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from blurr.text.data.all import * | |
from blurr.text.modeling.all import * | |
from huggingface_hub import hf_hub_download | |
from fastai.learner import load_learner | |
from transformers import * | |
import gradio as gr | |
def download(): | |
#pretrained_model_name = "Helsinki-NLP/opus-mt-en-ml" | |
#model_cls = AutoModelForSeq2SeqLM | |
#hf_arch, hf_config, hf_tokenizer, hf_model = get_hf_objects(pretrained_model_name, model_cls=model_cls) | |
model = load_learner(hf_hub_download("kurianbenoy/kde_en_ml_translation_model", "model.pkl")) | |
return model | |
def translate_text(text): | |
model = download() | |
outputs = model.blurr_translate(text) | |
return outputs[0]["translation_texts"] | |
iface = gr.Interface( | |
fn=translate_text, | |
inputs=gr.inputs.Textbox(lines=2, label="Enter Text in English", placeholder="Type text in English Here..."), | |
outputs="text", | |
theme="huggingface", | |
examples=["Add All Found Feeds to Akregator.", "Hello world",] | |
) | |
iface.launch( | |
share=False, | |
cache_examples=True, | |
enable_queue=True, | |
) | |