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---
tags:
- autotrain
- translation
language:
- fr
- en
datasets:
- ybanas/autotrain-data-fr-en-translate
co2_eq_emissions:
emissions: 86.90578464498235
---
# French to English Text Translation with Transformers
This code allows you to translate French text into English using the `ybanas/autotrain-fr-en-translate-51410121895` model from the Transformers library. To use this code, follow the steps below:
```python
from transformers import AutoTokenizer, AutoModelForSeq2SeqLM
# Load the tokenizer and the model
tokenizer = AutoTokenizer.from_pretrained("ybanas/autotrain-fr-en-translate-51410121895")
model = AutoModelForSeq2SeqLM.from_pretrained("ybanas/autotrain-fr-en-translate-51410121895")
def translate_text(french_text: str) -> str:
"""
Translate French text to English using the ybanas/autotrain-fr-en-translate-51410121895 model.
Args:
french_text (str): French text to translate.
Returns:
str: Translated English text.
"""
# Tokenize the French text
inputs = tokenizer(french_text, return_tensors="pt", padding=True, truncation=True)
# Generate the English translation
outputs = model.generate(**inputs)
# Decode the English translation
english_text = tokenizer.decode(outputs[0], skip_special_tokens=True)
return english_text
if __name__ == "__main__":
french_text = "Les enfants aiment profiter des beaux jours"
english_text = translate_text(french_text)
print("French text:", french_text)
print("Translated English text:", english_text)
```
## Usage
1. Install the Transformers library by running `pip install transformers`.
2. Copy the code above into a `.py` file, for example `translation.py`.
3. Replace the value of the `french_text` variable with the French text you want to translate.
4. Run the script with `python translation.py`. The translated English text will be displayed on the screen.
This script uses the `ybanas/autotrain-fr-en-translate-51410121895` model to translate French text into English. The model is loaded using the `AutoTokenizer` and `AutoModelForSeq2SeqLM` classes from the Transformers library. The `translate_text` function takes a French text as input and returns its translation in English.
# Model Trained Using AutoTrain
- Problem type: Translation
- Model ID: 51410121895
- CO2 Emissions (in grams): 86.9058
## Validation Metrics
- Loss: 1.455
- SacreBLEU: 15.999
- Gen len: 15.299 |