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import gradio as gr | |
import yaml | |
import torch | |
from mmtafrica import load_params, translate | |
from huggingface_hub import hf_hub_download | |
language_map = {'English':'en','Swahili':'sw','Fon':'fon','Igbo':'ig', | |
'Kinyarwanda':'rw','Xhosa':'xh','Yoruba':'yo','French':'fr'} | |
available_languages = list(language_map.keys()) | |
# Load parameters and model from checkpoint | |
checkpoint = hf_hub_download(repo_id="edaiofficial/mmtafrica_base", filename="mmt_translation.pt") | |
device = 'gpu' if torch.cuda.is_available() else 'cpu' | |
params = load_params({'checkpoint':checkpoint,'device':device}) | |
def get_translation(source_language,target_language,source_sentence=None): | |
''' | |
This takes a sentence and gets the translation. | |
''' | |
source_language_ = language_map[source_language] | |
target_language_ = language_map[target_language] | |
try: | |
pred = translate(params,source_sentence,source_lang=source_language_,target_lang=target_language_) | |
if pred=='': | |
return f"Could not find translation" | |
else: | |
return pred | |
except Exception as error: | |
return f"Issue with translation: \n {error}" | |
title = "MMTAfrica: Multilingual Machine Translation" | |
description = "Enjoy our MMT model that allows you to translate among 6 African languages, English and French!\n\nProfitez de notre modèle MMT qui vous permet de traduire parmi 6 langues africaines, anglais et français!" | |
iface = gr.Interface(fn=get_translation, | |
inputs=[gr.inputs.Dropdown(choices = available_languages,default='Igbo'), | |
gr.inputs.Dropdown(choices = available_languages,default='Fon'), | |
gr.inputs.Textbox(label="Input")], | |
outputs=gr.outputs.Textbox(type="auto", label='Translation'), | |
title=title, | |
description=description, | |
enable_queue=True, | |
theme='huggingface') | |
iface.launch() |