diff --git a/.env.example b/.env.example index 1f3ee2f0..be8d1255 100644 --- a/.env.example +++ b/.env.example @@ -15,7 +15,7 @@ EVAL_PORT=8000 MODEL_NAME="gpt-4" USE_GPU=True -PLAYGROUND_DIR="playground" +PLAYGROUND_DIR="examples" LOG_LEVEL="INFO" BOT_NAME="Orca" diff --git a/.gitignore b/.gitignore index e81c97db..6ce0d8a2 100644 --- a/.gitignore +++ b/.gitignore @@ -13,6 +13,7 @@ static/generated runs Financial-Analysis-Agent_state.json artifacts_five +encryption errors chroma agent_workspace diff --git a/README.md b/README.md index 3db9445b..140d0103 100644 --- a/README.md +++ b/README.md @@ -63,7 +63,7 @@ $ pip3 install -U swarms # Usage Examples 🤖 -Run example in Collab: +Run example in Collab: Open In Colab diff --git a/agent_settings.py b/agent_settings.py index 70a5a760..50450057 100644 --- a/agent_settings.py +++ b/agent_settings.py @@ -21,20 +21,10 @@ agent = Agent( autosave=False, dashboard=False, verbose=True, - # interactive=True, # Set to False to disable interactive mode dynamic_temperature_enabled=True, saved_state_path="finance_agent.json", - # tools=[#Add your functions here# ], - # stopping_token="Stop!", - # docs_folder="docs", # Enter your folder name - # pdf_path="docs/finance_agent.pdf", - # sop="Calculate the profit for a company.", - # sop_list=["Calculate the profit for a company."], user_name="swarms_corp", - # # docs="", retry_attempts=3, - # context_length=1000, - # tool_schema = dict context_length=200000, tool_system_prompt=None, ) diff --git a/agent_with_rag.py b/agent_with_rag.py new file mode 100644 index 00000000..5f455bab --- /dev/null +++ b/agent_with_rag.py @@ -0,0 +1,43 @@ +import os + +from swarms_memory import ChromaDB + +from swarms import Agent, Anthropic +from swarms.prompts.finance_agent_sys_prompt import ( + FINANCIAL_AGENT_SYS_PROMPT, +) + +# Initilaize the chromadb client +chromadb = ChromaDB( + metric="cosine", + output_dir="fiance_agent_rag", + # docs_folder="artifacts", # Folder of your documents +) + +# Model +model = Anthropic(anthropic_api_key=os.getenv("ANTHROPIC_API_KEY")) + + +# Initialize the agent +agent = Agent( + agent_name="Financial-Analysis-Agent", + system_prompt=FINANCIAL_AGENT_SYS_PROMPT, + agent_description="Agent creates ", + llm=model, + max_loops="auto", + autosave=True, + dashboard=False, + verbose=True, + streaming_on=True, + dynamic_temperature_enabled=True, + saved_state_path="finance_agent.json", + user_name="swarms_corp", + retry_attempts=3, + context_length=200000, + long_term_memory=chromadb, +) + + +agent.run( + "What are the components of a startups stock incentive equity plan" +) diff --git a/agent_with_rag_and_tools.py b/agent_with_rag_and_tools.py new file mode 100644 index 00000000..0200b19e --- /dev/null +++ b/agent_with_rag_and_tools.py @@ -0,0 +1,116 @@ +from swarms import Agent, OpenAIChat +from swarms_memory import ChromaDB +import subprocess +import os + +# Making an instance of the ChromaDB class +memory = ChromaDB( + metric="cosine", + n_results=3, + output_dir="results", + docs_folder="docs", +) + +# Model +model = OpenAIChat( + api_key=os.getenv("OPENAI_API_KEY"), + model_name="gpt-4o-mini", + temperature=0.1, +) + + +# Tools in swarms are simple python functions and docstrings +def terminal( + code: str, +): + """ + Run code in the terminal. + + Args: + code (str): The code to run in the terminal. + + Returns: + str: The output of the code. + """ + out = subprocess.run( + code, shell=True, capture_output=True, text=True + ).stdout + return str(out) + + +def browser(query: str): + """ + Search the query in the browser with the `browser` tool. + + Args: + query (str): The query to search in the browser. + + Returns: + str: The search results. + """ + import webbrowser + + url = f"https://www.google.com/search?q={query}" + webbrowser.open(url) + return f"Searching for {query} in the browser." + + +def create_file(file_path: str, content: str): + """ + Create a file using the file editor tool. + + Args: + file_path (str): The path to the file. + content (str): The content to write to the file. + + Returns: + str: The result of the file creation operation. + """ + with open(file_path, "w") as file: + file.write(content) + return f"File {file_path} created successfully." + + +def file_editor(file_path: str, mode: str, content: str): + """ + Edit a file using the file editor tool. + + Args: + file_path (str): The path to the file. + mode (str): The mode to open the file in. + content (str): The content to write to the file. + + Returns: + str: The result of the file editing operation. + """ + with open(file_path, mode) as file: + file.write(content) + return f"File {file_path} edited successfully." + + +# Agent +agent = Agent( + agent_name="Devin", + system_prompt=( + "Autonomous agent that can interact with humans and other" + " agents. Be Helpful and Kind. Use the tools provided to" + " assist the user. Return all code in markdown format." + ), + llm=model, + max_loops="auto", + autosave=True, + dashboard=False, + streaming_on=True, + verbose=True, + stopping_token="", + interactive=True, + tools=[terminal, browser, file_editor, create_file], + streaming=True, + long_term_memory=memory, +) + +# Run the agent +out = agent( + "Create a CSV file with the latest tax rates for C corporations in the following ten states and the District of Columbia: Alabama, California, Florida, Georgia, Illinois, New York, North Carolina, Ohio, Texas, and Washington." +) +print(out) diff --git a/docs/applications/business-analyst-agent.md b/docs/applications/business-analyst-agent.md index a28e6da8..c4d9a17d 100644 --- a/docs/applications/business-analyst-agent.md +++ b/docs/applications/business-analyst-agent.md @@ -1,6 +1,6 @@ ## Building Analyst Agents with Swarms to write Business Reports -> Jupyter Notebook accompanying this post is accessible at: [Business Analyst Agent Notebook](https://github.com/kyegomez/swarms/blob/master/playground/demos/business_analysis_swarm/business-analyst-agent.ipynb) +> Jupyter Notebook accompanying this post is accessible at: [Business Analyst Agent Notebook](https://github.com/kyegomez/swarms/blob/master/examples/demos/business_analysis_swarm/business-analyst-agent.ipynb) Solving a business problem often involves preparing a Business Case Report. This report comprehensively analyzes the problem, evaluates potential solutions, and provides evidence-based recommendations and an implementation plan to effectively address the issue and drive business value. While the process of preparing one requires an experienced business analyst, the workflow can be augmented using AI agents. Two candidates stick out as areas to work on: diff --git a/docs/swarms/agents/third_party.md b/docs/swarms/agents/third_party.md index fc399cc2..3ab8700f 100644 --- a/docs/swarms/agents/third_party.md +++ b/docs/swarms/agents/third_party.md @@ -174,7 +174,7 @@ from typing import List, Optional from langchain.agents import AgentExecutor, LLMSingleActionAgent, Tool from langchain.chains import LLMChain -from langchain.llms import OpenAI +from langchain_community.llms import OpenAI from langchain.prompts import StringPromptTemplate from langchain.tools import DuckDuckGoSearchRun diff --git a/docs/swarms/structs/index.md b/docs/swarms/structs/index.md index 39d279ba..c95b5411 100644 --- a/docs/swarms/structs/index.md +++ b/docs/swarms/structs/index.md @@ -7,7 +7,7 @@ Swarms is an enterprise grade and production ready multi-agent collaboration fra | Models | Pre-trained models that can be utilized for various tasks within the swarm framework. | ⭐⭐⭐ | [Documentation](https://docs.swarms.world/en/latest/swarms/models/) | | Models APIs | APIs to interact with and utilize the models effectively, providing interfaces for inference, training, and fine-tuning. | ⭐⭐⭐ | [Documentation](https://docs.swarms.world/en/latest/swarms/models/) | | Agents with Tools | Agents equipped with specialized tools to perform specific tasks more efficiently, such as data processing, analysis, or interaction with external systems. | ⭐⭐⭐⭐ | [Documentation](https://medium.com/@kyeg/the-swarms-tool-system-functions-pydantic-basemodels-as-tools-and-radical-customization-c2a2e227b8ca) | -| Agents with Memory | Mechanisms for agents to store and recall past interactions, improving learning and adaptability over time. | ⭐⭐⭐⭐ | [Documentation](https://github.com/kyegomez/swarms/blob/master/playground/structs/agent/agent_with_longterm_memory.py) | +| Agents with Memory | Mechanisms for agents to store and recall past interactions, improving learning and adaptability over time. | ⭐⭐⭐⭐ | [Documentation](https://github.com/kyegomez/swarms/blob/master/examples/structs/agent/agent_with_longterm_memory.py) | | Multi-Agent Orchestration | Coordination of multiple agents to work together seamlessly on complex tasks, leveraging their individual strengths to achieve higher overall performance. | ⭐⭐⭐⭐⭐ | [Documentation]() | The performance impact is rated on a scale from one to five stars, with multi-agent orchestration being the highest due to its ability to combine the strengths of multiple agents and optimize task execution. @@ -22,7 +22,7 @@ The performance impact is rated on a scale from one to five stars, with multi-ag # Usage Examples 🤖 ### Google Collab Example -Run example in Collab: +Run example in Collab: Open In Colab diff --git a/playground/agents/3rd_party_agents/auto_gen.py b/examples/agents/3rd_party_agents/auto_gen.py similarity index 100% rename from playground/agents/3rd_party_agents/auto_gen.py rename to examples/agents/3rd_party_agents/auto_gen.py diff --git a/playground/agents/3rd_party_agents/crew_ai.py b/examples/agents/3rd_party_agents/crew_ai.py similarity index 100% rename from playground/agents/3rd_party_agents/crew_ai.py rename to examples/agents/3rd_party_agents/crew_ai.py diff --git a/playground/agents/3rd_party_agents/griptape.py b/examples/agents/3rd_party_agents/griptape.py similarity index 100% rename from playground/agents/3rd_party_agents/griptape.py rename to examples/agents/3rd_party_agents/griptape.py diff --git a/playground/agents/3rd_party_agents/langchain.py b/examples/agents/3rd_party_agents/langchain.py similarity index 98% rename from playground/agents/3rd_party_agents/langchain.py rename to examples/agents/3rd_party_agents/langchain.py index f28c3001..7c023712 100644 --- a/playground/agents/3rd_party_agents/langchain.py +++ b/examples/agents/3rd_party_agents/langchain.py @@ -2,7 +2,7 @@ from typing import List, Optional from langchain.agents import AgentExecutor, LLMSingleActionAgent, Tool from langchain.chains import LLMChain -from langchain.llms import OpenAI +from langchain_community.llms import OpenAI from langchain.prompts import StringPromptTemplate from langchain.tools import DuckDuckGoSearchRun diff --git a/playground/agents/3rd_party_agents/multion_agent.py b/examples/agents/3rd_party_agents/multion_agent.py similarity index 100% rename from playground/agents/3rd_party_agents/multion_agent.py rename to examples/agents/3rd_party_agents/multion_agent.py diff --git a/playground/agents/agent_log_to_telemetry.py b/examples/agents/agent_log_to_telemetry.py similarity index 100% rename from playground/agents/agent_log_to_telemetry.py rename to examples/agents/agent_log_to_telemetry.py diff --git a/playground/agents/agents_and_memory/agent_with_longterm_memory.py b/examples/agents/agents_and_memory/agent_with_longterm_memory.py similarity index 100% rename from playground/agents/agents_and_memory/agent_with_longterm_memory.py rename to examples/agents/agents_and_memory/agent_with_longterm_memory.py diff --git a/playground/agents/agents_and_memory/finance_agent_with_memory b/examples/agents/agents_and_memory/finance_agent_with_memory similarity index 100% rename from playground/agents/agents_and_memory/finance_agent_with_memory rename to examples/agents/agents_and_memory/finance_agent_with_memory diff --git a/playground/agents/easy_example.py b/examples/agents/easy_example.py similarity index 100% rename from playground/agents/easy_example.py rename to examples/agents/easy_example.py diff --git a/playground/agents/llama_3_agent/llama_3_1_agent.py b/examples/agents/llama_3_agent/llama_3_1_agent.py similarity index 100% rename from playground/agents/llama_3_agent/llama_3_1_agent.py rename to examples/agents/llama_3_agent/llama_3_1_agent.py diff --git a/playground/agents/monitoring/agent_ops.py b/examples/agents/monitoring/agent_ops.py similarity index 97% rename from playground/agents/monitoring/agent_ops.py rename to examples/agents/monitoring/agent_ops.py index 582f9879..f04cfcd5 100644 --- a/playground/agents/monitoring/agent_ops.py +++ b/examples/agents/monitoring/agent_ops.py @@ -14,7 +14,7 @@ Requirements: """ ################ Adding project root to PYTHONPATH ################################ -# If you are running playground examples in the project files directly, use this: +# If you are running examples examples in the project files directly, use this: import sys import os diff --git a/playground/agents/monitoring/agent_ops_tools.py b/examples/agents/monitoring/agent_ops_tools.py similarity index 94% rename from playground/agents/monitoring/agent_ops_tools.py rename to examples/agents/monitoring/agent_ops_tools.py index d3d7a310..9256071d 100644 --- a/playground/agents/monitoring/agent_ops_tools.py +++ b/examples/agents/monitoring/agent_ops_tools.py @@ -14,7 +14,7 @@ Requirements: """ ################ Adding project root to PYTHONPATH ################################ -# If you are running playground examples in the project files directly, use this: +# If you are running examples examples in the project files directly, use this: import sys import os diff --git a/playground/agents/swarm_protocol.py b/examples/agents/swarm_protocol.py similarity index 100% rename from playground/agents/swarm_protocol.py rename to examples/agents/swarm_protocol.py diff --git a/playground/agents/tools/agent_with_basemodel_output_type.py b/examples/agents/tools/agent_with_basemodel_output_type.py similarity index 100% rename from playground/agents/tools/agent_with_basemodel_output_type.py rename to examples/agents/tools/agent_with_basemodel_output_type.py diff --git a/playground/agents/tools/agent_with_many_tools.py b/examples/agents/tools/agent_with_many_tools.py similarity index 100% rename from playground/agents/tools/agent_with_many_tools.py rename to examples/agents/tools/agent_with_many_tools.py diff --git a/playground/agents/tools/devin.py b/examples/agents/tools/devin.py similarity index 100% rename from playground/agents/tools/devin.py rename to examples/agents/tools/devin.py diff --git a/playground/agents/tools/devin_agent.py b/examples/agents/tools/devin_agent.py similarity index 100% rename from playground/agents/tools/devin_agent.py rename to examples/agents/tools/devin_agent.py diff --git a/playground/agents/tools/full_stack_agent.py b/examples/agents/tools/full_stack_agent.py similarity index 100% rename from playground/agents/tools/full_stack_agent.py rename to examples/agents/tools/full_stack_agent.py diff --git a/playground/agents/tools/func_calling_schema.py b/examples/agents/tools/func_calling_schema.py similarity index 100% rename from playground/agents/tools/func_calling_schema.py rename to examples/agents/tools/func_calling_schema.py diff --git a/playground/agents/tools/function_calling/agent_spec_func_calling.py b/examples/agents/tools/function_calling/agent_spec_func_calling.py similarity index 100% rename from playground/agents/tools/function_calling/agent_spec_func_calling.py rename to examples/agents/tools/function_calling/agent_spec_func_calling.py diff --git a/api_requester_agent.py b/examples/agents/tools/function_calling/api_requester_agent.py similarity index 100% rename from api_requester_agent.py rename to examples/agents/tools/function_calling/api_requester_agent.py diff --git a/playground/agents/use_cases/marketing/audience_generator_agent.py b/examples/agents/tools/function_calling/audience_generator_agent.py similarity index 99% rename from playground/agents/use_cases/marketing/audience_generator_agent.py rename to examples/agents/tools/function_calling/audience_generator_agent.py index 6448a011..73244577 100644 --- a/playground/agents/use_cases/marketing/audience_generator_agent.py +++ b/examples/agents/tools/function_calling/audience_generator_agent.py @@ -122,7 +122,6 @@ model = OpenAIFunctionCaller( # The OpenAIFunctionCaller class is used to interact with the OpenAI API and make function calls. out = model.run( """ - Announcing, The Agent Marketplace 🤖🤖🤖 Your one-stop hub to discover and share agents, prompts, and tools. diff --git a/playground/agents/tools/function_calling/claude_artifacts_example.py b/examples/agents/tools/function_calling/claude_artifacts_example.py similarity index 100% rename from playground/agents/tools/function_calling/claude_artifacts_example.py rename to examples/agents/tools/function_calling/claude_artifacts_example.py diff --git a/playground/agents/tools/function_calling/idea_generator_agent.py b/examples/agents/tools/function_calling/idea_generator_agent.py similarity index 100% rename from playground/agents/tools/function_calling/idea_generator_agent.py rename to examples/agents/tools/function_calling/idea_generator_agent.py diff --git a/playground/agents/tools/function_calling/openai_function_caller_agent_rearrange.py b/examples/agents/tools/function_calling/openai_function_caller_agent_rearrange.py similarity index 100% rename from playground/agents/tools/function_calling/openai_function_caller_agent_rearrange.py rename to examples/agents/tools/function_calling/openai_function_caller_agent_rearrange.py diff --git a/playground/agents/tools/function_calling/openai_function_caller_example.py b/examples/agents/tools/function_calling/openai_function_caller_example.py similarity index 100% rename from playground/agents/tools/function_calling/openai_function_caller_example.py rename to examples/agents/tools/function_calling/openai_function_caller_example.py diff --git a/playground/agents/tools/function_calling/prompt_generator_agent.py b/examples/agents/tools/function_calling/prompt_generator_agent.py similarity index 100% rename from playground/agents/tools/function_calling/prompt_generator_agent.py rename to examples/agents/tools/function_calling/prompt_generator_agent.py diff --git a/playground/agents/tools/function_calling/rag_with_codebase.py b/examples/agents/tools/function_calling/rag_with_codebase.py similarity index 100% rename from playground/agents/tools/function_calling/rag_with_codebase.py rename to examples/agents/tools/function_calling/rag_with_codebase.py diff --git a/playground/agents/tools/function_calling/react_agent.py b/examples/agents/tools/function_calling/react_agent.py similarity index 100% rename from playground/agents/tools/function_calling/react_agent.py rename to examples/agents/tools/function_calling/react_agent.py diff --git a/playground/agents/tools/function_calling/sentiment_analysis_function_calling.py b/examples/agents/tools/function_calling/sentiment_analysis_function_calling.py similarity index 100% rename from playground/agents/tools/function_calling/sentiment_analysis_function_calling.py rename to examples/agents/tools/function_calling/sentiment_analysis_function_calling.py diff --git a/playground/agents/tools/function_to_openai_exec.py b/examples/agents/tools/function_to_openai_exec.py similarity index 100% rename from playground/agents/tools/function_to_openai_exec.py rename to examples/agents/tools/function_to_openai_exec.py diff --git a/playground/agents/tools/new_tool_wrapper.py b/examples/agents/tools/new_tool_wrapper.py similarity index 100% rename from playground/agents/tools/new_tool_wrapper.py rename to examples/agents/tools/new_tool_wrapper.py diff --git a/prompt_generator_agent.py b/examples/agents/tools/prompt_generator_agent.py similarity index 100% rename from prompt_generator_agent.py rename to examples/agents/tools/prompt_generator_agent.py diff --git a/playground/agents/tools/tool.py b/examples/agents/tools/tool.py similarity index 100% rename from playground/agents/tools/tool.py rename to examples/agents/tools/tool.py diff --git a/playground/agents/tools/tool_agent.py b/examples/agents/tools/tool_agent.py similarity index 100% rename from playground/agents/tools/tool_agent.py rename to examples/agents/tools/tool_agent.py diff --git a/playground/agents/tools/tool_agent/command_r_tool_agent.py b/examples/agents/tools/tool_agent/command_r_tool_agent.py similarity index 100% rename from playground/agents/tools/tool_agent/command_r_tool_agent.py rename to examples/agents/tools/tool_agent/command_r_tool_agent.py diff --git a/playground/agents/tools/tool_agent/example_toolagent.py b/examples/agents/tools/tool_agent/example_toolagent.py similarity index 100% rename from playground/agents/tools/tool_agent/example_toolagent.py rename to examples/agents/tools/tool_agent/example_toolagent.py diff --git a/playground/agents/tools/tool_agent/jamba_tool_agent.py b/examples/agents/tools/tool_agent/jamba_tool_agent.py similarity index 100% rename from playground/agents/tools/tool_agent/jamba_tool_agent.py rename to examples/agents/tools/tool_agent/jamba_tool_agent.py diff --git a/playground/agents/tools/tool_agent/tool_agent_pydantic.py b/examples/agents/tools/tool_agent/tool_agent_pydantic.py similarity index 100% rename from playground/agents/tools/tool_agent/tool_agent_pydantic.py rename to examples/agents/tools/tool_agent/tool_agent_pydantic.py diff --git a/playground/agents/tools/tool_agent/tool_agent_with_llm.py b/examples/agents/tools/tool_agent/tool_agent_with_llm.py similarity index 100% rename from playground/agents/tools/tool_agent/tool_agent_with_llm.py rename to examples/agents/tools/tool_agent/tool_agent_with_llm.py diff --git a/playground/agents/use_cases/browser/multion/multion_example.ipynb b/examples/agents/use_cases/browser/multion/multion_example.ipynb similarity index 100% rename from playground/agents/use_cases/browser/multion/multion_example.ipynb rename to examples/agents/use_cases/browser/multion/multion_example.ipynb diff --git a/playground/agents/use_cases/browser/multion_examples/ multion_example.py b/examples/agents/use_cases/browser/multion_examples/ multion_example.py similarity index 100% rename from playground/agents/use_cases/browser/multion_examples/ multion_example.py rename to examples/agents/use_cases/browser/multion_examples/ multion_example.py diff --git a/playground/agents/use_cases/browser/multion_examples/buy_abunch_of_cybertrucks.py b/examples/agents/use_cases/browser/multion_examples/buy_abunch_of_cybertrucks.py similarity index 100% rename from playground/agents/use_cases/browser/multion_examples/buy_abunch_of_cybertrucks.py rename to examples/agents/use_cases/browser/multion_examples/buy_abunch_of_cybertrucks.py diff --git a/playground/agents/use_cases/code_gen/ai_research_team/json_output_v.py b/examples/agents/use_cases/code_gen/ai_research_team/json_output_v.py similarity index 100% rename from playground/agents/use_cases/code_gen/ai_research_team/json_output_v.py rename to examples/agents/use_cases/code_gen/ai_research_team/json_output_v.py diff --git a/playground/agents/use_cases/code_gen/ai_research_team/multi_agent_hf.py b/examples/agents/use_cases/code_gen/ai_research_team/multi_agent_hf.py similarity index 100% rename from playground/agents/use_cases/code_gen/ai_research_team/multi_agent_hf.py rename to examples/agents/use_cases/code_gen/ai_research_team/multi_agent_hf.py diff --git a/playground/agents/use_cases/code_gen/ai_research_team/novel_pytorch_code_generator.py b/examples/agents/use_cases/code_gen/ai_research_team/novel_pytorch_code_generator.py similarity index 100% rename from playground/agents/use_cases/code_gen/ai_research_team/novel_pytorch_code_generator.py rename to examples/agents/use_cases/code_gen/ai_research_team/novel_pytorch_code_generator.py diff --git a/playground/agents/use_cases/code_gen/amazon_review_agent.py b/examples/agents/use_cases/code_gen/amazon_review_agent.py similarity index 100% rename from playground/agents/use_cases/code_gen/amazon_review_agent.py rename to examples/agents/use_cases/code_gen/amazon_review_agent.py diff --git a/playground/agents/use_cases/code_gen/api_requester_agent.py b/examples/agents/use_cases/code_gen/api_requester_agent.py similarity index 100% rename from playground/agents/use_cases/code_gen/api_requester_agent.py rename to examples/agents/use_cases/code_gen/api_requester_agent.py diff --git a/playground/agents/use_cases/code_gen/code_interpreter_agent.py b/examples/agents/use_cases/code_gen/code_interpreter_agent.py similarity index 100% rename from playground/agents/use_cases/code_gen/code_interpreter_agent.py rename to examples/agents/use_cases/code_gen/code_interpreter_agent.py diff --git a/playground/agents/use_cases/code_gen/sql_agent.py b/examples/agents/use_cases/code_gen/sql_agent.py similarity index 100% rename from playground/agents/use_cases/code_gen/sql_agent.py rename to examples/agents/use_cases/code_gen/sql_agent.py diff --git a/playground/agents/use_cases/finance/401k_agent.py b/examples/agents/use_cases/finance/401k_agent.py similarity index 100% rename from playground/agents/use_cases/finance/401k_agent.py rename to examples/agents/use_cases/finance/401k_agent.py diff --git a/playground/agents/use_cases/finance/estate_planning_agent.py b/examples/agents/use_cases/finance/estate_planning_agent.py similarity index 100% rename from playground/agents/use_cases/finance/estate_planning_agent.py rename to examples/agents/use_cases/finance/estate_planning_agent.py diff --git a/playground/agents/use_cases/finance/financial_agent_gpt4o_mini.py b/examples/agents/use_cases/finance/financial_agent_gpt4o_mini.py similarity index 100% rename from playground/agents/use_cases/finance/financial_agent_gpt4o_mini.py rename to examples/agents/use_cases/finance/financial_agent_gpt4o_mini.py diff --git a/playground/agents/use_cases/finance/first_agent_example.py b/examples/agents/use_cases/finance/first_agent_example.py similarity index 100% rename from playground/agents/use_cases/finance/first_agent_example.py rename to examples/agents/use_cases/finance/first_agent_example.py diff --git a/playground/agents/use_cases/finance/main.py b/examples/agents/use_cases/finance/main.py similarity index 100% rename from playground/agents/use_cases/finance/main.py rename to examples/agents/use_cases/finance/main.py diff --git a/playground/agents/use_cases/finance/openai_model.py b/examples/agents/use_cases/finance/openai_model.py similarity index 100% rename from playground/agents/use_cases/finance/openai_model.py rename to examples/agents/use_cases/finance/openai_model.py diff --git a/playground/agents/use_cases/finance/plaid_api_tool.py b/examples/agents/use_cases/finance/plaid_api_tool.py similarity index 100% rename from playground/agents/use_cases/finance/plaid_api_tool.py rename to examples/agents/use_cases/finance/plaid_api_tool.py diff --git a/playground/agents/use_cases/kyle_hackathon.py b/examples/agents/use_cases/kyle_hackathon.py similarity index 100% rename from playground/agents/use_cases/kyle_hackathon.py rename to examples/agents/use_cases/kyle_hackathon.py diff --git a/playground/agents/use_cases/multi_modal/multi_modal_auto_agent_example.py b/examples/agents/use_cases/multi_modal/multi_modal_auto_agent_example.py similarity index 100% rename from playground/agents/use_cases/multi_modal/multi_modal_auto_agent_example.py rename to examples/agents/use_cases/multi_modal/multi_modal_auto_agent_example.py diff --git a/playground/agents/use_cases/multi_modal/multi_modal_example.py b/examples/agents/use_cases/multi_modal/multi_modal_example.py similarity index 100% rename from playground/agents/use_cases/multi_modal/multi_modal_example.py rename to examples/agents/use_cases/multi_modal/multi_modal_example.py diff --git a/playground/agents/use_cases/multi_modal/multi_modal_flow_example.py b/examples/agents/use_cases/multi_modal/multi_modal_flow_example.py similarity index 100% rename from playground/agents/use_cases/multi_modal/multi_modal_flow_example.py rename to examples/agents/use_cases/multi_modal/multi_modal_flow_example.py diff --git a/playground/agents/use_cases/multi_modal/multi_modal_rag_agent.py b/examples/agents/use_cases/multi_modal/multi_modal_rag_agent.py similarity index 100% rename from playground/agents/use_cases/multi_modal/multi_modal_rag_agent.py rename to examples/agents/use_cases/multi_modal/multi_modal_rag_agent.py diff --git a/playground/agents/use_cases/multi_modal/new_agent_tool_system.py b/examples/agents/use_cases/multi_modal/new_agent_tool_system.py similarity index 100% rename from playground/agents/use_cases/multi_modal/new_agent_tool_system.py rename to examples/agents/use_cases/multi_modal/new_agent_tool_system.py diff --git a/playground/agents/use_cases/research/new_perplexity_agent.py b/examples/agents/use_cases/research/new_perplexity_agent.py similarity index 100% rename from playground/agents/use_cases/research/new_perplexity_agent.py rename to examples/agents/use_cases/research/new_perplexity_agent.py diff --git a/playground/agents/use_cases/research/perplexity_agent.py b/examples/agents/use_cases/research/perplexity_agent.py similarity index 100% rename from playground/agents/use_cases/research/perplexity_agent.py rename to examples/agents/use_cases/research/perplexity_agent.py diff --git a/playground/agents/use_cases/security/perimeter_defense_agent.py b/examples/agents/use_cases/security/perimeter_defense_agent.py similarity index 100% rename from playground/agents/use_cases/security/perimeter_defense_agent.py rename to examples/agents/use_cases/security/perimeter_defense_agent.py diff --git a/playground/agents/various_models/basic_agent_with_azure_openai.py b/examples/agents/various_models/basic_agent_with_azure_openai.py similarity index 100% rename from playground/agents/various_models/basic_agent_with_azure_openai.py rename to examples/agents/various_models/basic_agent_with_azure_openai.py diff --git a/playground/agents/various_models/custom_model_with_agent.py b/examples/agents/various_models/custom_model_with_agent.py similarity index 100% rename from playground/agents/various_models/custom_model_with_agent.py rename to examples/agents/various_models/custom_model_with_agent.py diff --git a/playground/agents/various_models/example_agent.py b/examples/agents/various_models/example_agent.py similarity index 100% rename from playground/agents/various_models/example_agent.py rename to examples/agents/various_models/example_agent.py diff --git a/playground/agents/various_models/llama3_agent.py b/examples/agents/various_models/llama3_agent.py similarity index 100% rename from playground/agents/various_models/llama3_agent.py rename to examples/agents/various_models/llama3_agent.py diff --git a/playground/artifacts/main.py b/examples/artifacts/main.py similarity index 100% rename from playground/artifacts/main.py rename to examples/artifacts/main.py diff --git a/playground/collabs/swarms_example.ipynb b/examples/collabs/swarms_example.ipynb similarity index 100% rename from playground/collabs/swarms_example.ipynb rename to examples/collabs/swarms_example.ipynb diff --git a/playground/demos/account_management_swarm_workshop/account_management.py b/examples/demos/account_management_swarm_workshop/account_management.py similarity index 100% rename from playground/demos/account_management_swarm_workshop/account_management.py rename to examples/demos/account_management_swarm_workshop/account_management.py diff --git a/playground/demos/accountant_team/account_team2_example.py b/examples/demos/accountant_team/account_team2_example.py similarity index 100% rename from playground/demos/accountant_team/account_team2_example.py rename to examples/demos/accountant_team/account_team2_example.py diff --git a/playground/demos/ad_gen/ad_gen_example.py b/examples/demos/ad_gen/ad_gen_example.py similarity index 100% rename from playground/demos/ad_gen/ad_gen_example.py rename to examples/demos/ad_gen/ad_gen_example.py diff --git a/playground/demos/agent_in_5/chroma_db.py b/examples/demos/agent_in_5/chroma_db.py similarity index 100% rename from playground/demos/agent_in_5/chroma_db.py rename to examples/demos/agent_in_5/chroma_db.py diff --git a/playground/demos/agent_in_5/youtube_demo_agent.py b/examples/demos/agent_in_5/youtube_demo_agent.py similarity index 96% rename from playground/demos/agent_in_5/youtube_demo_agent.py rename to examples/demos/agent_in_5/youtube_demo_agent.py index bd2faf58..27febf0f 100644 --- a/playground/demos/agent_in_5/youtube_demo_agent.py +++ b/examples/demos/agent_in_5/youtube_demo_agent.py @@ -6,7 +6,7 @@ Building an Autonomous Agent in 5 minutes with: """ from swarms import Agent, OpenAIChat, tool -from playground.demos.agent_in_5.chroma_db import ChromaDB +from examples.demos.agent_in_5.chroma_db import ChromaDB # Initialize the memory chroma = ChromaDB( diff --git a/playground/demos/agentic_space_traffic_control/flight_data.py b/examples/demos/agentic_space_traffic_control/flight_data.py similarity index 100% rename from playground/demos/agentic_space_traffic_control/flight_data.py rename to examples/demos/agentic_space_traffic_control/flight_data.py diff --git a/playground/demos/agentic_space_traffic_control/game.py b/examples/demos/agentic_space_traffic_control/game.py similarity index 97% rename from playground/demos/agentic_space_traffic_control/game.py rename to examples/demos/agentic_space_traffic_control/game.py index 6a44d5ea..28f1f702 100644 --- a/playground/demos/agentic_space_traffic_control/game.py +++ b/examples/demos/agentic_space_traffic_control/game.py @@ -3,7 +3,7 @@ from swarms import ( llama3Hosted, AgentRearrange, ) -from playground.demos.agentic_space_traffic_control.prompts import ( +from examples.demos.agentic_space_traffic_control.prompts import ( WEATHER_ANALYST_SYSTEM_PROMPT, SPACE_TRAFFIC_CONTROLLER_SYS_PROMPT, ) diff --git a/playground/demos/agentic_space_traffic_control/prompts.py b/examples/demos/agentic_space_traffic_control/prompts.py similarity index 100% rename from playground/demos/agentic_space_traffic_control/prompts.py rename to examples/demos/agentic_space_traffic_control/prompts.py diff --git a/playground/demos/ai_acceleerated_learning/Podgraph .py b/examples/demos/ai_acceleerated_learning/Podgraph .py similarity index 100% rename from playground/demos/ai_acceleerated_learning/Podgraph .py rename to examples/demos/ai_acceleerated_learning/Podgraph .py diff --git a/playground/demos/ai_acceleerated_learning/main.py b/examples/demos/ai_acceleerated_learning/main.py similarity index 100% rename from playground/demos/ai_acceleerated_learning/main.py rename to examples/demos/ai_acceleerated_learning/main.py diff --git a/playground/demos/ai_acceleerated_learning/presentation assistant.py b/examples/demos/ai_acceleerated_learning/presentation assistant.py similarity index 100% rename from playground/demos/ai_acceleerated_learning/presentation assistant.py rename to examples/demos/ai_acceleerated_learning/presentation assistant.py diff --git a/playground/demos/ai_acceleerated_learning/presentation.csv b/examples/demos/ai_acceleerated_learning/presentation.csv similarity index 100% rename from playground/demos/ai_acceleerated_learning/presentation.csv rename to examples/demos/ai_acceleerated_learning/presentation.csv diff --git a/playground/demos/ai_acceleerated_learning/test_Vocal.py b/examples/demos/ai_acceleerated_learning/test_Vocal.py similarity index 100% rename from playground/demos/ai_acceleerated_learning/test_Vocal.py rename to examples/demos/ai_acceleerated_learning/test_Vocal.py diff --git a/playground/demos/ai_acceleerated_learning/test_presentation assistant.py b/examples/demos/ai_acceleerated_learning/test_presentation assistant.py similarity index 100% rename from playground/demos/ai_acceleerated_learning/test_presentation assistant.py rename to examples/demos/ai_acceleerated_learning/test_presentation assistant.py diff --git a/playground/demos/ai_research_team/main_example.py b/examples/demos/ai_research_team/main_example.py similarity index 100% rename from playground/demos/ai_research_team/main_example.py rename to examples/demos/ai_research_team/main_example.py diff --git a/playground/demos/assembly/assembly_example.py b/examples/demos/assembly/assembly_example.py similarity index 100% rename from playground/demos/assembly/assembly_example.py rename to examples/demos/assembly/assembly_example.py diff --git a/playground/demos/assembly/assembly_line.jpg b/examples/demos/assembly/assembly_line.jpg similarity index 100% rename from playground/demos/assembly/assembly_line.jpg rename to examples/demos/assembly/assembly_line.jpg diff --git a/playground/demos/autobloggen_example.py b/examples/demos/autobloggen_example.py similarity index 100% rename from playground/demos/autobloggen_example.py rename to examples/demos/autobloggen_example.py diff --git a/playground/demos/autoswarm/autoswarm.py b/examples/demos/autoswarm/autoswarm.py similarity index 100% rename from playground/demos/autoswarm/autoswarm.py rename to examples/demos/autoswarm/autoswarm.py diff --git a/playground/demos/autotemp/autotemp_example.py b/examples/demos/autotemp/autotemp_example.py similarity index 100% rename from playground/demos/autotemp/autotemp_example.py rename to examples/demos/autotemp/autotemp_example.py diff --git a/playground/demos/autotemp/blog_gen_example.py b/examples/demos/autotemp/blog_gen_example.py similarity index 100% rename from playground/demos/autotemp/blog_gen_example.py rename to examples/demos/autotemp/blog_gen_example.py diff --git a/playground/demos/business_analysis_swarm/business-analyst-agent.ipynb b/examples/demos/business_analysis_swarm/business-analyst-agent.ipynb similarity index 100% rename from playground/demos/business_analysis_swarm/business-analyst-agent.ipynb rename to examples/demos/business_analysis_swarm/business-analyst-agent.ipynb diff --git a/playground/demos/design_team/ui_software_demo_example.py b/examples/demos/design_team/ui_software_demo_example.py similarity index 100% rename from playground/demos/design_team/ui_software_demo_example.py rename to examples/demos/design_team/ui_software_demo_example.py diff --git a/playground/demos/developer_swarm/main_example.py b/examples/demos/developer_swarm/main_example.py similarity index 100% rename from playground/demos/developer_swarm/main_example.py rename to examples/demos/developer_swarm/main_example.py diff --git a/playground/demos/education/education_example.py b/examples/demos/education/education_example.py similarity index 100% rename from playground/demos/education/education_example.py rename to examples/demos/education/education_example.py diff --git a/playground/demos/email_phiser/email_swarm.py b/examples/demos/email_phiser/email_swarm.py similarity index 100% rename from playground/demos/email_phiser/email_swarm.py rename to examples/demos/email_phiser/email_swarm.py diff --git a/playground/demos/evelyn_swarmathon_submission/Swarmshackathon2024.ipynb b/examples/demos/evelyn_swarmathon_submission/Swarmshackathon2024.ipynb similarity index 100% rename from playground/demos/evelyn_swarmathon_submission/Swarmshackathon2024.ipynb rename to examples/demos/evelyn_swarmathon_submission/Swarmshackathon2024.ipynb diff --git a/playground/demos/fintech/main.py b/examples/demos/fintech/main.py similarity index 100% rename from playground/demos/fintech/main.py rename to examples/demos/fintech/main.py diff --git a/playground/demos/fof/langchain_example.py b/examples/demos/fof/langchain_example.py similarity index 100% rename from playground/demos/fof/langchain_example.py rename to examples/demos/fof/langchain_example.py diff --git a/playground/demos/gemini_benchmarking/gemini_chat_example.py b/examples/demos/gemini_benchmarking/gemini_chat_example.py similarity index 100% rename from playground/demos/gemini_benchmarking/gemini_chat_example.py rename to examples/demos/gemini_benchmarking/gemini_chat_example.py diff --git a/playground/demos/gemini_benchmarking/gemini_react_example.py b/examples/demos/gemini_benchmarking/gemini_react_example.py similarity index 100% rename from playground/demos/gemini_benchmarking/gemini_react_example.py rename to examples/demos/gemini_benchmarking/gemini_react_example.py diff --git a/playground/demos/gemini_benchmarking/gemini_vcot_example.py b/examples/demos/gemini_benchmarking/gemini_vcot_example.py similarity index 89% rename from playground/demos/gemini_benchmarking/gemini_vcot_example.py rename to examples/demos/gemini_benchmarking/gemini_vcot_example.py index 86951bd5..0a5c4c99 100644 --- a/playground/demos/gemini_benchmarking/gemini_vcot_example.py +++ b/examples/demos/gemini_benchmarking/gemini_vcot_example.py @@ -21,7 +21,7 @@ llm = Gemini( # Initialize the task task = "This is an eye test. What do you see?" -img = "playground/demos/multi_modal_chain_of_thought/eyetest.jpg" +img = "examples/demos/multi_modal_chain_of_thought/eyetest.jpg" # Run the workflow on a task out = llm.run(task=task, img=img) diff --git a/playground/demos/grupa/app_example.py b/examples/demos/grupa/app_example.py similarity index 100% rename from playground/demos/grupa/app_example.py rename to examples/demos/grupa/app_example.py diff --git a/playground/demos/grupa/run__software_gpt.sh b/examples/demos/grupa/run__software_gpt.sh similarity index 100% rename from playground/demos/grupa/run__software_gpt.sh rename to examples/demos/grupa/run__software_gpt.sh diff --git a/playground/demos/grupa/test_bash.bash b/examples/demos/grupa/test_bash.bash similarity index 100% rename from playground/demos/grupa/test_bash.bash rename to examples/demos/grupa/test_bash.bash diff --git a/playground/demos/jamba_swarm/api.py b/examples/demos/jamba_swarm/api.py similarity index 100% rename from playground/demos/jamba_swarm/api.py rename to examples/demos/jamba_swarm/api.py diff --git a/playground/demos/jamba_swarm/api_schemas.py b/examples/demos/jamba_swarm/api_schemas.py similarity index 100% rename from playground/demos/jamba_swarm/api_schemas.py rename to examples/demos/jamba_swarm/api_schemas.py diff --git a/playground/demos/jamba_swarm/jamba_llm.py b/examples/demos/jamba_swarm/jamba_llm.py similarity index 100% rename from playground/demos/jamba_swarm/jamba_llm.py rename to examples/demos/jamba_swarm/jamba_llm.py diff --git a/playground/demos/jamba_swarm/main.ipynb b/examples/demos/jamba_swarm/main.ipynb similarity index 100% rename from playground/demos/jamba_swarm/main.ipynb rename to examples/demos/jamba_swarm/main.ipynb diff --git a/playground/demos/jamba_swarm/main.py b/examples/demos/jamba_swarm/main.py similarity index 100% rename from playground/demos/jamba_swarm/main.py rename to examples/demos/jamba_swarm/main.py diff --git a/playground/demos/jamba_swarm/prompts.py b/examples/demos/jamba_swarm/prompts.py similarity index 100% rename from playground/demos/jamba_swarm/prompts.py rename to examples/demos/jamba_swarm/prompts.py diff --git a/playground/demos/jamba_swarm/simple_jamba_swarm.py b/examples/demos/jamba_swarm/simple_jamba_swarm.py similarity index 100% rename from playground/demos/jamba_swarm/simple_jamba_swarm.py rename to examples/demos/jamba_swarm/simple_jamba_swarm.py diff --git a/playground/demos/jarvis_multi_modal_auto_agent/jarvis_example.py b/examples/demos/jarvis_multi_modal_auto_agent/jarvis_example.py similarity index 100% rename from playground/demos/jarvis_multi_modal_auto_agent/jarvis_example.py rename to examples/demos/jarvis_multi_modal_auto_agent/jarvis_example.py diff --git a/playground/demos/langchain_example/langchain_example.py b/examples/demos/langchain_example/langchain_example.py similarity index 91% rename from playground/demos/langchain_example/langchain_example.py rename to examples/demos/langchain_example/langchain_example.py index 0e47684e..6140a5fb 100644 --- a/playground/demos/langchain_example/langchain_example.py +++ b/examples/demos/langchain_example/langchain_example.py @@ -1,7 +1,7 @@ import os from dotenv import load_dotenv -from langchain.llms import OpenAIChat +from langchain_community.llms import OpenAIChat from swarms import Agent diff --git a/playground/demos/llm_with_conversation/main_example.py b/examples/demos/llm_with_conversation/main_example.py similarity index 100% rename from playground/demos/llm_with_conversation/main_example.py rename to examples/demos/llm_with_conversation/main_example.py diff --git a/playground/demos/logistics/factory_image1.jpg b/examples/demos/logistics/factory_image1.jpg similarity index 100% rename from playground/demos/logistics/factory_image1.jpg rename to examples/demos/logistics/factory_image1.jpg diff --git a/playground/demos/logistics/logistics_example.py b/examples/demos/logistics/logistics_example.py similarity index 100% rename from playground/demos/logistics/logistics_example.py rename to examples/demos/logistics/logistics_example.py diff --git a/playground/demos/multi_modal_autonomous_agents/multi_modal_auto_agent_example.py b/examples/demos/multi_modal_autonomous_agents/multi_modal_auto_agent_example.py similarity index 100% rename from playground/demos/multi_modal_autonomous_agents/multi_modal_auto_agent_example.py rename to examples/demos/multi_modal_autonomous_agents/multi_modal_auto_agent_example.py diff --git a/playground/demos/multi_modal_chain_of_thought/eyetest.jpg b/examples/demos/multi_modal_chain_of_thought/eyetest.jpg similarity index 100% rename from playground/demos/multi_modal_chain_of_thought/eyetest.jpg rename to examples/demos/multi_modal_chain_of_thought/eyetest.jpg diff --git a/playground/demos/multi_modal_chain_of_thought/vcot_example.py b/examples/demos/multi_modal_chain_of_thought/vcot_example.py similarity index 91% rename from playground/demos/multi_modal_chain_of_thought/vcot_example.py rename to examples/demos/multi_modal_chain_of_thought/vcot_example.py index 50a02c3d..24bf60aa 100644 --- a/playground/demos/multi_modal_chain_of_thought/vcot_example.py +++ b/examples/demos/multi_modal_chain_of_thought/vcot_example.py @@ -20,7 +20,7 @@ llm = GPT4VisionAPI( # Initialize the task task = "This is an eye test. What do you see?" -img = "playground/demos/multi_modal_chain_of_thought/eyetest.jpg" +img = "examples/demos/multi_modal_chain_of_thought/eyetest.jpg" ## Initialize the workflow agent = Agent( diff --git a/playground/demos/multimodal_tot/idea2img_example.py b/examples/demos/multimodal_tot/idea2img_example.py similarity index 100% rename from playground/demos/multimodal_tot/idea2img_example.py rename to examples/demos/multimodal_tot/idea2img_example.py diff --git a/playground/demos/multimodal_tot/main_example.py b/examples/demos/multimodal_tot/main_example.py similarity index 100% rename from playground/demos/multimodal_tot/main_example.py rename to examples/demos/multimodal_tot/main_example.py diff --git a/playground/demos/nutrition/full_fridge.jpg b/examples/demos/nutrition/full_fridge.jpg similarity index 100% rename from playground/demos/nutrition/full_fridge.jpg rename to examples/demos/nutrition/full_fridge.jpg diff --git a/playground/demos/nutrition/nutrition_example.py b/examples/demos/nutrition/nutrition_example.py similarity index 100% rename from playground/demos/nutrition/nutrition_example.py rename to examples/demos/nutrition/nutrition_example.py diff --git a/playground/demos/octomology_swarm/api.py b/examples/demos/octomology_swarm/api.py similarity index 100% rename from playground/demos/octomology_swarm/api.py rename to examples/demos/octomology_swarm/api.py diff --git a/playground/demos/octomology_swarm/ear.png b/examples/demos/octomology_swarm/ear.png similarity index 100% rename from playground/demos/octomology_swarm/ear.png rename to examples/demos/octomology_swarm/ear.png diff --git a/playground/demos/optimize_llm_stack/vllm_example.py b/examples/demos/optimize_llm_stack/vllm_example.py similarity index 100% rename from playground/demos/optimize_llm_stack/vllm_example.py rename to examples/demos/optimize_llm_stack/vllm_example.py diff --git a/playground/demos/optimize_llm_stack/vortex_example.py b/examples/demos/optimize_llm_stack/vortex_example.py similarity index 100% rename from playground/demos/optimize_llm_stack/vortex_example.py rename to examples/demos/optimize_llm_stack/vortex_example.py diff --git a/playground/demos/optimize_llm_stack/weaviate_example.py b/examples/demos/optimize_llm_stack/weaviate_example.py similarity index 100% rename from playground/demos/optimize_llm_stack/weaviate_example.py rename to examples/demos/optimize_llm_stack/weaviate_example.py diff --git a/playground/demos/patient_question_assist/main.py b/examples/demos/patient_question_assist/main.py similarity index 100% rename from playground/demos/patient_question_assist/main.py rename to examples/demos/patient_question_assist/main.py diff --git a/playground/demos/personal_assistant/better_communication_example.py b/examples/demos/personal_assistant/better_communication_example.py similarity index 100% rename from playground/demos/personal_assistant/better_communication_example.py rename to examples/demos/personal_assistant/better_communication_example.py diff --git a/playground/demos/personal_stylist/clothes_image2.jpg b/examples/demos/personal_stylist/clothes_image2.jpg similarity index 100% rename from playground/demos/personal_stylist/clothes_image2.jpg rename to examples/demos/personal_stylist/clothes_image2.jpg diff --git a/playground/demos/personal_stylist/personal_stylist_example.py b/examples/demos/personal_stylist/personal_stylist_example.py similarity index 100% rename from playground/demos/personal_stylist/personal_stylist_example.py rename to examples/demos/personal_stylist/personal_stylist_example.py diff --git a/playground/demos/personal_stylist/user_image.jpg b/examples/demos/personal_stylist/user_image.jpg similarity index 100% rename from playground/demos/personal_stylist/user_image.jpg rename to examples/demos/personal_stylist/user_image.jpg diff --git a/playground/demos/plant_biologist_swarm/agricultural_swarm.py b/examples/demos/plant_biologist_swarm/agricultural_swarm.py similarity index 98% rename from playground/demos/plant_biologist_swarm/agricultural_swarm.py rename to examples/demos/plant_biologist_swarm/agricultural_swarm.py index 3feb8245..9664e6ed 100644 --- a/playground/demos/plant_biologist_swarm/agricultural_swarm.py +++ b/examples/demos/plant_biologist_swarm/agricultural_swarm.py @@ -10,7 +10,7 @@ import os from dotenv import load_dotenv -from playground.demos.plant_biologist_swarm.prompts import ( +from examples.demos.plant_biologist_swarm.prompts import ( diagnoser_agent, disease_detector_agent, growth_predictor_agent, diff --git a/playground/demos/plant_biologist_swarm/bad_tomato.jpg b/examples/demos/plant_biologist_swarm/bad_tomato.jpg similarity index 100% rename from playground/demos/plant_biologist_swarm/bad_tomato.jpg rename to examples/demos/plant_biologist_swarm/bad_tomato.jpg diff --git a/playground/demos/plant_biologist_swarm/bad_tomato_two.jpeg b/examples/demos/plant_biologist_swarm/bad_tomato_two.jpeg similarity index 100% rename from playground/demos/plant_biologist_swarm/bad_tomato_two.jpeg rename to examples/demos/plant_biologist_swarm/bad_tomato_two.jpeg diff --git a/playground/demos/plant_biologist_swarm/prompts.py b/examples/demos/plant_biologist_swarm/prompts.py similarity index 100% rename from playground/demos/plant_biologist_swarm/prompts.py rename to examples/demos/plant_biologist_swarm/prompts.py diff --git a/playground/demos/plant_biologist_swarm/septoria.png b/examples/demos/plant_biologist_swarm/septoria.png similarity index 100% rename from playground/demos/plant_biologist_swarm/septoria.png rename to examples/demos/plant_biologist_swarm/septoria.png diff --git a/playground/demos/plant_biologist_swarm/septoria_leaf.jpeg b/examples/demos/plant_biologist_swarm/septoria_leaf.jpeg similarity index 100% rename from playground/demos/plant_biologist_swarm/septoria_leaf.jpeg rename to examples/demos/plant_biologist_swarm/septoria_leaf.jpeg diff --git a/playground/demos/plant_biologist_swarm/tomato.jpg b/examples/demos/plant_biologist_swarm/tomato.jpg similarity index 100% rename from playground/demos/plant_biologist_swarm/tomato.jpg rename to examples/demos/plant_biologist_swarm/tomato.jpg diff --git a/playground/demos/plant_biologist_swarm/using_concurrent_workflow.py b/examples/demos/plant_biologist_swarm/using_concurrent_workflow.py similarity index 97% rename from playground/demos/plant_biologist_swarm/using_concurrent_workflow.py rename to examples/demos/plant_biologist_swarm/using_concurrent_workflow.py index b4e5306d..84bfbc55 100644 --- a/playground/demos/plant_biologist_swarm/using_concurrent_workflow.py +++ b/examples/demos/plant_biologist_swarm/using_concurrent_workflow.py @@ -1,7 +1,7 @@ import os from dotenv import load_dotenv -from playground.demos.plant_biologist_swarm.prompts import ( +from examples.demos.plant_biologist_swarm.prompts import ( diagnoser_agent, disease_detector_agent, growth_predictor_agent, diff --git a/playground/demos/positive_med/positive_med_example.py b/examples/demos/positive_med/positive_med_example.py similarity index 100% rename from playground/demos/positive_med/positive_med_example.py rename to examples/demos/positive_med/positive_med_example.py diff --git a/playground/demos/security_team/IMG_1625.MOV b/examples/demos/security_team/IMG_1625.MOV similarity index 100% rename from playground/demos/security_team/IMG_1625.MOV rename to examples/demos/security_team/IMG_1625.MOV diff --git a/playground/demos/security_team/bank_robbery.jpg b/examples/demos/security_team/bank_robbery.jpg similarity index 100% rename from playground/demos/security_team/bank_robbery.jpg rename to examples/demos/security_team/bank_robbery.jpg diff --git a/playground/demos/security_team/security_team_example.py b/examples/demos/security_team/security_team_example.py similarity index 100% rename from playground/demos/security_team/security_team_example.py rename to examples/demos/security_team/security_team_example.py diff --git a/playground/demos/simple_rag/simple_rag.py b/examples/demos/simple_rag/simple_rag.py similarity index 100% rename from playground/demos/simple_rag/simple_rag.py rename to examples/demos/simple_rag/simple_rag.py diff --git a/playground/demos/social_media_content_generators_swarm/agents.py b/examples/demos/social_media_content_generators_swarm/agents.py similarity index 100% rename from playground/demos/social_media_content_generators_swarm/agents.py rename to examples/demos/social_media_content_generators_swarm/agents.py diff --git a/playground/demos/social_media_content_generators_swarm/social_media_swarm_agents.py b/examples/demos/social_media_content_generators_swarm/social_media_swarm_agents.py similarity index 100% rename from playground/demos/social_media_content_generators_swarm/social_media_swarm_agents.py rename to examples/demos/social_media_content_generators_swarm/social_media_swarm_agents.py diff --git a/playground/demos/society_of_agents/accountant_team.py b/examples/demos/society_of_agents/accountant_team.py similarity index 100% rename from playground/demos/society_of_agents/accountant_team.py rename to examples/demos/society_of_agents/accountant_team.py diff --git a/playground/demos/society_of_agents/hallucination_swarm.py b/examples/demos/society_of_agents/hallucination_swarm.py similarity index 100% rename from playground/demos/society_of_agents/hallucination_swarm.py rename to examples/demos/society_of_agents/hallucination_swarm.py diff --git a/playground/demos/society_of_agents/json_log_cleanup.py b/examples/demos/society_of_agents/json_log_cleanup.py similarity index 100% rename from playground/demos/society_of_agents/json_log_cleanup.py rename to examples/demos/society_of_agents/json_log_cleanup.py diff --git a/playground/demos/society_of_agents/probate_agent.py b/examples/demos/society_of_agents/probate_agent.py similarity index 100% rename from playground/demos/society_of_agents/probate_agent.py rename to examples/demos/society_of_agents/probate_agent.py diff --git a/playground/demos/society_of_agents/receipt.pdf b/examples/demos/society_of_agents/receipt.pdf similarity index 100% rename from playground/demos/society_of_agents/receipt.pdf rename to examples/demos/society_of_agents/receipt.pdf diff --git a/playground/demos/swarm_hackathon/3_2 Multimodal AIGC x Social Hackathon Code Submission & Demos - Lightning Proposals.csv b/examples/demos/swarm_hackathon/3_2 Multimodal AIGC x Social Hackathon Code Submission & Demos - Lightning Proposals.csv similarity index 100% rename from playground/demos/swarm_hackathon/3_2 Multimodal AIGC x Social Hackathon Code Submission & Demos - Lightning Proposals.csv rename to examples/demos/swarm_hackathon/3_2 Multimodal AIGC x Social Hackathon Code Submission & Demos - Lightning Proposals.csv diff --git a/playground/demos/swarm_hackathon/Bants.py b/examples/demos/swarm_hackathon/Bants.py similarity index 100% rename from playground/demos/swarm_hackathon/Bants.py rename to examples/demos/swarm_hackathon/Bants.py diff --git a/playground/demos/swarm_hackathon/Beggar AI.py b/examples/demos/swarm_hackathon/Beggar AI.py similarity index 100% rename from playground/demos/swarm_hackathon/Beggar AI.py rename to examples/demos/swarm_hackathon/Beggar AI.py diff --git a/playground/demos/swarm_hackathon/ChatQ.py b/examples/demos/swarm_hackathon/ChatQ.py similarity index 100% rename from playground/demos/swarm_hackathon/ChatQ.py rename to examples/demos/swarm_hackathon/ChatQ.py diff --git a/playground/demos/swarm_hackathon/Ego.py b/examples/demos/swarm_hackathon/Ego.py similarity index 100% rename from playground/demos/swarm_hackathon/Ego.py rename to examples/demos/swarm_hackathon/Ego.py diff --git a/playground/demos/swarm_hackathon/Human voice.py b/examples/demos/swarm_hackathon/Human voice.py similarity index 100% rename from playground/demos/swarm_hackathon/Human voice.py rename to examples/demos/swarm_hackathon/Human voice.py diff --git a/playground/demos/swarm_hackathon/OpenMind.bot.py b/examples/demos/swarm_hackathon/OpenMind.bot.py similarity index 100% rename from playground/demos/swarm_hackathon/OpenMind.bot.py rename to examples/demos/swarm_hackathon/OpenMind.bot.py diff --git a/playground/demos/swarm_hackathon/SEMA.py b/examples/demos/swarm_hackathon/SEMA.py similarity index 100% rename from playground/demos/swarm_hackathon/SEMA.py rename to examples/demos/swarm_hackathon/SEMA.py diff --git a/playground/demos/swarm_hackathon/main.py b/examples/demos/swarm_hackathon/main.py similarity index 100% rename from playground/demos/swarm_hackathon/main.py rename to examples/demos/swarm_hackathon/main.py diff --git a/playground/demos/swarm_mechanic/swarm_mechanic_example.py b/examples/demos/swarm_mechanic/swarm_mechanic_example.py similarity index 100% rename from playground/demos/swarm_mechanic/swarm_mechanic_example.py rename to examples/demos/swarm_mechanic/swarm_mechanic_example.py diff --git a/playground/demos/swarm_of_complaince/compliance_swarm.py b/examples/demos/swarm_of_complaince/compliance_swarm.py similarity index 100% rename from playground/demos/swarm_of_complaince/compliance_swarm.py rename to examples/demos/swarm_of_complaince/compliance_swarm.py diff --git a/playground/demos/swarm_of_mma_manufacturing/assembly_line.jpg b/examples/demos/swarm_of_mma_manufacturing/assembly_line.jpg similarity index 100% rename from playground/demos/swarm_of_mma_manufacturing/assembly_line.jpg rename to examples/demos/swarm_of_mma_manufacturing/assembly_line.jpg diff --git a/playground/demos/swarm_of_mma_manufacturing/main_example.py b/examples/demos/swarm_of_mma_manufacturing/main_example.py similarity index 94% rename from playground/demos/swarm_of_mma_manufacturing/main_example.py rename to examples/demos/swarm_of_mma_manufacturing/main_example.py index ce2d9514..5e77b90d 100644 --- a/playground/demos/swarm_of_mma_manufacturing/main_example.py +++ b/examples/demos/swarm_of_mma_manufacturing/main_example.py @@ -29,12 +29,12 @@ api_key = os.getenv("OPENAI_API_KEY") llm = GPT4VisionAPI(openai_api_key=api_key, max_tokens=2000) assembly_line = ( - "playground/demos/swarm_of_mma_manufacturing/assembly_line.jpg" + "examples/demos/swarm_of_mma_manufacturing/assembly_line.jpg" ) -red_robots = "playground/demos/swarm_of_mma_manufacturing/red_robots.jpg" -robots = "playground/demos/swarm_of_mma_manufacturing/robots.jpg" +red_robots = "examples/demos/swarm_of_mma_manufacturing/red_robots.jpg" +robots = "examples/demos/swarm_of_mma_manufacturing/robots.jpg" tesla_assembly_line = ( - "playground/demos/swarm_of_mma_manufacturing/tesla_assembly.jpg" + "examples/demos/swarm_of_mma_manufacturing/tesla_assembly.jpg" ) diff --git a/playground/demos/swarm_of_mma_manufacturing/red_robots.jpg b/examples/demos/swarm_of_mma_manufacturing/red_robots.jpg similarity index 100% rename from playground/demos/swarm_of_mma_manufacturing/red_robots.jpg rename to examples/demos/swarm_of_mma_manufacturing/red_robots.jpg diff --git a/playground/demos/swarm_of_mma_manufacturing/robots.jpg b/examples/demos/swarm_of_mma_manufacturing/robots.jpg similarity index 100% rename from playground/demos/swarm_of_mma_manufacturing/robots.jpg rename to examples/demos/swarm_of_mma_manufacturing/robots.jpg diff --git a/playground/demos/swarm_of_mma_manufacturing/tesla_assembly.jpg b/examples/demos/swarm_of_mma_manufacturing/tesla_assembly.jpg similarity index 100% rename from playground/demos/swarm_of_mma_manufacturing/tesla_assembly.jpg rename to examples/demos/swarm_of_mma_manufacturing/tesla_assembly.jpg diff --git a/playground/demos/urban_planning/urban_area.jpg b/examples/demos/urban_planning/urban_area.jpg similarity index 100% rename from playground/demos/urban_planning/urban_area.jpg rename to examples/demos/urban_planning/urban_area.jpg diff --git a/playground/demos/urban_planning/urban_planning_example.py b/examples/demos/urban_planning/urban_planning_example.py similarity index 100% rename from playground/demos/urban_planning/urban_planning_example.py rename to examples/demos/urban_planning/urban_planning_example.py diff --git a/playground/demos/visuo/text_to_sql_agent_example.py b/examples/demos/visuo/text_to_sql_agent_example.py similarity index 100% rename from playground/demos/visuo/text_to_sql_agent_example.py rename to examples/demos/visuo/text_to_sql_agent_example.py diff --git a/playground/demos/xray/xray2.jpg b/examples/demos/xray/xray2.jpg similarity index 100% rename from playground/demos/xray/xray2.jpg rename to examples/demos/xray/xray2.jpg diff --git a/playground/demos/xray/xray_example.py b/examples/demos/xray/xray_example.py similarity index 97% rename from playground/demos/xray/xray_example.py rename to examples/demos/xray/xray_example.py index 20e89e6d..4e69c0af 100644 --- a/playground/demos/xray/xray_example.py +++ b/examples/demos/xray/xray_example.py @@ -51,7 +51,7 @@ def generate_treatment_plan(diagnosis): # X-ray Agent - Analyze an X-ray image -xray_image_path = "playground/demos/xray/xray2.jpg" +xray_image_path = "examples/demos/xray/xray2.jpg" # Diagnosis diff --git a/playground/memory/pg.py b/examples/memory/pg.py similarity index 100% rename from playground/memory/pg.py rename to examples/memory/pg.py diff --git a/playground/memory/pinecone.py b/examples/memory/pinecone.py similarity index 100% rename from playground/memory/pinecone.py rename to examples/memory/pinecone.py diff --git a/playground/memory/sqlite.py b/examples/memory/sqlite.py similarity index 100% rename from playground/memory/sqlite.py rename to examples/memory/sqlite.py diff --git a/playground/models/anthropic_example.py b/examples/models/anthropic_example.py similarity index 100% rename from playground/models/anthropic_example.py rename to examples/models/anthropic_example.py diff --git a/playground/models/azure_openai.py b/examples/models/azure_openai.py similarity index 100% rename from playground/models/azure_openai.py rename to examples/models/azure_openai.py diff --git a/playground/models/azure_openai_example.py b/examples/models/azure_openai_example.py similarity index 100% rename from playground/models/azure_openai_example.py rename to examples/models/azure_openai_example.py diff --git a/playground/models/cohere_example.py b/examples/models/cohere_example.py similarity index 100% rename from playground/models/cohere_example.py rename to examples/models/cohere_example.py diff --git a/playground/models/dalle3.jpeg b/examples/models/dalle3.jpeg similarity index 100% rename from playground/models/dalle3.jpeg rename to examples/models/dalle3.jpeg diff --git a/playground/models/dalle3_concurrent_example.py b/examples/models/dalle3_concurrent_example.py similarity index 100% rename from playground/models/dalle3_concurrent_example.py rename to examples/models/dalle3_concurrent_example.py diff --git a/playground/models/dalle3_example.py b/examples/models/dalle3_example.py similarity index 100% rename from playground/models/dalle3_example.py rename to examples/models/dalle3_example.py diff --git a/playground/models/example_gpt4vison.py b/examples/models/example_gpt4vison.py similarity index 100% rename from playground/models/example_gpt4vison.py rename to examples/models/example_gpt4vison.py diff --git a/playground/models/example_idefics.py b/examples/models/example_idefics.py similarity index 100% rename from playground/models/example_idefics.py rename to examples/models/example_idefics.py diff --git a/playground/models/example_kosmos.py b/examples/models/example_kosmos.py similarity index 100% rename from playground/models/example_kosmos.py rename to examples/models/example_kosmos.py diff --git a/playground/models/example_qwenvlmultimodal.py b/examples/models/example_qwenvlmultimodal.py similarity index 100% rename from playground/models/example_qwenvlmultimodal.py rename to examples/models/example_qwenvlmultimodal.py diff --git a/playground/models/fire_works.py b/examples/models/fire_works.py similarity index 100% rename from playground/models/fire_works.py rename to examples/models/fire_works.py diff --git a/playground/models/fuyu_example.py b/examples/models/fuyu_example.py similarity index 100% rename from playground/models/fuyu_example.py rename to examples/models/fuyu_example.py diff --git a/playground/models/gemini_example.py b/examples/models/gemini_example.py similarity index 100% rename from playground/models/gemini_example.py rename to examples/models/gemini_example.py diff --git a/playground/models/gpt4_v_example.py b/examples/models/gpt4_v_example.py similarity index 100% rename from playground/models/gpt4_v_example.py rename to examples/models/gpt4_v_example.py diff --git a/playground/models/gpt_4o_mini.py b/examples/models/gpt_4o_mini.py similarity index 100% rename from playground/models/gpt_4o_mini.py rename to examples/models/gpt_4o_mini.py diff --git a/playground/models/huggingface_example.py b/examples/models/huggingface_example.py similarity index 100% rename from playground/models/huggingface_example.py rename to examples/models/huggingface_example.py diff --git a/playground/models/idefics_example.py b/examples/models/idefics_example.py similarity index 100% rename from playground/models/idefics_example.py rename to examples/models/idefics_example.py diff --git a/playground/models/kosmos_example.py b/examples/models/kosmos_example.py similarity index 100% rename from playground/models/kosmos_example.py rename to examples/models/kosmos_example.py diff --git a/playground/models/layout_documentxlm_example.py b/examples/models/layout_documentxlm_example.py similarity index 100% rename from playground/models/layout_documentxlm_example.py rename to examples/models/layout_documentxlm_example.py diff --git a/playground/models/llama_3_hosted.py b/examples/models/llama_3_hosted.py similarity index 100% rename from playground/models/llama_3_hosted.py rename to examples/models/llama_3_hosted.py diff --git a/playground/models/llama_function_caller_example.py b/examples/models/llama_function_caller_example.py similarity index 100% rename from playground/models/llama_function_caller_example.py rename to examples/models/llama_function_caller_example.py diff --git a/playground/models/llava_example.py b/examples/models/llava_example.py similarity index 100% rename from playground/models/llava_example.py rename to examples/models/llava_example.py diff --git a/playground/models/nougat_example.py b/examples/models/nougat_example.py similarity index 100% rename from playground/models/nougat_example.py rename to examples/models/nougat_example.py diff --git a/playground/models/openai_model_example.py b/examples/models/openai_model_example.py similarity index 100% rename from playground/models/openai_model_example.py rename to examples/models/openai_model_example.py diff --git a/playground/models/palm_example.py b/examples/models/palm_example.py similarity index 100% rename from playground/models/palm_example.py rename to examples/models/palm_example.py diff --git a/playground/models/ssd_example.py b/examples/models/ssd_example.py similarity index 100% rename from playground/models/ssd_example.py rename to examples/models/ssd_example.py diff --git a/playground/models/swarms_cloud_api_example.py b/examples/models/swarms_cloud_api_example.py similarity index 100% rename from playground/models/swarms_cloud_api_example.py rename to examples/models/swarms_cloud_api_example.py diff --git a/playground/models/together_example.py b/examples/models/together_example.py similarity index 100% rename from playground/models/together_example.py rename to examples/models/together_example.py diff --git a/playground/models/tts_speech_example.py b/examples/models/tts_speech_example.py similarity index 100% rename from playground/models/tts_speech_example.py rename to examples/models/tts_speech_example.py diff --git a/playground/models/vilt_example.py b/examples/models/vilt_example.py similarity index 100% rename from playground/models/vilt_example.py rename to examples/models/vilt_example.py diff --git a/playground/structs/swarms/a_star_swarm_example.py b/examples/structs/swarms/a_star_swarm_example.py similarity index 100% rename from playground/structs/swarms/a_star_swarm_example.py rename to examples/structs/swarms/a_star_swarm_example.py diff --git a/playground/structs/swarms/agent_registry.py b/examples/structs/swarms/agent_registry.py similarity index 100% rename from playground/structs/swarms/agent_registry.py rename to examples/structs/swarms/agent_registry.py diff --git a/playground/structs/swarms/auto_swarm_example.py b/examples/structs/swarms/auto_swarm_example.py similarity index 100% rename from playground/structs/swarms/auto_swarm_example.py rename to examples/structs/swarms/auto_swarm_example.py diff --git a/playground/structs/swarms/automate_docs.py b/examples/structs/swarms/automate_docs.py similarity index 100% rename from playground/structs/swarms/automate_docs.py rename to examples/structs/swarms/automate_docs.py diff --git a/playground/structs/swarms/build_a_swarm.py b/examples/structs/swarms/build_a_swarm.py similarity index 100% rename from playground/structs/swarms/build_a_swarm.py rename to examples/structs/swarms/build_a_swarm.py diff --git a/playground/structs/swarms/dfs_example.py b/examples/structs/swarms/dfs_example.py similarity index 100% rename from playground/structs/swarms/dfs_example.py rename to examples/structs/swarms/dfs_example.py diff --git a/playground/structs/swarms/different_architectures/circular_swarm.py b/examples/structs/swarms/different_architectures/circular_swarm.py similarity index 100% rename from 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rename from playground/structs/swarms/example_logistics.py rename to examples/structs/swarms/example_logistics.py diff --git a/playground/structs/swarms/geo_economic_forecast_docs/heinz_docs/Geo Finance Frag and.pdf b/examples/structs/swarms/geo_economic_forecast_docs/heinz_docs/Geo Finance Frag and.pdf similarity index 100% rename from playground/structs/swarms/geo_economic_forecast_docs/heinz_docs/Geo Finance Frag and.pdf rename to examples/structs/swarms/geo_economic_forecast_docs/heinz_docs/Geo Finance Frag and.pdf diff --git a/playground/structs/swarms/geo_economic_forecast_docs/heinz_docs/Geo Frag costs.pdf b/examples/structs/swarms/geo_economic_forecast_docs/heinz_docs/Geo Frag costs.pdf similarity index 100% rename from playground/structs/swarms/geo_economic_forecast_docs/heinz_docs/Geo Frag costs.pdf rename to examples/structs/swarms/geo_economic_forecast_docs/heinz_docs/Geo Frag costs.pdf diff --git a/playground/structs/swarms/geo_economic_forecast_docs/heinz_docs/GeoEconomic 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rename from playground/structs/swarms/multi_agent_collaboration/agent_rearrange_human_in_loop.py rename to examples/structs/swarms/multi_agent_collaboration/agent_rearrange_human_in_loop.py diff --git a/playground/structs/swarms/multi_agent_collaboration/autoswarm.py b/examples/structs/swarms/multi_agent_collaboration/autoswarm.py similarity index 100% rename from playground/structs/swarms/multi_agent_collaboration/autoswarm.py rename to examples/structs/swarms/multi_agent_collaboration/autoswarm.py diff --git a/playground/structs/swarms/multi_agent_collaboration/build_your_own_swarm.py b/examples/structs/swarms/multi_agent_collaboration/build_your_own_swarm.py similarity index 100% rename from playground/structs/swarms/multi_agent_collaboration/build_your_own_swarm.py rename to examples/structs/swarms/multi_agent_collaboration/build_your_own_swarm.py diff --git a/playground/structs/swarms/multi_agent_collaboration/company_example.py b/examples/structs/swarms/multi_agent_collaboration/company_example.py similarity index 100% rename from playground/structs/swarms/multi_agent_collaboration/company_example.py rename to examples/structs/swarms/multi_agent_collaboration/company_example.py diff --git a/playground/structs/swarms/multi_agent_collaboration/concurrent_workflow_example.py b/examples/structs/swarms/multi_agent_collaboration/concurrent_workflow_example.py similarity index 100% rename from playground/structs/swarms/multi_agent_collaboration/concurrent_workflow_example.py rename to examples/structs/swarms/multi_agent_collaboration/concurrent_workflow_example.py diff --git a/playground/structs/swarms/multi_agent_collaboration/debate_example.py b/examples/structs/swarms/multi_agent_collaboration/debate_example.py similarity index 100% rename from playground/structs/swarms/multi_agent_collaboration/debate_example.py rename to examples/structs/swarms/multi_agent_collaboration/debate_example.py diff --git a/playground/structs/swarms/multi_agent_collaboration/graph_workflow_example.py b/examples/structs/swarms/multi_agent_collaboration/graph_workflow_example.py similarity index 100% rename from playground/structs/swarms/multi_agent_collaboration/graph_workflow_example.py rename to examples/structs/swarms/multi_agent_collaboration/graph_workflow_example.py diff --git a/playground/structs/swarms/multi_agent_collaboration/load_balancer_example.py b/examples/structs/swarms/multi_agent_collaboration/load_balancer_example.py similarity index 100% rename from playground/structs/swarms/multi_agent_collaboration/load_balancer_example.py rename to examples/structs/swarms/multi_agent_collaboration/load_balancer_example.py diff --git a/playground/structs/swarms/multi_agent_collaboration/majority_voting.py b/examples/structs/swarms/multi_agent_collaboration/majority_voting.py similarity index 100% rename from playground/structs/swarms/multi_agent_collaboration/majority_voting.py rename to 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a/playground/structs/swarms/multi_agent_collaboration/recursive_example.py b/examples/structs/swarms/multi_agent_collaboration/recursive_example.py similarity index 100% rename from playground/structs/swarms/multi_agent_collaboration/recursive_example.py rename to examples/structs/swarms/multi_agent_collaboration/recursive_example.py diff --git a/playground/structs/swarms/multi_agent_collaboration/round_robin_example.py b/examples/structs/swarms/multi_agent_collaboration/round_robin_example.py similarity index 100% rename from playground/structs/swarms/multi_agent_collaboration/round_robin_example.py rename to examples/structs/swarms/multi_agent_collaboration/round_robin_example.py diff --git a/playground/structs/swarms/multi_agent_collaboration/round_robin_swarm_example.py b/examples/structs/swarms/multi_agent_collaboration/round_robin_swarm_example.py similarity index 100% rename from playground/structs/swarms/multi_agent_collaboration/round_robin_swarm_example.py rename to examples/structs/swarms/multi_agent_collaboration/round_robin_swarm_example.py diff --git a/playground/structs/swarms/multi_agent_collaboration/sequential_workflow_example.py b/examples/structs/swarms/multi_agent_collaboration/sequential_workflow_example.py similarity index 100% rename from playground/structs/swarms/multi_agent_collaboration/sequential_workflow_example.py rename to examples/structs/swarms/multi_agent_collaboration/sequential_workflow_example.py diff --git a/playground/structs/swarms/multi_agent_collaboration/sequential_workflow_new.py b/examples/structs/swarms/multi_agent_collaboration/sequential_workflow_new.py similarity index 100% rename from playground/structs/swarms/multi_agent_collaboration/sequential_workflow_new.py rename to examples/structs/swarms/multi_agent_collaboration/sequential_workflow_new.py diff --git a/playground/structs/swarms/multi_agent_collaboration/sequential_workflow_with_agents.py b/examples/structs/swarms/multi_agent_collaboration/sequential_workflow_with_agents.py similarity index 100% rename from playground/structs/swarms/multi_agent_collaboration/sequential_workflow_with_agents.py rename to examples/structs/swarms/multi_agent_collaboration/sequential_workflow_with_agents.py diff --git a/playground/structs/swarms/multi_agent_collaboration/society_of_agents.py b/examples/structs/swarms/multi_agent_collaboration/society_of_agents.py similarity index 100% rename from playground/structs/swarms/multi_agent_collaboration/society_of_agents.py rename to examples/structs/swarms/multi_agent_collaboration/society_of_agents.py diff --git a/playground/structs/swarms/multi_agent_collaboration/swarm_network_api_on.py b/examples/structs/swarms/multi_agent_collaboration/swarm_network_api_on.py similarity index 100% rename from playground/structs/swarms/multi_agent_collaboration/swarm_network_api_on.py rename to examples/structs/swarms/multi_agent_collaboration/swarm_network_api_on.py diff --git a/playground/structs/swarms/multi_agent_collaboration/swarm_network_example.py b/examples/structs/swarms/multi_agent_collaboration/swarm_network_example.py similarity index 100% rename from playground/structs/swarms/multi_agent_collaboration/swarm_network_example.py rename to examples/structs/swarms/multi_agent_collaboration/swarm_network_example.py diff --git a/playground/structs/swarms/multi_agent_collaboration/swarm_of_ba_agents/agents.py b/examples/structs/swarms/multi_agent_collaboration/swarm_of_ba_agents/agents.py similarity index 100% rename from playground/structs/swarms/multi_agent_collaboration/swarm_of_ba_agents/agents.py rename to examples/structs/swarms/multi_agent_collaboration/swarm_of_ba_agents/agents.py diff --git a/playground/structs/swarms/relocation_swarm b/examples/structs/swarms/relocation_swarm similarity index 100% rename from playground/structs/swarms/relocation_swarm rename to examples/structs/swarms/relocation_swarm diff --git a/playground/structs/swarms/search_arena/requirements.txt b/examples/structs/swarms/search_arena/requirements.txt similarity index 100% rename from playground/structs/swarms/search_arena/requirements.txt rename to examples/structs/swarms/search_arena/requirements.txt diff --git a/playground/structs/swarms/search_arena/search_agents.py b/examples/structs/swarms/search_arena/search_agents.py similarity index 100% rename from playground/structs/swarms/search_arena/search_agents.py rename to examples/structs/swarms/search_arena/search_agents.py diff --git a/examples/structs/swarms/spreadsheet_swarm_examples/csvs/cookbook_qr_code.png b/examples/structs/swarms/spreadsheet_swarm_examples/csvs/cookbook_qr_code.png new file mode 100644 index 00000000..47c04fb9 Binary files /dev/null and b/examples/structs/swarms/spreadsheet_swarm_examples/csvs/cookbook_qr_code.png differ diff --git a/examples/structs/swarms/spreadsheet_swarm_examples/csvs/financial_spreed_sheet_swarm.csv b/examples/structs/swarms/spreadsheet_swarm_examples/csvs/financial_spreed_sheet_swarm.csv new file mode 100644 index 00000000..0669b312 --- /dev/null +++ b/examples/structs/swarms/spreadsheet_swarm_examples/csvs/financial_spreed_sheet_swarm.csv @@ -0,0 +1,546 @@ +Run ID,Agent Name,Task,Result,Timestamp +fc955922-f144-4faf-8d28-eddbb19ef9c9,Financial-Analysis-Agent-spreesheet-swarm:0,Analyze the states with the least taxes for C Corporations. provide an overview of all tax rates and add them with a comprehensive analysis,"To analyze the states with the least taxes for C Corporations, we will focus on the corporate income tax rates, as well as any additional taxes that may impact C Corporations, such as franchise taxes or gross receipts taxes. Below is an overview of the corporate tax rates for various states, highlighting those with the lowest rates, followed by a comprehensive analysis. + +### Overview of Corporate Tax Rates by State + +| State | Corporate Income Tax Rate | Additional Taxes/Notes | +|------------------|--------------------------|------------------------------------------| +| **Wyoming** | 0% | No corporate income tax; minimal fees. | +| **South Dakota** | 0% | No corporate income tax; low business taxes. | +| **Nevada** | 0% | No corporate income tax; business license fee applies. | +| **Florida** | 5.5% | Lower than average; no personal income tax. | +| **North Carolina** | 2.5% | Competitive rate; lower than national average. | +| **Ohio** | 0% (Commercial Activity Tax applies) | No corporate income tax; CAT is based on gross receipts. | +| **Texas** | 0% (Franchise Tax applies) | No corporate income tax; franchise tax based on revenue. | +| **Alaska** | 0% (varies by industry) | No state income tax; corporate tax rates vary. | +| **Tennessee** | 6.5% | Hall Tax on interest and dividends, but no corporate income tax. | +| **Utah** | 4.95% | Competitive rate; relatively low taxes overall. | +| **Idaho** | 6% | Moderate rate; incentives available for certain industries. | + +### Comprehensive Analysis + +1. **States with No Corporate Income Tax:** + - **Wyoming, South Dakota, and Nevada** stand out as states with no corporate income tax. This can significantly reduce the overall tax burden for C Corporations, making them attractive locations for businesses seeking to minimize tax liabilities. These states also generally have lower regulatory burdens and fees, further enhancing their appeal. + +2. **Low Corporate Tax Rates:** + - **Florida (5.5%)** and **North Carolina (2.5%)** offer low corporate tax rates compared to the national average, which is around 21%. These states also provide a favorable business environment, including a lack of personal income tax in Florida, which can be beneficial for business owners and shareholders. + +3. **Franchise and Gross Receipts Taxes:** + - **Texas and Ohio** do not impose a corporate income tax but have alternative taxes such as the franchise tax (Texas) and the Commercial Activity Tax (Ohio). While these taxes can be based on revenue rather than profit, they may still represent a lower overall tax burden compared to traditional corporate income taxes in other states. + +4. **Incentives and Economic Environment:** + - States like **Idaho and Utah** offer competitive corporate tax rates and provide various incentives for businesses, particularly in technology and manufacturing sectors. This can further enhance the attractiveness of these states for C Corporations looking to expand or relocate. + +5. **Considerations Beyond Tax Rates:** + - While tax rates are a crucial factor, businesses should also consider other aspects such as the overall business climate, availability of skilled labor, infrastructure, and quality of life when choosing a state for incorporation. States with lower taxes may also have fewer resources or support systems for businesses. + +### Conclusion + +For C Corporations looking to minimize their tax liabilities, states such as Wyoming, South Dakota, and Nevada offer the most favorable environments with no corporate income tax. Other states like Florida and North Carolina provide low tax rates and a supportive business climate. However, businesses should consider a comprehensive range of factors, including additional taxes, incentives, and the overall economic environment, when making their decisions. This strategic approach can lead to significant long-term savings and operational advantages.",2024-08-22T20:06:36.729747 +fc955922-f144-4faf-8d28-eddbb19ef9c9,Financial-Analysis-Agent-spreesheet-swarm:1,Analyze the states with the least taxes for C Corporations. provide an overview of all tax rates and add them with a comprehensive analysis,"To analyze the states with the least taxes for C Corporations, we will focus on several key aspects, including state corporate income tax rates, franchise taxes, and other relevant business taxes. This analysis can help C Corporations determine the most tax-friendly environments for conducting their business. Below is a comprehensive overview of corporate tax rates in various states. + +### Overview of Corporate Tax Rates + +1. **States with No Corporate Income Tax:** + - **Nevada** + - **South Dakota** + - **Wyoming** + + These states do not levy a corporate income tax, making them very attractive for C Corporations looking to minimize their tax burden. However, corporations should be aware that they may still be subject to other forms of taxation, such as sales tax or franchise tax. + +2. **States with Low Corporate Income Tax Rates:** + - **North Carolina:** 2.5% + - **Florida:** 5.5% + - **Missouri:** 4.0% + - **Texas:** 1.0% franchise tax (with a revenue threshold) + - **Idaho:** 6.5% + +3. **States with Competitive Corporate Income Tax Rates (Moderate Rates):** + - **Georgia:** 5.75% + - **Kentucky:** 5.0% + - **Oklahoma:** 6.0% + - **Indiana:** 4.9% + +4. **Franchise Taxes:** + - **Texas:** 1.0% on revenue over $1.23 million (varies depending on revenue thresholds) + - **Delaware:** No corporate tax for corporations that do not conduct business in the state, but there is a franchise tax based on the number of shares authorized or the assumed par value. + - **California:** Franchise tax minimum of $800, regardless of income. + +### Comprehensive Analysis of Tax Rates + +- **Tax-Friendly States (No Corporate Income Tax):** + States like Nevada, South Dakota, and Wyoming stand out as the most tax-friendly for C Corporations due to their lack of corporate income tax. This can lead to significant savings, especially for large corporations with substantial profits. However, businesses must consider factors like infrastructure, workforce availability, and regional market access when choosing a location. + +- **Low Corporate Taxes:** + States like North Carolina (2.5%) and Florida (5.5%) are seen as attractive alternatives to the no-tax states. Their relatively low rates can help businesses save money compared to higher-tax states without sacrificing regional benefits. States with competitive tax structures often offer incentives and credits, further reducing effective tax rates. + +- **Franchise Taxes Considerations:** + Texas presents a unique case where a franchise tax replaces a corporate income tax. While its rates can be low, the applicability based on revenue means that larger corporations may incur hefty tax liabilities. Conversely, Delaware is well-known for its business-friendly environment, although its franchise taxes can become complex depending on a corporation's structure and authorized shares. + +- **Overall Economic Environment:** + It’s important to weigh tax rates alongside the overall economic climate and business environment of a state. Factors such as workforce education, transportation infrastructure, access to markets, and quality of life can heavily influence corporate decision-making beyond tax considerations. + +### Conclusion + +To summarize, C Corporations seeking tax-effective locations can benefit from the states with no corporate income tax, such as Nevada, South Dakota, and Wyoming. However, states with low tax rates, such as North Carolina and Florida, can also provide substantial savings. Businesses must carefully analyze not just the tax rates, but also the franchise taxes, business regulations, and overall economic conditions of potential states. By doing so, C Corporations can optimize their operations for both financial benefits and business success.",2024-08-22T20:06:36.729747 +fc955922-f144-4faf-8d28-eddbb19ef9c9,Financial-Analysis-Agent-spreesheet-swarm:2,Analyze the states with the least taxes for C Corporations. provide an overview of all tax rates and add them with a comprehensive analysis,"### Overview of States with the Least Taxes for C Corporations + +When considering the tax burden for C Corporations, several states stand out due to their favorable corporate tax rates and overall business-friendly environments. Below, we provide an overview of the states with the least taxes for C Corporations, including their corporate income tax rates, additional taxes, and key observations. + +#### States with Low Corporate Income Tax Rates + +1. **Wyoming** + - **Corporate Income Tax Rate:** 0% + - **Franchise Tax:** None + - **Key Observations:** Wyoming has no corporate income tax, making it one of the most attractive states for C Corporations. The absence of franchise taxes further enhances its appeal for businesses. + +2. **South Dakota** + - **Corporate Income Tax Rate:** 0% + - **Franchise Tax:** None + - **Key Observations:** Similar to Wyoming, South Dakota does not impose a corporate income tax or franchise tax, providing a favorable tax environment for C Corporations. + +3. **Nevada** + - **Corporate Income Tax Rate:** 0% + - **Franchise Tax:** None + - **Key Observations:** Nevada also has no corporate income tax, and while it does have a commerce tax on businesses with gross revenues exceeding $4 million, it remains competitive for C Corporations. + +4. **Ohio** + - **Corporate Income Tax Rate:** 0% on the first $1 million of gross receipts; 0.26% on gross receipts above that. + - **Franchise Tax:** None (replaced by the Commercial Activity Tax) + - **Key Observations:** Ohio’s tax structure is favorable for smaller businesses, as the first $1 million of gross receipts is not taxed. This can significantly reduce the tax burden for many C Corporations. + +5. **Florida** + - **Corporate Income Tax Rate:** 5.5% + - **Franchise Tax:** None + - **Key Observations:** Florida has a relatively low corporate income tax rate compared to the national average. It is also known for its business-friendly climate and lack of a personal income tax. + +6. **North Carolina** + - **Corporate Income Tax Rate:** 2.5% + - **Franchise Tax:** None + - **Key Observations:** North Carolina has one of the lowest corporate tax rates in the U.S. and has made significant efforts to improve its business environment. + +7. **Texas** + - **Corporate Income Tax Rate:** 0% on income; 1% franchise tax on gross receipts above $1.18 million. + - **Key Observations:** Texas does not impose a corporate income tax but levies a franchise tax on larger businesses. This makes it attractive for many C Corporations, especially smaller ones. + +8. **Alaska** + - **Corporate Income Tax Rate:** 0% on the first $25,000; 1% to 9.4% on income above that. + - **Franchise Tax:** None + - **Key Observations:** Alaska has a tiered corporate tax rate, which can be beneficial for smaller businesses. The lack of a franchise tax adds to its attractiveness. + +#### Comparative Analysis of Tax Rates + +| State | Corporate Income Tax Rate | Franchise Tax | Key Features | +|----------------|---------------------------|---------------|------------------------------------| +| Wyoming | 0% | None | No corporate income tax | +| South Dakota | 0% | None | No corporate income tax | +| Nevada | 0% | None | No corporate income tax | +| Ohio | 0% (up to $1 million) | None | Favorable for small businesses | +| Florida | 5.5% | None | Low rate, no personal income tax | +| North Carolina | 2.5% | None | Low corporate tax rate | +| Texas | 0% (income) / 1% (franchise) | 1% (on gross receipts) | No corporate income tax | +| Alaska | 0% (up to $25,000) | None | Tiered rates for larger businesses | + +#### Key Observations + +- **Tax Incentives:** States like Wyoming, South Dakota, and Nevada offer the most favorable tax environments with no corporate income tax, making them ideal for C Corporations looking to minimize their tax burden. +- **Business-Friendly Policies:** States with low corporate taxes often have additional business-friendly policies, such as lack of personal income tax (e.g., Florida, Texas), which can further enhance their attractiveness to corporations. +- **Considerations Beyond Taxes:** While tax rates are crucial, C Corporations should also consider other factors such as regulatory environment, access to markets, workforce availability, and overall business climate when selecting a state for incorporation. +- **Growth Potential:** States like Ohio and North Carolina, while having low corporate tax rates, also provide significant growth potential and support for businesses, making them appealing options for C Corporations looking to expand. + +In conclusion, C Corporations seeking to minimize their tax liabilities should consider incorporating in states with no corporate income tax or low rates, alongside evaluating the overall business environment to ensure long-term success.",2024-08-22T20:06:36.729747 +fc955922-f144-4faf-8d28-eddbb19ef9c9,Financial-Analysis-Agent-spreesheet-swarm:3,Analyze the states with the least taxes for C Corporations. provide an overview of all tax rates and add them with a comprehensive analysis,"### Overview of States with the Least Taxes for C Corporations + +When considering the tax environment for C Corporations in the United States, several states stand out due to their favorable tax rates. Below is a comprehensive overview of the corporate tax rates in various states, particularly focusing on those with the least tax burden. + +#### States with the Lowest Corporate Tax Rates + +1. **Wyoming** + - **Corporate Income Tax Rate:** 0% + - **Overview:** Wyoming does not levy a corporate income tax, making it one of the most attractive states for C Corporations. The lack of a corporate tax encourages business formation and expansion. + +2. **South Dakota** + - **Corporate Income Tax Rate:** 0% + - **Overview:** Similar to Wyoming, South Dakota has no corporate income tax. This policy supports a business-friendly environment, attracting companies looking to minimize tax liabilities. + +3. **Nevada** + - **Corporate Income Tax Rate:** 0% + - **Overview:** Nevada does not impose a corporate income tax, which, along with no personal income tax, makes it an appealing state for businesses. However, there are other business-related taxes, such as the Commerce Tax, which applies to businesses with gross revenues exceeding $4 million. + +4. **Ohio** + - **Corporate Income Tax Rate:** 0.26% (on gross receipts) + - **Overview:** Ohio has a unique tax structure where the corporate income tax is based on gross receipts instead of net income, with a minimum tax of $150. This low rate can be beneficial for companies with lower profit margins. + +5. **Texas** + - **Corporate Income Tax Rate:** 1% (franchise tax on gross receipts) + - **Overview:** Texas imposes a franchise tax based on gross receipts, with a threshold of $1.23 million. This relatively low rate, along with no personal income tax, makes Texas an attractive state for C Corporations. + +6. **Florida** + - **Corporate Income Tax Rate:** 5.5% + - **Overview:** Florida has a moderate corporate income tax rate. While it is higher than the states listed above, the overall tax burden remains competitive, especially considering the absence of a personal income tax. + +7. **North Carolina** + - **Corporate Income Tax Rate:** 2.5% + - **Overview:** North Carolina has one of the lowest corporate tax rates in the Southeast. The state has been gradually reducing its corporate tax rate, making it attractive for businesses. + +8. **Utah** + - **Corporate Income Tax Rate:** 4.95% + - **Overview:** Utah offers a competitive corporate tax rate, which is beneficial for businesses looking for a favorable tax climate. + +#### Comprehensive Analysis + +- **Tax Structure:** States with no corporate income tax (Wyoming, South Dakota, and Nevada) provide the most significant tax advantages for C Corporations. These states often rely on alternative revenue sources, such as sales taxes or property taxes, to fund government services. + +- **Gross Receipts vs. Net Income Taxation:** States like Ohio and Texas utilize a gross receipts tax structure, which can be advantageous for businesses with lower profit margins but can also create a burden for those with higher revenues and lower profits. This structure can lead to a situation where businesses pay taxes based on revenue rather than profitability. + +- **Overall Business Environment:** While tax rates are a critical factor in choosing a state for incorporation, other elements such as regulatory environment, workforce availability, and infrastructure should also be considered. States like Texas and Florida, with their larger economies and diverse workforces, may offer additional benefits despite slightly higher tax rates. + +- **Long-Term Considerations:** While low tax rates can provide immediate financial relief, businesses should consider the long-term sustainability of their operations in these states. Factors such as potential changes in tax legislation, economic stability, and access to markets are crucial for long-term success. + +### Conclusion + +In summary, states like Wyoming, South Dakota, and Nevada offer the most favorable tax environments for C Corporations due to their absence of corporate income taxes. However, businesses must evaluate the full spectrum of tax implications, including gross receipts taxes in certain states, alongside other operational factors to make informed decisions about where to incorporate.",2024-08-22T20:06:36.729747 +fc955922-f144-4faf-8d28-eddbb19ef9c9,Financial-Analysis-Agent-spreesheet-swarm:4,Analyze the states with the least taxes for C Corporations. provide an overview of all tax rates and add them with a comprehensive analysis,"### Overview of States with the Least Taxes for C Corporations + +When considering the tax environment for C Corporations in the United States, several states stand out due to their lower corporate income tax rates, lack of certain taxes, or favorable tax structures. This analysis will provide an overview of these states, their corporate tax rates, and insights into their overall tax environments. + +#### Key States with Low Corporate Tax Rates + +1. **North Carolina** + - **Corporate Income Tax Rate:** 2.5% + - **Overview:** North Carolina has one of the lowest corporate tax rates in the country. The state has a favorable business climate and has been actively working to reduce taxes to attract more businesses. + +2. **South Dakota** + - **Corporate Income Tax Rate:** 0% + - **Overview:** South Dakota is one of the few states that do not impose a corporate income tax. This makes it an attractive option for corporations seeking to minimize tax liabilities. + +3. **Wyoming** + - **Corporate Income Tax Rate:** 0% + - **Overview:** Similar to South Dakota, Wyoming does not levy a corporate income tax. The state relies on other forms of revenue, making it a popular choice for businesses. + +4. **Nevada** + - **Corporate Income Tax Rate:** 0% + - **Overview:** Nevada does not have a corporate income tax, which can provide significant savings for C Corporations. The state does have a minimal commerce tax based on gross revenue for larger businesses. + +5. **Ohio** + - **Corporate Income Tax Rate:** 0% (Commercial Activity Tax of 0.26% on gross receipts over $1 million) + - **Overview:** Ohio does not have a traditional corporate income tax. Instead, it levies a Commercial Activity Tax, which is based on gross receipts, offering a unique alternative for C Corporations. + +6. **Florida** + - **Corporate Income Tax Rate:** 5.5% + - **Overview:** Florida has a relatively low corporate tax rate, and there are no personal income taxes, which can benefit business owners and shareholders. + +7. **Texas** + - **Corporate Income Tax Rate:** 0% (Franchise Tax based on revenue) + - **Overview:** Texas does not have a corporate income tax but imposes a franchise tax based on a corporation's revenue. This can be advantageous for companies with high expenses relative to their revenues. + +8. **Tennessee** + - **Corporate Income Tax Rate:** 6.5% (Hall Income Tax on interest and dividends has been phased out) + - **Overview:** Tennessee has a lower corporate tax rate and has eliminated the Hall Income Tax, making it friendlier for corporations. + +#### Summary of Corporate Tax Rates + +| State | Corporate Income Tax Rate | Notes | +|-----------------|---------------------------|---------------------------------------------| +| North Carolina | 2.5% | Low corporate tax rate, business-friendly. | +| South Dakota | 0% | No corporate income tax. | +| Wyoming | 0% | No corporate income tax. | +| Nevada | 0% | No corporate income tax; minimal commerce tax. | +| Ohio | 0% (0.26% on gross receipts)| No traditional corporate tax, only a commercial activity tax. | +| Florida | 5.5% | No personal income tax. | +| Texas | 0% (Franchise Tax) | Franchise tax based on revenue. | +| Tennessee | 6.5% | Hall Income Tax phased out. | + +#### Comprehensive Analysis + +- **Tax Environment:** States like South Dakota, Wyoming, and Nevada offer completely tax-free environments for C Corporations, making them very attractive for businesses looking to minimize tax burdens. These states also generally have lower regulatory burdens, which can further enhance their appeal. + +- **Considerations Beyond Tax Rates:** While low corporate tax rates are attractive, businesses should also consider other factors such as the cost of living, workforce availability, infrastructure, and overall business climate. For instance, Florida and Texas, while having a corporate tax rate, are economically vibrant states with large markets and diverse economies. + +- **Impact of Other Taxes:** States like Ohio and Texas do not impose a traditional corporate tax but have alternative tax structures (like franchise taxes or gross receipts taxes) that can affect the overall tax burden on businesses. Companies should evaluate their revenue structure to understand the implications fully. + +- **Long-term Trends:** Many states are actively working to create more favorable tax environments to attract businesses, leading to ongoing changes in tax legislation. Corporations should stay informed about potential tax reforms that could impact their tax obligations. + +### Conclusion + +Choosing a state for a C Corporation involves evaluating not only the corporate tax rate but also the broader economic environment and potential growth opportunities. States with low or no corporate taxes can lead to significant savings, but businesses must also consider other operational factors that contribute to long-term success.",2024-08-22T20:06:36.729747 +fc955922-f144-4faf-8d28-eddbb19ef9c9,Financial-Analysis-Agent-spreesheet-swarm:5,Analyze the states with the least taxes for C Corporations. provide an overview of all tax rates and add them with a comprehensive analysis,"To analyze the states with the least taxes for C Corporations, we will focus on several key tax categories that typically affect corporate taxation, including: + +1. **Corporate Income Tax Rates** +2. **Franchise Taxes** +3. **Sales and Use Taxes** +4. **Property Taxes** + +### Overview of Corporate Tax Rates by State + +Here is a summary of corporate income tax rates and other relevant taxes for various states known for having lower tax burdens on C Corporations: + +| State | Corporate Income Tax Rate | Franchise Tax | Sales Tax | Property Tax Rate | Notes | +|----------------|---------------------------|---------------|-----------|-------------------|------------------------------------------| +| **Wyoming** | 0% | None | 4% | 0.61% | No corporate income tax; minimal taxes overall. | +| **South Dakota** | 0% | None | 4.5% | 1.22% | No corporate income tax; low overall tax burden. | +| **Nevada** | 0% | None | 6.85% | 0.77% | No corporate income tax; business-friendly environment. | +| **Montana** | 6.75% | None | 0% | 1.35% | Lower rates compared to many states; no sales tax. | +| **New Hampshire** | 7.7% | 0.1% on gross receipts | 0% | 2.12% | No sales tax, but higher property tax. | +| **Florida** | 5.5% | None | 6% | 0.83% | Competitive tax rates; no personal income tax. | +| **Texas** | 0% (Franchise Tax applies) | 0.375% on gross receipts | 6.25% | 1.69% | No corporate income tax; franchise tax based on revenue. | +| **Ohio** | 0% (Commercial Activity Tax) | 0.26% on gross receipts | 5.75% | 1.56% | No corporate income tax; tax based on gross receipts. | + +### Comprehensive Analysis + +1. **Corporate Income Tax Rate:** + - Several states, such as Wyoming, South Dakota, and Nevada, have no corporate income tax, making them highly attractive for C Corporations. This can significantly reduce the overall tax burden for businesses operating in these states. + +2. **Franchise Taxes:** + - States like Texas and Ohio do not impose a traditional corporate income tax but instead have a franchise tax or a commercial activity tax based on gross receipts. This can be beneficial for companies with lower profit margins, as the taxes are tied to revenue rather than net income. + +3. **Sales and Use Taxes:** + - States with lower sales tax rates, such as Montana (which has no sales tax) and Wyoming, can help reduce the cost of goods sold for businesses that deal heavily in retail or consumer sales. + +4. **Property Taxes:** + - Property taxes vary widely across states, with some states like New Hampshire having higher rates. However, states like Florida and Texas offer a balance of low corporate taxes and reasonable property tax rates, making them favorable for business operations. + +5. **Business Environment:** + - States with no corporate income tax often promote a business-friendly environment, attracting companies looking to minimize tax liabilities. This can lead to increased investment and expansion opportunities. + +### Conclusion + +When considering the least taxing states for C Corporations, Wyoming, South Dakota, and Nevada emerge as the top contenders due to their zero corporate income tax rates and overall favorable tax environments. However, states like Florida and Texas also provide competitive advantages through their low or no corporate income tax, along with reasonable franchise taxes. Businesses should also consider factors such as the overall business environment, availability of resources, and market access when choosing a state for incorporation. + +It's essential for corporations to conduct a comprehensive analysis of their specific circumstances, including projected revenues and expenses, to determine the most advantageous state for their operations.",2024-08-22T20:06:36.729747 +fc955922-f144-4faf-8d28-eddbb19ef9c9,Financial-Analysis-Agent-spreesheet-swarm:6,Analyze the states with the least taxes for C Corporations. provide an overview of all tax rates and add them with a comprehensive analysis,"### Overview of States with the Least Taxes for C Corporations + +When considering the tax environment for C Corporations in the United States, several states stand out for their favorable tax rates. Below is a summary of the corporate tax rates across various states, focusing on those with the least tax burden for C Corporations. + +#### Corporate Tax Rates by State + +1. **Wyoming** + - **Corporate Income Tax Rate:** 0% + - **Overview:** Wyoming does not impose a corporate income tax, making it one of the most attractive states for C Corporations. The absence of this tax can significantly enhance profitability and cash flow for businesses. + +2. **South Dakota** + - **Corporate Income Tax Rate:** 0% + - **Overview:** Similar to Wyoming, South Dakota has no corporate income tax. This policy encourages business growth and investment, making it a favorable location for C Corporations. + +3. **Nevada** + - **Corporate Income Tax Rate:** 0% + - **Overview:** Nevada does not levy a corporate income tax, which can be beneficial for companies looking to maximize their earnings. However, businesses may still be subject to other taxes, such as the gross receipts tax. + +4. **Ohio** + - **Corporate Income Tax Rate:** 0% (Commercial Activity Tax of 0.26% on gross receipts over $1 million) + - **Overview:** Ohio has eliminated its corporate income tax but imposes a Commercial Activity Tax (CAT) on gross receipts. While this tax applies only to businesses with significant revenue, it can still be a consideration for larger C Corporations. + +5. **Florida** + - **Corporate Income Tax Rate:** 5.5% + - **Overview:** Florida has a relatively low corporate income tax rate compared to the national average. The state also offers various incentives for businesses, making it an attractive option for C Corporations. + +6. **North Carolina** + - **Corporate Income Tax Rate:** 2.5% + - **Overview:** North Carolina has one of the lowest corporate tax rates in the country. The state has been reducing its corporate tax rate over the years, making it increasingly favorable for C Corporations. + +7. **Texas** + - **Corporate Income Tax Rate:** 0% (Franchise Tax based on revenue) + - **Overview:** Texas does not have a corporate income tax but imposes a franchise tax on businesses with revenue exceeding a certain threshold. This can be advantageous for smaller C Corporations. + +8. **Montana** + - **Corporate Income Tax Rate:** 6.75% + - **Overview:** While Montana has a higher corporate tax rate than the states listed above, it still remains competitive compared to many other states. The state offers various tax credits and incentives that can benefit C Corporations. + +#### Comprehensive Analysis + +- **Tax Environment:** States like Wyoming, South Dakota, and Nevada offer a zero corporate income tax, which can significantly enhance the profitability of C Corporations. This absence of tax allows companies to reinvest earnings back into the business or distribute them to shareholders without the burden of state taxation. + +- **Incentives and Credits:** Many states provide additional incentives, such as tax credits for job creation, research and development, and capital investment. States like Florida and North Carolina have been proactive in creating a business-friendly environment through various incentives. + +- **Considerations Beyond Tax Rates:** While low tax rates are attractive, businesses should also consider other factors such as the overall business climate, regulatory environment, workforce availability, and infrastructure. States with low taxes but poor business conditions may not be as favorable in the long run. + +- **Long-Term Strategy:** For C Corporations, choosing a state with a favorable tax environment can be part of a broader strategy to optimize financial performance. However, companies should also evaluate the potential for growth, market access, and operational costs in their chosen location. + +### Conclusion + +In summary, states like Wyoming, South Dakota, and Nevada offer the most favorable tax environments for C Corporations with their zero corporate income tax rates. Other states, such as Florida and North Carolina, provide competitive rates and additional incentives that can further enhance the attractiveness of doing business there. When making decisions about where to incorporate or operate, C Corporations should weigh tax considerations alongside other critical business factors to ensure long-term success.",2024-08-22T20:06:36.729747 +fc955922-f144-4faf-8d28-eddbb19ef9c9,Financial-Analysis-Agent-spreesheet-swarm:7,Analyze the states with the least taxes for C Corporations. provide an overview of all tax rates and add them with a comprehensive analysis,"### Overview of States with the Least Taxes for C Corporations + +When evaluating the tax environment for C Corporations, several factors come into play, including corporate income tax rates, franchise taxes, and other related taxes. Below is an analysis of states known for their favorable tax climates for C Corporations, focusing on their corporate tax rates and overall tax burden. + +#### States with Low Corporate Tax Rates + +1. **Wyoming** + - **Corporate Income Tax Rate:** 0% + - **Franchise Tax:** None + - **Key Observations:** Wyoming has no corporate income tax, making it one of the most attractive states for C Corporations. The absence of franchise taxes further enhances its appeal for businesses looking to minimize tax liabilities. + +2. **Nevada** + - **Corporate Income Tax Rate:** 0% + - **Franchise Tax:** None (but there is a Commerce Tax on businesses with gross revenues over $4 million) + - **Key Observations:** Nevada also boasts no corporate income tax. However, the Commerce Tax may apply to larger businesses, which could affect overall tax burdens for substantial corporations. + +3. **South Dakota** + - **Corporate Income Tax Rate:** 0% + - **Franchise Tax:** None + - **Key Observations:** Similar to Wyoming and Nevada, South Dakota imposes no corporate income tax and has no franchise tax, making it highly favorable for C Corporations. + +4. **Florida** + - **Corporate Income Tax Rate:** 5.5% + - **Franchise Tax:** None + - **Key Observations:** Florida has a relatively low corporate income tax rate compared to many other states, and it does not impose a franchise tax, making it an attractive option for businesses. + +5. **Texas** + - **Corporate Income Tax Rate:** 0% (no traditional corporate income tax, but a gross receipts tax known as the Texas Franchise Tax applies) + - **Franchise Tax:** Varies (0.375% for retail and wholesale businesses, 0.75% for other businesses) + - **Key Observations:** Texas does not have a corporate income tax, but the franchise tax can affect businesses depending on their revenue. It remains one of the largest states for business operations. + +6. **Ohio** + - **Corporate Income Tax Rate:** 0% (no corporate income tax; however, there is a Commercial Activity Tax (CAT) of 0.26% on gross receipts over $1 million) + - **Franchise Tax:** None + - **Key Observations:** Ohio has eliminated the traditional corporate income tax, replacing it with the CAT, which is relatively low for most businesses, especially smaller ones. + +7. **Washington** + - **Corporate Income Tax Rate:** 0% (no corporate income tax; however, there is a Business & Occupation Tax on gross receipts) + - **Franchise Tax:** None + - **Key Observations:** Washington state does not impose a corporate income tax but charges a B&O tax, which may be higher depending on the business sector. + +### Comprehensive Analysis of Tax Rates + +| State | Corporate Income Tax Rate | Franchise Tax | Other Taxes/Comments | +|--------------|---------------------------|---------------|----------------------------------------------------------| +| Wyoming | 0% | None | Most favorable for C Corporations. | +| Nevada | 0% | None | Commerce Tax applies to gross revenues over $4 million. | +| South Dakota | 0% | None | Attractive for business formation and operations. | +| Florida | 5.5% | None | Competitive rates, no franchise tax. | +| Texas | 0% | 0.375% - 0.75%| No corporate income tax; gross receipts tax applies. | +| Ohio | 0% | None | Commercial Activity Tax of 0.26% on gross receipts. | +| Washington | 0% | None | Business & Occupation Tax based on gross receipts. | + +### Key Observations + +- **Zero Corporate Tax States:** States like Wyoming, Nevada, and South Dakota offer the most favorable tax environments with no corporate income taxes. +- **Low Tax Burdens:** States such as Florida, Texas, and Ohio provide competitive tax rates with additional considerations (e.g., gross receipts taxes) that may still keep overall tax burdens lower than in higher-tax states. +- **Growth and Investment:** The absence of corporate taxes in these states can be a significant incentive for businesses considering expansion or relocation. This can lead to increased investment and job creation within these states. + +### Conclusion + +For C Corporations looking to minimize tax liabilities, states like Wyoming, Nevada, and South Dakota present the most advantageous environments due to their lack of corporate income taxes and franchise taxes. Businesses in these states can enjoy significant savings, which can be reinvested into growth and operational improvements. States like Florida and Texas also offer low tax rates, making them attractive alternatives depending on other business considerations.",2024-08-22T20:06:36.729747 +fc955922-f144-4faf-8d28-eddbb19ef9c9,Financial-Analysis-Agent-spreesheet-swarm:8,Analyze the states with the least taxes for C Corporations. provide an overview of all tax rates and add them with a comprehensive analysis,"### Overview of States with the Least Taxes for C Corporations + +When evaluating the tax landscape for C Corporations in the United States, various factors come into play, including corporate income tax rates, franchise taxes, and other business-related taxes. Here, we will provide an overview of states that are generally recognized for their favorable tax environments for C Corporations, focusing primarily on corporate income tax rates. + +### States with the Least Corporate Taxes + +1. **Wyoming** + - **Corporate Income Tax Rate:** 0% + - **Franchise Tax:** None + - **Overview:** Wyoming has no corporate income tax, making it one of the most attractive states for business incorporation. Additionally, there are no franchise taxes or personal income taxes. + +2. **Nevada** + - **Corporate Income Tax Rate:** 0% + - **Franchise Tax:** None + - **Overview:** Similar to Wyoming, Nevada does not impose a corporate income tax or franchise tax on businesses. However, companies may be subject to general business licenses and a Commerce Tax based on gross revenue if it exceeds $4 million. + +3. **South Dakota** + - **Corporate Income Tax Rate:** 0% + - **Franchise Tax:** None + - **Overview:** South Dakota also does not levy a corporate income tax. This, combined with a lack of personal income tax, creates a favorable environment for C Corporations. + +4. **Texas** + - **Corporate Income Tax Rate:** 1% on gross receipts (Franchise Tax) + - **Overview:** Texas does not have a traditional corporate income tax but imposes a franchise tax on businesses with gross receipts exceeding $1.18 million. The rate is generally 0.75% for most entities. + +5. **Florida** + - **Corporate Income Tax Rate:** 5.5% + - **Overview:** Florida has a relatively low corporate income tax rate compared to the national average. While it also lacks a personal income tax, businesses are subject to other fees and taxes. + +6. **Ohio** + - **Corporate Income Tax Rate:** 0.26% on gross receipts over $1 million (Commercial Activity Tax) + - **Overview:** Ohio does not have a traditional corporate income tax but instead has a Commercial Activity Tax (CAT), which applies to gross receipts. + +### Summary of State Corporate Tax Rates + +| State | Corporate Income Tax Rate | Franchise Tax Rate | Additional Fees/Notes | +|--------------|-----------------------------|--------------------------|-----------------------------------------------------| +| Wyoming | 0% | None | No personal income tax | +| Nevada | 0% | None | Possible Commerce Tax on gross revenue > $4 million | +| South Dakota | 0% | None | No personal income tax | +| Texas | 1% (Franchise Tax) | Based on gross receipts | Imposed on gross receipts exceeding $1.18 million | +| Florida | 5.5% | None | Relatively low rate; no personal income tax | +| Ohio | 0.26% (Commercial Activity Tax) | None | Based on gross receipts over $1 million | + +### Analysis of Corporate Tax Environments + +The states mentioned above provide a favorable tax climate for C Corporations due to their low or non-existent corporate income tax rates. Here are some key takeaways: + +- **Tax Savings:** Corporations can significantly reduce their tax liabilities by incorporating in states like Wyoming, Nevada, or South Dakota, where there are no corporate taxes. This is especially beneficial for businesses with higher profits. + +- **Business Climate:** States with low tax rates often cultivate a business-friendly environment, attracting new businesses and encouraging growth. This can lead to an overall more competitive economic landscape. + +- **Additional Considerations:** While tax rates are a critical factor in deciding where to incorporate, businesses should also consider other aspects such as access to markets, workforce availability, infrastructure, and regulatory environment. + +- **Potential Trade-offs:** States with lower taxes might compensate by imposing higher fees for business registration, licenses, or other operational costs. It is advisable for companies to evaluate the total cost of doing business in any given state. + +### Conclusion + +Choosing the right state for C Corporation incorporation is vital for maximizing tax efficiency and long-term success. States like Wyoming, Nevada, and South Dakota stand out due to their lack of corporate income taxes, making them ideal candidates for businesses looking to minimize their tax burden. However, it’s essential to take a holistic view, considering both tax implications and broader business environment factors.",2024-08-22T20:06:36.729747 +fc955922-f144-4faf-8d28-eddbb19ef9c9,Financial-Analysis-Agent-spreesheet-swarm:9,Analyze the states with the least taxes for C Corporations. provide an overview of all tax rates and add them with a comprehensive analysis,"### Overview of States with the Least Taxes for C Corporations + +When considering the tax environment for C Corporations in the United States, several states stand out due to their favorable tax rates and business-friendly policies. Below is a comprehensive analysis of the states with the least taxes for C Corporations, including an overview of corporate tax rates and other relevant tax considerations. + +#### Key States with Low Corporate Tax Rates + +1. **Wyoming** + - **Corporate Income Tax Rate:** 0% + - **Franchise Tax:** None + - **Key Observations:** Wyoming is often regarded as one of the most business-friendly states due to its lack of corporate income tax and franchise tax. This makes it an attractive option for C Corporations looking to minimize their tax burden. + +2. **South Dakota** + - **Corporate Income Tax Rate:** 0% + - **Franchise Tax:** None + - **Key Observations:** Similar to Wyoming, South Dakota does not impose a corporate income tax or franchise tax, making it a favorable state for C Corporations. The absence of these taxes can significantly enhance profitability. + +3. **Nevada** + - **Corporate Income Tax Rate:** 0% + - **Franchise Tax:** None + - **Key Observations:** Nevada is known for its lack of corporate income tax and franchise tax. However, it does have a gross receipts tax, which can affect certain businesses. Overall, it remains a popular choice for corporations seeking tax advantages. + +4. **Ohio** + - **Corporate Income Tax Rate:** 0% on the first $1 million of gross receipts; 0.26% on gross receipts over $1 million. + - **Franchise Tax:** None + - **Key Observations:** Ohio's tax structure is favorable for smaller businesses, as the first $1 million in gross receipts is exempt from corporate income tax. This can be particularly beneficial for startups and small to mid-sized corporations. + +5. **Texas** + - **Corporate Income Tax Rate:** 0% on the first $1.23 million in revenue; 1% on revenue over that threshold (franchise tax). + - **Franchise Tax:** Yes, based on revenue. + - **Key Observations:** Texas has a relatively low corporate tax burden, especially for smaller businesses. The franchise tax is based on revenue rather than profit, which can be advantageous for companies with high revenues but lower profit margins. + +6. **Florida** + - **Corporate Income Tax Rate:** 5.5% + - **Franchise Tax:** None + - **Key Observations:** Florida has a low corporate income tax rate compared to the national average. The absence of a franchise tax further enhances its attractiveness for C Corporations. + +7. **North Carolina** + - **Corporate Income Tax Rate:** 2.5% + - **Franchise Tax:** Yes, based on the corporation's capital stock. + - **Key Observations:** North Carolina has one of the lowest corporate tax rates in the country, making it an appealing option for C Corporations. However, the franchise tax can add to the overall tax burden depending on the corporation's capital structure. + +#### Summary of Corporate Tax Rates + +| State | Corporate Income Tax Rate | Franchise Tax | +|----------------|---------------------------|---------------| +| Wyoming | 0% | None | +| South Dakota | 0% | None | +| Nevada | 0% | None | +| Ohio | 0% (first $1M); 0.26% (over $1M) | None | +| Texas | 0% (first $1.23M); 1% (over) | Yes (franchise tax based on revenue) | +| Florida | 5.5% | None | +| North Carolina | 2.5% | Yes (based on capital stock) | + +#### Comprehensive Analysis + +- **Tax Environment:** States like Wyoming, South Dakota, and Nevada offer the most favorable tax environments for C Corporations due to their lack of corporate income and franchise taxes. This can lead to significant savings, especially for larger corporations with substantial profits. + +- **Revenue-Based Taxes:** States like Texas and Ohio have unique tax structures that impose taxes based on revenue rather than profit. This can be beneficial for companies with high revenues but lower profit margins, allowing them to retain more earnings. + +- **Overall Business Climate:** Beyond tax rates, factors such as regulatory environment, workforce availability, and infrastructure should also be considered when evaluating a state for business operations. States with low taxes but poor business climates may not be as attractive in the long run. + +- **Strategic Considerations:** Corporations should also consider the implications of operating in a state with low taxes, including potential impacts on customer base, supply chain logistics, and access to markets. + +In conclusion, while tax rates are a critical factor in determining the best state for C Corporations, businesses should also evaluate the overall business environment and strategic fit when making location decisions.",2024-08-22T20:06:36.729747 diff --git a/examples/structs/swarms/spreadsheet_swarm_examples/csvs/financial_spreed_sheet_swarm_demo.csv b/examples/structs/swarms/spreadsheet_swarm_examples/csvs/financial_spreed_sheet_swarm_demo.csv new file mode 100644 index 00000000..3e59ad20 --- /dev/null +++ b/examples/structs/swarms/spreadsheet_swarm_examples/csvs/financial_spreed_sheet_swarm_demo.csv @@ -0,0 +1,597 @@ +Run ID,Agent Name,Task,Result,Timestamp +0f5a8663-b157-4ebf-b559-b977beefafe6,Financial-Analysis-Agent-spreesheet-swarm:0,Analyze the states with the least taxes for LLCs. Provide an overview of all tax rates and add them with a comprehensive analysis,"When considering the best states for forming a Limited Liability Company (LLC) based on tax rates, it’s important to evaluate various types of taxes that may affect LLCs, including state income taxes, franchise taxes, sales taxes, and other business-related taxes. Below is an analysis of states that are generally recognized for having favorable tax environments for LLCs. + +### Overview of States with Low Taxes for LLCs + +1. **Wyoming** + - **State Income Tax:** None + - **Franchise Tax:** None + - **Sales Tax:** 4% (localities can add up to 2%) + - **Key Insights:** Wyoming is often cited as the most favorable state for LLCs due to its lack of state income tax and franchise tax. The simplicity of maintaining an LLC and low annual fees make it an attractive option. + +2. **Nevada** + - **State Income Tax:** None + - **Franchise Tax:** None + - **Sales Tax:** 6.85% (localities can add up to 1.5%) + - **Key Insights:** Nevada also has no state income tax, making it appealing for LLCs. However, the sales tax is higher compared to Wyoming, but the absence of corporate taxes is a significant advantage. + +3. **Delaware** + - **State Income Tax:** 8.7% (for income over $60,000) + - **Franchise Tax:** Minimum $300 (calculated based on the number of shares) + - **Sales Tax:** None + - **Key Insights:** Delaware is known for its business-friendly laws and strong legal protections for LLCs. While it has a franchise tax and state income tax, many businesses benefit from its legal environment. + +4. **South Dakota** + - **State Income Tax:** None + - **Franchise Tax:** None + - **Sales Tax:** 4.5% (localities can add up to 2%) + - **Key Insights:** Similar to Wyoming and Nevada, South Dakota has no corporate or personal income tax, making it a favorable location for LLCs. + +5. **Montana** + - **State Income Tax:** 1% to 6.9% (depending on income) + - **Franchise Tax:** None + - **Sales Tax:** None + - **Key Insights:** While Montana does have a state income tax, it does not impose a sales tax, which can be beneficial for certain types of businesses. + +6. **Florida** + - **State Income Tax:** None + - **Franchise Tax:** None + - **Sales Tax:** 6% (localities can add up to 2.5%) + - **Key Insights:** Florida has no state income tax and is a popular choice for LLC formation due to its favorable business climate. + +### Comprehensive Analysis of Tax Rates + +| **State** | **State Income Tax** | **Franchise Tax** | **Sales Tax** | **Key Advantages** | +|----------------|-----------------------|--------------------|----------------|---------------------------------------------| +| Wyoming | None | None | 4% (local add) | No income or franchise tax; low fees. | +| Nevada | None | None | 6.85% (local add)| No income tax; strong privacy protections. | +| Delaware | 8.7% (high income) | Min. $300 | None | Business-friendly laws; legal protections. | +| South Dakota | None | None | 4.5% (local add)| No income or franchise tax; low fees. | +| Montana | 1% - 6.9% | None | None | No sales tax; moderate income tax. | +| Florida | None | None | 6% (local add) | No income tax; large market potential. | + +### Conclusion + +In summary, states like Wyoming, Nevada, and South Dakota stand out for their lack of state income taxes and franchise taxes, making them ideal for LLC formation. Delaware, while having a state income tax, offers significant legal advantages that can be beneficial for larger businesses or those seeking investment. Each state's specific advantages should be weighed against the nature of the business, projected income, and operational needs. + +When choosing a state for LLC formation, it’s also important to consider other factors such as local business regulations, market access, and the overall business climate in addition to tax rates.",2024-08-22T21:32:18.630941 +0f5a8663-b157-4ebf-b559-b977beefafe6,Financial-Analysis-Agent-spreesheet-swarm:1,Analyze the states with the least taxes for LLCs. Provide an overview of all tax rates and add them with a comprehensive analysis,"When considering the formation of a Limited Liability Company (LLC), the choice of state can significantly impact the overall tax burden. Below is an overview of states with the least taxes for LLCs, including a summary of relevant tax rates and a comprehensive analysis of their implications. + +### Overview of States with Low Taxes for LLCs + +1. **Wyoming** + - **State Income Tax:** 0% + - **Sales Tax:** 4% (localities can add up to 2%) + - **Franchise Tax:** None + - **Annual Fees:** $50 + - **Key Observations:** Wyoming is often regarded as one of the most business-friendly states due to its lack of state income tax and minimal annual fees. This makes it an attractive option for LLCs looking to minimize tax liabilities. + +2. **Nevada** + - **State Income Tax:** 0% + - **Sales Tax:** 6.85% (localities can add additional taxes) + - **Franchise Tax:** None + - **Annual Fees:** $200 + - **Key Observations:** Nevada also has no state income tax, which is beneficial for LLCs. However, the higher annual fees compared to Wyoming may be a consideration for some businesses. + +3. **Delaware** + - **State Income Tax:** 8.7% (only on income earned within the state) + - **Sales Tax:** 0% + - **Franchise Tax:** $300 (annual) + - **Annual Fees:** $50 + - **Key Observations:** Delaware is famous for its business-friendly laws and court system. While it does have a franchise tax, the absence of sales tax and the relatively low annual fees make it a popular choice for many LLCs, especially those seeking to attract investors. + +4. **South Dakota** + - **State Income Tax:** 0% + - **Sales Tax:** 4.5% (localities can add additional taxes) + - **Franchise Tax:** None + - **Annual Fees:** $50 + - **Key Observations:** South Dakota offers a favorable tax environment with no state income tax and low annual fees, making it an appealing option for LLCs. + +5. **Florida** + - **State Income Tax:** 0% (for individuals; LLCs taxed as partnerships) + - **Sales Tax:** 6% (localities can add additional taxes) + - **Franchise Tax:** None + - **Annual Fees:** $138.75 + - **Key Observations:** Florida has no state income tax for individuals, which benefits LLC members. The state’s growing economy and favorable business climate further enhance its attractiveness. + +### Comprehensive Analysis of Tax Rates + +| State | State Income Tax | Sales Tax | Franchise Tax | Annual Fees | Key Advantages | +|--------------|------------------|-----------|---------------|-------------|--------------------------------------------| +| Wyoming | 0% | 4% | None | $50 | No state income tax, low fees | +| Nevada | 0% | 6.85% | None | $200 | No state income tax, business-friendly laws | +| Delaware | 8.7% (only on in-state income) | 0% | $300 | $50 | Favorable legal environment, no sales tax | +| South Dakota | 0% | 4.5% | None | $50 | No state income tax, low fees | +| Florida | 0% (for individuals) | 6% | None | $138.75 | No state income tax for individuals | + +### Conclusion + +When choosing a state for LLC formation, businesses should consider not only the tax rates but also the overall business environment, regulatory framework, and potential for growth. States like Wyoming and South Dakota stand out for their lack of state income tax and low fees, making them ideal for minimizing tax liabilities. Nevada and Delaware offer unique advantages, particularly for businesses seeking a robust legal framework and investor appeal. Florida presents a favorable option for LLCs with its absence of state income tax for individuals and a growing economy. + +Ultimately, the best choice will depend on the specific needs and goals of the LLC, including where the business will operate, the nature of its activities, and the long-term strategic vision.",2024-08-22T21:32:18.630941 +0f5a8663-b157-4ebf-b559-b977beefafe6,Financial-Analysis-Agent-spreesheet-swarm:2,Analyze the states with the least taxes for LLCs. Provide an overview of all tax rates and add them with a comprehensive analysis,"When considering the best states for Limited Liability Companies (LLCs) in terms of tax rates, several factors come into play, including state income tax, franchise tax, sales tax, and other applicable fees. Below is an overview of states with favorable tax environments for LLCs, along with a comprehensive analysis of their tax rates. + +### Overview of States with Low Tax Rates for LLCs + +1. **Wyoming** + - **State Income Tax:** None + - **Franchise Tax:** None + - **Sales Tax:** 4% (localities may add additional taxes) + - **Annual Fees:** $50 + - **Key Observations:** Wyoming is often considered the best state for LLCs due to its lack of state income tax and low fees. The business-friendly environment and privacy protections for owners add to its appeal. + +2. **Nevada** + - **State Income Tax:** None + - **Franchise Tax:** None + - **Sales Tax:** 6.85% (localities may add additional taxes) + - **Annual Fees:** $200 + - **Key Observations:** Nevada offers no state income tax, making it attractive for LLCs, especially those generating significant income. However, the annual fees are higher than Wyoming's. + +3. **Delaware** + - **State Income Tax:** 8.7% (only on income derived from Delaware) + - **Franchise Tax:** Minimum of $300 (based on the number of authorized shares) + - **Sales Tax:** None + - **Annual Fees:** $300 + - **Key Observations:** Delaware is known for its business-friendly laws and court system. While it has a franchise tax, many businesses find the benefits of incorporation in Delaware outweigh the costs. + +4. **South Dakota** + - **State Income Tax:** None + - **Franchise Tax:** None + - **Sales Tax:** 4.5% (localities may add additional taxes) + - **Annual Fees:** $50 + - **Key Observations:** South Dakota has no corporate income tax or franchise tax, making it an attractive option for LLCs. The low annual fees further enhance its appeal. + +5. **Florida** + - **State Income Tax:** None (for LLCs treated as pass-through entities) + - **Franchise Tax:** None + - **Sales Tax:** 6% (localities may add additional taxes) + - **Annual Fees:** $138.75 + - **Key Observations:** Florida is favorable for LLCs, particularly those structured as pass-through entities. The absence of state income tax is a significant advantage. + +6. **Texas** + - **State Income Tax:** None + - **Franchise Tax:** 0.75% for most LLCs (with revenue over $1.23 million) + - **Sales Tax:** 6.25% (localities may add additional taxes) + - **Annual Fees:** $300 + - **Key Observations:** Texas has a vibrant economy and no state income tax, making it appealing for LLCs. However, the franchise tax can be a consideration for larger businesses. + +### Comprehensive Analysis of Tax Rates + +| State | State Income Tax | Franchise Tax | Sales Tax | Annual Fees | Key Advantages | +|--------------|------------------|---------------|-----------|-------------|-----------------------------------------------------| +| Wyoming | None | None | 4% | $50 | No state income tax, low fees, strong privacy laws | +| Nevada | None | None | 6.85% | $200 | No state income tax, business-friendly environment | +| Delaware | 8.7% | $300 | None | $300 | Strong legal protections, established business laws | +| South Dakota | None | None | 4.5% | $50 | No corporate income tax, low annual fees | +| Florida | None | None | 6% | $138.75 | Favorable for pass-through entities, no income tax | +| Texas | None | 0.75% | 6.25% | $300 | Large economy, no income tax, diverse business market | + +### Conclusion + +When selecting a state for forming an LLC, it is essential to consider not only the tax rates but also the overall business environment, legal protections, and operational costs. States like Wyoming and South Dakota stand out for their lack of income and franchise taxes, while Delaware remains a popular choice for its legal framework. Ultimately, the best state for an LLC will depend on the specific needs and circumstances of the business, including its revenue, structure, and long-term goals.",2024-08-22T21:32:18.630941 +0f5a8663-b157-4ebf-b559-b977beefafe6,Financial-Analysis-Agent-spreesheet-swarm:3,Analyze the states with the least taxes for LLCs. Provide an overview of all tax rates and add them with a comprehensive analysis,"To analyze the states with the least taxes for Limited Liability Companies (LLCs), it is important to consider various tax obligations that LLCs may face, including state income tax, franchise tax, gross receipts tax, and other business-related taxes. Below is an overview of states that offer favorable tax environments for LLCs, along with a comparison of their tax rates. + +### States with Least Taxes for LLCs + +1. **Wyoming** + - **State Income Tax**: 0% + - **Franchise Tax**: None + - **Sales Tax**: 4% (with possible local taxes) + - **Key Observations**: Wyoming is considered one of the best states for LLCs due to its lack of state income tax and franchise tax. This makes it very attractive for business owners looking to maximize profits. + +2. **Nevada** + - **State Income Tax**: 0% + - **Franchise Tax**: None + - **Sales Tax**: 6.85% (with possible local taxes) + - **Key Observations**: Nevada also has no corporate income tax, making it a great choice for LLCs. The state is known for its business-friendly environment and privacy protections for business owners. + +3. **South Dakota** + - **State Income Tax**: 0% + - **Franchise Tax**: None + - **Sales Tax**: 4.5% (with possible local taxes) + - **Key Observations**: South Dakota has no corporate income tax, allowing LLCs to retain more of their earnings. This state is also noted for its straightforward business regulations. + +4. **Florida** + - **State Income Tax**: 0% (personal income tax only) + - **Corporate Income Tax**: 5.5% (only applies if the LLC elects to be taxed as a corporation) + - **Franchise Tax**: None + - **Sales Tax**: 6% (with possible local taxes) + - **Key Observations**: Florida does not impose a personal state income tax, which is beneficial for LLC owners. However, if an LLC opts for corporate tax treatment, the 5.5% rate applies. + +5. **Texas** + - **State Income Tax**: 0% + - **Franchise Tax**: 0.375% - 0.575% (based on revenue over $1.18 million) + - **Sales Tax**: 6.25% (with possible local taxes) + - **Key Observations**: Texas has no state income tax, but it does have a franchise tax that applies to some LLCs based on revenue. This can still be favorable for many businesses. + +6. **Alaska** + - **State Income Tax**: 0% (for individual) + - **Corporate Income Tax**: 0% (only on specific businesses, otherwise varies) + - **Franchise Tax**: None + - **Sales Tax**: Varies by municipality (some areas have no sales tax) + - **Key Observations**: Alaska has a unique tax structure that can be very favorable for certain LLCs, especially those in specific industries. + +### Comprehensive Analysis of Tax Rates + +| State | State Income Tax | Franchise Tax | Sales Tax | +|----------------|------------------|--------------------|------------------| +| Wyoming | 0% | None | 4% (local may apply) | +| Nevada | 0% | None | 6.85% (local may apply) | +| South Dakota | 0% | None | 4.5% (local may apply) | +| Florida | 0% | None | 6% (local may apply) | +| Texas | 0% | 0.375% - 0.575% (based on revenue) | 6.25% (local may apply) | +| Alaska | 0% | None | Varies (some areas have no sales tax) | + +### Key Takeaways + +- **Zero State Income Tax**: States like Wyoming, Nevada, and South Dakota offer the most favorable conditions with no state income tax, allowing LLCs to retain more profits. +- **No Franchise Taxes**: Many of the states listed do not impose a franchise tax, which further reduces the tax burden on LLCs. +- **Sales Tax Considerations**: While some states have higher sales tax rates, LLCs can often pass these costs to consumers. States like Florida and Texas have moderate sales tax rates but still remain competitive due to their lack of personal income tax. +- **Business Environment**: Apart from tax rates, factors such as business regulations, legal protections, and overall economic environment are also important for LLC owners to consider when choosing a state. + +In conclusion, LLCs looking to minimize taxes should consider incorporating in states with no income tax and no franchise tax. This analysis highlights Wyoming, Nevada, and South Dakota as particularly advantageous states for LLC formation.",2024-08-22T21:32:18.630941 +0f5a8663-b157-4ebf-b559-b977beefafe6,Financial-Analysis-Agent-spreesheet-swarm:4,Analyze the states with the least taxes for LLCs. Provide an overview of all tax rates and add them with a comprehensive analysis,"When considering the formation of a Limited Liability Company (LLC), the choice of state can significantly impact the tax burden on the business. Below is an overview of states that are known for having favorable tax environments for LLCs, along with a comprehensive analysis of their tax rates. + +### States with the Least Taxes for LLCs + +1. **Wyoming** + - **State Income Tax:** 0% + - **Franchise Tax:** None + - **Sales Tax:** 4% (localities may add additional taxes) + - **Key Observations:** Wyoming is often regarded as one of the best states for LLC formation due to its lack of state income tax and franchise tax. The low sales tax rate further enhances its attractiveness for businesses. + +2. **Nevada** + - **State Income Tax:** 0% + - **Franchise Tax:** None + - **Sales Tax:** 6.85% (localities may add additional taxes) + - **Key Observations:** Nevada also has no state income tax, making it appealing for LLCs. However, the sales tax is higher than in Wyoming. The state is known for its business-friendly regulations. + +3. **Delaware** + - **State Income Tax:** 8.7% (only on income sourced within Delaware) + - **Franchise Tax:** Minimum of $300 (based on the number of authorized shares) + - **Sales Tax:** 0% + - **Key Observations:** Delaware is famous for its business-friendly laws and court system. While it has a state income tax, it is only applicable to income generated within the state. The franchise tax can be a consideration for larger companies. + +4. **South Dakota** + - **State Income Tax:** 0% + - **Franchise Tax:** None + - **Sales Tax:** 4.5% (localities may add additional taxes) + - **Key Observations:** South Dakota has no state income tax and a low sales tax rate, making it another favorable option for LLCs. The absence of a franchise tax is also a significant advantage. + +5. **Florida** + - **State Income Tax:** 0% (for individuals; corporate tax is 5.5%) + - **Franchise Tax:** None + - **Sales Tax:** 6% (localities may add additional taxes) + - **Key Observations:** Florida does not impose a state income tax on individuals, which benefits LLC owners. However, corporate income tax applies if the LLC elects to be taxed as a corporation. + +6. **Texas** + - **State Income Tax:** 0% + - **Franchise Tax:** 0.375% for retail and wholesale businesses, 0.75% for other businesses (only applies if revenue exceeds $1.18 million) + - **Sales Tax:** 6.25% (localities may add additional taxes) + - **Key Observations:** Texas has no state income tax, but the franchise tax can apply to larger businesses. The overall tax environment is still favorable for many LLCs. + +### Comprehensive Analysis of Tax Rates + +| State | State Income Tax | Franchise Tax | Sales Tax | Key Advantages | +|---------------|------------------|----------------------|-------------|--------------------------------------------------| +| Wyoming | 0% | None | 4% | No state income or franchise tax; low sales tax. | +| Nevada | 0% | None | 6.85% | No state income or franchise tax; business-friendly. | +| Delaware | 8.7% (only on in-state income) | Minimum $300 | 0% | Business-friendly laws; favorable court system. | +| South Dakota | 0% | None | 4.5% | No state income or franchise tax; low sales tax. | +| Florida | 0% (individuals) | None | 6% | No state income tax for individuals; favorable for LLC owners. | +| Texas | 0% | 0.375% - 0.75% | 6.25% | No state income tax; favorable overall tax environment. | + +### Conclusion + +When selecting a state for LLC formation, it is essential to consider not only the tax rates but also the overall business environment, regulatory framework, and potential costs associated with compliance. States like Wyoming and Nevada stand out for their lack of state income and franchise taxes, while Delaware offers legal advantages despite its income tax. South Dakota and Florida also provide favorable conditions for LLCs, making them attractive options for business owners seeking to minimize their tax burden. Ultimately, the best choice will depend on the specific needs and goals of the business.",2024-08-22T21:32:18.630941 +0f5a8663-b157-4ebf-b559-b977beefafe6,Financial-Analysis-Agent-spreesheet-swarm:5,Analyze the states with the least taxes for LLCs. Provide an overview of all tax rates and add them with a comprehensive analysis,"When considering the formation of a Limited Liability Company (LLC), tax implications are a significant factor. Different states in the U.S. offer varying tax rates and structures that can impact the overall tax burden for LLCs. Below is an overview of states with the least taxes for LLCs, including a summary of tax rates and a comprehensive analysis. + +### Overview of States with Low Taxes for LLCs + +1. **Wyoming** + - **State Income Tax:** None + - **Franchise Tax:** None + - **Sales Tax:** 4% (localities can add up to 2%) + - **Key Observations:** Wyoming is often considered the most favorable state for LLCs due to the absence of state income tax and franchise tax. This makes it an attractive option for business owners looking to minimize their tax burden. + +2. **Nevada** + - **State Income Tax:** None + - **Franchise Tax:** None + - **Sales Tax:** 6.85% (localities can add up to 1.5%) + - **Key Observations:** Similar to Wyoming, Nevada does not impose a state income tax or franchise tax, making it a popular choice for LLCs. However, the sales tax is higher than in Wyoming. + +3. **Delaware** + - **State Income Tax:** 8.7% (only on income generated within the state) + - **Franchise Tax:** Minimum of $300 (based on the number of shares) + - **Sales Tax:** None + - **Key Observations:** Delaware is known for its business-friendly laws and court system. While it does have a franchise tax, many businesses find the benefits of incorporation in Delaware outweigh the costs, especially for larger companies. + +4. **South Dakota** + - **State Income Tax:** None + - **Franchise Tax:** None + - **Sales Tax:** 4.5% (localities can add up to 2%) + - **Key Observations:** South Dakota offers a favorable tax environment with no state income tax or franchise tax, making it an appealing choice for LLCs. + +5. **Montana** + - **State Income Tax:** 1% to 6.75% (depending on income level) + - **Franchise Tax:** None + - **Sales Tax:** None + - **Key Observations:** While Montana has a state income tax, it does not impose a sales tax or franchise tax, which can be beneficial for certain types of businesses. + +### Comprehensive Analysis of Tax Rates + +| State | State Income Tax | Franchise Tax | Sales Tax | Key Benefits | +|---------------|------------------|---------------|-----------|-------------------------------------------------| +| Wyoming | None | None | 4% | No state income or franchise tax; low sales tax | +| Nevada | None | None | 6.85% | No state income or franchise tax | +| Delaware | 8.7% (on in-state income) | $300 minimum | None | Business-friendly laws; strong legal protections | +| South Dakota | None | None | 4.5% | No state income or franchise tax | +| Montana | 1% to 6.75% | None | None | No sales tax; lower franchise burden | + +### Conclusion + +When choosing a state for forming an LLC, it is essential to consider not only the tax rates but also the overall business environment, legal protections, and operational costs. States like Wyoming and Nevada stand out for their lack of state income and franchise taxes, making them particularly attractive for LLCs. Delaware, while having a higher income tax, offers significant advantages in terms of legal structure and protections, which can be beneficial for larger or more complex businesses. + +Ultimately, the best choice will depend on the specific needs and goals of the business, including where the business will operate, the expected revenue, and the long-term growth strategy. Consulting with a tax professional or legal advisor is recommended to navigate the complexities of state tax laws and to ensure compliance with all regulations.",2024-08-22T21:32:18.630941 +0f5a8663-b157-4ebf-b559-b977beefafe6,Financial-Analysis-Agent-spreesheet-swarm:6,Analyze the states with the least taxes for LLCs. Provide an overview of all tax rates and add them with a comprehensive analysis,"When considering the states with the least taxes for Limited Liability Companies (LLCs), business owners typically look at various tax structures, including state income tax, franchise tax, sales tax, and other relevant taxation forms. Below is a comprehensive overview of the states that are generally regarded as having favorable tax environments for LLCs, along with their respective tax rates and an analysis of the implications for business owners. + +### Overview of States with Low Tax Rates for LLCs + +1. **Wyoming** + - **State Income Tax:** None + - **Franchise Tax:** None + - **Sales Tax:** 4% (with local taxes possibly increasing this to around 6-7%) + - **Key Benefits:** Wyoming is often considered one of the best states for LLCs due to the absence of state income tax and franchise tax, making it very attractive for business owners. + +2. **Nevada** + - **State Income Tax:** None + - **Franchise Tax:** None + - **Sales Tax:** 6.85% (potentially higher with local taxes) + - **Key Benefits:** Nevada has no corporate income tax, making it an attractive choice for LLCs. However, businesses should be aware of higher fees for business licenses and permits. + +3. **Delaware** + - **State Income Tax:** 8.7% (only applicable to income earned within the state) + - **Franchise Tax:** $300 minimum; can vary based on the number of authorized shares or assets. + - **Sales Tax:** None + - **Key Benefits:** Delaware is renowned for its business-friendly laws and court system. It’s particularly appealing for larger LLCs or those planning to seek outside investment. + +4. **South Dakota** + - **State Income Tax:** None + - **Franchise Tax:** None + - **Sales Tax:** 4.5% (local taxes can increase this) + - **Key Benefits:** South Dakota has a very friendly tax environment with no corporate income tax, appealing to many businesses. + +5. **Montana** + - **State Income Tax:** 6.75% (for income over $18,400) + - **Franchise Tax:** None + - **Sales Tax:** None + - **Key Benefits:** Although Montana has a state income tax, it does not impose a sales tax, which can benefit service-based LLCs. + +6. **Florida** + - **State Income Tax:** None + - **Franchise Tax:** None (but there is an annual report fee) + - **Sales Tax:** 6% (local taxes can increase this) + - **Key Benefits:** Florida’s lack of state income tax makes it attractive to LLCs, especially for those generating substantial income. + +### Summary of Key Tax Rates + +| State | State Income Tax | Franchise Tax | Sales Tax | Key Benefits | +|--------------|------------------|---------------|-----------|----------------------------------------------| +| Wyoming | None | None | 4% | No state income or franchise tax. | +| Nevada | None | None | 6.85% | No corporate income tax. | +| Delaware | 8.7% | $300+ | None | Business-friendly laws. | +| South Dakota | None | None | 4.5% | No corporate income tax. | +| Montana | 6.75% | None | None | No sales tax; benefits service-based LLCs. | +| Florida | None | None | 6% | No state income tax. | + +### Comprehensive Analysis + +- **Tax Implications for LLCs:** + - **No State Income Tax:** States like Wyoming, Nevada, South Dakota, and Florida are particularly favorable as they do not impose a state income tax on LLCs. This can significantly enhance profitability for LLC owners. + - **Franchise Tax Considerations:** While some states like Delaware charge a franchise tax, the costs are relatively low compared to potential benefits such as legal protections and operational flexibility. + - **Sales Tax Impact:** LLCs engaged in retail or tangible goods should consider sales tax implications. States like Wyoming and Nevada have sales taxes that can increase the overall tax burden; however, they still offer advantages in other areas. + - **Business Environment:** Apart from tax rates, factors such as regulatory environment, ease of doing business, and access to markets should also be considered when choosing a state for LLC formation. + +### Conclusion + +Ultimately, the decision on where to establish an LLC should not solely hinge on tax rates. Business owners should consider the overall business climate, operational costs, and long-term goals. States like Wyoming, Nevada, and South Dakota offer substantial tax advantages, making them attractive options for forming LLCs, particularly for those looking to minimize taxation while maximizing business growth potential.",2024-08-22T21:32:18.630941 +0f5a8663-b157-4ebf-b559-b977beefafe6,Financial-Analysis-Agent-spreesheet-swarm:7,Analyze the states with the least taxes for LLCs. Provide an overview of all tax rates and add them with a comprehensive analysis,"When considering the formation of a Limited Liability Company (LLC), the choice of state can significantly impact the overall tax burden. Below is an overview of states that are known for having low or no taxes for LLCs, along with a comprehensive analysis of their tax rates and implications for business owners. + +### Overview of States with Low Tax Rates for LLCs + +1. **Wyoming** + - **State Income Tax:** None + - **Franchise Tax:** None + - **Sales Tax:** 4% (localities can add up to 2%) + - **Key Advantages:** No state income tax, low fees for formation and maintenance, strong privacy protections for owners. + +2. **Nevada** + - **State Income Tax:** None + - **Franchise Tax:** None + - **Sales Tax:** 6.85% (localities can add additional taxes) + - **Key Advantages:** No corporate income tax, no franchise tax, and strong privacy laws. However, there are higher costs associated with business licenses and other fees. + +3. **Delaware** + - **State Income Tax:** 8.7% on income over $60,000 (not applicable to LLCs that do not conduct business in Delaware) + - **Franchise Tax:** $300 annually (for LLCs) + - **Sales Tax:** None + - **Key Advantages:** Renowned for its business-friendly laws and court system. Many businesses choose Delaware for its legal protections and flexibility. + +4. **New Hampshire** + - **State Income Tax:** None on earned income; 5% on dividends and interest + - **Franchise Tax:** None + - **Sales Tax:** None + - **Key Advantages:** No sales tax or income tax on wages, making it attractive for LLCs focused on services or investments. + +5. **Montana** + - **State Income Tax:** 1% to 6.9% (only on income generated within the state) + - **Franchise Tax:** None + - **Sales Tax:** None + - **Key Advantages:** While it has a state income tax, the lack of a sales tax can benefit certain businesses, particularly those selling goods. + +6. **Florida** + - **State Income Tax:** None + - **Franchise Tax:** None + - **Sales Tax:** 6% (localities can add additional taxes) + - **Key Advantages:** No state income tax, favorable business environment, and a large market for various industries. + +### Comprehensive Analysis of Tax Rates + +| **State** | **State Income Tax** | **Franchise Tax** | **Sales Tax** | **Key Considerations** | +|-------------------|----------------------|-------------------|----------------|---------------------------------------------------------| +| Wyoming | None | None | 4% (localities can add) | Low formation and maintenance fees, strong privacy laws. | +| Nevada | None | None | 6.85% (localities can add) | High business license fees, strong privacy protections. | +| Delaware | 8.7% (on certain income) | $300 annually | None | Favorable legal environment, often chosen for incorporation. | +| New Hampshire | None (earned income) | None | None | Attractive for service-based LLCs, no sales tax. | +| Montana | 1% to 6.9% | None | None | No sales tax, but income tax applies to in-state earnings. | +| Florida | None | None | 6% (localities can add) | No state income tax, large market opportunities. | + +### Key Observations + +- **No State Income Tax:** States like Wyoming, Nevada, Florida, and New Hampshire are particularly attractive for LLCs due to the absence of state income tax, allowing business owners to retain more earnings. + +- **Franchise Taxes:** States like Delaware impose a franchise tax, which can be a consideration for businesses that might not operate in the state but choose to incorporate there due to its legal advantages. + +- **Sales Tax Considerations:** While some states do impose sales taxes, the absence of a sales tax in states like New Hampshire and Montana can be beneficial for businesses focused on retail or service sectors. + +- **Legal Environment:** Delaware remains a popular choice for incorporation due to its established legal framework for businesses, despite the presence of a corporate income tax on certain earnings. + +- **Local Variations:** It’s important to consider local taxes and fees, as they can vary significantly within states, impacting the overall tax burden. + +### Conclusion + +When selecting a state for LLC formation, business owners should consider not only the tax rates but also the overall business environment, legal protections, and operational costs. States like Wyoming, Nevada, and Florida offer significant advantages due to their favorable tax structures, while Delaware is ideal for those seeking strong legal protections. Ultimately, the choice will depend on the specific needs and goals of the business.",2024-08-22T21:32:18.630941 +0f5a8663-b157-4ebf-b559-b977beefafe6,Financial-Analysis-Agent-spreesheet-swarm:8,Analyze the states with the least taxes for LLCs. Provide an overview of all tax rates and add them with a comprehensive analysis,"When considering the formation of a Limited Liability Company (LLC), many business owners look for states with favorable tax environments. Below is an analysis of states with the least taxes for LLCs, including an overview of tax rates and a comprehensive analysis of the implications for LLC owners. + +### States with the Least Taxes for LLCs + +1. **Wyoming** + - **State Income Tax:** 0% + - **Sales Tax:** 4% (localities can add up to 2%) + - **Franchise Tax:** None + - **Annual Fees:** Approximately $50 + - **Key Observations:** Wyoming is often regarded as one of the best states for LLC formation due to its lack of state income tax and minimal fees. It also provides strong asset protection laws. + +2. **Nevada** + - **State Income Tax:** 0% + - **Sales Tax:** 6.85% (with potential local taxes) + - **Franchise Tax:** None + - **Annual Fees:** $150 + - **Key Observations:** Nevada is attractive for LLCs due to its absence of state income tax. Additionally, it offers strong privacy protections for business owners, making it a popular choice. + +3. **Delaware** + - **State Income Tax:** 8.7% (for taxable income above $60,000) + - **Sales Tax:** 0% + - **Franchise Tax:** Minimum of $300 (based on the number of authorized shares) + - **Annual Fees:** $300 + - **Key Observations:** While Delaware has a state income tax, it is still favored for its business-friendly laws and established court system for resolving corporate disputes. The annual franchise tax can be beneficial for larger corporations but may be a drawback for smaller LLCs. + +4. **New Hampshire** + - **State Income Tax:** 5% (on interest and dividends only) + - **Sales Tax:** 0% + - **Franchise Tax:** None + - **Annual Fees:** $100 + - **Key Observations:** New Hampshire does not impose a sales tax or a broad-based income tax, making it an excellent option for LLCs focused on specific types of income. + +5. **Montana** + - **State Income Tax:** 6.75% (maximum) + - **Sales Tax:** 0% + - **Franchise Tax:** None + - **Annual Fees:** $20 + - **Key Observations:** While Montana has a flat income tax rate, it does not charge sales tax. This can be beneficial for LLCs engaged in certain types of business activities. + +### Comprehensive Analysis of Tax Rates and Implications + +- **State Income Tax:** The absence of a state income tax is a significant factor for LLC owners, as it allows for greater retention of earnings. States like Wyoming, Nevada, and New Hampshire are particularly advantageous in this regard. + +- **Sales Tax:** States with no sales tax can lead to lower operational costs for LLCs, especially those selling goods. For instance, Montana and New Hampshire do not have sales taxes, which can be a crucial consideration for retail businesses. + +- **Franchise Tax:** While some states charge a franchise tax based on income or the number of shares, others like Wyoming and Nevada do not impose this tax. This can reduce the overall cost of maintaining an LLC in those states. + +- **Annual Fees:** The annual fees associated with maintaining an LLC are also an essential consideration. States like Montana and New Hampshire have relatively low fees, making them attractive options for small business owners. + +- **Asset Protection and Privacy:** States like Wyoming and Nevada provide robust asset protection laws and privacy for LLC owners, which can be an essential factor when choosing a state for formation. + +- **Legal Environment:** Delaware's well-established legal framework for businesses can be a deciding factor for larger LLCs or those seeking venture capital, despite its tax rates. + +### Conclusion + +When selecting a state for LLC formation, business owners should consider a combination of tax rates, annual fees, legal protections, and the overall business environment. States like Wyoming, Nevada, and New Hampshire offer significant tax advantages, making them ideal for LLCs looking to minimize their tax burden while maximizing operational flexibility. Each state's unique offerings can cater to different business needs, so it's essential for entrepreneurs to evaluate their specific circumstances before making a decision.",2024-08-22T21:32:18.630941 +0f5a8663-b157-4ebf-b559-b977beefafe6,Financial-Analysis-Agent-spreesheet-swarm:9,Analyze the states with the least taxes for LLCs. Provide an overview of all tax rates and add them with a comprehensive analysis,"When considering the states with the least taxes for Limited Liability Companies (LLCs), it’s important to evaluate various types of taxes that may apply, including income tax, franchise tax, sales tax, and other relevant fees. Below is an overview of states that are generally considered tax-friendly for LLCs, along with a comprehensive analysis of their tax rates: + +### States with the Least Taxes for LLCs + +#### 1. **Wyoming** +- **State Income Tax:** 0% (no state income tax) +- **Franchise Tax:** None +- **Sales Tax:** 4% (with local options that can increase this up to 6%) +- **Annual Fees:** $50 for annual report + +**Analysis:** Wyoming is widely considered one of the best states for LLCs due to its lack of state income tax and minimal fees. The franchise tax is also non-existent, making it financially attractive for businesses. The low sales tax further enhances its appeal. + +--- + +#### 2. **Nevada** +- **State Income Tax:** 0% (no state income tax) +- **Franchise Tax:** None +- **Sales Tax:** 6.85% (varies by locality) +- **Annual Fees:** $150 for business license, $200 for annual list filing + +**Analysis:** Nevada also has no state income tax, which is beneficial for LLCs. Although the sales tax is slightly higher than Wyoming, the absence of a franchise tax and the relatively low annual fees make it a favorable option for business owners. + +--- + +#### 3. **Delaware** +- **State Income Tax:** 8.7% (but only on income earned within the state) +- **Franchise Tax:** Minimum of $300 per year (based on the number of shares or assumed par value) +- **Sales Tax:** 0% +- **Annual Fees:** $300 for annual franchise tax + +**Analysis:** Delaware is known for its business-friendly laws and court system. While it does have a franchise tax, it is still considered a good option for LLCs, especially those with significant out-of-state income. The lack of sales tax is a significant advantage. + +--- + +#### 4. **South Dakota** +- **State Income Tax:** 0% (no state income tax) +- **Franchise Tax:** None +- **Sales Tax:** 4.5% +- **Annual Fees:** $50 for annual report + +**Analysis:** South Dakota is another tax-friendly state for LLCs, with no income or franchise tax and a low sales tax. The annual fees are also very manageable, making it attractive for small businesses. + +--- + +#### 5. **Florida** +- **State Income Tax:** 0% (no personal income tax) +- **Franchise Tax:** None (but a corporate income tax of 5.5% applies to C-Corps) +- **Sales Tax:** 6% (with local options that can increase this) +- **Annual Fees:** $138.75 for annual report + +**Analysis:** Florida has no personal income tax, which is beneficial for LLC owners. However, LLCs classified as corporations may be subject to a corporate income tax. The sales tax is moderate, and annual fees are reasonable. + +--- + +#### 6. **Texas** +- **State Income Tax:** 0% (no state income tax) +- **Franchise Tax:** 0.375% for retail and wholesale businesses, 0.75% for others (applies to revenues over $1.18 million) +- **Sales Tax:** 6.25% (local options can increase this) +- **Annual Fees:** $0 for annual report + +**Analysis:** Texas offers a favorable tax environment with no state income tax. While there is a franchise tax, it applies only to businesses with revenues exceeding a certain threshold. The overall tax burden remains low, making it an attractive state for LLCs. + +--- + +### Summary of Tax Rates + +| State | State Income Tax | Franchise Tax | Sales Tax | Annual Fees | +|--------------|------------------|------------------------|-----------|----------------------| +| Wyoming | 0% | None | 4% | $50 | +| Nevada | 0% | None | 6.85% | $150 (business license) | +| Delaware | 8.7% (in-state) | Minimum $300 | 0% | $300 | +| South Dakota | 0% | None | 4.5% | $50 | +| Florida | 0% | None (5.5% for C-Corps)| 6% | $138.75 | +| Texas | 0% | 0.375% - 0.75% | 6.25% | $0 | + +### Conclusion + +When selecting a state for establishing an LLC, business owners should consider not only the tax rates but also the overall business environment, legal protections, and administrative ease. States like Wyoming, Nevada, and South Dakota stand out as particularly low-tax options, while others like Delaware and Texas offer strategic advantages despite slightly higher fees or taxes. Each state provides unique benefits that can align with different business goals and structures.",2024-08-22T21:32:18.630941 diff --git a/examples/structs/swarms/spreadsheet_swarm_examples/csvs/qr_code.png b/examples/structs/swarms/spreadsheet_swarm_examples/csvs/qr_code.png new file mode 100644 index 00000000..ea13963c Binary files /dev/null and b/examples/structs/swarms/spreadsheet_swarm_examples/csvs/qr_code.png differ diff --git a/examples/structs/swarms/spreadsheet_swarm_examples/csvs/qr_code.py b/examples/structs/swarms/spreadsheet_swarm_examples/csvs/qr_code.py new file mode 100644 index 00000000..4a952aa0 --- /dev/null +++ b/examples/structs/swarms/spreadsheet_swarm_examples/csvs/qr_code.py @@ -0,0 +1,22 @@ +import qrcode + +# The link to encode +link = "https://lu.ma/jjc1b2bo" + +# Generate the QR code +qr = qrcode.QRCode( + version=1, # controls the size of the QR Code + error_correction=qrcode.constants.ERROR_CORRECT_L, # controls the error correction used for the QR Code + box_size=10, # controls how many pixels each “box” of the QR code is + border=4, # controls how many boxes thick the border should be +) +qr.add_data(link) +qr.make(fit=True) + +# Create an image from the QR Code instance +img = qr.make_image(fill_color="black", back_color="white") + +# Save the image +img.save("qr_code.png") + +# print("QR code generated and saved as 'qr_code.png'.") diff --git a/examples/structs/swarms/spreadsheet_swarm_examples/csvs/qr_code_2.py b/examples/structs/swarms/spreadsheet_swarm_examples/csvs/qr_code_2.py new file mode 100644 index 00000000..b5e3a2aa --- /dev/null +++ b/examples/structs/swarms/spreadsheet_swarm_examples/csvs/qr_code_2.py @@ -0,0 +1,24 @@ +import qrcode + +# Define the link to be converted into a QR code +link = "https://github.com/The-Swarm-Corporation/Cookbook" + +# Create a QR code instance +qr = qrcode.QRCode( + version=1, # Controls the size of the QR Code + error_correction=qrcode.constants.ERROR_CORRECT_L, # Error correction level + box_size=10, # Size of each box in the QR code grid + border=4, # Thickness of the border (minimum is 4) +) + +# Add the link to the QR code +qr.add_data(link) +qr.make(fit=True) + +# Create an image from the QR Code instance +img = qr.make_image(fill_color="black", back_color="white") + +# Save the image to a file +img.save("cookbook_qr_code.png") + +print("QR code generated and saved as 'cookbook_qr_code.png'") diff --git a/examples/structs/swarms/spreadsheet_swarm_examples/csvs/qr_code_generation_results.csv b/examples/structs/swarms/spreadsheet_swarm_examples/csvs/qr_code_generation_results.csv new file mode 100644 index 00000000..c818222c --- /dev/null +++ b/examples/structs/swarms/spreadsheet_swarm_examples/csvs/qr_code_generation_results.csv @@ -0,0 +1,90 @@ +Run ID,Agent Name,Task,Result,Timestamp +94a487c3-2036-426c-8c8f-f782fef3caae,QR-Code-Generator-Agent-Luma,Generate Python scripts to create QR codes for the provided links and save them as image files.,"To generate a QR code for the link `https://lu.ma/jjc1b2bo` and save it as an image file, you can use the `qrcode` library in Python. If you haven't installed the library yet, you can do so using pip: + +```bash +pip install qrcode[pil] +``` + +Here's a simple Python script that generates a QR code for the specified link and saves it as an image file: + +```python +import qrcode + +# The link to encode +link = ""https://lu.ma/jjc1b2bo"" + +# Generate the QR code +qr = qrcode.QRCode( + version=1, # controls the size of the QR Code + error_correction=qrcode.constants.ERROR_CORRECT_L, # controls the error correction used for the QR Code + box_size=10, # controls how many pixels each “box” of the QR code is + border=4, # controls how many boxes thick the border should be +) +qr.add_data(link) +qr.make(fit=True) + +# Create an image from the QR Code instance +img = qr.make_image(fill_color=""black"", back_color=""white"") + +# Save the image +img.save(""qr_code.png"") + +print(""QR code generated and saved as 'qr_code.png'."") +``` + +### Explanation: +1. **Import the Library**: The script starts by importing the `qrcode` library. +2. **Define the Link**: The link you want to encode is stored in the variable `link`. +3. **Create a QR Code Instance**: A `QRCode` object is created with specific parameters for size, error correction, box size, and border. +4. **Add Data**: The link is added to the QR code. +5. **Generate the Image**: An image is created from the QR code. +6. **Save the Image**: The image is saved as `qr_code.png` in the current directory. + +### Running the Script: +You can run this script in your Python environment, and it will generate a QR code image file named `qr_code.png` in the same directory as the script.",2024-08-22T22:02:39.161654 +94a487c3-2036-426c-8c8f-f782fef3caae,QR-Code-Generator-Agent-Cookbook,Generate Python scripts to create QR codes for the provided links and save them as image files.,"To generate a QR code for the provided link and save it as an image file, you can use the `qrcode` library in Python. If you haven't installed this library yet, you can do so using pip: + +```bash +pip install qrcode[pil] +``` + +Here's a Python script that generates a QR code for the link `https://github.com/The-Swarm-Corporation/Cookbook` and saves it as an image file: + +```python +import qrcode + +# Define the link to be converted into a QR code +link = ""https://github.com/The-Swarm-Corporation/Cookbook"" + +# Create a QR code instance +qr = qrcode.QRCode( + version=1, # Controls the size of the QR Code + error_correction=qrcode.constants.ERROR_CORRECT_L, # Error correction level + box_size=10, # Size of each box in the QR code grid + border=4, # Thickness of the border (minimum is 4) +) + +# Add the link to the QR code +qr.add_data(link) +qr.make(fit=True) + +# Create an image from the QR Code instance +img = qr.make_image(fill_color=""black"", back_color=""white"") + +# Save the image to a file +img.save(""cookbook_qr_code.png"") + +print(""QR code generated and saved as 'cookbook_qr_code.png'"") +``` + +### How to Run the Script: +1. Make sure you have Python installed on your machine. +2. Install the `qrcode` library using the command mentioned above. +3. Copy the script into a Python file, e.g., `generate_qr_code.py`. +4. Run the script using the command: + ```bash + python generate_qr_code.py + ``` +5. After running the script, you will find the QR code saved as `cookbook_qr_code.png` in the same directory as your script. + +This QR code will link to the specified GitHub page when scanned.",2024-08-22T22:02:39.161654 diff --git a/examples/structs/swarms/spreadsheet_swarm_examples/csvs/social_media_marketing_spreadsheet.csv b/examples/structs/swarms/spreadsheet_swarm_examples/csvs/social_media_marketing_spreadsheet.csv new file mode 100644 index 00000000..b858f69e --- /dev/null +++ b/examples/structs/swarms/spreadsheet_swarm_examples/csvs/social_media_marketing_spreadsheet.csv @@ -0,0 +1,657 @@ +Run ID,Agent Name,Task,Result,Timestamp +7f7f8c91-34ed-4efd-a6f0-b996c242cadc,Twitter-Marketing-Agent,"Create posts to promote hack nights in miami beach for developers, engineers, and tech enthusiasts. Include relevant hashtags, images, and engaging captions.","Sure! Here are several engaging tweet ideas to promote hack nights in Miami Beach, tailored for developers, engineers, and tech enthusiasts: + +--- + +**Tweet 1:** +🌊💻 Calling all developers and tech enthusiasts! Join us for an epic Hack Night in Miami Beach! Collaborate, innovate, and showcase your skills. Don’t miss out! +📅 Date: [Insert Date] +🕖 Time: [Insert Time] +📍 Location: [Insert Venue] +#HackNight #MiamiTech #Developers #Innovation + +--- + +**Tweet 2:** +🚀 Ready to turn ideas into reality? Join us for Hack Night in Miami Beach! Network with fellow techies and unleash your creativity! +🎟️ Free entry! +📅 [Insert Date] | 🕖 [Insert Time] +📍 [Insert Venue] +#MiamiHackNight #Coding #TechCommunity #Hackathon + +--- + +**Tweet 3:** +💡✨ Hack Night is back in Miami Beach! Bring your projects, your passion, and your creativity. Let’s build something amazing together! +📅 [Insert Date] | 🕖 [Insert Time] +📍 [Insert Venue] +📝 RSVP: [Insert Link] +#HackNight #MiamiBeach #TechEnthusiasts #CodeTogether + +--- + +**Tweet 4:** +🌴💻 Join us in Miami Beach for an unforgettable Hack Night! Whether you're a pro or just starting, all are welcome! Let’s code, create, and connect! +📅 [Insert Date] | 🕖 [Insert Time] +📍 [Insert Venue] +#MiamiHack #TechInnovation #Developers #Networking + +--- + +**Tweet 5:** +🔧🤖 Hack Night in Miami Beach is THE place to be for developers! Collaborate with like-minded techies, learn new skills, and have fun! +📅 [Insert Date] | 🕖 [Insert Time] +📍 [Insert Venue] +📸 [Include Image of Previous Event or Venue] +#Hackathon #MiamiTechScene #Community #TechEvents + +--- + +### Image Ideas: +1. A vibrant image of Miami Beach with tech elements (laptops, code snippets, etc.). +2. A photo collage from previous hack nights showcasing participants and their projects. +3. An inviting image of the venue where the event will take place. + +### Timing Tips: +- Post during peak engagement hours, typically around lunchtime (12 PM - 1 PM) and early evenings (5 PM - 7 PM) on weekdays. +- Schedule posts leading up to the event (one week, three days, and one day before) to build anticipation. + +### Additional Engagement Strategies: +- Consider running a poll asking followers what projects they'd like to work on at the hack night. +- Encourage retweets by offering a small prize for those who share the event post. + +Feel free to adjust the dates, times, and links as necessary!",2024-08-22T21:42:18.716763 +7f7f8c91-34ed-4efd-a6f0-b996c242cadc,Instagram-Marketing-Agent,"Create posts to promote hack nights in miami beach for developers, engineers, and tech enthusiasts. Include relevant hashtags, images, and engaging captions.","### Post 1: Event Announcement + +**Image Idea:** A vibrant graphic featuring a Miami Beach skyline at sunset with coding elements (like binary code or circuit patterns) overlayed. + +**Caption:** +🌴💻 Calling all developers, engineers, and tech enthusiasts! Join us for our next Hack Night in the heart of Miami Beach! 🚀✨ + +Unleash your creativity, collaborate with like-minded individuals, and tackle exciting challenges. Whether you're a seasoned pro or just starting out, there's something for everyone! + +🗓 Date: [Insert Date] +🕒 Time: [Insert Time] +📍 Location: [Insert Venue] + +Bring your ideas, your laptop, and your passion for tech! Let’s innovate together! 💡 + +**Hashtags:** +#HackNight #MiamiBeach #TechCommunity #Developers #Engineers #CodingLife #Innovation #TechEvents #MiamiTech #Collaboration #Networking + +--- + +### Post 2: Countdown to Hack Night + +**Image Idea:** A countdown timer graphic with a techy background, featuring snippets of code or tech gadgets. + +**Caption:** +⏳ Only [X days] left until our epic Hack Night in Miami Beach! Are you ready to code, create, and connect? 🌊💻 + +Join us for an evening filled with innovation, collaboration, and fun! Don’t miss out on the chance to showcase your skills and meet fellow tech enthusiasts. + +Tag your coding buddy who needs to join you! 👇 + +**Hashtags:** +#HackNight #MiamiBeach #TechCountdown #Developers #Engineers #CodingCommunity #TechInnovation #MiamiEvents #Networking #Techies + +--- + +### Post 3: Highlights from Previous Hack Night + +**Image Idea:** A collage of photos from previous hack nights, showcasing participants coding, collaborating, and having fun. + +**Caption:** +✨ Throwback to our last Hack Night! Check out the amazing energy and creativity that filled the room! 💥 + +From brainstorming sessions to coding marathons, our community is all about collaboration and innovation. Ready to be part of the next one? + +📅 Save the date: [Insert Date] +📍 Location: [Insert Venue] + +Let’s make magic happen together! 🌟 + +**Hashtags:** +#HackNight #MiamiBeach #TechCommunity #Throwback #CodingLife #Innovation #Collaboration #TechEvents #MiamiTech #Developers #Engineers + +--- + +### Post 4: Call for Sponsors/Partners + +**Image Idea:** A sleek graphic with the text ""Become a Sponsor"" overlaid on a tech-themed background. + +**Caption:** +🚀 Are you a business looking to connect with the tech community? Become a sponsor for our Hack Night in Miami Beach! 🌴💻 + +Showcase your brand, support innovation, and engage with talented developers and engineers. Let’s work together to create an unforgettable experience! + +DM us for more details! 📩 + +**Hashtags:** +#HackNight #MiamiBeach #Sponsorship #TechCommunity #Developers #Engineers #Innovation #TechEvents #MiamiTech #Networking + +--- + +### Post 5: Participant Testimonials + +**Image Idea:** A quote graphic featuring a testimonial from a past participant, with a background of a lively hack night scene. + +**Caption:** +💬 ""Hack Night was an incredible experience! I met amazing people and learned so much in just one evening!"" - [Participant Name] + +Join us for our next Hack Night in Miami Beach and create your own unforgettable experience! 🌊💻 + +📅 Date: [Insert Date] +📍 Location: [Insert Venue] + +Don’t miss out on the fun and innovation! + +**Hashtags:** +#HackNight #MiamiBeach #Testimonials #TechCommunity #Developers #Engineers #CodingLife #Innovation #TechEvents #MiamiTech + +--- + +Feel free to adjust the dates, times, and locations as needed, and make sure to use high-quality images that resonate with your audience!",2024-08-22T21:42:18.716763 +7f7f8c91-34ed-4efd-a6f0-b996c242cadc,Facebook-Marketing-Agent,"Create posts to promote hack nights in miami beach for developers, engineers, and tech enthusiasts. Include relevant hashtags, images, and engaging captions.","### Post 1: Call to All Innovators! + +🌟 **Join Us for Hack Night in Miami Beach!** 🌊 + +Are you a developer, engineer, or tech enthusiast ready to unleash your creativity? Join us for an electrifying evening of coding, collaboration, and innovation! 🖥️✨ + +📅 **Date**: [Insert Date] +🕒 **Time**: [Insert Time] +📍 **Location**: [Insert Venue] + +Bring your ideas, your passion, and your laptop! Whether you’re a seasoned pro or just starting out, there’s a spot for you. Network with fellow tech lovers, tackle exciting challenges, and maybe even win some cool prizes! 🏆 + +👉 **RSVP Here**: [Insert Link] +📸 [Include a vibrant image of a previous hack night or a tech-inspired graphic] + +**Let’s code the future together!** 💡💻 + +#HackNight #MiamiBeach #TechCommunity #Developers #Engineers #Innovation #CodingChallenge #Networking + +--- + +### Post 2: Countdown to Creativity! + +🚀 **Hack Night is Just Around the Corner!** 🌴 + +Get ready, Miami Beach! Our Hack Night is coming soon, and we want YOU to be part of it! Whether you’re looking to collaborate, learn, or showcase your skills, this event is for you! 🤝💻 + +✨ **What to Expect**: +- Exciting coding challenges +- Networking opportunities +- Food, drinks, and fun! 🍕🥤 + +📅 **Date**: [Insert Date] +🕒 **Time**: [Insert Time] +📍 **Location**: [Insert Venue] + +Tag your coding buddies and let’s make some magic happen! 🌟 + +👉 **Sign Up Here**: [Insert Link] +📸 [Include an image of a group of people coding together or a fun tech-themed graphic] + +#MiamiHackNight #TechEnthusiasts #CodeAndCollaborate #MiamiTech #Developers #Engineers #Hackathon + +--- + +### Post 3: Share the Excitement! + +🎉 **Calling All Tech Creatives!** 🌊 + +Are you ready to hack your way into the future? Join us for an unforgettable night of coding, creativity, and community at our Hack Night in Miami Beach! 🚀💡 + +🗓️ **When**: [Insert Date] +🕒 **Time**: [Insert Time] +📍 **Where**: [Insert Venue] + +This is your chance to connect with fellow developers, engineers, and tech enthusiasts. Bring your ideas, your passion, and let’s create something amazing together! + +📸 [Include a dynamic image of a hack night in action or a tech meetup atmosphere] + +👉 **Don’t miss out! RSVP here**: [Insert Link] + +#HackNightMiami #TechInnovation #DevelopersUnite #MiamiBeach #CodingCommunity #Engineers #HackathonFun + +--- + +### Post 4: Last Call for Hackers! + +⏰ **Last Chance to Join Our Hack Night!** 🌴 + +Hey Miami Beach techies! Our Hack Night is just around the corner, and we want you to be part of the action! Whether you're looking to learn, network, or just have a great time, this is the place to be! 💥👩‍💻👨‍💻 + +🗓️ **Date**: [Insert Date] +🕒 **Time**: [Insert Time] +📍 **Location**: [Insert Venue] + +Don’t forget to bring your laptop and your best ideas. Let’s hack the night away! + +👉 **RSVP Now**: [Insert Link] +📸 [Include a high-energy image of participants at a hack night] + +#MiamiHackers #TechMeetup #HackNight #Developers #Engineers #MiamiBeach #CreateAndInnovate + +Feel free to adjust the dates, times, and venues as needed, and ensure the images used are eye-catching and relevant to the tech community!",2024-08-22T21:42:18.716763 +7f7f8c91-34ed-4efd-a6f0-b996c242cadc,Email-Marketing-Agent,"Create posts to promote hack nights in miami beach for developers, engineers, and tech enthusiasts. Include relevant hashtags, images, and engaging captions.","### Email Campaign for Hack Nights in Miami Beach + +**Subject Line Ideas:** +1. ""Join the Ultimate Hack Night in Miami Beach! 🌴💻"" +2. ""Unleash Your Creativity: Hack Night Awaits You!"" +3. ""Calling All Developers: Miami Beach Hack Night is Here!"" +4. ""Code, Collaborate, and Conquer at Our Miami Beach Hack Night!"" +5. ""Get Ready to Hack: Miami Beach Awaits You!"" + +--- + +**Email Body:** + +**Header Image:** (Image of a vibrant Miami Beach skyline with tech elements like code snippets or circuit patterns overlayed) + +**Personalized Greeting:** +Hi [First Name], + +**Introduction:** +Are you ready to take your coding skills to the next level? Join us for an exhilarating Hack Night in the heart of Miami Beach! Whether you're a seasoned developer, an aspiring engineer, or just a tech enthusiast, this is the perfect opportunity to collaborate, innovate, and showcase your skills. + +**Event Details:** +📅 **Date:** [Insert Date] +🕒 **Time:** [Insert Time] +📍 **Location:** [Insert Venue/Address] +🎟️ **Registration Fee:** [Insert Fee, if applicable] + +**What to Expect:** +- **Networking Opportunities:** Meet like-minded individuals and expand your professional network. +- **Workshops & Mentorship:** Learn from industry experts and gain valuable insights. +- **Prizes & Recognition:** Compete for exciting prizes and showcase your projects! + +**Call to Action:** +Don’t miss out on this chance to hack, learn, and connect! Click the button below to secure your spot now! + +[**Register Now**] (Insert link to registration page) + +**Closing:** +We can’t wait to see what you’ll create! Feel free to reach out if you have any questions. + +Best, +[Your Name] +[Your Position] +Swarms Corp +[Contact Information] +[Social Media Links] + +--- + +**Footer:** +*Follow us on social media for updates and sneak peeks!* + +--- + +### Social Media Posts for Hack Nights in Miami Beach + +**Post 1:** +🌟 **Hack Night Alert!** 🌟 Calling all developers, engineers, and tech enthusiasts! Join us for an epic night of coding, collaboration, and creativity in beautiful Miami Beach! 🏖️💻 + +📅 Date: [Insert Date] +🕒 Time: [Insert Time] +📍 Location: [Insert Venue] + +Don't miss out on the chance to connect with fellow tech lovers and showcase your skills! +👉 Register now: [Insert Registration Link] +#HackNight #MiamiBeach #TechCommunity #Developers #Coding + +**Image:** (A group of diverse developers collaborating over laptops) + +--- + +**Post 2:** +🚀 Ready to take your coding skills to the next level? Join us for our Hack Night in Miami Beach! 🌴✨ + +Network with industry experts, participate in workshops, and compete for amazing prizes! 🏆 + +📅 [Insert Date] +🕒 [Insert Time] +📍 [Insert Venue] + +Secure your spot today! +👉 [Insert Registration Link] +#Hackathon #MiamiTech #Innovation #Engineers #TechEnthusiasts + +**Image:** (A vibrant photo of Miami Beach with tech elements) + +--- + +**Post 3:** +👩‍💻👨‍💻 Hack Night is coming to Miami Beach! Are you ready to code, collaborate, and create? Join us for an unforgettable night filled with innovation and fun! 🎉 + +📅 [Insert Date] +🕒 [Insert Time] +📍 [Insert Venue] + +Bring your ideas and let’s make magic happen! +👉 Register here: [Insert Registration Link] +#MiamiHackNight #TechEvents #DevelopersUnite #Engineering #Hackathon + +**Image:** (A dynamic image of a coding session with people brainstorming) + +--- + +Feel free to adjust the details and images to fit your specific event and branding!",2024-08-22T21:42:18.716763 +7f7f8c91-34ed-4efd-a6f0-b996c242cadc,Twitter-Marketing-Agent,"Create posts to promote hack nights in miami beach for developers, engineers, and tech enthusiasts. Include relevant hashtags, images, and engaging captions.","Sure! Here are some more engaging tweet ideas to promote hack nights in Miami Beach, specifically designed for developers, engineers, and tech enthusiasts: + +--- + +**Tweet 1:** +🌟 Hack Night Alert! 🌟 Join us in Miami Beach for a night of coding, creativity, and collaboration! Bring your ideas and let’s innovate together! +📅 Date: [Insert Date] +🕖 Time: [Insert Time] +📍 Location: [Insert Venue] +#HackNight #MiamiTech #CodeAndCreate #DevCommunity + +--- + +**Tweet 2:** +💻✨ Are you ready to hack? Join us for an exciting Hack Night in Miami Beach! Connect with fellow tech enthusiasts and build something amazing! +🎟️ Free entry! +📅 [Insert Date] | 🕖 [Insert Time] +📍 [Insert Venue] +#MiamiHack #TechEvents #Networking #Innovation + +--- + +**Tweet 3:** +🚀 Calling all coders! Hack Night in Miami Beach is back! Collaborate, learn, and unleash your creativity in a fun environment! +📅 [Insert Date] | 🕖 [Insert Time] +📍 [Insert Venue] +📝 RSVP: [Insert Link] +#Hackathon #MiamiBeach #TechCommunity #CodeTogether + +--- + +**Tweet 4:** +🌴💻 Join us for a night of innovation at Hack Night in Miami Beach! Whether you're a seasoned pro or a curious newbie, everyone is welcome! +📅 [Insert Date] | 🕖 [Insert Time] +📍 [Insert Venue] +#MiamiHack #TechInnovation #Developers #Networking + +--- + +**Tweet 5:** +🔧✨ Ready to build your next big project? Join us for Hack Night in Miami Beach! Collaborate with fellow developers and make your ideas come to life! +📅 [Insert Date] | 🕖 [Insert Time] +📍 [Insert Venue] +📸 [Include Image of Previous Event or Venue] +#Hackathon #MiamiTechScene #Community #TechEvents + +--- + +### Image Ideas: +1. A dynamic image of developers working together at a previous hack night. +2. A fun graphic featuring Miami Beach with tech icons (laptops, code snippets). +3. A behind-the-scenes photo showcasing the energy and excitement of past events. + +### Timing Tips: +- Post during peak engagement hours, especially around lunch (12 PM - 1 PM) and after work (5 PM - 7 PM) on weekdays. +- Use countdown posts leading up to the event (one week, three days, and one day before) to build excitement and urgency. + +### Additional Engagement Strategies: +- Host a Twitter Spaces session a few days before the event to discuss what to expect and answer questions. +- Create a hashtag challenge where attendees can share their project ideas leading up to the event using a unique hashtag. + +Feel free to customize the dates, times, and RSVP links as needed!",2024-08-22T21:42:18.716763 +7f7f8c91-34ed-4efd-a6f0-b996c242cadc,Instagram-Marketing-Agent,"Create posts to promote hack nights in miami beach for developers, engineers, and tech enthusiasts. Include relevant hashtags, images, and engaging captions.","### Post 1: Kickoff Announcement + +**Image Idea:** An eye-catching graphic featuring the Miami Beach coastline with silhouettes of people coding on laptops against a sunset backdrop. + +**Caption:** +🌅💻 Ready to innovate? Join us for our upcoming Hack Night in Miami Beach! 🎉 + +Dive into a world of coding, creativity, and collaboration. Whether you’re a coding ninja or a tech newbie, this is your chance to connect with fellow developers and engineers in a vibrant atmosphere. + +🗓 Date: [Insert Date] +🕒 Time: [Insert Time] +📍 Location: [Insert Venue] + +Bring your ideas and your laptop—let’s create something amazing together! 🚀 + +**Hashtags:** +#HackNight #MiamiBeach #TechInnovation #Developers #Engineers #CodingCommunity #TechEvents #MiamiTech #Networking #Collaboration + +--- + +### Post 2: 3 Days to Go! + +**Image Idea:** A dynamic countdown graphic with a tech-themed background, featuring a timer and snippets of code. + +**Caption:** +⏰ Just 3 days until our Hack Night in Miami Beach! Are you ready to unleash your coding skills? 🌊💻 + +Join us for an evening filled with brainstorming, networking, and fun! Tag your coding partner and let’s make this a night to remember! 👇 + +**Hashtags:** +#HackNight #MiamiBeach #Countdown #TechCommunity #Developers #Engineers #CodingLife #MiamiEvents #Networking #Techies + +--- + +### Post 3: Recap of Last Hack Night + +**Image Idea:** A vibrant collage of photos from the last Hack Night, showcasing participants engaged in coding, teamwork, and laughter. + +**Caption:** +✨ Flashback to our last Hack Night! The energy was electric, and the creativity was off the charts! 💥 + +From intense coding sessions to innovative solutions, our community thrives on collaboration. Don’t miss out on the next opportunity to connect and create! + +📅 Save the date: [Insert Date] +📍 Location: [Insert Venue] + +Let’s code the future together! 🌟 + +**Hashtags:** +#HackNight #MiamiBeach #TechCommunity #Throwback #Innovation #CodingLife #Collaboration #MiamiTech #Developers #Engineers + +--- + +### Post 4: Become a Sponsor + +**Image Idea:** A sleek, modern graphic with the text ""Join Us as a Sponsor!"" set against a tech-inspired background. + +**Caption:** +🚀 Calling all businesses! Want to connect with the tech scene? Become a sponsor for our Hack Night in Miami Beach! 🌴💻 + +Support innovation, showcase your brand, and engage with talented developers and engineers. Let’s create an unforgettable experience together! + +DM us for sponsorship opportunities! 📩 + +**Hashtags:** +#HackNight #MiamiBeach #Sponsorship #TechCommunity #Developers #Engineers #Innovation #TechEvents #MiamiTech #Networking + +--- + +### Post 5: Participant Spotlight + +**Image Idea:** A quote graphic featuring a glowing testimonial from a past participant, with a lively hack night scene in the background. + +**Caption:** +💬 ""Hack Night was an incredible opportunity to learn and connect! I can’t wait for the next one!"" - [Participant Name] + +Join us for our next Hack Night in Miami Beach and make your own unforgettable memories! 🌊💻 + +📅 Date: [Insert Date] +📍 Location: [Insert Venue] + +Don’t miss out—let’s innovate together! + +**Hashtags:** +#HackNight #MiamiBeach #Testimonials #TechCommunity #Developers #Engineers #CodingLife #Innovation #TechEvents #MiamiTech + +--- + +Make sure to customize the dates, times, and venues as necessary, and use high-quality, engaging images to attract your audience!",2024-08-22T21:42:18.716763 +7f7f8c91-34ed-4efd-a6f0-b996c242cadc,Facebook-Marketing-Agent,"Create posts to promote hack nights in miami beach for developers, engineers, and tech enthusiasts. Include relevant hashtags, images, and engaging captions.","### Post 1: Ignite Your Passion for Tech! + +🌟 **Hack Night in Miami Beach is Here!** 🌊 + +Attention developers, engineers, and tech enthusiasts! Are you ready to dive into a night of innovation and creativity? Join us for an exciting Hack Night where ideas come to life! 🖥️✨ + +📅 **Date**: [Insert Date] +🕒 **Time**: [Insert Time] +📍 **Location**: [Insert Venue] + +Bring your laptop, your ideas, and your enthusiasm! Whether you're a coding ninja or just starting your journey, this is the perfect opportunity to collaborate, learn, and network with like-minded individuals. Plus, there are awesome prizes to be won! 🏆 + +👉 **RSVP Here**: [Insert Link] +📸 [Include a vibrant image of a previous hack night or a tech-inspired graphic] + +**Let’s build the future together!** 💡💻 + +#HackNight #MiamiBeach #TechCommunity #Developers #Engineers #Innovation #CodingChallenge #Networking + +--- + +### Post 2: Get Ready to Hack! + +🚀 **Hack Night is Almost Here!** 🌴 + +Miami Beach, are you ready? Our Hack Night is just around the corner, and we want YOU to be part of this incredible experience! Whether you want to collaborate, learn, or showcase your skills, this event is for everyone! 🤝💻 + +✨ **What to Expect**: +- Engaging coding challenges +- Networking opportunities +- Delicious food and drinks! 🍕🥤 + +📅 **Date**: [Insert Date] +🕒 **Time**: [Insert Time] +📍 **Location**: [Insert Venue] + +Tag your coding buddies and let’s make some tech magic happen! 🌟 + +👉 **Sign Up Here**: [Insert Link] +📸 [Include an image of a group of people coding together or a fun tech-themed graphic] + +#MiamiHackNight #TechEnthusiasts #CodeAndCollaborate #MiamiTech #Developers #Engineers #Hackathon + +--- + +### Post 3: Join the Tech Revolution! + +🎉 **Hack Night is Calling All Creatives!** 🌊 + +Are you ready to hack your way into the future? Join us for an unforgettable night of coding, creativity, and community at our Hack Night in Miami Beach! 🚀💡 + +🗓️ **When**: [Insert Date] +🕒 **Time**: [Insert Time] +📍 **Where**: [Insert Venue] + +This is your chance to connect with fellow developers, engineers, and tech enthusiasts. Bring your ideas, your passion, and let’s create something amazing together! + +📸 [Include a dynamic image of a hack night in action or a tech meetup atmosphere] + +👉 **Don’t miss out! RSVP here**: [Insert Link] + +#HackNightMiami #TechInnovation #DevelopersUnite #MiamiBeach #CodingCommunity #Engineers #HackathonFun + +--- + +### Post 4: Last Call for Innovators! + +⏰ **Final Call for Hack Night!** 🌴 + +Hey Miami Beach techies! Our Hack Night is just around the corner, and we want you to be part of the action! Whether you're looking to learn, network, or just have a great time, this is the place to be! 💥👩‍💻👨‍💻 + +🗓️ **Date**: [Insert Date] +🕒 **Time**: [Insert Time] +📍 **Location**: [Insert Venue] + +Don’t forget to bring your laptop and your best ideas. Let’s hack the night away! + +👉 **RSVP Now**: [Insert Link] +📸 [Include a high-energy image of participants at a hack night] + +#MiamiHackers #TechMeetup #HackNight #Developers #Engineers #MiamiBeach #CreateAndInnovate + +Feel free to customize the dates, times, and venues as needed, and ensure the images used are eye-catching and relevant to the tech community!",2024-08-22T21:42:18.716763 +7f7f8c91-34ed-4efd-a6f0-b996c242cadc,Email-Marketing-Agent,"Create posts to promote hack nights in miami beach for developers, engineers, and tech enthusiasts. Include relevant hashtags, images, and engaging captions.","### Social Media Posts for Hack Nights in Miami Beach + +**Post 1:** +🌊 **Hack Nights are Here!** 🌊 Calling all developers, engineers, and tech enthusiasts! Join us for an unforgettable night of coding, creativity, and collaboration in sunny Miami Beach! 🏖️💻 + +📅 **Date:** [Insert Date] +🕒 **Time:** [Insert Time] +📍 **Location:** [Insert Venue] + +Don’t miss out on the chance to connect with fellow tech lovers and showcase your skills! +👉 **Register now:** [Insert Registration Link] +#HackNight #MiamiBeach #TechCommunity #Developers #Coding #Innovation + +**Image:** (A vibrant image of Miami Beach with people coding outside under palm trees) + +--- + +**Post 2:** +🚀 **Get Ready to Hack!** 🚀 Join us for a night of innovation and inspiration at our Hack Night in Miami Beach! 🌴✨ + +Network with industry experts, participate in hands-on workshops, and compete for exciting prizes! 🏆 + +📅 **When:** [Insert Date] +🕒 **Time:** [Insert Time] +📍 **Where:** [Insert Venue] + +Spots are limited, so secure yours today! +👉 [Insert Registration Link] +#Hackathon #MiamiTech #Networking #Engineers #TechEnthusiasts #CodeTogether + +**Image:** (An engaging photo of developers brainstorming and coding together) + +--- + +**Post 3:** +👩‍💻👨‍💻 **Attention, Tech Innovators!** Miami Beach is the place to be for our upcoming Hack Night! Are you ready to code, collaborate, and create? 🎉 + +📅 **Date:** [Insert Date] +🕒 **Time:** [Insert Time] +📍 **Location:** [Insert Venue] + +Bring your ideas, and let’s make magic happen together! +👉 **Register here:** [Insert Registration Link] +#MiamiHackNight #TechEvents #DevelopersUnite #Engineering #Hackathon #CreativityUnleashed + +**Image:** (A dynamic image of a coding session with bright lights and tech gadgets) + +--- + +**Post 4:** +🔥 **Hack Night in Miami Beach!** 🔥 Join the tech revolution with fellow developers and engineers as we hack the night away! 🌟 + +Expect workshops, networking, and a chance to win amazing prizes! 🏅 + +📅 **Date:** [Insert Date] +🕒 **Time:** [Insert Time] +📍 **Location:** [Insert Venue] + +Don’t wait—spots are filling up fast! +👉 [Insert Registration Link] +#MiamiBeachHack #TechInnovation #Developers #Engineers #CodingNight #TechCommunity + +**Image:** (A collage of past hack nights showcasing teamwork and technology) + +--- + +**Post 5:** +💡 **Join the Hack Night Wave!** 🌊 Are you a developer, engineer, or tech enthusiast? This is your chance to showcase your skills and collaborate with the best in sunny Miami Beach! 🌴💻 + +📅 **When:** [Insert Date] +🕒 **Time:** [Insert Time] +📍 **Where:** [Insert Venue] + +Let’s innovate together! +👉 **Register now:** [Insert Registration Link] +#HackNight #MiamiTech #Developers #Collaboration #Innovation #TechEvents + +**Image:** (An eye-catching photo of the Miami skyline with a tech overlay) + +--- + +Feel free to customize the dates, times, and images to suit your event and brand!",2024-08-22T21:42:18.716763 diff --git a/examples/structs/swarms/spreadsheet_swarm_examples/qr_code_generative_spreedsheet_swarm.py b/examples/structs/swarms/spreadsheet_swarm_examples/qr_code_generative_spreedsheet_swarm.py new file mode 100644 index 00000000..d1eeb32e --- /dev/null +++ b/examples/structs/swarms/spreadsheet_swarm_examples/qr_code_generative_spreedsheet_swarm.py @@ -0,0 +1,60 @@ +import os +from swarms import Agent, OpenAIChat +from swarms.structs.spreadsheet_swarm import SpreadSheetSwarm + +# Define custom system prompts for QR code generation +QR_CODE_AGENT_1_SYS_PROMPT = """ +You are a Python coding expert. Your task is to write a Python script to generate a QR code for the link: https://lu.ma/jjc1b2bo. The code should save the QR code as an image file. +""" + +QR_CODE_AGENT_2_SYS_PROMPT = """ +You are a Python coding expert. Your task is to write a Python script to generate a QR code for the link: https://github.com/The-Swarm-Corporation/Cookbook. The code should save the QR code as an image file. +""" + +# Example usage: +api_key = os.getenv("OPENAI_API_KEY") + +# Model +model = OpenAIChat( + openai_api_key=api_key, model_name="gpt-4o-mini", temperature=0.1 +) + +# Initialize your agents for QR code generation +agents = [ + Agent( + agent_name="QR-Code-Generator-Agent-Luma", + system_prompt=QR_CODE_AGENT_1_SYS_PROMPT, + llm=model, + max_loops=1, + dynamic_temperature_enabled=True, + saved_state_path="qr_code_agent_luma.json", + user_name="swarms_corp", + retry_attempts=1, + ), + Agent( + agent_name="QR-Code-Generator-Agent-Cookbook", + system_prompt=QR_CODE_AGENT_2_SYS_PROMPT, + llm=model, + max_loops=1, + dynamic_temperature_enabled=True, + saved_state_path="qr_code_agent_cookbook.json", + user_name="swarms_corp", + retry_attempts=1, + ), +] + +# Create a Swarm with the list of agents +swarm = SpreadSheetSwarm( + name="QR-Code-Generation-Swarm", + description="A swarm that generates Python scripts to create QR codes for specific links.", + agents=agents, + autosave_on=True, + save_file_path="qr_code_generation_results.csv", + run_all_agents=False, + repeat_count=1, +) + +# Run the swarm +swarm.run( + task="Generate Python scripts to create QR codes for the provided links and save them as image files." +) diff --git a/examples/structs/swarms/spreadsheet_swarm_examples/social_media_marketing_spreesheet_swarm.py b/examples/structs/swarms/spreadsheet_swarm_examples/social_media_marketing_spreesheet_swarm.py new file mode 100644 index 00000000..a0cb4b84 --- /dev/null +++ b/examples/structs/swarms/spreadsheet_swarm_examples/social_media_marketing_spreesheet_swarm.py @@ -0,0 +1,88 @@ +import os +from swarms import Agent, OpenAIChat +from swarms.structs.spreadsheet_swarm import SpreadSheetSwarm + +# Define custom system prompts for each social media platform +TWITTER_AGENT_SYS_PROMPT = """ +You are a Twitter marketing expert. Your task is to create engaging, concise tweets and analyze trends to maximize engagement. Consider hashtags, timing, and content relevance. +""" + +INSTAGRAM_AGENT_SYS_PROMPT = """ +You are an Instagram marketing expert. Your task is to create visually appealing and engaging content, including captions and hashtags, tailored to a specific audience. +""" + +FACEBOOK_AGENT_SYS_PROMPT = """ +You are a Facebook marketing expert. Your task is to craft posts that are optimized for engagement and reach on Facebook, including using images, links, and targeted messaging. +""" + +EMAIL_AGENT_SYS_PROMPT = """ +You are an Email marketing expert. Your task is to write compelling email campaigns that drive conversions, focusing on subject lines, personalization, and call-to-action strategies. +""" + +# Example usage: +api_key = os.getenv("OPENAI_API_KEY") + +# Model +model = OpenAIChat( + openai_api_key=api_key, model_name="gpt-4o-mini", temperature=0.1 +) + +# Initialize your agents for different social media platforms +agents = [ + Agent( + agent_name="Twitter-Marketing-Agent", + system_prompt=TWITTER_AGENT_SYS_PROMPT, + llm=model, + max_loops=1, + dynamic_temperature_enabled=True, + saved_state_path="twitter_agent.json", + user_name="swarms_corp", + retry_attempts=1, + ), + Agent( + agent_name="Instagram-Marketing-Agent", + system_prompt=INSTAGRAM_AGENT_SYS_PROMPT, + llm=model, + max_loops=1, + dynamic_temperature_enabled=True, + saved_state_path="instagram_agent.json", + user_name="swarms_corp", + retry_attempts=1, + ), + Agent( + agent_name="Facebook-Marketing-Agent", + system_prompt=FACEBOOK_AGENT_SYS_PROMPT, + llm=model, + max_loops=1, + dynamic_temperature_enabled=True, + saved_state_path="facebook_agent.json", + user_name="swarms_corp", + retry_attempts=1, + ), + Agent( + agent_name="Email-Marketing-Agent", + system_prompt=EMAIL_AGENT_SYS_PROMPT, + llm=model, + max_loops=1, + dynamic_temperature_enabled=True, + saved_state_path="email_agent.json", + user_name="swarms_corp", + retry_attempts=1, + ), +] + +# Create a Swarm with the list of agents +swarm = SpreadSheetSwarm( + name="Social-Media-Marketing-Swarm", + description="A swarm that processes social media marketing tasks using multiple agents on different threads.", + agents=agents, + autosave_on=True, + save_file_path="social_media_marketing_spreadsheet.csv", + run_all_agents=False, + repeat_count=2, +) + +# Run the swarm +swarm.run( + task="Create posts to promote hack nights in miami beach for developers, engineers, and tech enthusiasts. Include relevant hashtags, images, and engaging captions." +) diff --git a/examples/structs/swarms/spreadsheet_swarm_examples/spread_sheet_example.py b/examples/structs/swarms/spreadsheet_swarm_examples/spread_sheet_example.py new file mode 100644 index 00000000..77a8e827 --- /dev/null +++ b/examples/structs/swarms/spreadsheet_swarm_examples/spread_sheet_example.py @@ -0,0 +1,47 @@ +import os + +from swarms import Agent, OpenAIChat +from swarms.prompts.finance_agent_sys_prompt import ( + FINANCIAL_AGENT_SYS_PROMPT, +) +from swarms.structs.spreadsheet_swarm import SpreadSheetSwarm + +# Example usage: +api_key = os.getenv("OPENAI_API_KEY") + +# Model +model = OpenAIChat( + openai_api_key=api_key, model_name="gpt-4o-mini", temperature=0.1 +) + + +# Initialize your agents (assuming the Agent class and model are already defined) +agents = [ + Agent( + agent_name=f"Financial-Analysis-Agent-spreesheet-swarm:{i}", + system_prompt=FINANCIAL_AGENT_SYS_PROMPT, + llm=model, + max_loops=1, + dynamic_temperature_enabled=True, + saved_state_path="finance_agent.json", + user_name="swarms_corp", + retry_attempts=1, + ) + for i in range(10) +] + +# Create a Swarm with the list of agents +swarm = SpreadSheetSwarm( + name="Finance-Spreadsheet-Swarm", + description="A swarm that processes tasks from a queue using multiple agents on different threads.", + agents=agents, + autosave_on=True, + save_file_path="financial_spreed_sheet_swarm_demo.csv", + run_all_agents=False, + repeat_count=1, +) + +# Run the swarm +swarm.run( + task="Analyze the states with the least taxes for LLCs. Provide an overview of all tax rates and add them with a comprehensive analysis" +) diff --git a/playground/structs/swarms/swarm_example.py b/examples/structs/swarms/swarm_example.py similarity index 100% rename from playground/structs/swarms/swarm_example.py rename to examples/structs/swarms/swarm_example.py diff --git a/playground/structs/tasks/task_example.py b/examples/structs/tasks/task_example.py similarity index 100% rename from playground/structs/tasks/task_example.py rename to examples/structs/tasks/task_example.py diff --git a/playground/structs/workflows/example_concurrentworkflow.py b/examples/structs/workflows/example_concurrentworkflow.py similarity index 100% rename from playground/structs/workflows/example_concurrentworkflow.py rename to examples/structs/workflows/example_concurrentworkflow.py diff --git a/playground/structs/workflows/example_recursiveworkflow.py b/examples/structs/workflows/example_recursiveworkflow.py similarity index 100% rename from playground/structs/workflows/example_recursiveworkflow.py rename to examples/structs/workflows/example_recursiveworkflow.py diff --git a/playground/structs/workflows/example_sequentialworkflow.py b/examples/structs/workflows/example_sequentialworkflow.py similarity index 100% rename from playground/structs/workflows/example_sequentialworkflow.py rename to examples/structs/workflows/example_sequentialworkflow.py diff --git a/playground/structs/workflows/example_swarmnetwork.py b/examples/structs/workflows/example_swarmnetwork.py similarity index 100% rename from playground/structs/workflows/example_swarmnetwork.py rename to examples/structs/workflows/example_swarmnetwork.py diff --git a/playground/swarms_marketplace/agents/create_agent.py b/examples/swarms_marketplace/agents/create_agent.py similarity index 100% rename from playground/swarms_marketplace/agents/create_agent.py rename to examples/swarms_marketplace/agents/create_agent.py diff --git a/playground/swarms_marketplace/prompts_api/add_prompt.py b/examples/swarms_marketplace/prompts_api/add_prompt.py similarity index 100% rename from playground/swarms_marketplace/prompts_api/add_prompt.py rename to examples/swarms_marketplace/prompts_api/add_prompt.py diff --git a/playground/swarms_marketplace/prompts_api/edit_prompt.py b/examples/swarms_marketplace/prompts_api/edit_prompt.py similarity index 100% rename from playground/swarms_marketplace/prompts_api/edit_prompt.py rename to examples/swarms_marketplace/prompts_api/edit_prompt.py diff --git a/playground/swarms_marketplace/prompts_api/query_prompts.py b/examples/swarms_marketplace/prompts_api/query_prompts.py similarity index 100% rename from playground/swarms_marketplace/prompts_api/query_prompts.py rename to examples/swarms_marketplace/prompts_api/query_prompts.py diff --git a/playground/tasks/example_task.py b/examples/tasks/example_task.py similarity index 100% rename from playground/tasks/example_task.py rename to examples/tasks/example_task.py diff --git a/playground/tools/dev_swarm_github.py b/examples/tools/dev_swarm_github.py similarity index 100% rename from playground/tools/dev_swarm_github.py rename to examples/tools/dev_swarm_github.py diff --git a/playground/tools/parse_and_execute_json.py b/examples/tools/parse_and_execute_json.py similarity index 100% rename from playground/tools/parse_and_execute_json.py rename to examples/tools/parse_and_execute_json.py diff --git a/playground/tools/tool_storage.py b/examples/tools/tool_storage.py similarity index 100% rename from playground/tools/tool_storage.py rename to examples/tools/tool_storage.py diff --git a/playground/workshops/aug_10/book_generator_swarm.py b/examples/workshops/aug_10/book_generator_swarm.py similarity index 100% rename from playground/workshops/aug_10/book_generator_swarm.py rename to examples/workshops/aug_10/book_generator_swarm.py diff --git a/playground/workshops/aug_10/clean_up_code.py b/examples/workshops/aug_10/clean_up_code.py similarity index 100% rename from playground/workshops/aug_10/clean_up_code.py rename to examples/workshops/aug_10/clean_up_code.py diff --git a/playground/workshops/aug_10/game.py b/examples/workshops/aug_10/game.py similarity index 100% rename from playground/workshops/aug_10/game.py rename to examples/workshops/aug_10/game.py diff --git a/playground/workshops/aug_10/new_game.py b/examples/workshops/aug_10/new_game.py similarity index 100% rename from playground/workshops/aug_10/new_game.py rename to examples/workshops/aug_10/new_game.py diff --git a/pyproject.toml b/pyproject.toml index 3322becd..2dec4b52 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -5,7 +5,7 @@ build-backend = "poetry.core.masonry.api" [tool.poetry] name = "swarms" -version = "5.6.2" +version = "5.6.5" description = "Swarms - Pytorch" license = "MIT" authors = ["Kye Gomez "] diff --git a/queue_swarm_example.py b/queue_swarm_example.py new file mode 100644 index 00000000..ef86b017 --- /dev/null +++ b/queue_swarm_example.py @@ -0,0 +1,61 @@ +import os + +from swarms.structs.queue_swarm import TaskQueueSwarm +from swarms import Agent, OpenAIChat +from swarms.prompts.finance_agent_sys_prompt import ( + FINANCIAL_AGENT_SYS_PROMPT, +) + +# Example usage: +api_key = os.getenv("OPENAI_API_KEY") + +# Model +model = OpenAIChat( + openai_api_key=api_key, model_name="gpt-4o-mini", temperature=0.1 +) + + +# Initialize your agents (assuming the Agent class and model are already defined) +agents = [ + Agent( + agent_name=f"Financial-Analysis-Agent-Task-Queue-swarm-{i}", + system_prompt=FINANCIAL_AGENT_SYS_PROMPT, + llm=model, + max_loops=1, + autosave=True, + dashboard=False, + verbose=True, + dynamic_temperature_enabled=True, + saved_state_path="finance_agent.json", + user_name="swarms_corp", + retry_attempts=1, + context_length=200000, + return_step_meta=False, + ) + for i in range(10) +] +# Create a Swarm with the list of agents +swarm = TaskQueueSwarm( + agents=agents, + return_metadata_on=True, + autosave_on=True, + save_file_path="swarm_run_metadata.json", +) + +# Add tasks to the swarm +swarm.add_task( + "How can I establish a ROTH IRA to buy stocks and get a tax break? What are the criteria?" +) +swarm.add_task("Analyze the financial risks of investing in tech stocks.") + +# Keep adding tasks as needed... +# swarm.add_task("...") + +# Run the swarm and get the output +out = swarm.run() + +# Print the output +print(out) + +# Export the swarm metadata +swarm.export_metadata() diff --git a/scripts/misc/playground_to_examples.sh b/scripts/misc/playground_to_examples.sh index a0ed5a96..c2fa91fb 100755 --- a/scripts/misc/playground_to_examples.sh +++ b/scripts/misc/playground_to_examples.sh @@ -1,7 +1,7 @@ #!/bin/bash # Define the directory to search -dir="playground" +dir="examples" # Check if the directory exists if [ -d "$dir" ] diff --git a/scripts/tests/run_examples.sh b/scripts/tests/run_examples.sh index f7978058..707db872 100644 --- a/scripts/tests/run_examples.sh +++ b/scripts/tests/run_examples.sh @@ -3,7 +3,7 @@ # Define a file to keep track of successfully executed scripts SUCCESS_LOG="successful_runs.log" -for f in /swarms/playground/examples/example_*.py; do +for f in /swarms/examples/examples/example_*.py; do # Check if the script has been logged as successful if grep -Fxq "$f" "$SUCCESS_LOG"; then echo "Skipping ${f} as it ran successfully in a previous run." diff --git a/swarms/models/popular_llms.py b/swarms/models/popular_llms.py index b600b4c6..852c56b4 100644 --- a/swarms/models/popular_llms.py +++ b/swarms/models/popular_llms.py @@ -4,12 +4,14 @@ from langchain_community.chat_models.azure_openai import ( from langchain_community.chat_models.openai import ( ChatOpenAI as OpenAIChat, ) -from langchain.llms.anthropic import Anthropic -from langchain.llms.cohere import Cohere -from langchain.llms.mosaicml import MosaicML -from langchain.llms.openai import OpenAI # , OpenAIChat, AzureOpenAI +from langchain_community.llms.anthropic import Anthropic +from langchain_community.llms.cohere import Cohere +from langchain_community.llms.mosaicml import MosaicML +from langchain_community.llms.openai import ( + OpenAI, +) # , OpenAIChat, AzureOpenAI from langchain_community.llms.octoai_endpoint import OctoAIEndpoint -from langchain.llms.replicate import Replicate +from langchain_community.llms.replicate import Replicate from langchain_community.llms.fireworks import Fireworks # noqa: F401 diff --git a/swarms/structs/__init__.py b/swarms/structs/__init__.py index ff6fe8bd..ed6289d7 100644 --- a/swarms/structs/__init__.py +++ b/swarms/structs/__init__.py @@ -12,6 +12,12 @@ from swarms.structs.base_swarm import BaseSwarm from swarms.structs.base_workflow import BaseWorkflow from swarms.structs.concurrent_workflow import ConcurrentWorkflow from swarms.structs.conversation import Conversation +from swarms.structs.graph_workflow import ( + Edge, + GraphWorkflow, + Node, + NodeType, +) from swarms.structs.groupchat import GroupChat from swarms.structs.majority_voting import ( MajorityVoting, @@ -21,6 +27,7 @@ from swarms.structs.majority_voting import ( ) from swarms.structs.message import Message from swarms.structs.message_pool import MessagePool +from swarms.structs.mixture_of_agents import MixtureOfAgents from swarms.structs.multi_agent_collab import MultiAgentCollaboration from swarms.structs.multi_process_workflow import ( MultiProcessWorkflow, @@ -28,11 +35,12 @@ from swarms.structs.multi_process_workflow import ( from swarms.structs.multi_threaded_workflow import ( MultiThreadedWorkflow, ) -from swarms.structs.swarm_net import SwarmNetwork +from swarms.structs.queue_swarm import TaskQueueSwarm from swarms.structs.rearrange import AgentRearrange, rearrange from swarms.structs.recursive_workflow import RecursiveWorkflow from swarms.structs.round_robin import RoundRobinSwarm from swarms.structs.sequential_workflow import SequentialWorkflow +from swarms.structs.swarm_net import SwarmNetwork from swarms.structs.swarming_architectures import ( broadcast, circular_swarm, @@ -73,13 +81,7 @@ from swarms.structs.yaml_model import ( get_type_name, pydantic_type_to_yaml_schema, ) -from swarms.structs.mixture_of_agents import MixtureOfAgents -from swarms.structs.graph_workflow import ( - GraphWorkflow, - Node, - NodeType, - Edge, -) +from swarms.structs.spreadsheet_swarm import SpreadSheetSwarm __all__ = [ "Agent", @@ -148,4 +150,6 @@ __all__ = [ "sigmoid_swarm", "staircase_swarm", "star_swarm", + "TaskQueueSwarm", + "SpreadSheetSwarm", ] diff --git a/swarms/structs/agent.py b/swarms/structs/agent.py index ee0d2a81..9173c4fb 100644 --- a/swarms/structs/agent.py +++ b/swarms/structs/agent.py @@ -1,3 +1,4 @@ +import threading import asyncio import concurrent.futures import json @@ -496,17 +497,9 @@ class Agent: artifacts_directory=self.workspace_dir, ) - # Telemetry Processor - # self.setup_telemetry_capture() - - # Todo: Implement the function - # def setup_telemetry_capture(self): - # self.telemetry_capturer = TelemetryProcessor() - # json_data = self.telemetry_capturer.process_data(self.to_dict()) - # self.telemetry_capturer.export_to_server( - # json_data, api_url="https://swarms.world/v1/log-agent" - # ) - # return None + # Telemetry Processor to log agent data + new_thread = threading.Thread(target=self.log_agent_data) + new_thread.start() def set_system_prompt(self, system_prompt: str): """Set the system prompt""" @@ -2015,7 +2008,22 @@ class Agent: f"Model saved to {self.workspace_dir}/{self.agent_name}.yaml" ) - # def publish_agent_to_marketplace(self): - # import requests + def log_agent_data(self): + import requests + + data = self.to_dict() + + data_dict = { + "data": data, + } + + url = "https://swarms.world/api/get-agents/log-agents" + headers = { + "Content-Type": "application/json", + "Authorization": "Bearer sk-9ac18e55884ae17a4a739a4867b9eb23f3746c21d00bd16e1a97a30b211a81e4", + } - # # Prepare the data + requests.post(url, json=data_dict, headers=headers) + + # return response.json() + return None diff --git a/swarms/structs/queue_swarm.py b/swarms/structs/queue_swarm.py new file mode 100644 index 00000000..5d3af3a3 --- /dev/null +++ b/swarms/structs/queue_swarm.py @@ -0,0 +1,181 @@ +import queue +import threading +from typing import List +from swarms.structs.agent import Agent +import datetime +from pydantic import BaseModel +import os +from swarms.utils.file_processing import create_file_in_folder +from swarms.utils.loguru_logger import logger + +time = datetime.datetime.now().isoformat() + + +class AgentOutput(BaseModel): + agent_name: str + task: str + result: str + timestamp: str + + +class SwarmRunMetadata(BaseModel): + run_id: str + name: str + description: str + agents: List[str] + start_time: str + end_time: str + tasks_completed: int + outputs: List[AgentOutput] + + +class TaskQueueSwarm: + """ + A swarm that processes tasks from a queue using multiple agents on different threads. + + Args: + agents (List[Agent]): A list of agents of class Agent. + name (str, optional): The name of the swarm. Defaults to "Task-Queue-Swarm". + description (str, optional): The description of the swarm. Defaults to "A swarm that processes tasks from a queue using multiple agents on different threads.". + autosave_on (bool, optional): Whether to automatically save the swarm metadata. Defaults to True. + save_file_path (str, optional): The file path to save the swarm metadata. Defaults to "swarm_run_metadata.json". + workspace_dir (str, optional): The directory path of the workspace. Defaults to os.getenv("WORKSPACE_DIR"). + return_metadata_on (bool, optional): Whether to return the swarm metadata after running. Defaults to False. + max_loops (int, optional): The maximum number of loops to run the swarm. Defaults to 1. + + Attributes: + name (str): The name of the swarm. + description (str): The description of the swarm. + agents (List[Agent]): A list of agents of class Agent. + task_queue (Queue): A queue to store the tasks. + lock (Lock): A lock for thread synchronization. + autosave_on (bool): Whether to automatically save the swarm metadata. + save_file_path (str): The file path to save the swarm metadata. + workspace_dir (str): The directory path of the workspace. + return_metadata_on (bool): Whether to return the swarm metadata after running. + max_loops (int): The maximum number of loops to run the swarm. + metadata (SwarmRunMetadata): The metadata of the swarm run. + + """ + + def __init__( + self, + agents: List[Agent], + name: str = "Task-Queue-Swarm", + description: str = "A swarm that processes tasks from a queue using multiple agents on different threads.", + autosave_on: bool = True, + save_file_path: str = "swarm_run_metadata.json", + workspace_dir: str = os.getenv("WORKSPACE_DIR"), + return_metadata_on: bool = False, + max_loops: int = 1, + *args, + **kwargs, + ): + self.name = name + self.description = description + self.agents = agents + self.task_queue = queue.Queue() + self.lock = threading.Lock() + self.autosave_on = autosave_on + self.save_file_path = save_file_path + self.workspace_dir = workspace_dir + self.return_metadata_on = return_metadata_on + self.max_loops = max_loops + + # Metadata + self.metadata = SwarmRunMetadata( + run_id=f"swarm_run_{time}", + name=name, + description=description, + agents=[agent.agent_name for agent in agents], + start_time=time, + end_time="", + tasks_completed=0, + outputs=[], + ) + + def reliability_checks(self): + logger.info("Initializing reliability checks. ") + + if self.agents is None: + raise ValueError( + "You must provide a list of agents of class Agent into the class" + ) + + if self.max_loops == 0: + raise ValueError( + "Max loops cannot be zero, the loop must run once to use the swarm" + ) + + logger.info( + "Reliability checks successful, your swarm is ready for usage." + ) + + def add_task(self, task: str): + """Adds a task to the queue.""" + self.task_queue.put(task) + + def _process_task(self, agent: Agent): + """Processes tasks from the queue using the provided agent.""" + while not self.task_queue.empty(): + task = self.task_queue.get() + try: + logger.info( + f"Agent {agent.agent_name} is running task: {task}" + ) + result = agent.run(task) + self.metadata.tasks_completed += 1 + self.metadata.outputs.append( + AgentOutput( + agent_name=agent.agent_name, + task=task, + result=result, + timestamp=time, + ) + ) + logger.info( + f"Agent {agent.agent_name} completed task: {task}" + ) + logger.info(f"Result: {result}") + except Exception as e: + logger.error( + f"Agent {agent.agent_name} failed to complete task: {task}" + ) + logger.error(f"Error: {e}") + self.task_queue.task_done() + + def run(self): + """Runs the swarm by having agents pick up tasks from the queue.""" + logger.info(f"Starting swarm run: {self.metadata.run_id}") + + threads = [] + for agent in self.agents: + thread = threading.Thread( + target=self._process_task, args=(agent,) + ) + thread.start() + threads.append(thread) + + for thread in threads: + thread.join() + + if self.autosave_on is True: + self.save_json_to_file() + + if self.return_metadata_on is True: + return self.metadata + + def save_json_to_file(self): + json_string = self.export_metadata() + + # Create a file in the current directory + create_file_in_folder( + self.workspace_dir, self.save_file_path, json_string + ) + + logger.info(f"Metadata saved to {self.save_file_path}") + + return None + + def export_metadata(self): + return self.metadata.model_dump_json(indent=4) diff --git a/swarms/structs/run_agents_in_parallel.py b/swarms/structs/run_agents_in_parallel.py new file mode 100644 index 00000000..0dc4d406 --- /dev/null +++ b/swarms/structs/run_agents_in_parallel.py @@ -0,0 +1,118 @@ +import os + +# from swarms.structs. import OpenAIChat +import asyncio +from swarms.utils.calculate_func_metrics import profile_func + + +# Function to run a single agent on the task (synchronous) +def run_single_agent(agent, task): + return agent.run(task) + + +# Asynchronous wrapper for agent tasks +async def run_agent_async(agent, task): + loop = asyncio.get_event_loop() + return await loop.run_in_executor(None, run_single_agent, agent, task) + + +# Asynchronous function to run agents concurrently +async def run_agents_concurrently_async(agents, task: str): + """ + Run multiple agents concurrently on the same task with optimized performance. + + :param agents: List of Agent instances to run concurrently. + :param task: The task string to execute by all agents. + :return: A list of outputs from each agent. + """ + + # Run all agents asynchronously using asyncio.gather + results = await asyncio.gather( + *(run_agent_async(agent, task) for agent in agents) + ) + return results + + +# Function to manage the overall process and batching +@profile_func +def run_agents_concurrently(agents, task: str, batch_size: int = 5): + """ + Manage and run multiple agents concurrently in batches, with optimized performance. + + :param agents: List of Agent instances to run concurrently. + :param task: The task string to execute by all agents. + :param batch_size: Number of agents to run in parallel in each batch. + :return: A list of outputs from each agent. + """ + + results = [] + loop = asyncio.get_event_loop() + + batch_size = ( + os.cpu_count() if batch_size > os.cpu_count() else batch_size + ) + + # Process agents in batches to avoid overwhelming system resources + for i in range(0, len(agents), batch_size): + batch = agents[i : i + batch_size] + batch_results = loop.run_until_complete( + run_agents_concurrently_async(batch, task) + ) + results.extend(batch_results) + + return results + + +# # Example usage: +# # Initialize your agents with the same model to avoid re-creating it +# agents = [ +# Agent( +# agent_name=f"Financial-Analysis-Agent_parallel_swarm{i}", +# system_prompt=FINANCIAL_AGENT_SYS_PROMPT, +# llm=model, +# max_loops=1, +# autosave=True, +# dashboard=False, +# verbose=False, +# dynamic_temperature_enabled=False, +# saved_state_path=f"finance_agent_{i}.json", +# user_name="swarms_corp", +# retry_attempts=1, +# context_length=200000, +# return_step_meta=False, +# ) +# for i in range(5) # Assuming you want 10 agents +# ] + +# task = "How can I establish a ROTH IRA to buy stocks and get a tax break? What are the criteria" +# outputs = run_agents_concurrently(agents, task) + +# for i, output in enumerate(outputs): +# print(f"Output from agent {i+1}:\n{output}") + +# # Output from agent 2: +# # execution_time=12.89196228981018 memory_usage=-294.9375 cpu_usage=-10.3 io_operations=23309 function_calls=1 +# # execution_time=11.810921907424927 memory_usage=-242.734375 cpu_usage=-26.4 io_operations=10752 function_calls=1 + +# # Parallel +# # execution_time=18.79391312599182 memory_usage=-342.9375 cpu_usage=-2.5 io_operations=59518 function_calls=1 + +# # # Multiprocess +# # 2024-08-22T14:49:33.986491-0400 Function metrics: { +# # "execution_time": 24.783875942230225, +# # "memory_usage": -286.734375, +# # "cpu_usage": -24.6, +# # "io_operations": 17961, +# # "function_calls": 1 +# # } + + +# # Latest +# # Analysis-Agent_parallel_swarm4_state.json +# # 2024-08-22T15:43:11.800970-0400 Function metrics: { +# # "execution_time": 11.062030792236328, +# # "memory_usage": -249.5625, +# # "cpu_usage": -15.700000000000003, +# # "io_operations": 13439, +# # "function_calls": 1 +# # } diff --git a/swarms/structs/run_agents_in_parallel_async_multiprocess.py b/swarms/structs/run_agents_in_parallel_async_multiprocess.py new file mode 100644 index 00000000..b7cd5dee --- /dev/null +++ b/swarms/structs/run_agents_in_parallel_async_multiprocess.py @@ -0,0 +1,123 @@ +import os +import asyncio +from swarms import Agent, OpenAIChat +from swarms.prompts.finance_agent_sys_prompt import ( + FINANCIAL_AGENT_SYS_PROMPT, +) +import uvloop +from multiprocessing import cpu_count +from swarms.utils.calculate_func_metrics import profile_func +from typing import List + +# Use uvloop for faster asyncio event loop +asyncio.set_event_loop_policy(uvloop.EventLoopPolicy()) + +# Get the OpenAI API key from the environment variable +api_key = os.getenv("OPENAI_API_KEY") + +# Get the OpenAI API key from the environment variable +api_key = os.getenv("OPENAI_API_KEY") + +# Create an instance of the OpenAIChat class (can be reused) +model = OpenAIChat( + api_key=api_key, model_name="gpt-4o-mini", temperature=0.1 +) + + +# Function to run a single agent on the task (synchronous) +def run_single_agent(agent, task): + return agent.run(task) + + +# Asynchronous wrapper for agent tasks +async def run_agent_async(agent, task): + loop = asyncio.get_event_loop() + return await loop.run_in_executor(None, run_single_agent, agent, task) + + +# Asynchronous function to run agents concurrently +async def run_agents_concurrently_async(agents, task: str): + """ + Run multiple agents concurrently on the same task with optimized performance. + + :param agents: List of Agent instances to run concurrently. + :param task: The task string to execute by all agents. + :return: A list of outputs from each agent. + """ + + # Run all agents asynchronously using asyncio.gather + results = await asyncio.gather( + *(run_agent_async(agent, task) for agent in agents) + ) + return results + + +# Function to manage the overall process and batching +@profile_func +def run_agents_concurrently_multiprocess( + agents: List[Agent], task: str, batch_size: int = cpu_count() +): + """ + Manage and run multiple agents concurrently in batches, with optimized performance. + + :param agents: List of Agent instances to run concurrently. + :param task: The task string to execute by all agents. + :param batch_size: Number of agents to run in parallel in each batch. + :return: A list of outputs from each agent. + """ + + results = [] + loop = asyncio.get_event_loop() + # batch_size = cpu_count() + + # Process agents in batches to avoid overwhelming system resources + for i in range(0, len(agents), batch_size): + batch = agents[i : i + batch_size] + batch_results = loop.run_until_complete( + run_agents_concurrently_async(batch, task) + ) + results.extend(batch_results) + + return results + + +# # Example usage: +# Initialize your agents with the same model to avoid re-creating it +agents = [ + Agent( + agent_name=f"Financial-Analysis-Agent_new_parallel_swarm_test{i}", + system_prompt=FINANCIAL_AGENT_SYS_PROMPT, + llm=model, + max_loops=1, + autosave=True, + dashboard=False, + verbose=False, + dynamic_temperature_enabled=False, + saved_state_path=f"finance_agent_{i}.json", + user_name="swarms_corp", + retry_attempts=1, + context_length=200000, + return_step_meta=False, + ) + for i in range(5) # Assuming you want 10 agents +] + +task = "How can I establish a ROTH IRA to buy stocks and get a tax break? What are the criteria" +outputs = run_agents_concurrently_multiprocess( + agents, + task, +) + +for i, output in enumerate(outputs): + print(f"Output from agent {i+1}:\n{output}") + + +# execution_time=15.958749055862427 memory_usage=-328.046875 cpu_usage=-2.5999999999999943 io_operations=81297 function_calls=1 +# Analysis-Agent_new_parallel_swarm_test1_state.json +# 2024-08-22T15:42:12.463246-0400 Function metrics: { +# "execution_time": 15.958749055862427, +# "memory_usage": -328.046875, +# "cpu_usage": -2.5999999999999943, +# "io_operations": 81297, +# "function_calls": 1 +# } diff --git a/swarms/structs/spreadsheet_swarm.py b/swarms/structs/spreadsheet_swarm.py new file mode 100644 index 00000000..403fd280 --- /dev/null +++ b/swarms/structs/spreadsheet_swarm.py @@ -0,0 +1,225 @@ +import uuid +import csv +import datetime +import os +import queue +import threading +from typing import List, Union + +from pydantic import BaseModel + +from swarms.structs.agent import Agent +from swarms.utils.file_processing import create_file_in_folder +from swarms.utils.loguru_logger import logger + +time = datetime.datetime.now().isoformat() + + +class AgentOutput(BaseModel): + agent_name: str + task: str + result: str + timestamp: str + + +class SwarmRunMetadata(BaseModel): + run_id: str + name: str + description: str + agents: List[str] + start_time: str + end_time: str + tasks_completed: int + outputs: List[AgentOutput] + + +class SpreadSheetSwarm: + """ + A swarm that processes tasks from a queue using multiple agents on different threads. + + Attributes: + name (str): The name of the swarm. + description (str): The description of the swarm. + agents (Union[Agent, List[Agent]]): The agents participating in the swarm. + autosave_on (bool): Flag indicating whether autosave is enabled. + save_file_path (str): The file path to save the swarm data. + task_queue (queue.Queue): The queue to store tasks. + lock (threading.Lock): The lock used for thread synchronization. + metadata (SwarmRunMetadata): The metadata for the swarm run. + """ + + def __init__( + self, + name: str = "Spreadsheet-Swarm", + description: str = "A swarm that processes tasks from a queue using multiple agents on different threads.", + agents: Union[Agent, List[Agent]] = [], + autosave_on: bool = True, + save_file_path: str = "spreedsheet_swarm.csv", + run_all_agents: bool = True, + repeat_count: int = 1, + workspace_dir: str = os.getenv("WORKSPACE_DIR"), + ): + self.name = name + self.description = description + self.agents = agents + self.autosave_on = autosave_on + self.save_file_path = save_file_path + self.run_all_agents = run_all_agents + self.repeat_count = repeat_count + self.workspace_dir = workspace_dir + self.task_queue = queue.Queue() + self.lock = threading.Lock() + + # Metadata + if isinstance(agents, Agent): + agents = [agents] + + # Metadata + self.metadata = SwarmRunMetadata( + run_id=f"spreadsheet_swarm_run_{time}", + name=name, + description=description, + agents=[agent.name for agent in agents], + start_time=time, + end_time="", + tasks_completed=0, + outputs=[], + ) + + # Check the reliability of the swarm + self.reliability_check() + + def reliability_check(self): + logger.info("Checking the reliability of the swarm...") + + if not self.agents: + raise ValueError("No agents are provided.") + if not self.save_file_path: + raise ValueError("No save file path is provided.") + + logger.info("Swarm reliability check passed.") + logger.info("Swarm is ready to run.") + + def run(self, task: str, *args, **kwargs): + """ + Run the swarm with the given task. + + Args: + task (str): The task to run. + run_all_agents (bool): Whether to run all agents. + repeat_count (int): The number of times to repeat the task. + """ + self.metadata.start_time = time + + # # If the task is a list, add each task to the queue + # if isinstance(task, list): + # task = [task] + + # If run_all_agents is True, run all agents + # if self.run_all_agents: + # for agent in self.agents: + # for t in task: + # result = agent.run(t, *args, **kwargs) + # self._track_output(agent, t, result) + # else: + # agent = self.agents[0] + # for t in task: + # for _ in range(self.repeat_count): + # result = agent.run(t, *args, **kwargs) + # self._track_output(agent, t, result) + + # for i in range(self.repeat_count): + # results = run_agents_concurrently(self.agents, task) + + # for agent, result in zip(self.agents, results): + # self._track_output(agent, task, result) + + for i in range(self.repeat_count): + + for agent in self.agents: + result = agent.run(task, *args, **kwargs) + self._track_output(agent, task, result) + + # Set the end time + self.metadata.end_time = time + + # Save the metadata to a CSV file + self._save_to_csv() + + # Export the metadata to JSON + if self.autosave_on: + self.data_to_json_file() + + def export_to_json(self): + """ + export the metadata to a JSON file. + + Returns: + str: The JSON representation of the metadata. + + + """ + return self.metadata.model_dump_json(indent=4) + + def data_to_json_file(self): + out = str(self.export_to_json()) + + # Save the JSON to a file + create_file_in_folder( + folder_path=f"{self.workspace_dir}/Spreedsheet-Swarm/{self.name}", + file_name=f"spreedsheet-swarm-{self.metadata.run_id}_metadata.json", + content=out, + ) + + def _track_output(self, agent: Agent, task: str, result: str): + """ + Track the output of the agent. + + Args: + agent (Agent): The agent. + task (str): The task. + result (str): The result. + """ + self.metadata.tasks_completed += 1 + self.metadata.outputs.append( + AgentOutput( + agent_name=agent.agent_name, + task=task, + result=result, + timestamp=time, + ) + ) + + def _save_to_csv(self): + """ + Save the swarm metadata to a CSV file. + """ + logger.info(f"Saving swarm metadata to: {self.save_file_path}") + run_id = uuid.uuid4() # Generate a unique run ID + + # Check if the file exists + file_exists = os.path.isfile(self.save_file_path) + + with open(self.save_file_path, "a", newline="") as file: + writer = csv.writer(file) + + # If the file didn't exist, write the header + if not file_exists: + writer.writerow( + ["Run ID", "Agent Name", "Task", "Result", "Timestamp"] + ) + + for output in self.metadata.outputs: + # Log the task and result before writing them to the CSV file + logger.info( + f"Task: {output.task}, Result: {output.result}" + ) + writer.writerow( + [ + str(run_id), + output.agent_name, + output.task, + output.result, + output.timestamp, + ] + ) diff --git a/swarms/telemetry/auto_upgrade_swarms.py b/swarms/telemetry/auto_upgrade_swarms.py index f62b8999..410b0332 100644 --- a/swarms/telemetry/auto_upgrade_swarms.py +++ b/swarms/telemetry/auto_upgrade_swarms.py @@ -1,19 +1,20 @@ import subprocess +from loguru import logger + from swarms.telemetry.check_update import check_for_update -from termcolor import colored def auto_update(): """auto update swarms""" try: - if check_for_update is True: - print( - "There is a new version of swarms available!" - " Downloading..." + outcome = check_for_update() + if outcome is True: + logger.info( + "There is a new version of swarms available! Downloading..." ) - subprocess.run(["pip", "install", "--upgrade", "swarms"]) + subprocess.run(["pip", "install", "-U", "swarms"]) else: - colored("swarms is up to date!", "red") + logger.info("swarms is up to date!") except Exception as e: - print(e) + logger.error(e) diff --git a/swarms/telemetry/check_update.py b/swarms/telemetry/check_update.py index 89f72ed7..ddc56063 100644 --- a/swarms/telemetry/check_update.py +++ b/swarms/telemetry/check_update.py @@ -24,7 +24,7 @@ def check_for_package(package: str) -> bool: return False -def check_for_update(): +def check_for_update() -> bool: """Check for updates Returns: diff --git a/swarms/utils/__init__.py b/swarms/utils/__init__.py index 6530b30f..ea623771 100644 --- a/swarms/utils/__init__.py +++ b/swarms/utils/__init__.py @@ -32,6 +32,7 @@ from swarms.utils.save_logs import parse_log_file from swarms.utils.try_except_wrapper import try_except_wrapper from swarms.utils.yaml_output_parser import YamlOutputParser from swarms.utils.concurrent_utils import execute_concurrently +from swarms.utils.calculate_func_metrics import profile_func __all__ = [ @@ -61,4 +62,5 @@ __all__ = [ "try_except_wrapper", "YamlOutputParser", "execute_concurrently", + "profile_func", ] diff --git a/swarms/utils/calculate_func_metrics.py b/swarms/utils/calculate_func_metrics.py new file mode 100644 index 00000000..8eb64785 --- /dev/null +++ b/swarms/utils/calculate_func_metrics.py @@ -0,0 +1,61 @@ +import time +import psutil +from pydantic import BaseModel +from swarms.utils.loguru_logger import logger + + +class FunctionMetrics(BaseModel): + execution_time: float + memory_usage: float + cpu_usage: float + io_operations: int + function_calls: int + + +def profile_func(func): + def wrapper(*args, **kwargs): + # Record the initial time, memory usage, CPU usage, and I/O operations + start_time = time.time() + start_mem = psutil.Process().memory_info().rss + start_cpu = psutil.cpu_percent() + start_io = ( + psutil.disk_io_counters().read_count + + psutil.disk_io_counters().write_count + ) + + # Call the function + result = func(*args, **kwargs) + + # Record the final time, memory usage, CPU usage, and I/O operations + end_time = time.time() + end_mem = psutil.Process().memory_info().rss + end_cpu = psutil.cpu_percent() + end_io = ( + psutil.disk_io_counters().read_count + + psutil.disk_io_counters().write_count + ) + + # Calculate the execution time, memory usage, CPU usage, and I/O operations + execution_time = end_time - start_time + memory_usage = (end_mem - start_mem) / ( + 1024**2 + ) # Convert bytes to MiB + cpu_usage = end_cpu - start_cpu + io_operations = end_io - start_io + + # Return the metrics as a FunctionMetrics object + metrics = FunctionMetrics( + execution_time=execution_time, + memory_usage=memory_usage, + cpu_usage=cpu_usage, + io_operations=io_operations, + function_calls=1, # Each call to the function counts as one function call + ) + + json_data = metrics.model_dump_json(indent=4) + + logger.info(f"Function metrics: {json_data}") + + return result, metrics + + return wrapper diff --git a/swarms/utils/data_to_text.py b/swarms/utils/data_to_text.py index a5ff8ddb..3e4980a9 100644 --- a/swarms/utils/data_to_text.py +++ b/swarms/utils/data_to_text.py @@ -5,26 +5,82 @@ import os from swarms.utils.pdf_to_text import pdf_to_text -def csv_to_text(file): +def csv_to_text(file: str) -> str: + """ + Converts a CSV file to text format. + + Args: + file (str): The path to the CSV file. + + Returns: + str: The text representation of the CSV file. + + Raises: + FileNotFoundError: If the file does not exist. + IOError: If there is an error reading the file. + + """ with open(file) as file: reader = csv.reader(file) data = list(reader) return str(data) -def json_to_text(file): +def json_to_text(file: str) -> str: + """ + Converts a JSON file to text format. + + Args: + file (str): The path to the JSON file. + + Returns: + str: The text representation of the JSON file. + + Raises: + FileNotFoundError: If the file does not exist. + IOError: If there is an error reading the file. + + """ with open(file) as file: data = json.load(file) return json.dumps(data) -def txt_to_text(file): +def txt_to_text(file: str) -> str: + """ + Reads a text file and returns its content as a string. + + Args: + file (str): The path to the text file. + + Returns: + str: The content of the text file. + + Raises: + FileNotFoundError: If the file does not exist. + IOError: If there is an error reading the file. + + """ with open(file) as file: data = file.read() return data -def md_to_text(file): +def md_to_text(file: str) -> str: + """ + Reads a Markdown file and returns its content as a string. + + Args: + file (str): The path to the Markdown file. + + Returns: + str: The content of the Markdown file. + + Raises: + FileNotFoundError: If the file does not exist. + IOError: If there is an error reading the file. + + """ if not os.path.exists(file): raise FileNotFoundError(f"No such file or directory: '{file}'") with open(file) as file: @@ -32,6 +88,55 @@ def md_to_text(file): return data +def data_to_text(file: str) -> str: + """ + Converts the given data file to text format. + + Args: + file (str): The path to the data file. + + Returns: + str: The text representation of the data file. + + Raises: + FileNotFoundError: If the file does not exist. + IOError: If there is an error reading the file. + + Examples: + >>> data_to_text("data.csv") + 'This is the text representation of the data file.' + + """ + if not os.path.exists(file): + raise FileNotFoundError(f"File not found: {file}") + try: + _, ext = os.path.splitext(file) + ext = ( + ext.lower() + ) # Convert extension to lowercase for case-insensitive comparison + if ext == ".csv": + return csv_to_text(file) + elif ext == ".json": + return json_to_text(file) + elif ext == ".txt": + return txt_to_text(file) + elif ext == ".pdf": + return pdf_to_text(file) + elif ext == ".md": + return md_to_text(file) + else: + # Check if the file is a binary file (like an image) + if ext in [".png", ".jpg", ".jpeg", ".gif", ".bmp"]: + # Skip binary files + return None + else: + with open(file) as file: + data = file.read() + return data + except Exception as e: + raise OSError(f"Error reading file: {file}") from e + + def data_to_text(file): """ Converts the given data file to text format. diff --git a/swarms/utils/execute_futures.py b/swarms/utils/execute_futures.py deleted file mode 100644 index 13d9518e..00000000 --- a/swarms/utils/execute_futures.py +++ /dev/null @@ -1,42 +0,0 @@ -from concurrent import futures -from concurrent.futures import Future -from typing import Dict, TypeVar - -T = TypeVar("T") - - -def execute_futures_dict( - fs_dict: Dict[str, Future[T]], -) -> Dict[str, T]: - """Execute a dictionary of futures and return the results. - - Args: - fs_dict (dict[str, futures.Future[T]]): _description_ - - Returns: - dict[str, T]: _description_ - - Example: - >>> import concurrent.futures - >>> import time - >>> import random - >>> import swarms.utils.futures - >>> def f(x): - ... time.sleep(random.random()) - ... return x - >>> with concurrent.futures.ThreadPoolExecutor() as executor: - ... fs_dict = { - ... str(i): executor.submit(f, i) - ... for i in range(10) - ... } - ... print(swarms.utils.futures.execute_futures_dict(fs_dict)) - {'0': 0, '1': 1, '2': 2, '3': 3, '4': 4, '5': 5, '6': 6, '7': 7, '8': 8, '9': 9} - - """ - futures.wait( - fs_dict.values(), - timeout=None, - return_when=futures.ALL_COMPLETED, - ) - - return {key: future.result() for key, future in fs_dict.items()} diff --git a/swarms/utils/find_img_path.py b/swarms/utils/find_img_path.py index cecd12dc..934cfa92 100644 --- a/swarms/utils/find_img_path.py +++ b/swarms/utils/find_img_path.py @@ -2,7 +2,7 @@ import os import re -def find_image_path(text): +def find_image_path(text: str): """Find the image path from the text Args: diff --git a/swarms/utils/get_logger.py b/swarms/utils/get_logger.py deleted file mode 100644 index 54fc8056..00000000 --- a/swarms/utils/get_logger.py +++ /dev/null @@ -1,130 +0,0 @@ -import logging -from typing import List, Optional - -logger_initialized = {} - - -def get_logger( - name: str, - log_file: Optional[str] = None, - log_level: int = logging.INFO, - file_mode: str = "w", -): - """Initialize and get a logger by name. - - If the logger has not been initialized, this method will initialize the - logger by adding one or two handlers, otherwise the initialized logger will - be directly returned. During initialization, a StreamHandler will always be - added. If `log_file` is specified, a FileHandler will also be added. - Args: - name (str): Logger name. - log_file (str | None): The log filename. If specified, a FileHandler - will be added to the logger. - log_level (int): The logger level. - file_mode (str): The file mode used in opening log file. - Defaults to 'w'. - Returns: - logging.Logger: The expected logger. - """ - # use logger in mmengine if exists. - try: - from mmengine.logging import MMLogger - - if MMLogger.check_instance_created(name): - logger = MMLogger.get_instance(name) - else: - logger = MMLogger.get_instance( - name, - logger_name=name, - log_file=log_file, - log_level=log_level, - file_mode=file_mode, - ) - return logger - - except Exception: - pass - - logger = logging.getLogger(name) - if name in logger_initialized: - return logger - # handle hierarchical names - # e.g., logger "a" is initialized, then logger "a.b" will skip the - # initialization since it is a child of "a". - for logger_name in logger_initialized: - if name.startswith(logger_name): - return logger - - # handle duplicate logs to the console - for handler in logger.root.handlers: - if type(handler) is logging.StreamHandler: - handler.setLevel(logging.ERROR) - - stream_handler = logging.StreamHandler() - handlers = [stream_handler] - - if log_file is not None: - # Here, the default behaviour of the official logger is 'a'. Thus, we - # provide an interface to change the file mode to the default - # behaviour. - file_handler = logging.FileHandler(log_file, file_mode) - handlers.append(file_handler) - - formatter = logging.Formatter( - "%(asctime)s - %(name)s - %(levelname)s - %(message)s" - ) - for handler in handlers: - handler.setFormatter(formatter) - handler.setLevel(log_level) - logger.addHandler(handler) - - logger.setLevel(log_level) - logger_initialized[name] = True - - return logger - - -def filter_suffix( - response: str, suffixes: Optional[List[str]] = None -) -> str: - """Filter response with suffixes. - - Args: - response (str): generated response by LLMs. - suffixes (str): a list of suffixes to be deleted. - - Return: - str: a clean response. - """ - if suffixes is None: - return response - for item in suffixes: - if response.endswith(item): - response = response[: len(response) - len(item)] - return response - - -# TODO remove stop_word_offsets stuff and make it clean -def _stop_words(stop_words: List[str], tokenizer: object): - """return list of stop-words to numpy.ndarray.""" - import numpy as np - - if stop_words is None: - return None - assert isinstance(stop_words, List) and all( - isinstance(elem, str) for elem in stop_words - ), f"stop_words must be a list but got {type(stop_words)}" - stop_indexes = [] - for stop_word in stop_words: - stop_indexes += tokenizer.indexes_containing_token(stop_word) - assert isinstance(stop_indexes, List) and all( - isinstance(elem, int) for elem in stop_indexes - ), "invalid stop_words" - # each id in stop_indexes represents a stop word - # refer to https://github.com/fauxpilot/fauxpilot/discussions/165 for - # detailed explanation about fastertransformer's stop_indexes - stop_word_offsets = range(1, len(stop_indexes) + 1) - stop_words = np.array([[stop_indexes, stop_word_offsets]]).astype( - np.int32 - ) - return stop_words diff --git a/swarms/utils/loggers.py b/swarms/utils/loggers.py deleted file mode 100644 index cff8d1ac..00000000 --- a/swarms/utils/loggers.py +++ /dev/null @@ -1,524 +0,0 @@ -"""Logging modules""" - -import json -import logging -import os -import random -import re -import time -from logging import LogRecord -from typing import Any - -from colorama import Fore, Style - -from swarms.utils.apa import Action, ToolCallStatus - - -# from autogpt.speech import say_text -class JsonFileHandler(logging.FileHandler): - def __init__(self, filename, mode="a", encoding=None, delay=False): - """ - Initializes a new instance of the class with the specified file name, mode, encoding, and delay settings. - - Parameters: - filename (str): The name of the file to be opened. - mode (str, optional): The mode in which the file is opened. Defaults to "a" (append). - encoding (str, optional): The encoding used to read or write the file. Defaults to None. - delay (bool, optional): If True, the file opening is delayed until the first IO operation. Defaults to False. - - Returns: - None - """ - super().__init__(filename, mode, encoding, delay) - - def emit(self, record): - """ - Writes the formatted log record to a JSON file. - - Parameters: - record (LogRecord): The log record to be emitted. - - Returns: - None - """ - json_data = json.loads(self.format(record)) - with open(self.baseFilename, "w", encoding="utf-8") as f: - json.dump(json_data, f, ensure_ascii=False, indent=4) - - -class JsonFormatter(logging.Formatter): - def format(self, record): - """ - Format the given record and return the message. - - Args: - record (object): The log record to be formatted. - - Returns: - str: The formatted message from the record. - """ - return record.msg - - -class Logger: - """ - Logger that handle titles in different colors. - Outputs logs in console, activity.log, and errors.log - For console handler: simulates typing - """ - - def __init__(self): - """ - Initializes the class and sets up the logging configuration. - - Args: - None - - Returns: - None - """ - # create log directory if it doesn't exist - this_files_dir_path = os.path.dirname(__file__) - log_dir = os.path.join(this_files_dir_path, "../logs") - if not os.path.exists(log_dir): - os.makedirs(log_dir) - - log_file = "activity.log" - error_file = "error.log" - - console_formatter = AutoGptFormatter("%(title_color)s %(message)s") - - # Create a handler for console which simulate typing - self.typing_console_handler = TypingConsoleHandler() - # self.typing_console_handler = ConsoleHandler() - self.typing_console_handler.setLevel(logging.INFO) - self.typing_console_handler.setFormatter(console_formatter) - - # Create a handler for console without typing simulation - self.console_handler = ConsoleHandler() - self.console_handler.setLevel(logging.DEBUG) - self.console_handler.setFormatter(console_formatter) - - # Info handler in activity.log - self.file_handler = logging.FileHandler( - os.path.join(log_dir, log_file), "a", "utf-8" - ) - self.file_handler.setLevel(logging.DEBUG) - info_formatter = AutoGptFormatter( - "%(asctime)s %(levelname)s %(title)s %(message_no_color)s" - ) - self.file_handler.setFormatter(info_formatter) - - # Error handler error.log - error_handler = logging.FileHandler( - os.path.join(log_dir, error_file), "a", "utf-8" - ) - error_handler.setLevel(logging.ERROR) - error_formatter = AutoGptFormatter( - "%(asctime)s %(levelname)s" - " %(module)s:%(funcName)s:%(lineno)d %(title)s" - " %(message_no_color)s" - ) - error_handler.setFormatter(error_formatter) - - self.typing_logger = logging.getLogger("TYPER") - self.typing_logger.addHandler(self.typing_console_handler) - # self.typing_logger.addHandler(self.console_handler) - self.typing_logger.addHandler(self.file_handler) - self.typing_logger.addHandler(error_handler) - self.typing_logger.setLevel(logging.DEBUG) - - self.logger = logging.getLogger("LOGGER") - self.logger.addHandler(self.console_handler) - self.logger.addHandler(self.file_handler) - self.logger.addHandler(error_handler) - self.logger.setLevel(logging.DEBUG) - - self.json_logger = logging.getLogger("JSON_LOGGER") - self.json_logger.addHandler(self.file_handler) - self.json_logger.addHandler(error_handler) - self.json_logger.setLevel(logging.DEBUG) - - self.speak_mode = False - self.chat_plugins = [] - - def typewriter_log( - self, - title="", - title_color="", - content="", - speak_text=False, - level=logging.INFO, - ): - """ - Logs a message to the typewriter. - - Args: - title (str, optional): The title of the log message. Defaults to "". - title_color (str, optional): The color of the title. Defaults to "". - content (str or list, optional): The content of the log message. Defaults to "". - speak_text (bool, optional): Whether to speak the log message. Defaults to False. - level (int, optional): The logging level of the message. Defaults to logging.INFO. - - Returns: - None - """ - for plugin in self.chat_plugins: - plugin.report(f"{title}. {content}") - - if content: - if isinstance(content, list): - content = " ".join(content) - else: - content = "" - - self.typing_logger.log( - level, - content, - extra={"title": title, "color": title_color}, - ) - - def debug( - self, - message, - title="", - title_color="", - ): - """ - Logs a debug message. - - Args: - message (str): The debug message to log. - title (str, optional): The title of the log message. Defaults to "". - title_color (str, optional): The color of the log message title. Defaults to "". - - Returns: - None - """ - self._log(title, title_color, message, logging.DEBUG) - - def info( - self, - message, - title="", - title_color="", - ): - """ - Logs an informational message. - - Args: - message (str): The message to be logged. - title (str, optional): The title of the log message. Defaults to "". - title_color (str, optional): The color of the log title. Defaults to "". - - Returns: - None - """ - self._log(title, title_color, message, logging.INFO) - - def warn( - self, - message, - title="", - title_color="", - ): - """ - Logs a warning message. - - Args: - message (str): The warning message. - title (str, optional): The title of the warning message. Defaults to "". - title_color (str, optional): The color of the title. Defaults to "". - """ - self._log(title, title_color, message, logging.WARN) - - def error(self, title, message=""): - """ - Logs an error message with the given title and optional message. - - Parameters: - title (str): The title of the error message. - message (str, optional): The optional additional message for the error. Defaults to an empty string. - """ - self._log(title, Fore.RED, message, logging.ERROR) - - def _log( - self, - title: str = "", - title_color: str = "", - message: str = "", - level=logging.INFO, - ): - """ - Logs a message with the given title and message at the specified log level. - - Parameters: - title (str): The title of the log message. Defaults to an empty string. - title_color (str): The color of the log message title. Defaults to an empty string. - message (str): The log message. Defaults to an empty string. - level (int): The log level. Defaults to logging.INFO. - - Returns: - None - """ - if message: - if isinstance(message, list): - message = " ".join(message) - self.logger.log( - level, - message, - extra={"title": str(title), "color": str(title_color)}, - ) - - def set_level(self, level): - """ - Set the level of the logger and the typing_logger. - - Args: - level: The level to set the logger to. - - Returns: - None - """ - self.logger.setLevel(level) - self.typing_logger.setLevel(level) - - def double_check(self, additionalText=None): - """ - A function that performs a double check on the configuration. - - Parameters: - additionalText (str, optional): Additional text to be included in the double check message. - - Returns: - None - """ - if not additionalText: - additionalText = ( - "Please ensure you've setup and configured everything" - " correctly. Read" - " https://github.com/Torantulino/Auto-GPT#readme to" - " double check. You can also create a github issue or" - " join the discord and ask there!" - ) - - self.typewriter_log( - "DOUBLE CHECK CONFIGURATION", Fore.YELLOW, additionalText - ) - - def log_json(self, data: Any, file_name: str) -> None: - """ - Logs the given JSON data to a specified file. - - Args: - data (Any): The JSON data to be logged. - file_name (str): The name of the file to log the data to. - - Returns: - None: This function does not return anything. - """ - # Define log directory - this_files_dir_path = os.path.dirname(__file__) - log_dir = os.path.join(this_files_dir_path, "../logs") - - # Create a handler for JSON files - json_file_path = os.path.join(log_dir, file_name) - json_data_handler = JsonFileHandler(json_file_path) - json_data_handler.setFormatter(JsonFormatter()) - - # Log the JSON data using the custom file handler - self.json_logger.addHandler(json_data_handler) - self.json_logger.debug(data) - self.json_logger.removeHandler(json_data_handler) - - def get_log_directory(self): - """ - Returns the absolute path to the log directory. - - Returns: - str: The absolute path to the log directory. - """ - this_files_dir_path = os.path.dirname(__file__) - log_dir = os.path.join(this_files_dir_path, "../logs") - return os.path.abspath(log_dir) - - -""" -Output stream to console using simulated typing -""" - - -class TypingConsoleHandler(logging.StreamHandler): - def emit(self, record): - """ - Emit a log record to the console with simulated typing effect. - - Args: - record (LogRecord): The log record to be emitted. - - Returns: - None - - Raises: - Exception: If an error occurs while emitting the log record. - """ - min_typing_speed = 0.05 - max_typing_speed = 0.10 - # min_typing_speed = 0.005 - # max_typing_speed = 0.010 - - msg = self.format(record) - try: - # replace enter & indent with other symbols - transfer_enter = "" - msg_transfered = str(msg).replace("\n", transfer_enter) - transfer_space = "<4SPACE>" - msg_transfered = str(msg_transfered).replace( - " ", transfer_space - ) - words = msg_transfered.split() - words = [word.replace(transfer_enter, "\n") for word in words] - words = [ - word.replace(transfer_space, " ") for word in words - ] - - for i, word in enumerate(words): - print(word, end="", flush=True) - if i < len(words) - 1: - print(" ", end="", flush=True) - typing_speed = random.uniform( - min_typing_speed, max_typing_speed - ) - time.sleep(typing_speed) - # type faster after each word - min_typing_speed = min_typing_speed * 0.95 - max_typing_speed = max_typing_speed * 0.95 - print() - except Exception: - self.handleError(record) - - -class ConsoleHandler(logging.StreamHandler): - def emit(self, record) -> None: - """ - Emit the log record. - - Args: - record (logging.LogRecord): The log record to emit. - - Returns: - None: This function does not return anything. - """ - msg = self.format(record) - try: - print(msg) - except Exception: - self.handleError(record) - - -class AutoGptFormatter(logging.Formatter): - """ - Allows to handle custom placeholders 'title_color' and 'message_no_color'. - To use this formatter, make sure to pass 'color', 'title' as log extras. - """ - - def format(self, record: LogRecord) -> str: - """ - Formats a log record into a string representation. - - Args: - record (LogRecord): The log record to be formatted. - - Returns: - str: The formatted log record as a string. - """ - if hasattr(record, "color"): - record.title_color = ( - getattr(record, "color") - + getattr(record, "title", "") - + " " - + Style.RESET_ALL - ) - else: - record.title_color = getattr(record, "title", "") - - # Add this line to set 'title' to an empty string if it doesn't exist - record.title = getattr(record, "title", "") - - if hasattr(record, "msg"): - record.message_no_color = remove_color_codes( - getattr(record, "msg") - ) - else: - record.message_no_color = "" - return super().format(record) - - -def remove_color_codes(s: str) -> str: - """ - Removes color codes from a given string. - - Args: - s (str): The string from which to remove color codes. - - Returns: - str: The string with color codes removed. - """ - ansi_escape = re.compile(r"\x1B(?:[@-Z\\-_]|\[[0-?]*[ -/]*[@-~])") - return ansi_escape.sub("", s) - - -logger = Logger() - - -def print_action_base(action: Action): - """ - Print the different properties of an Action object. - - Parameters: - action (Action): The Action object to print. - - Returns: - None - """ - if action.content != "": - logger.typewriter_log("content:", Fore.YELLOW, f"{action.content}") - logger.typewriter_log("Thought:", Fore.YELLOW, f"{action.thought}") - if len(action.plan) > 0: - logger.typewriter_log( - "Plan:", - Fore.YELLOW, - ) - for line in action.plan: - line = line.lstrip("- ") - logger.typewriter_log("- ", Fore.GREEN, line.strip()) - logger.typewriter_log("Criticism:", Fore.YELLOW, f"{action.criticism}") - - -def print_action_tool(action: Action): - """ - Prints the details of an action tool. - - Args: - action (Action): The action object containing the tool details. - - Returns: - None - """ - logger.typewriter_log("Tool:", Fore.BLUE, f"{action.tool_name}") - logger.typewriter_log("Tool Input:", Fore.BLUE, f"{action.tool_input}") - - output = action.tool_output if action.tool_output != "" else "None" - logger.typewriter_log("Tool Output:", Fore.BLUE, f"{output}") - - color = Fore.RED - if action.tool_output_status == ToolCallStatus.ToolCallSuccess: - color = Fore.GREEN - elif action.tool_output_status == ToolCallStatus.InputCannotParsed: - color = Fore.YELLOW - - logger.typewriter_log( - "Tool Call Status:", - Fore.BLUE, - f"{color}{action.tool_output_status.name}{Style.RESET_ALL}", - ) diff --git a/swarms/utils/loguru_logger.py b/swarms/utils/loguru_logger.py index 818baa8d..9d14bbd1 100644 --- a/swarms/utils/loguru_logger.py +++ b/swarms/utils/loguru_logger.py @@ -1,7 +1,13 @@ +import os +from dotenv import load_dotenv from loguru import logger +load_dotenv() + +WORKSPACE_DIR = os.getenv("WORKSPACE_DIR") + logger.add( - "swarms.log", + os.path.join(WORKSPACE_DIR, "swarms.log"), level="INFO", colorize=True, format="{time} {message}", @@ -12,7 +18,7 @@ logger.add( def loguru_logger(file_path: str = "swarms.log"): return logger.add( - file_path, + os.path.join(WORKSPACE_DIR, file_path), level="INFO", colorize=True, format="{time} {message}", diff --git a/swarms/utils/optimized_loop.py b/swarms/utils/optimized_loop.py deleted file mode 100644 index 0471ca76..00000000 --- a/swarms/utils/optimized_loop.py +++ /dev/null @@ -1,79 +0,0 @@ -import timeit -from typing import Callable, Iterable, List, Optional, TypeVar - -T = TypeVar("T") -R = TypeVar("R") - - -def optimized_loop( - data: Iterable[T], - operation: Callable[[T], R], - condition: Optional[Callable[[T], bool]] = None, -) -> List[R]: - """ - Perform an optimized loop over the input data, applying an operation to each element. - Optionally, filter elements based on a condition before applying the operation. - - Args: - data (Iterable[T]): The input data to be processed. Can be any iterable type. - operation (Callable[[T], R]): The operation to be applied to each element. - condition (Optional[Callable[[T], bool]]): An optional condition to filter elements before applying the operation. - - Returns: - List[R]: The result of applying the operation to the filtered elements. - """ - if condition is not None: - return [operation(x) for x in data if condition(x)] - else: - return [operation(x) for x in data] - - -# Sample data, operation, and condition for benchmarking -data = list(range(1000000)) - - -def operation(x): - return x * x - - -def condition(x): - return x % 2 == 0 - - -# Define a traditional loop for comparison -def traditional_loop(data: Iterable[int]) -> List[int]: - result = [] - for x in data: - if x % 2 == 0: - result.append(x * x) - return result - - -# Define a benchmarking function -def benchmark(): - # Time the execution of the optimized loop - optimized_time = timeit.timeit( - stmt="optimized_loop(data, operation, condition)", - setup="from __main__ import optimized_loop, data, operation, condition", - globals=globals(), - number=10, - ) - - print(f"Optimized loop execution time: {optimized_time:.4f} seconds") - - # Time the execution of the traditional loop for comparison - traditional_time = timeit.timeit( - stmt="traditional_loop(data)", - setup="from __main__ import traditional_loop, data", - globals=globals(), - number=10, - ) - - print( - f"Traditional loop execution time: {traditional_time:.4f} seconds" - ) - - -# Run the benchmark -if __name__ == "__main__": - benchmark() diff --git a/swarms/utils/run_on_cpu.py b/swarms/utils/run_on_cpu.py new file mode 100644 index 00000000..0ee436db --- /dev/null +++ b/swarms/utils/run_on_cpu.py @@ -0,0 +1,101 @@ +import os +import psutil +from typing import Callable, Any +from loguru import logger + + +def run_on_cpu(func: Callable, *args, **kwargs) -> Any: + """ + Executes a callable function on the CPU, ensuring it doesn't run on a GPU. + This is achieved by setting the CPU affinity of the current process. + + Args: + func (Callable): The function to be executed. + *args: Variable length argument list to pass to the function. + **kwargs: Arbitrary keyword arguments to pass to the function. + + Returns: + Any: The result of the function execution. + + Raises: + RuntimeError: If the CPU affinity cannot be set or restored. + """ + try: + # Get the current process + process = psutil.Process(os.getpid()) + + # Check if the platform supports cpu_affinity + if not hasattr(process, "cpu_affinity"): + logger.warning( + "CPU affinity is not supported on this platform. Executing function without setting CPU affinity." + ) + return func(*args, **kwargs) + + # Save the original CPU affinity + original_affinity = process.cpu_affinity() + logger.info(f"Original CPU affinity: {original_affinity}") + + try: + # Set the CPU affinity to all available CPU cores (ensuring it's CPU-bound) + all_cpus = list(range(os.cpu_count())) + process.cpu_affinity(all_cpus) + logger.info(f"Set CPU affinity to: {all_cpus}") + + # Run the function with provided arguments + result = func(*args, **kwargs) + + except psutil.AccessDenied as e: + logger.error( + "Access denied while setting CPU affinity", exc_info=True + ) + raise RuntimeError( + "Access denied while setting CPU affinity" + ) from e + + except psutil.NoSuchProcess as e: + logger.error("Process does not exist", exc_info=True) + raise RuntimeError("Process does not exist") from e + + except Exception as e: + logger.error( + "An error occurred during function execution", + exc_info=True, + ) + raise RuntimeError( + "An error occurred during function execution" + ) from e + + finally: + # Restore the original CPU affinity + try: + process.cpu_affinity(original_affinity) + logger.info( + f"Restored original CPU affinity: {original_affinity}" + ) + except Exception as e: + logger.error( + "Failed to restore CPU affinity", exc_info=True + ) + raise RuntimeError("Failed to restore CPU affinity") from e + + return result + + except psutil.Error as e: + logger.error("A psutil error occurred", exc_info=True) + raise RuntimeError("A psutil error occurred") from e + + except Exception as e: + logger.error("An unexpected error occurred", exc_info=True) + raise RuntimeError("An unexpected error occurred") from e + + +# # Example usage +# def example_function(x: int, y: int) -> int: +# return x + y + +# if __name__ == "__main__": +# try: +# result = run_on_cpu(example_function, 3, 4) +# print(f"Result: {result}") +# except RuntimeError as e: +# logger.error(f"Error occurred: {e}") diff --git a/swarms/utils/successful_run.py b/swarms/utils/successful_run.py index eac261da..4a95d93f 100644 --- a/swarms/utils/successful_run.py +++ b/swarms/utils/successful_run.py @@ -70,4 +70,4 @@ def log_success_message() -> None: # Example usage: -log_success_message() +# log_success_message() diff --git a/tests/memory/test_pinecone.py b/tests/memory/test_pinecone.py index 53cfad44..b9f2cf8b 100644 --- a/tests/memory/test_pinecone.py +++ b/tests/memory/test_pinecone.py @@ -1,7 +1,7 @@ import os from unittest.mock import patch -from playground.memory.pinecone import PineconeDB +from examples.memory.pinecone import PineconeDB api_key = os.getenv("PINECONE_API_KEY") or "" diff --git a/tests/memory/test_pq_db.py b/tests/memory/test_pq_db.py index ef3dd1f3..2fbffb6d 100644 --- a/tests/memory/test_pq_db.py +++ b/tests/memory/test_pq_db.py @@ -3,7 +3,7 @@ from unittest.mock import patch from dotenv import load_dotenv -from playground.memory.pg import PostgresDB +from examples.memory.pg import PostgresDB load_dotenv() diff --git a/tests/memory/test_sqlite.py b/tests/memory/test_sqlite.py index 65fc4bf1..7987754b 100644 --- a/tests/memory/test_sqlite.py +++ b/tests/memory/test_sqlite.py @@ -2,7 +2,7 @@ import sqlite3 import pytest -from playground.memory.sqlite import SQLiteDB +from examples.memory.sqlite import SQLiteDB @pytest.fixture