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community: Add stock market tools from financialdatasets.ai (#25025)
**Description:** In this PR, I am adding three stock market tools from financialdatasets.ai (my API!): - get balance sheets - get cash flow statements - get income statements Twitter handle: [@virattt](https://twitter.com/virattt) --------- Co-authored-by: Erick Friis <erick@langchain.dev>
This commit is contained in:
@@ -0,0 +1 @@
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"""financial datasets toolkit."""
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@@ -0,0 +1,45 @@
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from __future__ import annotations
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from typing import List
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from langchain_core.pydantic_v1 import Field
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from langchain_core.tools import BaseToolkit
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from langchain_community.tools import BaseTool
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from langchain_community.tools.financial_datasets.balance_sheets import BalanceSheets
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from langchain_community.tools.financial_datasets.cash_flow_statements import (
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CashFlowStatements,
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)
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from langchain_community.tools.financial_datasets.income_statements import (
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IncomeStatements,
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)
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from langchain_community.utilities.financial_datasets import FinancialDatasetsAPIWrapper
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class FinancialDatasetsToolkit(BaseToolkit):
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"""Toolkit for interacting with financialdatasets.ai.
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Parameters:
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api_wrapper: The FinancialDatasets API Wrapper.
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"""
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api_wrapper: FinancialDatasetsAPIWrapper = Field(
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default_factory=FinancialDatasetsAPIWrapper
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)
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def __init__(self, api_wrapper: FinancialDatasetsAPIWrapper):
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super().__init__()
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self.api_wrapper = api_wrapper
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class Config:
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"""Pydantic config."""
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arbitrary_types_allowed = True
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def get_tools(self) -> List[BaseTool]:
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"""Get the tools in the toolkit."""
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return [
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BalanceSheets(api_wrapper=self.api_wrapper),
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CashFlowStatements(api_wrapper=self.api_wrapper),
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IncomeStatements(api_wrapper=self.api_wrapper),
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]
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@@ -120,6 +120,15 @@ if TYPE_CHECKING:
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ReadFileTool,
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WriteFileTool,
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)
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from langchain_community.tools.financial_datasets.balance_sheets import (
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BalanceSheets,
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)
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from langchain_community.tools.financial_datasets.cash_flow_statements import (
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CashFlowStatements,
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)
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from langchain_community.tools.financial_datasets.income_statements import (
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IncomeStatements,
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)
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from langchain_community.tools.gmail import (
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GmailCreateDraft,
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GmailGetMessage,
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@@ -348,6 +357,7 @@ __all__ = [
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"AzureCogsSpeech2TextTool",
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"AzureCogsText2SpeechTool",
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"AzureCogsTextAnalyticsHealthTool",
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"BalanceSheets",
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"BaseGraphQLTool",
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"BaseRequestsTool",
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"BaseSQLDatabaseTool",
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@@ -357,6 +367,7 @@ __all__ = [
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"BingSearchResults",
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"BingSearchRun",
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"BraveSearch",
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"CashFlowStatements",
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"ClickTool",
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"CogniswitchKnowledgeRequest",
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"CogniswitchKnowledgeSourceFile",
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@@ -396,6 +407,7 @@ __all__ = [
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"GoogleSerperRun",
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"HumanInputRun",
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"IFTTTWebhook",
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"IncomeStatements",
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"InfoPowerBITool",
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"InfoSQLDatabaseTool",
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"InfoSparkSQLTool",
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@@ -498,6 +510,7 @@ _module_lookup = {
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"AzureCogsSpeech2TextTool": "langchain_community.tools.azure_cognitive_services",
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"AzureCogsText2SpeechTool": "langchain_community.tools.azure_cognitive_services",
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"AzureCogsTextAnalyticsHealthTool": "langchain_community.tools.azure_cognitive_services", # noqa: E501
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"BalanceSheets": "langchain_community.tools.financial_datasets.balance_sheets",
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"BaseGraphQLTool": "langchain_community.tools.graphql.tool",
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"BaseRequestsTool": "langchain_community.tools.requests.tool",
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"BaseSQLDatabaseTool": "langchain_community.tools.sql_database.tool",
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@@ -507,6 +520,7 @@ _module_lookup = {
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"BingSearchResults": "langchain_community.tools.bing_search.tool",
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"BingSearchRun": "langchain_community.tools.bing_search.tool",
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"BraveSearch": "langchain_community.tools.brave_search.tool",
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"CashFlowStatements": "langchain_community.tools.financial_datasets.cash_flow_statements", # noqa: E501
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"ClickTool": "langchain_community.tools.playwright",
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"CogniswitchKnowledgeRequest": "langchain_community.tools.cogniswitch.tool",
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"CogniswitchKnowledgeSourceFile": "langchain_community.tools.cogniswitch.tool",
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@@ -547,6 +561,7 @@ _module_lookup = {
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"GoogleSerperRun": "langchain_community.tools.google_serper.tool",
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"HumanInputRun": "langchain_community.tools.human.tool",
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"IFTTTWebhook": "langchain_community.tools.ifttt",
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"IncomeStatements": "langchain_community.tools.financial_datasets.income_statements", # noqa: E501
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"InfoPowerBITool": "langchain_community.tools.powerbi.tool",
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"InfoSQLDatabaseTool": "langchain_community.tools.sql_database.tool",
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"InfoSparkSQLTool": "langchain_community.tools.spark_sql.tool",
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@@ -0,0 +1,17 @@
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"""financial datasets tools."""
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from langchain_community.tools.financial_datasets.balance_sheets import (
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BalanceSheets,
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)
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from langchain_community.tools.financial_datasets.cash_flow_statements import (
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CashFlowStatements,
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)
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from langchain_community.tools.financial_datasets.income_statements import (
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IncomeStatements,
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)
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__all__ = [
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"BalanceSheets",
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"CashFlowStatements",
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"IncomeStatements",
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]
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@@ -0,0 +1,62 @@
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from typing import Optional, Type
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from langchain_core.callbacks import CallbackManagerForToolRun
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from langchain_core.pydantic_v1 import BaseModel, Field
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from langchain_core.tools import BaseTool
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from langchain_community.utilities.financial_datasets import FinancialDatasetsAPIWrapper
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class BalanceSheetsSchema(BaseModel):
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"""Input for BalanceSheets."""
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ticker: str = Field(
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description="The ticker symbol to fetch balance sheets for.",
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)
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period: str = Field(
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description="The period of the balance sheets. "
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"Possible values are: "
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"annual, quarterly, ttm. "
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"Default is 'annual'.",
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)
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limit: int = Field(
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description="The number of balance sheets to return. " "Default is 10.",
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)
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class BalanceSheets(BaseTool):
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"""
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Tool that gets balance sheets for a given ticker over a given period.
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"""
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mode: str = "get_balance_sheets"
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name: str = "balance_sheets"
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description: str = (
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"A wrapper around financial datasets's Balance Sheets API. "
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"This tool is useful for fetching balance sheets for a given ticker."
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"The tool fetches balance sheets for a given ticker over a given period."
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"The period can be annual, quarterly, or trailing twelve months (ttm)."
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"The number of balance sheets to return can also be "
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"specified using the limit parameter."
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)
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args_schema: Type[BalanceSheetsSchema] = BalanceSheetsSchema
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api_wrapper: FinancialDatasetsAPIWrapper = Field(..., exclude=True)
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def __init__(self, api_wrapper: FinancialDatasetsAPIWrapper):
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super().__init__(api_wrapper=api_wrapper)
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def _run(
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self,
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ticker: str,
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period: str,
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limit: Optional[int],
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run_manager: Optional[CallbackManagerForToolRun] = None,
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) -> str:
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"""Use the Balance Sheets API tool."""
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return self.api_wrapper.run(
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mode=self.mode,
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ticker=ticker,
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period=period,
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limit=limit,
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)
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@@ -0,0 +1,62 @@
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from typing import Optional, Type
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from langchain_core.callbacks import CallbackManagerForToolRun
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from langchain_core.pydantic_v1 import BaseModel, Field
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from langchain_core.tools import BaseTool
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from langchain_community.utilities.financial_datasets import FinancialDatasetsAPIWrapper
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class CashFlowStatementsSchema(BaseModel):
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"""Input for CashFlowStatements."""
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ticker: str = Field(
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description="The ticker symbol to fetch cash flow statements for.",
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)
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period: str = Field(
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description="The period of the cash flow statement. "
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"Possible values are: "
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"annual, quarterly, ttm. "
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"Default is 'annual'.",
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)
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limit: int = Field(
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description="The number of cash flow statements to return. " "Default is 10.",
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)
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class CashFlowStatements(BaseTool):
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"""
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Tool that gets cash flow statements for a given ticker over a given period.
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"""
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mode: str = "get_cash_flow_statements"
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name: str = "cash_flow_statements"
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description: str = (
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"A wrapper around financial datasets's Cash Flow Statements API. "
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"This tool is useful for fetching cash flow statements for a given ticker."
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"The tool fetches cash flow statements for a given ticker over a given period."
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"The period can be annual, quarterly, or trailing twelve months (ttm)."
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"The number of cash flow statements to return can also be "
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"specified using the limit parameter."
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)
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args_schema: Type[CashFlowStatementsSchema] = CashFlowStatementsSchema
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api_wrapper: FinancialDatasetsAPIWrapper = Field(..., exclude=True)
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def __init__(self, api_wrapper: FinancialDatasetsAPIWrapper):
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super().__init__(api_wrapper=api_wrapper)
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def _run(
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self,
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ticker: str,
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period: str,
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limit: Optional[int],
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run_manager: Optional[CallbackManagerForToolRun] = None,
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) -> str:
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"""Use the Cash Flow Statements API tool."""
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return self.api_wrapper.run(
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mode=self.mode,
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ticker=ticker,
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period=period,
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limit=limit,
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)
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@@ -0,0 +1,62 @@
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from typing import Optional, Type
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from langchain_core.callbacks import CallbackManagerForToolRun
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from langchain_core.pydantic_v1 import BaseModel, Field
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from langchain_core.tools import BaseTool
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from langchain_community.utilities.financial_datasets import FinancialDatasetsAPIWrapper
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class IncomeStatementsSchema(BaseModel):
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"""Input for IncomeStatements."""
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ticker: str = Field(
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description="The ticker symbol to fetch income statements for.",
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)
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period: str = Field(
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description="The period of the income statement. "
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"Possible values are: "
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"annual, quarterly, ttm. "
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"Default is 'annual'.",
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)
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limit: int = Field(
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description="The number of income statements to return. " "Default is 10.",
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)
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class IncomeStatements(BaseTool):
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"""
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Tool that gets income statements for a given ticker over a given period.
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"""
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mode: str = "get_income_statements"
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name: str = "income_statements"
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description: str = (
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"A wrapper around financial datasets's Income Statements API. "
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"This tool is useful for fetching income statements for a given ticker."
|
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"The tool fetches income statements for a given ticker over a given period."
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"The period can be annual, quarterly, or trailing twelve months (ttm)."
|
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"The number of income statements to return can also be "
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"specified using the limit parameter."
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)
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args_schema: Type[IncomeStatementsSchema] = IncomeStatementsSchema
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api_wrapper: FinancialDatasetsAPIWrapper = Field(..., exclude=True)
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def __init__(self, api_wrapper: FinancialDatasetsAPIWrapper):
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super().__init__(api_wrapper=api_wrapper)
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def _run(
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self,
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ticker: str,
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period: str,
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limit: Optional[int],
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run_manager: Optional[CallbackManagerForToolRun] = None,
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) -> str:
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"""Use the Income Statements API tool."""
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return self.api_wrapper.run(
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mode=self.mode,
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ticker=ticker,
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period=period,
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limit=limit,
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)
|
@@ -0,0 +1,135 @@
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"""
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Util that calls several of financial datasets stock market REST APIs.
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Docs: https://docs.financialdatasets.ai/
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"""
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import json
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from typing import Any, List, Optional
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import requests
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from langchain_core.pydantic_v1 import BaseModel
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from langchain_core.utils import get_from_dict_or_env
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FINANCIAL_DATASETS_BASE_URL = "https://api.financialdatasets.ai/"
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class FinancialDatasetsAPIWrapper(BaseModel):
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"""Wrapper for financial datasets API."""
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financial_datasets_api_key: Optional[str] = None
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def __init__(self, **data: Any):
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super().__init__(**data)
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self.financial_datasets_api_key = get_from_dict_or_env(
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data, "financial_datasets_api_key", "FINANCIAL_DATASETS_API_KEY"
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)
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def get_income_statements(
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self,
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ticker: str,
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period: str,
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limit: Optional[int],
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) -> Optional[dict]:
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"""
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Get the income statements for a stock `ticker` over a `period` of time.
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:param ticker: the stock ticker
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:param period: the period of time to get the balance sheets for.
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Possible values are: annual, quarterly, ttm.
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:param limit: the number of results to return, default is 10
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:return: a list of income statements
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"""
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url = (
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f"{FINANCIAL_DATASETS_BASE_URL}financials/income-statements/"
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f"?ticker={ticker}"
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f"&period={period}"
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f"&limit={limit if limit else 10}"
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)
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# Add the api key to the headers
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headers = {"X-API-KEY": self.financial_datasets_api_key}
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# Execute the request
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response = requests.get(url, headers=headers)
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data = response.json()
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return data.get("income_statements", None)
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def get_balance_sheets(
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self,
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ticker: str,
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period: str,
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limit: Optional[int],
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) -> List[dict]:
|
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"""
|
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Get the balance sheets for a stock `ticker` over a `period` of time.
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:param ticker: the stock ticker
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:param period: the period of time to get the balance sheets for.
|
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Possible values are: annual, quarterly, ttm.
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:param limit: the number of results to return, default is 10
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:return: a list of balance sheets
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"""
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url = (
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f"{FINANCIAL_DATASETS_BASE_URL}financials/balance-sheets/"
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f"?ticker={ticker}"
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f"&period={period}"
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f"&limit={limit if limit else 10}"
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)
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# Add the api key to the headers
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headers = {"X-API-KEY": self.financial_datasets_api_key}
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# Execute the request
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response = requests.get(url, headers=headers)
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data = response.json()
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return data.get("balance_sheets", None)
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def get_cash_flow_statements(
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self,
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ticker: str,
|
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period: str,
|
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limit: Optional[int],
|
||||
) -> List[dict]:
|
||||
"""
|
||||
Get the cash flow statements for a stock `ticker` over a `period` of time.
|
||||
|
||||
:param ticker: the stock ticker
|
||||
:param period: the period of time to get the balance sheets for.
|
||||
Possible values are: annual, quarterly, ttm.
|
||||
:param limit: the number of results to return, default is 10
|
||||
:return: a list of cash flow statements
|
||||
"""
|
||||
|
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url = (
|
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f"{FINANCIAL_DATASETS_BASE_URL}financials/cash-flow-statements/"
|
||||
f"?ticker={ticker}"
|
||||
f"&period={period}"
|
||||
f"&limit={limit if limit else 10}"
|
||||
)
|
||||
|
||||
# Add the api key to the headers
|
||||
headers = {"X-API-KEY": self.financial_datasets_api_key}
|
||||
|
||||
# Execute the request
|
||||
response = requests.get(url, headers=headers)
|
||||
data = response.json()
|
||||
|
||||
return data.get("cash_flow_statements", None)
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def run(self, mode: str, ticker: str, **kwargs: Any) -> str:
|
||||
if mode == "get_income_statements":
|
||||
period = kwargs.get("period", "annual")
|
||||
limit = kwargs.get("limit", 10)
|
||||
return json.dumps(self.get_income_statements(ticker, period, limit))
|
||||
elif mode == "get_balance_sheets":
|
||||
period = kwargs.get("period", "annual")
|
||||
limit = kwargs.get("limit", 10)
|
||||
return json.dumps(self.get_balance_sheets(ticker, period, limit))
|
||||
elif mode == "get_cash_flow_statements":
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||||
period = kwargs.get("period", "annual")
|
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limit = kwargs.get("limit", 10)
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||||
return json.dumps(self.get_cash_flow_statements(ticker, period, limit))
|
||||
else:
|
||||
raise ValueError(f"Invalid mode {mode} for financial datasets API.")
|
@@ -20,6 +20,7 @@ EXPECTED_ALL = [
|
||||
"AzureCogsSpeech2TextTool",
|
||||
"AzureCogsText2SpeechTool",
|
||||
"AzureCogsTextAnalyticsHealthTool",
|
||||
"BalanceSheets",
|
||||
"BaseGraphQLTool",
|
||||
"BaseRequestsTool",
|
||||
"BaseSQLDatabaseTool",
|
||||
@@ -29,6 +30,7 @@ EXPECTED_ALL = [
|
||||
"BingSearchResults",
|
||||
"BingSearchRun",
|
||||
"BraveSearch",
|
||||
"CashFlowStatements",
|
||||
"ClickTool",
|
||||
"CogniswitchKnowledgeSourceFile",
|
||||
"CogniswitchKnowledgeSourceURL",
|
||||
@@ -68,6 +70,7 @@ EXPECTED_ALL = [
|
||||
"GoogleSerperRun",
|
||||
"HumanInputRun",
|
||||
"IFTTTWebhook",
|
||||
"IncomeStatements",
|
||||
"InfoPowerBITool",
|
||||
"InfoSQLDatabaseTool",
|
||||
"InfoSparkSQLTool",
|
||||
|
Reference in New Issue
Block a user