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Update app.py
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app.py
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@@ -5,7 +5,22 @@ import fasttext
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model = fasttext.load_model(hf_hub_download("NbAiLab/nb-nordic-lid", "model.bin"))
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model_labels = set(label[-3:] for label in model.get_labels())
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def detect_lang(
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text: str,
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@@ -54,7 +69,12 @@ def detect_lang(
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def identify(text):
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return
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iface = gr.Interface(
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iface.launch()
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model = fasttext.load_model(hf_hub_download("NbAiLab/nb-nordic-lid", "model.bin"))
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model_labels = set(label[-3:] for label in model.get_labels())
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language_dict = {
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'dan': 'Danish',
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'eng': 'English',
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'fao': 'Faroese',
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'fin': 'Finnish',
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'isl': 'Icelandic',
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'nno': 'Norwegian Nynorsk',
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'nob': 'Norwegian Bokmål',
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'sma': 'Southern Sami',
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'sme': 'Northern Sami',
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'smj': 'Lule Sami',
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'smn': 'Inari Sami',
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'sms': 'Skolt Sami',
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'swe': 'Swedish',
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'und': 'Undetermined',
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}
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def detect_lang(
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text: str,
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def identify(text):
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return {language_dict[lang]: proba for lang, proba in detect_lang(text.replace("\n", " "), return_proba=True)}
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iface = gr.Interface(
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title="NB Nordic Language Identification",
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description="""This demo uses the [NB-Nordic-LID](https://huggingface.co/NbAiLab/nb-nordic-lid) model to classify a given text into one of the 12 Nordic languages supported.""",
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fn=identify,
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inputs="text",
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outputs="label")
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iface.launch()
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