Create app.py

app.py

@@ -0,0 +1,98 @@
+import gradio as gr
+from transformers import AutoModelForSeq2SeqLM, NllbTokenizer
+import torch 
+
+device = "cuda" if torch.cuda.is_available() else "cpu"
+tokenizer = NllbTokenizer.from_pretrained("leks-forever/nllb-200-distilled-600M")
+model = AutoModelForSeq2SeqLM.from_pretrained("leks-forever/nllb-200-distilled-600M")
+model = model.to(device)
+
+def translate(text, src_lang='lez_Cyrl', tgt_lang='rus_Cyrl', a=32, b=3, max_input_length=1024, num_beams=1, **kwargs):
+      global tokenizer
+
+      if src_lang in language_codes:
+        src_lang = language_codes[src_lang]
+
+      if tgt_lang in language_codes: 
+        tgt_lang = language_codes[tgt_lang]
+
+      tokenizer.src_lang = src_lang
+      tokenizer.tgt_lang = tgt_lang
+      
+      inputs = tokenizer(text, return_tensors='pt', padding=True, truncation=True, max_length=max_input_length)
+      result = model.generate(
+          **inputs.to(model.device),
+          forced_bos_token_id=tokenizer.convert_tokens_to_ids(tgt_lang),
+          max_new_tokens=int(a + b * inputs.input_ids.shape[1]),
+          num_beams=num_beams,
+          **kwargs
+      )
+      return tokenizer.batch_decode(result, skip_special_tokens=True)[0]
+
+import gradio as gr
+
+src_lang, tgt_lang = "Русский", "Лезги чlал"
+
+interface = {
+    "Лезги чlал": {
+        "title": 'Лезги-урус чlалар', 
+        'placeholder': 'кхьих лезги чlалал', 
+        'translate_btn': 'Элкъурун', 
+        'lang_swap_btn': 'чlал Дегишрун',
+    }, 
+    "Русский": {
+        "title": 'русско-лезгинский переводчик', 
+        'placeholder': 'введите текст на русском для перевода', 
+        'translate_btn': 'перевести', 
+        'lang_swap_btn': 'сменить язык',
+    }, 
+}
+
+language_codes = {
+    "Русский": "rus_Cyrl",
+    "Лезги чlал": "lez_Cyrl",
+}
+
+def swap_languages(src_lang, tgt_lang, src_text):
+    # Swap languages and update the relevant UI components (placeholder, button labels)
+    new_src_lang = tgt_lang
+    new_tgt_lang = src_lang
+
+    # Update components' properties dynamically
+    return (
+        new_src_lang,
+        new_tgt_lang,
+        gr.Textbox(placeholder=interface[new_src_lang]['placeholder'], value=''),  # Clear and update placeholder
+        gr.Markdown(f"# {interface[tgt_lang]['title']}"),
+        gr.Button(value=interface[new_src_lang]['translate_btn']),  # Update translate button label
+        gr.Button(value=interface[new_src_lang]['lang_swap_btn'])  # Update swap button label
+    )
+
+with gr.Blocks() as demo:
+    title = gr.Markdown(f"# {interface[src_lang]['title']}")
+
+    with gr.Row():
+        with gr.Column():
+            src_text = gr.Textbox(label='', placeholder=interface[src_lang]['placeholder'])
+        with gr.Column():
+            tgt_text = gr.Textbox(label='', interactive=False)
+
+    src_lang_state = gr.State(value=src_lang)
+    tgt_lang_state = gr.State(value=tgt_lang)
+
+    translate_btn = gr.Button(interface[src_lang]['translate_btn'])
+    swap_button = gr.Button(interface[src_lang]['lang_swap_btn'])
+
+    translate_btn.click(
+        fn=translate,
+        inputs=[src_text, src_lang_state, tgt_lang_state], 
+        outputs=tgt_text
+    )
+    swap_button.click(
+        fn=swap_languages,
+        inputs=[src_lang_state, tgt_lang_state, src_text], 
+        outputs=[src_lang_state, tgt_lang_state, src_text, title, translate_btn, swap_button]  # Update states and components
+    )
+
+if __name__ == "__main__":
+    demo.launch()