From 152aac008da038081d5d242d98f4d507d9d21ed9 Mon Sep 17 00:00:00 2001 From: Frost Ming Date: Thu, 26 Oct 2023 16:04:26 +0800 Subject: [PATCH 1/4] fix: Async callback for langchain Signed-off-by: Frost Ming --- pdm.lock | 623 ++++++++++++++++++++++++-- pyproject.toml | 8 +- requirements.txt | 40 +- xiaogpt/bot/langchain_bot.py | 28 +- xiaogpt/langchain/callbacks.py | 87 ++++ xiaogpt/langchain/chain.py | 18 +- xiaogpt/langchain/stream_call_back.py | 16 - 7 files changed, 732 insertions(+), 88 deletions(-) create mode 100644 xiaogpt/langchain/callbacks.py delete mode 100755 xiaogpt/langchain/stream_call_back.py diff --git a/pdm.lock b/pdm.lock index 0bf1a4bf..80e54ba8 100644 --- a/pdm.lock +++ b/pdm.lock @@ -6,7 +6,7 @@ groups = ["default"] cross_platform = true static_urls = false lock_version = "4.3" -content_hash = "sha256:b11b021ef9e76a618f30fc7f6b727abd5e7b2bed4328560185b141ebaf0e4b5e" +content_hash = "sha256:68df646686ad5b6bf247586ce06f4dd9e64f0f0f7b6bc4374e62fcf5e2ae6419" [[package]] name = "aiohttp" @@ -16,12 +16,10 @@ summary = "Async http client/server framework (asyncio)" dependencies = [ "aiosignal>=1.1.2", "async-timeout<5.0,>=4.0.0a3", - "asynctest==0.13.0; python_version < \"3.8\"", "attrs>=17.3.0", "charset-normalizer<4.0,>=2.0", "frozenlist>=1.1.1", "multidict<7.0,>=4.5", - "typing-extensions>=3.7.4; python_version < \"3.8\"", "yarl<2.0,>=1.0", ] files = [ @@ -127,6 +125,19 @@ files = [ {file = "aiosignal-1.3.1.tar.gz", hash = "sha256:54cd96e15e1649b75d6c87526a6ff0b6c1b0dd3459f43d9ca11d48c339b68cfc"}, ] +[[package]] +name = "annotated-types" +version = "0.6.0" +requires_python = ">=3.8" +summary = "Reusable constraint types to use with typing.Annotated" +dependencies = [ + "typing-extensions>=4.0.0; python_version < \"3.9\"", +] +files = [ + {file = "annotated_types-0.6.0-py3-none-any.whl", hash = "sha256:0641064de18ba7a25dee8f96403ebc39113d0cb953a01429249d5c7564666a43"}, + {file = "annotated_types-0.6.0.tar.gz", hash = "sha256:563339e807e53ffd9c267e99fc6d9ea23eb8443c08f112651963e24e22f84a5d"}, +] + [[package]] name = "anyio" version = "3.6.2" @@ -135,7 +146,6 @@ summary = "High level compatibility layer for multiple asynchronous event loop i dependencies = [ "idna>=2.8", "sniffio>=1.1", - "typing-extensions; python_version < \"3.8\"", ] files = [ {file = "anyio-3.6.2-py3-none-any.whl", hash = "sha256:fbbe32bd270d2a2ef3ed1c5d45041250284e31fc0a4df4a5a6071842051a51e3"}, @@ -147,24 +157,11 @@ name = "async-timeout" version = "4.0.2" requires_python = ">=3.6" summary = "Timeout context manager for asyncio programs" -dependencies = [ - "typing-extensions>=3.6.5; python_version < \"3.8\"", -] files = [ {file = "async-timeout-4.0.2.tar.gz", hash = "sha256:2163e1640ddb52b7a8c80d0a67a08587e5d245cc9c553a74a847056bc2976b15"}, {file = "async_timeout-4.0.2-py3-none-any.whl", hash = "sha256:8ca1e4fcf50d07413d66d1a5e416e42cfdf5851c981d679a09851a6853383b3c"}, ] -[[package]] -name = "asynctest" -version = "0.13.0" -requires_python = ">=3.5" -summary = "Enhance the standard unittest package with features for testing asyncio libraries" -files = [ - {file = "asynctest-0.13.0-py3-none-any.whl", hash = "sha256:5da6118a7e6d6b54d83a8f7197769d046922a44d2a99c21382f0a6e4fadae676"}, - {file = "asynctest-0.13.0.tar.gz", hash = "sha256:c27862842d15d83e6a34eb0b2866c323880eb3a75e4485b079ea11748fd77fac"}, -] - [[package]] name = "attrs" version = "22.2.0" @@ -254,6 +251,16 @@ files = [ {file = "certifi-2022.12.7.tar.gz", hash = "sha256:35824b4c3a97115964b408844d64aa14db1cc518f6562e8d7261699d1350a9e3"}, ] +[[package]] +name = "chardet" +version = "5.1.0" +requires_python = ">=3.7" +summary = "Universal encoding detector for Python 3" +files = [ + {file = "chardet-5.1.0-py3-none-any.whl", hash = "sha256:362777fb014af596ad31334fde1e8c327dfdb076e1960d1694662d46a6917ab9"}, + {file = "chardet-5.1.0.tar.gz", hash = "sha256:0d62712b956bc154f85fb0a266e2a3c5913c2967e00348701b32411d6def31e5"}, +] + [[package]] name = "charset-normalizer" version = "3.1.0" @@ -356,6 +363,34 @@ files = [ {file = "dataclasses-0.6.tar.gz", hash = "sha256:6988bd2b895eef432d562370bb707d540f32f7360ab13da45340101bc2307d84"}, ] +[[package]] +name = "dataclasses-json" +version = "0.6.1" +requires_python = ">=3.7,<4.0" +summary = "Easily serialize dataclasses to and from JSON." +dependencies = [ + "marshmallow<4.0.0,>=3.18.0", + "typing-inspect<1,>=0.4.0", +] +files = [ + {file = "dataclasses_json-0.6.1-py3-none-any.whl", hash = "sha256:1bd8418a61fe3d588bb0079214d7fb71d44937da40742b787256fd53b26b6c80"}, + {file = "dataclasses_json-0.6.1.tar.gz", hash = "sha256:a53c220c35134ce08211a1057fd0e5bf76dc5331627c6b241cacbc570a89faae"}, +] + +[[package]] +name = "datetime" +version = "5.2" +requires_python = ">=3.7" +summary = "This package provides a DateTime data type, as known from Zope. 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-langchain==0.0.301 -datetime==5.2 -bs4==0.0.1 -chardet==5.1.0 -typing==3.7.4.3 -google-search-results==2.4.2 -numexpr==2.8.6 - +zope-interface==6.1 diff --git a/xiaogpt/bot/langchain_bot.py b/xiaogpt/bot/langchain_bot.py index 74c5ec34..0982f132 100644 --- a/xiaogpt/bot/langchain_bot.py +++ b/xiaogpt/bot/langchain_bot.py @@ -1,15 +1,14 @@ from __future__ import annotations -import openai +import asyncio +import os + from rich import print from xiaogpt.bot.base_bot import BaseBot -from xiaogpt.utils import split_sentences - +from xiaogpt.langchain.callbacks import AsyncIteratorCallbackHandler from xiaogpt.langchain.chain import agent_search -from xiaogpt.langchain.stream_call_back import streaming_call_queue - -import os +from xiaogpt.utils import split_sentences class LangChainBot(BaseBot): @@ -42,18 +41,17 @@ def from_config(cls, config): async def ask(self, query, **options): # Todo,Currently only supports stream raise Exception( - "The bot does not support it. Please use 'ask_stream,add: --stream'" + "The bot does not support it. Please use 'ask_stream, add: --stream'" ) async def ask_stream(self, query, **options): - agent_search(query) + callback = AsyncIteratorCallbackHandler() + task = asyncio.create_task(agent_search(query, callback)) try: - while True: - if not streaming_call_queue.empty(): - token = streaming_call_queue.get() - print(token, end="") - yield token - else: - break + async for message in split_sentences(callback.aiter()): + yield message except Exception as e: print("An error occurred:", str(e)) + finally: + print() + await task diff --git a/xiaogpt/langchain/callbacks.py b/xiaogpt/langchain/callbacks.py new file mode 100644 index 00000000..f98f0299 --- /dev/null +++ b/xiaogpt/langchain/callbacks.py @@ -0,0 +1,87 @@ +from __future__ import annotations + +import asyncio +from typing import Any, AsyncIterator +from uuid import UUID + +from langchain.callbacks.base import AsyncCallbackHandler + + +class AsyncIteratorCallbackHandler(AsyncCallbackHandler): + """Callback handler that returns an async iterator.""" + + @property + def always_verbose(self) -> bool: + return True + + def __init__(self) -> None: + self.queue = asyncio.Queue() + self.done = asyncio.Event() + + async def on_chain_start( + self, + serialized: dict[str, Any], + inputs: dict[str, Any], + *, + run_id: UUID, + parent_run_id: UUID | None = None, + tags: list[str] | None = None, + metadata: dict[str, Any] | None = None, + **kwargs: Any, + ) -> None: + self.done.clear() + + async def on_llm_new_token(self, token: str, **kwargs: Any) -> None: + if token is not None and token != "": + print(token, end="") + self.queue.put_nowait(token) + + async def on_chain_end( + self, + outputs: dict[str, Any], + *, + run_id: UUID, + parent_run_id: UUID | None = None, + tags: list[str] | None = None, + **kwargs: Any, + ) -> None: + self.done.set() + + async def on_chain_error( + self, + error: BaseException, + *, + run_id: UUID, + parent_run_id: UUID | None = None, + tags: list[str] | None = None, + **kwargs: Any, + ) -> None: + self.done.set() + + async def aiter(self) -> AsyncIterator[str]: + while not self.queue.empty() or not self.done.is_set(): + # Wait for the next token in the queue, + # but stop waiting if the done event is set + done, other = await asyncio.wait( + [ + # NOTE: If you add other tasks here, update the code below, + # which assumes each set has exactly one task each + asyncio.ensure_future(self.queue.get()), + asyncio.ensure_future(self.done.wait()), + ], + return_when=asyncio.FIRST_COMPLETED, + ) + + # Cancel the other task + if other: + other.pop().cancel() + + # Extract the value of the first completed task + token_or_done = done.pop().result() + + # If the extracted value is the boolean True, the done event was set + if token_or_done is True: + break + + # Otherwise, the extracted value is a token, which we yield + yield token_or_done diff --git a/xiaogpt/langchain/chain.py b/xiaogpt/langchain/chain.py index 5cda4888..3661a085 100644 --- a/xiaogpt/langchain/chain.py +++ b/xiaogpt/langchain/chain.py @@ -1,23 +1,15 @@ -from langchain.agents import initialize_agent, Tool -from langchain.agents import AgentType -from langchain.tools import BaseTool -from langchain.llms import OpenAI +from langchain.agents import AgentType, Tool, initialize_agent +from langchain.callbacks.base import BaseCallbackHandler from langchain.chains import LLMMathChain -from langchain.utilities import SerpAPIWrapper from langchain.chat_models import ChatOpenAI -from langchain.memory import ChatMessageHistory -from xiaogpt.langchain.stream_call_back import StreamCallbackHandler -from langchain.agents.agent_toolkits import ZapierToolkit -from langchain.utilities.zapier import ZapierNLAWrapper -from langchain.memory import ConversationBufferMemory +from langchain.utilities import SerpAPIWrapper -def agent_search(query): +async def agent_search(query: str, callback: BaseCallbackHandler) -> None: llm = ChatOpenAI( streaming=True, temperature=0, model="gpt-3.5-turbo-0613", - callbacks=[StreamCallbackHandler()], ) # Initialization: search chain, mathematical calculation chain @@ -35,4 +27,4 @@ def agent_search(query): ) # query eg:'杭州亚运会中国队获得了多少枚金牌?' // '计算3的2次方' - agent.run(query) + await agent.arun(query, callbacks=[callback]) diff --git a/xiaogpt/langchain/stream_call_back.py b/xiaogpt/langchain/stream_call_back.py deleted file mode 100755 index 007edd52..00000000 --- a/xiaogpt/langchain/stream_call_back.py +++ /dev/null @@ -1,16 +0,0 @@ -import chardet -from queue import Queue -from typing import Any, Dict, List, Optional -from langchain.callbacks.streaming_stdout import StreamingStdOutCallbackHandler - -DEFAULT_ANSWER_PREFIX_TOKENS = [""] -streaming_call_queue = Queue() - - -class StreamCallbackHandler(StreamingStdOutCallbackHandler): - def on_llm_new_token(self, token: str, **kwargs: Any) -> None: - token_copy = token - code = chardet.detect(token_copy.encode())["encoding"] - if code is not None: - # Receive stream messages into the queue and dequeue when ask_stream - streaming_call_queue.put(token) From 050bddcabc162d2620d8e19f547b1adc06f0bb5c Mon Sep 17 00:00:00 2001 From: Frost Ming Date: Thu, 26 Oct 2023 16:07:58 +0800 Subject: [PATCH 2/4] fix: make TTS more smooth by not splitting at dots Signed-off-by: Frost Ming --- xiaogpt/utils.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/xiaogpt/utils.py b/xiaogpt/utils.py index a6de1b65..da67b49f 100644 --- a/xiaogpt/utils.py +++ b/xiaogpt/utils.py @@ -29,7 +29,7 @@ def calculate_tts_elapse(text: str) -> float: return len(_no_elapse_chars.sub("", text)) / speed -_ending_punctuations = ("。", "?", "!", ";", ".", "?", "!", ";") +_ending_punctuations = ("。", "?", "!", ";", "\n", "?", "!", ";") async def split_sentences(text_stream: AsyncIterator[str]) -> AsyncIterator[str]: From 2e9efc54adb516c45bbb6cb02f4ef14af09284db Mon Sep 17 00:00:00 2001 From: Frost Ming Date: Thu, 26 Oct 2023 16:45:50 +0800 Subject: [PATCH 3/4] fix: no interrupt the playing tts Signed-off-by: Frost Ming --- xiaogpt/xiaogpt.py | 32 +++++++++++++++++--------------- 1 file changed, 17 insertions(+), 15 deletions(-) diff --git a/xiaogpt/xiaogpt.py b/xiaogpt/xiaogpt.py index e94f04f9..379d0bca 100644 --- a/xiaogpt/xiaogpt.py +++ b/xiaogpt/xiaogpt.py @@ -69,7 +69,6 @@ def __init__(self, config: Config): self.mi_token_home = Path.home() / ".mi.token" self.last_timestamp = int(time.time() * 1000) # timestamp last call mi speaker - self.last_record = None self.cookie_jar = None self._chatbot = None self.device_id = "" @@ -78,7 +77,7 @@ def __init__(self, config: Config): self.miio_service = None self.in_conversation = False self.polling_event = asyncio.Event() - self.new_record_event = asyncio.Event() + self.last_record = asyncio.Queue(1) self.temp_dir = None if self.config.enable_edge_tts: self.temp_dir = tempfile.TemporaryDirectory(prefix="xiaogpt-tts-") @@ -96,14 +95,14 @@ async def poll_latest_ask(self): self.log.debug( "Listening new message, timestamp: %s", self.last_timestamp ) - await self.get_latest_ask_from_xiaoai(session) + new_record = await self.get_latest_ask_from_xiaoai(session) start = time.perf_counter() self.log.debug("Polling_event, timestamp: %s", self.last_timestamp) await self.polling_event.wait() if ( self.config.mute_xiaoai - and self.last_record - and self.need_ask_gpt(self.last_record) + and new_record + and self.need_ask_gpt(new_record) ): await self.stop_if_xiaoai_is_playing() if (d := time.perf_counter() - start) < 1: @@ -234,7 +233,7 @@ def _change_prompt(self, new_prompt): print(self.chatbot.history) self.chatbot.history[0][0] = new_prompt - async def get_latest_ask_from_xiaoai(self, session): + async def get_latest_ask_from_xiaoai(self, session: ClientSession) -> dict | None: retries = 3 for i in range(retries): try: @@ -261,18 +260,23 @@ async def get_latest_ask_from_xiaoai(self, session): await self.init_all_data(self.session) else: return self._get_last_query(data) + return None - def _get_last_query(self, data): + def _get_last_query(self, data: dict) -> dict | None: if d := data.get("data"): records = json.loads(d).get("records") if not records: - return + return None last_record = records[0] timestamp = last_record.get("time") if timestamp > self.last_timestamp: - self.last_timestamp = timestamp - self.last_record = last_record - self.new_record_event.set() + try: + self.last_record.put_nowait(last_record) + self.last_timestamp = timestamp + return last_record + except asyncio.QueueFull: + pass + return None async def do_tts(self, value, wait_for_finish=False): if not self.config.use_command: @@ -403,7 +407,7 @@ def done_callback(future): task = asyncio.create_task(collect_stream(queue)) task.add_done_callback(done_callback) while True: - if is_eof or self.new_record_event.is_set(): + if is_eof or not self.last_record.empty(): break message = await queue.get() if message is EOF: @@ -451,9 +455,7 @@ async def run_forever(self): print(f"或用`{self.config.start_conversation}`开始持续对话") while True: self.polling_event.set() - await self.new_record_event.wait() - self.new_record_event.clear() - new_record = self.last_record + new_record = await self.last_record.get() self.polling_event.clear() # stop polling when processing the question query = new_record.get("query", "").strip() From 25b9539f2d5ad442dc58e94124cef07cfff75fb2 Mon Sep 17 00:00:00 2001 From: Frost Ming Date: Thu, 26 Oct 2023 16:50:04 +0800 Subject: [PATCH 4/4] fix error Signed-off-by: Frost Ming --- xiaogpt/xiaogpt.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/xiaogpt/xiaogpt.py b/xiaogpt/xiaogpt.py index 379d0bca..caaea9cb 100644 --- a/xiaogpt/xiaogpt.py +++ b/xiaogpt/xiaogpt.py @@ -1,4 +1,6 @@ #!/usr/bin/env python3 +from __future__ import annotations + import asyncio import functools import http.server