From 7eb3eea6829395b9454adcf6802b6e006ecb1d2f Mon Sep 17 00:00:00 2001 From: Aaron Abbott Date: Mon, 12 May 2025 20:31:51 +0000 Subject: [PATCH 1/3] LangGraph console based instrumentation sample This sample has region tags to go in the public docs. It is a CLI based LangGraph agent that is manually instrumented for Cloud Obs. --- samples/langgraph-sql-agent/.python-version | 1 + samples/langgraph-sql-agent/agent.py | 122 + samples/langgraph-sql-agent/main.py | 102 + .../langgraph-sql-agent/patched_vertexai.py | 59 + samples/langgraph-sql-agent/pyproject.toml | 33 + samples/langgraph-sql-agent/requirements.txt | 1289 ++++++++++ samples/langgraph-sql-agent/utils.py | 59 + samples/langgraph-sql-agent/uv.lock | 2097 +++++++++++++++++ 8 files changed, 3762 insertions(+) create mode 100644 samples/langgraph-sql-agent/.python-version create mode 100644 samples/langgraph-sql-agent/agent.py create mode 100644 samples/langgraph-sql-agent/main.py create mode 100644 samples/langgraph-sql-agent/patched_vertexai.py create mode 100644 samples/langgraph-sql-agent/pyproject.toml create mode 100644 samples/langgraph-sql-agent/requirements.txt create mode 100644 samples/langgraph-sql-agent/utils.py create mode 100644 samples/langgraph-sql-agent/uv.lock diff --git a/samples/langgraph-sql-agent/.python-version b/samples/langgraph-sql-agent/.python-version new file mode 100644 index 00000000..24ee5b1b --- /dev/null +++ b/samples/langgraph-sql-agent/.python-version @@ -0,0 +1 @@ +3.13 diff --git a/samples/langgraph-sql-agent/agent.py b/samples/langgraph-sql-agent/agent.py new file mode 100644 index 00000000..84113869 --- /dev/null +++ b/samples/langgraph-sql-agent/agent.py @@ -0,0 +1,122 @@ +# Copyright 2025 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +import sqlite3 +import tempfile + +from langchain_community.agent_toolkits.sql.toolkit import SQLDatabaseToolkit +from langchain_community.utilities.sql_database import SQLDatabase +from langchain_core.messages import HumanMessage, SystemMessage +from langchain_core.runnables.config import ( + RunnableConfig, +) +from langgraph.checkpoint.memory import InMemorySaver +from langgraph.prebuilt import create_react_agent +from opentelemetry import trace +from sqlalchemy import create_engine + +from patched_vertexai import PatchedChatVertexAI +from utils import ask_prompt, console, print_markdown, render_messages + +SYSTEM_PROMPT = SystemMessage( + content=f"""\ +You are a helpful AI assistant with a mastery of database design and querying. You have access +to an ephemeral sqlite3 database that you can query and modify through some tools. Help answer +questions and perform actions. Follow these rules: + +- Make sure you always use sql_db_query_checker to validate SQL statements **before** running + them. In pseudocode: `checked_query = sql_db_query_checker(query); + sql_db_query(checked_query)`. +- Be creative and don't ask for permission! The database is ephemeral so it's OK to make some mistakes. +- The sqlite version is {sqlite3.sqlite_version} which supports multiple row inserts. +- Always prefer to insert multiple rows in a single call to the sql_db_query tool, if possible. +- You may request to execute multiple sql_db_query tool calls which will be run in parallel. + +If you make a mistake, try to recover.""" +) + +INTRO_TEXT = """\ +Starting agent using ephemeral SQLite DB {dbpath}. This demo allows you to chat with an Agent +that has full access to an ephemeral SQLite database. The database is initially empty. It is +built with the the LangGraph prebuilt **ReAct Agent** and the **SQLDatabaseToolkit**. Here are some samples you can try: + +**Weather** +- Create a new table to hold weather data. +- Populate the weather database with 20 example rows. +- Add a new column for weather observer notes + +**Pets** +- Create a database table for pets including an `owner_id` column. +- Add 20 example rows please. +- Create an owner table. +- Link the two tables together, adding new columns, values, and rows as needed. +- Write a query to join these tables and give the result of owners and their pets. +- Show me the query, then the output as a table + +--- +""" + +tracer = trace.get_tracer(__name__) + + +def run_agent(*, model_name: str, recursion_limit: int = 50) -> None: + model = PatchedChatVertexAI(model=model_name) + checkpointer = InMemorySaver() + + # Ephemeral sqlite database per run + _, dbpath = tempfile.mkstemp(suffix=".db") + engine = create_engine( + f"sqlite:///{dbpath}", + isolation_level="AUTOCOMMIT", + ) + + # The agent has access to the SQL database through these tools + db = SQLDatabase(engine) + toolkit = SQLDatabaseToolkit(db=db, llm=model) + # Filter out sql_db_list_tables since it only lists the initial tables + tools = [tool for tool in toolkit.get_tools() if tool.name != "sql_db_list_tables"] + + # Use the prebuilt ReAct agent graph + # https://langchain-ai.github.io/langgraph/agents/agents/ + agent = create_react_agent( + model, tools, checkpointer=checkpointer, prompt=SYSTEM_PROMPT + ) + config: RunnableConfig = { + "configurable": {"thread_id": "default"}, + "recursion_limit": recursion_limit, + } + + print_markdown(INTRO_TEXT.format(dbpath=dbpath)) + + while True: + # Accept input from the user + try: + prompt_txt = ask_prompt() + except (EOFError, KeyboardInterrupt): + print_markdown("Exiting...") + break + + if not prompt_txt: + continue + prompt = HumanMessage(prompt_txt) + + with console.status("Agent is thinking"): + # [START opentelemetry_langgraph_agent_span] + # Invoke the agent within a span + with tracer.start_as_current_span("invoke agent"): + result = agent.invoke({"messages": [prompt]}, config=config) + # [END opentelemetry_langgraph_agent_span] + + # Print history + render_messages(result["messages"]) diff --git a/samples/langgraph-sql-agent/main.py b/samples/langgraph-sql-agent/main.py new file mode 100644 index 00000000..e41b676e --- /dev/null +++ b/samples/langgraph-sql-agent/main.py @@ -0,0 +1,102 @@ +# Copyright 2025 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +import google.auth +import google.auth.transport.requests +import grpc +from google.auth.transport.grpc import AuthMetadataPlugin +from opentelemetry import _events as events +from opentelemetry import _logs as logs +from opentelemetry import metrics, trace +from opentelemetry.exporter.cloud_logging import CloudLoggingExporter +from opentelemetry.exporter.cloud_monitoring import CloudMonitoringMetricsExporter +from opentelemetry.exporter.otlp.proto.grpc.trace_exporter import ( + OTLPSpanExporter, +) +from opentelemetry.instrumentation.sqlite3 import SQLite3Instrumentor +from opentelemetry.instrumentation.vertexai import VertexAIInstrumentor +from opentelemetry.sdk._events import EventLoggerProvider +from opentelemetry.sdk._logs import LoggerProvider +from opentelemetry.sdk._logs.export import BatchLogRecordProcessor +from opentelemetry.sdk.metrics import MeterProvider +from opentelemetry.sdk.metrics.export import PeriodicExportingMetricReader +from opentelemetry.sdk.resources import SERVICE_NAME, Resource +from opentelemetry.sdk.trace import TracerProvider +from opentelemetry.sdk.trace.export import BatchSpanProcessor + +from agent import run_agent + + +# [START opentelemetry_langgraph_otel_setup] +def setup_opentelemetry() -> None: + credentials, project_id = google.auth.default() + resource = Resource.create( + attributes={ + SERVICE_NAME: "langgraph-sql-agent", + # The project to send spans to + "gcp.project_id": project_id, + } + ) + + # Set up OTLP auth + request = google.auth.transport.requests.Request() + auth_metadata_plugin = AuthMetadataPlugin(credentials=credentials, request=request) + channel_creds = grpc.composite_channel_credentials( + grpc.ssl_channel_credentials(), + grpc.metadata_call_credentials(auth_metadata_plugin), + ) + + # Set up OpenTelemetry Python SDK + tracer_provider = TracerProvider(resource=resource) + tracer_provider.add_span_processor( + BatchSpanProcessor( + OTLPSpanExporter( + credentials=channel_creds, + endpoint="https://telemetry.googleapis.com:443/v1/traces", + ) + ) + ) + trace.set_tracer_provider(tracer_provider) + + logger_provider = LoggerProvider(resource=resource) + logger_provider.add_log_record_processor( + BatchLogRecordProcessor(CloudLoggingExporter()) + ) + logs.set_logger_provider(logger_provider) + + event_logger_provider = EventLoggerProvider(logger_provider) + events.set_event_logger_provider(event_logger_provider) + + reader = PeriodicExportingMetricReader(CloudMonitoringMetricsExporter()) + meter_provider = MeterProvider(metric_readers=[reader], resource=resource) + metrics.set_meter_provider(meter_provider) + + # Load instrumentors + SQLite3Instrumentor().instrument() + VertexAIInstrumentor().instrument() + + +# [END opentelemetry_langgraph_otel_setup] + +# Make sure to set: +# OTEL_PYTHON_LOGGING_AUTO_INSTRUMENTATION_ENABLED=true +# OTEL_INSTRUMENTATION_GENAI_CAPTURE_MESSAGE_CONTENT=true +# in order to full prompts and responses and logs messages. +setup_opentelemetry() +run_agent( + model_name="gemini-2.0-flash", + # You can increase this, but it may incur more token usage + # https://langchain-ai.github.io/langgraph/troubleshooting/errors/GRAPH_RECURSION_LIMIT/#troubleshooting + recursion_limit=50, +) diff --git a/samples/langgraph-sql-agent/patched_vertexai.py b/samples/langgraph-sql-agent/patched_vertexai.py new file mode 100644 index 00000000..b24ec909 --- /dev/null +++ b/samples/langgraph-sql-agent/patched_vertexai.py @@ -0,0 +1,59 @@ +# Copyright 2025 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +from __future__ import annotations + +from typing import Any + +from google.cloud.aiplatform_v1.types import ( + GenerateContentRequest as v1GenerateContentRequest, +) +from google.cloud.aiplatform_v1beta1.types import ( + GenerateContentRequest, +) +from langchain_core.messages import ( + BaseMessage, +) +from langchain_google_vertexai import ChatVertexAI + + +class PatchedChatVertexAI(ChatVertexAI): + def _prepare_request_gemini( + self, messages: list[BaseMessage], *args: Any, **kwargs: Any + ) -> v1GenerateContentRequest | GenerateContentRequest: + # See https://github.com/langchain-ai/langchain-google/issues/886 + # + # Filter out any blocked messages with no content which can appear if you have a blocked + # message from finish_reason SAFETY: + # + # AIMessage( + # content="", + # additional_kwargs={}, + # response_metadata={ + # "is_blocked": True, + # "safety_ratings": [ ... ], + # "finish_reason": "SAFETY", + # }, + # ... + # ) + # + # These cause `google.api_core.exceptions.InvalidArgument: 400 Unable to submit request + # because it must include at least one parts field` + + messages = [ + message + for message in messages + if not message.response_metadata.get("is_blocked", False) + ] + return super()._prepare_request_gemini(messages, *args, **kwargs) diff --git a/samples/langgraph-sql-agent/pyproject.toml b/samples/langgraph-sql-agent/pyproject.toml new file mode 100644 index 00000000..0afc1fb7 --- /dev/null +++ b/samples/langgraph-sql-agent/pyproject.toml @@ -0,0 +1,33 @@ +# Copyright 2025 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +[project] +name = "langgraph-sql-agent" +version = "0.1.0" +description = "A LangGraph ReAct agent that can run queries on an ephemeral SQLite database" +readme = "README.md" +requires-python = ">=3.12" +dependencies = [ + "langchain-community>=0.3.16", + "langchain-google-vertexai>=2.0.7", + "langgraph>=0.4.3", + "opentelemetry-exporter-gcp-logging>=1.9.0a0", + "opentelemetry-exporter-gcp-monitoring>=1.9.0a0", + "opentelemetry-exporter-otlp-proto-grpc>=1.33.0", + "opentelemetry-instrumentation-httpx>=0.54b0", + "opentelemetry-instrumentation-requests>=0.54b0", + "opentelemetry-instrumentation-sqlite3>=0.54b0", + "opentelemetry-instrumentation-vertexai>=2.0b0", + "rich>=14.0.0", +] diff --git a/samples/langgraph-sql-agent/requirements.txt b/samples/langgraph-sql-agent/requirements.txt new file mode 100644 index 00000000..45318f1f --- /dev/null +++ b/samples/langgraph-sql-agent/requirements.txt @@ -0,0 +1,1289 @@ +# This file was autogenerated by uv via the following command: +# uv export -o requirements.txt +aiohappyeyeballs==2.6.1 \ + --hash=sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558 \ + --hash=sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8 + # via aiohttp +aiohttp==3.11.18 \ + --hash=sha256:0e2a92101efb9f4c2942252c69c63ddb26d20f46f540c239ccfa5af865197bb8 \ + --hash=sha256:0f421843b0f70740772228b9e8093289924359d306530bcd3926f39acbe1adda \ + --hash=sha256:11d5391946605f445ddafda5eab11caf310f90cdda1fd99865564e3164f5cff9 \ + --hash=sha256:12a62691eb5aac58d65200c7ae94d73e8a65c331c3a86a2e9670927e94339ee8 \ + --hash=sha256:13cd38515568ae230e1ef6919e2e33da5d0f46862943fcda74e7e915096815f3 \ + --hash=sha256:28c3f975e5ae3dbcbe95b7e3dcd30e51da561a0a0f2cfbcdea30fc1308d72137 \ + --hash=sha256:2d9f6c0152f8d71361905aaf9ed979259537981f47ad099c8b3d81e0319814bd \ + --hash=sha256:364329f319c499128fd5cd2d1c31c44f234c58f9b96cc57f743d16ec4f3238c8 \ + --hash=sha256:3849ead845e8444f7331c284132ab314b4dac43bfae1e3cf350906d4fff4620f \ + --hash=sha256:3b8d2b42073611c860a37f718b3d61ae8b4c2b124b2e776e2c10619d920350ec \ + --hash=sha256:3cc314245deb311364884e44242e00c18b5896e4fe6d5f942e7ad7e4cb640adb \ + --hash=sha256:40fbf91f6a0ac317c0a07eb328a1384941872f6761f2e6f7208b63c4cc0a7ff6 \ + --hash=sha256:44ff5625413fec55216da5eaa011cf6b0a2ed67a565914a212a51aa3755b0009 \ + --hash=sha256:474215ec618974054cf5dc465497ae9708543cbfc312c65212325d4212525811 \ + --hash=sha256:540b8a1f3a424f1af63e0af2d2853a759242a1769f9f1ab053996a392bd70118 \ + --hash=sha256:5e8452ad6b2863709f8b3d615955aa0807bc093c34b8e25b3b52097fe421cb7f \ + --hash=sha256:63d71eceb9cad35d47d71f78edac41fcd01ff10cacaa64e473d1aec13fa02df2 \ + --hash=sha256:6ced70adf03920d4e67c373fd692123e34d3ac81dfa1c27e45904a628567d804 \ + --hash=sha256:7d0aebeb2392f19b184e3fdd9e651b0e39cd0f195cdb93328bd124a1d455cd0e \ + --hash=sha256:7f33a92a2fde08e8c6b0c61815521324fc1612f397abf96eed86b8e31618fdb4 \ + --hash=sha256:9d4df95ad522c53f2b9ebc07f12ccd2cb15550941e11a5bbc5ddca2ca56316d7 \ + --hash=sha256:a35197013ed929c0aed5c9096de1fc5a9d336914d73ab3f9df14741668c0616c \ + --hash=sha256:ab2ef72f8605046115bc9aa8e9d14fd49086d405855f40b79ed9e5c1f9f4faea \ + --hash=sha256:ae856e1138612b7e412db63b7708735cff4d38d0399f6a5435d3dac2669f558a \ + --hash=sha256:bdd619c27e44382cf642223f11cfd4d795161362a5a1fc1fa3940397bc89db01 \ + --hash=sha256:c28875e316c7b4c3e745172d882d8a5c835b11018e33432d281211af35794a93 \ + --hash=sha256:cdd1bbaf1e61f0d94aced116d6e95fe25942f7a5f42382195fd9501089db5d78 \ + --hash=sha256:d1929da615840969929e8878d7951b31afe0bac883d84418f92e5755d7b49508 \ + --hash=sha256:e220e7562467dc8d589e31c1acd13438d82c03d7f385c9cd41a3f6d1d15807c1 \ + --hash=sha256:e6d3e32b8753c8d45ac550b11a1090dd66d110d4ef805ffe60fa61495360b3b2 \ + --hash=sha256:ea4cf2488156e0f281f93cc2fd365025efcba3e2d217cbe3df2840f8c73db261 \ + --hash=sha256:f8af2ef3b4b652ff109f98087242e2ab974b2b2b496304063585e3d78de0b000 \ + --hash=sha256:f9e6710ebebfce2ba21cee6d91e7452d1125100f41b906fb5af3da8c78b764c1 + # via langchain-community +aiosignal==1.3.2 \ + --hash=sha256:45cde58e409a301715980c2b01d0c28bdde3770d8290b5eb2173759d9acb31a5 \ + --hash=sha256:a8c255c66fafb1e499c9351d0bf32ff2d8a0321595ebac3b93713656d2436f54 + # via aiohttp +annotated-types==0.7.0 \ + --hash=sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53 \ + --hash=sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89 + # via pydantic +anyio==4.9.0 \ + --hash=sha256:673c0c244e15788651a4ff38710fea9675823028a6f08a5eda409e0c9840a028 \ + --hash=sha256:9f76d541cad6e36af7beb62e978876f3b41e3e04f2c1fbf0884604c0a9c4d93c + # via + # google-genai + # httpx +attrs==25.3.0 \ + --hash=sha256:427318ce031701fea540783410126f03899a97ffc6f61596ad581ac2e40e3bc3 \ + --hash=sha256:75d7cefc7fb576747b2c81b4442d4d4a1ce0900973527c011d1030fd3bf4af1b + # via aiohttp +bottleneck==1.4.2 \ + --hash=sha256:037315c56605128a39f77d19af6a6019dc8c21a63694a4bfef3c026ed963be2e \ + --hash=sha256:070d22f2f62ab81297380a89492cca931e4d9443fa4b84c2baeb52db09c3b1b4 \ + --hash=sha256:1fc4e7645bd425c05e05acd5541e9e09cb4179e71164e862f082561bf4509eac \ + --hash=sha256:26b5f0531f7044befaad95c20365dd666372e66bdacbfaf009ff65d60285534d \ + --hash=sha256:2c9dbaf737b605b30c81611f2c1d197c2fd2e46c33f605876c1d332d3360c4fc \ + --hash=sha256:2db287f6ecdbb1c998085eca9b717fec2bfc48a4ab6ae070a9820ba8ab59c90b \ + --hash=sha256:48c6b9d9287c4102b803fcb01ae66ae7ef6b310b711b4b7b7e23bf952894dc05 \ + --hash=sha256:7363b3c8ce6ca433779cd7e96bcb94c0e516dcacadff0011adcbf0b3ac86bc9d \ + --hash=sha256:7ebbcbe5d4062e37507b9a81e2aacdb1fcccc6193f7feff124ef2b5a6a5eb740 \ + --hash=sha256:964f6ac4118ddab3bbbac79d4f726b093459be751baba73ee0aa364666e8068e \ + --hash=sha256:99778329331d5fae8df19772a019e8b73ba4d9d1650f110cd995ab7657114db0 \ + --hash=sha256:a74ddd0417f42eeaba37375f0fc065b28451e0fba45cb2f99e88880b10b3fa43 \ + --hash=sha256:c1c885ad02a6a8fa1f7ee9099f29b9d4c03eb1da2c7ab25839482d5cce739021 \ + --hash=sha256:e7a1b023de1de3d84b18826462718fba548fed41870df44354f9ab6a414ea82f \ + --hash=sha256:fa8e8e1799dea5483ce6669462660f9d9a95649f6f98a80d315b84ec89f449f4 + # via langchain-google-vertexai +cachetools==5.5.2 \ + --hash=sha256:1a661caa9175d26759571b2e19580f9d6393969e5dfca11fdb1f947a23e640d4 \ + --hash=sha256:d26a22bcc62eb95c3beabd9f1ee5e820d3d2704fe2967cbe350e20c8ffcd3f0a + # via google-auth +certifi==2025.4.26 \ + --hash=sha256:0a816057ea3cdefcef70270d2c515e4506bbc954f417fa5ade2021213bb8f0c6 \ + --hash=sha256:30350364dfe371162649852c63336a15c70c6510c2ad5015b21c2345311805f3 + # via + # httpcore + # httpx + # requests +cffi==1.17.1 ; platform_python_implementation == 'PyPy' \ + --hash=sha256:0984a4925a435b1da406122d4d7968dd861c1385afe3b45ba82b750f229811e2 \ + --hash=sha256:1257bdabf294dceb59f5e70c64a3e2f462c30c7ad68092d01bbbfb1c16b1ba36 \ + --hash=sha256:1c39c6016c32bc48dd54561950ebd6836e1670f2ae46128f67cf49e789c52824 \ + --hash=sha256:386c8bf53c502fff58903061338ce4f4950cbdcb23e2902d86c0f722b786bbe3 \ + --hash=sha256:3edc8d958eb099c634dace3c7e16560ae474aa3803a5df240542b305d14e14ed \ + --hash=sha256:4ceb10419a9adf4460ea14cfd6bc43d08701f0835e979bf821052f1805850fe8 \ + --hash=sha256:51392eae71afec0d0c8fb1a53b204dbb3bcabcb3c9b807eedf3e1e6ccf2de903 \ + --hash=sha256:706510fe141c86a69c8ddc029c7910003a17353970cff3b904ff0686a5927683 \ + --hash=sha256:72e72408cad3d5419375fc87d289076ee319835bdfa2caad331e377589aebba9 \ + --hash=sha256:733e99bc2df47476e3848417c5a4540522f234dfd4ef3ab7fafdf555b082ec0c \ + --hash=sha256:805b4371bf7197c329fcb3ead37e710d1bca9da5d583f5073b799d5c5bd1eee4 \ + --hash=sha256:a08d7e755f8ed21095a310a693525137cfe756ce62d066e53f502a83dc550f65 \ + --hash=sha256:b62ce867176a75d03a665bad002af8e6d54644fad99a3c70905c543130e39d93 \ + --hash=sha256:c59d6e989d07460165cc5ad3c61f9fd8f1b4796eacbd81cee78957842b834af4 \ + --hash=sha256:d01b12eeeb4427d3110de311e1774046ad344f5b1a7403101878976ecd7a10f3 \ + --hash=sha256:d63afe322132c194cf832bfec0dc69a99fb9bb6bbd550f161a49e9e855cc78ff \ + --hash=sha256:da95af8214998d77a98cc14e3a3bd00aa191526343078b530ceb0bd710fb48a5 \ + --hash=sha256:dd398dbc6773384a17fe0d3e7eeb8d1a21c2200473ee6806bb5e6a8e62bb73dd \ + --hash=sha256:de55b766c7aa2e2a3092c51e0483d700341182f08e67c63630d5b6f200bb28e5 \ + --hash=sha256:e03eab0a8677fa80d646b5ddece1cbeaf556c313dcfac435ba11f107ba117b5d \ + --hash=sha256:f3a2b4222ce6b60e2e8b337bb9596923045681d71e5a082783484d845390938e \ + --hash=sha256:f6a16c31041f09ead72d69f583767292f750d24913dadacf5756b966aacb3f1a \ + --hash=sha256:f79fc4fc25f1c8698ff97788206bb3c2598949bfe0fef03d299eb1b5356ada99 + # via zstandard +charset-normalizer==3.4.2 \ + --hash=sha256:0c29de6a1a95f24b9a1aa7aefd27d2487263f00dfd55a77719b530788f75cff7 \ + --hash=sha256:1c95a1e2902a8b722868587c0e1184ad5c55631de5afc0eb96bc4b0d738092c0 \ + --hash=sha256:289200a18fa698949d2b39c671c2cc7a24d44096784e76614899a7ccf2574b7b \ + --hash=sha256:32fc0341d72e0f73f80acb0a2c94216bd704f4f0bce10aedea38f30502b271ff \ + --hash=sha256:3fddb7e2c84ac87ac3a947cb4e66d143ca5863ef48e4a5ecb83bd48619e4634e \ + --hash=sha256:4a476b06fbcf359ad25d34a057b7219281286ae2477cc5ff5e3f70a246971148 \ + --hash=sha256:4e594135de17ab3866138f496755f302b72157d115086d100c3f19370839dd3a \ + --hash=sha256:5a9979887252a82fefd3d3ed2a8e3b937a7a809f65dcb1e068b090e165bbe99e \ + --hash=sha256:5baececa9ecba31eff645232d59845c07aa030f0c81ee70184a90d35099a0e63 \ + --hash=sha256:6c9379d65defcab82d07b2a9dfbfc2e95bc8fe0ebb1b176a3190230a3ef0e07c \ + --hash=sha256:7222ffd5e4de8e57e03ce2cef95a4c43c98fcb72ad86909abdfc2c17d227fc1b \ + --hash=sha256:7f56930ab0abd1c45cd15be65cc741c28b1c9a34876ce8c17a2fa107810c0af0 \ + --hash=sha256:926ca93accd5d36ccdabd803392ddc3e03e6d4cd1cf17deff3b989ab8e9dbcf0 \ + --hash=sha256:98f862da73774290f251b9df8d11161b6cf25b599a66baf087c1ffe340e9bfd1 \ + --hash=sha256:a370b3e078e418187da8c3674eddb9d983ec09445c99a3a263c2011993522981 \ + --hash=sha256:a955b438e62efdf7e0b7b52a64dc5c3396e2634baa62471768a64bc2adb73d5c \ + --hash=sha256:aa6af9e7d59f9c12b33ae4e9450619cf2488e2bbe9b44030905877f0b2324980 \ + --hash=sha256:aaeeb6a479c7667fbe1099af9617c83aaca22182d6cf8c53966491a0f1b7ffb7 \ + --hash=sha256:bee093bf902e1d8fc0ac143c88902c3dfc8941f7ea1d6a8dd2bcb786d33db03d \ + --hash=sha256:cddf7bd982eaa998934a91f69d182aec997c6c468898efe6679af88283b498d3 \ + --hash=sha256:cf713fe9a71ef6fd5adf7a79670135081cd4431c2943864757f0fa3a65b1fafd \ + --hash=sha256:d41c4d287cfc69060fa91cae9683eacffad989f1a10811995fa309df656ec214 \ + --hash=sha256:db4c7bf0e07fc3b7d89ac2a5880a6a8062056801b83ff56d8464b70f65482b6c \ + --hash=sha256:dedb8adb91d11846ee08bec4c8236c8549ac721c245678282dcb06b221aab59f \ + --hash=sha256:e635b87f01ebc977342e2697d05b56632f5f879a4f15955dfe8cef2448b51691 \ + --hash=sha256:eba9904b0f38a143592d9fc0e19e2df0fa2e41c3c3745554761c5f6447eedabf \ + --hash=sha256:ef8de666d6179b009dce7bcb2ad4c4a779f113f12caf8dc77f0162c29d20490b \ + --hash=sha256:fcbe676a55d7445b22c10967bceaaf0ee69407fbe0ece4d032b6eb8d4565982a + # via requests +dataclasses-json==0.6.7 \ + --hash=sha256:0dbf33f26c8d5305befd61b39d2b3414e8a407bedc2834dea9b8d642666fb40a \ + --hash=sha256:b6b3e528266ea45b9535223bc53ca645f5208833c29229e847b3f26a1cc55fc0 + # via langchain-community +deprecated==1.2.18 \ + --hash=sha256:422b6f6d859da6f2ef57857761bfb392480502a64c3028ca9bbe86085d72115d \ + --hash=sha256:bd5011788200372a32418f888e326a09ff80d0214bd961147cfed01b5c018eec + # via + # opentelemetry-api + # opentelemetry-exporter-otlp-proto-grpc + # opentelemetry-semantic-conventions +docstring-parser==0.16 \ + --hash=sha256:538beabd0af1e2db0146b6bd3caa526c35a34d61af9fd2887f3a8a27a739aa6e \ + --hash=sha256:bf0a1387354d3691d102edef7ec124f219ef639982d096e26e3b60aeffa90637 + # via google-cloud-aiplatform +frozenlist==1.6.0 \ + --hash=sha256:01bcaa305a0fdad12745502bfd16a1c75b14558dabae226852f9159364573117 \ + --hash=sha256:03572933a1969a6d6ab509d509e5af82ef80d4a5d4e1e9f2e1cdd22c77a3f4d2 \ + --hash=sha256:1b8e8cd8032ba266f91136d7105706ad57770f3522eac4a111d77ac126a25a9b \ + --hash=sha256:1d7fb014fe0fbfee3efd6a94fc635aeaa68e5e1720fe9e57357f2e2c6e1a647e \ + --hash=sha256:2bdfe2d7e6c9281c6e55523acd6c2bf77963cb422fdc7d142fb0cb6621b66878 \ + --hash=sha256:2e8246877afa3f1ae5c979fe85f567d220f86a50dc6c493b9b7d8191181ae01e \ + --hash=sha256:37a8a52c3dfff01515e9bbbee0e6063181362f9de3db2ccf9bc96189b557cbfd \ + --hash=sha256:437cfd39564744ae32ad5929e55b18ebd88817f9180e4cc05e7d53b75f79ce85 \ + --hash=sha256:46138f5a0773d064ff663d273b309b696293d7a7c00a0994c5c13a5078134b64 \ + --hash=sha256:482fe06e9a3fffbcd41950f9d890034b4a54395c60b5e61fae875d37a699813f \ + --hash=sha256:4def87ef6d90429f777c9d9de3961679abf938cb6b7b63d4a7eb8a268babfce4 \ + --hash=sha256:4e1be9111cb6756868ac242b3c2bd1f09d9aea09846e4f5c23715e7afb647103 \ + --hash=sha256:535eec9987adb04701266b92745d6cdcef2e77669299359c3009c3404dd5d191 \ + --hash=sha256:62dd7df78e74d924952e2feb7357d826af8d2f307557a779d14ddf94d7311be8 \ + --hash=sha256:6ac40ec76041c67b928ca8aaffba15c2b2ee3f5ae8d0cb0617b5e63ec119ca25 \ + --hash=sha256:7613d9977d2ab4a9141dde4a149f4357e4065949674c5649f920fec86ecb393e \ + --hash=sha256:777704c1d7655b802c7850255639672e90e81ad6fa42b99ce5ed3fbf45e338dd \ + --hash=sha256:77effc978947548b676c54bbd6a08992759ea6f410d4987d69feea9cd0919911 \ + --hash=sha256:7b0f6cce16306d2e117cf9db71ab3a9e8878a28176aeaf0dbe35248d97b28d0c \ + --hash=sha256:853ac025092a24bb3bf09ae87f9127de9fe6e0c345614ac92536577cf956dfcc \ + --hash=sha256:85ef8d41764c7de0dcdaf64f733a27352248493a85a80661f3c678acd27e31f2 \ + --hash=sha256:8b314faa3051a6d45da196a2c495e922f987dc848e967d8cfeaee8a0328b1cd4 \ + --hash=sha256:94bb451c664415f02f07eef4ece976a2c65dcbab9c2f1705b7031a3a75349d8c \ + --hash=sha256:95b7a8a3180dfb280eb044fdec562f9b461614c0ef21669aea6f1d3dac6ee576 \ + --hash=sha256:9a0318c2068e217a8f5e3b85e35899f5a19e97141a45bb925bb357cfe1daf770 \ + --hash=sha256:9a79713adfe28830f27a3c62f6b5406c37376c892b05ae070906f07ae4487046 \ + --hash=sha256:a2bda8be77660ad4089caf2223fdbd6db1858462c4b85b67fbfa22102021e497 \ + --hash=sha256:a4d96dc5bcdbd834ec6b0f91027817214216b5b30316494d2b1aebffb87c534f \ + --hash=sha256:a66781d7e4cddcbbcfd64de3d41a61d6bdde370fc2e38623f30b2bd539e84a9f \ + --hash=sha256:abc4e880a9b920bc5020bf6a431a6bb40589d9bca3975c980495f63632e8382f \ + --hash=sha256:b35298b2db9c2468106278537ee529719228950a5fdda686582f68f247d1dc6e \ + --hash=sha256:b99655c32c1c8e06d111e7f41c06c29a5318cb1835df23a45518e02a47c63b68 \ + --hash=sha256:bb52c8166499a8150bfd38478248572c924c003cbb45fe3bcd348e5ac7c000f9 \ + --hash=sha256:c444d824e22da6c9291886d80c7d00c444981a72686e2b59d38b285617cb52c8 \ + --hash=sha256:c5b9e42ace7d95bf41e19b87cec8f262c41d3510d8ad7514ab3862ea2197bfb1 \ + --hash=sha256:c6154c3ba59cda3f954c6333025369e42c3acd0c6e8b6ce31eb5c5b8116c07e0 \ + --hash=sha256:ca9973735ce9f770d24d5484dcb42f68f135351c2fc81a7a9369e48cf2998a29 \ + --hash=sha256:cbb56587a16cf0fb8acd19e90ff9924979ac1431baea8681712716a8337577b0 \ + --hash=sha256:cdb2c7f071e4026c19a3e32b93a09e59b12000751fc9b0b7758da899e657d215 \ + --hash=sha256:d108e2d070034f9d57210f22fefd22ea0d04609fc97c5f7f5a686b3471028590 \ + --hash=sha256:d18689b40cb3936acd971f663ccb8e2589c45db5e2c5f07e0ec6207664029a9c \ + --hash=sha256:d1a686d0b0949182b8faddea596f3fc11f44768d1f74d4cad70213b2e139d821 \ + --hash=sha256:d1eb89bf3454e2132e046f9599fbcf0a4483ed43b40f545551a39316d0201cd1 \ + --hash=sha256:da5cb36623f2b846fb25009d9d9215322318ff1c63403075f812b3b2876c8506 \ + --hash=sha256:da62fecac21a3ee10463d153549d8db87549a5e77eefb8c91ac84bb42bb1e4e3 \ + --hash=sha256:e18036cb4caa17ea151fd5f3d70be9d354c99eb8cf817a3ccde8a7873b074348 \ + --hash=sha256:e2ada1d8515d3ea5378c018a5f6d14b4994d4036591a52ceaf1a1549dec8e1ad \ + --hash=sha256:e4f9373c500dfc02feea39f7a56e4f543e670212102cc2eeb51d3a99c7ffbde6 \ + --hash=sha256:e67ddb0749ed066b1a03fba812e2dcae791dd50e5da03be50b6a14d0c1a9ee45 \ + --hash=sha256:e69bb81de06827147b7bfbaeb284d85219fa92d9f097e32cc73675f279d70188 \ + --hash=sha256:ea8e59105d802c5a38bdbe7362822c522230b3faba2aa35c0fa1765239b7dd70 \ + --hash=sha256:f88bc0a2b9c2a835cb888b32246c27cdab5740059fb3688852bf91e915399b91 \ + --hash=sha256:fc5e64626e6682638d6e44398c9baf1d6ce6bc236d40b4b57255c9d3f9761f1f + # via + # aiohttp + # aiosignal +google-api-core==2.24.2 \ + --hash=sha256:810a63ac95f3c441b7c0e43d344e372887f62ce9071ba972eacf32672e072de9 \ + --hash=sha256:81718493daf06d96d6bc76a91c23874dbf2fac0adbbf542831b805ee6e974696 + # via + # google-cloud-aiplatform + # google-cloud-appengine-logging + # google-cloud-bigquery + # google-cloud-core + # google-cloud-logging + # google-cloud-monitoring + # google-cloud-resource-manager + # google-cloud-storage +google-auth==2.40.1 \ + --hash=sha256:58f0e8416a9814c1d86c9b7f6acf6816b51aba167b2c76821965271bac275540 \ + --hash=sha256:ed4cae4f5c46b41bae1d19c036e06f6c371926e97b19e816fc854eff811974ee + # via + # google-api-core + # google-cloud-aiplatform + # google-cloud-appengine-logging + # google-cloud-bigquery + # google-cloud-core + # google-cloud-logging + # google-cloud-monitoring + # google-cloud-resource-manager + # google-cloud-storage + # google-genai +google-cloud-aiplatform==1.92.0 \ + --hash=sha256:54e6f4ef74566d0e8d8a48e1cbe3ca46017e7a4030689d1cb1561115297630fd \ + --hash=sha256:ced3e6aca90fadb6f224eb0ee71db41b38723efe26cf46266f65601079e3b2f3 + # via langchain-google-vertexai +google-cloud-appengine-logging==1.6.1 \ + --hash=sha256:48f4dcf43000899c7b411bc27181f70240e81a958a44e44ce800ba8e5d5184ac \ + --hash=sha256:f97bde36c7f7ff541123c2570813158bdda0c3f2385c8d32fdf1211c561ae56d + # via google-cloud-logging +google-cloud-audit-log==0.3.2 \ + --hash=sha256:2598f1533a7d7cdd6c7bf448c12e5519c1d53162d78784e10bcdd1df67791bc3 \ + --hash=sha256:daaedfb947a0d77f524e1bd2b560242ab4836fe1afd6b06b92f152b9658554ed + # via google-cloud-logging +google-cloud-bigquery==3.31.0 \ + --hash=sha256:97f4a3219854ff01d6a3a57312feecb0b6e13062226b823f867e2d3619c4787b \ + --hash=sha256:b89dc716dbe4abdb7a4f873f7050100287bc98514e0614c5d54cd6a8e9fb0991 + # via google-cloud-aiplatform +google-cloud-core==2.4.3 \ + --hash=sha256:1fab62d7102844b278fe6dead3af32408b1df3eb06f5c7e8634cbd40edc4da53 \ + --hash=sha256:5130f9f4c14b4fafdff75c79448f9495cfade0d8775facf1b09c3bf67e027f6e + # via + # google-cloud-bigquery + # google-cloud-logging + # google-cloud-storage +google-cloud-logging==3.12.1 \ + --hash=sha256:36efc823985055b203904e83e1c8f9f999b3c64270bcda39d57386ca4effd678 \ + --hash=sha256:6817878af76ec4e7568976772839ab2c43ddfd18fbbf2ce32b13ef549cd5a862 + # via opentelemetry-exporter-gcp-logging +google-cloud-monitoring==2.27.1 \ + --hash=sha256:cb38e2295e87ff68644bda9eaa2cd9094ebb63f2f4efd1090a7af1c1f0b142cc \ + --hash=sha256:f4700900a658cd6c9b7f714bb29d007facef0cf0d628d0075699c3a73bce8a55 + # via opentelemetry-exporter-gcp-monitoring +google-cloud-resource-manager==1.14.2 \ + --hash=sha256:962e2d904c550d7bac48372607904ff7bb3277e3bb4a36d80cc9a37e28e6eb74 \ + --hash=sha256:d0fa954dedd1d2b8e13feae9099c01b8aac515b648e612834f9942d2795a9900 + # via google-cloud-aiplatform +google-cloud-storage==2.19.0 \ + --hash=sha256:aeb971b5c29cf8ab98445082cbfe7b161a1f48ed275822f59ed3f1524ea54fba \ + --hash=sha256:cd05e9e7191ba6cb68934d8eb76054d9be4562aa89dbc4236feee4d7d51342b2 + # via + # google-cloud-aiplatform + # langchain-google-vertexai +google-crc32c==1.7.1 \ + --hash=sha256:0f99eaa09a9a7e642a61e06742856eec8b19fc0037832e03f941fe7cf0c8e4db \ + --hash=sha256:19eafa0e4af11b0a4eb3974483d55d2d77ad1911e6cf6f832e1574f6781fd337 \ + --hash=sha256:22beacf83baaf59f9d3ab2bbb4db0fb018da8e5aebdce07ef9f09fce8220285e \ + --hash=sha256:2bff2305f98846f3e825dbeec9ee406f89da7962accdb29356e4eadc251bd472 \ + --hash=sha256:2d73a68a653c57281401871dd4aeebbb6af3191dcac751a76ce430df4d403194 \ + --hash=sha256:32d1da0d74ec5634a05f53ef7df18fc646666a25efaaca9fc7dcfd4caf1d98c3 \ + --hash=sha256:6b211ddaf20f7ebeec5c333448582c224a7c90a9d98826fbab82c0ddc11348e6 \ + --hash=sha256:905a385140bf492ac300026717af339790921f411c0dfd9aa5a9e69a08ed32eb \ + --hash=sha256:b6d86616faaea68101195c6bdc40c494e4d76f41e07a37ffdef270879c15fb65 \ + --hash=sha256:b7491bdc0c7564fcf48c0179d2048ab2f7c7ba36b84ccd3a3e1c3f7a72d3bba6 \ + --hash=sha256:df8b38bdaf1629d62d51be8bdd04888f37c451564c2042d36e5812da9eff3c35 \ + --hash=sha256:e10554d4abc5238823112c2ad7e4560f96c7bf3820b202660373d769d9e6e4c9 \ + --hash=sha256:e42e20a83a29aa2709a0cf271c7f8aefaa23b7ab52e53b322585297bb94d4638 + # via + # google-cloud-storage + # google-resumable-media +google-genai==1.14.0 \ + --hash=sha256:5916ee985bf69ac7b68c4488949225db71e21579afc7ba5ecd5321173b60d3b2 \ + --hash=sha256:7c608de5bb173486a546f5ec4562255c26bae72d33d758a3207bb26f695d0087 + # via google-cloud-aiplatform +google-resumable-media==2.7.2 \ + --hash=sha256:3ce7551e9fe6d99e9a126101d2536612bb73486721951e9562fee0f90c6ababa \ + --hash=sha256:5280aed4629f2b60b847b0d42f9857fd4935c11af266744df33d8074cae92fe0 + # via + # google-cloud-bigquery + # google-cloud-storage +googleapis-common-protos==1.70.0 \ + --hash=sha256:0e1b44e0ea153e6594f9f394fef15193a68aaaea2d843f83e2742717ca753257 \ + --hash=sha256:b8bfcca8c25a2bb253e0e0b0adaf8c00773e5e6af6fd92397576680b807e0fd8 + # via + # google-api-core + # google-cloud-audit-log + # grpc-google-iam-v1 + # grpcio-status + # opentelemetry-exporter-otlp-proto-grpc +greenlet==3.2.2 ; (python_full_version < '3.14' and platform_machine == 'AMD64') or (python_full_version < '3.14' and platform_machine == 'WIN32') or (python_full_version < '3.14' and platform_machine == 'aarch64') or (python_full_version < '3.14' and platform_machine == 'amd64') or (python_full_version < '3.14' and platform_machine == 'ppc64le') or (python_full_version < '3.14' and platform_machine == 'win32') or (python_full_version < '3.14' and platform_machine == 'x86_64') \ + --hash=sha256:02a98600899ca1ca5d3a2590974c9e3ec259503b2d6ba6527605fcd74e08e207 \ + --hash=sha256:02f5972ff02c9cf615357c17ab713737cccfd0eaf69b951084a9fd43f39833d3 \ + --hash=sha256:055916fafad3e3388d27dd68517478933a97edc2fc54ae79d3bec827de2c64c4 \ + --hash=sha256:1919cbdc1c53ef739c94cf2985056bcc0838c1f217b57647cbf4578576c63825 \ + --hash=sha256:1e76106b6fc55fa3d6fe1c527f95ee65e324a13b62e243f77b48317346559708 \ + --hash=sha256:2593283bf81ca37d27d110956b79e8723f9aa50c4bcdc29d3c0543d4743d2763 \ + --hash=sha256:2dc5c43bb65ec3669452af0ab10729e8fdc17f87a1f2ad7ec65d4aaaefabf6bf \ + --hash=sha256:3885f85b61798f4192d544aac7b25a04ece5fe2704670b4ab73c2d2c14ab740d \ + --hash=sha256:3ab7194ee290302ca15449f601036007873028712e92ca15fc76597a0aeb4c59 \ + --hash=sha256:45f9f4853fb4cc46783085261c9ec4706628f3b57de3e68bae03e8f8b3c0de51 \ + --hash=sha256:4fefc7aa68b34b9224490dfda2e70ccf2131368493add64b4ef2d372955c207e \ + --hash=sha256:6fadd183186db360b61cb34e81117a096bff91c072929cd1b529eb20dd46e6c5 \ + --hash=sha256:752f0e79785e11180ebd2e726c8a88109ded3e2301d40abced2543aa5d164275 \ + --hash=sha256:85f3e248507125bf4af607a26fd6cb8578776197bd4b66e35229cdf5acf1dfbf \ + --hash=sha256:89c69e9a10670eb7a66b8cef6354c24671ba241f46152dd3eed447f79c29fb5b \ + --hash=sha256:9ae572c996ae4b5e122331e12bbb971ea49c08cc7c232d1bd43150800a2d6c65 \ + --hash=sha256:9c7b15fb9b88d9ee07e076f5a683027bc3befd5bb5d25954bb633c385d8b737e \ + --hash=sha256:9ea5231428af34226c05f927e16fc7f6fa5e39e3ad3cd24ffa48ba53a47f4240 \ + --hash=sha256:a31ead8411a027c2c4759113cf2bd473690517494f3d6e4bf67064589afcd3c5 \ + --hash=sha256:ad053d34421a2debba45aa3cc39acf454acbcd025b3fc1a9f8a0dee237abd485 \ + --hash=sha256:b24c7844c0a0afc3ccbeb0b807adeefb7eff2b5599229ecedddcfeb0ef333bec \ + --hash=sha256:b50a8c5c162469c3209e5ec92ee4f95c8231b11db6a04db09bbe338176723bb8 \ + --hash=sha256:ba30e88607fb6990544d84caf3c706c4b48f629e18853fc6a646f82db9629418 \ + --hash=sha256:da956d534a6d1b9841f95ad0f18ace637668f680b1339ca4dcfb2c1837880a0b \ + --hash=sha256:decb0658ec19e5c1f519faa9a160c0fc85a41a7e6654b3ce1b44b939f8bf1325 \ + --hash=sha256:df4d1509efd4977e6a844ac96d8be0b9e5aa5d5c77aa27ca9f4d3f92d3fcf330 \ + --hash=sha256:fe46d4f8e94e637634d54477b0cfabcf93c53f29eedcbdeecaf2af32029b4421 + # via sqlalchemy +grpc-google-iam-v1==0.14.2 \ + --hash=sha256:a3171468459770907926d56a440b2bb643eec1d7ba215f48f3ecece42b4d8351 \ + --hash=sha256:b3e1fc387a1a329e41672197d0ace9de22c78dd7d215048c4c78712073f7bd20 + # via + # google-cloud-logging + # google-cloud-resource-manager +grpcio==1.71.0 \ + --hash=sha256:0ff35c8d807c1c7531d3002be03221ff9ae15712b53ab46e2a0b4bb271f38537 \ + --hash=sha256:1be857615e26a86d7363e8a163fade914595c81fec962b3d514a4b1e8760467b \ + --hash=sha256:22c3bc8d488c039a199f7a003a38cb7635db6656fa96437a8accde8322ce2366 \ + --hash=sha256:2b85f7820475ad3edec209d3d89a7909ada16caab05d3f2e08a7e8ae3200a55c \ + --hash=sha256:469f42a0b410883185eab4689060a20488a1a0a00f8bbb3cbc1061197b4c5a79 \ + --hash=sha256:47be9584729534660416f6d2a3108aaeac1122f6b5bdbf9fd823e11fe6fbaa29 \ + --hash=sha256:5b08d03ace7aca7b2fadd4baf291139b4a5f058805a8327bfe9aece7253b6d67 \ + --hash=sha256:652350609332de6dac4ece254e5d7e1ff834e203d6afb769601f286886f6f3a8 \ + --hash=sha256:74258dce215cb1995083daa17b379a1a5a87d275387b7ffe137f1d5131e2cfbb \ + --hash=sha256:789d5e2a3a15419374b7b45cd680b1e83bbc1e52b9086e49308e2c0b5bbae6e3 \ + --hash=sha256:7c9c80ac6091c916db81131d50926a93ab162a7e97e4428ffc186b6e80d6dda4 \ + --hash=sha256:85da336e3649a3d2171e82f696b5cad2c6231fdd5bad52616476235681bee5b3 \ + --hash=sha256:a76d39b5fafd79ed604c4be0a869ec3581a172a707e2a8d7a4858cb05a5a7637 \ + --hash=sha256:ad9f30838550695b5eb302add33f21f7301b882937460dd24f24b3cc5a95067a \ + --hash=sha256:b78a99cd1ece4be92ab7c07765a0b038194ded2e0a26fd654591ee136088d8d7 \ + --hash=sha256:cebc1b34ba40a312ab480ccdb396ff3c529377a2fce72c45a741f7215bfe8379 \ + --hash=sha256:d5170929109450a2c031cfe87d6716f2fae39695ad5335d9106ae88cc32dc84c \ + --hash=sha256:dc1a1231ed23caac1de9f943d031f1bc38d0f69d2a3b243ea0d664fc1fbd7fec \ + --hash=sha256:e6beeea5566092c5e3c4896c6d1d307fb46b1d4bdf3e70c8340b190a69198594 \ + --hash=sha256:f903017db76bf9cc2b2d8bdd37bf04b505bbccad6be8a81e1542206875d0e9db \ + --hash=sha256:f9a412f55bb6e8f3bb000e020dbc1e709627dcb3a56f6431fa7076b4c1aab0db + # via + # google-api-core + # googleapis-common-protos + # grpc-google-iam-v1 + # grpcio-status + # opentelemetry-exporter-otlp-proto-grpc +grpcio-status==1.71.0 \ + --hash=sha256:11405fed67b68f406b3f3c7c5ae5104a79d2d309666d10d61b152e91d28fb968 \ + --hash=sha256:843934ef8c09e3e858952887467f8256aac3910c55f077a359a65b2b3cde3e68 + # via google-api-core +h11==0.16.0 \ + --hash=sha256:4e35b956cf45792e4caa5885e69fba00bdbc6ffafbfa020300e549b208ee5ff1 \ + --hash=sha256:63cf8bbe7522de3bf65932fda1d9c2772064ffb3dae62d55932da54b31cb6c86 + # via httpcore +httpcore==1.0.9 \ + --hash=sha256:2d400746a40668fc9dec9810239072b40b4484b640a8c38fd654a024c7a1bf55 \ + --hash=sha256:6e34463af53fd2ab5d807f399a9b45ea31c3dfa2276f15a2c3f00afff6e176e8 + # via httpx +httpx==0.28.1 \ + --hash=sha256:75e98c5f16b0f35b567856f597f06ff2270a374470a5c2392242528e3e3e42fc \ + --hash=sha256:d909fcccc110f8c7faf814ca82a9a4d816bc5a6dbfea25d6591d6985b8ba59ad + # via + # google-genai + # langchain-google-vertexai + # langgraph-sdk + # langsmith +httpx-sse==0.4.0 \ + --hash=sha256:1e81a3a3070ce322add1d3529ed42eb5f70817f45ed6ec915ab753f961139721 \ + --hash=sha256:f329af6eae57eaa2bdfd962b42524764af68075ea87370a2de920af5341e318f + # via + # langchain-community + # langchain-google-vertexai +idna==3.10 \ + --hash=sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9 \ + --hash=sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3 + # via + # anyio + # httpx + # requests + # yarl +importlib-metadata==8.6.1 \ + --hash=sha256:02a89390c1e15fdfdc0d7c6b25cb3e62650d0494005c97d6f148bf5b9787525e \ + --hash=sha256:310b41d755445d74569f993ccfc22838295d9fe005425094fad953d7f15c8580 + # via opentelemetry-api +jsonpatch==1.33 \ + --hash=sha256:0ae28c0cd062bbd8b8ecc26d7d164fbbea9652a1a3693f3b956c1eae5145dade \ + --hash=sha256:9fcd4009c41e6d12348b4a0ff2563ba56a2923a7dfee731d004e212e1ee5030c + # via langchain-core +jsonpointer==3.0.0 \ + --hash=sha256:13e088adc14fca8b6aa8177c044e12701e6ad4b28ff10e65f2267a90109c9942 \ + --hash=sha256:2b2d729f2091522d61c3b31f82e11870f60b68f43fbc705cb76bf4b832af59ef + # via jsonpatch +langchain==0.3.25 \ + --hash=sha256:931f7d2d1eaf182f9f41c5e3272859cfe7f94fc1f7cef6b3e5a46024b4884c21 \ + --hash=sha256:a1d72aa39546a23db08492d7228464af35c9ee83379945535ceef877340d2a3a + # via langchain-community +langchain-community==0.3.23 \ + --hash=sha256:7b5328e749df6bbaf8e60c53d810a95ab22f2d2262911b206b0fb582d58350b7 \ + --hash=sha256:afb4b34d8b75fc00f78b2270e988bb48fff96b333d23fae05ab32d012940973f + # via langgraph-sql-agent +langchain-core==0.3.59 \ + --hash=sha256:052a37cf298c505144f007e5aeede6ecff2dc92c827525d1ef59101eb3a4551c \ + --hash=sha256:9686baaff43f2c8175535da13faf40e6866769015e93130c3c1e4243e7244d70 + # via + # langchain + # langchain-community + # langchain-google-vertexai + # langchain-text-splitters + # langgraph + # langgraph-checkpoint + # langgraph-prebuilt +langchain-google-vertexai==2.0.23 \ + --hash=sha256:1e08eb57a4a7ed03bd807a06d1a57f3cad490774162f41ff9ab3bfae982528ef \ + --hash=sha256:cd621345aee1e1b045f30245c914c679fe66f9a62ebf274e629c080e006a32fa + # via langgraph-sql-agent +langchain-text-splitters==0.3.8 \ + --hash=sha256:116d4b9f2a22dda357d0b79e30acf005c5518177971c66a9f1ab0edfdb0f912e \ + --hash=sha256:e75cc0f4ae58dcf07d9f18776400cf8ade27fadd4ff6d264df6278bb302f6f02 + # via langchain +langgraph==0.4.3 \ + --hash=sha256:272d5d5903f2c2882dbeeba849846a0f2500bd83fb3734a3801ebe64c1a60bdd \ + --hash=sha256:dec926e034f4d440b92a3c52139cb6e9763bc1791e79a6ea53a233309cec864f + # via langgraph-sql-agent +langgraph-checkpoint==2.0.25 \ + --hash=sha256:23416a0f5bc9dd712ac10918fc13e8c9c4530c419d2985a441df71a38fc81602 \ + --hash=sha256:77a63cab7b5f84dec1d49db561326ec28bdd48bcefb7fe4ac372069d2609287b + # via + # langgraph + # langgraph-prebuilt +langgraph-prebuilt==0.1.8 ; python_full_version < '4.0' \ + --hash=sha256:4de7659151829b2b955b6798df6800e580e617782c15c2c5b29b139697491831 \ + --hash=sha256:ae97b828ae00be2cefec503423aa782e1bff165e9b94592e224da132f2526968 + # via langgraph +langgraph-sdk==0.1.66 ; python_full_version < '4.0' \ + --hash=sha256:81474ad4555a06004cc7a2f4ab477135d5eaf7db11fbcf2a69257fb2d717582e \ + --hash=sha256:f781c63f3e913d3d6bedb02cb84d775cda64e3cdf3282fd387bdd8faaf53c603 + # via langgraph +langsmith==0.3.42 \ + --hash=sha256:18114327f3364385dae4026ebfd57d1c1cb46d8f80931098f0f10abe533475ff \ + --hash=sha256:2b5cbc450ab808b992362aac6943bb1d285579aa68a3a8be901d30a393458f25 + # via + # langchain + # langchain-community + # langchain-core +markdown-it-py==3.0.0 \ + --hash=sha256:355216845c60bd96232cd8d8c40e8f9765cc86f46880e43a8fd22dc1a1a8cab1 \ + --hash=sha256:e3f60a94fa066dc52ec76661e37c851cb232d92f9886b15cb560aaada2df8feb + # via rich +marshmallow==3.26.1 \ + --hash=sha256:3350409f20a70a7e4e11a27661187b77cdcaeb20abca41c1454fe33636bea09c \ + --hash=sha256:e6d8affb6cb61d39d26402096dc0aee12d5a26d490a121f118d2e81dc0719dc6 + # via dataclasses-json +mdurl==0.1.2 \ + --hash=sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8 \ + --hash=sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba + # via markdown-it-py +multidict==6.4.3 \ + --hash=sha256:032efeab3049e37eef2ff91271884303becc9e54d740b492a93b7e7266e23756 \ + --hash=sha256:062428944a8dc69df9fdc5d5fc6279421e5f9c75a9ee3f586f274ba7b05ab3c8 \ + --hash=sha256:0d4b31f8a68dccbcd2c0ea04f0e014f1defc6b78f0eb8b35f2265e8716a6df0c \ + --hash=sha256:0ecdc12ea44bab2807d6b4a7e5eef25109ab1c82a8240d86d3c1fc9f3b72efd5 \ + --hash=sha256:11990b5c757d956cd1db7cb140be50a63216af32cd6506329c2c59d732d802db \ + --hash=sha256:1535cec6443bfd80d028052e9d17ba6ff8a5a3534c51d285ba56c18af97e9713 \ + --hash=sha256:1748cb2743bedc339d63eb1bca314061568793acd603a6e37b09a326334c9f44 \ + --hash=sha256:1c152c49e42277bc9a2f7b78bd5fa10b13e88d1b0328221e7aef89d5c60a99a5 \ + --hash=sha256:1f1c2f58f08b36f8475f3ec6f5aeb95270921d418bf18f90dffd6be5c7b0e676 \ + --hash=sha256:1f6f90700881438953eae443a9c6f8a509808bc3b185246992c4233ccee37fea \ + --hash=sha256:236966ca6c472ea4e2d3f02f6673ebfd36ba3f23159c323f5a496869bc8e47c9 \ + --hash=sha256:26ae9ad364fc61b936fb7bf4c9d8bd53f3a5b4417142cd0be5c509d6f767e2f1 \ + --hash=sha256:3002a856367c0b41cad6784f5b8d3ab008eda194ed7864aaa58f65312e2abcac \ + --hash=sha256:30a3ebdc068c27e9d6081fca0e2c33fdf132ecea703a72ea216b81a66860adde \ + --hash=sha256:31469d5832b5885adeb70982e531ce86f8c992334edd2f2254a10fa3182ac504 \ + --hash=sha256:3307b48cd156153b117c0ea54890a3bdbf858a5b296ddd40dc3852e5f16e9b02 \ + --hash=sha256:389cfefb599edf3fcfd5f64c0410da686f90f5f5e2c4d84e14f6797a5a337af4 \ + --hash=sha256:3ada0b058c9f213c5f95ba301f922d402ac234f1111a7d8fd70f1b99f3c281ec \ + --hash=sha256:3b73e7227681f85d19dec46e5b881827cd354aabe46049e1a61d2f9aaa4e285a \ + --hash=sha256:3cd06d88cb7398252284ee75c8db8e680aa0d321451132d0dba12bc995f0adcc \ + --hash=sha256:3d75e621e7d887d539d6e1d789f0c64271c250276c333480a9e1de089611f790 \ + --hash=sha256:422a5ec315018e606473ba1f5431e064cf8b2a7468019233dcf8082fabad64c8 \ + --hash=sha256:43fe10524fb0a0514be3954be53258e61d87341008ce4914f8e8b92bee6f875d \ + --hash=sha256:4543d8dc6470a82fde92b035a92529317191ce993533c3c0c68f56811164ed07 \ + --hash=sha256:59fe01ee8e2a1e8ceb3f6dbb216b09c8d9f4ef1c22c4fc825d045a147fa2ebc9 \ + --hash=sha256:61ed4d82f8a1e67eb9eb04f8587970d78fe7cddb4e4d6230b77eda23d27938f9 \ + --hash=sha256:64bc2bbc5fba7b9db5c2c8d750824f41c6994e3882e6d73c903c2afa78d091e4 \ + --hash=sha256:659318c6c8a85f6ecfc06b4e57529e5a78dfdd697260cc81f683492ad7e9435a \ + --hash=sha256:66eb80dd0ab36dbd559635e62fba3083a48a252633164857a1d1684f14326427 \ + --hash=sha256:7146a8742ea71b5d7d955bffcef58a9e6e04efba704b52a460134fefd10a8208 \ + --hash=sha256:7a76534263d03ae0cfa721fea40fd2b5b9d17a6f85e98025931d41dc49504474 \ + --hash=sha256:7d50d4abf6729921e9613d98344b74241572b751c6b37feed75fb0c37bd5a817 \ + --hash=sha256:805031c2f599eee62ac579843555ed1ce389ae00c7e9f74c2a1b45e0564a88dd \ + --hash=sha256:8bd2b875f4ca2bb527fe23e318ddd509b7df163407b0fb717df229041c6df5d3 \ + --hash=sha256:8eac0c49df91b88bf91f818e0a24c1c46f3622978e2c27035bfdca98e0e18124 \ + --hash=sha256:995015cf4a3c0d72cbf453b10a999b92c5629eaf3a0c3e1efb4b5c1f602253bb \ + --hash=sha256:9c64f4ddb3886dd8ab71b68a7431ad4aa01a8fa5be5b11543b29674f29ca0ba3 \ + --hash=sha256:9e78006af1a7c8a8007e4f56629d7252668344442f66982368ac06522445e375 \ + --hash=sha256:a2b0fabae7939d09d7d16a711468c385272fa1b9b7fb0d37e51143585d8e72e0 \ + --hash=sha256:acc9fa606f76fc111b4569348cc23a771cb52c61516dcc6bcef46d612edb483b \ + --hash=sha256:b038f10e23f277153f86f95c777ba1958bcd5993194fda26a1d06fae98b2f00c \ + --hash=sha256:b90e27b4674e6c405ad6c64e515a505c6d113b832df52fdacb6b1ffd1fa9a1d1 \ + --hash=sha256:ba46b51b6e51b4ef7bfb84b82f5db0dc5e300fb222a8a13b8cd4111898a869cf \ + --hash=sha256:be8751869e28b9c0d368d94f5afcb4234db66fe8496144547b4b6d6a0645cfc6 \ + --hash=sha256:c23831bdee0a2a3cf21be057b5e5326292f60472fb6c6f86392bbf0de70ba731 \ + --hash=sha256:c2e98c840c9c8e65c0e04b40c6c5066c8632678cd50c8721fdbcd2e09f21a507 \ + --hash=sha256:c56c179839d5dcf51d565132185409d1d5dd8e614ba501eb79023a6cab25576b \ + --hash=sha256:c605a2b2dc14282b580454b9b5d14ebe0668381a3a26d0ac39daa0ca115eb2ae \ + --hash=sha256:daeac9dd30cda8703c417e4fddccd7c4dc0c73421a0b54a7da2713be125846be \ + --hash=sha256:e1eb72c741fd24d5a28242ce72bb61bc91f8451877131fa3fe930edb195f7054 \ + --hash=sha256:ead46b0fa1dcf5af503a46e9f1c2e80b5d95c6011526352fa5f42ea201526124 \ + --hash=sha256:f84627997008390dd15762128dcf73c3365f4ec0106739cde6c20a07ed198ec8 \ + --hash=sha256:f901a5aace8e8c25d78960dcc24c870c8d356660d3b49b93a78bf38eb682aac3 + # via + # aiohttp + # yarl +mypy-extensions==1.1.0 \ + --hash=sha256:1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505 \ + --hash=sha256:52e68efc3284861e772bbcd66823fde5ae21fd2fdb51c62a211403730b916558 + # via typing-inspect +numexpr==2.10.2 \ + --hash=sha256:5191ba8f2975cb9703afc04ae845a929e193498c0e8bcd408ecb147b35978470 \ + --hash=sha256:57b59cbb5dcce4edf09cd6ce0b57ff60312479930099ca8d944c2fac896a1ead \ + --hash=sha256:5b3f814437d5a10797f8d89d2037cca2c9d9fa578520fc911f894edafed6ea3e \ + --hash=sha256:81d1dde7dd6166d8ff5727bb46ab42a6b0048db0e97ceb84a121334a404a800f \ + --hash=sha256:9309f2e43fe6e4560699ef5c27d7a848b3ff38549b6b57194207cf0e88900527 \ + --hash=sha256:97298b14f0105a794bea06fd9fbc5c423bd3ff4d88cbc618860b83eb7a436ad6 \ + --hash=sha256:a37d6a51ec328c561b2ca8a2bef07025642eca995b8553a5267d0018c732976d \ + --hash=sha256:a42963bd4c62d8afa4f51e7974debfa39a048383f653544ab54f50a2f7ec6c42 \ + --hash=sha256:b0aff6b48ebc99d2f54f27b5f73a58cb92fde650aeff1b397c71c8788b4fff1a \ + --hash=sha256:b5323a46e75832334f1af86da1ef6ff0add00fbacdd266250be872b438bdf2be \ + --hash=sha256:cb845b2d4f9f8ef0eb1c9884f2b64780a85d3b5ae4eeb26ae2b0019f489cd35e \ + --hash=sha256:d7a3fc83c959288544db3adc70612475d8ad53a66c69198105c74036182d10dd \ + --hash=sha256:ebb73b93f5c4d6994f357fa5a47a9f7a5485577e633b3c46a603cb01445bbb19 \ + --hash=sha256:ec04c9a3c050c175348801e27c18c68d28673b7bfb865ef88ce333be523bbc01 \ + --hash=sha256:f9d7805ccb6be2d3b0f7f6fad3707a09ac537811e8e9964f4074d28cb35543db + # via langchain-google-vertexai +numpy==2.2.5 \ + --hash=sha256:02f226baeefa68f7d579e213d0f3493496397d8f1cff5e2b222af274c86a552a \ + --hash=sha256:059b51b658f4414fff78c6d7b1b4e18283ab5fa56d270ff212d5ba0c561846f4 \ + --hash=sha256:0cd48122a6b7eab8f06404805b1bd5856200e3ed6f8a1b9a194f9d9054631beb \ + --hash=sha256:1a161c2c79ab30fe4501d5a2bbfe8b162490757cf90b7f05be8b80bc02f7bb8e \ + --hash=sha256:261a1ef047751bb02f29dfe337230b5882b54521ca121fc7f62668133cb119c9 \ + --hash=sha256:2ba321813a00e508d5421104464510cc962a6f791aa2fca1c97b1e65027da80d \ + --hash=sha256:2c1a1c6ccce4022383583a6ded7bbcda22fc635eb4eb1e0a053336425ed36dfa \ + --hash=sha256:352d330048c055ea6db701130abc48a21bec690a8d38f8284e00fab256dc1376 \ + --hash=sha256:3a801fef99668f309b88640e28d261991bfad9617c27beda4a3aec4f217ea073 \ + --hash=sha256:3d14b17b9be5f9c9301f43d2e2a4886a33b53f4e6fdf9ca2f4cc60aeeee76372 \ + --hash=sha256:4520caa3807c1ceb005d125a75e715567806fed67e315cea619d5ec6e75a4191 \ + --hash=sha256:47834cde750d3c9f4e52c6ca28a7361859fcaf52695c7dc3cc1a720b8922683e \ + --hash=sha256:47f9ed103af0bc63182609044b0490747e03bd20a67e391192dde119bf43d52f \ + --hash=sha256:54088a5a147ab71a8e7fdfd8c3601972751ded0739c6b696ad9cb0343e21ab73 \ + --hash=sha256:55f09e00d4dccd76b179c0f18a44f041e5332fd0e022886ba1c0bbf3ea4a18d0 \ + --hash=sha256:5a0ac90e46fdb5649ab6369d1ab6104bfe5854ab19b645bf5cda0127a13034ae \ + --hash=sha256:8b4c0773b6ada798f51f0f8e30c054d32304ccc6e9c5d93d46cb26f3d385ab19 \ + --hash=sha256:8dfa94b6a4374e7851bbb6f35e6ded2120b752b063e6acdd3157e4d2bb922eba \ + --hash=sha256:97c8425d4e26437e65e1d189d22dff4a079b747ff9c2788057bfb8114ce1e133 \ + --hash=sha256:9d75f338f5f79ee23548b03d801d28a505198297534f62416391857ea0479571 \ + --hash=sha256:a4cbdef3ddf777423060c6f81b5694bad2dc9675f110c4b2a60dc0181543fac7 \ + --hash=sha256:a9c0d994680cd991b1cb772e8b297340085466a6fe964bc9d4e80f5e2f43c291 \ + --hash=sha256:abe38cd8381245a7f49967a6010e77dbf3680bd3627c0fe4362dd693b404c7f8 \ + --hash=sha256:c26843fd58f65da9491165072da2cccc372530681de481ef670dcc8e27cfb066 \ + --hash=sha256:c8b82a55ef86a2d8e81b63da85e55f5537d2157165be1cb2ce7cfa57b6aef38b \ + --hash=sha256:ced69262a8278547e63409b2653b372bf4baff0870c57efa76c5703fd6543282 \ + --hash=sha256:d403c84991b5ad291d3809bace5e85f4bbf44a04bdc9a88ed2bb1807b3360bb8 \ + --hash=sha256:d8882a829fd779f0f43998e931c466802a77ca1ee0fe25a3abe50278616b1471 \ + --hash=sha256:e8b025c351b9f0e8b5436cf28a07fa4ac0204d67b38f01433ac7f9b870fa38c6 \ + --hash=sha256:ec31367fd6a255dc8de4772bd1658c3e926d8e860a0b6e922b615e532d320ddc \ + --hash=sha256:ee461a4eaab4f165b68780a6a1af95fb23a29932be7569b9fab666c407969051 + # via + # bottleneck + # langchain-community + # numexpr + # shapely +opentelemetry-api==1.33.0 \ + --hash=sha256:158df154f628e6615b65fdf6e59f99afabea7213e72c5809dd4adf06c0d997cd \ + --hash=sha256:cc4380fd2e6da7dcb52a828ea81844ed1f4f2eb638ca3c816775109d93d58ced + # via + # google-cloud-logging + # opentelemetry-exporter-gcp-monitoring + # opentelemetry-exporter-otlp-proto-grpc + # opentelemetry-instrumentation + # opentelemetry-instrumentation-dbapi + # opentelemetry-instrumentation-httpx + # opentelemetry-instrumentation-requests + # opentelemetry-instrumentation-sqlite3 + # opentelemetry-instrumentation-vertexai + # opentelemetry-resourcedetector-gcp + # opentelemetry-sdk + # opentelemetry-semantic-conventions +opentelemetry-exporter-gcp-logging==1.9.0a0 \ + --hash=sha256:33db5fa2f642174bc371be12942276cea9abf4d1db0f7421aac58532a4d14445 \ + --hash=sha256:5455b899adc11e5b82b2ffe82552969f2228c4a66e51258967b39b37d4b6e1e6 + # via langgraph-sql-agent +opentelemetry-exporter-gcp-monitoring==1.9.0a0 \ + --hash=sha256:6ef8b76f5aaf78e0f2ef832b4d7e268553789265f7f3de328fd11fccf4aab5e5 \ + --hash=sha256:dd6c0b5d6749f4a4c0c13f5d0b57cc6a280d3f8ec43befe016820d27aa29aa75 + # via langgraph-sql-agent +opentelemetry-exporter-otlp-proto-common==1.33.0 \ + --hash=sha256:2f43679dab68ce7708db18cb145b59a7e9184d46608ef037c9c22f47c5beb320 \ + --hash=sha256:5c282fc752e4ebdf484c6af2f22d0af2048a5685400d59524e8a3dbcee315014 + # via opentelemetry-exporter-otlp-proto-grpc +opentelemetry-exporter-otlp-proto-grpc==1.33.0 \ + --hash=sha256:04b11348a40f4c21958d704083445f9bbd32155e046ba9157133fa1bf864d2f2 \ + --hash=sha256:99a2ec88f05ffa36897402820a73178cbc37dc3f9ebe2dbde6209be3303446f4 + # via langgraph-sql-agent +opentelemetry-instrumentation==0.54b0 \ + --hash=sha256:1a502238f8af65625ad48800d268d467653e319d959e1732d3b3248916d21327 \ + --hash=sha256:2949d0bbf2316eb5d928a5ef610d0a8a2c261ba80167d878abf6016e1c4ae7bb + # via + # opentelemetry-instrumentation-dbapi + # opentelemetry-instrumentation-httpx + # opentelemetry-instrumentation-requests + # opentelemetry-instrumentation-sqlite3 + # opentelemetry-instrumentation-vertexai +opentelemetry-instrumentation-dbapi==0.54b0 \ + --hash=sha256:85d5852a653bc99cacdc8db29d3a0524c64f417bcdb3515513e36f2fa5d6da61 \ + --hash=sha256:94ad94819320c01ec80f5e139e2ea1f56f54745d5a74e2404499545dcc11830d + # via opentelemetry-instrumentation-sqlite3 +opentelemetry-instrumentation-httpx==0.54b0 \ + --hash=sha256:1db2e949d627654462dd129e6342cc8119bed6cd376df60ae7e92f6a47bede26 \ + --hash=sha256:6d744c50018ad5c781c76ceeff96d5ff9826647a7e5eade2bae309bd873d6b4a + # via langgraph-sql-agent +opentelemetry-instrumentation-requests==0.54b0 \ + --hash=sha256:abc604d58a0da9cbfad2e9439df2b85437ec00bf550753cf64bf6d61e2b98bdd \ + --hash=sha256:c05324b3a5a047b28cd7bccf1f506d7ebadbfd8faefc2661fe7d40c3218d9a8c + # via langgraph-sql-agent +opentelemetry-instrumentation-sqlite3==0.54b0 \ + --hash=sha256:3adc35df9a12b031bae8012a17969d7fc61bb9cfb8741ffc0ef34cc328779fd5 \ + --hash=sha256:7e5d1418c3213d3bd481412e844e35e2f5da214aa07e218999fea76841256427 + # via langgraph-sql-agent +opentelemetry-instrumentation-vertexai==2.0b0 \ + --hash=sha256:7b7bbc4c25ba7921910ae2deaa3406d65f60c20fa3b03ad0d840cce7ef5c71c2 \ + --hash=sha256:7e968e176e24a68d6740889868b56f9597db62568b032d433b03d22b4cb12a03 + # via langgraph-sql-agent +opentelemetry-proto==1.33.0 \ + --hash=sha256:84a1d7daacac4aa0f24a5b1190a3e0619011dbff56f945fc2b6fc0a18f48b942 \ + --hash=sha256:ec5aa35486c990207ead2512a8d616d1b324928562c91dbc7e0cb9aa48c60b7b + # via + # opentelemetry-exporter-otlp-proto-common + # opentelemetry-exporter-otlp-proto-grpc +opentelemetry-resourcedetector-gcp==1.9.0a0 \ + --hash=sha256:4e5a0822b0f0d7647b7ceb282d7aa921dd7f45466540bd0a24f954f90db8fde8 \ + --hash=sha256:6860a6649d1e3b9b7b7f09f3918cc16b72aa0c0c590d2a72ea6e42b67c9a42e7 + # via + # opentelemetry-exporter-gcp-logging + # opentelemetry-exporter-gcp-monitoring +opentelemetry-sdk==1.33.0 \ + --hash=sha256:a7fc56d1e07b218fcc316b24d21b59d3f1967b2ca22c217b05da3a26b797cc68 \ + --hash=sha256:bed376b6d37fbf00688bb65edfee817dd01d48b8559212831437529a6066049a + # via + # opentelemetry-exporter-gcp-logging + # opentelemetry-exporter-gcp-monitoring + # opentelemetry-exporter-otlp-proto-grpc + # opentelemetry-resourcedetector-gcp +opentelemetry-semantic-conventions==0.54b0 \ + --hash=sha256:467b739977bdcb079af1af69f73632535cdb51099d5e3c5709a35d10fe02a9c9 \ + --hash=sha256:fad7c1cf8908fd449eb5cf9fbbeefb301acf4bc995101f85277899cec125d823 + # via + # opentelemetry-instrumentation + # opentelemetry-instrumentation-dbapi + # opentelemetry-instrumentation-httpx + # opentelemetry-instrumentation-requests + # opentelemetry-instrumentation-vertexai + # opentelemetry-sdk +opentelemetry-util-http==0.54b0 \ + --hash=sha256:2b5fe7157928bdbde194d38df7cbd35a679631fe5b6c23b2c4a271229f7e42b5 \ + --hash=sha256:40598360e08ee7f8ea563f40dee5e30b1c15be54615e11497aaf190930e94250 + # via + # opentelemetry-instrumentation-httpx + # opentelemetry-instrumentation-requests +orjson==3.10.18 ; python_full_version < '4.0' or platform_python_implementation != 'PyPy' \ + --hash=sha256:0315317601149c244cb3ecef246ef5861a64824ccbcb8018d32c66a60a84ffbc \ + --hash=sha256:187ec33bbec58c76dbd4066340067d9ece6e10067bb0cc074a21ae3300caa84e \ + --hash=sha256:1ebeda919725f9dbdb269f59bc94f861afbe2a27dce5608cdba2d92772364d1c \ + --hash=sha256:22748de2a07fcc8781a70edb887abf801bb6142e6236123ff93d12d92db3d406 \ + --hash=sha256:2d808e34ddb24fc29a4d4041dcfafbae13e129c93509b847b14432717d94b44f \ + --hash=sha256:303565c67a6c7b1f194c94632a4a39918e067bd6176a48bec697393865ce4f06 \ + --hash=sha256:356b076f1662c9813d5fa56db7d63ccceef4c271b1fb3dd522aca291375fcf17 \ + --hash=sha256:3a83c9954a4107b9acd10291b7f12a6b29e35e8d43a414799906ea10e75438e6 \ + --hash=sha256:3d600be83fe4514944500fa8c2a0a77099025ec6482e8087d7659e891f23058a \ + --hash=sha256:50c15557afb7f6d63bc6d6348e0337a880a04eaa9cd7c9d569bcb4e760a24753 \ + --hash=sha256:559eb40a70a7494cd5beab2d73657262a74a2c59aff2068fdba8f0424ec5b39d \ + --hash=sha256:5adf5f4eed520a4959d29ea80192fa626ab9a20b2ea13f8f6dc58644f6927103 \ + --hash=sha256:6612787e5b0756a171c7d81ba245ef63a3533a637c335aa7fcb8e665f4a0966f \ + --hash=sha256:69c34b9441b863175cc6a01f2935de994025e773f814412030f269da4f7be147 \ + --hash=sha256:7592bb48a214e18cd670974f289520f12b7aed1fa0b2e2616b8ed9e069e08595 \ + --hash=sha256:7ac6bd7be0dcab5b702c9d43d25e70eb456dfd2e119d512447468f6405b4a69c \ + --hash=sha256:86314fdb5053a2f5a5d881f03fca0219bfdf832912aa88d18676a5175c6916b5 \ + --hash=sha256:8e4b2ae732431127171b875cb2668f883e1234711d3c147ffd69fe5be51a8012 \ + --hash=sha256:9dca85398d6d093dd41dc0983cbf54ab8e6afd1c547b6b8a311643917fbf4e0c \ + --hash=sha256:9f72f100cee8dde70100406d5c1abba515a7df926d4ed81e20a9730c062fe9ad \ + --hash=sha256:ad8eacbb5d904d5591f27dee4031e2c1db43d559edb8f91778efd642d70e6bea \ + --hash=sha256:aed411bcb68bf62e85588f2a7e03a6082cc42e5a2796e06e72a962d7c6310b52 \ + --hash=sha256:bb70d489bc79b7519e5803e2cc4c72343c9dc1154258adf2f8925d0b60da7c58 \ + --hash=sha256:c382a5c0b5931a5fc5405053d36c1ce3fd561694738626c77ae0b1dfc0242ca1 \ + --hash=sha256:e0da26957e77e9e55a6c2ce2e7182a36a6f6b180ab7189315cb0995ec362e049 \ + --hash=sha256:e8da3947d92123eda795b68228cafe2724815621fe35e8e320a9e9593a4bcd53 \ + --hash=sha256:e9e86a6af31b92299b00736c89caf63816f70a4001e750bda179e15564d7a034 \ + --hash=sha256:f3c29eb9a81e2fbc6fd7ddcfba3e101ba92eaff455b8d602bf7511088bbc0eae \ + --hash=sha256:f54c1385a0e6aba2f15a40d703b858bedad36ded0491e55d35d905b2c34a4cc3 \ + --hash=sha256:f872bef9f042734110642b7a11937440797ace8c87527de25e0c53558b579ccc \ + --hash=sha256:f9f94cf6d3f9cd720d641f8399e390e7411487e493962213390d1ae45c7814fc + # via + # langgraph-sdk + # langsmith +ormsgpack==1.9.1 \ + --hash=sha256:134840b8c6615da2c24ce77bd12a46098015c808197a9995c7a2d991e1904eec \ + --hash=sha256:16488f094ac0e2250cceea6caf72962614aa432ee11dd57ef45e1ad25ece3eff \ + --hash=sha256:1ede445fc3fdba219bb0e0d1f289df26a9c7602016b7daac6fafe8fe4e91548f \ + --hash=sha256:2fbb8181c198bdc413a4e889e5200f010724eea4b6d5a9a7eee2df039ac04aca \ + --hash=sha256:38fd42618f626394b2c7713c5d4bcbc917254e9753d5d4cde460658b51b11a74 \ + --hash=sha256:3da6e63d82565e590b98178545e64f0f8506137b92bd31a2d04fd7c82baf5794 \ + --hash=sha256:422d960bfd6ad88be20794f50ec7953d8f7a0f2df60e19d0e8feb994e2ed64ee \ + --hash=sha256:603063089597917d04e4c1b1d53988a34f7dc2ff1a03adcfd1cf4ae966d5fba6 \ + --hash=sha256:8c7d8fc58e4333308f58ec720b1ee6b12b2b3fe2d2d8f0766ab751cb351e8757 \ + --hash=sha256:94bbf2b185e0cb721ceaba20e64b7158e6caf0cecd140ca29b9f05a8d5e91e2f \ + --hash=sha256:9d36397333ad07b9eba4c2e271fa78951bd81afc059c85a6e9f6c0eb2de07cda \ + --hash=sha256:a4bc63fb30db94075611cedbbc3d261dd17cf2aa8ff75a0fd684cd45ca29cb1b \ + --hash=sha256:ac61c18d9dd085e8519b949f7e655f7fb07909fd09c53b4338dd33309012e289 \ + --hash=sha256:aeee6d08c040db265cb8563444aba343ecb32cbdbe2414a489dcead9f70c6765 \ + --hash=sha256:c38f380b1e8c96a712eb302b9349347385161a8e29046868ae2bfdfcb23e2692 \ + --hash=sha256:db50b9f918e25b289114312ed775794d0978b469831b992bdc65bfe20b91fe30 \ + --hash=sha256:e6e2f9eab527cf43fb4a4293e493370276b1c8716cf305689202d646c6a782ef + # via langgraph-checkpoint +packaging==24.2 \ + --hash=sha256:09abb1bccd265c01f4a3aa3f7a7db064b36514d2cba19a2f694fe6150451a759 \ + --hash=sha256:c228a6dc5e932d346bc5739379109d49e8853dd8223571c7c5b55260edc0b97f + # via + # google-cloud-aiplatform + # google-cloud-bigquery + # langchain-core + # langsmith + # marshmallow + # opentelemetry-instrumentation +propcache==0.3.1 \ + --hash=sha256:050b571b2e96ec942898f8eb46ea4bfbb19bd5502424747e83badc2d4a99a44e \ + --hash=sha256:05543250deac8e61084234d5fc54f8ebd254e8f2b39a16b1dce48904f45b744b \ + --hash=sha256:09400e98545c998d57d10035ff623266927cb784d13dd2b31fd33b8a5316b85b \ + --hash=sha256:0fbe94666e62ebe36cd652f5fc012abfbc2342de99b523f8267a678e4dfdee3c \ + --hash=sha256:17d1c688a443355234f3c031349da69444be052613483f3e4158eef751abcd8a \ + --hash=sha256:19a06db789a4bd896ee91ebc50d059e23b3639c25d58eb35be3ca1cbe967c3bf \ + --hash=sha256:1c5c7ab7f2bb3f573d1cb921993006ba2d39e8621019dffb1c5bc94cdbae81e8 \ + --hash=sha256:359e81a949a7619802eb601d66d37072b79b79c2505e6d3fd8b945538411400d \ + --hash=sha256:3a02a28095b5e63128bcae98eb59025924f121f048a62393db682f049bf4ac24 \ + --hash=sha256:3e584b6d388aeb0001d6d5c2bd86b26304adde6d9bb9bfa9c4889805021b96de \ + --hash=sha256:40d980c33765359098837527e18eddefc9a24cea5b45e078a7f3bb5b032c6ecf \ + --hash=sha256:4114c4ada8f3181af20808bedb250da6bae56660e4b8dfd9cd95d4549c0962f7 \ + --hash=sha256:563f9d8c03ad645597b8d010ef4e9eab359faeb11a0a2ac9f7b4bc8c28ebef25 \ + --hash=sha256:5a0a9898fdb99bf11786265468571e628ba60af80dc3f6eb89a3545540c6b0ef \ + --hash=sha256:5aed8d8308215089c0734a2af4f2e95eeb360660184ad3912686c181e500b2e7 \ + --hash=sha256:5cb5918253912e088edbf023788de539219718d3b10aef334476b62d2b53de53 \ + --hash=sha256:5ced33d827625d0a589e831126ccb4f5c29dfdf6766cac441d23995a65825dcb \ + --hash=sha256:6d8e309ff9a0503ef70dc9a0ebd3e69cf7b3894c9ae2ae81fc10943c37762458 \ + --hash=sha256:7d2d5a0028d920738372630870e7d9644ce437142197f8c827194fca404bf03b \ + --hash=sha256:813fbb8b6aea2fc9659815e585e548fe706d6f663fa73dff59a1677d4595a037 \ + --hash=sha256:87380fb1f3089d2a0b8b00f006ed12bd41bd858fabfa7330c954c70f50ed8757 \ + --hash=sha256:88c423efef9d7a59dae0614eaed718449c09a5ac79a5f224a8b9664d603f04a3 \ + --hash=sha256:89498dd49c2f9a026ee057965cdf8192e5ae070ce7d7a7bd4b66a8e257d0c976 \ + --hash=sha256:8a17583515a04358b034e241f952f1715243482fc2c2945fd99a1b03a0bd77d6 \ + --hash=sha256:975af16f406ce48f1333ec5e912fe11064605d5c5b3f6746969077cc3adeb120 \ + --hash=sha256:9a8ecf38de50a7f518c21568c80f985e776397b902f1ce0b01f799aba1608b40 \ + --hash=sha256:9cec3239c85ed15bfaded997773fdad9fb5662b0a7cbc854a43f291eb183179e \ + --hash=sha256:9f64d91b751df77931336b5ff7bafbe8845c5770b06630e27acd5dbb71e1931c \ + --hash=sha256:a0ab8cf8cdd2194f8ff979a43ab43049b1df0b37aa64ab7eca04ac14429baeb7 \ + --hash=sha256:a110205022d077da24e60b3df8bcee73971be9575dec5573dd17ae5d81751111 \ + --hash=sha256:a34aa3a1abc50740be6ac0ab9d594e274f59960d3ad253cd318af76b996dd654 \ + --hash=sha256:a444192f20f5ce8a5e52761a031b90f5ea6288b1eef42ad4c7e64fef33540b8f \ + --hash=sha256:aa8efd8c5adc5a2c9d3b952815ff8f7710cefdcaf5f2c36d26aff51aeca2f12f \ + --hash=sha256:aca63103895c7d960a5b9b044a83f544b233c95e0dcff114389d64d762017af7 \ + --hash=sha256:b655032b202028a582d27aeedc2e813299f82cb232f969f87a4fde491a233f11 \ + --hash=sha256:bef100c88d8692864651b5f98e871fb090bd65c8a41a1cb0ff2322db39c96c27 \ + --hash=sha256:c2fe5c910f6007e716a06d269608d307b4f36e7babee5f36533722660e8c4a70 \ + --hash=sha256:d249609e547c04d190e820d0d4c8ca03ed4582bcf8e4e160a6969ddfb57b62e5 \ + --hash=sha256:dc1915ec523b3b494933b5424980831b636fe483d7d543f7afb7b3bf00f0c10f \ + --hash=sha256:e1c4d24b804b3a87e9350f79e2371a705a188d292fd310e663483af6ee6718ee \ + --hash=sha256:e474fc718e73ba5ec5180358aa07f6aded0ff5f2abe700e3115c37d75c947e18 \ + --hash=sha256:e4fe2a6d5ce975c117a6bb1e8ccda772d1e7029c1cca1acd209f91d30fa72815 \ + --hash=sha256:e7fb9a84c9abbf2b2683fa3e7b0d7da4d8ecf139a1c635732a8bda29c5214b0e \ + --hash=sha256:ec314cde7314d2dd0510c6787326bbffcbdc317ecee6b7401ce218b3099075a7 \ + --hash=sha256:f011f104db880f4e2166bcdcf7f58250f7a465bc6b068dc84c824a3d4a5c94dc \ + --hash=sha256:f1528ec4374617a7a753f90f20e2f551121bb558fcb35926f99e3c42367164b8 \ + --hash=sha256:f3bbecd2f34d0e6d3c543fdb3b15d6b60dd69970c2b4c822379e5ec8f6f621d5 \ + --hash=sha256:f78eb8422acc93d7b69964012ad7048764bb45a54ba7a39bb9e146c72ea29723 \ + --hash=sha256:fb6e0faf8cb6b4beea5d6ed7b5a578254c6d7df54c36ccd3d8b3eb00d6770277 \ + --hash=sha256:feccd282de1f6322f56f6845bf1207a537227812f0a9bf5571df52bb418d79d5 + # via + # aiohttp + # yarl +proto-plus==1.26.1 \ + --hash=sha256:13285478c2dcf2abb829db158e1047e2f1e8d63a077d94263c2b88b043c75a66 \ + --hash=sha256:21a515a4c4c0088a773899e23c7bbade3d18f9c66c73edd4c7ee3816bc96a012 + # via + # google-api-core + # google-cloud-aiplatform + # google-cloud-appengine-logging + # google-cloud-logging + # google-cloud-monitoring + # google-cloud-resource-manager +protobuf==5.29.4 \ + --hash=sha256:13eb236f8eb9ec34e63fc8b1d6efd2777d062fa6aaa68268fb67cf77f6839ad7 \ + --hash=sha256:307ecba1d852ec237e9ba668e087326a67564ef83e45a0189a772ede9e854dd0 \ + --hash=sha256:3fde11b505e1597f71b875ef2fc52062b6a9740e5f7c8997ce878b6009145862 \ + --hash=sha256:4f1dfcd7997b31ef8f53ec82781ff434a28bf71d9102ddde14d076adcfc78c99 \ + --hash=sha256:aec4962f9ea93c431d5714ed1be1c93f13e1a8618e70035ba2b0564d9e633f2e \ + --hash=sha256:bcefcdf3976233f8a502d265eb65ea740c989bacc6c30a58290ed0e519eb4b8d \ + --hash=sha256:d7d3f7d1d5a66ed4942d4fefb12ac4b14a29028b209d4bfb25c68ae172059922 + # via + # google-api-core + # google-cloud-aiplatform + # google-cloud-appengine-logging + # google-cloud-audit-log + # google-cloud-logging + # google-cloud-monitoring + # google-cloud-resource-manager + # googleapis-common-protos + # grpc-google-iam-v1 + # grpcio-status + # opentelemetry-proto + # proto-plus +pyarrow==19.0.1 \ + --hash=sha256:1b93ef2c93e77c442c979b0d596af45e4665d8b96da598db145b0fec014b9136 \ + --hash=sha256:3bf266b485df66a400f282ac0b6d1b500b9d2ae73314a153dbe97d6d5cc8a99e \ + --hash=sha256:4d5d1ec7ec5324b98887bdc006f4d2ce534e10e60f7ad995e7875ffa0ff9cb14 \ + --hash=sha256:58d9397b2e273ef76264b45531e9d552d8ec8a6688b7390b5be44c02a37aade8 \ + --hash=sha256:5a9137cf7e1640dce4c190551ee69d478f7121b5c6f323553b319cac936395f6 \ + --hash=sha256:5bd1618ae5e5476b7654c7b55a6364ae87686d4724538c24185bbb2952679960 \ + --hash=sha256:6ebfb5171bb5f4a52319344ebbbecc731af3f021e49318c74f33d520d31ae0c4 \ + --hash=sha256:7c1bca1897c28013db5e4c83944a2ab53231f541b9e0c3f4791206d0c0de389a \ + --hash=sha256:80b2ad2b193e7d19e81008a96e313fbd53157945c7be9ac65f44f8937a55427b \ + --hash=sha256:8f04d49a6b64cf24719c080b3c2029a3a5b16417fd5fd7c4041f94233af732f3 \ + --hash=sha256:96606c3ba57944d128e8a8399da4812f56c7f61de8c647e3470b417f795d0ef9 \ + --hash=sha256:99bc1bec6d234359743b01e70d4310d0ab240c3d6b0da7e2a93663b0158616f6 \ + --hash=sha256:b4c4156a625f1e35d6c0b2132635a237708944eb41df5fbe7d50f20d20c17832 \ + --hash=sha256:c0fe3dbbf054a00d1f162fda94ce236a899ca01123a798c561ba307ca38af5f0 \ + --hash=sha256:d383591f3dcbe545f6cc62daaef9c7cdfe0dff0fb9e1c8121101cabe9098cfa6 \ + --hash=sha256:d9d46e06846a41ba906ab25302cf0fd522f81aa2a85a71021826f34639ad31ef \ + --hash=sha256:d9dedeaf19097a143ed6da37f04f4051aba353c95ef507764d344229b2b740ae \ + --hash=sha256:e45274b20e524ae5c39d7fc1ca2aa923aab494776d2d4b316b49ec7572ca324c \ + --hash=sha256:ee8dec072569f43835932a3b10c55973593abc00936c202707a4ad06af7cb294 \ + --hash=sha256:f2a21d39fbdb948857f67eacb5bbaaf36802de044ec36fbef7a1c8f0dd3a4ab2 \ + --hash=sha256:f3ad4c0eb4e2a9aeb990af6c09e6fa0b195c8c0e7b272ecc8d4d2b6574809d34 + # via langchain-google-vertexai +pyasn1==0.6.1 \ + --hash=sha256:0d632f46f2ba09143da3a8afe9e33fb6f92fa2320ab7e886e2d0f7672af84629 \ + --hash=sha256:6f580d2bdd84365380830acf45550f2511469f673cb4a5ae3857a3170128b034 + # via + # pyasn1-modules + # rsa +pyasn1-modules==0.4.2 \ + --hash=sha256:29253a9207ce32b64c3ac6600edc75368f98473906e8fd1043bd6b5b1de2c14a \ + --hash=sha256:677091de870a80aae844b1ca6134f54652fa2c8c5a52aa396440ac3106e941e6 + # via google-auth +pycparser==2.22 ; platform_python_implementation == 'PyPy' \ + --hash=sha256:491c8be9c040f5390f5bf44a5b07752bd07f56edf992381b05c701439eec10f6 \ + --hash=sha256:c3702b6d3dd8c7abc1afa565d7e63d53a1d0bd86cdc24edd75470f4de499cfcc + # via cffi +pydantic==2.11.4 \ + --hash=sha256:32738d19d63a226a52eed76645a98ee07c1f410ee41d93b4afbfa85ed8111c2d \ + --hash=sha256:d9615eaa9ac5a063471da949c8fc16376a84afb5024688b3ff885693506764eb + # via + # google-cloud-aiplatform + # google-genai + # langchain + # langchain-core + # langchain-google-vertexai + # langgraph + # langsmith + # pydantic-settings +pydantic-core==2.33.2 \ + --hash=sha256:04a1a413977ab517154eebb2d326da71638271477d6ad87a769102f7c2488c56 \ + --hash=sha256:0a9f2c9dd19656823cb8250b0724ee9c60a82f3cdf68a080979d13092a3b0fef \ + --hash=sha256:0fb2d542b4d66f9470e8065c5469ec676978d625a8b7a363f07d9a501a9cb36a \ + --hash=sha256:1082dd3e2d7109ad8b7da48e1d4710c8d06c253cbc4a27c1cff4fbcaa97a9e3f \ + --hash=sha256:1ea40a64d23faa25e62a70ad163571c0b342b8bf66d5fa612ac0dec4f069d916 \ + --hash=sha256:2b0a451c263b01acebe51895bfb0e1cc842a5c666efe06cdf13846c7418caa9a \ + --hash=sha256:3c6db6e52c6d70aa0d00d45cdb9b40f0433b96380071ea80b09277dba021ddf7 \ + --hash=sha256:4e61206137cbc65e6d5256e1166f88331d3b6238e082d9f74613b9b765fb9025 \ + --hash=sha256:52fb90784e0a242bb96ec53f42196a17278855b0f31ac7c3cc6f5c1ec4811849 \ + --hash=sha256:572c7e6c8bb4774d2ac88929e3d1f12bc45714ae5ee6d9a788a9fb35e60bb04b \ + --hash=sha256:5c92edd15cd58b3c2d34873597a1e20f13094f59cf88068adb18947df5455b4e \ + --hash=sha256:5f483cfb75ff703095c59e365360cb73e00185e01aaea067cd19acffd2ab20ea \ + --hash=sha256:61c18fba8e5e9db3ab908620af374db0ac1baa69f0f32df4f61ae23f15e586ac \ + --hash=sha256:65132b7b4a1c0beded5e057324b7e16e10910c106d43675d9bd87d4f38dde162 \ + --hash=sha256:7cb8bc3605c29176e1b105350d2e6474142d7c1bd1d9327c4a9bdb46bf827acc \ + --hash=sha256:8f57a69461af2a5fa6e6bbd7a5f60d3b7e6cebb687f55106933188e79ad155c1 \ + --hash=sha256:95237e53bb015f67b63c91af7518a62a8660376a6a0db19b89acc77a4d6199f5 \ + --hash=sha256:96081f1605125ba0855dfda83f6f3df5ec90c61195421ba72223de35ccfb2f88 \ + --hash=sha256:9cb1da0f5a471435a7bc7e439b8a728e8b61e59784b2af70d7c169f8dd8ae290 \ + --hash=sha256:9fdac5d6ffa1b5a83bca06ffe7583f5576555e6c8b3a91fbd25ea7780f825f7d \ + --hash=sha256:a7ec89dc587667f22b6a0b6579c249fca9026ce7c333fc142ba42411fa243cdc \ + --hash=sha256:c083a3bdd5a93dfe480f1125926afcdbf2917ae714bdb80b36d34318b2bec5d9 \ + --hash=sha256:c2fc0a768ef76c15ab9238afa6da7f69895bb5d1ee83aeea2e3509af4472d0b9 \ + --hash=sha256:c52b02ad8b4e2cf14ca7b3d918f3eb0ee91e63b3167c32591e57c4317e134f8f \ + --hash=sha256:c8e7af2f4e0194c22b5b37205bfb293d166a7344a5b0d0eaccebc376546d77d5 \ + --hash=sha256:cca3868ddfaccfbc4bfb1d608e2ccaaebe0ae628e1416aeb9c4d88c001bb45ab \ + --hash=sha256:db4b41f9bd95fbe5acd76d89920336ba96f03e149097365afe1cb092fceb89a1 \ + --hash=sha256:e80b087132752f6b3d714f041ccf74403799d3b23a72722ea2e6ba2e892555b9 \ + --hash=sha256:eb8c529b2819c37140eb51b914153063d27ed88e3bdc31b71198a198e921e011 \ + --hash=sha256:f517ca031dfc037a9c07e748cefd8d96235088b83b4f4ba8939105d20fa1dcd6 \ + --hash=sha256:f941635f2a3d96b2973e867144fde513665c87f13fe0e193c158ac51bfaaa7b2 \ + --hash=sha256:fa854f5cf7e33842a892e5c73f45327760bc7bc516339fda888c75ae60edaeb6 + # via pydantic +pydantic-settings==2.9.1 \ + --hash=sha256:59b4f431b1defb26fe620c71a7d3968a710d719f5f4cdbbdb7926edeb770f6ef \ + --hash=sha256:c509bf79d27563add44e8446233359004ed85066cd096d8b510f715e6ef5d268 + # via langchain-community +pygments==2.19.1 \ + --hash=sha256:61c16d2a8576dc0649d9f39e089b5f02bcd27fba10d8fb4dcc28173f7a45151f \ + --hash=sha256:9ea1544ad55cecf4b8242fab6dd35a93bbce657034b0611ee383099054ab6d8c + # via rich +python-dateutil==2.9.0.post0 \ + --hash=sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3 \ + --hash=sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427 + # via google-cloud-bigquery +python-dotenv==1.1.0 \ + --hash=sha256:41f90bc6f5f177fb41f53e87666db362025010eb28f60a01c9143bfa33a2b2d5 \ + --hash=sha256:d7c01d9e2293916c18baf562d95698754b0dbbb5e74d457c45d4f6561fb9d55d + # via pydantic-settings +pyyaml==6.0.2 \ + --hash=sha256:0833f8694549e586547b576dcfaba4a6b55b9e96098b36cdc7ebefe667dfed48 \ + --hash=sha256:0ffe8360bab4910ef1b9e87fb812d8bc0a308b0d0eef8c8f44e0254ab3b07133 \ + --hash=sha256:17e311b6c678207928d649faa7cb0d7b4c26a0ba73d41e99c4fff6b6c3276484 \ + --hash=sha256:1f71ea527786de97d1a0cc0eacd1defc0985dcf6b3f17bb77dcfc8c34bec4dc5 \ + --hash=sha256:41e4e3953a79407c794916fa277a82531dd93aad34e29c2a514c2c0c5fe971cc \ + --hash=sha256:50187695423ffe49e2deacb8cd10510bc361faac997de9efef88badc3bb9e2d1 \ + --hash=sha256:68ccc6023a3400877818152ad9a1033e3db8625d899c72eacb5a668902e4d652 \ + --hash=sha256:70b189594dbe54f75ab3a1acec5f1e3faa7e8cf2f1e08d9b561cb41b845f69d5 \ + --hash=sha256:7e7401d0de89a9a855c839bc697c079a4af81cf878373abd7dc625847d25cbd8 \ + --hash=sha256:80bab7bfc629882493af4aa31a4cfa43a4c57c83813253626916b8c7ada83476 \ + --hash=sha256:8388ee1976c416731879ac16da0aff3f63b286ffdd57cdeb95f3f2e085687563 \ + --hash=sha256:8b9c7197f7cb2738065c481a0461e50ad02f18c78cd75775628afb4d7137fb3b \ + --hash=sha256:9b22676e8097e9e22e36d6b7bda33190d0d400f345f23d4065d48f4ca7ae0425 \ + --hash=sha256:bc2fa7c6b47d6bc618dd7fb02ef6fdedb1090ec036abab80d4681424b84c1183 \ + --hash=sha256:c70c95198c015b85feafc136515252a261a84561b7b1d51e3384e0655ddf25ab \ + --hash=sha256:ce826d6ef20b1bc864f0a68340c8b3287705cae2f8b4b1d932177dcc76721725 \ + --hash=sha256:d584d9ec91ad65861cc08d42e834324ef890a082e591037abe114850ff7bbc3e \ + --hash=sha256:ef6107725bd54b262d6dedcc2af448a266975032bc85ef0172c5f059da6325b4 \ + --hash=sha256:efdca5630322a10774e8e98e1af481aad470dd62c3170801852d752aa7a783ba + # via + # langchain + # langchain-community + # langchain-core +requests==2.32.3 \ + --hash=sha256:55365417734eb18255590a9ff9eb97e9e1da868d4ccd6402399eaf68af20a760 \ + --hash=sha256:70761cfe03c773ceb22aa2f671b4757976145175cdfca038c02654d061d6dcc6 + # via + # google-api-core + # google-cloud-bigquery + # google-cloud-storage + # google-genai + # langchain + # langchain-community + # langsmith + # opentelemetry-resourcedetector-gcp + # requests-toolbelt +requests-toolbelt==1.0.0 \ + --hash=sha256:7681a0a3d047012b5bdc0ee37d7f8f07ebe76ab08caeccfc3921ce23c88d5bc6 \ + --hash=sha256:cccfdd665f0a24fcf4726e690f65639d272bb0637b9b92dfd91a5568ccf6bd06 + # via langsmith +rich==14.0.0 \ + --hash=sha256:1c9491e1951aac09caffd42f448ee3d04e58923ffe14993f6e83068dc395d7e0 \ + --hash=sha256:82f1bc23a6a21ebca4ae0c45af9bdbc492ed20231dcb63f297d6d1021a9d5725 + # via langgraph-sql-agent +rsa==4.9.1 \ + --hash=sha256:68635866661c6836b8d39430f97a996acbd61bfa49406748ea243539fe239762 \ + --hash=sha256:e7bdbfdb5497da4c07dfd35530e1a902659db6ff241e39d9953cad06ebd0ae75 + # via google-auth +shapely==2.1.0 \ + --hash=sha256:0d6a7043178890b9e028d80496ff4c79dc7629bff4d78a2f25323b661756bab8 \ + --hash=sha256:1b5578f45adc25b235b22d1ccb9a0348c8dc36f31983e57ea129a88f96f7b870 \ + --hash=sha256:1dc8d4364483a14aba4c844b7bd16a6fa3728887e2c33dfa1afa34a3cf4d08a5 \ + --hash=sha256:2cbe90e86fa8fc3ca8af6ffb00a77b246b918c7cf28677b7c21489b678f6b02e \ + --hash=sha256:30e967abd08fce49513d4187c01b19f139084019f33bec0673e8dbeb557c45e4 \ + --hash=sha256:3cab20b665d26dbec0b380e15749bea720885a481fa7b1eedc88195d4a98cfa4 \ + --hash=sha256:53e7ee8bd8609cf12ee6dce01ea5affe676976cf7049315751d53d8db6d2b4b2 \ + --hash=sha256:673e073fea099d1c82f666fb7ab0a00a77eff2999130a69357ce11941260d855 \ + --hash=sha256:6d1513f915a56de67659fe2047c1ad5ff0f8cbff3519d1e74fced69c9cb0e7da \ + --hash=sha256:737124e87d91d616acf9a911f74ac55e05db02a43a6a7245b3d663817b876055 \ + --hash=sha256:8c4b17469b7f39a5e6a7cfea79f38ae08a275427f41fe8b48c372e1449147908 \ + --hash=sha256:8e6c229e7bb87aae5df82fa00b6718987a43ec168cc5affe095cca59d233f314 \ + --hash=sha256:942031eb4d8f7b3b22f43ba42c09c7aa3d843aa10d5cc1619fe816e923b66e55 \ + --hash=sha256:9c93693ad8adfdc9138a5a2d42da02da94f728dd2e82d2f0f442f10e25027f5f \ + --hash=sha256:a9580bda119b1f42f955aa8e52382d5c73f7957e0203bc0c0c60084846f3db94 \ + --hash=sha256:b64423295b563f43a043eb786e7a03200ebe68698e36d2b4b1c39f31dfb50dfb \ + --hash=sha256:c8a732ddd9b25e7a54aa748e7df8fd704e23e5d5d35b7d376d80bffbfc376d04 \ + --hash=sha256:cb638378dc3d76f7e85b67d7e2bb1366811912430ac9247ac00c127c2b444cdc \ + --hash=sha256:d1a7e83d383b27f02b684e50ab7f34e511c92e33b6ca164a6a9065705dd64bcb \ + --hash=sha256:d2843c456a2e5627ee6271800f07277c0d2652fb287bf66464571a057dbc00b3 \ + --hash=sha256:d8ac6604eefe807e71a908524de23a37920133a1729fe3a4dfe0ed82c044cbf4 \ + --hash=sha256:e8ff4e5cfd799ba5b6f37b5d5527dbd85b4a47c65b6d459a03d0962d2a9d4d10 \ + --hash=sha256:edaec656bdd9b71278b98e6f77c464b1c3b2daa9eace78012ff0f0b4b5b15b04 \ + --hash=sha256:f4a38b39a09340273c3c92b3b9a374272a12cc7e468aeeea22c1c46217a03e5c \ + --hash=sha256:f4f47e631aa4f9ec5576eac546eb3f38802e2f82aeb0552f9612cb9a14ece1db + # via google-cloud-aiplatform +six==1.17.0 \ + --hash=sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274 \ + --hash=sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81 + # via python-dateutil +sniffio==1.3.1 \ + --hash=sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2 \ + --hash=sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc + # via anyio +sqlalchemy==2.0.40 \ + --hash=sha256:0bb933a650323e476a2e4fbef8997a10d0003d4da996aad3fd7873e962fdde4d \ + --hash=sha256:110179728e442dae85dd39591beb74072ae4ad55a44eda2acc6ec98ead80d5f2 \ + --hash=sha256:16d325ea898f74b26ffcd1cf8c593b0beed8714f0317df2bed0d8d1de05a8f26 \ + --hash=sha256:2be94d75ee06548d2fc591a3513422b873490efb124048f50556369a834853b0 \ + --hash=sha256:32587e2e1e359276957e6fe5dad089758bc042a971a8a09ae8ecf7a8fe23d07a \ + --hash=sha256:37f7a0f506cf78c80450ed1e816978643d3969f99c4ac6b01104a6fe95c5490a \ + --hash=sha256:4a4c5a2905a9ccdc67a8963e24abd2f7afcd4348829412483695c59e0af9a705 \ + --hash=sha256:55028d7a3ebdf7ace492fab9895cbc5270153f75442a0472d8516e03159ab364 \ + --hash=sha256:641ee2e0834812d657862f3a7de95e0048bdcb6c55496f39c6fa3d435f6ac6ad \ + --hash=sha256:650490653b110905c10adac69408380688cefc1f536a137d0d69aca1069dc1d1 \ + --hash=sha256:6959738971b4745eea16f818a2cd086fb35081383b078272c35ece2b07012716 \ + --hash=sha256:6cfedff6878b0e0d1d0a50666a817ecd85051d12d56b43d9d425455e608b5ba0 \ + --hash=sha256:915866fd50dd868fdcc18d61d8258db1bf9ed7fbd6dfec960ba43365952f3b01 \ + --hash=sha256:9d3b31d0a1c44b74d3ae27a3de422dfccd2b8f0b75e51ecb2faa2bf65ab1ba0d \ + --hash=sha256:a669cbe5be3c63f75bcbee0b266779706f1a54bcb1000f302685b87d1b8c1500 \ + --hash=sha256:bb19e30fdae77d357ce92192a3504579abe48a66877f476880238a962e5b96db \ + --hash=sha256:d827099289c64589418ebbcaead0145cd19f4e3e8a93919a0100247af245fa00 \ + --hash=sha256:e8040680eaacdce4d635f12c55c714f3d4c7f57da2bc47a01229d115bd319191 + # via + # langchain + # langchain-community +tenacity==9.1.2 \ + --hash=sha256:1169d376c297e7de388d18b4481760d478b0e99a777cad3a9c86e556f4b697cb \ + --hash=sha256:f77bf36710d8b73a50b2dd155c97b870017ad21afe6ab300326b0371b3b05138 + # via + # langchain-community + # langchain-core +typing-extensions==4.13.2 \ + --hash=sha256:a439e7c04b49fec3e5d3e2beaa21755cadbbdc391694e28ccdd36ca4a1408f8c \ + --hash=sha256:e6c81219bd689f51865d9e372991c540bda33a0379d5573cddb9a3a23f7caaef + # via + # anyio + # google-cloud-aiplatform + # google-genai + # langchain-core + # opentelemetry-resourcedetector-gcp + # opentelemetry-sdk + # pydantic + # pydantic-core + # sqlalchemy + # typing-inspect + # typing-inspection +typing-inspect==0.9.0 \ + --hash=sha256:9ee6fc59062311ef8547596ab6b955e1b8aa46242d854bfc78f4f6b0eff35f9f \ + --hash=sha256:b23fc42ff6f6ef6954e4852c1fb512cdd18dbea03134f91f856a95ccc9461f78 + # via dataclasses-json +typing-inspection==0.4.0 \ + --hash=sha256:50e72559fcd2a6367a19f7a7e610e6afcb9fac940c650290eed893d61386832f \ + --hash=sha256:9765c87de36671694a67904bf2c96e395be9c6439bb6c87b5142569dcdd65122 + # via + # pydantic + # pydantic-settings +urllib3==2.4.0 \ + --hash=sha256:414bc6535b787febd7567804cc015fee39daab8ad86268f1310a9250697de466 \ + --hash=sha256:4e16665048960a0900c702d4a66415956a584919c03361cac9f1df5c5dd7e813 + # via requests +validators==0.35.0 \ + --hash=sha256:992d6c48a4e77c81f1b4daba10d16c3a9bb0dbb79b3a19ea847ff0928e70497a \ + --hash=sha256:e8c947097eae7892cb3d26868d637f79f47b4a0554bc6b80065dfe5aac3705dd + # via langchain-google-vertexai +websockets==15.0.1 \ + --hash=sha256:0701bc3cfcb9164d04a14b149fd74be7347a530ad3bbf15ab2c678a2cd3dd9a2 \ + --hash=sha256:0af68c55afbd5f07986df82831c7bff04846928ea8d1fd7f30052638788bc9b5 \ + --hash=sha256:0f3c1e2ab208db911594ae5b4f79addeb3501604a165019dd221c0bdcabe4db8 \ + --hash=sha256:229cf1d3ca6c1804400b0a9790dc66528e08a6a1feec0d5040e8b9eb14422375 \ + --hash=sha256:3be571a8b5afed347da347bfcf27ba12b069d9d7f42cb8c7028b5e98bbb12597 \ + --hash=sha256:3c714d2fc58b5ca3e285461a4cc0c9a66bd0e24c5da9911e30158286c9b5be7f \ + --hash=sha256:3e90baa811a5d73f3ca0bcbf32064d663ed81318ab225ee4f427ad4e26e5aff3 \ + --hash=sha256:558d023b3df0bffe50a04e710bc87742de35060580a293c2a984299ed83bc4e4 \ + --hash=sha256:592f1a9fe869c778694f0aa806ba0374e97648ab57936f092fd9d87f8bc03665 \ + --hash=sha256:595b6c3969023ecf9041b2936ac3827e4623bfa3ccf007575f04c5a6aa318c22 \ + --hash=sha256:5a939de6b7b4e18ca683218320fc67ea886038265fd1ed30173f5ce3f8e85675 \ + --hash=sha256:5d54b09eba2bada6011aea5375542a157637b91029687eb4fdb2dab11059c1b4 \ + --hash=sha256:64dee438fed052b52e4f98f76c5790513235efaa1ef7f3f2192c392cd7c91b65 \ + --hash=sha256:746ee8dba912cd6fc889a8147168991d50ed70447bf18bcda7039f7d2e3d9151 \ + --hash=sha256:756c56e867a90fb00177d530dca4b097dd753cde348448a1012ed6c5131f8b7d \ + --hash=sha256:82544de02076bafba038ce055ee6412d68da13ab47f0c60cab827346de828dee \ + --hash=sha256:ba9e56e8ceeeedb2e080147ba85ffcd5cd0711b89576b83784d8605a7df455fa \ + --hash=sha256:c338ffa0520bdb12fbc527265235639fb76e7bc7faafbb93f6ba80d9c06578a9 \ + --hash=sha256:d5f6b181bb38171a8ad1d6aa58a67a6aa9d4b38d0f8c5f496b9e42561dfc62fe \ + --hash=sha256:e09473f095a819042ecb2ab9465aee615bd9c2028e4ef7d933600a8401c79561 \ + --hash=sha256:e8b56bdcdb4505c8078cb6c7157d9811a85790f2f2b3632c7d1462ab5783d215 \ + --hash=sha256:ee443ef070bb3b6ed74514f5efaa37a252af57c90eb33b956d35c8e9c10a1931 \ + --hash=sha256:f7a866fbc1e97b5c617ee4116daaa09b722101d4a3c170c787450ba409f9736f \ + --hash=sha256:fcd5cf9e305d7b8338754470cf69cf81f420459dbae8a3b40cee57417f4614a7 + # via google-genai +wrapt==1.17.2 \ + --hash=sha256:13e6afb7fe71fe7485a4550a8844cc9ffbe263c0f1a1eea569bc7091d4898555 \ + --hash=sha256:18983c537e04d11cf027fbb60a1e8dfd5190e2b60cc27bc0808e653e7b218d1b \ + --hash=sha256:35621ae4c00e056adb0009f8e86e28eb4a41a4bfa8f9bfa9fca7d343fe94f998 \ + --hash=sha256:3fc7cb4c1c744f8c05cd5f9438a3caa6ab94ce8344e952d7c45a8ed59dd88392 \ + --hash=sha256:40d615e4fe22f4ad3528448c193b218e077656ca9ccb22ce2cb20db730f8d306 \ + --hash=sha256:41388e9d4d1522446fe79d3213196bd9e3b301a336965b9e27ca2788ebd122f3 \ + --hash=sha256:468090021f391fe0056ad3e807e3d9034e0fd01adcd3bdfba977b6fdf4213ea9 \ + --hash=sha256:49703ce2ddc220df165bd2962f8e03b84c89fee2d65e1c24a7defff6f988f4d6 \ + --hash=sha256:4a721d3c943dae44f8e243b380cb645a709ba5bd35d3ad27bc2ed947e9c68192 \ + --hash=sha256:4c82b8785d98cdd9fed4cac84d765d234ed3251bd6afe34cb7ac523cb93e8b4f \ + --hash=sha256:5bb1d0dbf99411f3d871deb6faa9aabb9d4e744d67dcaaa05399af89d847a91d \ + --hash=sha256:5cbabee4f083b6b4cd282f5b817a867cf0b1028c54d445b7ec7cfe6505057cf8 \ + --hash=sha256:69606d7bb691b50a4240ce6b22ebb319c1cfb164e5f6569835058196e0f3a845 \ + --hash=sha256:6d9187b01bebc3875bac9b087948a2bccefe464a7d8f627cf6e48b1bbae30f82 \ + --hash=sha256:6ed6ffac43aecfe6d86ec5b74b06a5be33d5bb9243d055141e8cabb12aa08125 \ + --hash=sha256:703919b1633412ab54bcf920ab388735832fdcb9f9a00ae49387f0fe67dad504 \ + --hash=sha256:766d8bbefcb9e00c3ac3b000d9acc51f1b399513f44d77dfe0eb026ad7c9a19b \ + --hash=sha256:8112e52c5822fc4253f3901b676c55ddf288614dc7011634e2719718eaa187dc \ + --hash=sha256:8c8b293cd65ad716d13d8dd3624e42e5a19cc2a2f1acc74b30c2c13f15cb61a6 \ + --hash=sha256:8fdbdb757d5390f7c675e558fd3186d590973244fab0c5fe63d373ade3e99d40 \ + --hash=sha256:9a7d15bbd2bc99e92e39f49a04653062ee6085c0e18b3b7512a4f2fe91f2d681 \ + --hash=sha256:9e8659775f1adf02eb1e6f109751268e493c73716ca5761f8acb695e52a756ae \ + --hash=sha256:9fee687dce376205d9a494e9c121e27183b2a3df18037f89d69bd7b35bcf59e2 \ + --hash=sha256:a5aaeff38654462bc4b09023918b7f21790efb807f54c000a39d41d69cf552cb \ + --hash=sha256:a604bf7a053f8362d27eb9fefd2097f82600b856d5abe996d623babd067b1ab5 \ + --hash=sha256:abbb9e76177c35d4e8568e58650aa6926040d6a9f6f03435b7a522bf1c487f9a \ + --hash=sha256:b18f2d1533a71f069c7f82d524a52599053d4c7166e9dd374ae2136b7f40f7c8 \ + --hash=sha256:bc570b5f14a79734437cb7b0500376b6b791153314986074486e0b0fa8d71d98 \ + --hash=sha256:d18a4865f46b8579d44e4fe1e2bcbc6472ad83d98e22a26c963d46e4c125ef0b \ + --hash=sha256:d5e2439eecc762cd85e7bd37161d4714aa03a33c5ba884e26c81559817ca0925 \ + --hash=sha256:e3890b508a23299083e065f435a492b5435eba6e304a7114d2f919d400888cc6 \ + --hash=sha256:e496a8ce2c256da1eb98bd15803a79bee00fc351f5dfb9ea82594a3f058309e0 \ + --hash=sha256:e8b2816ebef96d83657b56306152a93909a83f23994f4b30ad4573b00bd11bb9 \ + --hash=sha256:eaf675418ed6b3b31c7a989fd007fa7c3be66ce14e5c3b27336383604c9da85c \ + --hash=sha256:ec89ed91f2fa8e3f52ae53cd3cf640d6feff92ba90d62236a81e4e563ac0e991 + # via + # deprecated + # opentelemetry-instrumentation + # opentelemetry-instrumentation-dbapi + # opentelemetry-instrumentation-httpx +xxhash==3.5.0 \ + --hash=sha256:07fda5de378626e502b42b311b049848c2ef38784d0d67b6f30bb5008642f8eb \ + --hash=sha256:08424f6648526076e28fae6ea2806c0a7d504b9ef05ae61d196d571e5c879c84 \ + --hash=sha256:14470ace8bd3b5d51318782cd94e6f94431974f16cb3b8dc15d52f3b69df8e00 \ + --hash=sha256:149b7914451eb154b3dfaa721315117ea1dac2cc55a01bfbd4df7c68c5dd683d \ + --hash=sha256:37889a0d13b0b7d739cfc128b1c902f04e32de17b33d74b637ad42f1c55101f6 \ + --hash=sha256:3e5b5e16c5a480fe5f59f56c30abdeba09ffd75da8d13f6b9b6fd224d0b4d0a2 \ + --hash=sha256:3ff2c0a34eae7df88c868be53a8dd56fbdf592109e21d4bfa092a27b0bf4a7bf \ + --hash=sha256:4811336f1ce11cac89dcbd18f3a25c527c16311709a89313c3acaf771def2d4b \ + --hash=sha256:4e28503dccc7d32e0b9817aa0cbfc1f45f563b2c995b7a66c4c8a0d232e840c7 \ + --hash=sha256:53a068fe70301ec30d868ece566ac90d873e3bb059cf83c32e76012c889b8637 \ + --hash=sha256:586886c7e89cb9828bcd8a5686b12e161368e0064d040e225e72607b43858ba2 \ + --hash=sha256:59aa1203de1cb96dbeab595ded0ad0c0056bb2245ae11fac11c0ceea861382b9 \ + --hash=sha256:61a1ff00674879725b194695e17f23d3248998b843eb5e933007ca743310f793 \ + --hash=sha256:70dabf941dede727cca579e8c205e61121afc9b28516752fd65724be1355cc90 \ + --hash=sha256:7f85e0108d51092bdda90672476c7d909c04ada6923c14ff9d913c4f7dc8a3bc \ + --hash=sha256:80babcc30e7a1a484eab952d76a4f4673ff601f54d5142c26826502740e70b43 \ + --hash=sha256:82085c2abec437abebf457c1d12fccb30cc8b3774a0814872511f0f0562c768c \ + --hash=sha256:84f2caddf951c9cbf8dc2e22a89d4ccf5d86391ac6418fe81e3c67d0cf60b45f \ + --hash=sha256:89e66ceed67b213dec5a773e2f7a9e8c58f64daeb38c7859d8815d2c89f39ad7 \ + --hash=sha256:97a662338797c660178e682f3bc180277b9569a59abfb5925e8620fba00b9fc5 \ + --hash=sha256:9d32a592cac88d18cc09a89172e1c32d7f2a6e516c3dfde1b9adb90ab5df54a6 \ + --hash=sha256:a6c50017518329ed65a9e4829154626f008916d36295b6a3ba336e2458824c8c \ + --hash=sha256:bcd51708a633410737111e998ceb3b45d3dbc98c0931f743d9bb0a209033a326 \ + --hash=sha256:c279f0d2b34ef15f922b77966640ade58b4ccdfef1c4d94b20f2a364617a493f \ + --hash=sha256:cd2fd827b0ba763ac919440042302315c564fdb797294d86e8cdd4578e3bc7f3 \ + --hash=sha256:e5d0ddaca65ecca9c10dcf01730165fd858533d0be84c75c327487c37a906a27 \ + --hash=sha256:eade977f5c96c677035ff39c56ac74d851b1cca7d607ab3d8f23c6b859379cab \ + --hash=sha256:f2f2c61bee5844d41c3eb015ac652a0229e901074951ae48581d58bfb2ba01be \ + --hash=sha256:f7b58d1fd3551b8c80a971199543379be1cee3d0d409e1f6d8b01c1a2eebf1f8 \ + --hash=sha256:fa0cafd3a2af231b4e113fba24a65d7922af91aeb23774a8b78228e6cd785e3e \ + --hash=sha256:fa9f547bd98f5553d03160967866a71056a60960be00356a15ecc44efb40ba8e + # via langgraph +yarl==1.20.0 \ + --hash=sha256:04d8cfb12714158abf2618f792c77bc5c3d8c5f37353e79509608be4f18705c9 \ + --hash=sha256:087e9731884621b162a3e06dc0d2d626e1542a617f65ba7cc7aeab279d55ad33 \ + --hash=sha256:123393db7420e71d6ce40d24885a9e65eb1edefc7a5228db2d62bcab3386a5c0 \ + --hash=sha256:18e321617de4ab170226cd15006a565d0fa0d908f11f724a2c9142d6b2812ab0 \ + --hash=sha256:2137810a20b933b1b1b7e5cf06a64c3ed3b4747b0e5d79c9447c00db0e2f752f \ + --hash=sha256:25b3bc0763a7aca16a0f1b5e8ef0f23829df11fb539a1b70476dcab28bd83da7 \ + --hash=sha256:2a8f64df8ed5d04c51260dbae3cc82e5649834eebea9eadfd829837b8093eb00 \ + --hash=sha256:33bb660b390a0554d41f8ebec5cd4475502d84104b27e9b42f5321c5192bfcd1 \ + --hash=sha256:3b2992fe29002fd0d4cbaea9428b09af9b8686a9024c840b8a2b8f4ea4abc16f \ + --hash=sha256:3b60a86551669c23dc5445010534d2c5d8a4e012163218fc9114e857c0586fdd \ + --hash=sha256:3d7dbbe44b443b0c4aa0971cb07dcb2c2060e4a9bf8d1301140a33a93c98e18c \ + --hash=sha256:3e429857e341d5e8e15806118e0294f8073ba9c4580637e59ab7b238afca836f \ + --hash=sha256:42fbe577272c203528d402eec8bf4b2d14fd49ecfec92272334270b850e9cd7d \ + --hash=sha256:4345f58719825bba29895011e8e3b545e6e00257abb984f9f27fe923afca2501 \ + --hash=sha256:447c5eadd750db8389804030d15f43d30435ed47af1313303ed82a62388176d3 \ + --hash=sha256:4a34c52ed158f89876cba9c600b2c964dfc1ca52ba7b3ab6deb722d1d8be6df2 \ + --hash=sha256:4c43030e4b0af775a85be1fa0433119b1565673266a70bf87ef68a9d5ba3174c \ + --hash=sha256:4c903e0b42aab48abfbac668b5a9d7b6938e721a6341751331bcd7553de2dcae \ + --hash=sha256:4d9949eaf05b4d30e93e4034a7790634bbb41b8be2d07edd26754f2e38e491de \ + --hash=sha256:53b2da3a6ca0a541c1ae799c349788d480e5144cac47dba0266c7cb6c76151fe \ + --hash=sha256:54ac15a8b60382b2bcefd9a289ee26dc0920cf59b05368c9b2b72450751c6eb8 \ + --hash=sha256:5d0fe6af927a47a230f31e6004621fd0959eaa915fc62acfafa67ff7229a3124 \ + --hash=sha256:5d3d6d14754aefc7a458261027a562f024d4f6b8a798adb472277f675857b1eb \ + --hash=sha256:5d9b980d7234614bc4674468ab173ed77d678349c860c3af83b1fffb6a837ddc \ + --hash=sha256:65a4053580fe88a63e8e4056b427224cd01edfb5f951498bfefca4052f0ce0ac \ + --hash=sha256:686d51e51ee5dfe62dec86e4866ee0e9ed66df700d55c828a615640adc885307 \ + --hash=sha256:69df35468b66c1a6e6556248e6443ef0ec5f11a7a4428cf1f6281f1879220f58 \ + --hash=sha256:6d12b8945250d80c67688602c891237994d203d42427cb14e36d1a732eda480e \ + --hash=sha256:70e0c580a0292c7414a1cead1e076c9786f685c1fc4757573d2967689b370e62 \ + --hash=sha256:737e9f171e5a07031cbee5e9180f6ce21a6c599b9d4b2c24d35df20a52fabf4b \ + --hash=sha256:798a5074e656f06b9fad1a162be5a32da45237ce19d07884d0b67a0aa9d5fdda \ + --hash=sha256:7dc63ad0d541c38b6ae2255aaa794434293964677d5c1ec5d0116b0e308031f5 \ + --hash=sha256:839de4c574169b6598d47ad61534e6981979ca2c820ccb77bf70f4311dd2cc64 \ + --hash=sha256:84aeb556cb06c00652dbf87c17838eb6d92cfd317799a8092cee0e570ee11229 \ + --hash=sha256:866349da9d8c5290cfefb7fcc47721e94de3f315433613e01b435473be63daa6 \ + --hash=sha256:8681700f4e4df891eafa4f69a439a6e7d480d64e52bf460918f58e443bd3da7d \ + --hash=sha256:8a7f62f5dc70a6c763bec9ebf922be52aa22863d9496a9a30124d65b489ea672 \ + --hash=sha256:91bc450c80a2e9685b10e34e41aef3d44ddf99b3a498717938926d05ca493f6a \ + --hash=sha256:95fc9876f917cac7f757df80a5dda9de59d423568460fe75d128c813b9af558e \ + --hash=sha256:9c2aa4387de4bc3a5fe158080757748d16567119bef215bec643716b4fbf53f9 \ + --hash=sha256:9c366b254082d21cc4f08f522ac201d0d83a8b8447ab562732931d31d80eb2a5 \ + --hash=sha256:ab47acc9332f3de1b39e9b702d9c916af7f02656b2a86a474d9db4e53ef8fd7a \ + --hash=sha256:af4baa8a445977831cbaa91a9a84cc09debb10bc8391f128da2f7bd070fc351d \ + --hash=sha256:b2586e36dc070fc8fad6270f93242124df68b379c3a251af534030a4a33ef594 \ + --hash=sha256:b6c4c3d0d6a0ae9b281e492b1465c72de433b782e6b5001c8e7249e085b69051 \ + --hash=sha256:b9ae2fbe54d859b3ade40290f60fe40e7f969d83d482e84d2c31b9bff03e359e \ + --hash=sha256:bb769ae5760cd1c6a712135ee7915f9d43f11d9ef769cb3f75a23e398a92d384 \ + --hash=sha256:bf099e2432131093cc611623e0b0bcc399b8cddd9a91eded8bfb50402ec35018 \ + --hash=sha256:d2cbca6760a541189cf87ee54ff891e1d9ea6406079c66341008f7ef6ab61145 \ + --hash=sha256:e06b9f6cdd772f9b665e5ba8161968e11e403774114420737f7884b5bd7bdf6f \ + --hash=sha256:f106e75c454288472dbe615accef8248c686958c2e7dd3b8d8ee2669770d020f \ + --hash=sha256:f166eafa78810ddb383e930d62e623d288fb04ec566d1b4790099ae0f31485f1 \ + --hash=sha256:f9d02b591a64e4e6ca18c5e3d925f11b559c763b950184a64cf47d74d7e41877 + # via aiohttp +zipp==3.21.0 \ + --hash=sha256:2c9958f6430a2040341a52eb608ed6dd93ef4392e02ffe219417c1b28b5dd1f4 \ + --hash=sha256:ac1bbe05fd2991f160ebce24ffbac5f6d11d83dc90891255885223d42b3cd931 + # via importlib-metadata +zstandard==0.23.0 \ + --hash=sha256:12a289832e520c6bd4dcaad68e944b86da3bad0d339ef7989fb7e88f92e96072 \ + --hash=sha256:1e172f57cd78c20f13a3415cc8dfe24bf388614324d25539146594c16d78fcc8 \ + --hash=sha256:2ef230a8fd217a2015bc91b74f6b3b7d6522ba48be29ad4ea0ca3a3775bf7dd5 \ + --hash=sha256:38302b78a850ff82656beaddeb0bb989a0322a8bbb1bf1ab10c17506681d772a \ + --hash=sha256:40b33d93c6eddf02d2c19f5773196068d875c41ca25730e8288e9b672897c105 \ + --hash=sha256:53dd9d5e3d29f95acd5de6802e909ada8d8d8cfa37a3ac64836f3bc4bc5512db \ + --hash=sha256:576856e8594e6649aee06ddbfc738fec6a834f7c85bf7cadd1c53d4a58186ef9 \ + --hash=sha256:64585e1dba664dc67c7cdabd56c1e5685233fbb1fc1966cfba2a340ec0dfff7b \ + --hash=sha256:66b689c107857eceabf2cf3d3fc699c3c0fe8ccd18df2219d978c0283e4c508a \ + --hash=sha256:6a41c120c3dbc0d81a8e8adc73312d668cd34acd7725f036992b1b72d22c1772 \ + --hash=sha256:6f77fa49079891a4aab203d0b1744acc85577ed16d767b52fc089d83faf8d8ed \ + --hash=sha256:72c68dda124a1a138340fb62fa21b9bf4848437d9ca60bd35db36f2d3345f373 \ + --hash=sha256:76e79bc28a65f467e0409098fa2c4376931fd3207fbeb6b956c7c476d53746dd \ + --hash=sha256:774d45b1fac1461f48698a9d4b5fa19a69d47ece02fa469825b442263f04021f \ + --hash=sha256:9206649ec587e6b02bd124fb7799b86cddec350f6f6c14bc82a2b70183e708ba \ + --hash=sha256:9c236e635582742fee16603042553d276cca506e824fa2e6489db04039521e90 \ + --hash=sha256:9da6bc32faac9a293ddfdcb9108d4b20416219461e4ec64dfea8383cac186690 \ + --hash=sha256:a0817825b900fcd43ac5d05b8b3079937073d2b1ff9cf89427590718b70dd840 \ + --hash=sha256:a8fffdbd9d1408006baaf02f1068d7dd1f016c6bcb7538682622c556e7b68e35 \ + --hash=sha256:a9b07268d0c3ca5c170a385a0ab9fb7fdd9f5fd866be004c4ea39e44edce47dd \ + --hash=sha256:ac184f87ff521f4840e6ea0b10c0ec90c6b1dcd0bad2f1e4a9a1b4fa177982ea \ + --hash=sha256:b0e166f698c5a3e914947388c162be2583e0c638a4703fc6a543e23a88dea3c1 \ + --hash=sha256:b2d8c62d08e7255f68f7a740bae85b3c9b8e5466baa9cbf7f57f1cde0ac6bc09 \ + --hash=sha256:b4567955a6bc1b20e9c31612e615af6b53733491aeaa19a6b3b37f3b65477094 \ + --hash=sha256:c363b53e257246a954ebc7c488304b5592b9c53fbe74d03bc1c64dda153fb847 \ + --hash=sha256:d2240ddc86b74966c34554c49d00eaafa8200a18d3a5b6ffbf7da63b11d74ee2 \ + --hash=sha256:d477ed829077cd945b01fc3115edd132c47e6540ddcd96ca169facff28173057 \ + --hash=sha256:d50d31bfedd53a928fed6707b15a8dbeef011bb6366297cc435accc888b27c20 \ + --hash=sha256:dc1d33abb8a0d754ea4763bad944fd965d3d95b5baef6b121c0c9013eaf1907d \ + --hash=sha256:e7792606d606c8df5277c32ccb58f29b9b8603bf83b48639b7aedf6df4fe8171 \ + --hash=sha256:f3513916e8c645d0610815c257cbfd3242adfd5c4cfa78be514e5a3ebb42a41b \ + --hash=sha256:fa6ce8b52c5987b3e34d5674b0ab529a4602b632ebab0a93b07bfb4dfc8f8a33 \ + --hash=sha256:fd7699e8fd9969f455ef2926221e0233f81a2542921471382e77a9e2f2b57f4b + # via langsmith diff --git a/samples/langgraph-sql-agent/utils.py b/samples/langgraph-sql-agent/utils.py new file mode 100644 index 00000000..c1456c39 --- /dev/null +++ b/samples/langgraph-sql-agent/utils.py @@ -0,0 +1,59 @@ +# Copyright 2025 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +from typing import Iterable + +from langchain_core.messages.base import BaseMessage +from rich.console import Console +from rich.markdown import Markdown + +console = Console() + + +def render_messages(messages: Iterable[BaseMessage]) -> None: + for message in messages: + _render_message(message) + print_markdown("---") + + +def _render_message(message: BaseMessage) -> None: + # Filter out tool calls + if message.type not in ("human", "ai"): + return + + content = ( + message.content + if isinstance(message.content, str) + else message.content[-1]["text"] + ).strip() + + # Response was probably blocked by a harm category, go check the trace for details + if message.response_metadata.get("is_blocked", False): + console.print("❌ Response blocked, try again") + + 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"https://files.pythonhosted.org/packages/a2/bf/c6aaba098e2d04781e8f4f7c0ba3c7aa73d00e4c436bcc0cf059a66691d1/zstandard-0.23.0-cp313-cp313-win_amd64.whl", hash = "sha256:f3513916e8c645d0610815c257cbfd3242adfd5c4cfa78be514e5a3ebb42a41b", size = 495578 }, +] From e1499b0d74079185d74be53d457df5209a66d147 Mon Sep 17 00:00:00 2001 From: Aaron Abbott Date: Mon, 12 May 2025 21:26:48 +0000 Subject: [PATCH 2/3] Add README for LangGraph sample --- samples/langgraph-sql-agent/README.md | 43 +++++++++++++++++++++++++++ 1 file changed, 43 insertions(+) create mode 100644 samples/langgraph-sql-agent/README.md diff --git a/samples/langgraph-sql-agent/README.md b/samples/langgraph-sql-agent/README.md new file mode 100644 index 00000000..b8991940 --- /dev/null +++ b/samples/langgraph-sql-agent/README.md @@ -0,0 +1,43 @@ +# OpenTelemetry LangGraph instrumentation example + + + +This sample is a LangGraph agent instrumented with OpenTelemetry to send traces and logs with +GenAI prompts and responses, and metrics to Google Cloud Observability. + +The Agent is a SQL expert that has full access to an ephemeral SQLite database. The database is +initially empty. It is built with the the LangGraph prebuilt [ReAct +Agent](https://langchain-ai.github.io/langgraph/agents/agents/#basic-configuration#code) and the +[SQLDatabaseToolkit](https://python.langchain.com/docs/integrations/tools/sql_database/). + +## Permissions + +This sample writes to Cloud Logging, Cloud Monitoring, and Cloud Trace. Grant yourself the +following roles to run the example: +- `roles/logging.logWriter` – see https://cloud.google.com/logging/docs/access-control#permissions_and_roles +- `roles/monitoring.metricWriter` – see https://cloud.google.com/monitoring/access-control#predefined_roles +- `roles/cloudtrace.agent` – see https://cloud.google.com/trace/docs/iam#trace-roles + +## Running the example + +The sample can easily be run in Cloud Shell. You can also use +[Application Default Credentials][ADC] locally. + +```sh +git clone https://github.com/GoogleCloudPlatform/opentelemetry-operations-python.git +cd opentelemetry-operations-python/samples/langgraph-sql-agent + +# Capture GenAI prompts and responses +export OTEL_INSTRUMENTATION_GENAI_CAPTURE_MESSAGE_CONTENT=true +# Capture application logs automatically +export OTEL_PYTHON_LOGGING_AUTO_INSTRUMENTATION_ENABLED=true +uv run main.py +``` + +## Viewing the results + +To view the generated traces with [Generative AI +events](https://cloud.google.com/trace/docs/finding-traces#view_generative_ai_events) in the +GCP console, use the [Trace Explorer](https://cloud.google.com/trace/docs/finding-traces). + +[ADC]: https://cloud.google.com/docs/authentication/application-default-credentials From dccfd08e360fb09fcee4a7c5d99cf97c651957d5 Mon Sep 17 00:00:00 2001 From: Aaron Abbott Date: Tue, 20 May 2025 15:06:02 +0000 Subject: [PATCH 3/3] Small readme tweaks --- samples/langgraph-sql-agent/README.md | 27 ++++++++++++++++++++++----- 1 file changed, 22 insertions(+), 5 deletions(-) diff --git a/samples/langgraph-sql-agent/README.md b/samples/langgraph-sql-agent/README.md index b8991940..88b92e78 100644 --- a/samples/langgraph-sql-agent/README.md +++ b/samples/langgraph-sql-agent/README.md @@ -10,19 +10,23 @@ initially empty. It is built with the the LangGraph prebuilt [ReAct Agent](https://langchain-ai.github.io/langgraph/agents/agents/#basic-configuration#code) and the [SQLDatabaseToolkit](https://python.langchain.com/docs/integrations/tools/sql_database/). -## Permissions +## APIs and Permissions + +Enable the relevant Cloud Observability APIs if they aren't already enabled. +```sh +gcloud services enable telemetry.googleapis.com logging.googleapis.com monitoring.googleapis.com cloudtrace.googleapis.com +``` This sample writes to Cloud Logging, Cloud Monitoring, and Cloud Trace. Grant yourself the following roles to run the example: - `roles/logging.logWriter` – see https://cloud.google.com/logging/docs/access-control#permissions_and_roles - `roles/monitoring.metricWriter` – see https://cloud.google.com/monitoring/access-control#predefined_roles -- `roles/cloudtrace.agent` – see https://cloud.google.com/trace/docs/iam#trace-roles +- `roles/telemetry.writer` – see https://cloud.google.com/trace/docs/iam#telemetry-roles ## Running the example The sample can easily be run in Cloud Shell. You can also use -[Application Default Credentials][ADC] locally. - +[Application Default Credentials][ADC] locally. Clone and set environment variables: ```sh git clone https://github.com/GoogleCloudPlatform/opentelemetry-operations-python.git cd opentelemetry-operations-python/samples/langgraph-sql-agent @@ -31,6 +35,19 @@ cd opentelemetry-operations-python/samples/langgraph-sql-agent export OTEL_INSTRUMENTATION_GENAI_CAPTURE_MESSAGE_CONTENT=true # Capture application logs automatically export OTEL_PYTHON_LOGGING_AUTO_INSTRUMENTATION_ENABLED=true +``` + +Create a virtual environment and run the sample: +```sh +python -m venv venv/ +source venv/bin/activate +pip install -r requirements.txt +python main.py +``` + +Alternatively if you have [`uv`](https://docs.astral.sh/uv/) installed: + +```sh uv run main.py ``` @@ -38,6 +55,6 @@ uv run main.py To view the generated traces with [Generative AI events](https://cloud.google.com/trace/docs/finding-traces#view_generative_ai_events) in the -GCP console, use the [Trace Explorer](https://cloud.google.com/trace/docs/finding-traces). +GCP console, use the [Trace Explorer](https://cloud.google.com/trace/docs/finding-traces). Filter for spans named `invoke agent`. [ADC]: https://cloud.google.com/docs/authentication/application-default-credentials