Open dinhan92 opened 1 month ago
LlamaIndex does not have specific examples or documentation for integrating with PowerPoint or similar presentation software for real-time translation and live subtitles. However, LlamaIndex does support real-time data processing and streaming capabilities, which could be leveraged for such a use case.
To achieve real-time translation with live subtitles, you can use LlamaIndex's built-in support for handling audio input and converting it to text. Here are the steps you can follow:
Transcribe Audio to Text: Use LlamaIndex's integration with audio transcription tools like Azure Speech, AssemblyAI, or OpenAI's Whisper model to transcribe the spoken language into text.
Example using Azure Speech Tool:
from llama_index.tools.azure_speech import AzureSpeechToolSpec
from llama_index.agent.openai import OpenAIAgent
speech_tool = AzureSpeechToolSpec(speech_key="your-key", region="eastus")
agent = OpenAIAgent.from_tools(
speech_tool.to_tool_list(),
verbose=True,
)
print(agent.chat("summarize the data/speech.wav audio file into a few sentences"))
Example using AssemblyAI:
from llama_index.readers.assemblyai import AssemblyAIAudioTranscriptReader
audio_file = "https://storage.googleapis.com/aai-docs-samples/nbc.mp3"
reader = AssemblyAIAudioTranscriptReader(file_path=audio_file)
docs = reader.load_data()
print(docs[0].text)
Example using OpenAI Whisper:
from pathlib import Path
from llama_index.readers.file.video_audio.base import VideoAudioReader
reader = VideoAudioReader(model_version="base")
transcripts = reader.load_data(Path("path/to/your/audio/file.mp3"))
for document in transcripts:
print(document.text)
Translate Text: Configure LlamaIndex to use a custom language model for translation purposes. You can define a custom LLM and update prompts to enforce the output language.
Example:
from llama_index.core import Settings
from llama_index.llms.openai import OpenAI
llm = OpenAI(system_prompt="Always respond in your desired language.")
# set a global llm
Settings.llm = llm
query_engine = load_index_from_storage(
storage_context,
).as_query_engine()
Display Subtitles: Integrate the transcribed and translated text with PowerPoint's live subtitle feature. This step may require custom development to feed the translated text into PowerPoint's subtitle system in real-time.
By combining these steps, you can create a workflow that transcribes spoken language, translates it, and displays it as live subtitles in PowerPoint.
For more details on audio transcription and custom LLM configuration, refer to the following sources:
To continue talking to Dosu, mention @dosu.
Question Validation
Question
Is there a way that I can use this package for realtime translation with live subtitle when presentation with powerpoint? I mean in powerpoint, using live subtitle, the spoken language does not have my country language. I hope that I can use llama index for that.
Need some help! Pls!