diff --git a/.github/workflows/autofix.yml b/.github/workflows/autofix.yml
index be346103..ef69da8e 100644
--- a/.github/workflows/autofix.yml
+++ b/.github/workflows/autofix.yml
@@ -22,4 +22,4 @@ jobs:
- run: ruff format .
- run: ruff check --fix .
- - uses: autofix-ci/action@ff86a557419858bb967097bfc916833f5647fa8c
+ - uses: autofix-ci/action@551dded8c6cc8a1054039c8bc0b8b48c51dfc6ef
diff --git a/LICENSE b/LICENSE
index 0c6bf244..601999fa 100644
--- a/LICENSE
+++ b/LICENSE
@@ -1,661 +1,201 @@
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-DATA OR DATA BEING RENDERED INACCURATE OR LOSSES SUSTAINED BY YOU OR THIRD
-PARTIES OR A FAILURE OF THE PROGRAM TO OPERATE WITH ANY OTHER PROGRAMS),
-EVEN IF SUCH HOLDER OR OTHER PARTY HAS BEEN ADVISED OF THE POSSIBILITY OF
-SUCH DAMAGES.
-
- 17. Interpretation of Sections 15 and 16.
-
- If the disclaimer of warranty and limitation of liability provided
-above cannot be given local legal effect according to their terms,
-reviewing courts shall apply local law that most closely approximates
-an absolute waiver of all civil liability in connection with the
-Program, unless a warranty or assumption of liability accompanies a
-copy of the Program in return for a fee.
-
- END OF TERMS AND CONDITIONS
-
- How to Apply These Terms to Your New Programs
-
- If you develop a new program, and you want it to be of the greatest
-possible use to the public, the best way to achieve this is to make it
-free software which everyone can redistribute and change under these terms.
-
- To do so, attach the following notices to the program. It is safest
-to attach them to the start of each source file to most effectively
-state the exclusion of warranty; and each file should have at least
-the "copyright" line and a pointer to where the full notice is found.
-
- Swarms provides multi-agent orchestration mechanisms to enable llm agents to collaborate and work together
- Copyright (C) <2025>
-
- This program is free software: you can redistribute it and/or modify
- it under the terms of the GNU Affero General Public License as published
- by the Free Software Foundation, either version 3 of the License, or
- (at your option) any later version.
-
- This program is distributed in the hope that it will be useful,
- but WITHOUT ANY WARRANTY; without even the implied warranty of
- MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
- GNU Affero General Public License for more details.
-
- You should have received a copy of the GNU Affero General Public License
- along with this program. If not, see .
-
-Also add information on how to contact you by electronic and paper mail.
-
- If your software can interact with users remotely through a computer
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-
- You should also get your employer (if you work as a programmer) or school,
-if any, to sign a "copyright disclaimer" for the program, if necessary.
-For more information on this, and how to apply and follow the GNU AGPL, see
-.
+ Apache License
+ Version 2.0, January 2004
+ http://www.apache.org/licenses/
+
+ TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
+
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+ "License" shall mean the terms and conditions for use, reproduction,
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+ meet the following conditions:
+
+ (a) You must give any other recipients of the Work or
+ Derivative Works a copy of this License; and
+
+ (b) You must cause any modified files to carry prominent notices
+ stating that You changed the files; and
+
+ (c) You must retain, in the Source form of any Derivative Works
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+ (d) If the Work includes a "NOTICE" text file as part of its
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+ that such additional attribution notices cannot be construed
+ as modifying the License.
+
+ You may add Your own copyright statement to Your modifications and
+ may provide additional or different license terms and conditions
+ for use, reproduction, or distribution of Your modifications, or
+ for any such Derivative Works as a whole, provided Your use,
+ reproduction, and distribution of the Work otherwise complies with
+ the conditions stated in this License.
+
+ 5. Submission of Contributions. Unless You explicitly state otherwise,
+ any Contribution intentionally submitted for inclusion in the Work
+ by You to the Licensor shall be under the terms and conditions of
+ this License, without any additional terms or conditions.
+ Notwithstanding the above, nothing herein shall supersede or modify
+ the terms of any separate license agreement you may have executed
+ with Licensor regarding such Contributions.
+
+ 6. Trademarks. This License does not grant permission to use the trade
+ names, trademarks, service marks, or product names of the Licensor,
+ except as required for reasonable and customary use in describing the
+ origin of the Work and reproducing the content of the NOTICE file.
+
+ 7. Disclaimer of Warranty. Unless required by applicable law or
+ agreed to in writing, Licensor provides the Work (and each
+ Contributor provides its Contributions) on an "AS IS" BASIS,
+ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or
+ implied, including, without limitation, any warranties or conditions
+ of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A
+ PARTICULAR PURPOSE. You are solely responsible for determining the
+ appropriateness of using or redistributing the Work and assume any
+ risks associated with Your exercise of permissions under this License.
+
+ 8. Limitation of Liability. In no event and under no legal theory,
+ whether in tort (including negligence), contract, or otherwise,
+ unless required by applicable law (such as deliberate and grossly
+ negligent acts) or agreed to in writing, shall any Contributor be
+ liable to You for damages, including any direct, indirect, special,
+ incidental, or consequential damages of any character arising as a
+ result of this License or out of the use or inability to use the
+ Work (including but not limited to damages for loss of goodwill,
+ work stoppage, computer failure or malfunction, or any and all
+ other commercial damages or losses), even if such Contributor
+ has been advised of the possibility of such damages.
+
+ 9. Accepting Warranty or Additional Liability. While redistributing
+ the Work or Derivative Works thereof, You may choose to offer,
+ and charge a fee for, acceptance of support, warranty, indemnity,
+ or other liability obligations and/or rights consistent with this
+ License. However, in accepting such obligations, You may act only
+ on Your own behalf and on Your sole responsibility, not on behalf
+ of any other Contributor, and only if You agree to indemnify,
+ defend, and hold each Contributor harmless for any liability
+ incurred by, or claims asserted against, such Contributor by reason
+ of your accepting any such warranty or additional liability.
+
+ END OF TERMS AND CONDITIONS
+
+ APPENDIX: How to apply the Apache License to your work.
+
+ To apply the Apache License to your work, attach the following
+ boilerplate notice, with the fields enclosed by brackets "[]"
+ replaced with your own identifying information. (Don't include
+ the brackets!) The text should be enclosed in the appropriate
+ comment syntax for the file format. We also recommend that a
+ file or class name and description of purpose be included on the
+ same "printed page" as the copyright notice for easier
+ identification within third-party archives.
+
+ Copyright [2025] [The Galactic Swarm Corporation]
+
+ 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
+
+ http://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.
\ No newline at end of file
diff --git a/docs/mkdocs.yml b/docs/mkdocs.yml
index ca55140b..3d8b34e8 100644
--- a/docs/mkdocs.yml
+++ b/docs/mkdocs.yml
@@ -213,6 +213,7 @@ nav:
- Agent with HTX + CoinGecko: "swarms/examples/swarms_tools_htx.md"
- Agent with HTX + CoinGecko Function Calling: "swarms/examples/swarms_tools_htx_gecko.md"
- Agent with Yahoo Finance: "swarms/examples/yahoo_finance.md"
+ - Twitter Agents: "swarms_tools/twitter.md"
- Meme Agents:
- Bob The Builder: "swarms/examples/bob_the_builder.md"
- Meme Agent Builder: "swarms/examples/meme_agents.md"
diff --git a/docs/swarms_tools/twitter.md b/docs/swarms_tools/twitter.md
new file mode 100644
index 00000000..23ec8e27
--- /dev/null
+++ b/docs/swarms_tools/twitter.md
@@ -0,0 +1,325 @@
+# Twitter Tool Documentation
+
+## Overview
+The Twitter Tool provides a convenient interface for interacting with Twitter's API through the swarms-tools package. This documentation covers the initialization process and available functions for posting, replying, liking, and quoting tweets, as well as retrieving metrics.
+
+## Installation
+```bash
+pip install swarms-tools
+```
+
+## Authentication
+The Twitter Tool requires Twitter API credentials for authentication. These should be stored as environment variables:
+
+```python
+TWITTER_ID=your_twitter_id
+TWITTER_NAME=your_twitter_name
+TWITTER_DESCRIPTION=your_twitter_description
+TWITTER_API_KEY=your_api_key
+TWITTER_API_SECRET_KEY=your_api_secret_key
+TWITTER_ACCESS_TOKEN=your_access_token
+TWITTER_ACCESS_TOKEN_SECRET=your_access_token_secret
+```
+
+## Initialization
+
+### TwitterTool Configuration Options
+
+| Parameter | Type | Required | Description |
+|-----------|------|----------|-------------|
+| id | str | Yes | Unique identifier for the Twitter tool instance |
+| name | str | Yes | Name of the Twitter tool instance |
+| description | str | No | Description of the tool's purpose |
+| credentials | dict | Yes | Dictionary containing Twitter API credentials |
+
+### Credentials Dictionary Structure
+
+| Key | Type | Required | Description |
+|-----|------|----------|-------------|
+| apiKey | str | Yes | Twitter API Key |
+| apiSecretKey | str | Yes | Twitter API Secret Key |
+| accessToken | str | Yes | Twitter Access Token |
+| accessTokenSecret | str | Yes | Twitter Access Token Secret |
+
+## Available Functions
+
+### initialize_twitter_tool()
+
+Creates and returns a new instance of the TwitterTool.
+
+```python
+def initialize_twitter_tool() -> TwitterTool:
+```
+
+Returns:
+- TwitterTool: Initialized Twitter tool instance
+
+### post_tweet()
+
+Posts a new tweet to Twitter.
+
+| Parameter | Type | Required | Description |
+|-----------|------|----------|-------------|
+| tweet | str | Yes | Text content of the tweet to post |
+
+Raises:
+- tweepy.TweepyException: If tweet posting fails
+
+### reply_tweet()
+
+Replies to an existing tweet.
+
+| Parameter | Type | Required | Description |
+|-----------|------|----------|-------------|
+| tweet_id | int | Yes | ID of the tweet to reply to |
+| reply | str | Yes | Text content of the reply |
+
+Raises:
+- tweepy.TweepyException: If reply posting fails
+
+### like_tweet()
+
+Likes a specified tweet.
+
+| Parameter | Type | Required | Description |
+|-----------|------|----------|-------------|
+| tweet_id | int | Yes | ID of the tweet to like |
+
+Raises:
+- tweepy.TweepyException: If liking the tweet fails
+
+### quote_tweet()
+
+Creates a quote tweet.
+
+| Parameter | Type | Required | Description |
+|-----------|------|----------|-------------|
+| tweet_id | int | Yes | ID of the tweet to quote |
+| quote | str | Yes | Text content to add to the quoted tweet |
+
+Raises:
+- tweepy.TweepyException: If quote tweet creation fails
+
+### get_metrics()
+
+Retrieves Twitter metrics.
+
+Returns:
+- Dict[str, int]: Dictionary containing various Twitter metrics
+
+Raises:
+- tweepy.TweepyException: If metrics retrieval fails
+
+## Usage Examples
+
+### Basic Tweet Posting
+```python
+from swarms_tools.twitter import initialize_twitter_tool, post_tweet
+
+# Post a simple tweet
+post_tweet("Hello, Twitter!")
+```
+
+### Interacting with Tweets
+```python
+# Reply to a tweet
+reply_tweet(12345, "Great point!")
+
+# Like a tweet
+like_tweet(12345)
+
+# Quote a tweet
+quote_tweet(12345, "Adding my thoughts on this!")
+```
+
+### Retrieving Metrics
+```python
+metrics = get_metrics()
+print(f"Current metrics: {metrics}")
+```
+
+## Error Handling
+All functions include built-in error handling and will print error messages if operations fail. It's recommended to implement additional error handling in production environments:
+
+```python
+try:
+ post_tweet("Hello, Twitter!")
+except Exception as e:
+ logger.error(f"Tweet posting failed: {e}")
+ # Implement appropriate error handling
+```
+
+
+## Production Example
+
+This is an example of how to use the TwitterTool in a production environment using Swarms.
+
+```python
+
+import os
+from time import time
+
+from swarm_models import OpenAIChat
+from swarms import Agent
+from dotenv import load_dotenv
+
+from swarms_tools.social_media.twitter_tool import TwitterTool
+
+load_dotenv()
+
+model_name = "gpt-4o"
+
+model = OpenAIChat(
+ model_name=model_name,
+ max_tokens=3000,
+ openai_api_key=os.getenv("OPENAI_API_KEY"),
+)
+
+
+medical_coder = Agent(
+ agent_name="Medical Coder",
+ system_prompt="""
+ You are a highly experienced and certified medical coder with extensive knowledge of ICD-10 coding guidelines, clinical documentation standards, and compliance regulations. Your responsibility is to ensure precise, compliant, and well-documented coding for all clinical cases.
+
+ ### Primary Responsibilities:
+ 1. **Review Clinical Documentation**: Analyze all available clinical records, including specialist inputs, physician notes, lab results, imaging reports, and discharge summaries.
+ 2. **Assign Accurate ICD-10 Codes**: Identify and assign appropriate codes for primary diagnoses, secondary conditions, symptoms, and complications.
+ 3. **Ensure Coding Compliance**: Follow the latest ICD-10-CM/PCS coding guidelines, payer-specific requirements, and organizational policies.
+ 4. **Document Code Justification**: Provide clear, evidence-based rationale for each assigned code.
+
+ ### Detailed Coding Process:
+ - **Review Specialist Inputs**: Examine all relevant documentation to capture the full scope of the patient's condition and care provided.
+ - **Identify Diagnoses**: Determine the primary and secondary diagnoses, as well as any symptoms or complications, based on the documentation.
+ - **Assign ICD-10 Codes**: Select the most accurate and specific ICD-10 codes for each identified diagnosis or condition.
+ - **Document Supporting Evidence**: Record the documentation source (e.g., lab report, imaging, or physician note) for each code to justify its assignment.
+ - **Address Queries**: Note and flag any inconsistencies, missing information, or areas requiring clarification from providers.
+
+ ### Output Requirements:
+ Your response must be clear, structured, and compliant with professional standards. Use the following format:
+
+ 1. **Primary Diagnosis Codes**:
+ - **ICD-10 Code**: [e.g., E11.9]
+ - **Description**: [e.g., Type 2 diabetes mellitus without complications]
+ - **Supporting Documentation**: [e.g., Physician's note dated MM/DD/YYYY]
+
+ 2. **Secondary Diagnosis Codes**:
+ - **ICD-10 Code**: [Code]
+ - **Description**: [Description]
+ - **Order of Clinical Significance**: [Rank or priority]
+
+ 3. **Symptom Codes**:
+ - **ICD-10 Code**: [Code]
+ - **Description**: [Description]
+
+ 4. **Complication Codes**:
+ - **ICD-10 Code**: [Code]
+ - **Description**: [Description]
+ - **Relevant Documentation**: [Source of information]
+
+ 5. **Coding Notes**:
+ - Observations, clarifications, or any potential issues requiring provider input.
+
+ ### Additional Guidelines:
+ - Always prioritize specificity and compliance when assigning codes.
+ - For ambiguous cases, provide a brief note with reasoning and flag for clarification.
+ - Ensure the output format is clean, consistent, and ready for professional use.
+ """,
+ llm=model,
+ max_loops=1,
+ dynamic_temperature_enabled=True,
+)
+
+
+# Define your options with the necessary credentials
+options = {
+ "id": "mcsswarm",
+ "name": "mcsswarm",
+ "description": "An example Twitter Plugin for testing.",
+ "credentials": {
+ "apiKey": os.getenv("TWITTER_API_KEY"),
+ "apiSecretKey": os.getenv("TWITTER_API_SECRET_KEY"),
+ "accessToken": os.getenv("TWITTER_ACCESS_TOKEN"),
+ "accessTokenSecret": os.getenv("TWITTER_ACCESS_TOKEN_SECRET"),
+ },
+}
+
+# Initialize the TwitterTool with your options
+twitter_plugin = TwitterTool(options)
+
+# # Post a tweet
+# post_tweet_fn = twitter_plugin.get_function('post_tweet')
+# post_tweet_fn("Hello world!")
+
+
+# Assuming `twitter_plugin` and `medical_coder` are already initialized
+post_tweet = twitter_plugin.get_function("post_tweet")
+
+# Set to track posted tweets and avoid duplicates
+posted_tweets = set()
+
+
+def post_unique_tweet():
+ """
+ Generate and post a unique tweet. Skip duplicates.
+ """
+ tweet_prompt = (
+ "Share an intriguing, lesser-known fact about a medical disease, and include an innovative, fun, or surprising way to manage or cure it! "
+ "Make the response playful, engaging, and inspiring—something that makes people smile while learning. No markdown, just plain text!"
+ )
+
+ # Generate a new tweet text
+ tweet_text = medical_coder.run(tweet_prompt)
+
+ # Check for duplicates
+ if tweet_text in posted_tweets:
+ print("Duplicate tweet detected. Skipping...")
+ return
+
+ # Post the tweet
+ try:
+ post_tweet(tweet_text)
+ print(f"Posted tweet: {tweet_text}")
+ # Add the tweet to the set of posted tweets
+ posted_tweets.add(tweet_text)
+ except Exception as e:
+ print(f"Error posting tweet: {e}")
+
+
+# Loop to post tweets every 10 seconds
+def start_tweet_loop(interval=10):
+ """
+ Continuously post tweets every `interval` seconds.
+
+ Args:
+ interval (int): Time in seconds between tweets.
+ """
+ print("Starting tweet loop...")
+ while True:
+ post_unique_tweet()
+ time.sleep(interval)
+
+
+# Start the loop
+start_tweet_loop(10)
+```
+
+
+## Best Practices
+1. Always store credentials in environment variables
+2. Implement rate limiting in production environments
+3. Add proper logging for all operations
+4. Handle errors gracefully
+5. Validate tweet content before posting
+6. Monitor API usage limits
+
+## Rate Limits
+Be aware of Twitter's API rate limits. Implement appropriate delays between requests in production environments to avoid hitting these limits.
+
+## Dependencies
+- tweepy
+- python-dotenv
+- swarms-tools
+
+## Version Compatibility
+- Python 3.7+
+- Latest version of swarms-tools package
\ No newline at end of file
diff --git a/litellm_tool_example.py b/litellm_tool_example.py
new file mode 100644
index 00000000..e79b5655
--- /dev/null
+++ b/litellm_tool_example.py
@@ -0,0 +1,51 @@
+from swarms.tools.base_tool import BaseTool
+
+import requests
+from swarms.utils.litellm_wrapper import LiteLLM
+
+
+def get_stock_data(symbol: str) -> str:
+ """
+ Fetches stock data from Yahoo Finance for a given stock symbol.
+
+ Args:
+ symbol (str): The stock symbol to fetch data for (e.g., 'AAPL' for Apple Inc.).
+
+ Returns:
+ Dict[str, Any]: A dictionary containing stock data, including price, volume, and other relevant information.
+
+ Raises:
+ ValueError: If the stock symbol is invalid or data cannot be retrieved.
+ """
+ url = f"https://query1.finance.yahoo.com/v7/finance/quote?symbols={symbol}"
+ response = requests.get(url)
+
+ if response.status_code != 200:
+ raise ValueError(f"Error fetching data for symbol: {symbol}")
+
+ data = response.json()
+ if (
+ "quoteResponse" not in data
+ or not data["quoteResponse"]["result"]
+ ):
+ raise ValueError(f"No data found for symbol: {symbol}")
+
+ return str(data["quoteResponse"]["result"][0])
+
+
+tool_schema = BaseTool(
+ tools=[get_stock_data]
+).convert_tool_into_openai_schema()
+
+tool_schema = tool_schema["functions"][0]
+
+llm = LiteLLM(
+ model_name="gpt-4o",
+)
+
+print(
+ llm.run(
+ "What is the stock data for Apple Inc. (AAPL)?",
+ tools=[tool_schema],
+ )
+)
diff --git a/pyproject.toml b/pyproject.toml
index 6b1f1a20..48405661 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -109,7 +109,7 @@ swarms = "swarms.cli.main:main"
[tool.poetry.group.lint.dependencies]
black = ">=23.1,<25.0"
-ruff = ">=0.5.1,<0.9.2"
+ruff = ">=0.5.1,<0.9.3"
types-toml = "^0.10.8.1"
types-pytz = ">=2023.3,<2025.0"
types-chardet = "^5.0.4.6"
diff --git a/swarms/tools/base_tool.py b/swarms/tools/base_tool.py
index 04319db8..ae47a1a1 100644
--- a/swarms/tools/base_tool.py
+++ b/swarms/tools/base_tool.py
@@ -3,7 +3,6 @@ from typing import Any, Callable, Dict, List, Optional, Union
from pydantic import BaseModel, Field
-from swarms.tools.func_calling_executor import openai_tool_executor
from swarms.tools.func_to_str import function_to_str, functions_to_str
from swarms.tools.function_util import process_tool_docs
from swarms.tools.py_func_to_openai_func_str import (
@@ -15,6 +14,7 @@ from swarms.tools.pydantic_to_json import (
multi_base_model_to_openai_function,
)
from swarms.utils.loguru_logger import initialize_logger
+from swarms.tools.tool_parse_exec import parse_and_execute_json
logger = initialize_logger(log_folder="base_tool")
@@ -178,16 +178,14 @@ class BaseTool(BaseModel):
def execute_tool(
self,
+ response: str,
*args: Any,
**kwargs: Any,
) -> Callable:
try:
- return openai_tool_executor(
- self.list_of_dicts,
- self.function_map,
- self.verbose,
- *args,
- **kwargs,
+ return parse_and_execute_json(
+ self.tools,
+ response,
)
except Exception as e:
logger.error(f"An error occurred in execute_tool: {e}")
@@ -253,6 +251,7 @@ class BaseTool(BaseModel):
def execute_tool_by_name(
self,
tool_name: str,
+ response: str,
) -> Any:
"""
Search for a tool by name and execute it.
@@ -268,31 +267,16 @@ class BaseTool(BaseModel):
ValueError: If the tool with the specified name is not found.
TypeError: If the tool name is not mapped to a function in the function map.
"""
- # Search for the tool by name
- tool = next(
- (
- tool
- for tool in self.tools
- if tool.get("name") == tool_name
- ),
- None,
- )
-
- # If the tool is not found, raise an error
- if tool is None:
- raise ValueError(f"Tool '{tool_name}' not found")
-
- # Get the function associated with the tool
+ # Step 1. find the function in the function map
func = self.function_map.get(tool_name)
- # If the function is not found, raise an error
- if func is None:
- raise TypeError(
- f"Tool '{tool_name}' is not mapped to a function"
- )
+ execution = parse_and_execute_json(
+ functions=[func],
+ json_string=response,
+ verbose=self.verbose,
+ )
- # Execute the tool
- return func(**tool.get("parameters", {}))
+ return execution
def execute_tool_from_text(self, text: str) -> Any:
"""
@@ -415,16 +399,14 @@ class BaseTool(BaseModel):
)
# Combine all tool schemas into a single schema
- if tool_schemas:
- combined_schema = {
- "type": "function",
- "functions": [
- schema["function"] for schema in tool_schemas
- ],
- }
- return json.dumps(combined_schema, indent=4)
-
- return None
+ combined_schema = {
+ "type": "function",
+ "functions": [
+ schema["function"] for schema in tool_schemas
+ ],
+ }
+
+ return combined_schema
def check_func_if_have_docs(self, func: callable):
if func.__doc__ is not None:
diff --git a/swarms/utils/litellm_wrapper.py b/swarms/utils/litellm_wrapper.py
index 2dbdc97e..9252966f 100644
--- a/swarms/utils/litellm_wrapper.py
+++ b/swarms/utils/litellm_wrapper.py
@@ -25,6 +25,8 @@ class LiteLLM:
temperature: float = 0.5,
max_tokens: int = 4000,
ssl_verify: bool = False,
+ *args,
+ **kwargs,
):
"""
Initialize the LiteLLM with the given parameters.
@@ -64,7 +66,7 @@ class LiteLLM:
return messages
- def run(self, task: str, *args, **kwargs):
+ def run(self, task: str, tools: any = [], *args, **kwargs):
"""
Run the LLM model for the given task.
@@ -86,6 +88,7 @@ class LiteLLM:
stream=self.stream,
temperature=self.temperature,
max_tokens=self.max_tokens,
+ tools=tools,
*args,
**kwargs,
)
diff --git a/tests/tools/test_base_tool.py b/tests/tools/test_base_tool.py
new file mode 100644
index 00000000..1b6cdeeb
--- /dev/null
+++ b/tests/tools/test_base_tool.py
@@ -0,0 +1,126 @@
+from pydantic import BaseModel
+from typing import Optional
+import json
+
+from swarms.tools.base_tool import BaseTool
+
+
+class TestModel(BaseModel):
+ name: str
+ age: int
+ email: Optional[str] = None
+
+
+def sample_function(x: int, y: int) -> int:
+ """Test function for addition."""
+ return x + y
+
+
+def test_func_to_dict():
+ print("Testing func_to_dict")
+ tool = BaseTool()
+
+ result = tool.func_to_dict(
+ function=sample_function,
+ name="sample_function",
+ description="Test function",
+ )
+
+ assert result["type"] == "function"
+ assert result["function"]["name"] == "sample_function"
+ assert "parameters" in result["function"]
+ print("func_to_dict test passed")
+
+
+def test_base_model_to_dict():
+ print("Testing base_model_to_dict")
+ tool = BaseTool()
+
+ result = tool.base_model_to_dict(TestModel)
+
+ assert "type" in result
+ assert "properties" in result["properties"]
+ assert "name" in result["properties"]["properties"]
+ print("base_model_to_dict test passed")
+
+
+def test_detect_tool_input_type():
+ print("Testing detect_tool_input_type")
+ tool = BaseTool()
+
+ model = TestModel(name="Test", age=25)
+ assert tool.detect_tool_input_type(model) == "Pydantic"
+
+ dict_input = {"key": "value"}
+ assert tool.detect_tool_input_type(dict_input) == "Dictionary"
+
+ assert tool.detect_tool_input_type(sample_function) == "Function"
+ print("detect_tool_input_type test passed")
+
+
+def test_execute_tool_by_name():
+ print("Testing execute_tool_by_name")
+ tool = BaseTool(
+ function_map={"sample_function": sample_function},
+ verbose=True,
+ )
+
+ response = json.dumps(
+ {"name": "sample_function", "parameters": {"x": 1, "y": 2}}
+ )
+
+ result = tool.execute_tool_by_name("sample_function", response)
+ assert result == 3
+ print("execute_tool_by_name test passed")
+
+
+def test_check_str_for_functions_valid():
+ print("Testing check_str_for_functions_valid")
+ tool = BaseTool(function_map={"test_func": lambda x: x})
+
+ valid_json = json.dumps(
+ {"type": "function", "function": {"name": "test_func"}}
+ )
+
+ assert tool.check_str_for_functions_valid(valid_json) is True
+
+ invalid_json = json.dumps({"type": "invalid"})
+ assert tool.check_str_for_functions_valid(invalid_json) is False
+ print("check_str_for_functions_valid test passed")
+
+
+def test_convert_funcs_into_tools():
+ print("Testing convert_funcs_into_tools")
+ tool = BaseTool(tools=[sample_function])
+
+ tool.convert_funcs_into_tools()
+ assert "sample_function" in tool.function_map
+ assert callable(tool.function_map["sample_function"])
+ print("convert_funcs_into_tools test passed")
+
+
+def run_all_tests():
+ print("Starting all tests")
+
+ tests = [
+ test_func_to_dict,
+ test_base_model_to_dict,
+ test_detect_tool_input_type,
+ test_execute_tool_by_name,
+ test_check_str_for_functions_valid,
+ test_convert_funcs_into_tools,
+ ]
+
+ for test in tests:
+ try:
+ test()
+ except AssertionError as e:
+ print(f"Test {test.__name__} failed: {str(e)}")
+ except Exception as e:
+ print(f"Unexpected error in {test.__name__}: {str(e)}")
+
+ print("All tests completed")
+
+
+if __name__ == "__main__":
+ run_all_tests()