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build: wip: agent service

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This commit is contained in:
Artem Litvinov 2023-10-15 06:40:05 +01:00
parent ee8183b4c3
commit 08350809ab
3 changed files with 214 additions and 24 deletions
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25
src/assistant/lib/agent/services.py
View File

@ -67,28 +67,24 @@ class AgentService:
llm = langchain.chat_models.ChatOpenAI(temperature=self.settings.openai.agent_temperature, openai_api_key=self.settings.openai.api_key.get_secret_value()) llm = langchain.chat_models.ChatOpenAI(temperature=self.settings.openai.agent_temperature, openai_api_key=self.settings.openai.api_key.get_secret_value())
chat_history = langchain.memory.ChatMessageHistory() # chat_history = langchain.memory.ChatMessageHistory()
# chat_history = [] chat_history = []
chat_history_name = f"{chat_history=}".partition("=")[0] chat_history_name = f"{chat_history=}".partition("=")[0]
request_chat_history = models.RequestChatHistory(session_id=session_id) request_chat_history = models.RequestChatHistory(session_id=session_id)
chat_history_source = await self.chat_repository.get_messages_by_sid(request_chat_history) chat_history_source = await self.chat_repository.get_messages_by_sid(request_chat_history)
chat_history.append(langchain.schema.HumanMessage(content="Hi there!"))
for entry in chat_history_source: for entry in chat_history_source:
# chat_history.append(langchain.schema.messages.HumanMessage(content=first_question)) print("ENTRY: ", entry)
# chat_history.append(langchain.schema.messages.AIMessage(content=first_result["output"]))
if entry.content["role"] == "user": if entry.content["role"] == "user":
chat_history.append(langchain.schema.messages.HumanMessage(content=entry.content["content"])) chat_history.append(langchain.schema.HumanMessage(content=entry.content["content"]))
elif entry.content["role"] == "agent": elif entry.content["role"] == "agent":
chat_history.append(langchain.schema.messages.AIMessage(content=entry.content["content"])) chat_history.append(langchain.schema.AIMessage(content=entry.content["content"]))
# chat_history = [entry.model_dump() for entry in chat_history_source] # memory = langchain.memory.ConversationBufferMemory(memory_key=chat_history_name,chat_memory=chat_history)
memory_buffer = langchain.memory.ConversationBufferMemory(memory_key=chat_history_name,chat_memory=chat_history)
print("CHAT HISTORY:", chat_history) print("CHAT HISTORY:", chat_history)
# chat_history_name = f"{chat_history=}".partition("=")[0]
prompt = langchain.prompts.ChatPromptTemplate.from_messages( prompt = langchain.prompts.ChatPromptTemplate.from_messages(
[ [
( (
@ -118,7 +114,10 @@ class AgentService:
| langchain.agents.output_parsers.OpenAIFunctionsAgentOutputParser() | langchain.agents.output_parsers.OpenAIFunctionsAgentOutputParser()
) )
agent_executor = langchain.agents.AgentExecutor(agent=agent, tools=tools, verbose=True, memory=memory_buffer) print("AGENT:", agent)
agent_executor = langchain.agents.AgentExecutor(agent=agent, tools=tools, verbose=True)
print("CH:", type(chat_history), chat_history)
response = await agent_executor.ainvoke({"input": request.text, "chat_history": chat_history}) response = await agent_executor.ainvoke({"input": request.text, "chat_history": chat_history})
print("AI RESPONSE:", response) print("AI RESPONSE:", response)
user_request = models.RequestChatMessage( user_request = models.RequestChatMessage(

212
src/assistant/poetry.lock generated
View File

@ -448,6 +448,21 @@ files = [
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] ]
[[package]]
name = "dataclasses-json"
version = "0.6.1"
description = "Easily serialize dataclasses to and from JSON."
optional = false
python-versions = ">=3.7,<4.0"
files = [
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marshmallow = ">=3.18.0,<4.0.0"
typing-inspect = ">=0.4.0,<1"
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name = "dill" name = "dill"
version = "0.3.7" version = "0.3.7"
@ -775,6 +790,85 @@ pipfile-deprecated-finder = ["pip-shims (>=0.5.2)", "pipreqs", "requirementslib"
plugins = ["setuptools"] plugins = ["setuptools"]
requirements-deprecated-finder = ["pip-api", "pipreqs"] requirements-deprecated-finder = ["pip-api", "pipreqs"]
[[package]]
name = "jsonpatch"
version = "1.33"
description = "Apply JSON-Patches (RFC 6902)"
optional = false
python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
files = [
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]
[package.dependencies]
jsonpointer = ">=1.9"
[[package]]
name = "jsonpointer"
version = "2.4"
description = "Identify specific nodes in a JSON document (RFC 6901)"
optional = false
python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
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name = "langchain"
version = "0.0.314"
description = "Building applications with LLMs through composability"
optional = false
python-versions = ">=3.8.1,<4.0"
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aiohttp = ">=3.8.3,<4.0.0"
anyio = "<4.0"
dataclasses-json = ">=0.5.7,<0.7"
jsonpatch = ">=1.33,<2.0"
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numpy = ">=1,<2"
pydantic = ">=1,<3"
PyYAML = ">=5.3"
requests = ">=2,<3"
SQLAlchemy = ">=1.4,<3"
tenacity = ">=8.1.0,<9.0.0"
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python-versions = ">=3.8"
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{file = "SQLAlchemy-2.0.22-cp39-cp39-win32.whl", hash = "sha256:58a3aba1bfb32ae7af68da3f277ed91d9f57620cf7ce651db96636790a78b736"}, {file = "SQLAlchemy-2.0.22-cp39-cp39-win32.whl", hash = "sha256:58a3aba1bfb32ae7af68da3f277ed91d9f57620cf7ce651db96636790a78b736"},
{file = "SQLAlchemy-2.0.22-cp39-cp39-win_amd64.whl", hash = "sha256:92e512a6af769e4725fa5b25981ba790335d42c5977e94ded07db7d641490a85"}, {file = "SQLAlchemy-2.0.22-cp39-cp39-win_amd64.whl", hash = "sha256:92e512a6af769e4725fa5b25981ba790335d42c5977e94ded07db7d641490a85"},
@ -1854,6 +2015,20 @@ anyio = ">=3.4.0,<5"
[package.extras] [package.extras]
full = ["httpx (>=0.22.0)", "itsdangerous", "jinja2", "python-multipart", "pyyaml"] full = ["httpx (>=0.22.0)", "itsdangerous", "jinja2", "python-multipart", "pyyaml"]
[[package]]
name = "tenacity"
version = "8.2.3"
description = "Retry code until it succeeds"
optional = false
python-versions = ">=3.7"
files = [
{file = "tenacity-8.2.3-py3-none-any.whl", hash = "sha256:ce510e327a630c9e1beaf17d42e6ffacc88185044ad85cf74c0a8887c6a0f88c"},
{file = "tenacity-8.2.3.tar.gz", hash = "sha256:5398ef0d78e63f40007c1fb4c0bff96e1911394d2fa8d194f77619c05ff6cc8a"},
]
[package.extras]
doc = ["reno", "sphinx", "tornado (>=4.5)"]
[[package]] [[package]]
name = "tokenize-rt" name = "tokenize-rt"
version = "5.2.0" version = "5.2.0"
@ -1921,6 +2096,21 @@ files = [
{file = "typing_extensions-4.8.0.tar.gz", hash = "sha256:df8e4339e9cb77357558cbdbceca33c303714cf861d1eef15e1070055ae8b7ef"}, {file = "typing_extensions-4.8.0.tar.gz", hash = "sha256:df8e4339e9cb77357558cbdbceca33c303714cf861d1eef15e1070055ae8b7ef"},
] ]
[[package]]
name = "typing-inspect"
version = "0.9.0"
description = "Runtime inspection utilities for typing module."
optional = false
python-versions = "*"
files = [
{file = "typing_inspect-0.9.0-py3-none-any.whl", hash = "sha256:9ee6fc59062311ef8547596ab6b955e1b8aa46242d854bfc78f4f6b0eff35f9f"},
{file = "typing_inspect-0.9.0.tar.gz", hash = "sha256:b23fc42ff6f6ef6954e4852c1fb512cdd18dbea03134f91f856a95ccc9461f78"},
]
[package.dependencies]
mypy-extensions = ">=0.3.0"
typing-extensions = ">=3.7.4"
[[package]] [[package]]
name = "urllib3" name = "urllib3"
version = "2.0.6" version = "2.0.6"
@ -2130,4 +2320,4 @@ multidict = ">=4.0"
[metadata] [metadata]
lock-version = "2.0" lock-version = "2.0"
python-versions = "^3.11" python-versions = "^3.11"
content-hash = "f11c55e41071ec0ef9662649522f774a7d01df83b439d27bd711fb2d1e137d82" content-hash = "e89034ff2a2129b8963474f4adc276ef030e60de0178dc93efa754d5df11f81f"

1
src/assistant/pyproject.toml
View File

@ -39,6 +39,7 @@ pgvector = "^0.2.3"
python-magic = "^0.4.27" python-magic = "^0.4.27"
openai = "^0.28.1" openai = "^0.28.1"
python-multipart = "^0.0.6" python-multipart = "^0.0.6"
langchain = "^0.0.314"
[tool.poetry.dev-dependencies] [tool.poetry.dev-dependencies]
black = "^23.7.0" black = "^23.7.0"