272532a3ea
With all these examples updated, we no longer need dedicated examples illustrating `LLMContext`, so they're removed. Here’s where we *don’t* yet use `LLMContext` and associated machinery: - Realtime services: OpenAI Realtime, Gemini Live, and AWS Nova Sonic (support coming soon) - `GoogleLLMOpenAIBetaService` (it’s deprecated, so we didn’t bother adding support) - `LLMLogObserver` (support coming soon) - `GatedOpenAILLMContextAggregator` (support coming soon) - `LangchainProcessor` (support coming soon) - `Mem0MemoryService` (support coming soon) - Examples that use LLM-specific tools definitions as opposed to `ToolsSchema` (these will be updated soon) - Examples that rely `GoogleLLMContext.upgrade_to_google` (TBD what to do with these) Examples that use `LLMLogObserver`: - 30- Examples that use `GatedOpenAILLMContextAggregator`: - 22- Examples that use `LangchainProcessor`: - 07b- Examples that use `Mem0MemoryService`: - 37- Examples that need updating to use `ToolsSchema`: - 15- - 15a- - 20a- - 20c- - 20d- - 22b- - 22c- - 33- - 36- Examples that use `GoogleLLMContext.upgrade_to_google`: - 22d- - 25-
252 lines
10 KiB
Python
252 lines
10 KiB
Python
#
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# Copyright (c) 2024-2025 Daily
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#
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# SPDX-License-Identifier: BSD 2-Clause License
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#
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import argparse
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import asyncio
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import sys
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from datetime import datetime, timezone
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from pathlib import Path
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from dotenv import load_dotenv
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from eval import EvalRunner
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from loguru import logger
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from PIL import Image
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from utils import check_env_variables
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load_dotenv(override=True)
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SCRIPT_DIR = Path(__file__).resolve().parent
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ASSETS_DIR = SCRIPT_DIR / "assets"
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FOUNDATIONAL_DIR = SCRIPT_DIR.parent.parent / "examples" / "foundational"
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# Speaking order constants
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USER_SPEAKS_FIRST = True
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BOT_SPEAKS_FIRST = False
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# Math
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PROMPT_SIMPLE_MATH = "A simple math addition."
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EVAL_SIMPLE_MATH = "Correct math addition."
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# Weather
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PROMPT_WEATHER = "What's the weather in San Francisco?"
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EVAL_WEATHER = (
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"Something specific about the current weather in San Francisco, including the degrees."
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)
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# Online search
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PROMPT_ONLINE_SEARCH = "What's the date right now in London?"
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EVAL_ONLINE_SEARCH = f"Today is {datetime.now(timezone.utc).strftime('%B %d, %Y')}."
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# Switch language
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PROMPT_SWITCH_LANGUAGE = "Say something in Spanish."
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EVAL_SWITCH_LANGUAGE = "The user is now talking in Spanish."
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# Vision
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PROMPT_VISION = ("What do you see?", Image.open(ASSETS_DIR / "cat.jpg"))
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EVAL_VISION = "A cat description."
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# Voicemail
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PROMPT_VOICEMAIL = "Please leave a message after the beep."
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EVAL_VOICEMAIL = "Assess the conversation and determine if it is a voicemail."
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PROMPT_CONVERSATION = "Hello, this is Mark."
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EVAL_CONVERSATION = "A start of a conversation, not a voicemail."
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TESTS_07 = [
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# 07 series
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("07-interruptible.py", PROMPT_SIMPLE_MATH, EVAL_SIMPLE_MATH, BOT_SPEAKS_FIRST),
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("07-interruptible-cartesia-http.py", PROMPT_SIMPLE_MATH, EVAL_SIMPLE_MATH, BOT_SPEAKS_FIRST),
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("07a-interruptible-speechmatics.py", PROMPT_SIMPLE_MATH, EVAL_SIMPLE_MATH, BOT_SPEAKS_FIRST),
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("07aa-interruptible-soniox.py", PROMPT_SIMPLE_MATH, EVAL_SIMPLE_MATH, BOT_SPEAKS_FIRST),
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("07ab-interruptible-inworld-http.py", PROMPT_SIMPLE_MATH, EVAL_SIMPLE_MATH, BOT_SPEAKS_FIRST),
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("07ac-interruptible-asyncai.py", PROMPT_SIMPLE_MATH, EVAL_SIMPLE_MATH, BOT_SPEAKS_FIRST),
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("07ac-interruptible-asyncai-http.py", PROMPT_SIMPLE_MATH, EVAL_SIMPLE_MATH, BOT_SPEAKS_FIRST),
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("07b-interruptible-langchain.py", PROMPT_SIMPLE_MATH, EVAL_SIMPLE_MATH, BOT_SPEAKS_FIRST),
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("07c-interruptible-deepgram.py", PROMPT_SIMPLE_MATH, EVAL_SIMPLE_MATH, BOT_SPEAKS_FIRST),
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("07d-interruptible-elevenlabs.py", PROMPT_SIMPLE_MATH, EVAL_SIMPLE_MATH, BOT_SPEAKS_FIRST),
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(
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"07d-interruptible-elevenlabs-http.py",
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PROMPT_SIMPLE_MATH,
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EVAL_SIMPLE_MATH,
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BOT_SPEAKS_FIRST,
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),
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("07e-interruptible-playht.py", PROMPT_SIMPLE_MATH, EVAL_SIMPLE_MATH, BOT_SPEAKS_FIRST),
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("07e-interruptible-playht-http.py", PROMPT_SIMPLE_MATH, EVAL_SIMPLE_MATH, BOT_SPEAKS_FIRST),
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("07f-interruptible-azure.py", PROMPT_SIMPLE_MATH, EVAL_SIMPLE_MATH, BOT_SPEAKS_FIRST),
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("07g-interruptible-openai.py", PROMPT_SIMPLE_MATH, EVAL_SIMPLE_MATH, BOT_SPEAKS_FIRST),
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("07h-interruptible-openpipe.py", PROMPT_SIMPLE_MATH, EVAL_SIMPLE_MATH, BOT_SPEAKS_FIRST),
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("07j-interruptible-gladia.py", PROMPT_SIMPLE_MATH, EVAL_SIMPLE_MATH, BOT_SPEAKS_FIRST),
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("07k-interruptible-lmnt.py", PROMPT_SIMPLE_MATH, EVAL_SIMPLE_MATH, BOT_SPEAKS_FIRST),
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("07l-interruptible-groq.py", PROMPT_SIMPLE_MATH, EVAL_SIMPLE_MATH, BOT_SPEAKS_FIRST),
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("07m-interruptible-aws.py", PROMPT_SIMPLE_MATH, EVAL_SIMPLE_MATH, BOT_SPEAKS_FIRST),
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("07n-interruptible-gemini.py", PROMPT_SIMPLE_MATH, EVAL_SIMPLE_MATH, BOT_SPEAKS_FIRST),
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("07n-interruptible-google.py", PROMPT_SIMPLE_MATH, EVAL_SIMPLE_MATH, BOT_SPEAKS_FIRST),
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("07o-interruptible-assemblyai.py", PROMPT_SIMPLE_MATH, EVAL_SIMPLE_MATH, BOT_SPEAKS_FIRST),
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("07q-interruptible-rime.py", PROMPT_SIMPLE_MATH, EVAL_SIMPLE_MATH, BOT_SPEAKS_FIRST),
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("07q-interruptible-rime-http.py", PROMPT_SIMPLE_MATH, EVAL_SIMPLE_MATH, BOT_SPEAKS_FIRST),
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("07r-interruptible-riva-nim.py", PROMPT_SIMPLE_MATH, EVAL_SIMPLE_MATH, BOT_SPEAKS_FIRST),
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(
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"07s-interruptible-google-audio-in.py",
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PROMPT_SIMPLE_MATH,
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EVAL_SIMPLE_MATH,
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BOT_SPEAKS_FIRST,
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),
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("07t-interruptible-fish.py", PROMPT_SIMPLE_MATH, EVAL_SIMPLE_MATH, BOT_SPEAKS_FIRST),
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("07v-interruptible-neuphonic.py", PROMPT_SIMPLE_MATH, EVAL_SIMPLE_MATH, BOT_SPEAKS_FIRST),
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("07v-interruptible-neuphonic-http.py", PROMPT_SIMPLE_MATH, EVAL_SIMPLE_MATH, BOT_SPEAKS_FIRST),
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("07w-interruptible-fal.py", PROMPT_SIMPLE_MATH, EVAL_SIMPLE_MATH, BOT_SPEAKS_FIRST),
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("07y-interruptible-minimax.py", PROMPT_SIMPLE_MATH, EVAL_SIMPLE_MATH, BOT_SPEAKS_FIRST),
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("07z-interruptible-sarvam.py", PROMPT_SIMPLE_MATH, EVAL_SIMPLE_MATH, BOT_SPEAKS_FIRST),
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# Needs a local XTTS docker instance running.
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# ("07i-interruptible-xtts.py", PROMPT_SIMPLE_MATH, EVAL_SIMPLE_MATH, BOT_SPEAKS_FIRST),
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# Needs a Krisp license.
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# ("07p-interruptible-krisp.py", PROMPT_SIMPLE_MATH, EVAL_SIMPLE_MATH, BOT_SPEAKS_FIRST),
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# Needs GPU resources.
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# ("07u-interruptible-ultravox.py", PROMPT_SIMPLE_MATH, EVAL_SIMPLE_MATH, BOT_SPEAKS_FIRST),
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]
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TESTS_12 = [
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("12-describe-video.py", PROMPT_VISION, EVAL_VISION, BOT_SPEAKS_FIRST),
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("12a-describe-video-gemini-flash.py", PROMPT_VISION, EVAL_VISION, BOT_SPEAKS_FIRST),
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("12b-describe-video-gpt-4o.py", PROMPT_VISION, EVAL_VISION, BOT_SPEAKS_FIRST),
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("12c-describe-video-anthropic.py", PROMPT_VISION, EVAL_VISION, BOT_SPEAKS_FIRST),
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]
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TESTS_14 = [
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("14-function-calling.py", PROMPT_WEATHER, EVAL_WEATHER, BOT_SPEAKS_FIRST),
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("14a-function-calling-anthropic.py", PROMPT_WEATHER, EVAL_WEATHER, BOT_SPEAKS_FIRST),
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("14b-function-calling-anthropic-video.py", PROMPT_WEATHER, EVAL_WEATHER, BOT_SPEAKS_FIRST),
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("14d-function-calling-video.py", PROMPT_WEATHER, EVAL_WEATHER, BOT_SPEAKS_FIRST),
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("14e-function-calling-google.py", PROMPT_WEATHER, EVAL_WEATHER, BOT_SPEAKS_FIRST),
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("14f-function-calling-groq.py", PROMPT_WEATHER, EVAL_WEATHER, BOT_SPEAKS_FIRST),
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("14g-function-calling-grok.py", PROMPT_WEATHER, EVAL_WEATHER, BOT_SPEAKS_FIRST),
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("14h-function-calling-azure.py", PROMPT_WEATHER, EVAL_WEATHER, BOT_SPEAKS_FIRST),
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("14i-function-calling-fireworks.py", PROMPT_WEATHER, EVAL_WEATHER, BOT_SPEAKS_FIRST),
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("14j-function-calling-nim.py", PROMPT_WEATHER, EVAL_WEATHER, BOT_SPEAKS_FIRST),
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("14k-function-calling-cerebras.py", PROMPT_WEATHER, EVAL_WEATHER, BOT_SPEAKS_FIRST),
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("14m-function-calling-openrouter.py", PROMPT_WEATHER, EVAL_WEATHER, BOT_SPEAKS_FIRST),
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("14n-function-calling-perplexity.py", PROMPT_WEATHER, EVAL_WEATHER, BOT_SPEAKS_FIRST),
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("14p-function-calling-gemini-vertex-ai.py", PROMPT_WEATHER, EVAL_WEATHER, BOT_SPEAKS_FIRST),
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("14q-function-calling-qwen.py", PROMPT_WEATHER, EVAL_WEATHER, BOT_SPEAKS_FIRST),
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("14r-function-calling-aws.py", PROMPT_WEATHER, EVAL_WEATHER, BOT_SPEAKS_FIRST),
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("14v-function-calling-openai.py", PROMPT_WEATHER, EVAL_WEATHER, BOT_SPEAKS_FIRST),
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("14w-function-calling-mistral.py", PROMPT_WEATHER, EVAL_WEATHER, BOT_SPEAKS_FIRST),
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# Currently not working.
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# ("14c-function-calling-together.py", PROMPT_WEATHER, EVAL_WEATHER, BOT_SPEAKS_FIRST),
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# ("14l-function-calling-deepseek.py", PROMPT_WEATHER, EVAL_WEATHER, BOT_SPEAKS_FIRST),
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# ("14o-function-calling-gemini-openai-format.py", PROMPT_WEATHER, EVAL_WEATHER, BOT_SPEAKS_FIRST),
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]
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TESTS_15 = [
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("15a-switch-languages.py", PROMPT_SWITCH_LANGUAGE, EVAL_SWITCH_LANGUAGE, BOT_SPEAKS_FIRST),
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]
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TESTS_19 = [
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("19-openai-realtime-beta.py", PROMPT_WEATHER, EVAL_WEATHER, BOT_SPEAKS_FIRST),
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("19a-azure-realtime-beta.py", PROMPT_WEATHER, EVAL_WEATHER, BOT_SPEAKS_FIRST),
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("19b-openai-realtime-text.py", PROMPT_WEATHER, EVAL_WEATHER, BOT_SPEAKS_FIRST),
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("19b-openai-realtime-beta-text.py", PROMPT_WEATHER, EVAL_WEATHER, BOT_SPEAKS_FIRST),
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]
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TESTS_21 = [
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("21a-tavus-video-service.py", PROMPT_SIMPLE_MATH, EVAL_SIMPLE_MATH, BOT_SPEAKS_FIRST),
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]
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TESTS_26 = [
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("26-gemini-multimodal-live.py", PROMPT_SIMPLE_MATH, EVAL_SIMPLE_MATH, BOT_SPEAKS_FIRST),
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(
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"26a-gemini-multimodal-live-transcription.py",
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PROMPT_SIMPLE_MATH,
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EVAL_SIMPLE_MATH,
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BOT_SPEAKS_FIRST,
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),
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(
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"26b-gemini-multimodal-live-function-calling.py",
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PROMPT_WEATHER,
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EVAL_WEATHER,
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BOT_SPEAKS_FIRST,
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),
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("26c-gemini-multimodal-live-video.py", PROMPT_SIMPLE_MATH, EVAL_SIMPLE_MATH, BOT_SPEAKS_FIRST),
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(
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"26e-gemini-multimodal-google-search.py",
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PROMPT_ONLINE_SEARCH,
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EVAL_ONLINE_SEARCH,
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BOT_SPEAKS_FIRST,
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),
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# Currently not working.
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# ("26d-gemini-multimodal-live-text.py", PROMPT_SIMPLE_MATH, EVAL_SIMPLE_MATH, BOT_SPEAKS_FIRST),
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]
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TESTS_27 = [
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("27-simli-layer.py", PROMPT_SIMPLE_MATH, EVAL_SIMPLE_MATH, BOT_SPEAKS_FIRST),
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]
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TESTS_40 = [
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("40-aws-nova-sonic.py", PROMPT_SIMPLE_MATH, EVAL_SIMPLE_MATH, BOT_SPEAKS_FIRST),
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]
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TESTS_43 = [
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("43a-heygen-video-service.py", PROMPT_SIMPLE_MATH, EVAL_SIMPLE_MATH, BOT_SPEAKS_FIRST),
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]
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TESTS_44 = [
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("44-voicemail-detection.py", PROMPT_VOICEMAIL, EVAL_VOICEMAIL, USER_SPEAKS_FIRST),
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("44-voicemail-detection.py", PROMPT_CONVERSATION, EVAL_CONVERSATION, USER_SPEAKS_FIRST),
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]
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TESTS = [
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*TESTS_07,
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*TESTS_12,
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*TESTS_14,
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*TESTS_15,
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*TESTS_19,
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*TESTS_21,
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*TESTS_26,
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*TESTS_27,
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*TESTS_40,
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*TESTS_43,
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*TESTS_44,
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]
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async def main(args: argparse.Namespace):
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if not check_env_variables():
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return
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# Log level
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logger.remove(0)
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log_level = "TRACE" if args.verbose >= 2 else "DEBUG"
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if args.verbose:
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logger.add(sys.stderr, level=log_level)
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runner = EvalRunner(
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examples_dir=FOUNDATIONAL_DIR,
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name=args.name,
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pattern=args.pattern,
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record_audio=args.audio,
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log_level=log_level,
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)
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# Parse test config: (test, prompt, eval, user_speaks_first)
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for test_config in TESTS:
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test, prompt, eval, user_speaks_first = test_config
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await runner.run_eval(test, prompt, eval, user_speaks_first)
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runner.print_results()
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if __name__ == "__main__":
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parser = argparse.ArgumentParser(description="Pipecat Eval Runner")
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parser.add_argument("--audio", "-a", action="store_true", help="Record audio for each test")
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parser.add_argument("--name", "-n", help="Name for the current runner (e.g. 'v.0.0.68')")
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parser.add_argument("--pattern", "-p", help="Only run tests that match the pattern")
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parser.add_argument("--verbose", "-v", action="count", default=0)
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args = parser.parse_args()
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asyncio.run(main(args))
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