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| import gradio as gr | |
| from transformers import pipeline | |
| from espnet2.bin.tts_inference import Text2Speech | |
| def generateTextAndAudio(inputText, numGen): | |
| # --- Generating the Text --- | |
| # With the provided text from user, generate more text up to `numGen` tokens/sub-words | |
| textOutput = textGenerator(inputText, max_length = numGen) | |
| # The output of the text generator is a list of dictionaries, grab the first dictionary | |
| # then get the generated text from the dictionary using the `generated_text` key | |
| genText = textOutput[0]['generated_text'] | |
| print("Input Text:", inputText) | |
| print("Generated Text:", genText) | |
| # --- Generating the Audio --- | |
| # With the newly generated text, generate some speech | |
| audioOutput = audioGenerator(genText) | |
| # Get the wav data | |
| genAudio = audioOutput['wav'] | |
| # Return two things | |
| # 1) Generated Text | |
| # 2) 24k sampling rate, and the Generated Audio (wav) as numpy (instead of tensor) | |
| return genText, (24000, genAudio.numpy()) | |
| # Main | |
| textGenerator = pipeline('text-generation', model = 'gpt2') | |
| audioGenerator = Text2Speech.from_pretrained("espnet/kan-bayashi_ljspeech_joint_finetune_conformer_fastspeech2_hifigan") | |
| input1_textbox = gr.Textbox(label="Input text") | |
| input2_slider = gr.Slider(minimum=1, maximum=100, step=1, default=30, label="Number of words to generate") | |
| output1_textbox = gr.Textbox(label = "Generated Text") | |
| output2_Audio = gr.Audio(label = "Generated Audio") | |
| title = "Generate Text and it's Audio!" | |
| description = "Provide the text, and how many subwords to generate" | |
| examples = [ | |
| ["I won a", 50], | |
| ["My name is", 30], | |
| ["I have", 60] | |
| ] | |
| article = "<p style='text-align: center'><img src='https://visitor-badge.glitch.me/badge?page_id=epoching_glide_inpaint' alt='visitor badge'></p>" | |
| iface = gr.Interface(fn=generateTextAndAudio, | |
| inputs=[input1_textbox, input2_slider], | |
| outputs=[output1_textbox, output2_Audio], | |
| title=title, | |
| description=description, | |
| examples=examples | |
| article=article).launch(debug = True) |