fix ruff linter import organization

examples/chatbot-audio-recording/bot.py

@@ -4,15 +4,15 @@
 # SPDX-License-Identifier: BSD 2-Clause License
 #
 
-import aiofiles
 import asyncio
+import datetime
 import io
 import os
 import sys
-
-import aiohttp
-import datetime
 import wave
+
+import aiofiles
+import aiohttp
 from dotenv import load_dotenv
 from loguru import logger
 from runner import configure

examples/deployment/flyio-example/bot.py

@@ -1,22 +1,21 @@
+import argparse
 import asyncio
 import os
 import sys
-import argparse
+
+from dotenv import load_dotenv
+from loguru import logger
 
 from pipecat.audio.vad.silero import SileroVADAnalyzer
+from pipecat.frames.frames import EndFrame, LLMMessagesFrame
 from pipecat.pipeline.pipeline import Pipeline
 from pipecat.pipeline.runner import PipelineRunner
 from pipecat.pipeline.task import PipelineParams, PipelineTask
-from pipecat.frames.frames import LLMMessagesFrame, EndFrame
 from pipecat.processors.aggregators.openai_llm_context import OpenAILLMContext
-from pipecat.services.openai import OpenAILLMService
 from pipecat.services.elevenlabs import ElevenLabsTTSService
+from pipecat.services.openai import OpenAILLMService
 from pipecat.transports.services.daily import DailyParams, DailyTransport
 
-from loguru import logger
-
-from dotenv import load_dotenv
-
 load_dotenv(override=True)
 
 logger.remove(0)

examples/deployment/flyio-example/bot_runner.py

@@ -4,26 +4,24 @@
 # SPDX-License-Identifier: BSD 2-Clause License
 #
 
-import aiohttp
 import argparse
-import subprocess
 import os
-
+import subprocess
 from contextlib import asynccontextmanager
 
-from fastapi import FastAPI, Request, HTTPException
+import aiohttp
+from dotenv import load_dotenv
+from fastapi import FastAPI, HTTPException, Request
 from fastapi.middleware.cors import CORSMiddleware
 from fastapi.responses import JSONResponse
 
 from pipecat.transports.services.helpers.daily_rest import (
     DailyRESTHelper,
     DailyRoomObject,
-    DailyRoomProperties,
     DailyRoomParams,
+    DailyRoomProperties,
 )
 
-from dotenv import load_dotenv
-
 load_dotenv(override=True)
 
 

examples/deployment/modal-example/app.py

@@ -2,12 +2,11 @@ import os
 
 import aiohttp
 import modal
+from bot import _voice_bot_process
 from fastapi import HTTPException
 from fastapi.responses import JSONResponse
 from loguru import logger
 
-from bot import _voice_bot_process
-
 MAX_SESSION_TIME = 15 * 60  # 15 minutes
 
 app = modal.App("pipecat-modal")

examples/dialin-chatbot/bot_daily.py

@@ -1,21 +1,20 @@
+import argparse
 import asyncio
 import os
 import sys
-import argparse
+
+from dotenv import load_dotenv
+from loguru import logger
 
 from pipecat.audio.vad.silero import SileroVADAnalyzer
+from pipecat.frames.frames import EndFrame, LLMMessagesFrame
 from pipecat.pipeline.pipeline import Pipeline
 from pipecat.pipeline.runner import PipelineRunner
 from pipecat.pipeline.task import PipelineParams, PipelineTask
-from pipecat.frames.frames import LLMMessagesFrame, EndFrame
 from pipecat.processors.aggregators.openai_llm_context import OpenAILLMContext
 from pipecat.services.elevenlabs import ElevenLabsTTSService
 from pipecat.services.openai import OpenAILLMService
-from pipecat.transports.services.daily import DailyParams, DailyTransport, DailyDialinSettings
+from pipecat.transports.services.daily import DailyDialinSettings, DailyParams, DailyTransport
-
-from loguru import logger
-
-from dotenv import load_dotenv
 
 load_dotenv(override=True)
 

examples/dialin-chatbot/bot_runner.py

@@ -7,14 +7,14 @@ provisioning a room and starting a Pipecat bot in response.
 Refer to README for more information.
 """
 
-import aiohttp
-import os
 import argparse
+import os
 import subprocess
-
 from contextlib import asynccontextmanager
 
-from fastapi import FastAPI, Request, HTTPException
+import aiohttp
+from dotenv import load_dotenv
+from fastapi import FastAPI, HTTPException, Request
 from fastapi.middleware.cors import CORSMiddleware
 from fastapi.responses import JSONResponse, PlainTextResponse
 from twilio.twiml.voice_response import VoiceResponse
@@ -22,13 +22,11 @@ from twilio.twiml.voice_response import VoiceResponse
 from pipecat.transports.services.helpers.daily_rest import (
     DailyRESTHelper,
     DailyRoomObject,
+    DailyRoomParams,
     DailyRoomProperties,
     DailyRoomSipParams,
-    DailyRoomParams,
 )
 
-from dotenv import load_dotenv
-
 load_dotenv(override=True)
 
 

examples/dialin-chatbot/bot_twilio.py

@@ -1,24 +1,22 @@
+import argparse
 import asyncio
 import os
 import sys
-import argparse
+
+from dotenv import load_dotenv
+from loguru import logger
+from twilio.rest import Client
 
 from pipecat.audio.vad.silero import SileroVADAnalyzer
+from pipecat.frames.frames import EndFrame, LLMMessagesFrame
 from pipecat.pipeline.pipeline import Pipeline
 from pipecat.pipeline.runner import PipelineRunner
 from pipecat.pipeline.task import PipelineParams, PipelineTask
-from pipecat.frames.frames import LLMMessagesFrame, EndFrame
 from pipecat.processors.aggregators.openai_llm_context import OpenAILLMContext
 from pipecat.services.elevenlabs import ElevenLabsTTSService
 from pipecat.services.openai import OpenAILLMService
 from pipecat.transports.services.daily import DailyParams, DailyTransport
 
-from twilio.rest import Client
-
-from loguru import logger
-
-from dotenv import load_dotenv
-
 load_dotenv(override=True)
 
 logger.remove(0)

examples/foundational/01-say-one-thing.py

@@ -5,22 +5,20 @@
 #
 
 import asyncio
-import aiohttp
 import os
 import sys
 
-from pipecat.frames.frames import EndFrame, TTSSpeakFrame
+import aiohttp
-from pipecat.pipeline.pipeline import Pipeline
+from dotenv import load_dotenv
-from pipecat.pipeline.task import PipelineTask
+from loguru import logger
-from pipecat.pipeline.runner import PipelineRunner
-from pipecat.services.cartesia import CartesiaTTSService
-from pipecat.transports.services.daily import DailyParams, DailyTransport
-
 from runner import configure
 
-from loguru import logger
+from pipecat.frames.frames import EndFrame, TTSSpeakFrame
-
+from pipecat.pipeline.pipeline import Pipeline
-from dotenv import load_dotenv
+from pipecat.pipeline.runner import PipelineRunner
+from pipecat.pipeline.task import PipelineTask
+from pipecat.services.cartesia import CartesiaTTSService
+from pipecat.transports.services.daily import DailyParams, DailyTransport
 
 load_dotenv(override=True)
 

examples/foundational/01a-local-audio.py

@@ -5,10 +5,13 @@
 #
 
 import asyncio
-import aiohttp
 import os
 import sys
 
+import aiohttp
+from dotenv import load_dotenv
+from loguru import logger
+
 from pipecat.frames.frames import EndFrame, TTSSpeakFrame
 from pipecat.pipeline.pipeline import Pipeline
 from pipecat.pipeline.runner import PipelineRunner
@@ -17,10 +20,6 @@ from pipecat.services.cartesia import CartesiaTTSService
 from pipecat.transports.base_transport import TransportParams
 from pipecat.transports.local.audio import LocalAudioTransport
 
-from loguru import logger
-
-from dotenv import load_dotenv
-
 load_dotenv(override=True)
 
 logger.remove(0)

examples/foundational/01b-livekit-audio.py

@@ -4,6 +4,9 @@ import os
 import sys
 
 import aiohttp
+from dotenv import load_dotenv
+from livekit import api
+from loguru import logger
 
 from pipecat.frames.frames import TextFrame
 from pipecat.pipeline.pipeline import Pipeline
@@ -12,12 +15,6 @@ from pipecat.pipeline.task import PipelineTask
 from pipecat.services.cartesia import CartesiaTTSService
 from pipecat.transports.services.livekit import LiveKitParams, LiveKitTransport
 
-from livekit import api
-
-from loguru import logger
-
-from dotenv import load_dotenv
-
 load_dotenv(override=True)
 
 logger.remove(0)

examples/foundational/01c-fastpitch.py

@@ -5,22 +5,20 @@
 #
 
 import asyncio
-import aiohttp
 import os
 import sys
 
-from pipecat.frames.frames import EndFrame, TTSSpeakFrame
+import aiohttp
-from pipecat.pipeline.pipeline import Pipeline
+from dotenv import load_dotenv
-from pipecat.pipeline.task import PipelineTask
+from loguru import logger
-from pipecat.pipeline.runner import PipelineRunner
-from pipecat.services.riva import FastPitchTTSService
-from pipecat.transports.services.daily import DailyParams, DailyTransport
-
 from runner import configure
 
-from loguru import logger
+from pipecat.frames.frames import EndFrame, TTSSpeakFrame
-
+from pipecat.pipeline.pipeline import Pipeline
-from dotenv import load_dotenv
+from pipecat.pipeline.runner import PipelineRunner
+from pipecat.pipeline.task import PipelineTask
+from pipecat.services.riva import FastPitchTTSService
+from pipecat.transports.services.daily import DailyParams, DailyTransport
 
 load_dotenv(override=True)
 

examples/foundational/02-llm-say-one-thing.py

@@ -5,10 +5,14 @@
 #
 
 import asyncio
-import aiohttp
 import os
 import sys
 
+import aiohttp
+from dotenv import load_dotenv
+from loguru import logger
+from runner import configure
+
 from pipecat.frames.frames import EndFrame, LLMMessagesFrame
 from pipecat.pipeline.pipeline import Pipeline
 from pipecat.pipeline.runner import PipelineRunner
@@ -17,12 +21,6 @@ from pipecat.services.cartesia import CartesiaTTSService
 from pipecat.services.openai import OpenAILLMService
 from pipecat.transports.services.daily import DailyParams, DailyTransport
 
-from runner import configure
-
-from loguru import logger
-
-from dotenv import load_dotenv
-
 load_dotenv(override=True)
 
 logger.remove(0)

examples/foundational/03-still-frame.py

@@ -5,10 +5,14 @@
 #
 
 import asyncio
-import aiohttp
 import os
 import sys
 
+import aiohttp
+from dotenv import load_dotenv
+from loguru import logger
+from runner import configure
+
 from pipecat.frames.frames import EndFrame, TextFrame
 from pipecat.pipeline.pipeline import Pipeline
 from pipecat.pipeline.runner import PipelineRunner
@@ -16,12 +20,6 @@ from pipecat.pipeline.task import PipelineTask
 from pipecat.services.fal import FalImageGenService
 from pipecat.transports.services.daily import DailyParams, DailyTransport
 
-from runner import configure
-
-from loguru import logger
-
-from dotenv import load_dotenv
-
 load_dotenv(override=True)
 
 logger.remove(0)

examples/foundational/03a-local-still-frame.py

@@ -5,12 +5,14 @@
 #
 
 import asyncio
-import aiohttp
 import os
 import sys
-
 import tkinter as tk
 
+import aiohttp
+from dotenv import load_dotenv
+from loguru import logger
+
 from pipecat.frames.frames import TextFrame
 from pipecat.pipeline.pipeline import Pipeline
 from pipecat.pipeline.runner import PipelineRunner
@@ -19,10 +21,6 @@ from pipecat.services.fal import FalImageGenService
 from pipecat.transports.base_transport import TransportParams
 from pipecat.transports.local.tk import TkLocalTransport
 
-from loguru import logger
-
-from dotenv import load_dotenv
-
 load_dotenv(override=True)
 
 logger.remove(0)

examples/foundational/04-utterance-and-speech.py

@@ -8,27 +8,24 @@
 # This example broken on latest pipecat and needs updating.
 #
 
-import aiohttp
 import asyncio
 import os
 import sys
 
-from pipecat.pipeline.merge_pipeline import SequentialMergePipeline
+import aiohttp
-from pipecat.pipeline.pipeline import Pipeline
+from dotenv import load_dotenv
+from loguru import logger
+from runner import configure
 
 from pipecat.frames.frames import EndPipeFrame, LLMMessagesFrame, TextFrame
+from pipecat.pipeline.merge_pipeline import SequentialMergePipeline
+from pipecat.pipeline.pipeline import Pipeline
 from pipecat.pipeline.task import PipelineTask
 from pipecat.services.azure import AzureLLMService, AzureTTSService
 from pipecat.services.elevenlabs import ElevenLabsTTSService
 from pipecat.services.transport_services import TransportServiceOutput
 from pipecat.services.transports.daily_transport import DailyTransport
 
-from runner import configure
-
-from loguru import logger
-
-from dotenv import load_dotenv
-
 load_dotenv(override=True)
 
 logger.remove(0)

examples/foundational/05-sync-speech-and-image.py

@@ -5,12 +5,15 @@
 #
 
 import asyncio
-import aiohttp
 import os
 import sys
-
 from dataclasses import dataclass
 
+import aiohttp
+from dotenv import load_dotenv
+from loguru import logger
+from runner import configure
+
 from pipecat.frames.frames import (
     DataFrame,
     Frame,
@@ -22,19 +25,13 @@ from pipecat.pipeline.pipeline import Pipeline
 from pipecat.pipeline.runner import PipelineRunner
 from pipecat.pipeline.sync_parallel_pipeline import SyncParallelPipeline
 from pipecat.pipeline.task import PipelineTask
-from pipecat.processors.frame_processor import FrameDirection, FrameProcessor
 from pipecat.processors.aggregators.sentence import SentenceAggregator
+from pipecat.processors.frame_processor import FrameDirection, FrameProcessor
 from pipecat.services.cartesia import CartesiaHttpTTSService
-from pipecat.services.openai import OpenAILLMService
 from pipecat.services.fal import FalImageGenService
+from pipecat.services.openai import OpenAILLMService
 from pipecat.transports.services.daily import DailyParams, DailyTransport
 
-from runner import configure
-
-from loguru import logger
-
-from dotenv import load_dotenv
-
 load_dotenv(override=True)
 
 logger.remove(0)

examples/foundational/05a-local-sync-speech-and-image.py

@@ -4,20 +4,22 @@
 # SPDX-License-Identifier: BSD 2-Clause License
 #
 
-import aiohttp
 import asyncio
 import os
 import sys
-
 import tkinter as tk
 
+import aiohttp
+from dotenv import load_dotenv
+from loguru import logger
+
 from pipecat.frames.frames import (
     Frame,
+    LLMMessagesFrame,
     OutputAudioRawFrame,
+    TextFrame,
     TTSAudioRawFrame,
     URLImageRawFrame,
-    LLMMessagesFrame,
-    TextFrame,
 )
 from pipecat.pipeline.pipeline import Pipeline
 from pipecat.pipeline.runner import PipelineRunner
@@ -26,15 +28,11 @@ from pipecat.pipeline.task import PipelineTask
 from pipecat.processors.aggregators.sentence import SentenceAggregator
 from pipecat.processors.frame_processor import FrameDirection, FrameProcessor
 from pipecat.services.cartesia import CartesiaHttpTTSService
-from pipecat.services.openai import OpenAILLMService
 from pipecat.services.fal import FalImageGenService
+from pipecat.services.openai import OpenAILLMService
 from pipecat.transports.base_transport import TransportParams
 from pipecat.transports.local.tk import TkLocalTransport, TkOutputTransport
 
-from loguru import logger
-
-from dotenv import load_dotenv
-
 load_dotenv(override=True)
 
 logger.remove(0)

examples/foundational/06a-image-sync.py

@@ -5,11 +5,14 @@
 #
 
 import asyncio
-import aiohttp
 import os
 import sys
 
+import aiohttp
+from dotenv import load_dotenv
+from loguru import logger
 from PIL import Image
+from runner import configure
 
 from pipecat.audio.vad.silero import SileroVADAnalyzer
 from pipecat.frames.frames import Frame, OutputImageRawFrame, SystemFrame, TextFrame
@@ -20,14 +23,7 @@ from pipecat.processors.aggregators.openai_llm_context import OpenAILLMContext
 from pipecat.processors.frame_processor import FrameDirection, FrameProcessor
 from pipecat.services.cartesia import CartesiaHttpTTSService
 from pipecat.services.openai import OpenAILLMService
-from pipecat.transports.services.daily import DailyTransport
+from pipecat.transports.services.daily import DailyParams, DailyTransport
-
-from pipecat.transports.services.daily import DailyParams
-from runner import configure
-
-from loguru import logger
-
-from dotenv import load_dotenv
 
 load_dotenv(override=True)
 

examples/foundational/07-interruptible-vad.py

@@ -5,26 +5,24 @@
 #
 
 import asyncio
-import aiohttp
 import os
 import sys
 
+import aiohttp
+from dotenv import load_dotenv
+from loguru import logger
+from runner import configure
+
 from pipecat.frames.frames import LLMMessagesFrame
 from pipecat.pipeline.pipeline import Pipeline
 from pipecat.pipeline.runner import PipelineRunner
 from pipecat.pipeline.task import PipelineParams, PipelineTask
-from pipecat.processors.audio.vad.silero import SileroVAD
 from pipecat.processors.aggregators.openai_llm_context import OpenAILLMContext
+from pipecat.processors.audio.vad.silero import SileroVAD
 from pipecat.services.cartesia import CartesiaTTSService
 from pipecat.services.openai import OpenAILLMService
 from pipecat.transports.services.daily import DailyParams, DailyTransport
 
-from runner import configure
-
-from loguru import logger
-
-from dotenv import load_dotenv
-
 load_dotenv(override=True)
 
 logger.remove(0)

examples/foundational/07-interruptible.py

@@ -5,10 +5,14 @@
 #
 
 import asyncio
-import aiohttp
 import os
 import sys
 
+import aiohttp
+from dotenv import load_dotenv
+from loguru import logger
+from runner import configure
+
 from pipecat.audio.vad.silero import SileroVADAnalyzer
 from pipecat.frames.frames import LLMMessagesFrame
 from pipecat.pipeline.pipeline import Pipeline
@@ -19,12 +23,6 @@ from pipecat.services.cartesia import CartesiaTTSService
 from pipecat.services.openai import OpenAILLMService
 from pipecat.transports.services.daily import DailyParams, DailyTransport
 
-from runner import configure
-
-from loguru import logger
-
-from dotenv import load_dotenv
-
 load_dotenv(override=True)
 
 logger.remove(0)

examples/foundational/07b-interruptible-langchain.py

@@ -9,6 +9,14 @@ import os
 import sys
 
 import aiohttp
+from dotenv import load_dotenv
+from langchain.prompts import ChatPromptTemplate, MessagesPlaceholder
+from langchain_community.chat_message_histories import ChatMessageHistory
+from langchain_core.chat_history import BaseChatMessageHistory
+from langchain_core.runnables.history import RunnableWithMessageHistory
+from langchain_openai import ChatOpenAI
+from loguru import logger
+from runner import configure
 
 from pipecat.audio.vad.silero import SileroVADAnalyzer
 from pipecat.frames.frames import LLMMessagesFrame
@@ -23,18 +31,6 @@ from pipecat.processors.frameworks.langchain import LangchainProcessor
 from pipecat.services.cartesia import CartesiaTTSService
 from pipecat.transports.services.daily import DailyParams, DailyTransport
 
-from langchain.prompts import ChatPromptTemplate, MessagesPlaceholder
-from langchain_community.chat_message_histories import ChatMessageHistory
-from langchain_core.chat_history import BaseChatMessageHistory
-from langchain_core.runnables.history import RunnableWithMessageHistory
-from langchain_openai import ChatOpenAI
-
-from loguru import logger
-
-from runner import configure
-
-from dotenv import load_dotenv
-
 load_dotenv(override=True)
 
 

examples/foundational/07d-interruptible-elevenlabs.py

@@ -11,7 +11,6 @@ import sys
 import aiohttp
 from dotenv import load_dotenv
 from loguru import logger
-from pipecat.processors.aggregators.openai_llm_context import OpenAILLMContext
 from runner import configure
 
 from pipecat.audio.vad.silero import SileroVADAnalyzer
@@ -19,6 +18,7 @@ from pipecat.frames.frames import LLMMessagesFrame
 from pipecat.pipeline.pipeline import Pipeline
 from pipecat.pipeline.runner import PipelineRunner
 from pipecat.pipeline.task import PipelineParams, PipelineTask
+from pipecat.processors.aggregators.openai_llm_context import OpenAILLMContext
 from pipecat.services.elevenlabs import ElevenLabsTTSService
 from pipecat.services.openai import OpenAILLMService
 from pipecat.transports.services.daily import DailyParams, DailyTransport

examples/foundational/07f-interruptible-azure.py

@@ -4,11 +4,15 @@
 # SPDX-License-Identifier: BSD 2-Clause License
 #
 
-import aiohttp
 import asyncio
 import os
 import sys
 
+import aiohttp
+from dotenv import load_dotenv
+from loguru import logger
+from runner import configure
+
 from pipecat.audio.vad.silero import SileroVADAnalyzer
 from pipecat.frames.frames import LLMMessagesFrame
 from pipecat.pipeline.pipeline import Pipeline
@@ -18,13 +22,6 @@ from pipecat.processors.aggregators.openai_llm_context import OpenAILLMContext
 from pipecat.services.azure import AzureLLMService, AzureSTTService, AzureTTSService
 from pipecat.transports.services.daily import DailyParams, DailyTransport
 
-
-from runner import configure
-
-from loguru import logger
-
-from dotenv import load_dotenv
-
 load_dotenv(override=True)
 
 logger.remove(0)

examples/foundational/07g-interruptible-openai-tts.py

@@ -11,7 +11,6 @@ import sys
 import aiohttp
 from dotenv import load_dotenv
 from loguru import logger
-from pipecat.processors.aggregators.openai_llm_context import OpenAILLMContext
 from runner import configure
 
 from pipecat.audio.vad.silero import SileroVADAnalyzer
@@ -19,6 +18,7 @@ from pipecat.frames.frames import LLMMessagesFrame
 from pipecat.pipeline.pipeline import Pipeline
 from pipecat.pipeline.runner import PipelineRunner
 from pipecat.pipeline.task import PipelineParams, PipelineTask
+from pipecat.processors.aggregators.openai_llm_context import OpenAILLMContext
 from pipecat.services.openai import OpenAILLMService, OpenAITTSService
 from pipecat.transports.services.daily import DailyParams, DailyTransport
 

examples/foundational/07h-interruptible-openpipe.py

@@ -5,9 +5,14 @@
 #
 
 import asyncio
-import aiohttp
 import os
 import sys
+import time
+
+import aiohttp
+from dotenv import load_dotenv
+from loguru import logger
+from runner import configure
 
 from pipecat.audio.vad.silero import SileroVADAnalyzer
 from pipecat.frames.frames import LLMMessagesFrame
@@ -19,13 +24,6 @@ from pipecat.services.cartesia import CartesiaTTSService
 from pipecat.services.openpipe import OpenPipeLLMService
 from pipecat.transports.services.daily import DailyParams, DailyTransport
 
-from runner import configure
-
-from loguru import logger
-import time
-
-from dotenv import load_dotenv
-
 load_dotenv(override=True)
 
 logger.remove(0)

examples/foundational/07i-interruptible-xtts.py

@@ -5,10 +5,14 @@
 #
 
 import asyncio
-import aiohttp
 import os
 import sys
 
+import aiohttp
+from dotenv import load_dotenv
+from loguru import logger
+from runner import configure
+
 from pipecat.audio.vad.silero import SileroVADAnalyzer
 from pipecat.frames.frames import LLMMessagesFrame
 from pipecat.pipeline.pipeline import Pipeline
@@ -19,12 +23,6 @@ from pipecat.services.openai import OpenAILLMService
 from pipecat.services.xtts import XTTSService
 from pipecat.transports.services.daily import DailyParams, DailyTransport
 
-from runner import configure
-
-from loguru import logger
-
-from dotenv import load_dotenv
-
 load_dotenv(override=True)
 
 logger.remove(0)

examples/foundational/07k-interruptible-lmnt.py

@@ -4,11 +4,15 @@
 # SPDX-License-Identifier: BSD 2-Clause License
 #
 
-import aiohttp
 import asyncio
 import os
 import sys
 
+import aiohttp
+from dotenv import load_dotenv
+from loguru import logger
+from runner import configure
+
 from pipecat.audio.vad.silero import SileroVADAnalyzer
 from pipecat.frames.frames import LLMMessagesFrame
 from pipecat.pipeline.pipeline import Pipeline
@@ -19,12 +23,6 @@ from pipecat.services.lmnt import LmntTTSService
 from pipecat.services.openai import OpenAILLMService
 from pipecat.transports.services.daily import DailyParams, DailyTransport
 
-from runner import configure
-
-from loguru import logger
-
-from dotenv import load_dotenv
-
 load_dotenv(override=True)
 
 logger.remove(0)

examples/foundational/07p-interruptible-krisp.py

@@ -13,6 +13,7 @@ from dotenv import load_dotenv
 from loguru import logger
 from runner import configure
 
+from pipecat.audio.filters.krisp_filter import KrispFilter
 from pipecat.frames.frames import LLMMessagesFrame
 from pipecat.pipeline.pipeline import Pipeline
 from pipecat.pipeline.runner import PipelineRunner
@@ -25,7 +26,6 @@ from pipecat.services.deepgram import DeepgramSTTService, DeepgramTTSService
 from pipecat.services.openai import OpenAILLMService
 from pipecat.transports.services.daily import DailyParams, DailyTransport
 from pipecat.vad.silero import SileroVADAnalyzer
-from pipecat.audio.filters.krisp_filter import KrispFilter
 
 load_dotenv(override=True)
 

examples/foundational/07s-interruptible-google-audio-in.py

@@ -4,38 +4,37 @@
 # SPDX-License-Identifier: BSD 2-Clause License
 #
 
-import aiohttp
 import asyncio
 import os
 import sys
-
-import google.ai.generativelanguage as glm
-
 from dataclasses import dataclass
+
+import aiohttp
+import google.ai.generativelanguage as glm
 from dotenv import load_dotenv
 from loguru import logger
 from runner import configure
 
 from pipecat.audio.vad.silero import SileroVADAnalyzer
-from pipecat.pipeline.pipeline import Pipeline
-from pipecat.pipeline.runner import PipelineRunner
-from pipecat.pipeline.task import PipelineParams, PipelineTask
-from pipecat.processors.aggregators.openai_llm_context import OpenAILLMContext
-from pipecat.services.cartesia import CartesiaTTSService
-from pipecat.services.google import GoogleLLMService
-from pipecat.processors.frame_processor import FrameProcessor
-from pipecat.transports.services.daily import DailyParams, DailyTransport
 from pipecat.frames.frames import (
-    LLMFullResponseStartFrame,
-    LLMFullResponseEndFrame,
-    InputAudioRawFrame,
     Frame,
+    InputAudioRawFrame,
+    LLMFullResponseEndFrame,
+    LLMFullResponseStartFrame,
     StartInterruptionFrame,
     TextFrame,
     TranscriptionFrame,
     UserStartedSpeakingFrame,
     UserStoppedSpeakingFrame,
 )
+from pipecat.pipeline.pipeline import Pipeline
+from pipecat.pipeline.runner import PipelineRunner
+from pipecat.pipeline.task import PipelineParams, PipelineTask
+from pipecat.processors.aggregators.openai_llm_context import OpenAILLMContext
+from pipecat.processors.frame_processor import FrameProcessor
+from pipecat.services.cartesia import CartesiaTTSService
+from pipecat.services.google import GoogleLLMService
+from pipecat.transports.services.daily import DailyParams, DailyTransport
 
 load_dotenv(override=True)
 

examples/foundational/08-bots-arguing.py

@@ -1,20 +1,19 @@
-from typing import Tuple
-import aiohttp
 import asyncio
 import logging
 import os
-from pipecat.processors.aggregators import SentenceAggregator
+from typing import Tuple
-from pipecat.pipeline.pipeline import Pipeline
 
-from pipecat.transports.services.daily import DailyTransport
+import aiohttp
+from dotenv import load_dotenv
+from runner import configure
+
+from pipecat.frames.frames import AudioFrame, EndFrame, ImageFrame, LLMMessagesFrame, TextFrame
+from pipecat.pipeline.pipeline import Pipeline
+from pipecat.processors.aggregators import SentenceAggregator
 from pipecat.services.azure import AzureLLMService, AzureTTSService
 from pipecat.services.elevenlabs import ElevenLabsTTSService
 from pipecat.services.fal import FalImageGenService
-from pipecat.frames.frames import AudioFrame, EndFrame, ImageFrame, LLMMessagesFrame, TextFrame
+from pipecat.transports.services.daily import DailyTransport
-
-from runner import configure
-
-from dotenv import load_dotenv
 
 load_dotenv(override=True)
 

examples/foundational/09-mirror.py

@@ -4,10 +4,14 @@
 # SPDX-License-Identifier: BSD 2-Clause License
 #
 
-import aiohttp
 import asyncio
 import sys
 
+import aiohttp
+from dotenv import load_dotenv
+from loguru import logger
+from runner import configure
+
 from pipecat.frames.frames import (
     Frame,
     InputAudioRawFrame,
@@ -19,13 +23,7 @@ from pipecat.pipeline.pipeline import Pipeline
 from pipecat.pipeline.runner import PipelineRunner
 from pipecat.pipeline.task import PipelineTask
 from pipecat.processors.frame_processor import FrameDirection, FrameProcessor
-from pipecat.transports.services.daily import DailyTransport, DailyParams
+from pipecat.transports.services.daily import DailyParams, DailyTransport
-
-from runner import configure
-
-from loguru import logger
-
-from dotenv import load_dotenv
 
 load_dotenv(override=True)
 

examples/foundational/09a-local-mirror.py

@@ -4,12 +4,15 @@
 # SPDX-License-Identifier: BSD 2-Clause License
 #
 
-import aiohttp
 import asyncio
 import sys
-
 import tkinter as tk
 
+import aiohttp
+from dotenv import load_dotenv
+from loguru import logger
+from runner import configure
+
 from pipecat.frames.frames import (
     Frame,
     InputAudioRawFrame,
@@ -25,12 +28,6 @@ from pipecat.transports.base_transport import TransportParams
 from pipecat.transports.local.tk import TkLocalTransport
 from pipecat.transports.services.daily import DailyParams, DailyTransport
 
-from runner import configure
-
-from loguru import logger
-
-from dotenv import load_dotenv
-
 load_dotenv(override=True)
 
 logger.remove(0)

examples/foundational/10-wake-phrase.py

@@ -5,10 +5,14 @@
 #
 
 import asyncio
-import aiohttp
 import os
 import sys
 
+import aiohttp
+from dotenv import load_dotenv
+from loguru import logger
+from runner import configure
+
 from pipecat.audio.vad.silero import SileroVADAnalyzer
 from pipecat.pipeline.pipeline import Pipeline
 from pipecat.pipeline.runner import PipelineRunner
@@ -19,12 +23,6 @@ from pipecat.services.cartesia import CartesiaTTSService
 from pipecat.services.openai import OpenAILLMService
 from pipecat.transports.services.daily import DailyParams, DailyTransport
 
-from runner import configure
-
-from loguru import logger
-
-from dotenv import load_dotenv
-
 load_dotenv(override=True)
 
 logger.remove(0)

examples/foundational/11-sound-effects.py

@@ -4,12 +4,16 @@
 # SPDX-License-Identifier: BSD 2-Clause License
 #
 
-import aiohttp
 import asyncio
 import os
 import sys
 import wave
 
+import aiohttp
+from dotenv import load_dotenv
+from loguru import logger
+from runner import configure
+
 from pipecat.audio.vad.silero import SileroVADAnalyzer
 from pipecat.frames.frames import (
     Frame,
@@ -29,12 +33,6 @@ from pipecat.services.cartesia import CartesiaTTSService
 from pipecat.services.openai import OpenAILLMService
 from pipecat.transports.services.daily import DailyParams, DailyTransport
 
-from runner import configure
-
-from loguru import logger
-
-from dotenv import load_dotenv
-
 load_dotenv(override=True)
 
 logger.remove(0)

examples/foundational/12-describe-video.py

@@ -5,10 +5,14 @@
 #
 
 import asyncio
-import aiohttp
 import os
 import sys
 
+import aiohttp
+from dotenv import load_dotenv
+from loguru import logger
+from runner import configure
+
 from pipecat.audio.vad.silero import SileroVADAnalyzer
 from pipecat.frames.frames import Frame, TextFrame, UserImageRequestFrame
 from pipecat.pipeline.pipeline import Pipeline
@@ -21,12 +25,6 @@ from pipecat.services.cartesia import CartesiaTTSService
 from pipecat.services.moondream import MoondreamService
 from pipecat.transports.services.daily import DailyParams, DailyTransport
 
-from runner import configure
-
-from loguru import logger
-
-from dotenv import load_dotenv
-
 load_dotenv(override=True)
 
 logger.remove(0)

examples/foundational/12a-describe-video-gemini-flash.py

@@ -5,10 +5,14 @@
 #
 
 import asyncio
-import aiohttp
 import os
 import sys
 
+import aiohttp
+from dotenv import load_dotenv
+from loguru import logger
+from runner import configure
+
 from pipecat.audio.vad.silero import SileroVADAnalyzer
 from pipecat.frames.frames import Frame, TextFrame, UserImageRequestFrame
 from pipecat.pipeline.pipeline import Pipeline
@@ -21,12 +25,6 @@ from pipecat.services.cartesia import CartesiaTTSService
 from pipecat.services.google import GoogleLLMService
 from pipecat.transports.services.daily import DailyParams, DailyTransport
 
-from runner import configure
-
-from loguru import logger
-
-from dotenv import load_dotenv
-
 load_dotenv(override=True)
 
 logger.remove(0)

examples/foundational/12b-describe-video-gpt-4o.py

@@ -5,10 +5,14 @@
 #
 
 import asyncio
-import aiohttp
 import os
 import sys
 
+import aiohttp
+from dotenv import load_dotenv
+from loguru import logger
+from runner import configure
+
 from pipecat.audio.vad.silero import SileroVADAnalyzer
 from pipecat.frames.frames import Frame, TextFrame, UserImageRequestFrame
 from pipecat.pipeline.pipeline import Pipeline
@@ -21,12 +25,6 @@ from pipecat.services.cartesia import CartesiaTTSService
 from pipecat.services.openai import OpenAILLMService
 from pipecat.transports.services.daily import DailyParams, DailyTransport
 
-from runner import configure
-
-from loguru import logger
-
-from dotenv import load_dotenv
-
 load_dotenv(override=True)
 
 logger.remove(0)

examples/foundational/12c-describe-video-anthropic.py

@@ -5,10 +5,14 @@
 #
 
 import asyncio
-import aiohttp
 import os
 import sys
 
+import aiohttp
+from dotenv import load_dotenv
+from loguru import logger
+from runner import configure
+
 from pipecat.audio.vad.silero import SileroVADAnalyzer
 from pipecat.frames.frames import Frame, TextFrame, UserImageRequestFrame
 from pipecat.pipeline.pipeline import Pipeline
@@ -17,16 +21,10 @@ from pipecat.pipeline.task import PipelineTask
 from pipecat.processors.aggregators.user_response import UserResponseAggregator
 from pipecat.processors.aggregators.vision_image_frame import VisionImageFrameAggregator
 from pipecat.processors.frame_processor import FrameDirection, FrameProcessor
-from pipecat.services.cartesia import CartesiaTTSService
 from pipecat.services.anthropic import AnthropicLLMService
+from pipecat.services.cartesia import CartesiaTTSService
 from pipecat.transports.services.daily import DailyParams, DailyTransport
 
-from runner import configure
-
-from loguru import logger
-
-from dotenv import load_dotenv
-
 load_dotenv(override=True)
 
 logger.remove(0)

examples/foundational/13-whisper-transcription.py

@@ -4,10 +4,14 @@
 # SPDX-License-Identifier: BSD 2-Clause License
 #
 
-import aiohttp
 import asyncio
 import sys
 
+import aiohttp
+from dotenv import load_dotenv
+from loguru import logger
+from runner import configure
+
 from pipecat.frames.frames import Frame, TranscriptionFrame
 from pipecat.pipeline.pipeline import Pipeline
 from pipecat.pipeline.runner import PipelineRunner
@@ -16,12 +20,6 @@ from pipecat.processors.frame_processor import FrameDirection, FrameProcessor
 from pipecat.services.whisper import WhisperSTTService
 from pipecat.transports.services.daily import DailyParams, DailyTransport
 
-from runner import configure
-
-from loguru import logger
-
-from dotenv import load_dotenv
-
 load_dotenv(override=True)
 
 logger.remove(0)

examples/foundational/13a-whisper-local.py

@@ -7,6 +7,9 @@
 import asyncio
 import sys
 
+from dotenv import load_dotenv
+from loguru import logger
+
 from pipecat.frames.frames import Frame, TranscriptionFrame
 from pipecat.pipeline.pipeline import Pipeline
 from pipecat.pipeline.runner import PipelineRunner
@@ -16,10 +19,6 @@ from pipecat.services.whisper import WhisperSTTService
 from pipecat.transports.base_transport import TransportParams
 from pipecat.transports.local.audio import LocalAudioTransport
 
-from loguru import logger
-
-from dotenv import load_dotenv
-
 load_dotenv(override=True)
 
 logger.remove(0)

examples/foundational/13b-deepgram-transcription.py

@@ -4,25 +4,23 @@
 # SPDX-License-Identifier: BSD 2-Clause License
 #
 
-import aiohttp
 import asyncio
 import os
 import sys
 
+import aiohttp
+from dotenv import load_dotenv
+from loguru import logger
+from runner import configure
+
 from pipecat.frames.frames import Frame, TranscriptionFrame
 from pipecat.pipeline.pipeline import Pipeline
 from pipecat.pipeline.runner import PipelineRunner
 from pipecat.pipeline.task import PipelineTask
 from pipecat.processors.frame_processor import FrameDirection, FrameProcessor
-from pipecat.services.deepgram import DeepgramSTTService, LiveOptions, Language
+from pipecat.services.deepgram import DeepgramSTTService, Language, LiveOptions
 from pipecat.transports.services.daily import DailyParams, DailyTransport
 
-from runner import configure
-
-from loguru import logger
-
-from dotenv import load_dotenv
-
 load_dotenv(override=True)
 
 logger.remove(0)

examples/foundational/14-function-calling.py

@@ -5,10 +5,15 @@
 #
 
 import asyncio
-import aiohttp
 import os
 import sys
 
+import aiohttp
+from dotenv import load_dotenv
+from loguru import logger
+from openai.types.chat import ChatCompletionToolParam
+from runner import configure
+
 from pipecat.audio.vad.silero import SileroVADAnalyzer
 from pipecat.pipeline.pipeline import Pipeline
 from pipecat.pipeline.runner import PipelineRunner
@@ -17,14 +22,6 @@ from pipecat.services.cartesia import CartesiaTTSService
 from pipecat.services.openai import OpenAILLMContext, OpenAILLMService
 from pipecat.transports.services.daily import DailyParams, DailyTransport
 
-from openai.types.chat import ChatCompletionToolParam
-
-from runner import configure
-
-from loguru import logger
-
-from dotenv import load_dotenv
-
 load_dotenv(override=True)
 
 logger.remove(0)

examples/foundational/14a-function-calling-anthropic.py

@@ -5,25 +5,23 @@
 #
 
 import asyncio
-import aiohttp
 import os
 import sys
 
+import aiohttp
+from dotenv import load_dotenv
+from loguru import logger
+from runner import configure
+
 from pipecat.audio.vad.silero import SileroVADAnalyzer
 from pipecat.pipeline.pipeline import Pipeline
 from pipecat.pipeline.runner import PipelineRunner
 from pipecat.pipeline.task import PipelineParams, PipelineTask
 from pipecat.processors.aggregators.openai_llm_context import OpenAILLMContext
-from pipecat.services.cartesia import CartesiaTTSService
 from pipecat.services.anthropic import AnthropicLLMService
+from pipecat.services.cartesia import CartesiaTTSService
 from pipecat.transports.services.daily import DailyParams, DailyTransport
 
-from runner import configure
-
-from loguru import logger
-
-from dotenv import load_dotenv
-
 load_dotenv(override=True)
 
 logger.remove(0)

examples/foundational/14b-function-calling-anthropic-video.py

@@ -5,25 +5,23 @@
 #
 
 import asyncio
-import aiohttp
 import os
 import sys
 
+import aiohttp
+from dotenv import load_dotenv
+from loguru import logger
+from runner import configure
+
 from pipecat.audio.vad.silero import SileroVADAnalyzer
 from pipecat.pipeline.pipeline import Pipeline
 from pipecat.pipeline.runner import PipelineRunner
 from pipecat.pipeline.task import PipelineParams, PipelineTask
 from pipecat.processors.aggregators.openai_llm_context import OpenAILLMContext
-from pipecat.services.cartesia import CartesiaTTSService
 from pipecat.services.anthropic import AnthropicLLMService
+from pipecat.services.cartesia import CartesiaTTSService
 from pipecat.transports.services.daily import DailyParams, DailyTransport
 
-from runner import configure
-
-from loguru import logger
-
-from dotenv import load_dotenv
-
 load_dotenv(override=True)
 
 logger.remove(0)

examples/foundational/14d-function-calling-video.py

@@ -5,10 +5,15 @@
 #
 
 import asyncio
-import aiohttp
 import os
 import sys
 
+import aiohttp
+from dotenv import load_dotenv
+from loguru import logger
+from openai.types.chat import ChatCompletionToolParam
+from runner import configure
+
 from pipecat.audio.vad.silero import SileroVADAnalyzer
 from pipecat.pipeline.pipeline import Pipeline
 from pipecat.pipeline.runner import PipelineRunner
@@ -17,14 +22,6 @@ from pipecat.services.cartesia import CartesiaTTSService
 from pipecat.services.openai import OpenAILLMContext, OpenAILLMService
 from pipecat.transports.services.daily import DailyParams, DailyTransport
 
-from openai.types.chat import ChatCompletionToolParam
-
-from runner import configure
-
-from loguru import logger
-
-from dotenv import load_dotenv
-
 load_dotenv(override=True)
 
 logger.remove(0)

examples/foundational/14e-function-calling-gemini.py

@@ -5,10 +5,14 @@
 #
 
 import asyncio
-import aiohttp
 import os
 import sys
 
+import aiohttp
+from dotenv import load_dotenv
+from loguru import logger
+from runner import configure
+
 from pipecat.audio.vad.silero import SileroVADAnalyzer
 from pipecat.pipeline.pipeline import Pipeline
 from pipecat.pipeline.runner import PipelineRunner
@@ -18,12 +22,6 @@ from pipecat.services.google import GoogleLLMService
 from pipecat.services.openai import OpenAILLMContext
 from pipecat.transports.services.daily import DailyParams, DailyTransport
 
-from runner import configure
-
-from loguru import logger
-
-from dotenv import load_dotenv
-
 load_dotenv(override=True)
 
 logger.remove(0)

examples/foundational/15-switch-voices.py

@@ -4,15 +4,20 @@
 # SPDX-License-Identifier: BSD 2-Clause License
 #
 
-import aiohttp
 import asyncio
 import os
 import sys
 
+import aiohttp
+from dotenv import load_dotenv
+from loguru import logger
+from openai.types.chat import ChatCompletionToolParam
+from runner import configure
+
 from pipecat.audio.vad.silero import SileroVADAnalyzer
 from pipecat.frames.frames import LLMMessagesFrame
-from pipecat.pipeline.pipeline import Pipeline
 from pipecat.pipeline.parallel_pipeline import ParallelPipeline
+from pipecat.pipeline.pipeline import Pipeline
 from pipecat.pipeline.runner import PipelineRunner
 from pipecat.pipeline.task import PipelineParams, PipelineTask
 from pipecat.processors.aggregators.openai_llm_context import OpenAILLMContext
@@ -21,14 +26,6 @@ from pipecat.services.cartesia import CartesiaTTSService
 from pipecat.services.openai import OpenAILLMService
 from pipecat.transports.services.daily import DailyParams, DailyTransport
 
-from openai.types.chat import ChatCompletionToolParam
-
-from runner import configure
-
-from loguru import logger
-
-from dotenv import load_dotenv
-
 load_dotenv(override=True)
 
 logger.remove(0)

examples/foundational/15a-switch-languages.py

@@ -5,16 +5,20 @@
 #
 
 import asyncio
-import aiohttp
 import os
 import sys
 
+import aiohttp
 from deepgram import LiveOptions
+from dotenv import load_dotenv
+from loguru import logger
+from openai.types.chat import ChatCompletionToolParam
+from runner import configure
 
 from pipecat.audio.vad.silero import SileroVADAnalyzer
 from pipecat.frames.frames import LLMMessagesFrame
-from pipecat.pipeline.pipeline import Pipeline
 from pipecat.pipeline.parallel_pipeline import ParallelPipeline
+from pipecat.pipeline.pipeline import Pipeline
 from pipecat.pipeline.runner import PipelineRunner
 from pipecat.pipeline.task import PipelineParams, PipelineTask
 from pipecat.processors.aggregators.openai_llm_context import OpenAILLMContext
@@ -24,14 +28,6 @@ from pipecat.services.deepgram import DeepgramSTTService
 from pipecat.services.openai import OpenAILLMService
 from pipecat.transports.services.daily import DailyParams, DailyTransport
 
-from openai.types.chat import ChatCompletionToolParam
-
-from runner import configure
-
-from loguru import logger
-
-from dotenv import load_dotenv
-
 load_dotenv(override=True)
 
 logger.remove(0)

examples/foundational/17-detect-user-idle.py

@@ -5,10 +5,14 @@
 #
 
 import asyncio
-import aiohttp
 import os
 import sys
 
+import aiohttp
+from dotenv import load_dotenv
+from loguru import logger
+from runner import configure
+
 from pipecat.audio.vad.silero import SileroVADAnalyzer
 from pipecat.frames.frames import LLMMessagesFrame
 from pipecat.pipeline.pipeline import Pipeline
@@ -20,12 +24,6 @@ from pipecat.services.cartesia import CartesiaTTSService
 from pipecat.services.openai import OpenAILLMService
 from pipecat.transports.services.daily import DailyParams, DailyTransport
 
-from runner import configure
-
-from loguru import logger
-
-from dotenv import load_dotenv
-
 load_dotenv(override=True)
 
 logger.remove(0)

examples/foundational/18-gstreamer-filesrc.py

@@ -4,23 +4,21 @@
 # SPDX-License-Identifier: BSD 2-Clause License
 #
 
-import asyncio
-import aiohttp
 import argparse
+import asyncio
 import sys
 
+import aiohttp
+from dotenv import load_dotenv
+from loguru import logger
+from runner import configure_with_args
+
 from pipecat.pipeline.pipeline import Pipeline
 from pipecat.pipeline.runner import PipelineRunner
 from pipecat.pipeline.task import PipelineTask
 from pipecat.processors.gstreamer.pipeline_source import GStreamerPipelineSource
 from pipecat.transports.services.daily import DailyParams, DailyTransport
 
-from runner import configure_with_args
-
-from loguru import logger
-
-from dotenv import load_dotenv
-
 load_dotenv(override=True)
 
 logger.remove(0)

examples/foundational/18a-gstreamer-videotestsrc.py

@@ -5,21 +5,19 @@
 #
 
 import asyncio
-import aiohttp
 import sys
 
+import aiohttp
+from dotenv import load_dotenv
+from loguru import logger
+from runner import configure
+
 from pipecat.pipeline.pipeline import Pipeline
 from pipecat.pipeline.runner import PipelineRunner
 from pipecat.pipeline.task import PipelineTask
 from pipecat.processors.gstreamer.pipeline_source import GStreamerPipelineSource
 from pipecat.transports.services.daily import DailyParams, DailyTransport
 
-from runner import configure
-
-from loguru import logger
-
-from dotenv import load_dotenv
-
 load_dotenv(override=True)
 
 logger.remove(0)

examples/foundational/20a-persistent-context-openai.py

@@ -24,9 +24,8 @@ from pipecat.pipeline.task import PipelineParams, PipelineTask
 from pipecat.processors.aggregators.openai_llm_context import (
     OpenAILLMContext,
 )
-from pipecat.services.openai import OpenAILLMService
 from pipecat.services.cartesia import CartesiaTTSService
-
+from pipecat.services.openai import OpenAILLMService
 from pipecat.transports.services.daily import DailyParams, DailyTransport
 
 load_dotenv(override=True)

examples/foundational/20c-persistent-context-anthropic.py

@@ -24,9 +24,8 @@ from pipecat.pipeline.task import PipelineParams, PipelineTask
 from pipecat.processors.aggregators.openai_llm_context import (
     OpenAILLMContext,
 )
-from pipecat.services.cartesia import CartesiaTTSService
 from pipecat.services.anthropic import AnthropicLLMService
-
+from pipecat.services.cartesia import CartesiaTTSService
 from pipecat.transports.services.daily import DailyParams, DailyTransport
 
 load_dotenv(override=True)

examples/foundational/20d-persistent-context-gemini.py

@@ -26,7 +26,6 @@ from pipecat.processors.aggregators.openai_llm_context import (
 )
 from pipecat.services.cartesia import CartesiaTTSService
 from pipecat.services.google import GoogleLLMService
-
 from pipecat.transports.services.daily import DailyParams, DailyTransport
 
 load_dotenv(override=True)

examples/foundational/21-tavus-layer.py

@@ -5,12 +5,15 @@
 #
 
 import asyncio
-import aiohttp
 import os
 import sys
-
 from typing import Any, Mapping
 
+import aiohttp
+from dotenv import load_dotenv
+from loguru import logger
+
+from pipecat.audio.vad.silero import SileroVADAnalyzer
 from pipecat.frames.frames import LLMMessagesFrame
 from pipecat.pipeline.pipeline import Pipeline
 from pipecat.pipeline.runner import PipelineRunner
@@ -20,15 +23,10 @@ from pipecat.processors.aggregators.llm_response import (
     LLMUserResponseAggregator,
 )
 from pipecat.services.cartesia import CartesiaTTSService
-from pipecat.services.openai import OpenAILLMService
 from pipecat.services.deepgram import DeepgramSTTService
+from pipecat.services.openai import OpenAILLMService
 from pipecat.services.tavus import TavusVideoService
 from pipecat.transports.services.daily import DailyParams, DailyTransport
-from pipecat.audio.vad.silero import SileroVADAnalyzer
-
-from loguru import logger
-
-from dotenv import load_dotenv
 
 load_dotenv(override=True)
 

examples/foundational/22-natural-conversation.py

@@ -5,14 +5,18 @@
 #
 
 import asyncio
-import aiohttp
 import os
 import sys
 
+import aiohttp
+from dotenv import load_dotenv
+from loguru import logger
+from runner import configure
+
 from pipecat.audio.vad.silero import SileroVADAnalyzer
 from pipecat.frames.frames import LLMMessagesFrame, TextFrame
-from pipecat.pipeline.pipeline import Pipeline
 from pipecat.pipeline.parallel_pipeline import ParallelPipeline
+from pipecat.pipeline.pipeline import Pipeline
 from pipecat.pipeline.runner import PipelineRunner
 from pipecat.pipeline.task import PipelineParams, PipelineTask
 from pipecat.processors.aggregators.gated_openai_llm_context import GatedOpenAILLMContextAggregator
@@ -26,12 +30,6 @@ from pipecat.services.openai import OpenAILLMService
 from pipecat.sync.event_notifier import EventNotifier
 from pipecat.transports.services.daily import DailyParams, DailyTransport
 
-from runner import configure
-
-from loguru import logger
-
-from dotenv import load_dotenv
-
 load_dotenv(override=True)
 
 logger.remove(0)

examples/foundational/22b-natural-conversation-proposal.py

@@ -4,50 +4,48 @@
 # SPDX-License-Identifier: BSD 2-Clause License
 #
 
-import aiohttp
 import asyncio
 import os
 import sys
 import time
 
+import aiohttp
+from dotenv import load_dotenv
+from loguru import logger
+from runner import configure
+
 from pipecat.audio.vad.silero import SileroVADAnalyzer
-from pipecat.frames.frames import LLMMessagesFrame, TextFrame
-from pipecat.pipeline.pipeline import Pipeline
-from pipecat.pipeline.parallel_pipeline import ParallelPipeline
-from pipecat.pipeline.runner import PipelineRunner
-from pipecat.pipeline.task import PipelineParams, PipelineTask
-from pipecat.processors.aggregators.openai_llm_context import (
-    OpenAILLMContext,
-)
-from pipecat.services.cartesia import CartesiaTTSService
-from pipecat.services.deepgram import DeepgramSTTService
-from pipecat.services.openai import OpenAILLMService
-from pipecat.sync.event_notifier import EventNotifier
-from pipecat.transports.services.daily import DailyParams, DailyTransport
-from pipecat.processors.frame_processor import FrameProcessor, FrameDirection
 from pipecat.frames.frames import (
     CancelFrame,
     EndFrame,
     Frame,
+    LLMMessagesFrame,
     StartFrame,
     StartInterruptionFrame,
     StopInterruptionFrame,
     SystemFrame,
+    TextFrame,
     TranscriptionFrame,
     UserStartedSpeakingFrame,
     UserStoppedSpeakingFrame,
 )
-from pipecat.processors.aggregators.openai_llm_context import OpenAILLMContextFrame
+from pipecat.pipeline.parallel_pipeline import ParallelPipeline
-from pipecat.sync.base_notifier import BaseNotifier
+from pipecat.pipeline.pipeline import Pipeline
+from pipecat.pipeline.runner import PipelineRunner
+from pipecat.pipeline.task import PipelineParams, PipelineTask
+from pipecat.processors.aggregators.openai_llm_context import (
+    OpenAILLMContext,
+    OpenAILLMContextFrame,
+)
 from pipecat.processors.filters.function_filter import FunctionFilter
+from pipecat.processors.frame_processor import FrameDirection, FrameProcessor
 from pipecat.processors.user_idle_processor import UserIdleProcessor
-
+from pipecat.services.cartesia import CartesiaTTSService
-
+from pipecat.services.deepgram import DeepgramSTTService
-from runner import configure
+from pipecat.services.openai import OpenAILLMService
-
+from pipecat.sync.base_notifier import BaseNotifier
-from loguru import logger
+from pipecat.sync.event_notifier import EventNotifier
-
+from pipecat.transports.services.daily import DailyParams, DailyTransport
-from dotenv import load_dotenv
 
 load_dotenv(override=True)
 

examples/foundational/22d-natural-conversation-gemini-audio.py

@@ -4,51 +4,49 @@
 # SPDX-License-Identifier: BSD 2-Clause License
 #
 
-import aiohttp
 import asyncio
 import os
 import sys
 import time
 
+import aiohttp
+from dotenv import load_dotenv
+from loguru import logger
+from runner import configure
+
 from pipecat.audio.vad.silero import SileroVADAnalyzer
-from pipecat.frames.frames import LLMMessagesFrame, TextFrame
-from pipecat.pipeline.pipeline import Pipeline
-from pipecat.pipeline.parallel_pipeline import ParallelPipeline
-from pipecat.pipeline.runner import PipelineRunner
-from pipecat.services.deepgram import DeepgramSTTService
-from pipecat.pipeline.task import PipelineParams, PipelineTask
-from pipecat.processors.aggregators.openai_llm_context import (
-    OpenAILLMContext,
-)
-from pipecat.services.cartesia import CartesiaTTSService
-from pipecat.services.google import GoogleLLMService, GoogleLLMContext
-from pipecat.sync.event_notifier import EventNotifier
-from pipecat.transports.services.daily import DailyParams, DailyTransport
-from pipecat.processors.frame_processor import FrameProcessor, FrameDirection
 from pipecat.frames.frames import (
     CancelFrame,
     EndFrame,
     Frame,
     InputAudioRawFrame,
+    LLMMessagesFrame,
     StartFrame,
     StartInterruptionFrame,
     StopInterruptionFrame,
     SystemFrame,
+    TextFrame,
     TranscriptionFrame,
     UserStartedSpeakingFrame,
     UserStoppedSpeakingFrame,
 )
-from pipecat.processors.aggregators.openai_llm_context import OpenAILLMContextFrame
+from pipecat.pipeline.parallel_pipeline import ParallelPipeline
-from pipecat.sync.base_notifier import BaseNotifier
+from pipecat.pipeline.pipeline import Pipeline
+from pipecat.pipeline.runner import PipelineRunner
+from pipecat.pipeline.task import PipelineParams, PipelineTask
+from pipecat.processors.aggregators.openai_llm_context import (
+    OpenAILLMContext,
+    OpenAILLMContextFrame,
+)
 from pipecat.processors.filters.function_filter import FunctionFilter
+from pipecat.processors.frame_processor import FrameDirection, FrameProcessor
 from pipecat.processors.user_idle_processor import UserIdleProcessor
-
+from pipecat.services.cartesia import CartesiaTTSService
-
+from pipecat.services.deepgram import DeepgramSTTService
-from runner import configure
+from pipecat.services.google import GoogleLLMContext, GoogleLLMService
-
+from pipecat.sync.base_notifier import BaseNotifier
-from loguru import logger
+from pipecat.sync.event_notifier import EventNotifier
-
+from pipecat.transports.services.daily import DailyParams, DailyTransport
-from dotenv import load_dotenv
 
 load_dotenv(override=True)
 

examples/foundational/23-bot-background-sound.py

@@ -6,13 +6,17 @@
 
 import argparse
 import asyncio
-import aiohttp
 import os
 import sys
 
+import aiohttp
+from dotenv import load_dotenv
+from loguru import logger
+from runner import configure_with_args
+
 from pipecat.audio.mixers.soundfile_mixer import SoundfileMixer
 from pipecat.audio.vad.silero import SileroVADAnalyzer
-from pipecat.frames.frames import LLMMessagesFrame, MixerUpdateSettingsFrame, MixerEnableFrame
+from pipecat.frames.frames import LLMMessagesFrame, MixerEnableFrame, MixerUpdateSettingsFrame
 from pipecat.pipeline.pipeline import Pipeline
 from pipecat.pipeline.runner import PipelineRunner
 from pipecat.pipeline.task import PipelineParams, PipelineTask
@@ -21,12 +25,6 @@ from pipecat.services.cartesia import CartesiaTTSService
 from pipecat.services.openai import OpenAILLMService
 from pipecat.transports.services.daily import DailyParams, DailyTransport
 
-from runner import configure_with_args
-
-from loguru import logger
-
-from dotenv import load_dotenv
-
 load_dotenv(override=True)
 
 logger.remove(0)

examples/foundational/25-google-audio-in.py

@@ -4,31 +4,18 @@
 # SPDX-License-Identifier: BSD 2-Clause License
 #
 
-import aiohttp
 import asyncio
 import os
 import sys
-
-import google.ai.generativelanguage as glm
-
 from dataclasses import dataclass
+
+import aiohttp
+import google.ai.generativelanguage as glm
 from dotenv import load_dotenv
 from loguru import logger
 from runner import configure
 
 from pipecat.audio.vad.silero import SileroVADAnalyzer
-from pipecat.pipeline.pipeline import Pipeline
-from pipecat.pipeline.parallel_pipeline import ParallelPipeline
-from pipecat.pipeline.runner import PipelineRunner
-from pipecat.pipeline.task import PipelineParams, PipelineTask
-from pipecat.processors.aggregators.openai_llm_context import (
-    OpenAILLMContext,
-    OpenAILLMContextFrame,
-)
-from pipecat.services.cartesia import CartesiaTTSService
-from pipecat.services.google import GoogleLLMService, GoogleLLMContext
-from pipecat.processors.frame_processor import FrameProcessor
-from pipecat.transports.services.daily import DailyParams, DailyTransport
 from pipecat.frames.frames import (
     Frame,
     InputAudioRawFrame,
@@ -40,6 +27,18 @@ from pipecat.frames.frames import (
     UserStartedSpeakingFrame,
     UserStoppedSpeakingFrame,
 )
+from pipecat.pipeline.parallel_pipeline import ParallelPipeline
+from pipecat.pipeline.pipeline import Pipeline
+from pipecat.pipeline.runner import PipelineRunner
+from pipecat.pipeline.task import PipelineParams, PipelineTask
+from pipecat.processors.aggregators.openai_llm_context import (
+    OpenAILLMContext,
+    OpenAILLMContextFrame,
+)
+from pipecat.processors.frame_processor import FrameProcessor
+from pipecat.services.cartesia import CartesiaTTSService
+from pipecat.services.google import GoogleLLMContext, GoogleLLMService
+from pipecat.transports.services.daily import DailyParams, DailyTransport
 
 load_dotenv(override=True)
 

examples/foundational/26-gemini-multimodal-live.py

@@ -4,23 +4,21 @@
 # SPDX-License-Identifier: BSD 2-Clause License
 #
 
-import aiohttp
 import asyncio
 import os
 import sys
 
-
+import aiohttp
 from dotenv import load_dotenv
 from loguru import logger
 from runner import configure
 
-from pipecat.services.gemini_multimodal_live.gemini import GeminiMultimodalLiveLLMService
-
 from pipecat.audio.vad.silero import SileroVADAnalyzer
 from pipecat.audio.vad.vad_analyzer import VADParams
 from pipecat.pipeline.pipeline import Pipeline
 from pipecat.pipeline.runner import PipelineRunner
 from pipecat.pipeline.task import PipelineParams, PipelineTask
+from pipecat.services.gemini_multimodal_live.gemini import GeminiMultimodalLiveLLMService
 from pipecat.transports.services.daily import DailyParams, DailyTransport
 
 load_dotenv(override=True)

examples/foundational/27-simli-layer.py

@@ -5,27 +5,25 @@
 #
 
 import asyncio
-import aiohttp
 import os
 import sys
 
+import aiohttp
+from dotenv import load_dotenv
+from loguru import logger
+from runner import configure
+from simli import SimliConfig
+
 from pipecat.audio.vad.silero import SileroVADAnalyzer
+from pipecat.frames.frames import LLMMessagesFrame
 from pipecat.pipeline.pipeline import Pipeline
 from pipecat.pipeline.runner import PipelineRunner
 from pipecat.pipeline.task import PipelineParams, PipelineTask
-from pipecat.frames.frames import LLMMessagesFrame
-
 from pipecat.processors.aggregators.openai_llm_context import OpenAILLMContext
 from pipecat.services.cartesia import CartesiaTTSService
 from pipecat.services.openai import OpenAILLMService
-from pipecat.transports.services.daily import DailyParams, DailyTransport
-
-from runner import configure
-from loguru import logger
-from dotenv import load_dotenv
-
-from simli import SimliConfig
 from pipecat.services.simli import SimliVideoService
+from pipecat.transports.services.daily import DailyParams, DailyTransport
 
 load_dotenv(override=True)
 

examples/foundational/runner.py

@@ -4,10 +4,11 @@
 # SPDX-License-Identifier: BSD 2-Clause License
 #
 
-import aiohttp
 import argparse
 import os
 
+import aiohttp
+
 from pipecat.transports.services.helpers.daily_rest import DailyRESTHelper
 
 

examples/moondream-chatbot/bot.py

@@ -5,21 +5,24 @@
 #
 
 import asyncio
-import aiohttp
 import os
 import sys
 
+import aiohttp
+from dotenv import load_dotenv
+from loguru import logger
 from PIL import Image
+from runner import configure
 
 from pipecat.audio.vad.silero import SileroVADAnalyzer
 from pipecat.frames.frames import (
     BotStartedSpeakingFrame,
     BotStoppedSpeakingFrame,
+    Frame,
     ImageRawFrame,
+    LLMMessagesFrame,
     OutputImageRawFrame,
     SpriteFrame,
-    Frame,
-    LLMMessagesFrame,
     TextFrame,
     UserImageRawFrame,
     UserImageRequestFrame,
@@ -37,12 +40,6 @@ from pipecat.services.moondream import MoondreamService
 from pipecat.services.openai import OpenAILLMService
 from pipecat.transports.services.daily import DailyParams, DailyTransport
 
-from runner import configure
-
-from loguru import logger
-
-from dotenv import load_dotenv
-
 load_dotenv(override=True)
 
 logger.remove(0)

examples/moondream-chatbot/runner.py

@@ -4,10 +4,11 @@
 # SPDX-License-Identifier: BSD 2-Clause License
 #
 
-import aiohttp
 import argparse
 import os
 
+import aiohttp
+
 from pipecat.transports.services.helpers.daily_rest import DailyRESTHelper
 
 

examples/moondream-chatbot/server.py

@@ -4,14 +4,13 @@
 # SPDX-License-Identifier: BSD 2-Clause License
 #
 
-import aiohttp
-import os
 import argparse
+import os
 import subprocess
-
 from contextlib import asynccontextmanager
 
-from fastapi import FastAPI, Request, HTTPException
+import aiohttp
+from fastapi import FastAPI, HTTPException, Request
 from fastapi.middleware.cors import CORSMiddleware
 from fastapi.responses import JSONResponse, RedirectResponse
 

examples/patient-intake/bot.py

@@ -5,28 +5,26 @@
 #
 
 import asyncio
-import aiohttp
 import os
 import sys
 import wave
 
+import aiohttp
+from dotenv import load_dotenv
+from loguru import logger
+from runner import configure
+
 from pipecat.audio.vad.silero import SileroVADAnalyzer
 from pipecat.frames.frames import OutputAudioRawFrame
 from pipecat.pipeline.pipeline import Pipeline
 from pipecat.pipeline.runner import PipelineRunner
 from pipecat.pipeline.task import PipelineParams, PipelineTask
-from pipecat.processors.logger import FrameLogger
 from pipecat.processors.frame_processor import FrameDirection
+from pipecat.processors.logger import FrameLogger
 from pipecat.services.cartesia import CartesiaTTSService
 from pipecat.services.openai import OpenAILLMContext, OpenAILLMContextFrame, OpenAILLMService
 from pipecat.transports.services.daily import DailyParams, DailyTransport
 
-from runner import configure
-
-from loguru import logger
-
-from dotenv import load_dotenv
-
 load_dotenv(override=True)
 
 logger.remove(0)

examples/patient-intake/runner.py

@@ -4,10 +4,11 @@
 # SPDX-License-Identifier: BSD 2-Clause License
 #
 
-import aiohttp
 import argparse
 import os
 
+import aiohttp
+
 from pipecat.transports.services.helpers.daily_rest import DailyRESTHelper
 
 

examples/patient-intake/server.py

@@ -4,14 +4,13 @@
 # SPDX-License-Identifier: BSD 2-Clause License
 #
 
-import aiohttp
-import os
 import argparse
+import os
 import subprocess
-
 from contextlib import asynccontextmanager
 
-from fastapi import FastAPI, Request, HTTPException
+import aiohttp
+from fastapi import FastAPI, HTTPException, Request
 from fastapi.middleware.cors import CORSMiddleware
 from fastapi.responses import JSONResponse, RedirectResponse
 

examples/storytelling-chatbot/src/bot_runner.py

@@ -4,31 +4,27 @@
 # SPDX-License-Identifier: BSD 2-Clause License
 #
 
-import aiohttp
 import argparse
-import subprocess
 import os
-
+import subprocess
+from contextlib import asynccontextmanager
 from pathlib import Path
 from typing import Optional
 
-from contextlib import asynccontextmanager
+import aiohttp
-
+from dotenv import load_dotenv
-from fastapi import FastAPI, Request, HTTPException
+from fastapi import FastAPI, HTTPException, Request
 from fastapi.middleware.cors import CORSMiddleware
-from fastapi.staticfiles import StaticFiles
 from fastapi.responses import FileResponse, JSONResponse
+from fastapi.staticfiles import StaticFiles
 
 from pipecat.transports.services.helpers.daily_rest import (
     DailyRESTHelper,
     DailyRoomObject,
-    DailyRoomProperties,
     DailyRoomParams,
+    DailyRoomProperties,
 )
 
-
-from dotenv import load_dotenv
-
 load_dotenv(override=True)
 
 # ------------ Fast API Config ------------ #

examples/storytelling-chatbot/src/processors.py

@@ -1,6 +1,8 @@
 import re
 
 from async_timeout import timeout
+from prompts import CUE_ASSISTANT_TURN, CUE_USER_TURN, IMAGE_GEN_PROMPT
+from utils.helpers import load_sounds
 
 from pipecat.frames.frames import (
     Frame,
@@ -11,9 +13,6 @@ from pipecat.frames.frames import (
 from pipecat.processors.frame_processor import FrameDirection, FrameProcessor
 from pipecat.transports.services.daily import DailyTransportMessageFrame
 
-from utils.helpers import load_sounds
-from prompts import IMAGE_GEN_PROMPT, CUE_USER_TURN, CUE_ASSISTANT_TURN
-
 sounds = load_sounds(["talking.wav", "listening.wav", "ding.wav"])
 
 # -------------- Frame Types ------------- #

examples/storytelling-chatbot/src/utils/helpers.py

@@ -1,5 +1,6 @@
 import os
 import wave
+
 from PIL import Image
 
 from pipecat.frames.frames import OutputAudioRawFrame, OutputImageRawFrame

examples/studypal/runner.py

@@ -4,10 +4,11 @@
 # SPDX-License-Identifier: BSD 2-Clause License
 #
 
-import aiohttp
 import argparse
 import os
 
+import aiohttp
+
 from pipecat.transports.services.helpers.daily_rest import DailyRESTHelper
 
 

examples/studypal/studypal.py

@@ -1,12 +1,15 @@
-import aiohttp
 import asyncio
+import io
 import os
 import sys
-import io
 
-from bs4 import BeautifulSoup
+import aiohttp
-from pypdf import PdfReader
 import tiktoken
+from bs4 import BeautifulSoup
+from dotenv import load_dotenv
+from loguru import logger
+from pypdf import PdfReader
+from runner import configure
 
 from pipecat.audio.vad.silero import SileroVADAnalyzer
 from pipecat.frames.frames import LLMMessagesFrame
@@ -18,12 +21,6 @@ from pipecat.services.cartesia import CartesiaTTSService
 from pipecat.services.openai import OpenAILLMService
 from pipecat.transports.services.daily import DailyParams, DailyTransport
 
-from runner import configure
-
-from loguru import logger
-
-from dotenv import load_dotenv
-
 load_dotenv(override=True)
 
 # Run this script directly from your command line.

examples/translation-chatbot/bot.py

@@ -4,11 +4,15 @@
 # SPDX-License-Identifier: BSD 2-Clause License
 #
 
-import aiohttp
 import asyncio
 import os
 import sys
 
+import aiohttp
+from dotenv import load_dotenv
+from loguru import logger
+from runner import configure
+
 from pipecat.frames.frames import Frame, LLMMessagesFrame, TextFrame
 from pipecat.pipeline.pipeline import Pipeline
 from pipecat.pipeline.runner import PipelineRunner
@@ -25,12 +29,6 @@ from pipecat.transports.services.daily import (
     DailyTransportMessageFrame,
 )
 
-from runner import configure
-
-from loguru import logger
-
-from dotenv import load_dotenv
-
 load_dotenv(override=True)
 
 logger.remove(0)

examples/translation-chatbot/server.py

@@ -4,14 +4,13 @@
 # SPDX-License-Identifier: BSD 2-Clause License
 #
 
-import aiohttp
-import os
 import argparse
+import os
 import subprocess
-
 from contextlib import asynccontextmanager
 
-from fastapi import FastAPI, Request, HTTPException
+import aiohttp
+from fastapi import FastAPI, HTTPException, Request
 from fastapi.middleware.cors import CORSMiddleware
 from fastapi.responses import JSONResponse, RedirectResponse
 

examples/twilio-chatbot/bot.py

@@ -1,24 +1,23 @@
 import os
 import sys
 
+from dotenv import load_dotenv
+from loguru import logger
+
 from pipecat.audio.vad.silero import SileroVADAnalyzer
 from pipecat.frames.frames import EndFrame, LLMMessagesFrame
 from pipecat.pipeline.pipeline import Pipeline
 from pipecat.pipeline.runner import PipelineRunner
 from pipecat.pipeline.task import PipelineParams, PipelineTask
 from pipecat.processors.aggregators.openai_llm_context import OpenAILLMContext
-from pipecat.services.cartesia import CartesiaTTSService
-from pipecat.services.openai import OpenAILLMService
-from pipecat.services.deepgram import DeepgramSTTService
-from pipecat.transports.network.fastapi_websocket import (
-    FastAPIWebsocketTransport,
-    FastAPIWebsocketParams,
-)
 from pipecat.serializers.twilio import TwilioFrameSerializer
-
+from pipecat.services.cartesia import CartesiaTTSService
-from loguru import logger
+from pipecat.services.deepgram import DeepgramSTTService
-
+from pipecat.services.openai import OpenAILLMService
-from dotenv import load_dotenv
+from pipecat.transports.network.fastapi_websocket import (
+    FastAPIWebsocketParams,
+    FastAPIWebsocketTransport,
+)
 
 load_dotenv(override=True)
 

examples/twilio-chatbot/server.py

@@ -1,13 +1,11 @@
 import json
 
 import uvicorn
-
+from bot import run_bot
 from fastapi import FastAPI, WebSocket
 from fastapi.middleware.cors import CORSMiddleware
 from starlette.responses import HTMLResponse
 
-from bot import run_bot
-
 app = FastAPI()
 
 app.add_middleware(

examples/websocket-server/bot.py

@@ -8,6 +8,9 @@ import asyncio
 import os
 import sys
 
+from dotenv import load_dotenv
+from loguru import logger
+
 from pipecat.audio.vad.silero import SileroVADAnalyzer
 from pipecat.frames.frames import LLMMessagesFrame
 from pipecat.pipeline.pipeline import Pipeline
@@ -22,10 +25,6 @@ from pipecat.transports.network.websocket_server import (
     WebsocketServerTransport,
 )
 
-from loguru import logger
-
-from dotenv import load_dotenv
-
 load_dotenv(override=True)
 
 logger.remove(0)

src/pipecat/audio/filters/krisp_filter.py

@@ -4,11 +4,12 @@
 # SPDX-License-Identifier: BSD 2-Clause License
 #
 
-import numpy as np
 import os
 
-from pipecat.audio.filters.base_audio_filter import BaseAudioFilter
+import numpy as np
 from loguru import logger
+
+from pipecat.audio.filters.base_audio_filter import BaseAudioFilter
 from pipecat.frames.frames import FilterControlFrame, FilterEnableFrame
 
 try:

src/pipecat/audio/filters/noisereduce_filter.py

@@ -5,11 +5,9 @@
 #
 
 import numpy as np
-
-from pipecat.audio.filters.base_audio_filter import BaseAudioFilter
-
 from loguru import logger
 
+from pipecat.audio.filters.base_audio_filter import BaseAudioFilter
 from pipecat.frames.frames import FilterControlFrame, FilterEnableFrame
 
 try:

src/pipecat/audio/utils.py

@@ -5,6 +5,7 @@
 #
 
 import audioop
+
 import numpy as np
 import pyloudnorm as pyln
 import resampy

src/pipecat/audio/vad/silero.py

@@ -7,11 +7,10 @@
 import time
 
 import numpy as np
+from loguru import logger
 
 from pipecat.audio.vad.vad_analyzer import VADAnalyzer, VADParams
 
-from loguru import logger
-
 # How often should we reset internal model state
 _MODEL_RESET_STATES_TIME = 5.0
 

src/pipecat/metrics/metrics.py

@@ -1,4 +1,5 @@
 from typing import Optional
+
 from pydantic import BaseModel
 
 

src/pipecat/pipeline/base_pipeline.py

@@ -5,7 +5,6 @@
 #
 
 from abc import abstractmethod
-
 from typing import List
 
 from pipecat.processors.frame_processor import FrameProcessor

src/pipecat/pipeline/parallel_pipeline.py

@@ -5,16 +5,15 @@
 #
 
 import asyncio
-
 from itertools import chain
 from typing import Awaitable, Callable, List
 
+from loguru import logger
+
+from pipecat.frames.frames import CancelFrame, EndFrame, Frame, StartFrame, SystemFrame
 from pipecat.pipeline.base_pipeline import BasePipeline
 from pipecat.pipeline.pipeline import Pipeline
 from pipecat.processors.frame_processor import FrameDirection, FrameProcessor
-from pipecat.frames.frames import CancelFrame, EndFrame, Frame, StartFrame, SystemFrame
-
-from loguru import logger
 
 
 class Source(FrameProcessor):

src/pipecat/pipeline/runner.py

@@ -7,11 +7,11 @@
 import asyncio
 import signal
 
+from loguru import logger
+
 from pipecat.pipeline.task import PipelineTask
 from pipecat.utils.utils import obj_count, obj_id
 
-from loguru import logger
-
 
 class PipelineRunner:
     def __init__(self, *, name: str | None = None, handle_sigint: bool = True):

src/pipecat/pipeline/sync_parallel_pipeline.py

@@ -5,18 +5,17 @@
 #
 
 import asyncio
-
 from dataclasses import dataclass
 from itertools import chain
 from typing import List
 
+from loguru import logger
+
 from pipecat.frames.frames import ControlFrame, EndFrame, Frame, SystemFrame
 from pipecat.pipeline.base_pipeline import BasePipeline
 from pipecat.pipeline.pipeline import Pipeline
 from pipecat.processors.frame_processor import FrameDirection, FrameProcessor
 
-from loguru import logger
-
 
 @dataclass
 class SyncFrame(ControlFrame):

src/pipecat/pipeline/task.py

@@ -5,9 +5,9 @@
 #
 
 import asyncio
-
 from typing import AsyncIterable, Iterable
 
+from loguru import logger
 from pydantic import BaseModel
 
 from pipecat.clocks.base_clock import BaseClock
@@ -23,13 +23,11 @@ from pipecat.frames.frames import (
     StartFrame,
     StopTaskFrame,
 )
-from pipecat.metrics.metrics import TTFBMetricsData, ProcessingMetricsData
+from pipecat.metrics.metrics import ProcessingMetricsData, TTFBMetricsData
 from pipecat.pipeline.base_pipeline import BasePipeline
 from pipecat.processors.frame_processor import FrameDirection, FrameProcessor
 from pipecat.utils.utils import obj_count, obj_id
 
-from loguru import logger
-
 
 class PipelineParams(BaseModel):
     allow_interruptions: bool = False

src/pipecat/pipeline/to_be_updated/merge_pipeline.py

@@ -1,4 +1,5 @@
 from typing import List
+
 from pipecat.frames.frames import EndFrame, EndPipeFrame
 from pipecat.pipeline.pipeline import Pipeline
 

src/pipecat/processors/aggregators/gated.py

@@ -6,11 +6,11 @@
 
 from typing import List, Tuple
 
+from loguru import logger
+
 from pipecat.frames.frames import Frame, SystemFrame
 from pipecat.processors.frame_processor import FrameDirection, FrameProcessor
 
-from loguru import logger
-
 
 class GatedAggregator(FrameProcessor):
     """Accumulate frames, with custom functions to start and stop accumulation.

src/pipecat/processors/aggregators/user_response.py

@@ -4,7 +4,6 @@
 # SPDX-License-Identifier: BSD 2-Clause License
 #
 
-from pipecat.processors.frame_processor import FrameDirection, FrameProcessor
 from pipecat.frames.frames import (
     Frame,
     InterimTranscriptionFrame,
@@ -14,6 +13,7 @@ from pipecat.frames.frames import (
     UserStartedSpeakingFrame,
     UserStoppedSpeakingFrame,
 )
+from pipecat.processors.frame_processor import FrameDirection, FrameProcessor
 
 
 class ResponseAggregator(FrameProcessor):

src/pipecat/processors/async_generator.py

@@ -5,7 +5,6 @@
 #
 
 import asyncio
-
 from typing import Any, AsyncGenerator
 
 from pipecat.frames.frames import (
@@ -13,7 +12,7 @@ from pipecat.frames.frames import (
     EndFrame,
     Frame,
 )
-from pipecat.processors.frame_processor import FrameProcessor, FrameDirection
+from pipecat.processors.frame_processor import FrameDirection, FrameProcessor
 from pipecat.serializers.base_serializer import FrameSerializer
 
 

src/pipecat/processors/audio/vad/silero.py

@@ -4,6 +4,8 @@
 # SPDX-License-Identifier: BSD 2-Clause License
 #
 
+from loguru import logger
+
 from pipecat.audio.vad.silero import SileroVADAnalyzer
 from pipecat.audio.vad.vad_analyzer import VADParams, VADState
 from pipecat.frames.frames import (
@@ -16,8 +18,6 @@ from pipecat.frames.frames import (
 )
 from pipecat.processors.frame_processor import FrameDirection, FrameProcessor
 
-from loguru import logger
-
 
 class SileroVAD(FrameProcessor):
     def __init__(

src/pipecat/processors/filters/wake_check_filter.py

@@ -6,14 +6,13 @@
 
 import re
 import time
-
 from enum import Enum
 
+from loguru import logger
+
 from pipecat.frames.frames import ErrorFrame, Frame, TranscriptionFrame
 from pipecat.processors.frame_processor import FrameDirection, FrameProcessor
 
-from loguru import logger
-
 
 class WakeCheckFilter(FrameProcessor):
     """

src/pipecat/processors/frameworks/langchain.py

@@ -6,6 +6,8 @@
 
 from typing import Union
 
+from loguru import logger
+
 from pipecat.frames.frames import (
     Frame,
     LLMFullResponseEndFrame,
@@ -15,8 +17,6 @@ from pipecat.frames.frames import (
 )
 from pipecat.processors.frame_processor import FrameDirection, FrameProcessor
 
-from loguru import logger
-
 try:
     from langchain_core.messages import AIMessageChunk
     from langchain_core.runnables import Runnable

src/pipecat/processors/gstreamer/pipeline_source.py

@@ -6,6 +6,7 @@
 
 import asyncio
 
+from loguru import logger
 from pydantic import BaseModel
 
 from pipecat.frames.frames import (
@@ -19,8 +20,6 @@ from pipecat.frames.frames import (
 )
 from pipecat.processors.frame_processor import FrameDirection, FrameProcessor
 
-from loguru import logger
-
 try:
     import gi
 

src/pipecat/processors/idle_frame_processor.py

@@ -5,7 +5,6 @@
 #
 
 import asyncio
-
 from typing import Awaitable, Callable, List
 
 from pipecat.frames.frames import Frame

src/pipecat/processors/logger.py

@@ -4,11 +4,13 @@
 # SPDX-License-Identifier: BSD 2-Clause License
 #
 
-from pipecat.frames.frames import BotSpeakingFrame, Frame, AudioRawFrame, TransportMessageFrame
-from pipecat.processors.frame_processor import FrameDirection, FrameProcessor
-from loguru import logger
 from typing import Optional
 
+from loguru import logger
+
+from pipecat.frames.frames import AudioRawFrame, BotSpeakingFrame, Frame, TransportMessageFrame
+from pipecat.processors.frame_processor import FrameDirection, FrameProcessor
+
 logger = logger.opt(ansi=True)
 
 

src/pipecat/processors/metrics/frame_processor_metrics.py

@@ -6,6 +6,8 @@
 
 import time
 
+from loguru import logger
+
 from pipecat.frames.frames import MetricsFrame
 from pipecat.metrics.metrics import (
     LLMTokenUsage,
@@ -16,8 +18,6 @@ from pipecat.metrics.metrics import (
     TTSUsageMetricsData,
 )
 
-from loguru import logger
-
 
 class FrameProcessorMetrics:
     def __init__(self):