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app.py
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import time
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import base64
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from openai import OpenAI
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import gradio
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import google.generativeai as genai
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def generation(prompt_text):
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a_key = "QUl6YVN5Q1N1ZC1JTWtyWnV3bXhQSFdNbGxDM2hkWk9jQVZoXy1V"
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| 10 |
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genai.configure(api_key=str(base64.b64decode(a_key), encoding="utf-8"))
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generation_config = {"temperature": 0.9, "top_p": 1, "top_k": 1, "max_output_tokens": 2048}
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safety_settings = [
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{"category": "HARM_CATEGORY_HARASSMENT", "threshold": "BLOCK_MEDIUM_AND_ABOVE"},
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{"category": "HARM_CATEGORY_HATE_SPEECH", "threshold": "BLOCK_MEDIUM_AND_ABOVE"},
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{"category": "HARM_CATEGORY_SEXUALLY_EXPLICIT", "threshold": "BLOCK_MEDIUM_AND_ABOVE"},
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{"category": "HARM_CATEGORY_DANGEROUS_CONTENT", "threshold": "BLOCK_MEDIUM_AND_ABOVE"}]
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model = genai.GenerativeModel(model_name="gemini-pro", generation_config=generation_config, safety_settings=safety_settings)
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response = model.generate_content(prompt_text)
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return response
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chatgpt_model_type_normal = "gpt-3.5-turbo-instruct:普通对话型"
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chatgpt_model_type_memory = "gpt-3.5-turbo-16k:记忆对话型"
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chatgpt_model_type_gemini = "这是Google旗下原生多模态大模型 Gemini google-gemini-pro:普通对话型"
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conversation_history = []
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prompt_parts = [""]
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def chatgpt(input_text, model_type, field):
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a_key = "c2stRFo3ZzRadXlzOEhMd2RWZnFYVWJUM0JsYmtGSkFPTm9PNHdPMmJZTTc5Tm5DTVQ5"
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client = OpenAI(api_key=str(base64.b64decode(a_key), encoding="utf-8"))
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if field != "":
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input_text = input_text + "\n" + "假设你扮演的人物角色或你专注的学术领域为:" + field
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if model_type == chatgpt_model_type_normal:
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response = client.completions.create(
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model="gpt-3.5-turbo-instruct",
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temperature=0.25,
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max_tokens=2500,
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frequency_penalty=0.5,
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presence_penalty=0.5,
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top_p=0.88,
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prompt=input_text
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)
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response_text = response.choices[0].text.strip()
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if model_type == chatgpt_model_type_memory:
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conversation_system = {"role": "system", "content": ""}
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conversation_user = {"role": "user", "content": input_text}
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if conversation_history == []:
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conversation_history.append(conversation_system)
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conversation_history.append(conversation_user)
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else:
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conversation_history.append(conversation_user)
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response = client.chat.completions.create(
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model="gpt-3.5-turbo-16k",
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temperature=0.25,
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max_tokens=5000,
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frequency_penalty=0.5,
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presence_penalty=0.5,
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top_p=0.88,
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messages=conversation_history,
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)
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response_text = response.choices[0].message.content
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conversation_system = {"role": "system", "content": response_text}
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conversation_history.append(conversation_system)
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if model_type == chatgpt_model_type_gemini:
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if prompt_parts[0] == "":
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prompt_parts[0] += input_text
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else:
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prompt_parts[0] += (" " + input_text)
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response_gemini = generation(prompt_parts)
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response_text = response_gemini.text
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prompt_parts[0] += (" " + response_text)
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return response_text
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dall_e_model_type_2 = "Dall-E-2:较快 | 较差"
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dall_e_model_type_3 = "Dall-E-3:较慢 | 较好"
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def dall_e(input_text, add_text, model_type):
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a_key = "c2stRFo3ZzRadXlzOEhMd2RWZnFYVWJUM0JsYmtGSkFPTm9PNHdPMmJZTTc5Tm5DTVQ5"
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client = OpenAI(api_key=str(base64.b64decode(a_key), encoding="utf-8"))
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complete_text = input_text + "\n" + "增加图片风格的细节或场景的细节:" + add_text
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if model_type == dall_e_model_type_2:
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model_select = "dall-e-2"
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if model_type == dall_e_model_type_3:
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model_select = "dall-e-3"
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response = client.images.generate(
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model=model_select,
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prompt=complete_text,
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size="1024x1024",
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quality="standard",
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n=1,
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)
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image_url = response.data[0].url
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return image_url
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def whisper(audio_file):
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a_key = "c2stRFo3ZzRadXlzOEhMd2RWZnFYVWJUM0JsYmtGSkFPTm9PNHdPMmJZTTc5Tm5DTVQ5"
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client = OpenAI(api_key=str(base64.b64decode(a_key), encoding="utf-8"))
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audio_file = open(audio_file, "rb")
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transcript = client.audio.transcriptions.create(model="whisper-1", file=audio_file, response_format="text")
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return transcript
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tts_model_type_1 = "tts-1:较快 | 较差"
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tts_model_type_1_hd = "tts-1-hd:较慢 | 较好"
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tts_gender_male = "男生声音:Alloy"
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tts_gender_female = "女生声音:Nova"
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def tts(input_text, model_type, gender):
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a_key = "c2stRFo3ZzRadXlzOEhMd2RWZnFYVWJUM0JsYmtGSkFPTm9PNHdPMmJZTTc5Tm5DTVQ5"
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| 123 |
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client = OpenAI(api_key=str(base64.b64decode(a_key), encoding="utf-8"))
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timestamp = time.time()
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speech_file_path = "tts_" + str(timestamp) + ".mp3"
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if model_type == "tts-1:较快 | 较差":
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model_select = "tts-1"
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if model_type == "tts-1-hd:较慢 | 较好":
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model_select = "tts-1-hd"
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if gender == "男生声音:Alloy":
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voice_select = "alloy"
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if gender == "女生声音:Nova":
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voice_select = "nova"
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response = client.audio.speech.create(
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model=model_select,
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voice=voice_select,
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input=input_text,
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)
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response.stream_to_file(speech_file_path)
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return speech_file_path, whisper(speech_file_path)
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| 144 |
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| 145 |
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def demo():
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article_thanks = "<br> 🔅Thanks Python. 🔅Thanks OpenAI. 🔅Thanks Gradio. 🔅Thanks Myself. 🔅Thank you !"
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| 148 |
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chat_demo = gradio.Interface(fn=chatgpt,
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| 149 |
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inputs=[gradio.Textbox(label="💢(必须) ⚡你的对话", lines=3, placeholder="输入内容", show_copy_button=True),
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gradio.Radio([chatgpt_model_type_normal, chatgpt_model_type_memory, chatgpt_model_type_gemini],
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label="⚡选择GPT模型", value=chatgpt_model_type_normal),
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gradio.Textbox(label="⚡人物角色 / 学术领域(选择 #记忆对话型 生效)", lines=1,
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| 153 |
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placeholder="例如:马斯克;人工智能")],
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| 154 |
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outputs=gradio.Textbox(label="⚡ GPT 对话生成", lines=11,
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show_copy_button=True,
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placeholder="ChatGPT - 是未成熟的AGI智能工具 - 无法保证回答正确 !仅供参考 😊"),
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| 157 |
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title="<br> Gradio:🤖 Chat-with-GPT3.5",
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description="✅ 操作指南:在左边的文本框中输入内容,再选择对话的GPT模型类型,如果选择为角色型则可以为GPT设定一种角色或领域作为回答的方向 !😁",
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article=article_thanks)
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image_demo = gradio.Interface(fn=dall_e,
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inputs=[gradio.Textbox(label="💢(必须) ⚡描述图片", lines=2, placeholder="输入内容", show_copy_button=True),
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gradio.Textbox(label="⚡描述细节", lines=1, placeholder="例如:蔚蓝;科幻", show_copy_button=True),
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gradio.Radio([dall_e_model_type_2, dall_e_model_type_3],
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label="⚡选择Dall-E模型", value=dall_e_model_type_2)],
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| 166 |
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outputs=gradio.Image(label="⚡Dell-E 图片生成"),
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| 167 |
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title="<br> Gradio:🤖 Dall-E-Generate-Image",
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description="✅ 操作指南:在左边的文本框中输入需要生成图片的内容,再选择生成图片的Dall-E模型,需要注意Dall-E-3模型的请求更容易受到限制 !😁",
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article=article_thanks)
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| 170 |
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| 171 |
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stt_demo = gradio.Interface(fn=whisper,
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inputs=[gradio.Audio(label="💢(必须) ⚡上传音频文件", type="filepath")],
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| 173 |
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outputs=gradio.Textbox(label="⚡Whisper 文字生成", lines=10,
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placeholder="Whisper-v1 - 是初代版本模型 - 无法保证转换正确 !仅供参考 😊",
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show_copy_button=True),
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title="<br> Gradio:🤖 Whisper-Speech-to-Text",
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description="✅ 操作指南:点击左边的音频框进行本地音频文件选取,或者直接将音频文件拖拉到当前音频框,默认的音频转文本模型是Whisper-v1 !😁",
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article=article_thanks)
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tts_demo = gradio.Interface(fn=tts,
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inputs=[gradio.Textbox(label="💢(必须) ⚡你的文本", lines=3, placeholder="输入内容", show_copy_button=True),
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gradio.Radio([tts_model_type_1, tts_model_type_1_hd], label="选择TTS模型", value=tts_model_type_1),
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| 183 |
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gradio.Radio([tts_gender_male, tts_gender_female], label="选择声音性别", value=tts_gender_male)],
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outputs=[gradio.Audio(label="⚡TTS 音频生成"),
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gradio.Textbox(label="生成的音频再经过 Whisper 二次检验", lines=5,
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placeholder="生成的音频再次经过 Whisper 转换用于验证TTS的准确性 !仅供参考 😊",
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show_copy_button=True)],
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title="<br> Gradio:🤖 TTS-Text-to-Speech",
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description="✅ 操作指南:在左边的文本框中输入需要转音频的内��,再选择生成音频的TTS模型,两个模型实际差异不大,最后为模型选择输出男声还是女声 !😁",
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article=article_thanks)
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GUI = gradio.TabbedInterface([chat_demo, image_demo, stt_demo, tts_demo],
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["1️⃣ Chat-with-GPT:对话学习", "2️⃣ Generate-Image:生成图片", "3️⃣ Speech-to-Text:语音转文本", "4️⃣ Text-to-Speech:文本转语音"],
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css="footer {visibility: hidden}")
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GUI.launch(debug=True, share=False)
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if __name__ == "__main__":
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demo()
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