Dom/gemini system prompt switching (#1260)

* Updated example to use Gemini

* Fixed typo

* Based on feedback, made the gemini file something that can be called separately

* Updated the readme

* Updated the readme

* Changed example to use gemini 2.0 flash lite

* This works

* Improvement

* I think this works

* Updated the code to use the correct prompt broken down into smaller pieces

* Added a few more things to detect in the prompt

* Fixed import ordering

* Updated prompt for non gemini bot to look for more voicemail examples, plus added logic to detect if we're doing dialin or not to avoid a non-fatal dialin related error

* moved terminate call to handlers class

* Simplified logic for dialin

* Forgot to use the same logic for the openai bot

* Starting to add logic for native audio input for flash lite

* Fixed logic

* Fixed some code based on suggestions
This commit is contained in:
Dominic Stewart
2025-02-24 20:29:55 -08:00
committed by GitHub
parent f818bed58f
commit f66be2cfa7
3 changed files with 202 additions and 66 deletions

View File

@@ -106,12 +106,12 @@ curl -X POST "http://localhost:7860/daily_start_bot" \
-d '{"dialoutNumber": "+18057145330", "detectVoicemail": true}'
```
### New! Using Gemini with Daily
### New! Using Gemini 2.0 Flash Lite with Daily
We have introduced a new example file that uses Gemini. You can find the code within bot_daily_gemini.py.
If you want to spin up a Gemini-based bot for this demo, instead of an OpenAI-based bot, call the same properties above but on the `daily_gemini_start_bot` endpoint instead.
We have introduced support for Google's Gemini 2.0 Flash Lite model in this example. This lightweight model offers faster response times and reduced costs while maintaining good conversational capabilities.
For example:
**Quick Start**
To use the Gemini-based bot instead of OpenAI:
```shell
curl -X POST "http://localhost:7860/daily_gemini_start_bot" \ py pipecat
@@ -119,7 +119,27 @@ curl -X POST "http://localhost:7860/daily_gemini_start_bot" \
-d '{"detectVoicemail": true}'
```
Any request body properties supported by `/daily_start_bot` (such as "detectVoicemail", "dialoutnumber", etc) can also be passed to `/daily_gemini_start_bot`. The only difference is that calling the Gemini endpoint will start a Gemini bot session.
All request body parameters supported by /daily_start_bot (such as detectVoicemail, dialoutNumber, etc.) are also compatible with /daily_gemini_start_bot.
This example uses context switching to help steer the bot in the right direction. As Flash Lite is a smaller model, breaking the prompt down into smaller piece helps to improve the bot's accuracy.
For example, instead of giving one large prompt like:
```python
system_instruction="""You are a chatbot that needs to detect if you're talking to a voicemail system or human, then either leave a message or have a conversation. If it's voicemail, say "Hello, this is a message..." and hang up. If it's a human, introduce yourself and be helpful until they say goodbye."""
```
We break it into stages:
First prompt focuses only on detection: "Determine if this is voicemail or human"
After detection, we switch to a new context: either "Leave this specific voicemail message" or "Have a conversation with the human".
**Implementation Details**
The implementation is available in bot_daily_gemini.py and features:
- Staged prompting approach: Breaking down complex tasks into smaller, more focused prompts to improve the lightweight model's performance
- Dynamic context switching: The bot can change its behavior in real-time based on what it detects (voicemail vs. human caller)
- Function-based architecture: Uses function calling to trigger context switches and call termination
### More information