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Synthetic N2en Marian Transformers

This repository contains a Marian NMT checkpoint packaged in OPUS-MT style.

Quellehuggingface.co/TartarusXXX/synthetic-n2en-marian-transformers/tree/550dfcbdcbddc9816656aeed09761ef627bec9dc
ArtOtherVersionRevision 550dfcbVerleger@TartarusXXXCBewertung

Modellquelle

Art
Other
Dateigröße
202 MB
Version
vRevision 550dfcb
Aktualisiert
3. Okt. 2026
Verleger
@TartarusXXX
Downloads
6
Parameter
4M
Aufgaben
Textgenerierung
Quelle
Hugging Face

Quellenbeschreibung

synthetic-n2en-marian-transformers

This repository contains a Marian NMT checkpoint packaged in OPUS-MT style.

Model Details

  • Source language: multi (Multilingual)
  • Target language: en (English)
  • Task: translation
  • Framework: Marian NMT
  • Training data: TartarusXXX/synthetic-parallel-16lang-1-4m-gemini-3-1-flash-lite
  • Validation set: bouquet-dev-n2en

Evaluation target languages: tr, kmr, de, es, fr, el, bg, ru, ka, hy, fa, ckb, ur, ar

Validation

  • Best bleu: 28.8111
  • Epoch: 9
  • Update: 318000
  • Timestamp: 2026-06-17 05:14:00
  • Validation set: bouquet-dev-n2en

Raw best line:

[2026-06-17 05:14:00] [valid] Ep. 9 : Up. 318000 : bleu : 28.8111 : new best

Recent validation results:

TimestampEpochUpdateMetricScoreStatus
2026-06-17 03:29:328291500bleu28.5341stalled 2 times (last best: 28.6381)
2026-06-17 05:14:009318000bleu28.8111new best
2026-06-17 06:58:3610344500bleu28.621stalled 1 times (last best: 28.8111)
2026-06-17 08:41:4910371000bleu28.5135stalled 2 times (last best: 28.8111)
2026-06-17 10:26:1411397500bleu26.9018stalled 3 times (last best: 28.8111)
2026-06-17 12:10:5012424000bleu27.974stalled 4 times (last best: 28.8111)
2026-06-17 13:54:1012450500bleu27.0804stalled 5 times (last best: 28.8111)
2026-06-17 15:38:4513477000bleu27.3126stalled 6 times (last best: 28.8111)
2026-06-17 17:23:1914503500bleu27.4481stalled 7 times (last best: 28.8111)
2026-06-17 19:06:4514530000bleu26.43stalled 8 times (last best: 28.8111)
2026-06-17 20:51:2415556500bleu26.6759stalled 9 times (last best: 28.8111)
2026-06-17 22:36:1116583000bleu26.0265stalled 10 times (last best: 28.8111)

Files

  • synthetic_parallel_16lang_1_4m_gemini_3_1_flash_lite.spm32k-spm32k.transformer.model1.npz.best-bleu.npz
  • synthetic_parallel_16lang_1_4m_gemini_3_1_flash_lite.spm32k-spm32k.vocab.yml
  • opus.trg.spm32k-model
  • opus.src.spm32k-model
  • hf-csv-synthetic.n2en.bouquet.transformer.mk
  • synthetic_parallel_16lang_1_4m_gemini_3_1_flash_lite.spm32k-spm32k.transformer.model1.npz.yml
  • synthetic_parallel_16lang_1_4m_gemini_3_1_flash_lite.spm32k-spm32k.transformer.train1.log
  • synthetic_parallel_16lang_1_4m_gemini_3_1_flash_lite.spm32k-spm32k.transformer.valid1.log
  • bouquet-dev-n2en.best-bleu.validation-style-spm.tsv
  • bouquet-dev-n2en.best-bleu.validation-style-spm.md
  • best-bleu.decoder.yml
  • translate_with_marian.py

Usage

Install Marian and run:

python translate_with_marian.py --decoder best-bleu.decoder.yml < input.txt > output.txt

The decoder YAML uses paths relative to this repository.

Conversion

Converted from the Marian checkpoint in TartarusXXX/synthetic-n2en-marian using the Transformers Marian converter.

  • Source language: multi
  • Target languages: en

Transformers Usage

from transformers import AutoModelForSeq2SeqLM, AutoTokenizer

model_name = "TartarusXXX/synthetic-n2en-marian-transformers"
tokenizer = AutoTokenizer.from_pretrained(model_name)
model = AutoModelForSeq2SeqLM.from_pretrained(model_name)

# This model was trained as `multi` -> `en`.
# If the Marian training data uses target-language tags, include the desired
# target tag in the source sentence, following the training convention.
inputs = tokenizer("Hello world!", return_tensors="pt")
outputs = model.generate(**inputs)
print(tokenizer.batch_decode(outputs, skip_special_tokens=True)[0])

Quellen

1 Quelle
Hugging FacePrimärVersion 550dfcbdcbddc9816656aeed09761ef627bec9dc
huggingface.co/TartarusXXX/synthetic-n2en-marian-transformers/tree/550dfcbdcbddc9816656aeed09761ef627bec9dc

Verifiziert 3. Okt.

Modellartefakte

1 Artefakt

model.safetensors

safetensors · 202 MB · SHA-256 c05e4f175824…0804 · Hugging Face

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Quellenauszüge

3 Auszüge
Readme11. Julihuggingface.co/TartarusXXX/synthetic-n2en-marian-transformers

--- language: - multilingual - en tags: - translation - transformers - marian - opus-mt - multi-en datasets: - TartarusXXX/synthetic-parallel-16lang-1-4m-gemini-3-1-flash-lite --- # synthetic-n2en-marian-transformers This repository contains a Marian NMT checkpoint packaged in OPUS-MT style. ## Model Details - Source language: `multi` (Multilingual) - Target language: `en` (English) - Task: translation - Framework: Marian NMT - Training data: `TartarusXXX/synthetic-parallel-16lang-1-4m-gemini-3-1-flash-lite` - Validation set: `bouquet-dev-n2en` Evaluation target languages: `tr`, `kmr`, `de`, `es`, `fr`, `el`, `bg`, `ru`, `ka`, `hy`, `fa`, `ckb`, `ur`, `ar` ## Validation - Best `bleu`: `28.8111` - Epoch: `9` - Update: `318000` - Timestamp: `2026-06-17 05:14:00` - Validation set: `bouquet-dev-n2en` Raw best line: ```text [2026-06-17 05:14:00] [valid] Ep. 9 : Up. 318000 : bleu : 28.8111 : new best ``` Recent validation results: | Timestamp | Epoch | Update | Metric | Score | Status | | --- | ---: | ---: | --- | ---: | --- | | 2026-06-17 03:29:32 | 8 | 291500 | bleu | 28.5341 | stalled 2 times (last best: 28.6381) | | 2026-06-17 05:14:00 | 9 | 318000 | bleu | 28.8111 | new best | | 2026-06-17 06:58:36 | 10 | 344500 | bleu | 28.621 | stalled 1 times (last best: 28.8111) | | 2026-06-17 08:41:49 | 10 | 371000 | bleu | 28.5135 | stalled 2 times (last best: 28.8111) | | 2026-06-17 10:26:14 | 11 | 397500 | bleu | 26.9018 | stalled 3 times (last best: 28.8111) | | 2026-06-17 12:10:50 | 12 | 424000 | bleu | 27.974 | stalled 4 times (last best: 28.8111) | | 2026-06-17 13:54:10 | 12 | 450500 | bleu | 27.0804 | stalled 5 times (last best: 28.8111) | | 2026-06-17 15:38:45 | 13 | 477000 | bleu | 27.3126 | stalled 6 times (last best: 28.8111) | | 2026-06-17 17:23:19 | 14 | 503500 | bleu | 27.4481 | stalled 7 times (last best: 28.8111) | | 2026-06-17 19:06:45 | 14 | 530000 | bleu | 26.43 | stalled 8 times (last best: 28.8111) | | 2026-06-17 20:51:24 | 15 | 556500 | bleu | 26.6759 | stalled 9 times (last best: 28.8111) | | 2026-06-17 22:36:11 | 16 | 583000 | bleu | 26.0265 | stalled 10 times (last best: 28.8111) | ## Files - `synthetic_parallel_16lang_1_4m_gemini_3_1_flash_lite.spm32k-spm32k.transformer.model1.npz.best-bleu.npz` - `synthetic_parallel_16lang_1_4m_gemini_3_1_flash_lite.spm32k-spm32k.vocab.yml` - `opus.trg.spm32k-model` - `opus.src.spm32k-model` -...

Note3. Okt.huggingface.co/TartarusXXX/synthetic-n2en-marian-transformers

Source context: 6 downloads · 0 likes · Pipeline translation · Library transformers · Repo TartarusXXX/synthetic-n2en-marian-transformers

Note11. Julihuggingface.co/TartarusXXX/synthetic-n2en-marian-transformers

Source context: 70 downloads · 0 likes · Pipeline translation · Library transformers · Repo TartarusXXX/synthetic-n2en-marian-transformers