scripture-ct2-int8/model.bin
ADDED
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@@ -0,0 +1,3 @@
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size 75299475
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scripture-ct2-int8/shared_vocabulary.json
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