NLP translation model

Using huggingface’s dataset, tokenizer and transformer’s library
Author

Eric Vincent

Published

September 3, 2023

!pip install datasets evaluate transformers[sentencepiece]
!pip install accelerate

import torch
device = torch.device("cuda") if torch.cuda.is_available() else torch.device("cpu")
Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/
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Installing collected packages: tokenizers, sentencepiece, xxhash, dill, responses, multiprocess, huggingface-hub, transformers, datasets, evaluate
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Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/
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Installing collected packages: accelerate
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from datasets import load_dataset
raw_datasets = load_dataset("kde4", lang1="en", lang2="fr")
Downloading and preparing dataset kde4/en-fr to /root/.cache/huggingface/datasets/kde4/en-fr-lang1=en,lang2=fr/0.0.0/243129fb2398d5b0b4f7f6831ab27ad84774b7ce374cf10f60f6e1ff331648ac...
Dataset kde4 downloaded and prepared to /root/.cache/huggingface/datasets/kde4/en-fr-lang1=en,lang2=fr/0.0.0/243129fb2398d5b0b4f7f6831ab27ad84774b7ce374cf10f60f6e1ff331648ac. Subsequent calls will reuse this data.
raw_datasets
DatasetDict({
    train: Dataset({
        features: ['id', 'translation'],
        num_rows: 210173
    })
})
split_datasets = raw_datasets["train"].train_test_split(train_size=0.9, seed=20)
split_datasets
DatasetDict({
    train: Dataset({
        features: ['id', 'translation'],
        num_rows: 189155
    })
    test: Dataset({
        features: ['id', 'translation'],
        num_rows: 21018
    })
})
split_datasets["validation"] = split_datasets.pop("test")
split_datasets["train"][1]["translation"]
{'en': 'Default to expanded threads',
 'fr': 'Par défaut, développer les fils de discussion'}
from transformers import pipeline

model_checkpoint = "Helsinki-NLP/opus-mt-en-fr"
translator = pipeline("translation", model=model_checkpoint)
translator("Default to expanded threads")
/usr/local/lib/python3.8/dist-packages/transformers/models/marian/tokenization_marian.py:194: UserWarning: Recommended: pip install sacremoses.
  warnings.warn("Recommended: pip install sacremoses.")
[{'translation_text': 'Par défaut pour les threads élargis'}]
split_datasets["train"][172]["translation"]
{'en': 'Unable to import %1 using the OFX importer plugin. This file is not the correct format.',
 'fr': "Impossible d'importer %1 en utilisant le module d'extension d'importation OFX. Ce fichier n'a pas un format correct."}
translator(
    "Unable to import %1 using the OFX importer plugin. This file is not the correct format."
)
[{'translation_text': "Impossible d'importer %1 en utilisant le plugin d'importateur OFX. Ce fichier n'est pas le bon format."}]
from transformers import AutoTokenizer

model_checkpoint = "Helsinki-NLP/opus-mt-en-fr"
tokenizer = AutoTokenizer.from_pretrained(model_checkpoint, return_tensors="pt")
en_sentence = split_datasets["train"][1]["translation"]["en"]
fr_sentence = split_datasets["train"][1]["translation"]["fr"]

inputs = tokenizer(en_sentence, text_target=fr_sentence)
inputs
{'input_ids': [47591, 12, 9842, 19634, 9, 0], 'attention_mask': [1, 1, 1, 1, 1, 1], 'labels': [577, 5891, 2, 3184, 16, 2542, 5, 1710, 0]}
wrong_targets = tokenizer(fr_sentence)
print(tokenizer.convert_ids_to_tokens(wrong_targets["input_ids"]))
print(tokenizer.convert_ids_to_tokens(inputs["labels"]))
['▁Par', '▁dé', 'f', 'aut', ',', '▁dé', 've', 'lop', 'per', '▁les', '▁fil', 's', '▁de', '▁discussion', '</s>']
['▁Par', '▁défaut', ',', '▁développer', '▁les', '▁fils', '▁de', '▁discussion', '</s>']
max_length = 128


def preprocess_function(examples):
    inputs = [ex["en"] for ex in examples["translation"]]
    targets = [ex["fr"] for ex in examples["translation"]]
    model_inputs = tokenizer(
        inputs, text_target=targets, max_length=max_length, truncation=True
    )
    return model_inputs
tokenized_datasets = split_datasets.map(
    preprocess_function,
    batched=True,
    remove_columns=split_datasets["train"].column_names,
)
device
device(type='cuda')
from transformers import AutoModelForSeq2SeqLM

model = AutoModelForSeq2SeqLM.from_pretrained(model_checkpoint)
from transformers import DataCollatorForSeq2Seq

data_collator = DataCollatorForSeq2Seq(tokenizer, model=model)
batch = data_collator([tokenized_datasets["train"][i] for i in range(1, 3)])
batch.keys()
dict_keys(['input_ids', 'attention_mask', 'labels', 'decoder_input_ids'])
batch["labels"]
tensor([[  577,  5891,     2,  3184,    16,  2542,     5,  1710,     0,  -100,
          -100,  -100,  -100,  -100,  -100,  -100],
        [ 1211,     3,    49,  9409,  1211,     3, 29140,   817,  3124,   817,
           550,  7032,  5821,  7907, 12649,     0]])
batch["decoder_input_ids"]
tensor([[59513,   577,  5891,     2,  3184,    16,  2542,     5,  1710,     0,
         59513, 59513, 59513, 59513, 59513, 59513],
        [59513,  1211,     3,    49,  9409,  1211,     3, 29140,   817,  3124,
           817,   550,  7032,  5821,  7907, 12649]])
for i in range(1, 3):
    print(tokenized_datasets["train"][i]["labels"])
[577, 5891, 2, 3184, 16, 2542, 5, 1710, 0]
[1211, 3, 49, 9409, 1211, 3, 29140, 817, 3124, 817, 550, 7032, 5821, 7907, 12649, 0]
!pip install sacrebleu
Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/
Collecting sacrebleu
  Downloading sacrebleu-2.3.1-py3-none-any.whl (118 kB)
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  Downloading colorama-0.4.6-py2.py3-none-any.whl (25 kB)
Installing collected packages: portalocker, colorama, sacrebleu
Successfully installed colorama-0.4.6 portalocker-2.7.0 sacrebleu-2.3.1
import evaluate

metric = evaluate.load("sacrebleu")
predictions = [
    "This plugin lets you translate web pages between several languages automatically."
]
references = [
    [
        "This plugin allows you to automatically translate web pages between several languages."
    ]
]
metric.compute(predictions=predictions, references=references)
{'score': 46.750469682990165,
 'counts': [11, 6, 4, 3],
 'totals': [12, 11, 10, 9],
 'precisions': [91.66666666666667,
  54.54545454545455,
  40.0,
  33.333333333333336],
 'bp': 0.9200444146293233,
 'sys_len': 12,
 'ref_len': 13}
predictions = ["This plugin"]
references = [
    [
        "This plugin allows you to automatically translate web pages between several languages."
    ]
]
metric.compute(predictions=predictions, references=references)
{'score': 0.0,
 'counts': [2, 1, 0, 0],
 'totals': [2, 1, 0, 0],
 'precisions': [100.0, 100.0, 0.0, 0.0],
 'bp': 0.004086771438464067,
 'sys_len': 2,
 'ref_len': 13}
import numpy as np


def compute_metrics(eval_preds):
    preds, labels = eval_preds
    # In case the model returns more than the prediction logits
    if isinstance(preds, tuple):
        preds = preds[0]

    decoded_preds = tokenizer.batch_decode(preds, skip_special_tokens=True)

    # Replace -100s in the labels as we can't decode them
    labels = np.where(labels != -100, labels, tokenizer.pad_token_id)
    decoded_labels = tokenizer.batch_decode(labels, skip_special_tokens=True)

    # Some simple post-processing
    decoded_preds = [pred.strip() for pred in decoded_preds]
    decoded_labels = [[label.strip()] for label in decoded_labels]

    result = metric.compute(predictions=decoded_preds, references=decoded_labels)
    return {"bleu": result["score"]}
from huggingface_hub import notebook_login

notebook_login()
Token is valid.
Your token has been saved in your configured git credential helpers (store).
Your token has been saved to /root/.cache/huggingface/token
Login successful
from transformers import Seq2SeqTrainingArguments

args = Seq2SeqTrainingArguments(
    f"marian-finetuned-kde4-en-to-fr",
    evaluation_strategy="no",
    save_strategy="epoch",
    learning_rate=2e-5,
    per_device_train_batch_size=32,
    per_device_eval_batch_size=64,
    weight_decay=0.01,
    save_total_limit=3,
    num_train_epochs=3,
    predict_with_generate=True,
    fp16=True,
    push_to_hub=True,
)
from transformers import Seq2SeqTrainer

trainer = Seq2SeqTrainer(
    model,
    args,
    train_dataset=tokenized_datasets["train"],
    eval_dataset=tokenized_datasets["validation"],
    data_collator=data_collator,
    tokenizer=tokenizer,
    compute_metrics=compute_metrics,
)
Cloning https://huggingface.co/evincent18/marian-finetuned-kde4-en-to-fr into local empty directory.
WARNING:huggingface_hub.repository:Cloning https://huggingface.co/evincent18/marian-finetuned-kde4-en-to-fr into local empty directory.
Using cuda_amp half precision backend
trainer.evaluate(max_length=max_length)
***** Running Evaluation *****
  Num examples = 21018
  Batch size = 64
Generate config GenerationConfig {
  "bad_words_ids": [
    [
      59513
    ]
  ],
  "bos_token_id": 0,
  "decoder_start_token_id": 59513,
  "eos_token_id": 0,
  "forced_eos_token_id": 0,
  "max_length": 512,
  "num_beams": 4,
  "pad_token_id": 59513,
  "transformers_version": "4.26.1"
}
[329/329 18:29] 
Streaming output truncated to the last 5000 lines.
  "eos_token_id": 0,
  "forced_eos_token_id": 0,
  "max_length": 512,
  "num_beams": 4,
  "pad_token_id": 59513,
  "transformers_version": "4.26.1"
}

Generate config GenerationConfig {
  "bad_words_ids": [
    [
      59513
    ]
  ],
  "bos_token_id": 0,
  "decoder_start_token_id": 59513,
  "eos_token_id": 0,
  "forced_eos_token_id": 0,
  "max_length": 512,
  "num_beams": 4,
  "pad_token_id": 59513,
  "transformers_version": "4.26.1"
}

Generate config GenerationConfig {
  "bad_words_ids": [
    [
      59513
    ]
  ],
  "bos_token_id": 0,
  "decoder_start_token_id": 59513,
  "eos_token_id": 0,
  "forced_eos_token_id": 0,
  "max_length": 512,
  "num_beams": 4,
  "pad_token_id": 59513,
  "transformers_version": "4.26.1"
}

Generate config GenerationConfig {
  "bad_words_ids": [
    [
      59513
    ]
  ],
  "bos_token_id": 0,
  "decoder_start_token_id": 59513,
  "eos_token_id": 0,
  "forced_eos_token_id": 0,
  "max_length": 512,
  "num_beams": 4,
  "pad_token_id": 59513,
  "transformers_version": "4.26.1"
}

Generate config GenerationConfig {
  "bad_words_ids": [
    [
      59513
    ]
  ],
  "bos_token_id": 0,
  "decoder_start_token_id": 59513,
  "eos_token_id": 0,
  "forced_eos_token_id": 0,
  "max_length": 512,
  "num_beams": 4,
  "pad_token_id": 59513,
  "transformers_version": "4.26.1"
}

Generate config GenerationConfig {
  "bad_words_ids": [
    [
      59513
    ]
  ],
  "bos_token_id": 0,
  "decoder_start_token_id": 59513,
  "eos_token_id": 0,
  "forced_eos_token_id": 0,
  "max_length": 512,
  "num_beams": 4,
  "pad_token_id": 59513,
  "transformers_version": "4.26.1"
}

Generate config GenerationConfig {
  "bad_words_ids": [
    [
      59513
    ]
  ],
  "bos_token_id": 0,
  "decoder_start_token_id": 59513,
  "eos_token_id": 0,
  "forced_eos_token_id": 0,
  "max_length": 512,
  "num_beams": 4,
  "pad_token_id": 59513,
  "transformers_version": "4.26.1"
}

Generate config GenerationConfig {
  "bad_words_ids": [
    [
      59513
    ]
  ],
  "bos_token_id": 0,
  "decoder_start_token_id": 59513,
  "eos_token_id": 0,
  "forced_eos_token_id": 0,
  "max_length": 512,
  "num_beams": 4,
  "pad_token_id": 59513,
  "transformers_version": "4.26.1"
}

Generate config GenerationConfig {
  "bad_words_ids": [
    [
      59513
    ]
  ],
  "bos_token_id": 0,
  "decoder_start_token_id": 59513,
  "eos_token_id": 0,
  "forced_eos_token_id": 0,
  "max_length": 512,
  "num_beams": 4,
  "pad_token_id": 59513,
  "transformers_version": "4.26.1"
}

Generate config GenerationConfig {
  "bad_words_ids": [
    [
      59513
    ]
  ],
  "bos_token_id": 0,
  "decoder_start_token_id": 59513,
  "eos_token_id": 0,
  "forced_eos_token_id": 0,
  "max_length": 512,
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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{'eval_loss': 1.696446180343628,
 'eval_bleu': 39.27124165416069,
 'eval_runtime': 1174.3863,
 'eval_samples_per_second': 17.897,
 'eval_steps_per_second': 0.28}
trainer.train()
/usr/local/lib/python3.8/dist-packages/transformers/optimization.py:306: FutureWarning: This implementation of AdamW is deprecated and will be removed in a future version. Use the PyTorch implementation torch.optim.AdamW instead, or set `no_deprecation_warning=True` to disable this warning
  warnings.warn(
***** Running training *****
  Num examples = 189155
  Num Epochs = 3
  Instantaneous batch size per device = 32
  Total train batch size (w. parallel, distributed & accumulation) = 32
  Gradient Accumulation steps = 1
  Total optimization steps = 17736
  Number of trainable parameters = 74609664
[17736/17736 59:14, Epoch 3/3]
Step Training Loss
500 1.415400
1000 1.220500
1500 1.168700
2000 1.128400
2500 1.119200
3000 1.067700
3500 1.066500
4000 1.028500
4500 1.023400
5000 1.025000
5500 0.995700
6000 0.981200
6500 0.914500
7000 0.910100
7500 0.903300
8000 0.900100
8500 0.891000
9000 0.887800
9500 0.869000
10000 0.885200
10500 0.877200
11000 0.884200
11500 0.859700
12000 0.859200
12500 0.804800
13000 0.823800
13500 0.825300
14000 0.811000
14500 0.811100
15000 0.815100
15500 0.828400
16000 0.817200
16500 0.810200
17000 0.793300
17500 0.820300 

Saving model checkpoint to marian-finetuned-kde4-en-to-fr/checkpoint-5912
Configuration saved in marian-finetuned-kde4-en-to-fr/checkpoint-5912/config.json
Configuration saved in marian-finetuned-kde4-en-to-fr/checkpoint-5912/generation_config.json
Model weights saved in marian-finetuned-kde4-en-to-fr/checkpoint-5912/pytorch_model.bin
tokenizer config file saved in marian-finetuned-kde4-en-to-fr/checkpoint-5912/tokenizer_config.json
Special tokens file saved in marian-finetuned-kde4-en-to-fr/checkpoint-5912/special_tokens_map.json
tokenizer config file saved in marian-finetuned-kde4-en-to-fr/tokenizer_config.json
Special tokens file saved in marian-finetuned-kde4-en-to-fr/special_tokens_map.json
Adding files tracked by Git LFS: ['source.spm', 'target.spm']. This may take a bit of time if the files are large.
WARNING:huggingface_hub.repository:Adding files tracked by Git LFS: ['source.spm', 'target.spm']. This may take a bit of time if the files are large.
Saving model checkpoint to marian-finetuned-kde4-en-to-fr/checkpoint-11824
Configuration saved in marian-finetuned-kde4-en-to-fr/checkpoint-11824/config.json
Configuration saved in marian-finetuned-kde4-en-to-fr/checkpoint-11824/generation_config.json
Model weights saved in marian-finetuned-kde4-en-to-fr/checkpoint-11824/pytorch_model.bin
tokenizer config file saved in marian-finetuned-kde4-en-to-fr/checkpoint-11824/tokenizer_config.json
Special tokens file saved in marian-finetuned-kde4-en-to-fr/checkpoint-11824/special_tokens_map.json
tokenizer config file saved in marian-finetuned-kde4-en-to-fr/tokenizer_config.json
Special tokens file saved in marian-finetuned-kde4-en-to-fr/special_tokens_map.json
Saving model checkpoint to marian-finetuned-kde4-en-to-fr/checkpoint-17736
Configuration saved in marian-finetuned-kde4-en-to-fr/checkpoint-17736/config.json
Configuration saved in marian-finetuned-kde4-en-to-fr/checkpoint-17736/generation_config.json
Model weights saved in marian-finetuned-kde4-en-to-fr/checkpoint-17736/pytorch_model.bin
tokenizer config file saved in marian-finetuned-kde4-en-to-fr/checkpoint-17736/tokenizer_config.json
Special tokens file saved in marian-finetuned-kde4-en-to-fr/checkpoint-17736/special_tokens_map.json
tokenizer config file saved in marian-finetuned-kde4-en-to-fr/tokenizer_config.json
Special tokens file saved in marian-finetuned-kde4-en-to-fr/special_tokens_map.json


Training completed. Do not forget to share your model on huggingface.co/models =)


TrainOutput(global_step=17736, training_loss=0.9368899461112153, metrics={'train_runtime': 3555.3709, 'train_samples_per_second': 159.608, 'train_steps_per_second': 4.989, 'total_flos': 1.1322351026307072e+16, 'train_loss': 0.9368899461112153, 'epoch': 3.0})
trainer.evaluate(max_length=max_length)
***** Running Evaluation *****
  Num examples = 21018
  Batch size = 64
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[329/329 2:13:02] 
Streaming output truncated to the last 5000 lines.
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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Generate config GenerationConfig {
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  "num_beams": 4,
  "pad_token_id": 59513,
  "transformers_version": "4.26.1"
}

Generate config GenerationConfig {
  "bad_words_ids": [
    [
      59513
    ]
  ],
  "bos_token_id": 0,
  "decoder_start_token_id": 59513,
  "eos_token_id": 0,
  "forced_eos_token_id": 0,
  "max_length": 512,
  "num_beams": 4,
  "pad_token_id": 59513,
  "transformers_version": "4.26.1"
}

{'eval_loss': 0.8559383749961853,
 'eval_bleu': 52.836492533087124,
 'eval_runtime': 1238.5966,
 'eval_samples_per_second': 16.969,
 'eval_steps_per_second': 0.266,
 'epoch': 3.0}
trainer.push_to_hub(tags="translation", commit_message="Training complete")
Saving model checkpoint to marian-finetuned-kde4-en-to-fr
Configuration saved in marian-finetuned-kde4-en-to-fr/config.json
Configuration saved in marian-finetuned-kde4-en-to-fr/generation_config.json
Model weights saved in marian-finetuned-kde4-en-to-fr/pytorch_model.bin
tokenizer config file saved in marian-finetuned-kde4-en-to-fr/tokenizer_config.json
Special tokens file saved in marian-finetuned-kde4-en-to-fr/special_tokens_map.json
remote: Scanning LFS files of refs/heads/main for validity...        
remote: LFS file scan complete.        
To https://huggingface.co/evincent18/marian-finetuned-kde4-en-to-fr
   d208b57..1377063  main -> main

WARNING:huggingface_hub.repository:remote: Scanning LFS files of refs/heads/main for validity...        
remote: LFS file scan complete.        
To https://huggingface.co/evincent18/marian-finetuned-kde4-en-to-fr
   d208b57..1377063  main -> main

To https://huggingface.co/evincent18/marian-finetuned-kde4-en-to-fr
   1377063..7e045cc  main -> main

WARNING:huggingface_hub.repository:To https://huggingface.co/evincent18/marian-finetuned-kde4-en-to-fr
   1377063..7e045cc  main -> main

'https://huggingface.co/evincent18/marian-finetuned-kde4-en-to-fr/commit/13770634992c9e7d4a233f00436f6745262b0701'

implementing a custom training loop