Update app.py

app.py

@@ -0,0 +1,37 @@
+import gradio as gr
+from transformers import pipeline
+
+# Translation pipeline
+translation_pipeline = pipeline("translation_en_to_ml")
+
+# ASR pipeline
+asr_pipeline = pipeline("automatic-speech-recognition", model="vrclc/w2v2bert_malayalam")
+
+# Translation function
+def translate(text):
+    translated_text = translation_pipeline(text, max_length=40)[0]['translation_text']
+    return translated_text
+
+# ASR function
+def recognize_speech(audio_file):
+    result = asr_pipeline(audio_file)
+    transcription = result[0]['transcription']
+    return transcription
+
+# Interface setup
+iface = gr.Interface(
+    fn=[translate, recognize_speech],
+    inputs=[
+        gr.Textbox(lines=5, label="Enter English Text to Translate"),
+        gr.File(label="Upload Audio File for Speech Recognition")
+    ],
+    outputs=[
+        gr.Textbox(label="Malayalam Translation"),
+        gr.Textbox(label="Malayalam Speech Recognition")
+    ],
+    title="English to Malayalam Translation and Speech Recognition",
+    theme="compact"
+)
+
+# Launch the interface
+iface.launch()