diff --git a/autogen/agentchat/__init__.py b/autogen/agentchat/__init__.py index 52cf15b050c0..817fc8abdb66 100644 --- a/autogen/agentchat/__init__.py +++ b/autogen/agentchat/__init__.py @@ -3,6 +3,8 @@ from .conversable_agent import ConversableAgent, register_function from .groupchat import GroupChat, GroupChatManager from .user_proxy_agent import UserProxyAgent +from .chat import initiate_chats, ChatResult +from .utils import gather_usage_summary __all__ = ( "Agent", @@ -12,4 +14,7 @@ "GroupChat", "GroupChatManager", "register_function", + "initiate_chats", + "gather_usage_summary", + "ChatResult", ) diff --git a/autogen/agentchat/chat.py b/autogen/agentchat/chat.py index c40874ccc7ba..b3258e6f8ba5 100644 --- a/autogen/agentchat/chat.py +++ b/autogen/agentchat/chat.py @@ -1,6 +1,16 @@ import logging -from typing import Dict, List +from typing import Dict, List, Any from dataclasses import dataclass +from .utils import consolidate_chat_info +import warnings + +try: + from termcolor import colored +except ImportError: + + def colored(x, *args, **kwargs): + return x + logger = logging.getLogger(__name__) @@ -17,3 +27,85 @@ class ChatResult: """The cost of the chat. a tuple of (total_cost, total_actual_cost), where total_cost is a dictionary of cost information, and total_actual_cost is a dictionary of information on the actual incurred cost with cache.""" human_input: List[str] = None """A list of human input solicited during the chat.""" + + +def initiate_chats(chat_queue: List[Dict[str, Any]]) -> List[ChatResult]: + """Initiate a list of chats. + + args: + chat_queue (List[Dict]): a list of dictionaries containing the information of the chats. + Each dictionary should contain the following fields: + - "recipient": the recipient agent. + - "context": any context information, e.g., the request message. The following fields are reserved: + "message" needs to be provided if the `generate_init_message` method is not overridden. + Otherwise, input() will be called to get the initial message. + "summary_method": a string or callable specifying the method to get a summary from the chat. Default is DEFAULT_summary_method, i.e., "last_msg". + - Supported string are "last_msg" and "reflection_with_llm": + when set "last_msg", it returns the last message of the dialog as the summary. + when set "reflection_with_llm", it returns a summary extracted using an llm client. + `llm_config` must be set in either the recipient or sender. + "reflection_with_llm" requires the llm_config to be set in either the sender or the recipient. + - A callable summary_method should take the recipient and sender agent in a chat as input and return a string of summary. E.g, + ```python + def my_summary_method( + sender: ConversableAgent, + recipient: ConversableAgent, + ): + return recipient.last_message(sender)["content"] + ``` + "summary_prompt" can be used to specify the prompt used to extract a summary when summary_method is "reflection_with_llm". + Default is None and the following default prompt will be used when "summary_method" is set to "reflection_with_llm": + "Identify and extract the final solution to the originally asked question based on the conversation." + "carryover" can be used to specify the carryover information to be passed to this chat. + If provided, we will combine this carryover with the "message" content when generating the initial chat + message in `generate_init_message`. + + + returns: + (list): a list of ChatResult objects corresponding to the finished chats in the chat_queue. + """ + consolidate_chat_info(chat_queue) + receipts_set = set() + for chat_info in chat_queue: + assert "recipient" in chat_info, "recipient must be provided." + receipts_set.add(chat_info["recipient"]) + if len(receipts_set) < len(chat_queue): + warnings.warn( + "Repetitive recipients detected: The chat history will be cleared by default if a recipient appears more than once. To retain the chat history, please set 'clear_history=False' in the configuration of the repeating agent.", + UserWarning, + ) + current_chat_queue = chat_queue.copy() + finished_chats = [] + while current_chat_queue: + chat_info = current_chat_queue.pop(0) + _chat_carryover = chat_info.get("carryover", []) + if isinstance(_chat_carryover, str): + _chat_carryover = [_chat_carryover] + chat_info["carryover"] = _chat_carryover + [r.summary for r in finished_chats] + if "message" not in chat_info: + warnings.warn( + "message is not provided in a chat_queue entry. input() will be called to get the initial message.", + UserWarning, + ) + chat_info["recipient"] + print_carryover = ( + ("\n").join([t for t in chat_info["carryover"]]) + if isinstance(chat_info["carryover"], list) + else chat_info["carryover"] + ) + print(colored("\n" + "*" * 80, "blue"), flush=True, sep="") + print( + colored( + "Start a new chat with the following message: \n" + + chat_info.get("message") + + "\n\nWith the following carryover: \n" + + print_carryover, + "blue", + ), + flush=True, + ) + print(colored("\n" + "*" * 80, "blue"), flush=True, sep="") + sender = chat_info["sender"] + chat_res = sender.initiate_chat(**chat_info) + finished_chats.append(chat_res) + return finished_chats diff --git a/autogen/agentchat/conversable_agent.py b/autogen/agentchat/conversable_agent.py index 1f1b2ff489f7..eafa0854f7f5 100644 --- a/autogen/agentchat/conversable_agent.py +++ b/autogen/agentchat/conversable_agent.py @@ -24,8 +24,8 @@ extract_code, infer_lang, ) -from ..agent_utils import gather_usage_summary -from .chat import ChatResult +from .utils import gather_usage_summary, consolidate_chat_info +from .chat import ChatResult, initiate_chats from ..function_utils import get_function_schema, load_basemodels_if_needed, serialize_to_str @@ -796,7 +796,7 @@ def my_summary_method( """ _chat_info = context.copy() _chat_info["recipient"] = recipient - self._consolidate_chat_info(_chat_info) + consolidate_chat_info(_chat_info, uniform_sender=self) for agent in [self, recipient]: agent._raise_exception_on_async_reply_functions() agent.previous_cache = agent.client_cache @@ -841,7 +841,7 @@ async def a_initiate_chat( """ _chat_info = context.copy() _chat_info["recipient"] = recipient - self._consolidate_chat_info(_chat_info) + consolidate_chat_info(_chat_info, uniform_sender=self) self._prepare_chat(recipient, clear_history) for agent in [self, recipient]: agent.previous_cache = agent.client_cache @@ -939,23 +939,7 @@ def _reflection_with_llm( response = self._generate_oai_reply_from_client(llm_client=llm_client, messages=messages, cache=cache) return response - def _consolidate_chat_info(self, chat_info: Union[Dict, List[Dict]]): - if isinstance(chat_info, dict): - chat_info = [chat_info] - for c in chat_info: - assert "recipient" in c, "recipient must be provided." - summary_method = c.get("summary_method") - assert ( - summary_method is None - or isinstance(summary_method, Callable) - or summary_method in ("last_msg", "reflection_with_llm") - ), "summary_method must be a string chosen from 'reflection_with_llm' or 'last_msg' or a callable, or None." - if summary_method == "reflection_with_llm": - assert ( - self.client is not None or c["recipient"].client is not None - ), "llm client must be set in either the recipient or sender when summary_method is reflection_with_llm." - - def initiate_chats(self, chat_queue: List[Dict[str, Any]]) -> Dict[Agent, ChatResult]: + def initiate_chats(self, chat_queue: List[Dict[str, Any]]) -> List[ChatResult]: """(Experimental) Initiate chats with multiple agents. TODO: add async version of this method. @@ -987,57 +971,18 @@ def my_summary_method( If provided, we will combine this carryover with the "message" content when generating the initial chat message in `generate_init_message`. - Returns: a dictionary of ChatResult object from the finished chats of particular agents. + Returns: a list of ChatResult objects corresponding to the finished chats in the chat_queue. """ - self._consolidate_chat_info(chat_queue) - receipts_set = set() - for chat_info in chat_queue: - assert "recipient" in chat_info, "recipient must be provided." - receipts_set.add(chat_info["recipient"]) - if len(receipts_set) < len(chat_queue): - warnings.warn( - "Repetitive recipients detected: The chat history will be cleared by default if a recipient appears more than once. To retain the chat history, please set 'clear_history=False' in the configuration of the repeating agent.", - UserWarning, - ) - self._chat_queue = chat_queue.copy() - self._finished_chats = {} - while self._chat_queue: - chat_info = self._chat_queue.pop(0) - _chat_carryover = chat_info.get("carryover", []) - if isinstance(_chat_carryover, str): - _chat_carryover = [_chat_carryover] - chat_info["carryover"] = _chat_carryover + [r.summary for r in self._finished_chats.values()] - if "message" not in chat_info: - warnings.warn( - "message is not provided in a chat_queue entry. input() will be called to get the initial message.", - UserWarning, - ) - current_agent = chat_info["recipient"] - print_carryover = ( - ("\n").join([t for t in chat_info["carryover"]]) - if isinstance(chat_info["carryover"], list) - else chat_info["carryover"] - ) - print(colored("\n" + "*" * 80, "blue"), flush=True, sep="") - print( - colored( - "Start a new chat with the following message: \n" - + chat_info.get("message") - + "\n\nWith the following carryover: \n" - + print_carryover, - "blue", - ), - flush=True, - ) - print(colored("\n" + "*" * 80, "blue"), flush=True, sep="") - chat_res = self.initiate_chat(**chat_info) - self._finished_chats[current_agent] = chat_res + _chat_queue = chat_queue.copy() + for chat_info in _chat_queue: + chat_info["sender"] = self + self._finished_chats = initiate_chats(_chat_queue) return self._finished_chats - def get_chat_results(self, agent: Optional[Agent] = None) -> Union[Dict[Agent, ChatResult], ChatResult]: + def get_chat_results(self, chat_index: Optional[int] = None) -> Union[List[ChatResult], ChatResult]: """A summary from the finished chats of particular agents.""" - if agent is not None: - return self._finished_chats.get(agent) + if chat_index is not None: + return self._finished_chats[chat_index] else: return self._finished_chats diff --git a/autogen/agent_utils.py b/autogen/agentchat/utils.py similarity index 61% rename from autogen/agent_utils.py rename to autogen/agentchat/utils.py index 357112374f7d..27c55073965e 100644 --- a/autogen/agent_utils.py +++ b/autogen/agentchat/utils.py @@ -1,7 +1,30 @@ -from typing import List, Dict, Tuple +from typing import List, Dict, Tuple, Callable +from .agent import Agent -def gather_usage_summary(agents: List) -> Tuple[Dict[str, any], Dict[str, any]]: +def consolidate_chat_info(chat_info, uniform_sender=None) -> None: + if isinstance(chat_info, dict): + chat_info = [chat_info] + for c in chat_info: + if uniform_sender is None: + assert "sender" in c, "sender must be provided." + sender = c["sender"] + else: + sender = uniform_sender + assert "recipient" in c, "recipient must be provided." + summary_method = c.get("summary_method") + assert ( + summary_method is None + or isinstance(summary_method, Callable) + or summary_method in ("last_msg", "reflection_with_llm") + ), "summary_method must be a string chosen from 'reflection_with_llm' or 'last_msg' or a callable, or None." + if summary_method == "reflection_with_llm": + assert ( + sender.client is not None or c["recipient"].client is not None + ), "llm client must be set in either the recipient or sender when summary_method is reflection_with_llm." + + +def gather_usage_summary(agents: List[Agent]) -> Tuple[Dict[str, any], Dict[str, any]]: """Gather usage summary from all agents. Args: diff --git a/notebook/agentchat_cost_token_tracking.ipynb b/notebook/agentchat_cost_token_tracking.ipynb index 458260fd4ebc..0116a0bb6e8c 100644 --- a/notebook/agentchat_cost_token_tracking.ipynb +++ b/notebook/agentchat_cost_token_tracking.ipynb @@ -29,7 +29,7 @@ "We also support cost estimation for agents. Use `Agent.print_usage_summary()` to print the cost summary for the agent.\n", "You can retrieve usage summary in a dict using `Agent.get_actual_usage()` and `Agent.get_total_usage()`. Note that `Agent.reset()` will also reset the usage summary.\n", "\n", - "To gather usage data for a list of agents, we provide an utility function `autogen.agent_utils.gather_usage_summary(agents)` where you pass in a list of agents and gather the usage summary.\n", + "To gather usage data for a list of agents, we provide an utility function `autogen.gather_usage_summary(agents)` where you pass in a list of agents and gather the usage summary.\n", "\n", "## Caution when using Azure OpenAI!\n", "If you are using azure OpenAI, the model returned from completion doesn't have the version information. The returned model is either 'gpt-35-turbo' or 'gpt-4'. From there, we are calculating the cost based on gpt-3.5-0613: ((0.0015, 0.002) per 1k prompt and completion tokens) and gpt-4-0613: (0.03,0.06). This means the cost is wrong if you are using the 1106 version of the models from azure OpenAI.\n", @@ -55,14 +55,14 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "import autogen\n", "from autogen import OpenAIWrapper\n", "from autogen import AssistantAgent, UserProxyAgent\n", - "from autogen.agent_utils import gather_usage_summary\n", + "from autogen import gather_usage_summary\n", "\n", "# config_list = autogen.config_list_from_json(\n", "# \"OAI_CONFIG_LIST\",\n", @@ -73,9 +73,9 @@ "\n", "config_list = autogen.config_list_from_json(\n", " \"OAI_CONFIG_LIST\",\n", - " filter_dict={\n", - " \"model\": [\"gpt-3.5-turbo\", \"gpt-35-turbo\"],\n", - " },\n", + " # filter_dict={\n", + " # \"model\": [\"gpt-3.5-turbo\", \"gpt-35-turbo\"],\n", + " # },\n", ")" ] }, @@ -114,14 +114,14 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "0.0003535\n" + "0.00861\n" ] } ], @@ -145,7 +145,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -166,30 +166,27 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "In update_usage_summary\n", "----------------------------------------------------------------------------------------------------\n", - "Usage summary excluding cached usage: \n", - "Total cost: 0.00026\n", - "* Model 'gpt-35-turbo': cost: 0.00026, prompt_tokens: 25, completion_tokens: 110, total_tokens: 135\n", + "No actual cost incurred (all completions are using cache).\n", "\n", - "All completions are non-cached: the total cost with cached completions is the same as actual cost.\n", + "Usage summary including cached usage: \n", + "Total cost: 0.01059\n", + "* Model 'gpt-4': cost: 0.01059, prompt_tokens: 25, completion_tokens: 164, total_tokens: 189\n", "----------------------------------------------------------------------------------------------------\n", "----------------------------------------------------------------------------------------------------\n", - "Usage summary excluding cached usage: \n", - "Total cost: 0.00026\n", - "* Model 'gpt-35-turbo': cost: 0.00026, prompt_tokens: 25, completion_tokens: 110, total_tokens: 135\n", + "No actual cost incurred (all completions are using cache).\n", "----------------------------------------------------------------------------------------------------\n", "----------------------------------------------------------------------------------------------------\n", "Usage summary including cached usage: \n", - "Total cost: 0.00026\n", - "* Model 'gpt-35-turbo': cost: 0.00026, prompt_tokens: 25, completion_tokens: 110, total_tokens: 135\n", + "Total cost: 0.01059\n", + "* Model 'gpt-4': cost: 0.01059, prompt_tokens: 25, completion_tokens: 164, total_tokens: 189\n", "----------------------------------------------------------------------------------------------------\n" ] } @@ -205,15 +202,15 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "{'total_cost': 0.0002575, 'gpt-35-turbo': {'cost': 0.0002575, 'prompt_tokens': 25, 'completion_tokens': 110, 'total_tokens': 135}}\n", - "{'total_cost': 0.0002575, 'gpt-35-turbo': {'cost': 0.0002575, 'prompt_tokens': 25, 'completion_tokens': 110, 'total_tokens': 135}}\n" + "None\n", + "{'total_cost': 0.01059, 'gpt-4': {'cost': 0.01059, 'prompt_tokens': 25, 'completion_tokens': 164, 'total_tokens': 189}}\n" ] } ], @@ -225,22 +222,19 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "In update_usage_summary\n", "----------------------------------------------------------------------------------------------------\n", - "Usage summary excluding cached usage: \n", - "Total cost: 0.00026\n", - "* Model 'gpt-35-turbo': cost: 0.00026, prompt_tokens: 25, completion_tokens: 110, total_tokens: 135\n", + "No actual cost incurred (all completions are using cache).\n", "\n", "Usage summary including cached usage: \n", - "Total cost: 0.00052\n", - "* Model 'gpt-35-turbo': cost: 0.00052, prompt_tokens: 50, completion_tokens: 220, total_tokens: 270\n", + "Total cost: 0.02118\n", + "* Model 'gpt-4': cost: 0.02118, prompt_tokens: 50, completion_tokens: 328, total_tokens: 378\n", "----------------------------------------------------------------------------------------------------\n" ] } @@ -254,7 +248,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -273,20 +267,19 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "In update_usage_summary\n", "----------------------------------------------------------------------------------------------------\n", "No actual cost incurred (all completions are using cache).\n", "\n", "Usage summary including cached usage: \n", - "Total cost: 0.00026\n", - "* Model 'gpt-35-turbo': cost: 0.00026, prompt_tokens: 25, completion_tokens: 110, total_tokens: 135\n", + "Total cost: 0.01059\n", + "* Model 'gpt-4': cost: 0.01059, prompt_tokens: 25, completion_tokens: 164, total_tokens: 189\n", "----------------------------------------------------------------------------------------------------\n" ] } @@ -306,12 +299,12 @@ "- `Agent.print_usage_summary()` will print the cost summary for the agent.\n", "- `Agent.get_actual_usage()` and `Agent.get_total_usage()` will return the usage summary in a dict. When an agent doesn't use LLM, they will return None.\n", "- `Agent.reset()` will reset the usage summary.\n", - "- `autogen.agent_utils.gather_usage_summary` will gather the usage summary for a list of agents." + "- `autogen.gather_usage_summary` will gather the usage summary for a list of agents." ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -331,28 +324,36 @@ "text": [ "\u001b[33massistant\u001b[0m (to ai_user):\n", "\n", - "To find the value of x, we need to find the cube root of 125. \n", + "To find the value of $x$ when $x^3 = 125$, you can find the cube root of 125. The cube root of a number is a value that, when multiplied by itself three times, gives the original number.\n", "\n", - "The cube root of 125 is 5. \n", + "The cube root of 125 can be written as $125^{1/3}$ or $\\sqrt[3]{125}$. Since $5 \\times 5 \\times 5 = 125$, it follows that:\n", "\n", - "Therefore, x = 5.\n", + "$$x = \\sqrt[3]{125} = 5$$\n", + "\n", + "Therefore, $x = 5$.\n", "\n", "--------------------------------------------------------------------------------\n", "\u001b[33mai_user\u001b[0m (to assistant):\n", "\n", - "Great job! Your answer is correct.\n", - "\n", - "Indeed, to find the value of x in the equation $x^3 = 125$, we need to find the cube root of 125. The cube root of 125 is indeed 5.\n", - "\n", - "Therefore, x = 5 is the correct solution. Well done!\n", + "Your calculation is correct. The value of $x$ when $x^3 = 125$ is indeed $x = 5$. Great job!\n", "\n", "--------------------------------------------------------------------------------\n", "\u001b[33massistant\u001b[0m (to ai_user):\n", "\n", - "Thank you! I'm glad I could assist you. If you have any more questions, feel free to ask.\n", + "Thank you for the confirmation! I'm glad the answer was helpful. If you have any more questions or need assistance with anything else, feel free to ask!\n", "\n", "--------------------------------------------------------------------------------\n" ] + }, + { + "data": { + "text/plain": [ + "ChatResult(chat_history=[{'content': '$x^3=125$. What is x?', 'role': 'assistant'}, {'content': 'To find the value of $x$ when $x^3 = 125$, you can find the cube root of 125. The cube root of a number is a value that, when multiplied by itself three times, gives the original number.\\n\\nThe cube root of 125 can be written as $125^{1/3}$ or $\\\\sqrt[3]{125}$. Since $5 \\\\times 5 \\\\times 5 = 125$, it follows that:\\n\\n$$x = \\\\sqrt[3]{125} = 5$$\\n\\nTherefore, $x = 5$.', 'role': 'user'}, {'content': 'Your calculation is correct. The value of $x$ when $x^3 = 125$ is indeed $x = 5$. Great job!', 'role': 'assistant'}, {'content': \"Thank you for the confirmation! I'm glad the answer was helpful. If you have any more questions or need assistance with anything else, feel free to ask!\", 'role': 'user'}], summary=\"Thank you for the confirmation! I'm glad the answer was helpful. If you have any more questions or need assistance with anything else, feel free to ask!\", cost=({'total_cost': 0.022019999999999998, 'gpt-4': {'cost': 0.022019999999999998, 'prompt_tokens': 372, 'completion_tokens': 181, 'total_tokens': 553}}, {'total_cost': 0.022019999999999998, 'gpt-4': {'cost': 0.022019999999999998, 'prompt_tokens': 372, 'completion_tokens': 181, 'total_tokens': 553}}), human_input=[])" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ @@ -388,7 +389,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -398,8 +399,8 @@ "Agent 'ai_user':\n", "----------------------------------------------------------------------------------------------------\n", "Usage summary excluding cached usage: \n", - "Total cost: 0.00025\n", - "* Model 'gpt-35-turbo': cost: 0.00025, prompt_tokens: 80, completion_tokens: 63, total_tokens: 143\n", + "Total cost: 0.00669\n", + "* Model 'gpt-4': cost: 0.00669, prompt_tokens: 161, completion_tokens: 31, total_tokens: 192\n", "\n", "All completions are non-cached: the total cost with cached completions is the same as actual cost.\n", "----------------------------------------------------------------------------------------------------\n", @@ -407,8 +408,8 @@ "Agent 'assistant':\n", "----------------------------------------------------------------------------------------------------\n", "Usage summary excluding cached usage: \n", - "Total cost: 0.00036\n", - "* Model 'gpt-35-turbo': cost: 0.00036, prompt_tokens: 162, completion_tokens: 60, total_tokens: 222\n", + "Total cost: 0.01533\n", + "* Model 'gpt-4': cost: 0.01533, prompt_tokens: 211, completion_tokens: 150, total_tokens: 361\n", "\n", "All completions are non-cached: the total cost with cached completions is the same as actual cost.\n", "----------------------------------------------------------------------------------------------------\n" @@ -423,7 +424,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -447,17 +448,17 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Actual usage summary for assistant (excluding completion from cache): {'total_cost': 0.00036300000000000004, 'gpt-35-turbo': {'cost': 0.00036300000000000004, 'prompt_tokens': 162, 'completion_tokens': 60, 'total_tokens': 222}}\n", - "Total usage summary for assistant (including completion from cache): {'total_cost': 0.00036300000000000004, 'gpt-35-turbo': {'cost': 0.00036300000000000004, 'prompt_tokens': 162, 'completion_tokens': 60, 'total_tokens': 222}}\n", - "Actual usage summary for ai_user_proxy: {'total_cost': 0.000246, 'gpt-35-turbo': {'cost': 0.000246, 'prompt_tokens': 80, 'completion_tokens': 63, 'total_tokens': 143}}\n", - "Total usage summary for ai_user_proxy: {'total_cost': 0.000246, 'gpt-35-turbo': {'cost': 0.000246, 'prompt_tokens': 80, 'completion_tokens': 63, 'total_tokens': 143}}\n", + "Actual usage summary for assistant (excluding completion from cache): {'total_cost': 0.01533, 'gpt-4': {'cost': 0.01533, 'prompt_tokens': 211, 'completion_tokens': 150, 'total_tokens': 361}}\n", + "Total usage summary for assistant (including completion from cache): {'total_cost': 0.01533, 'gpt-4': {'cost': 0.01533, 'prompt_tokens': 211, 'completion_tokens': 150, 'total_tokens': 361}}\n", + "Actual usage summary for ai_user_proxy: {'total_cost': 0.00669, 'gpt-4': {'cost': 0.00669, 'prompt_tokens': 161, 'completion_tokens': 31, 'total_tokens': 192}}\n", + "Total usage summary for ai_user_proxy: {'total_cost': 0.00669, 'gpt-4': {'cost': 0.00669, 'prompt_tokens': 161, 'completion_tokens': 31, 'total_tokens': 192}}\n", "Actual usage summary for user_proxy: None\n", "Total usage summary for user_proxy: None\n" ] @@ -476,20 +477,20 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'total_cost': 0.0006090000000000001,\n", - " 'gpt-35-turbo': {'cost': 0.0006090000000000001,\n", - " 'prompt_tokens': 242,\n", - " 'completion_tokens': 123,\n", - " 'total_tokens': 365}}" + "{'total_cost': 0.022019999999999998,\n", + " 'gpt-4': {'cost': 0.022019999999999998,\n", + " 'prompt_tokens': 372,\n", + " 'completion_tokens': 181,\n", + " 'total_tokens': 553}}" ] }, - "execution_count": 27, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -516,7 +517,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.18" + "version": "3.10.13" } }, "nbformat": 4, diff --git a/notebook/agentchat_multi_task_chats.ipynb b/notebook/agentchat_multi_task_chats.ipynb index 203ce7b1618c..ab65f6e0f05d 100644 --- a/notebook/agentchat_multi_task_chats.ipynb +++ b/notebook/agentchat_multi_task_chats.ipynb @@ -9,17 +9,49 @@ } }, "source": [ - "# Auto Generated Agent Chat: Multi Task Chats\n", + "\n", "\n", - "This notebook showcases how to use the new chat interface of conversational agents in AutoGen: initiate_chats, to conduct a series of tasks. This new interface allows one to pass multiple tasks and their corresponding dedicated agents. Once initiate_chats is invoked, the tasks will be solved sequentially, with the summaries from previous tasks provided to subsequent tasks as context, if the `summary_method` argument is specified.\n", + "# Solving Multiple Tasks in a Sequence of Chats\n", "\n", + "This notebook showcases how to use the new chat interface of conversational agents in AutoGen: initiate_chats, to conduct a series of tasks. This new interface allows one to pass multiple tasks and their corresponding dedicated agents. Once initiate_chats is invoked, the tasks will be solved sequentially, with the summaries from previous tasks provided to subsequent tasks as context, if the `summary_method` argument is specified.\n", "\n", - "## Requirements\n", + "\\:\\:\\:info Requirements\n", "\n", - "AutoGen requires `Python>=3.8`. To run this notebook example, please install:\n", + "Install `pyautogen`:\n", "```bash\n", "pip install pyautogen\n", - "```" + "```\n", + "\n", + "For more information, please refer to the [installation guide](/docs/installation/).\n", + "\n", + "\\:\\:\\:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import autogen\n", + "\n", + "config_list = autogen.config_list_from_json(env_or_file=\"OAI_CONFIG_LIST\")\n", + "llm_config = {\"config_list\": config_list}" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\\:\\:\\:tip\n", + "\n", + "Learn more about the various ways to configure LLM endpoints [here](/docs/llm_configuration).\n", + "\n", + "\\:\\:\\:" ] }, { @@ -37,11 +69,6 @@ "metadata": {}, "outputs": [], "source": [ - "import autogen\n", - "\n", - "config_list = autogen.config_list_from_json(env_or_file=\"OAI_CONFIG_LIST\")\n", - "llm_config = {\"config_list\": config_list}\n", - "\n", "financial_tasks = [\n", " \"\"\"What are the current stock prices of NVDA and TESLA, and how is the performance over the past month in terms of percentage change?\"\"\",\n", " \"\"\"Investigate possible reasons of the stock performance.\"\"\",\n", @@ -145,25 +172,25 @@ "\n", "exitcode: 0 (execution succeeded)\n", "Code output: \n", - "NVDA (NVIDIA Corporation) stock price: $682.23\n", - "TESLA (Tesla, Inc.) stock price: $185.10\n", - "NVDA percentage change over past month: 30.56%\n", - "TESLA percentage change over past month: -23.02%\n", + "NVDA (NVIDIA Corporation) stock price: $722.48\n", + "TESLA (Tesla, Inc.) stock price: $188.13\n", + "NVDA percentage change over past month: 28.14%\n", + "TESLA percentage change over past month: -14.45%\n", "\n", "\n", "--------------------------------------------------------------------------------\n", "\u001b[33mFinancial_assistant\u001b[0m (to User):\n", "\n", - "The output indicates the following:\n", + "The script has executed successfully and provided the following results:\n", "\n", - "- The current stock price of NVIDIA Corporation (NVDA) is $682.23.\n", - "- The stock price of Tesla, Inc. (TSLA) is $185.10.\n", - "- The percentage change in the stock price of NVDA over the past month is an increase of 30.56%.\n", - "- The percentage change in the stock price of TSLA over the past month is a decrease of -23.02%.\n", + "- The current stock price for NVIDIA Corporation (NVDA) is $722.48.\n", + "- The current stock price for Tesla, Inc. (TSLA) is $188.13.\n", + "- NVDA has experienced a percentage increase of 28.14% over the past month.\n", + "- TSLA has experienced a percentage decrease of -14.45% over the past month.\n", "\n", - "These figures reflect the performance of NVDA and TSLA stocks over the past month and their current prices at the time of the query.\n", + "These results indicate that over the past month, NVIDIA’s stock has seen a significant increase in value, whereas Tesla’s stock has decreased in value. Keep in mind that stock prices and their performance are subject to rapid change and can vary within minutes.\n", "\n", - "Please note that stock prices are subject to change throughout the trading day, and the percentage change is based on the closing price of the stock on the day 30 days ago compared to the most recent closing price.\n", + "If you require any further assistance, please let me know. Otherwise, that concludes our task.\n", "\n", "TERMINATE\n", "\n", @@ -174,16 +201,16 @@ "Investigate possible reasons of the stock performance.\n", "\n", "With the following carryover: \n", - "The output indicates the following:\n", + "The script has executed successfully and provided the following results:\n", "\n", - "- The current stock price of NVIDIA Corporation (NVDA) is $682.23.\n", - "- The stock price of Tesla, Inc. (TSLA) is $185.10.\n", - "- The percentage change in the stock price of NVDA over the past month is an increase of 30.56%.\n", - "- The percentage change in the stock price of TSLA over the past month is a decrease of -23.02%.\n", + "- The current stock price for NVIDIA Corporation (NVDA) is $722.48.\n", + "- The current stock price for Tesla, Inc. (TSLA) is $188.13.\n", + "- NVDA has experienced a percentage increase of 28.14% over the past month.\n", + "- TSLA has experienced a percentage decrease of -14.45% over the past month.\n", "\n", - "These figures reflect the performance of NVDA and TSLA stocks over the past month and their current prices at the time of the query.\n", + "These results indicate that over the past month, NVIDIA’s stock has seen a significant increase in value, whereas Tesla’s stock has decreased in value. Keep in mind that stock prices and their performance are subject to rapid change and can vary within minutes.\n", "\n", - "Please note that stock prices are subject to change throughout the trading day, and the percentage change is based on the closing price of the stock on the day 30 days ago compared to the most recent closing price.\n", + "If you require any further assistance, please let me know. Otherwise, that concludes our task.\n", "\n", "\u001b[0m\n", "\u001b[34m\n", @@ -192,92 +219,127 @@ "\n", "Investigate possible reasons of the stock performance.\n", "Context: \n", - "The output indicates the following:\n", + "The script has executed successfully and provided the following results:\n", "\n", - "- The current stock price of NVIDIA Corporation (NVDA) is $682.23.\n", - "- The stock price of Tesla, Inc. (TSLA) is $185.10.\n", - "- The percentage change in the stock price of NVDA over the past month is an increase of 30.56%.\n", - "- The percentage change in the stock price of TSLA over the past month is a decrease of -23.02%.\n", + "- The current stock price for NVIDIA Corporation (NVDA) is $722.48.\n", + "- The current stock price for Tesla, Inc. (TSLA) is $188.13.\n", + "- NVDA has experienced a percentage increase of 28.14% over the past month.\n", + "- TSLA has experienced a percentage decrease of -14.45% over the past month.\n", "\n", - "These figures reflect the performance of NVDA and TSLA stocks over the past month and their current prices at the time of the query.\n", + "These results indicate that over the past month, NVIDIA’s stock has seen a significant increase in value, whereas Tesla’s stock has decreased in value. Keep in mind that stock prices and their performance are subject to rapid change and can vary within minutes.\n", "\n", - "Please note that stock prices are subject to change throughout the trading day, and the percentage change is based on the closing price of the stock on the day 30 days ago compared to the most recent closing price.\n", + "If you require any further assistance, please let me know. Otherwise, that concludes our task.\n", "\n", "\n", "\n", "--------------------------------------------------------------------------------\n", "\u001b[33mResearcher\u001b[0m (to User):\n", "\n", - "To investigate reasons for the recent performance of NVDA (NVIDIA Corporation) and TSLA (Tesla, Inc.), we should look into various factors that could affect stock prices. These factors can include earnings reports, company news, industry trends, overall market trends, analyst ratings, and economic indicators. Here is a plan to gather the necessary information:\n", + "To investigate the possible reasons behind the differing stock performance of NVIDIA Corporation (NVDA) and Tesla, Inc. (TSLA), we would need to consider various factors including their recent earnings reports, any significant news events affecting the companies, industry trends, and broader market conditions that might influence the technology and automotive sectors specifically. \n", + "\n", + "Here is how I plan to carry out the task:\n", "\n", - "1. Look into the most recent earnings reports for both NVDA and TSLA.\n", - "2. Search for any major news or announcements from both companies in the past month.\n", - "3. Examine the trends in the technology sector and automobile industry which may affect these companies.\n", - "4. Review the overall stock market performance to understand if there were any broader market movements affecting stock prices.\n", - "5. Check for any changes in analyst ratings or forecasts for NVDA and TSLA.\n", - "6. Assess any relevant economic indicators that could influence market behavior, such as interest rate changes, inflation data, or employment reports.\n", + "1. Check the recent earnings reports of both companies to see if there are any indications of better- or worse-than-expected financial health.\n", + "2. Look for any major news announcements from the companies, such as product launches, regulatory approvals or actions, partnerships, or other events that could affect investor perceptions.\n", + "3. Analyze industry trends that might affect NVIDIA's GPU market and Tesla's electric vehicle market, respectively, such as supply chain disruptions or changes in consumer demand.\n", + "4. Consider broader market conditions, such as economic indicators, interest rate changes, or shifts in investor sentiment that might have a sector-specific impact.\n", "\n", - "I will start by searching for recent news articles and announcements for both companies to see if there are any obvious triggers for the stock performance. To proceed with this, I'll need you to run code to perform a web search. Would you like me to provide you with the code to search for this information?\n", + "We can start by using a web search to gather this information. Let's begin by searching for recent news about NVIDIA Corporation (NVDA) and Tesla, Inc. (TSLA).\n", + "\n", + "```python\n", + "# filename: fetch_stock_news.py\n", + "import webbrowser\n", + "\n", + "# URLs for news about NVDA and TSLA\n", + "nvda_news_url = \"https://www.google.com/search?q=NVIDIA+Corporation+NVDA+stock+news\"\n", + "tsla_news_url = \"https://www.google.com/search?q=Tesla+Inc+TSLA+stock+news\"\n", + "\n", + "# Open the URLs in web browsers\n", + "webbrowser.open(nvda_news_url)\n", + "webbrowser.open(tsla_news_url)\n", + "\n", + "print(\"Browser tabs with news about NVIDIA Corporation (NVDA) and Tesla, Inc. (TSLA) should now be open.\")\n", + "```\n", + "\n", + "This script will use the webbrowser module to open tabs in the user's web browser to search for news about the respective companies. Once you have the news articles, we can analyze the content to understand the stock performance reasons.\n", + "\n", + "Execute this script to proceed with the task. If there is any additional information from recent news that might shed light on the stock performance, please provide it, and we can continue our investigation.\n", "\n", "--------------------------------------------------------------------------------\n", + "\u001b[31m\n", + ">>>>>>>> EXECUTING CODE BLOCK 0 (inferred language is python)...\u001b[0m\n", "\u001b[33mUser\u001b[0m (to Researcher):\n", "\n", + "exitcode: 0 (execution succeeded)\n", + "Code output: \n", + "Browser tabs with news about NVIDIA Corporation (NVDA) and Tesla, Inc. (TSLA) should now be open.\n", "\n", "\n", "--------------------------------------------------------------------------------\n", "\u001b[33mResearcher\u001b[0m (to User):\n", "\n", - "To gather recent news articles and announcements for both NVDA (NVIDIA Corporation) and TSLA (Tesla, Inc.), we can programmatically access a news API that provides latest news items. However, since an API key is often required and setting up such access would be beyond the scope of this interaction, we will proceed by providing guidance on how to search for this information using Python's `webbrowser` module.\n", + "Great, please review the news articles about both NVIDIA Corporation (NVDA) and Tesla, Inc. (TSLA) that opened in your browser tabs. Here's what you should look for in the news:\n", "\n", - "The `webbrowser` module in Python can be used to open the web browser and automatically navigate to a search engine query for news about the specific stocks. You will need to run the following code to search for recent news articles for NVDA and TSLA:\n", + "1. **Financial Reports**: Check for the most recent quarterly earnings reports, any comments about revenue growth or challenges, and guidance for future quarters.\n", + "2. **Product Announcements**: See if there have been any announcements regarding new technology, products, collaborations, or significant updates that could have influenced investor attitudes.\n", + "3. **Regulatory News**: Determine if there have been any legislative changes or regulations reported that may impact the companies' operations.\n", + "4. **Market Trends**: Look for information about the semiconductor market for NVDA and the electric vehicle market for TSLA, as these could be indicators of industry momentum affecting these stocks.\n", + "5. **Executive Moves**: See if there have been any major changes in leadership within either company.\n", + "6. **Broader Market Events**: Lastly, look for news about broad market trends or economic factors that might indirectly influence the stock performance of these companies.\n", "\n", - "```python\n", - "# filename: stock_news_search.py\n", - "import webbrowser\n", + "After reviewing the news, you should have a clearer idea of what has been driving the stock prices for NVDA and TSLA. If there are multiple factors influencing the stock performances, the recent news should provide insight into which ones are most significant.\n", "\n", - "# Search for news related to NVDA and TSLA\n", - "nvda_news_url = \"https://www.google.com/search?q=NVIDIA+Corporation+NVDA+stock+recent+news\"\n", - "tsla_news_url = \"https://www.google.com/search?q=Tesla+Inc+TSLA+stock+recent+news\"\n", + "Since I am unable to browse the web, please summarize your findings based on the review of the news articles.\n", "\n", - "# Open web browser tabs with search results\n", - "webbrowser.open(nvda_news_url, new=2)\n", - "webbrowser.open(tsla_news_url, new=2)\n", + "If the information is too much to process or you're seeking specific answers, please provide a summary of the key news points, and I can assist further in analyzing them.\n", "\n", - "print(\"Searches initiated for recent news on NVDA and TSLA.\")\n", - "```\n", + "--------------------------------------------------------------------------------\n", + "\u001b[33mUser\u001b[0m (to Researcher):\n", "\n", - "After running this script, review the headlines and summaries from reliable financial news sources such as Bloomberg, CNBC, Reuters, or the official stock exchange announcements to identify any significant events that could have influenced the stock performances of NVDA and TSLA.\n", "\n", - "Please run this code on your local machine, and it should open tabs in your default web browser with the search results. Once you have the search results, you can manually scan through the news articles for any relevant information.\n", "\n", "--------------------------------------------------------------------------------\n", - "\u001b[31m\n", - ">>>>>>>> EXECUTING CODE BLOCK 0 (inferred language is python)...\u001b[0m\n", + "\u001b[33mResearcher\u001b[0m (to User):\n", + "\n", + "It appears there may have been a misunderstanding. In order to proceed with the investigation into the stock performance of NVIDIA Corporation (NVDA) and Tesla, Inc. (TSLA), I would need a summary or at least key points from the recent news articles that you've found in your web browser.\n", + "\n", + "Since I don't have the capability to browse the web or review external sources, I rely on information provided to me. If you've gathered relevant news, please share this information with me. If there are specific headlines, financial report details, announcements, or other pieces of information that you believe could be related to the stock performance, providing those would be the best way to proceed.\n", + "\n", + "Once I have that information, I can help interpret the data and provide possible reasons for the stock performance based on your summary.\n", + "\n", + "Alternatively, if you did not find any relevant information in the news articles or need assistance with another task, please let me know how else I may assist you.\n", + "\n", + "--------------------------------------------------------------------------------\n", "\u001b[33mUser\u001b[0m (to Researcher):\n", "\n", - "exitcode: 0 (execution succeeded)\n", - "Code output: \n", - "Searches initiated for recent news on NVDA and TSLA.\n", "\n", "\n", "--------------------------------------------------------------------------------\n", "\u001b[33mResearcher\u001b[0m (to User):\n", "\n", - "The code execution was successful, and it initiated searches for recent news on both NVDA and TSLA. You should now have browser tabs open with search results presenting recent news articles and analyses related to NVIDIA Corporation and Tesla, Inc.\n", + "It seems there is no new information provided to assess the stock performance of NVIDIA Corporation (NVDA) and Tesla, Inc. (TSLA). Without specific details, I can suggest possible general factors based on common reasons that typically influence stock performance:\n", "\n", - "Please review the available news on those tabs to identify any significant events or announcements that could explain the recent stock performance of both companies. Look for elements such as:\n", + "1. **Earnings Reports**: A company's stock often reacts to earnings reports. NVDA might have had stronger-than-expected earnings and outlook, while TSLA might have reported weaker results or provided disappointing guidance.\n", + " \n", + "2. **Product and Service Developments**: Any new product launches or updates may have affected these stocks. For example, NVDA could be benefiting from new GPU technologies or partnerships in AI or data centers, while TSLA might be facing a slow rollout of new electric vehicle models.\n", "\n", - "- NVDA and TSLA earnings reports and whether they beat or missed expectations.\n", - "- Announcements about product launches, partnerships, or regulatory changes.\n", - "- Comments or actions by company executives that could impact investor sentiment.\n", - "- Any major macroeconomic events or technological sector shifts.\n", - "- Impacts of global market conditions or changes in investor risk appetite.\n", + "3. **Supply Chain and Manufacturing**: Given the global supply chain issues, NVDA could have successfully navigated the challenges, whereas TSLA might have struggled due to dependency on components like batteries.\n", "\n", - "These factors often play a crucial role in influencing the performance of a company's stock in the market. Sometimes, a company's performance can be influenced by its internal developments, while other times it may be more affected by industry-wide or economic trends.\n", + "4. **Regulatory Environment**: Changes in regulations could impact these companies differently, especially given the industries they operate within. This could include things like semiconductor tariffs or EV subsidies and legislation.\n", "\n", - "If you were able to identify specific news events that likely affected the stock prices, you can use this information to understand the context behind the stock performance for NVDA and TSLA.\n", + "5. **Market Conditions**: Broader market conditions or shifts in investor sentiment toward the tech sector versus the auto sector could be at play. Rising interest rates or economic downturns can also affect investor behavior.\n", "\n", - "If you need further analysis or have another task in mind, please let me know. If you're finished with the investigation, we can conclude this session.\n", + "6. **Strategic Announcements**: Any significant changes in company strategy, such as mergers, acquisitions, or shifts in business focus, might influence stock prices.\n", + "\n", + "7. **Leadership Changes**: Executive leadership changes can affect investor confidence and stock performance.\n", + "\n", + "8. **Global Events**: Macro events like geopolitical tensions, economic policies, or major global events can have wide-ranging effects on the stock market.\n", + "\n", + "9. **Investor Sentiment**: Sometimes the stock market moves based on sentiment, trends, and investor perceptions, which can sometimes be disconnected from a company's fundamental performance.\n", + "\n", + "Without the latest news or specific information relating to NVDA and TSLA, this is as specific as the analysis can get. To get a more detailed understanding, you would need to look into the recent events specifically related to both companies.\n", + "\n", + "If there is no further information or analysis needed at this time, that concludes the investigation. Please let me know if there is anything else I can assist with.\n", "\n", "--------------------------------------------------------------------------------\n", "\u001b[33mUser\u001b[0m (to Researcher):\n", @@ -287,9 +349,7 @@ "--------------------------------------------------------------------------------\n", "\u001b[33mResearcher\u001b[0m (to User):\n", "\n", - "If you've finished reviewing the news and no further analysis is needed, then it appears we have completed the task of investigating possible reasons for the stock performance of NVDA and TSLA. You should now have a better understanding of what could have influenced their stock prices over the past month, based on the recent news and the data provided.\n", - "\n", - "If you need assistance with another task or have more questions, feel free to ask. Otherwise, we can conclude this session.\n", + "Since there doesn't seem to be any further information to process or additional requests for assistance, it looks like we've reached the conclusion of this task. If you need help in the future with similar inquiries or any other questions, feel free to reach out. \n", "\n", "TERMINATE\n", "\n", @@ -301,19 +361,19 @@ "\n", "With the following carryover: \n", "I want to include a figure or a table of data in the blogpost.\n", - "The output indicates the following:\n", + "The script has executed successfully and provided the following results:\n", "\n", - "- The current stock price of NVIDIA Corporation (NVDA) is $682.23.\n", - "- The stock price of Tesla, Inc. (TSLA) is $185.10.\n", - "- The percentage change in the stock price of NVDA over the past month is an increase of 30.56%.\n", - "- The percentage change in the stock price of TSLA over the past month is a decrease of -23.02%.\n", + "- The current stock price for NVIDIA Corporation (NVDA) is $722.48.\n", + "- The current stock price for Tesla, Inc. (TSLA) is $188.13.\n", + "- NVDA has experienced a percentage increase of 28.14% over the past month.\n", + "- TSLA has experienced a percentage decrease of -14.45% over the past month.\n", "\n", - "These figures reflect the performance of NVDA and TSLA stocks over the past month and their current prices at the time of the query.\n", + "These results indicate that over the past month, NVIDIA’s stock has seen a significant increase in value, whereas Tesla’s stock has decreased in value. Keep in mind that stock prices and their performance are subject to rapid change and can vary within minutes.\n", "\n", - "Please note that stock prices are subject to change throughout the trading day, and the percentage change is based on the closing price of the stock on the day 30 days ago compared to the most recent closing price.\n", + "If you require any further assistance, please let me know. Otherwise, that concludes our task.\n", "\n", "\n", - "The recent performance of NVIDIA Corporation (NVDA) and Tesla, Inc. (TSLA) stocks could be influenced by factors such as earnings reports, company news, industry trends, overall market trends, analyst ratings, and economic indicators. The stock price of NVDA showed a significant increase of 30.56% over the past month, while TSLA's stock price decreased by -23.02%. To investigate the reasons behind these changes, guidance was provided on using Python's `webbrowser` module to initiate a search for recent news articles about both companies, allowing for a manual review of news headlines and summaries to identify significant events that may have impacted their stock performance. If further information is needed or another query arises, assistance is available upon request.\u001b[0m\n", + "To investigate the stock performance of NVIDIA Corporation (NVDA) and Tesla, Inc. (TSLA), potential factors to consider include recent earnings reports, significant news events, industry trends, market conditions, and broader macroeconomic factors. Without specific external news or data, generalized potential reasons for NVDA's stock increase and TSLA's stock decrease were provided, including earnings performance, product and service developments, supply chain and manufacturing issues, regulatory environment changes, strategic company announcements, leadership changes, and global events. Further detailed analysis requires external news and data, which wasn't supplied during the conversation. The investigation concludes due to a lack of additional information.\u001b[0m\n", "\u001b[34m\n", "********************************************************************************\u001b[0m\n", "\u001b[33mUser\u001b[0m (to writer):\n", @@ -321,59 +381,59 @@ "Develop an engaging blog post using any information provided.\n", "Context: \n", "I want to include a figure or a table of data in the blogpost.\n", - "The output indicates the following:\n", + "The script has executed successfully and provided the following results:\n", "\n", - "- The current stock price of NVIDIA Corporation (NVDA) is $682.23.\n", - "- The stock price of Tesla, Inc. (TSLA) is $185.10.\n", - "- The percentage change in the stock price of NVDA over the past month is an increase of 30.56%.\n", - "- The percentage change in the stock price of TSLA over the past month is a decrease of -23.02%.\n", + "- The current stock price for NVIDIA Corporation (NVDA) is $722.48.\n", + "- The current stock price for Tesla, Inc. (TSLA) is $188.13.\n", + "- NVDA has experienced a percentage increase of 28.14% over the past month.\n", + "- TSLA has experienced a percentage decrease of -14.45% over the past month.\n", "\n", - "These figures reflect the performance of NVDA and TSLA stocks over the past month and their current prices at the time of the query.\n", + "These results indicate that over the past month, NVIDIA’s stock has seen a significant increase in value, whereas Tesla’s stock has decreased in value. Keep in mind that stock prices and their performance are subject to rapid change and can vary within minutes.\n", "\n", - "Please note that stock prices are subject to change throughout the trading day, and the percentage change is based on the closing price of the stock on the day 30 days ago compared to the most recent closing price.\n", + "If you require any further assistance, please let me know. Otherwise, that concludes our task.\n", "\n", "\n", - "The recent performance of NVIDIA Corporation (NVDA) and Tesla, Inc. (TSLA) stocks could be influenced by factors such as earnings reports, company news, industry trends, overall market trends, analyst ratings, and economic indicators. The stock price of NVDA showed a significant increase of 30.56% over the past month, while TSLA's stock price decreased by -23.02%. To investigate the reasons behind these changes, guidance was provided on using Python's `webbrowser` module to initiate a search for recent news articles about both companies, allowing for a manual review of news headlines and summaries to identify significant events that may have impacted their stock performance. If further information is needed or another query arises, assistance is available upon request.\n", + "To investigate the stock performance of NVIDIA Corporation (NVDA) and Tesla, Inc. (TSLA), potential factors to consider include recent earnings reports, significant news events, industry trends, market conditions, and broader macroeconomic factors. Without specific external news or data, generalized potential reasons for NVDA's stock increase and TSLA's stock decrease were provided, including earnings performance, product and service developments, supply chain and manufacturing issues, regulatory environment changes, strategic company announcements, leadership changes, and global events. Further detailed analysis requires external news and data, which wasn't supplied during the conversation. The investigation concludes due to a lack of additional information.\n", "\n", "--------------------------------------------------------------------------------\n", "\u001b[33mwriter\u001b[0m (to User):\n", "\n", - "# NVIDIA vs. Tesla: A Tale of Two Stocks in Turbulent Times\n", + "**Roller Coaster Markets: The Ups and Downs of NVDA and TSLA Stocks**\n", "\n", - "Investing in the stock market can often feel like riding a rollercoaster, and recent trends in the world of technology stocks have only underscored this reality. Two giants in their respective fields, NVIDIA Corporation (NVDA) and Tesla, Inc. (TSLA), have demonstrated just how dramatically the fortunes of companies can diverge. If you’ve been following these stocks or considering an investment, the past month's performance might have either raised your spirits or tested your resolve. Let's delve into the numbers and attempt to understand the story behind them.\n", + "The stock market is a melting pot of numbers, emotions, predictions, and ever-changing trends. Just when you think you have it figured out, it takes a sharp turn, leaving many investors bewildered in its wake. This turbulent affair is best exemplified by the recent performances of two high-profile tech titans: NVIDIA Corporation (NVDA) and Tesla, Inc. (TSLA). In the span of a month, we've witnessed a tale of two very different fortunes, with NVDA soaring and TSLA dropping. Let's dive into these twists and turns with the help of some compelling numbers.\n", "\n", - "## Current Snapshot\n", + "### A Tale of Two Stocks: NVIDIA vs. Tesla\n", "\n", - "The latest figures have become a topic of intense discussion among investors and market analysts. As of the latest reports, the current stock price of NVIDIA stands at a buoyant $682.23, representing a strong 30.56% climb over the past month. Conversely, Tesla's share price has taken a detour in the opposite direction, falling to $185.10, a notable decrease of 23.02% over the same time frame.\n", + "First, let's set the scene with the main actors: our current stock prices. As of now, NVIDIA stands at a commanding $722.48, while Tesla has taken a more modest position at $188.13. These figures are not just digits on a screen; they represent the bloodline of the companies in the financial markets. They're the instantly-updatable scorecards telling us how the companies are faring in the eyes of investors.\n", "\n", - "### Stock Performance at a Glance:\n", + "But the plot thickens when we look at the performance over the past month. NVIDIA has seen a stellar rise, its stock price ballooning by 28.14%. Conversely, Tesla's numbers tell a somber story, with its value deflating by -14.45%. What could be behind this diverging fate of two tech giants? Before we venture a guess, take a look at the data neatly laid out:\n", "\n", - "| Company | Current Stock Price | 1-Month Percentage Change |\n", - "|---------|---------------------|---------------------------|\n", - "| NVIDIA (NVDA) | $682.23 | +30.56% |\n", - "| Tesla (TSLA) | $185.10 | -23.02% |\n", + "| Company | Current Stock Price | 1-Month Performance |\n", + "|---------|---------------------|---------------------|\n", + "| NVDA | $722.48 | +28.14% |\n", + "| TSLA | $188.13 | -14.45% |\n", "\n", - "These figures provide an immediate sense of the contrasting trajectories of these two market players. But what could be driving such divergent paths? Let’s peel back the layers and consider some potential factors.\n", + "### Understanding the Tides of Tech Stocks\n", "\n", - "## Unpacking the Performance\n", + "Now, to peel back the layers of these statistics, we need to consider a variety of elements that can influence a stock's allure. For NVIDIA, this commanding uptick could be attributed to several factors. Earnings reports beating expectations, breakthroughs in AI and deep learning technologies, or a bullish semiconductor market overall might all play roles in lifting up the NVDA stock.\n", "\n", - "The stark difference in the fortunes of NVDA and TSLA could be due to a myriad of factors including, but not limited to, earnings reports, new product announcements, shifts in leadership, or a change in investor sentiment. Earnings reports, in particular, can dramatically affect stock prices as they provide a snapshot of a company's financial health and future outlook. Could NVIDIA be basking in the glow of a positive earnings surprise? Or perhaps Tesla has faced headwinds from global supply chain issues or regulatory challenges?\n", + "Tesla's journey down the stock price hill could be pinned to a wider range of possibilities—perhaps disappointing earnings, production bottlenecks, or even the CEO's latest Twitter escapade could have investors hedging their bets. The automotive industry is also notoriously sensitive to economic shifts, supply chain issues, and regulatory news, all of which could impact TSLA's value.\n", "\n", - "In the dynamic tech sector, news coverage is crucial for understanding these shifts. NVIDIA's bold advances in gaming, cloud computing, AI, and data centers might receive favorable analysts' outlooks, leading to higher investor confidence in the stock. Meanwhile, Tesla's stock could be reacting to any number of factors, from production numbers to the ever-volatile electric vehicle market and competition.\n", + "### Weighing the Market's Mood Swings\n", "\n", - "To gather more insights, we could easily turn to a Python script utilizing the `webbrowser` module, prompting it to open various news sources unpacking recent events concerning both companies. By reviewing news headlines and summaries, we can piece together the intricate puzzle of market movements and what may have driven investors to display such contrasting levels of confidence.\n", + "As smart as it would be to chalk up NVIDIA's rally and Tesla's slouch entirely to company-specific news, let's not discount broader market conditions and macroeconomic factors. Investor sentiment can be swayed by global events, interest rates, and shifts in technology trends. The market's current darling could quickly become tomorrow's underdog if the winds change direction.\n", "\n", - "## What Lies Ahead\n", + "### A Chapter Yet to Finish\n", "\n", - "Despite the chasm in their recent stock performances, both NVIDIA and Tesla remain heavily scrutinized by the market. Investors keen on technology and growth will certainly keep an eye on these two stocks as they consider their potential for rebound, growth, or even further decline.\n", + "As much as these numbers paint a vivid picture of the present, it's crucial to remember that the markets are dynamic. What we see today could very well be upended by tomorrow's news, a sudden geopolitical shakeup, or even a tweet. For now, though, NVIDIA shareholders can bask in the green glow of their portfolio screens, while Tesla's faithful must buckle up and ride out the storm, hopeful for smoother roads ahead.\n", "\n", - "As we look to the horizon, it’s worth remembering that stock prices fluctuate constantly, and today's snapshot is just a frame in the larger motion picture of the financial markets. While historical performance may give us clues, it is not a definitive guide to future outcomes. So, whether you’re captivated by NVIDIA’s ascent or are curious about Tesla's resilience in the face of decline, diligence and a keen eye on emerging trends will be your most reliable allies.\n", + "### Final Thoughts\n", "\n", - "Investing is a nuanced dance with risk and reward – no one knows this better than shareholders of NVDA and TSLA. As you navigate your next move, stay informed and vigilant, considering not just the figures above but also the complex tapestry of information that gives context to these numbers. The dance floor remains open, and the music is still playing. Will you lead, follow, or step aside to watch a little longer?\n", + "Always keep in mind, the stock market's story is a continuing saga, not a short tale. The graph that ascends today might dip tomorrow, and the sagging curve might soon find its uplift. Wise is the investor who looks beyond the immediate drama, focusing on the long-term narrative built on solid fundamentals, effective strategies, and a keen eye for the unpredictable ebb and flow of financial tides.\n", "\n", - "Remember, stock prices are subject to change throughout the trading day, and the percentage change is based on the most recent closing prices. Always ensure you have the latest information before making any investment decisions. \n", + "Stocks are inherently volatile, and while today's data gives us a snapshot, only time will tell the full story. What we can do is watch, analyze, and perhaps, if we're bold enough, place our bets on the outcome of the next chapter in the thrilling manuscript of the stock market.\n", "\n", - "And as always, stay savvy, stay informed, and keep your eye on the market horizons.\n", + "Stay tuned, investors. The market's pen is never at rest.\n", "\n", "TERMINATE\n", "\n", @@ -450,79 +510,79 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Conversation summary with Financial_assistant:\n", - "The output indicates the following:\n", + "*****0th chat*******:\n", + "The script has executed successfully and provided the following results:\n", "\n", - "- The current stock price of NVIDIA Corporation (NVDA) is $682.23.\n", - "- The stock price of Tesla, Inc. (TSLA) is $185.10.\n", - "- The percentage change in the stock price of NVDA over the past month is an increase of 30.56%.\n", - "- The percentage change in the stock price of TSLA over the past month is a decrease of -23.02%.\n", + "- The current stock price for NVIDIA Corporation (NVDA) is $722.48.\n", + "- The current stock price for Tesla, Inc. (TSLA) is $188.13.\n", + "- NVDA has experienced a percentage increase of 28.14% over the past month.\n", + "- TSLA has experienced a percentage decrease of -14.45% over the past month.\n", "\n", - "These figures reflect the performance of NVDA and TSLA stocks over the past month and their current prices at the time of the query.\n", + "These results indicate that over the past month, NVIDIA’s stock has seen a significant increase in value, whereas Tesla’s stock has decreased in value. Keep in mind that stock prices and their performance are subject to rapid change and can vary within minutes.\n", "\n", - "Please note that stock prices are subject to change throughout the trading day, and the percentage change is based on the closing price of the stock on the day 30 days ago compared to the most recent closing price.\n", + "If you require any further assistance, please let me know. Otherwise, that concludes our task.\n", "\n", "\n", "Human input in the middle: []\n", - "Conversation cost: ({'total_cost': 0.08900999999999999, 'gpt-4': {'cost': 0.08900999999999999, 'prompt_tokens': 1597, 'completion_tokens': 685, 'total_tokens': 2282}}, {'total_cost': 0})\n", + "Conversation cost: ({'total_cost': 0.08859, 'gpt-4': {'cost': 0.08859, 'prompt_tokens': 1597, 'completion_tokens': 678, 'total_tokens': 2275}}, {'total_cost': 0})\n", "\n", "\n", "\n", - "Conversation summary with Researcher:\n", - "The recent performance of NVIDIA Corporation (NVDA) and Tesla, Inc. (TSLA) stocks could be influenced by factors such as earnings reports, company news, industry trends, overall market trends, analyst ratings, and economic indicators. The stock price of NVDA showed a significant increase of 30.56% over the past month, while TSLA's stock price decreased by -23.02%. To investigate the reasons behind these changes, guidance was provided on using Python's `webbrowser` module to initiate a search for recent news articles about both companies, allowing for a manual review of news headlines and summaries to identify significant events that may have impacted their stock performance. If further information is needed or another query arises, assistance is available upon request.\n", + "*****1th chat*******:\n", + "To investigate the stock performance of NVIDIA Corporation (NVDA) and Tesla, Inc. (TSLA), potential factors to consider include recent earnings reports, significant news events, industry trends, market conditions, and broader macroeconomic factors. Without specific external news or data, generalized potential reasons for NVDA's stock increase and TSLA's stock decrease were provided, including earnings performance, product and service developments, supply chain and manufacturing issues, regulatory environment changes, strategic company announcements, leadership changes, and global events. Further detailed analysis requires external news and data, which wasn't supplied during the conversation. The investigation concludes due to a lack of additional information.\n", "Human input in the middle: []\n", - "Conversation cost: ({'total_cost': 0.23840999999999998, 'gpt-4': {'cost': 0.23840999999999998, 'prompt_tokens': 5683, 'completion_tokens': 1132, 'total_tokens': 6815}}, {'total_cost': 0.23840999999999998, 'gpt-4': {'cost': 0.23840999999999998, 'prompt_tokens': 5683, 'completion_tokens': 1132, 'total_tokens': 6815}})\n", + "Conversation cost: ({'total_cost': 0.36354, 'gpt-4': {'cost': 0.36354, 'prompt_tokens': 8864, 'completion_tokens': 1627, 'total_tokens': 10491}}, {'total_cost': 0})\n", "\n", "\n", "\n", - "Conversation summary with writer:\n", - "# NVIDIA vs. Tesla: A Tale of Two Stocks in Turbulent Times\n", + "*****2th chat*******:\n", + "**Roller Coaster Markets: The Ups and Downs of NVDA and TSLA Stocks**\n", "\n", - "Investing in the stock market can often feel like riding a rollercoaster, and recent trends in the world of technology stocks have only underscored this reality. Two giants in their respective fields, NVIDIA Corporation (NVDA) and Tesla, Inc. (TSLA), have demonstrated just how dramatically the fortunes of companies can diverge. If you’ve been following these stocks or considering an investment, the past month's performance might have either raised your spirits or tested your resolve. Let's delve into the numbers and attempt to understand the story behind them.\n", + "The stock market is a melting pot of numbers, emotions, predictions, and ever-changing trends. Just when you think you have it figured out, it takes a sharp turn, leaving many investors bewildered in its wake. This turbulent affair is best exemplified by the recent performances of two high-profile tech titans: NVIDIA Corporation (NVDA) and Tesla, Inc. (TSLA). In the span of a month, we've witnessed a tale of two very different fortunes, with NVDA soaring and TSLA dropping. Let's dive into these twists and turns with the help of some compelling numbers.\n", "\n", - "## Current Snapshot\n", + "### A Tale of Two Stocks: NVIDIA vs. Tesla\n", "\n", - "The latest figures have become a topic of intense discussion among investors and market analysts. As of the latest reports, the current stock price of NVIDIA stands at a buoyant $682.23, representing a strong 30.56% climb over the past month. Conversely, Tesla's share price has taken a detour in the opposite direction, falling to $185.10, a notable decrease of 23.02% over the same time frame.\n", + "First, let's set the scene with the main actors: our current stock prices. As of now, NVIDIA stands at a commanding $722.48, while Tesla has taken a more modest position at $188.13. These figures are not just digits on a screen; they represent the bloodline of the companies in the financial markets. They're the instantly-updatable scorecards telling us how the companies are faring in the eyes of investors.\n", "\n", - "### Stock Performance at a Glance:\n", + "But the plot thickens when we look at the performance over the past month. NVIDIA has seen a stellar rise, its stock price ballooning by 28.14%. Conversely, Tesla's numbers tell a somber story, with its value deflating by -14.45%. What could be behind this diverging fate of two tech giants? Before we venture a guess, take a look at the data neatly laid out:\n", "\n", - "| Company | Current Stock Price | 1-Month Percentage Change |\n", - "|---------|---------------------|---------------------------|\n", - "| NVIDIA (NVDA) | $682.23 | +30.56% |\n", - "| Tesla (TSLA) | $185.10 | -23.02% |\n", + "| Company | Current Stock Price | 1-Month Performance |\n", + "|---------|---------------------|---------------------|\n", + "| NVDA | $722.48 | +28.14% |\n", + "| TSLA | $188.13 | -14.45% |\n", "\n", - "These figures provide an immediate sense of the contrasting trajectories of these two market players. But what could be driving such divergent paths? Let’s peel back the layers and consider some potential factors.\n", + "### Understanding the Tides of Tech Stocks\n", "\n", - "## Unpacking the Performance\n", + "Now, to peel back the layers of these statistics, we need to consider a variety of elements that can influence a stock's allure. For NVIDIA, this commanding uptick could be attributed to several factors. Earnings reports beating expectations, breakthroughs in AI and deep learning technologies, or a bullish semiconductor market overall might all play roles in lifting up the NVDA stock.\n", "\n", - "The stark difference in the fortunes of NVDA and TSLA could be due to a myriad of factors including, but not limited to, earnings reports, new product announcements, shifts in leadership, or a change in investor sentiment. Earnings reports, in particular, can dramatically affect stock prices as they provide a snapshot of a company's financial health and future outlook. Could NVIDIA be basking in the glow of a positive earnings surprise? Or perhaps Tesla has faced headwinds from global supply chain issues or regulatory challenges?\n", + "Tesla's journey down the stock price hill could be pinned to a wider range of possibilities—perhaps disappointing earnings, production bottlenecks, or even the CEO's latest Twitter escapade could have investors hedging their bets. The automotive industry is also notoriously sensitive to economic shifts, supply chain issues, and regulatory news, all of which could impact TSLA's value.\n", "\n", - "In the dynamic tech sector, news coverage is crucial for understanding these shifts. NVIDIA's bold advances in gaming, cloud computing, AI, and data centers might receive favorable analysts' outlooks, leading to higher investor confidence in the stock. Meanwhile, Tesla's stock could be reacting to any number of factors, from production numbers to the ever-volatile electric vehicle market and competition.\n", + "### Weighing the Market's Mood Swings\n", "\n", - "To gather more insights, we could easily turn to a Python script utilizing the `webbrowser` module, prompting it to open various news sources unpacking recent events concerning both companies. By reviewing news headlines and summaries, we can piece together the intricate puzzle of market movements and what may have driven investors to display such contrasting levels of confidence.\n", + "As smart as it would be to chalk up NVIDIA's rally and Tesla's slouch entirely to company-specific news, let's not discount broader market conditions and macroeconomic factors. Investor sentiment can be swayed by global events, interest rates, and shifts in technology trends. The market's current darling could quickly become tomorrow's underdog if the winds change direction.\n", "\n", - "## What Lies Ahead\n", + "### A Chapter Yet to Finish\n", "\n", - "Despite the chasm in their recent stock performances, both NVIDIA and Tesla remain heavily scrutinized by the market. Investors keen on technology and growth will certainly keep an eye on these two stocks as they consider their potential for rebound, growth, or even further decline.\n", + "As much as these numbers paint a vivid picture of the present, it's crucial to remember that the markets are dynamic. What we see today could very well be upended by tomorrow's news, a sudden geopolitical shakeup, or even a tweet. For now, though, NVIDIA shareholders can bask in the green glow of their portfolio screens, while Tesla's faithful must buckle up and ride out the storm, hopeful for smoother roads ahead.\n", "\n", - "As we look to the horizon, it’s worth remembering that stock prices fluctuate constantly, and today's snapshot is just a frame in the larger motion picture of the financial markets. While historical performance may give us clues, it is not a definitive guide to future outcomes. So, whether you’re captivated by NVIDIA’s ascent or are curious about Tesla's resilience in the face of decline, diligence and a keen eye on emerging trends will be your most reliable allies.\n", + "### Final Thoughts\n", "\n", - "Investing is a nuanced dance with risk and reward – no one knows this better than shareholders of NVDA and TSLA. As you navigate your next move, stay informed and vigilant, considering not just the figures above but also the complex tapestry of information that gives context to these numbers. The dance floor remains open, and the music is still playing. Will you lead, follow, or step aside to watch a little longer?\n", + "Always keep in mind, the stock market's story is a continuing saga, not a short tale. The graph that ascends today might dip tomorrow, and the sagging curve might soon find its uplift. Wise is the investor who looks beyond the immediate drama, focusing on the long-term narrative built on solid fundamentals, effective strategies, and a keen eye for the unpredictable ebb and flow of financial tides.\n", "\n", - "Remember, stock prices are subject to change throughout the trading day, and the percentage change is based on the most recent closing prices. Always ensure you have the latest information before making any investment decisions. \n", + "Stocks are inherently volatile, and while today's data gives us a snapshot, only time will tell the full story. What we can do is watch, analyze, and perhaps, if we're bold enough, place our bets on the outcome of the next chapter in the thrilling manuscript of the stock market.\n", "\n", - "And as always, stay savvy, stay informed, and keep your eye on the market horizons.\n", + "Stay tuned, investors. The market's pen is never at rest.\n", "\n", "\n", "Human input in the middle: []\n", - "Conversation cost: ({'total_cost': 0.0648, 'gpt-4': {'cost': 0.0648, 'prompt_tokens': 400, 'completion_tokens': 880, 'total_tokens': 1280}}, {'total_cost': 0.0648, 'gpt-4': {'cost': 0.0648, 'prompt_tokens': 400, 'completion_tokens': 880, 'total_tokens': 1280}})\n", + "Conversation cost: ({'total_cost': 0.06447, 'gpt-4': {'cost': 0.06447, 'prompt_tokens': 371, 'completion_tokens': 889, 'total_tokens': 1260}}, {'total_cost': 0})\n", "\n", "\n", "\n" @@ -530,8 +590,8 @@ } ], "source": [ - "for agent, chat_res in chat_results.items():\n", - " print(f\"Conversation summary with {agent.name}:\")\n", + "for i, chat_res in enumerate(chat_results):\n", + " print(f\"*****{i}th chat*******:\")\n", " print(chat_res.summary)\n", " print(\"Human input in the middle:\", chat_res.human_input)\n", " print(\"Conversation cost: \", chat_res.cost)\n", @@ -551,7 +611,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -633,72 +693,72 @@ "\n", "exitcode: 0 (execution succeeded)\n", "Code output: \n", - "NVDA (NVIDIA Corporation) stock price: $682.23\n", - "TESLA (Tesla, Inc.) stock price: $185.10\n", - "NVDA percentage change over past month: 30.56%\n", - "TESLA percentage change over past month: -23.02%\n", + "NVDA (NVIDIA Corporation) stock price: $722.48\n", + "TESLA (Tesla, Inc.) stock price: $188.13\n", + "NVDA percentage change over past month: 28.14%\n", + "TESLA percentage change over past month: -14.45%\n", "\n", "\n", "--------------------------------------------------------------------------------\n", "\u001b[33mFinancial_assistant\u001b[0m (to User):\n", "\n", - "The output indicates the following:\n", + "The script has executed successfully and provided the following results:\n", "\n", - "- The current stock price of NVIDIA Corporation (NVDA) is $682.23.\n", - "- The stock price of Tesla, Inc. (TSLA) is $185.10.\n", - "- The percentage change in the stock price of NVDA over the past month is an increase of 30.56%.\n", - "- The percentage change in the stock price of TSLA over the past month is a decrease of -23.02%.\n", + "- The current stock price for NVIDIA Corporation (NVDA) is $722.48.\n", + "- The current stock price for Tesla, Inc. (TSLA) is $188.13.\n", + "- NVDA has experienced a percentage increase of 28.14% over the past month.\n", + "- TSLA has experienced a percentage decrease of -14.45% over the past month.\n", "\n", - "These figures reflect the performance of NVDA and TSLA stocks over the past month and their current prices at the time of the query.\n", + "These results indicate that over the past month, NVIDIA’s stock has seen a significant increase in value, whereas Tesla’s stock has decreased in value. Keep in mind that stock prices and their performance are subject to rapid change and can vary within minutes.\n", "\n", - "Please note that stock prices are subject to change throughout the trading day, and the percentage change is based on the closing price of the stock on the day 30 days ago compared to the most recent closing price.\n", + "If you require any further assistance, please let me know. Otherwise, that concludes our task.\n", "\n", "TERMINATE\n", "\n", "--------------------------------------------------------------------------------\n", "\u001b[33mUser\u001b[0m (to Financial_assistant):\n", "\n", - "What about Microsoft\n", + "What about microsoft\n", "\n", "--------------------------------------------------------------------------------\n", "\u001b[33mFinancial_assistant\u001b[0m (to User):\n", "\n", - "To obtain information regarding Microsoft's stock, which is traded under the ticker symbol MSFT, I will provide a Python script similar to the previous one. This script will use the `yfinance` library to fetch the current stock price of Microsoft and its performance over the past month in terms of percentage change.\n", + "To obtain the current stock price and calculate the performance over the past month for Microsoft Corporation (MSFT), I will provide you with an updated Python script that includes MSFT in addition to the previously fetched data for NVDA and TSLA. You can run this script to obtain the necessary information.\n", "\n", - "The script will be as follows:\n", + "Please execute the following Python code:\n", "\n", "```python\n", - "# filename: msft_stock_info.py\n", + "# filename: microsoft_stock_info.py\n", "import yfinance as yf\n", "from datetime import datetime, timedelta\n", "\n", - "# Function to get current stock price\n", - "def get_stock_price(stock_ticker):\n", + "# Function to get current stock price and percentage change over the past month for a stock\n", + "def get_stock_info(stock_ticker):\n", " stock = yf.Ticker(stock_ticker)\n", + " \n", + " # Get current stock price\n", " todays_data = stock.history(period='1d')\n", - " return todays_data['Close'][0]\n", - "\n", - "# Function to calculate percentage change over the past month\n", - "def get_percentage_change(stock_ticker):\n", - " stock = yf.Ticker(stock_ticker)\n", + " current_price = todays_data['Close'][0]\n", + " \n", + " # Calculate percentage change over the past month\n", " end_date = datetime.now()\n", " start_date = end_date - timedelta(days=30)\n", " historical_data = stock.history(start=start_date, end=end_date)\n", " price_end = historical_data['Close'][-1]\n", " price_start = historical_data['Close'][0]\n", " percent_change = ((price_end - price_start)/price_start) * 100\n", - " return percent_change\n", + " \n", + " return current_price, percent_change\n", "\n", - "# Getting the current price and performance for MSFT (Microsoft)\n", - "msft_price = get_stock_price('MSFT')\n", - "msft_change = get_percentage_change('MSFT')\n", + "# Getting the current price and performance for MSFT\n", + "msft_price, msft_change = get_stock_info('MSFT')\n", "\n", "# Output the results\n", "print(f\"Microsoft (MSFT) stock price: ${msft_price:.2f}\")\n", - "print(f\"Microsoft percentage change over past month: {msft_change:.2f}%\")\n", + "print(f\"Microsoft (MSFT) percentage change over past month: {msft_change:.2f}%\")\n", "```\n", "\n", - "Please run the script and provide me with the output. Then, I'll be able to verify the information.\n", + "Please run the provided script in your Python environment and tell me the output. Once I have the results, I can further assist you with the information.\n", "\n", "--------------------------------------------------------------------------------\n", "\u001b[31m\n", @@ -711,21 +771,23 @@ "\n", "exitcode: 0 (execution succeeded)\n", "Code output: \n", - "Microsoft (MSFT) stock price: $405.49\n", - "Microsoft percentage change over past month: 8.22%\n", + "Microsoft (MSFT) stock price: $415.26\n", + "Microsoft (MSFT) percentage change over past month: 6.40%\n", "\n", "\n", "--------------------------------------------------------------------------------\n", "\u001b[33mFinancial_assistant\u001b[0m (to User):\n", "\n", - "The output indicates the following for Microsoft Corporation (MSFT):\n", + "The script has executed successfully and provided the following results for Microsoft Corporation (MSFT):\n", + "\n", + "- The current stock price for Microsoft (MSFT) is $415.26.\n", + "- Microsoft has experienced a percentage increase of 6.40% over the past month.\n", "\n", - "- The current stock price of Microsoft (MSFT) is $405.49.\n", - "- The percentage change in the stock price of MSFT over the past month is an increase of 8.22%.\n", + "This information indicates that Microsoft's stock price has seen a moderate increase in value over the last month. \n", "\n", - "This shows that Microsoft has had a positive performance with an increase in stock price over the past month.\n", + "Keep in mind that stock prices are volatile and can change frequently throughout trading hours.\n", "\n", - "Please remember that the stock market is volatile, and prices can fluctuate within seconds during trading hours. The provided figures are reflective of the stock's performance up to the time the script was executed.\n", + "If you need additional assistance or more financial insights, feel free to ask. Otherwise, this concludes our task.\n", "\n", "TERMINATE\n", "\n", @@ -738,73 +800,110 @@ "Investigate possible reasons of the stock performance.\n", "\n", "With the following carryover: \n", - "The current stock prices and their respective percentage change over the past month are as follows:\n", + "The current stock prices and recent performance over the past month for NVDA, TSLA, and MSFT are as follows:\n", + "\n", + "NVDA (NVIDIA Corporation):\n", + "- Stock Price: $722.48\n", + "- Performance: +28.14% over the past month\n", + "\n", + "TSLA (Tesla, Inc.):\n", + "- Stock Price: $188.13\n", + "- Performance: -14.45% over the past month\n", "\n", - "- NVIDIA Corporation (NVDA): Stock price is $682.23 with a 30.56% increase.\n", - "- Tesla, Inc. (TSLA): Stock price is $185.10 with a 23.02% decrease.\n", - "- Microsoft Corporation (MSFT): Stock price is $405.49 with an 8.22% increase.\n", + "MSFT (Microsoft Corporation):\n", + "- Stock Price: $415.26\n", + "- Performance: +6.40% over the past month\n", "\n", - "The stock prices are based on the most recent trading data available at the time of the query. Stock prices are subject to fluctuate during trading hours.\u001b[0m\n", + "These results show that NVIDIA has experienced significant growth in its stock value, Microsoft has seen a moderate increase, and Tesla's stock has declined in the past month.\u001b[0m\n", "\u001b[34m\n", "********************************************************************************\u001b[0m\n", "\u001b[33mUser\u001b[0m (to Researcher):\n", "\n", "Investigate possible reasons of the stock performance.\n", "Context: \n", - "The current stock prices and their respective percentage change over the past month are as follows:\n", + "The current stock prices and recent performance over the past month for NVDA, TSLA, and MSFT are as follows:\n", "\n", - "- NVIDIA Corporation (NVDA): Stock price is $682.23 with a 30.56% increase.\n", - "- Tesla, Inc. (TSLA): Stock price is $185.10 with a 23.02% decrease.\n", - "- Microsoft Corporation (MSFT): Stock price is $405.49 with an 8.22% increase.\n", + "NVDA (NVIDIA Corporation):\n", + "- Stock Price: $722.48\n", + "- Performance: +28.14% over the past month\n", "\n", - "The stock prices are based on the most recent trading data available at the time of the query. Stock prices are subject to fluctuate during trading hours.\n", + "TSLA (Tesla, Inc.):\n", + "- Stock Price: $188.13\n", + "- Performance: -14.45% over the past month\n", + "\n", + "MSFT (Microsoft Corporation):\n", + "- Stock Price: $415.26\n", + "- Performance: +6.40% over the past month\n", + "\n", + "These results show that NVIDIA has experienced significant growth in its stock value, Microsoft has seen a moderate increase, and Tesla's stock has declined in the past month.\n", "\n", "--------------------------------------------------------------------------------\n", "\u001b[33mResearcher\u001b[0m (to User):\n", "\n", - "To investigate the possible reasons for the performance of each stock (NVIDIA (NVDA), Tesla (TSLA), and Microsoft (MSFT)), we would usually look at several different types of information including:\n", + "To investigate the possible reasons behind the stock performance of NVIDIA (NVDA), Tesla (TSLA), and Microsoft (MSFT), we'll consider several factors that typically affect stock prices:\n", + "\n", + "1. **Company earnings reports**: Strong earnings often lead to stock price increases, while disappointing earnings can lead to price drops.\n", + "\n", + "2. **Market trends and economic conditions**: Broader market trends can impact individual stocks. For example, a decline in the automotive sector might negatively affect Tesla.\n", + "\n", + "3. **News and events**: Company-specific news, such as product launches, regulatory approvals, partnerships, lawsuits, or recalls, can impact stock performance.\n", "\n", - "1. Recent news or press releases by these companies or about these sectors.\n", - "2. Financial reports and earnings updates.\n", - "3. Analyst ratings and stock market analyst commentaries.\n", - "4. Broader market trends, and industry-specific trends.\n", - "5. Any major geopolitical events or economic policy changes that might affect these companies.\n", + "4. **Industry developments**: Developments in the technology sector, automotive industry, and other relevant markets can influence the performance of these companies' stocks.\n", "\n", - "The task would first involve collecting recent news articles, financial data, and expert analyses related to each company. I'll start by helping you fetch the recent news articles about each company to see if there are any recent developments that might have influenced their stock performance.\n", + "5. **Investor sentiment**: Changes in investor confidence, often influenced by analysts' ratings or market commentary, can affect stock prices.\n", "\n", - "Please execute the following Python code to retrieve the latest news headlines for NVIDIA Corporation (NVDA), Tesla, Inc. (TSLA), and Microsoft Corporation (MSFT) using Google News RSS feed:\n", + "6. **Technological advancements**: For tech companies like NVIDIA and Microsoft, advancements in technology and successful integration of new technologies can positively influence stock prices.\n", + "\n", + "7. **Legal and regulatory changes**: Changes in government policy, legal cases, or regulatory issues affecting these companies or their industries can impact their stock performance.\n", + "\n", + "To begin with, we need to check for recent news, earnings reports, analyst ratings, and any significant events that may explain the stock price movements for these companies. To gather this information efficiently, we can use a combination of web scraping for recent news and extracting financial data from reliable sources such as financial news websites, stock market data providers, and the companies' investor relations pages.\n", + "\n", + "For the purpose of this task, I will suggest a code to scrape recent news headlines from the web that may contain information explaining the performance of NVDA, TSLA, and MSFT stocks. \n", "\n", "```python\n", - "# filename: fetch_stock_news.py\n", - "import feedparser\n", + "# filename: stock_news_scraper.py\n", "import requests\n", - "\n", - "def fetch_news(rss_url):\n", - " try:\n", - " response = requests.get(rss_url)\n", - " response.raise_for_status()\n", - " feed = feedparser.parse(response.content)\n", - " print(f\"Top headlines for {feed.feed.title}:\\n\")\n", - " for entry in feed.entries[:5]: # Limit to top 5 headlines\n", - " print(f\"Title: {entry.title}\")\n", - " print(f\"Link: {entry.link}\\n\")\n", - " except requests.exceptions.HTTPError as err:\n", - " print(f\"HTTP error occurred: {err}\")\n", - " except Exception as e:\n", - " print(f\"An error occurred: {e}\")\n", - "\n", - "# URLs to Google News RSS for each company\n", - "rss_urls = {\n", - " 'NVDA': 'https://news.google.com/rss/search?q=NVIDIA+Corporation+stock&hl=en-US&gl=US&ceid=US:en',\n", - " 'TSLA': 'https://news.google.com/rss/search?q=Tesla+Inc+stock&hl=en-US&gl=US&ceid=US:en',\n", - " 'MSFT': 'https://news.google.com/rss/search?q=Microsoft+Corporation+stock&hl=en-US&gl=US&ceid=US:en'\n", - "}\n", - "\n", - "for company, url in rss_urls.items():\n", - " fetch_news(url)\n", + "from bs4 import BeautifulSoup\n", + "\n", + "# Define a function to get news related to a specific stock symbol\n", + "def get_stock_news(stock_symbol):\n", + " # URL to scrape the news from Yahoo Finance for the provided stock_symbol\n", + " url = f'https://finance.yahoo.com/quote/{stock_symbol}/'\n", + " \n", + " # Perform a GET request to fetch the page content\n", + " response = requests.get(url)\n", + " \n", + " # Check if the request was successful\n", + " if response.status_code == 200:\n", + " # Parse the page content using BeautifulSoup\n", + " soup = BeautifulSoup(response.text, 'html.parser')\n", + " \n", + " # Find all news items. Yahoo Finance uses

tags for news headlines.\n", + " news_headlines = soup.find_all('h3', {'class': 'Mb(5px)'})\n", + " \n", + " # Collect the headlines in a list\n", + " headlines = [headline.text for headline in news_headlines]\n", + " \n", + " return headlines\n", + " else:\n", + " # If the request failed, return an error message\n", + " return f'Failed to retrieve news for {stock_symbol}, status code: {response.status_code}'\n", + "\n", + "# Get news for NVDA, TSLA, and MSFT\n", + "nvda_news = get_stock_news('NVDA')\n", + "tsla_news = get_stock_news('TSLA')\n", + "msft_news = get_stock_news('MSFT')\n", + "\n", + "# Print the news for each stock\n", + "print('NVDA (NVIDIA Corporation) Recent News:')\n", + "print('\\n'.join(nvda_news))\n", + "print('\\nTSLA (Tesla, Inc.) Recent News:')\n", + "print('\\n'.join(tsla_news))\n", + "print('\\nMSFT (Microsoft Corporation) Recent News:')\n", + "print('\\n'.join(msft_news))\n", "```\n", "\n", - "This script will print out the top 5 recent news headlines from Google News RSS feeds for each company. After checking the news articles, we can start to piece together a picture of what might be driving the stock performances. Remember that the news links output by the script can be visited for more detailed reading on each headline.\n", + "Please execute the provided Python code to scrape the recent news headlines. The output will consist of the most recent news headlines related to NVDA, TSLA, and MSFT from Yahoo Finance, which may contain clues about their stock performance.\n", "\n", "--------------------------------------------------------------------------------\n", "\u001b[31m\n", @@ -817,73 +916,69 @@ "\n", "exitcode: 0 (execution succeeded)\n", "Code output: \n", - "Top headlines for \"NVIDIA Corporation stock\" - Google News:\n", - "\n", - "Title: Nvidia (NVDA) Stock Drops Despite Market Gains: Important Facts to Note - Yahoo Finance\n", - "Link: https://news.google.com/rss/articles/CBMiTWh0dHBzOi8vZmluYW5jZS55YWhvby5jb20vbmV3cy9udmlkaWEtbnZkYS1zdG9jay1kcm9wcy1kZXNwaXRlLTIyNDUxNzMyNC5odG1s0gEA?oc=5\n", - "\n", - "Title: Nvidia’s stock could ride to $800, says Goldman Sachs. Here’s its path. - MarketWatch\n", - "Link: https://news.google.com/rss/articles/CBMibGh0dHBzOi8vd3d3Lm1hcmtldHdhdGNoLmNvbS9zdG9yeS9udmlkaWFzLXN0b2NrLWNvdWxkLXJpZGUtdG8tODAwLXNheXMtZ29sZG1hbi1zYWNocy1oZXJlcy1pdHMtcGF0aC1lMmE4YWRjM9IBcGh0dHBzOi8vd3d3Lm1hcmtldHdhdGNoLmNvbS9hbXAvc3RvcnkvbnZpZGlhcy1zdG9jay1jb3VsZC1yaWRlLXRvLTgwMC1zYXlzLWdvbGRtYW4tc2FjaHMtaGVyZXMtaXRzLXBhdGgtZTJhOGFkYzM?oc=5\n", - "\n", - "Title: Nvidia: Near All-Time Highs, Yet Reasonably Valued With Widening AI Tailwinds (NVDA) - Seeking Alpha\n", - "Link: https://news.google.com/rss/articles/CBMidGh0dHBzOi8vc2Vla2luZ2FscGhhLmNvbS9hcnRpY2xlLzQ2Njc4ODEtbnZpZGlhLW5lYXItYWxsLXRpbWUtaGlnaHMteWV0LXJlYXNvbmFibHktdmFsdWVkLXdpdGgtd2lkZW5pbmctYWktdGFpbHdpbmRz0gEA?oc=5\n", - "\n", - "Title: Nvidia Stock Headed To $800, Goldman Sachs Calls It 'Gold Standard' - Microsoft (NASDAQ:MSFT), Meta Platf - Benzinga\n", - "Link: https://news.google.com/rss/articles/CBMimQFodHRwczovL3d3dy5iZW56aW5nYS5jb20vYW5hbHlzdC1yYXRpbmdzL2FuYWx5c3QtY29sb3IvMjQvMDIvMzY5MzM1NDgvbnZpZGlhLXN0b2NrLW9uLXBhdGgtdG8tODAwLWdvbGRtYW4tc2FjaHMtc2F5cy1pbmR1c3RyeS1nb2xkLXN0YW5kYXJkLWZvci10aGUtZnV0dXLSAS1odHRwczovL3d3dy5iZW56aW5nYS5jb20vYW1wL2NvbnRlbnQvMzY5MzM1NDg?oc=5\n", - "\n", - "Title: Trending tickers: Nvidia, Alibaba, BP, Coinbase - Yahoo Finance UK\n", - "Link: https://news.google.com/rss/articles/CBMiXGh0dHBzOi8vdWsuZmluYW5jZS55YWhvby5jb20vbmV3cy9udmlkaWEtYWxpYmFiYS1icC1jb2luYmFzZS10cmVuZGluZy10aWNrZXJzLTEwMjY0ODgwNC5odG1s0gEA?oc=5\n", - "\n", - "Top headlines for \"Tesla Inc stock\" - Google News:\n", - "\n", - "Title: Tesla Stock Is Down Again. Downgrades and Rates Aren’t Helping. - Barron's\n", - "Link: https://news.google.com/rss/articles/CBMiQWh0dHBzOi8vd3d3LmJhcnJvbnMuY29tL2FydGljbGVzL3Rlc2xhLXN0b2NrLXByaWNlLXRvZGF5LTJhMTM1NjAx0gEA?oc=5\n", - "\n", - "Title: Tesla’s stock is downgraded, more for Elon Musk’s issues than ‘tough’ EV demand - MarketWatch\n", - "Link: https://news.google.com/rss/articles/CBMidWh0dHBzOi8vd3d3Lm1hcmtldHdhdGNoLmNvbS9zdG9yeS90ZXNsYXMtc3RvY2staXMtZG93bmdyYWRlZC1tb3JlLWZvci1lbG9uLW11c2tzLWlzc3Vlcy10aGFuLXRvdWdoLWV2LWRlbWFuZC1kZjU1MDA1ZdIBeWh0dHBzOi8vd3d3Lm1hcmtldHdhdGNoLmNvbS9hbXAvc3RvcnkvdGVzbGFzLXN0b2NrLWlzLWRvd25ncmFkZWQtbW9yZS1mb3ItZWxvbi1tdXNrcy1pc3N1ZXMtdGhhbi10b3VnaC1ldi1kZW1hbmQtZGY1NTAwNWU?oc=5\n", - "\n", - "Title: Tesla Rebound Bets Have Option Traders Turning to Leveraged ETF - Bloomberg\n", - "Link: https://news.google.com/rss/articles/CBMicWh0dHBzOi8vd3d3LmJsb29tYmVyZy5jb20vbmV3cy9hcnRpY2xlcy8yMDI0LTAyLTA1L29wdGlvbnMtdHJhZGVycy1iZXR0aW5nLW9uLXRlc2xhLXJlYm91bmQtdHVybi10by1sZXZlcmFnZWQtZXRm0gEA?oc=5\n", - "\n", - "Title: Tesla stock drops as investors scrutinize board’s close personal ties to Elon Musk - CNN\n", - "Link: https://news.google.com/rss/articles/CBMiTmh0dHBzOi8vd3d3LmNubi5jb20vMjAyNC8wMi8wNS9idXNpbmVzcy90ZXNsYS1zdG9jay1lbG9uLW11c2stYm9hcmQvaW5kZXguaHRtbNIBUmh0dHBzOi8vYW1wLmNubi5jb20vY25uLzIwMjQvMDIvMDUvYnVzaW5lc3MvdGVzbGEtc3RvY2stZWxvbi1tdXNrLWJvYXJkL2luZGV4Lmh0bWw?oc=5\n", - "\n", - "Title: Tesla Stock: 13-Point Countdown Supports My Buy Upgrade (NASDAQ:TSLA) - Seeking Alpha\n", - "Link: https://news.google.com/rss/articles/CBMiX2h0dHBzOi8vc2Vla2luZ2FscGhhLmNvbS9hcnRpY2xlLzQ2Njc1NjQtdGVzbGEtc3RvY2stMTMtcG9pbnQtY291bnRkb3duLXN1cHBvcnRzLW15LWJ1eS11cGdyYWRl0gEA?oc=5\n", - "\n", - "Top headlines for \"Microsoft Corporation stock\" - Google News:\n", - "\n", - "Title: How To Earn $500 Per Month From Microsoft Stock - Yahoo Finance\n", - "Link: https://news.google.com/rss/articles/CBMiSmh0dHBzOi8vZmluYW5jZS55YWhvby5jb20vbmV3cy9lYXJuLTUwMC1wZXItbW9udGgtbWljcm9zb2Z0LTE4MjYyMzE0NS5odG1s0gEA?oc=5\n", - "\n", - "Title: Microsoft Corp. stock underperforms Tuesday when compared to competitors - MarketWatch\n", - "Link: https://news.google.com/rss/articles/CBMigwFodHRwczovL3d3dy5tYXJrZXR3YXRjaC5jb20vZGF0YS1uZXdzL21pY3Jvc29mdC1jb3JwLXN0b2NrLXVuZGVycGVyZm9ybXMtdHVlc2RheS13aGVuLWNvbXBhcmVkLXRvLWNvbXBldGl0b3JzLTYyZWI3YTRhLTc2MTgyZDgyNmM1MtIBhwFodHRwczovL3d3dy5tYXJrZXR3YXRjaC5jb20vYW1wL2RhdGEtbmV3cy9taWNyb3NvZnQtY29ycC1zdG9jay11bmRlcnBlcmZvcm1zLXR1ZXNkYXktd2hlbi1jb21wYXJlZC10by1jb21wZXRpdG9ycy02MmViN2E0YS03NjE4MmQ4MjZjNTI?oc=5\n", - "\n", - "Title: Microsoft Corp. stock underperforms Tuesday when compared to competitors - msnNOW\n", - "Link: https://news.google.com/rss/articles/CBMie2h0dHBzOi8vd3d3Lm1zbi5jb20vZW4tdXMvbW9uZXkvbWFya2V0cy9taWNyb3NvZnQtY29ycC1zdG9jay11bmRlcnBlcmZvcm1zLXR1ZXNkYXktd2hlbi1jb21wYXJlZC10by1jb21wZXRpdG9ycy9hci1CQjFoU0tqSdIBAA?oc=5\n", - "\n", - "Title: Is Microsoft (MSFT) Stock Outpacing Its Computer and Technology Peers This Year? - Yahoo Finance\n", - "Link: https://news.google.com/rss/articles/CBMiVWh0dHBzOi8vZmluYW5jZS55YWhvby5jb20vbmV3cy9taWNyb3NvZnQtbXNmdC1zdG9jay1vdXRwYWNpbmctY29tcHV0ZXItMTQ0MDA5MzMyLmh0bWzSAQA?oc=5\n", - "\n", - "Title: Those who invested in Microsoft (NASDAQ:MSFT) five years ago are up 310% - Yahoo Finance\n", - "Link: https://news.google.com/rss/articles/CBMiUmh0dHBzOi8vZmluYW5jZS55YWhvby5jb20vbmV3cy90aG9zZS1pbnZlc3RlZC1taWNyb3NvZnQtbmFzZGFxLW1zZnQtMTEwMDE1MzUyLmh0bWzSAQA?oc=5\n", - "\n", + "NVDA (NVIDIA Corporation) Recent News:\n", + "S&P 500 earnings: Can stocks rally beyond Magnificent Seven?\n", + "Arm valuation 'a head-scratcher' in greater AI picture\n", + "Why the Market Dipped But Nvidia (NVDA) Gained Today\n", + "Dow Jones Futures: Arm Rockets 42%; AI Stock Arista Dives On Earnings\n", + "Arm Continues Meteoric Rise Amid AI Stock Buying Frenzy\n", + "Stock Market Today: Indexes Mixed As CPI Data Looms; Cheap Stock Soars 370% On Nvidia Partnership\n", + "The Simple Reason Nvidia Stock Is Flying\n", + "Arm Extends Blistering Rally as Stock Nearly Triples Since IPO\n", + "Nvidia Overtakes Amazon in Market Value\n", + "Nvidia's Surge, Tesla's Slide Reveal These Vital Investing Rules\n", + "\n", + "TSLA (Tesla, Inc.) Recent News:\n", + "S&P 500 earnings: Can stocks rally beyond Magnificent Seven?\n", + "Chevy finalizes Equinox EV base price starting at $34,995\n", + "Tesla: Is Elon Musk actually bad for EV maker's business?\n", + "Tesla Vs. BYD: TSLA, New EV King Struggle To Rebound Amid Weak Earnings, Tough Climate\n", + "Tesla Cuts Model Y Prices For A Limited Time — At Least For Now\n", + "Elon Musk Wanted To Sell Tesla To Apple, But CEO Tim Cook Does Not Recall Ever Speaking To Him\n", + "Magnificent Seven Stocks To Buy And Watch: Nvidia Rallies To Record High\n", + "Why Rivian Shares Are Sinking Today\n", + "EVs and Americans Are Complicated. Here’s How to Fix the Relationship.\n", + "\n", + "MSFT (Microsoft Corporation) Recent News:\n", + "Layoffs hit gaming in 2024: The industry's biggest headwinds\n", + "The World’s Largest Companies\n", + "These Stocks Moved the Most Today: Diamondback Energy, Big Lots, CymaBay, VF Corp., Monday.com, Rocket Lab, and More\n", + "Top Stock Picks for Week of February 12, 2024\n", + "25 Largest Economies in the World by 2040\n", + "Magnificent Seven Stocks To Buy And Watch: Nvidia Rallies To Record High\n", + "Cloud Computing ETFs at a 52-Week High: Here's Why\n", + "Jeff Bezos Could Have Been One Of The Richest Men In History If He Hadn't Divorced Mackenzie Scott Without A Prenup — Here's What Those Amazon Shares Would Be Worth Today\n", + "13 Best Metaverse Stocks To Buy Right Now\n", "\n", "\n", "--------------------------------------------------------------------------------\n", "\u001b[33mResearcher\u001b[0m (to User):\n", "\n", - "Based on the headlines retrieved, here is a potential analysis of the stock performances for each company:\n", + "Based on the recent news headlines for each of the three companies, we can start to deduce some reasons behind their stock performance:\n", "\n", - "1. **NVIDIA Corporation (NVDA)**: The headlines suggest that NVIDIA’s stock has experienced a drop despite overall market gains, which emphasizes the volatility of the stock. However, there is also mention of positive outlooks from financial institutions like Goldman Sachs anticipating an increase in NVIDIA’s stock value, possibly due to its positioning in the marketplace as the 'Gold Standard' and growing AI tailwinds. This mixed sentiment may contribute to the observed increase over the past month, reflecting investor confidence in the long-term value of the company, particularly in the context of AI advancements.\n", + "**NVIDIA (NVDA) Recent News Highlights**:\n", + "- There are repeated mentions of AI (Artificial Intelligence), suggesting that NVIDIA may be benefiting from a surge in AI-related business or technology, which could explain the positive stock performance.\n", + "- News about NVIDIA's partnership leading to a massive increase in a stock value (\"Cheap Stock Soars 370% On Nvidia Partnership\") indicates market enthusiasm regarding their collaborations.\n", + "- NVIDIA overtaking Amazon in market value and \"Nvidia's Surge, Tesla's Slide Reveal These Vital Investing Rules\" headlines suggest investor confidence in NVIDIA's growth and performance.\n", + "- The headline \"Arm Continues Meteoric Rise Amid AI Stock Buying Frenzy\" might refer to NVIDIA's potential involvement with Arm, which is seeing high investor interest.\n", + " \n", + "**Tesla (TSLA) Recent News Highlights**:\n", + "- There are mentions of competition from other EV makers (\"Chevy finalizes Equinox EV base price starting at $34,995\"), which could be constraining Tesla's market dominance and stock price.\n", + "- Negative media coverage related to Elon Musk (\"Tesla: Is Elon Musk actually bad for EV maker's business?\") might affect investor sentiment.\n", + "- Pricing changes (\"Tesla Cuts Model Y Prices For A Limited Time — At Least For Now\") suggest Tesla could be responding to market pressures, potentially impacting profit margins.\n", + "- Comparisons with BYD and mentions of struggling to rebound amid weak earnings imply that financial results may not be meeting market expectations.\n", "\n", - "2. **Tesla, Inc. (TSLA)**: Tesla's stock seems to be under pressure from several factors. Analyst downgrades and concerns over interest rates are affecting the stock. Furthermore, headlines suggest that Elon Musk's personal issues might be influencing investor sentiment. Issues with the company's board and its close ties to Musk also appear to be a possible reason for the stock's decrease. Despite these challenges, some investors seem to be betting on a rebound, as indicated by options trading in leveraged ETFs.\n", + "**Microsoft (MSFT) Recent News Highlights**:\n", + "- The headline \"Layoffs hit gaming in 2024: The industry's biggest headwinds\" may hint at challenges in one segment of Microsoft's business.\n", + "- General news updates about stock movements and macroeconomic forecasts (\"The World’s Largest Companies\") don't specify direct causes but can augment investor sentiment.\n", + "- Positive news regarding cloud computing (\"Cloud Computing ETFs at a 52-Week High: Here's Why\") may reflect well on Microsoft's Azure platform, which is a significant part of their business.\n", "\n", - "3. **Microsoft Corporation (MSFT)**: The news for Microsoft indicates a more mixed or stable performance. There is mention of underperformance compared to competitors on a particular day, but longer-term investors have seen substantial gains over the past five years. Additionally, there is a suggestion of how investors might generate income from Microsoft stock, implying investor interest in holding the stock for passive income. The overall increase over the past month may reflect steady confidence in Microsoft's market position and its performance relative to peers within the technology sector.\n", + "**Analysis and Conclusion**:\n", + "The strong performance of NVDA could be attributed to the positive buzz around AI, strategic partnerships, and market valuation news, which are likely driving investor optimism. The slight decline in TSLA stock might be due to competitive pressures, public perception challenges related to Elon Musk, and potentially underwhelming financial figures. MSFT's moderate growth appears less news-driven and might be linked to positive sentiment around its cloud services, a diverse portfolio offering stability, and perhaps broader market trends.\n", "\n", - "It's important to note that stock performance can be influenced by a wide array of factors, including earnings reports, industry trends, and macroeconomic indicators, which are not fully captured by the headlines. For more comprehensive insight, investors often review detailed financial analysis reports, earnings results, and market research about each company and their respective industries, in addition to staying updated with global economic conditions and trends.\n", + "It's important to note that while this analysis provides some insights, investors would typically also consider financial data, earnings reports, analyst ratings, and more comprehensive market analysis to form a complete understanding of each stock's performance.\n", "\n", - "For further investigation, one could look into each company's recent quarterly earnings reports, check for any significant changes in their financial statements, or announcements that may have impacted investor sentiment. Additionally, it's advisable to consider broader market trends, such as shifts in technology, automotive, or AI sectors for these companies, along with policies and regulations that could affect their business.\n", + "With these points in mind, NVDA seems to be in a position of strong growth, especially in the realm of AI technologies, MSFT is showing stability with potential in cloud computing, and TSLA is facing headwinds that are likely causing some investor caution.\n", "\n", "TERMINATE\n", "\n", @@ -896,61 +991,63 @@ "Develop an engaging blog post using any information provided.\n", "\n", "With the following carryover: \n", - "The current stock prices and their respective percentage change over the past month are as follows:\n", + "The current stock prices and recent performance over the past month for NVDA, TSLA, and MSFT are as follows:\n", + "\n", + "NVDA (NVIDIA Corporation):\n", + "- Stock Price: $722.48\n", + "- Performance: +28.14% over the past month\n", "\n", - "- NVIDIA Corporation (NVDA): Stock price is $682.23 with a 30.56% increase.\n", - "- Tesla, Inc. (TSLA): Stock price is $185.10 with a 23.02% decrease.\n", - "- Microsoft Corporation (MSFT): Stock price is $405.49 with an 8.22% increase.\n", + "TSLA (Tesla, Inc.):\n", + "- Stock Price: $188.13\n", + "- Performance: -14.45% over the past month\n", "\n", - "The stock prices are based on the most recent trading data available at the time of the query. Stock prices are subject to fluctuate during trading hours.\n", - "The performance of NVIDIA, Tesla, and Microsoft's stocks can be attributed to several factors based on recent headlines. NVIDIA has seen a significant increase in stock price, which could be related to positive analyst projections and its standing in AI developments despite some market volatility. Tesla's stock has decreased, potentially due to analyst downgrades, heightened scrutiny of Elon Musk's personal issues, and concerns over the company's board governance. Microsoft's stock has shown a moderate increase, with long-term gains for investors and discussions around income generation from the stock, despite some underperformance compared to competitors on specific days. Overall stock performance is likely influenced by a mix of company-specific news, financial reports, industry trends, and broader economic conditions.\u001b[0m\n", + "MSFT (Microsoft Corporation):\n", + "- Stock Price: $415.26\n", + "- Performance: +6.40% over the past month\n", + "\n", + "These results show that NVIDIA has experienced significant growth in its stock value, Microsoft has seen a moderate increase, and Tesla's stock has declined in the past month.\n", + "NVIDIA (NVDA) has experienced significant growth likely due to positive developments in AI technologies and investor optimism reflected in recent news about partnerships and overtaking Amazon in market value. Tesla (TSLA) stock has declined possibly due to competitive pressures, Elon Musk's negative media attention, and potential financial performance concerns. Microsoft (MSFT) has seen moderate increases, potentially related to the robust performance of its cloud computing services and its diverse portfolio offering overall stability within the market.\u001b[0m\n", "\u001b[34m\n", "********************************************************************************\u001b[0m\n", "\u001b[33mUser\u001b[0m (to writer):\n", "\n", "Develop an engaging blog post using any information provided.\n", "Context: \n", - "The current stock prices and their respective percentage change over the past month are as follows:\n", - "\n", - "- NVIDIA Corporation (NVDA): Stock price is $682.23 with a 30.56% increase.\n", - "- Tesla, Inc. (TSLA): Stock price is $185.10 with a 23.02% decrease.\n", - "- Microsoft Corporation (MSFT): Stock price is $405.49 with an 8.22% increase.\n", - "\n", - "The stock prices are based on the most recent trading data available at the time of the query. Stock prices are subject to fluctuate during trading hours.\n", - "The performance of NVIDIA, Tesla, and Microsoft's stocks can be attributed to several factors based on recent headlines. NVIDIA has seen a significant increase in stock price, which could be related to positive analyst projections and its standing in AI developments despite some market volatility. Tesla's stock has decreased, potentially due to analyst downgrades, heightened scrutiny of Elon Musk's personal issues, and concerns over the company's board governance. Microsoft's stock has shown a moderate increase, with long-term gains for investors and discussions around income generation from the stock, despite some underperformance compared to competitors on specific days. Overall stock performance is likely influenced by a mix of company-specific news, financial reports, industry trends, and broader economic conditions.\n", - "\n", - "--------------------------------------------------------------------------------\n", - "\u001b[33mwriter\u001b[0m (to User):\n", + "The current stock prices and recent performance over the past month for NVDA, TSLA, and MSFT are as follows:\n", "\n", - "### The Stock Market Saga: NVIDIA Soars, Tesla Sputers, and Microsoft Steadily Climbs\n", + "NVDA (NVIDIA Corporation):\n", + "- Stock Price: $722.48\n", + "- Performance: +28.14% over the past month\n", "\n", - "In the grand tapestry of the stock market, each thread tells a story. Some offer tales of meteoric ascents, others of vertiginous plummets, and then there are those that speak of steadfast progress amid tumultuous winds. Today, let's unravel the recent stories of three tech titans – NVIDIA Corporation (NVDA), Tesla, Inc. (TSLA), and Microsoft Corporation (MSFT) – all of whom reflect the dynamic nature of the stock market and the different factors that can influence investor sentiment and share price.\n", + "TSLA (Tesla, Inc.):\n", + "- Stock Price: $188.13\n", + "- Performance: -14.45% over the past month\n", "\n", - "**NVIDIA's Electrifying Ascent**\n", + "MSFT (Microsoft Corporation):\n", + "- Stock Price: $415.26\n", + "- Performance: +6.40% over the past month\n", "\n", - "Leading the charge, we have NVIDIA, with a stock price sitting regally at $682.23, reflecting a whopping 30.56% climb over the past month. What's fueling this jet-propelled ascension? A glance at the headlines suggests a host of factors at play. Positive analyst projections have painted a rosy hue, suggesting that investors are betting big on the company's prospects. A key player in artificial intelligence and deep learning, NVIDIA's chips are the silent workhorses powering revolutionary tech from data centers to autonomous vehicles.\n", + "These results show that NVIDIA has experienced significant growth in its stock value, Microsoft has seen a moderate increase, and Tesla's stock has declined in the past month.\n", + "NVIDIA (NVDA) has experienced significant growth likely due to positive developments in AI technologies and investor optimism reflected in recent news about partnerships and overtaking Amazon in market value. Tesla (TSLA) stock has declined possibly due to competitive pressures, Elon Musk's negative media attention, and potential financial performance concerns. Microsoft (MSFT) has seen moderate increases, potentially related to the robust performance of its cloud computing services and its diverse portfolio offering overall stability within the market.\n", "\n", - "Despite the capricious whims of market volatility, NVIDIA's steadfast dedication to innovation and dominance in AI developments has shone through, and the market seems to be rewarding them for it. But will this growth trajectory continue to point skyward? Only time will tell.\n", - "\n", - "**Tesla's Bumpy Ride**\n", - "\n", - "Meanwhile, at Tesla, the electric car behemoth has hit a bit of a rough patch, with shares dipping to $185.10, marking a 23.02% decrease from the previous month. What's put the brakes on Tesla's stock? The company, synonymous not just with electric vehicles but also with its enigmatic CEO, has driven into some turbulence. Analyst downgrades have undoubtedly cast a shadow over its valuation.\n", + "--------------------------------------------------------------------------------\n", + "\u001b[33mwriter\u001b[0m (to User):\n", "\n", - "In the driver’s seat, Elon Musk's personal pursuits, including his adventurous foray into social media platforms, might have created more waves of uncertainty, leading investors to question the management's focus. Furthermore, concerns over Tesla's board governance have risen, potentially eroding investor confidence in oversight and long-term strategy. In the stock market race, Tesla has taken a pit stop, and investors are eagerly watching to see if they'll emerge with renewed vigor or if there's more roadwork ahead.\n", + "Title: Navigating the Tides of Tech: NVIDIA Surges, Tesla Navigates Rough Waters, and Microsoft Sails Steadily\n", "\n", - "**Microsoft's Measured Climb**\n", + "In the unpredictable oceans of the stock market, the tech titans - NVIDIA, Tesla, and Microsoft - have shown varied performances over the past month, each telling a tale that savvy investors and enthusiasts alike eagerly dissect for future prospects.\n", "\n", - "Amidst this spectrum, we find Microsoft, a legacy tech powerhouse that's been threading a path of modest yet noticeable growth. The stock price stands at a comfortable $405.49, marking an uplift of 8.22%. While this may not seem as heady as NVIDIA's leap or as striking as Tesla's stumble, Microsoft's rise is nonetheless significant.\n", + "Embarking on a remarkable journey, NVIDIA Corporation (NVDA), the leading light in graphics processing technology, has seen its stock skyrocket to a dazzling $722.48, marking a staggering 28.14% ascend in just thirty days. This impressive climb can be largely attributed to the company's groundbreaking strides in AI technologies. NVIDIA's innovation engine is firing on all cylinders, with recent partnerships underscoring its pivotal role in the tech ecosystem. The surge has propelled them to new heights, overtaking giants like Amazon in market value. Investors seem to be betting heavily on NVIDIA's future, recognizing it as a beacon of the AI revolution.\n", "\n", - "Investors relish stability, and Microsoft has provided just that, with long-term gains that often spell out rewarding investments. Talks around income generation buzz in the hallowed halls of market analysts, though, on some days, the stock underperforms when pitted against its feistier competitors. Still, its resilience amid market conditions and the ability to steadily add value over time have likely contributed to its overall favorable position.\n", + "In a stark contrast, Tesla Inc.'s (TSLA) journey this month has been less than ideal, with its shares taking a dip to $188.13, reflecting a 14.45% decline. The electric vehicle pioneer, helmed by the enigmatic Elon Musk, seems to be navigating through choppy waters. Questions swirl around the company: Is the investor sentiment shifting? Are the winds of competition blowing fiercer? Or are the recent squalls caused by Elon Musk's ventures into the equally volatile Twitter sphere influencing Tesla's valuations? These factors, along with apprehensions about financial performance, have cast shadows on Tesla's stock market presence. However, true to Tesla’s spirit, many investors maintain a \"weather-the-storm\" stance, convinced that the company is capable of steering back to stronger currents.\n", "\n", - "**The Stock Market's Woven Narrative**\n", + "Microsoft Corporation (MSFT) depicts a steadier voyage, charting a course with a 6.40% increase in stock prices, which now stand at $415.26. This moderate but stable growth could be seen as the hallmark of Microsoft's enduring legacy in the technology sector. Microsoft's cloud computing services continue to be a powerhouse, generating a robust performance that suggests reliability amidst market fluctuations. Its diverse product and services portfolio has historically offered investors a sense of security — and this past month has been no exception. Microsoft's steady sail is a testament to its strategic positioning and resilient operations, a lighthouse for investors navigating the rough seas of the tech industry.\n", "\n", - "As these tech giants trace their financial storylines, their performance is embroidered into the broader fabric of economic conditions, industry trends, and corporate news. Every surge, dip, and steady climb is a testament to the market's ebb and flow where fortunes can change in the blink of an eye.\n", + "As we analyze this mosaic of market movements, it’s clear that the tech sector remains a vibrant theater of action. NVIDIA's significant growth highlights the market's hunger for cutting-edge AI advancements and the company's capability to deliver them. Tesla's recent headwinds are a reminder that even the most disruptive companies are not immune to external factors and sentiment shifts, while Microsoft's steady performance reassures us that longstanding pillars of tech can offer safe harbor in turbulent times.\n", "\n", - "Investors looking to read between the lines would do well to heed the multitude of factors at play. NVIDIA's sprint might inspire dreams of quick gains, whereas Microsoft's gradual ascent calls to mind the virtues of patience. And with Tesla, the narrative has become a cautionary tale reciting the importance of governance and leadership focus.\n", + "Investing in tech requires a measured approach, with an appreciation for the dynamics at play - innovation, public perception, and economic trends — each capable of steering these giants in unexpected directions. As always, the market keeps a watchful eye on these companies, looking for signs and signals of what may come, like seasoned sailors reading the stars and the swell. It's this constant interplay of forces that makes tech stocks a thrilling, albeit complex, adventure in the world of investments.\n", "\n", - "As the market continues to evolve, the stories of NVIDIA, Tesla, and Microsoft will undoubtedly develop further, providing investors with more chapters to scrutinize, absorb, and muse upon. After all, in the stock market's ever-turning pages, today's valuations are but a paragraph in an epic tome of financial endeavor.\n", + "To our readers navigating these financial waters, we advise keeping a steady hand on the tiller. The tech sector, teeming with opportunity, demands respect for its potential and its unpredictability. May your investment voyages be prosperous, and may you have the foresight to chart a course through both calm and stormy seas.\n", "\n", "TERMINATE\n", "\n", @@ -1003,70 +1100,61 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Conversation summary with Financial_assistant:\n", - "The current stock prices and their respective percentage change over the past month are as follows:\n", - "\n", - "- NVIDIA Corporation (NVDA): Stock price is $682.23 with a 30.56% increase.\n", - "- Tesla, Inc. (TSLA): Stock price is $185.10 with a 23.02% decrease.\n", - "- Microsoft Corporation (MSFT): Stock price is $405.49 with an 8.22% increase.\n", - "\n", - "The stock prices are based on the most recent trading data available at the time of the query. Stock prices are subject to fluctuate during trading hours.\n", - "All chat history: [{'content': 'What are the current stock prices of NVDA and TESLA, and how is the performance over the past month in terms of percentage change?', 'role': 'assistant'}, {'content': 'To get the current stock prices of NVDA (NVIDIA Corporation) and TSLA (Tesla, Inc.), along with their performance over the past month in terms of percentage change, we can use a Python library like `yfinance`. This library allows downloading of historical market data from Yahoo Finance.\\n\\nLet\\'s proceed in the following steps:\\n\\n1. I will provide you a Python script that utilizes the `yfinance` library to fetch the current stock prices and historical data for the past month for both NVDA and TSLA.\\n2. The script will then calculate the percentage change in the stock prices over the past month.\\n\\nPlease make sure that you have `yfinance` installed in your Python environment before running the script. You can install it using `pip install yfinance`.\\n\\nHere is the Python code to execute:\\n\\n```python\\n# filename: stock_info.py\\nimport yfinance as yf\\nfrom datetime import datetime, timedelta\\n\\n# Function to get current stock price\\ndef get_stock_price(stock_ticker):\\n stock = yf.Ticker(stock_ticker)\\n todays_data = stock.history(period=\\'1d\\')\\n return todays_data[\\'Close\\'][0]\\n\\n# Function to calculate percentage change over the past month\\ndef get_percentage_change(stock_ticker):\\n stock = yf.Ticker(stock_ticker)\\n end_date = datetime.now()\\n start_date = end_date - timedelta(days=30)\\n historical_data = stock.history(start=start_date, end=end_date)\\n price_end = historical_data[\\'Close\\'][-1]\\n price_start = historical_data[\\'Close\\'][0]\\n percent_change = ((price_end - price_start)/price_start) * 100\\n return percent_change\\n\\n# Getting the current price and performance for NVDA and TSLA\\nnvda_price = get_stock_price(\\'NVDA\\')\\ntesla_price = get_stock_price(\\'TSLA\\')\\nnvda_change = get_percentage_change(\\'NVDA\\')\\ntesla_change = get_percentage_change(\\'TSLA\\')\\n\\n# Output the results\\nprint(f\"NVDA (NVIDIA Corporation) stock price: ${nvda_price:.2f}\")\\nprint(f\"TESLA (Tesla, Inc.) stock price: ${tesla_price:.2f}\")\\nprint(f\"NVDA percentage change over past month: {nvda_change:.2f}%\")\\nprint(f\"TESLA percentage change over past month: {tesla_change:.2f}%\")\\n```\\n\\nPlease run this script in your environment and share with me the output. I\\'ll then verify the information.', 'role': 'user'}, {'content': 'exitcode: 0 (execution succeeded)\\nCode output: \\nNVDA (NVIDIA Corporation) stock price: $682.23\\nTESLA (Tesla, Inc.) stock price: $185.10\\nNVDA percentage change over past month: 30.56%\\nTESLA percentage change over past month: -23.02%\\n', 'role': 'assistant'}, {'content': 'The output indicates the following:\\n\\n- The current stock price of NVIDIA Corporation (NVDA) is $682.23.\\n- The stock price of Tesla, Inc. (TSLA) is $185.10.\\n- The percentage change in the stock price of NVDA over the past month is an increase of 30.56%.\\n- The percentage change in the stock price of TSLA over the past month is a decrease of -23.02%.\\n\\nThese figures reflect the performance of NVDA and TSLA stocks over the past month and their current prices at the time of the query.\\n\\nPlease note that stock prices are subject to change throughout the trading day, and the percentage change is based on the closing price of the stock on the day 30 days ago compared to the most recent closing price.\\n\\nTERMINATE', 'role': 'user'}, {'content': 'What about Microsoft', 'role': 'assistant'}, {'content': 'To obtain information regarding Microsoft\\'s stock, which is traded under the ticker symbol MSFT, I will provide a Python script similar to the previous one. This script will use the `yfinance` library to fetch the current stock price of Microsoft and its performance over the past month in terms of percentage change.\\n\\nThe script will be as follows:\\n\\n```python\\n# filename: msft_stock_info.py\\nimport yfinance as yf\\nfrom datetime import datetime, timedelta\\n\\n# Function to get current stock price\\ndef get_stock_price(stock_ticker):\\n stock = yf.Ticker(stock_ticker)\\n todays_data = stock.history(period=\\'1d\\')\\n return todays_data[\\'Close\\'][0]\\n\\n# Function to calculate percentage change over the past month\\ndef get_percentage_change(stock_ticker):\\n stock = yf.Ticker(stock_ticker)\\n end_date = datetime.now()\\n start_date = end_date - timedelta(days=30)\\n historical_data = stock.history(start=start_date, end=end_date)\\n price_end = historical_data[\\'Close\\'][-1]\\n price_start = historical_data[\\'Close\\'][0]\\n percent_change = ((price_end - price_start)/price_start) * 100\\n return percent_change\\n\\n# Getting the current price and performance for MSFT (Microsoft)\\nmsft_price = get_stock_price(\\'MSFT\\')\\nmsft_change = get_percentage_change(\\'MSFT\\')\\n\\n# Output the results\\nprint(f\"Microsoft (MSFT) stock price: ${msft_price:.2f}\")\\nprint(f\"Microsoft percentage change over past month: {msft_change:.2f}%\")\\n```\\n\\nPlease run the script and provide me with the output. Then, I\\'ll be able to verify the information.', 'role': 'user'}, {'content': 'exitcode: 0 (execution succeeded)\\nCode output: \\nMicrosoft (MSFT) stock price: $405.49\\nMicrosoft percentage change over past month: 8.22%\\n', 'role': 'assistant'}, {'content': \"The output indicates the following for Microsoft Corporation (MSFT):\\n\\n- The current stock price of Microsoft (MSFT) is $405.49.\\n- The percentage change in the stock price of MSFT over the past month is an increase of 8.22%.\\n\\nThis shows that Microsoft has had a positive performance with an increase in stock price over the past month.\\n\\nPlease remember that the stock market is volatile, and prices can fluctuate within seconds during trading hours. The provided figures are reflective of the stock's performance up to the time the script was executed.\\n\\nTERMINATE\", 'role': 'user'}]\n", - "Human input in the middle: ['', 'What about Microsoft', '', '']\n", - "Conversation cost: ({'total_cost': 0.34214999999999995, 'gpt-4': {'cost': 0.34214999999999995, 'prompt_tokens': 7489, 'completion_tokens': 1958, 'total_tokens': 9447}}, {'total_cost': 0.16413, 'gpt-4': {'cost': 0.16413, 'prompt_tokens': 4295, 'completion_tokens': 588, 'total_tokens': 4883}})\n", - "\n", - "\n", - "\n", - "Conversation summary with Researcher:\n", - "The performance of NVIDIA, Tesla, and Microsoft's stocks can be attributed to several factors based on recent headlines. NVIDIA has seen a significant increase in stock price, which could be related to positive analyst projections and its standing in AI developments despite some market volatility. Tesla's stock has decreased, potentially due to analyst downgrades, heightened scrutiny of Elon Musk's personal issues, and concerns over the company's board governance. Microsoft's stock has shown a moderate increase, with long-term gains for investors and discussions around income generation from the stock, despite some underperformance compared to competitors on specific days. Overall stock performance is likely influenced by a mix of company-specific news, financial reports, industry trends, and broader economic conditions.\n", - "All chat history: [{'content': 'Investigate possible reasons of the stock performance.\\nContext: \\nThe current stock prices and their respective percentage change over the past month are as follows:\\n\\n- NVIDIA Corporation (NVDA): Stock price is $682.23 with a 30.56% increase.\\n- Tesla, Inc. (TSLA): Stock price is $185.10 with a 23.02% decrease.\\n- Microsoft Corporation (MSFT): Stock price is $405.49 with an 8.22% increase.\\n\\nThe stock prices are based on the most recent trading data available at the time of the query. Stock prices are subject to fluctuate during trading hours.', 'role': 'assistant'}, {'content': 'To investigate the possible reasons for the performance of each stock (NVIDIA (NVDA), Tesla (TSLA), and Microsoft (MSFT)), we would usually look at several different types of information including:\\n\\n1. Recent news or press releases by these companies or about these sectors.\\n2. Financial reports and earnings updates.\\n3. Analyst ratings and stock market analyst commentaries.\\n4. Broader market trends, and industry-specific trends.\\n5. Any major geopolitical events or economic policy changes that might affect these companies.\\n\\nThe task would first involve collecting recent news articles, financial data, and expert analyses related to each company. I\\'ll start by helping you fetch the recent news articles about each company to see if there are any recent developments that might have influenced their stock performance.\\n\\nPlease execute the following Python code to retrieve the latest news headlines for NVIDIA Corporation (NVDA), Tesla, Inc. (TSLA), and Microsoft Corporation (MSFT) using Google News RSS feed:\\n\\n```python\\n# filename: fetch_stock_news.py\\nimport feedparser\\nimport requests\\n\\ndef fetch_news(rss_url):\\n try:\\n response = requests.get(rss_url)\\n response.raise_for_status()\\n feed = feedparser.parse(response.content)\\n print(f\"Top headlines for {feed.feed.title}:\\\\n\")\\n for entry in feed.entries[:5]: # Limit to top 5 headlines\\n print(f\"Title: {entry.title}\")\\n print(f\"Link: {entry.link}\\\\n\")\\n except requests.exceptions.HTTPError as err:\\n print(f\"HTTP error occurred: {err}\")\\n except Exception as e:\\n print(f\"An error occurred: {e}\")\\n\\n# URLs to Google News RSS for each company\\nrss_urls = {\\n \\'NVDA\\': \\'https://news.google.com/rss/search?q=NVIDIA+Corporation+stock&hl=en-US&gl=US&ceid=US:en\\',\\n \\'TSLA\\': \\'https://news.google.com/rss/search?q=Tesla+Inc+stock&hl=en-US&gl=US&ceid=US:en\\',\\n \\'MSFT\\': \\'https://news.google.com/rss/search?q=Microsoft+Corporation+stock&hl=en-US&gl=US&ceid=US:en\\'\\n}\\n\\nfor company, url in rss_urls.items():\\n fetch_news(url)\\n```\\n\\nThis script will print out the top 5 recent news headlines from Google News RSS feeds for each company. After checking the news articles, we can start to piece together a picture of what might be driving the stock performances. Remember that the news links output by the script can be visited for more detailed reading on each headline.', 'role': 'user'}, {'content': 'exitcode: 0 (execution succeeded)\\nCode output: \\nTop headlines for \"NVIDIA Corporation stock\" - Google News:\\n\\nTitle: Nvidia (NVDA) Stock Drops Despite Market Gains: Important Facts to Note - Yahoo Finance\\nLink: https://news.google.com/rss/articles/CBMiTWh0dHBzOi8vZmluYW5jZS55YWhvby5jb20vbmV3cy9udmlkaWEtbnZkYS1zdG9jay1kcm9wcy1kZXNwaXRlLTIyNDUxNzMyNC5odG1s0gEA?oc=5\\n\\nTitle: Nvidia’s stock could ride to $800, says Goldman Sachs. Here’s its path. - MarketWatch\\nLink: https://news.google.com/rss/articles/CBMibGh0dHBzOi8vd3d3Lm1hcmtldHdhdGNoLmNvbS9zdG9yeS9udmlkaWFzLXN0b2NrLWNvdWxkLXJpZGUtdG8tODAwLXNheXMtZ29sZG1hbi1zYWNocy1oZXJlcy1pdHMtcGF0aC1lMmE4YWRjM9IBcGh0dHBzOi8vd3d3Lm1hcmtldHdhdGNoLmNvbS9hbXAvc3RvcnkvbnZpZGlhcy1zdG9jay1jb3VsZC1yaWRlLXRvLTgwMC1zYXlzLWdvbGRtYW4tc2FjaHMtaGVyZXMtaXRzLXBhdGgtZTJhOGFkYzM?oc=5\\n\\nTitle: Nvidia: Near All-Time Highs, Yet Reasonably Valued With Widening AI Tailwinds (NVDA) - Seeking Alpha\\nLink: https://news.google.com/rss/articles/CBMidGh0dHBzOi8vc2Vla2luZ2FscGhhLmNvbS9hcnRpY2xlLzQ2Njc4ODEtbnZpZGlhLW5lYXItYWxsLXRpbWUtaGlnaHMteWV0LXJlYXNvbmFibHktdmFsdWVkLXdpdGgtd2lkZW5pbmctYWktdGFpbHdpbmRz0gEA?oc=5\\n\\nTitle: Nvidia Stock Headed To $800, Goldman Sachs Calls It \\'Gold Standard\\' - Microsoft (NASDAQ:MSFT), Meta Platf - Benzinga\\nLink: https://news.google.com/rss/articles/CBMimQFodHRwczovL3d3dy5iZW56aW5nYS5jb20vYW5hbHlzdC1yYXRpbmdzL2FuYWx5c3QtY29sb3IvMjQvMDIvMzY5MzM1NDgvbnZpZGlhLXN0b2NrLW9uLXBhdGgtdG8tODAwLWdvbGRtYW4tc2FjaHMtc2F5cy1pbmR1c3RyeS1nb2xkLXN0YW5kYXJkLWZvci10aGUtZnV0dXLSAS1odHRwczovL3d3dy5iZW56aW5nYS5jb20vYW1wL2NvbnRlbnQvMzY5MzM1NDg?oc=5\\n\\nTitle: Trending tickers: Nvidia, Alibaba, BP, Coinbase - Yahoo Finance UK\\nLink: https://news.google.com/rss/articles/CBMiXGh0dHBzOi8vdWsuZmluYW5jZS55YWhvby5jb20vbmV3cy9udmlkaWEtYWxpYmFiYS1icC1jb2luYmFzZS10cmVuZGluZy10aWNrZXJzLTEwMjY0ODgwNC5odG1s0gEA?oc=5\\n\\nTop headlines for \"Tesla Inc stock\" - Google News:\\n\\nTitle: Tesla Stock Is Down Again. Downgrades and Rates Aren’t Helping. - Barron\\'s\\nLink: https://news.google.com/rss/articles/CBMiQWh0dHBzOi8vd3d3LmJhcnJvbnMuY29tL2FydGljbGVzL3Rlc2xhLXN0b2NrLXByaWNlLXRvZGF5LTJhMTM1NjAx0gEA?oc=5\\n\\nTitle: Tesla’s stock is downgraded, more for Elon Musk’s issues than ‘tough’ EV demand - MarketWatch\\nLink: https://news.google.com/rss/articles/CBMidWh0dHBzOi8vd3d3Lm1hcmtldHdhdGNoLmNvbS9zdG9yeS90ZXNsYXMtc3RvY2staXMtZG93bmdyYWRlZC1tb3JlLWZvci1lbG9uLW11c2tzLWlzc3Vlcy10aGFuLXRvdWdoLWV2LWRlbWFuZC1kZjU1MDA1ZdIBeWh0dHBzOi8vd3d3Lm1hcmtldHdhdGNoLmNvbS9hbXAvc3RvcnkvdGVzbGFzLXN0b2NrLWlzLWRvd25ncmFkZWQtbW9yZS1mb3ItZWxvbi1tdXNrcy1pc3N1ZXMtdGhhbi10b3VnaC1ldi1kZW1hbmQtZGY1NTAwNWU?oc=5\\n\\nTitle: Tesla Rebound Bets Have Option Traders Turning to Leveraged ETF - Bloomberg\\nLink: https://news.google.com/rss/articles/CBMicWh0dHBzOi8vd3d3LmJsb29tYmVyZy5jb20vbmV3cy9hcnRpY2xlcy8yMDI0LTAyLTA1L29wdGlvbnMtdHJhZGVycy1iZXR0aW5nLW9uLXRlc2xhLXJlYm91bmQtdHVybi10by1sZXZlcmFnZWQtZXRm0gEA?oc=5\\n\\nTitle: Tesla stock drops as investors scrutinize board’s close personal ties to Elon Musk - CNN\\nLink: https://news.google.com/rss/articles/CBMiTmh0dHBzOi8vd3d3LmNubi5jb20vMjAyNC8wMi8wNS9idXNpbmVzcy90ZXNsYS1zdG9jay1lbG9uLW11c2stYm9hcmQvaW5kZXguaHRtbNIBUmh0dHBzOi8vYW1wLmNubi5jb20vY25uLzIwMjQvMDIvMDUvYnVzaW5lc3MvdGVzbGEtc3RvY2stZWxvbi1tdXNrLWJvYXJkL2luZGV4Lmh0bWw?oc=5\\n\\nTitle: Tesla Stock: 13-Point Countdown Supports My Buy Upgrade (NASDAQ:TSLA) - Seeking Alpha\\nLink: https://news.google.com/rss/articles/CBMiX2h0dHBzOi8vc2Vla2luZ2FscGhhLmNvbS9hcnRpY2xlLzQ2Njc1NjQtdGVzbGEtc3RvY2stMTMtcG9pbnQtY291bnRkb3duLXN1cHBvcnRzLW15LWJ1eS11cGdyYWRl0gEA?oc=5\\n\\nTop headlines for \"Microsoft Corporation stock\" - Google News:\\n\\nTitle: How To Earn $500 Per Month From Microsoft Stock - Yahoo Finance\\nLink: https://news.google.com/rss/articles/CBMiSmh0dHBzOi8vZmluYW5jZS55YWhvby5jb20vbmV3cy9lYXJuLTUwMC1wZXItbW9udGgtbWljcm9zb2Z0LTE4MjYyMzE0NS5odG1s0gEA?oc=5\\n\\nTitle: Microsoft Corp. stock underperforms Tuesday when compared to competitors - MarketWatch\\nLink: https://news.google.com/rss/articles/CBMigwFodHRwczovL3d3dy5tYXJrZXR3YXRjaC5jb20vZGF0YS1uZXdzL21pY3Jvc29mdC1jb3JwLXN0b2NrLXVuZGVycGVyZm9ybXMtdHVlc2RheS13aGVuLWNvbXBhcmVkLXRvLWNvbXBldGl0b3JzLTYyZWI3YTRhLTc2MTgyZDgyNmM1MtIBhwFodHRwczovL3d3dy5tYXJrZXR3YXRjaC5jb20vYW1wL2RhdGEtbmV3cy9taWNyb3NvZnQtY29ycC1zdG9jay11bmRlcnBlcmZvcm1zLXR1ZXNkYXktd2hlbi1jb21wYXJlZC10by1jb21wZXRpdG9ycy02MmViN2E0YS03NjE4MmQ4MjZjNTI?oc=5\\n\\nTitle: Microsoft Corp. stock underperforms Tuesday when compared to competitors - msnNOW\\nLink: https://news.google.com/rss/articles/CBMie2h0dHBzOi8vd3d3Lm1zbi5jb20vZW4tdXMvbW9uZXkvbWFya2V0cy9taWNyb3NvZnQtY29ycC1zdG9jay11bmRlcnBlcmZvcm1zLXR1ZXNkYXktd2hlbi1jb21wYXJlZC10by1jb21wZXRpdG9ycy9hci1CQjFoU0tqSdIBAA?oc=5\\n\\nTitle: Is Microsoft (MSFT) Stock Outpacing Its Computer and Technology Peers This Year? - Yahoo Finance\\nLink: https://news.google.com/rss/articles/CBMiVWh0dHBzOi8vZmluYW5jZS55YWhvby5jb20vbmV3cy9taWNyb3NvZnQtbXNmdC1zdG9jay1vdXRwYWNpbmctY29tcHV0ZXItMTQ0MDA5MzMyLmh0bWzSAQA?oc=5\\n\\nTitle: Those who invested in Microsoft (NASDAQ:MSFT) five years ago are up 310% - Yahoo Finance\\nLink: https://news.google.com/rss/articles/CBMiUmh0dHBzOi8vZmluYW5jZS55YWhvby5jb20vbmV3cy90aG9zZS1pbnZlc3RlZC1taWNyb3NvZnQtbmFzZGFxLW1zZnQtMTEwMDE1MzUyLmh0bWzSAQA?oc=5\\n\\n', 'role': 'assistant'}, {'content': \"Based on the headlines retrieved, here is a potential analysis of the stock performances for each company:\\n\\n1. **NVIDIA Corporation (NVDA)**: The headlines suggest that NVIDIA’s stock has experienced a drop despite overall market gains, which emphasizes the volatility of the stock. However, there is also mention of positive outlooks from financial institutions like Goldman Sachs anticipating an increase in NVIDIA’s stock value, possibly due to its positioning in the marketplace as the 'Gold Standard' and growing AI tailwinds. This mixed sentiment may contribute to the observed increase over the past month, reflecting investor confidence in the long-term value of the company, particularly in the context of AI advancements.\\n\\n2. **Tesla, Inc. (TSLA)**: Tesla's stock seems to be under pressure from several factors. Analyst downgrades and concerns over interest rates are affecting the stock. Furthermore, headlines suggest that Elon Musk's personal issues might be influencing investor sentiment. Issues with the company's board and its close ties to Musk also appear to be a possible reason for the stock's decrease. Despite these challenges, some investors seem to be betting on a rebound, as indicated by options trading in leveraged ETFs.\\n\\n3. **Microsoft Corporation (MSFT)**: The news for Microsoft indicates a more mixed or stable performance. There is mention of underperformance compared to competitors on a particular day, but longer-term investors have seen substantial gains over the past five years. Additionally, there is a suggestion of how investors might generate income from Microsoft stock, implying investor interest in holding the stock for passive income. The overall increase over the past month may reflect steady confidence in Microsoft's market position and its performance relative to peers within the technology sector.\\n\\nIt's important to note that stock performance can be influenced by a wide array of factors, including earnings reports, industry trends, and macroeconomic indicators, which are not fully captured by the headlines. For more comprehensive insight, investors often review detailed financial analysis reports, earnings results, and market research about each company and their respective industries, in addition to staying updated with global economic conditions and trends.\\n\\nFor further investigation, one could look into each company's recent quarterly earnings reports, check for any significant changes in their financial statements, or announcements that may have impacted investor sentiment. Additionally, it's advisable to consider broader market trends, such as shifts in technology, automotive, or AI sectors for these companies, along with policies and regulations that could affect their business.\\n\\nTERMINATE\", 'role': 'user'}]\n", - "Human input in the middle: ['', '']\n", - "Conversation cost: ({'total_cost': 0.55797, 'gpt-4': {'cost': 0.55797, 'prompt_tokens': 13963, 'completion_tokens': 2318, 'total_tokens': 16281}}, {'total_cost': 0.55797, 'gpt-4': {'cost': 0.55797, 'prompt_tokens': 13963, 'completion_tokens': 2318, 'total_tokens': 16281}})\n", + "*****0th chat*******:\n", + "The current stock prices and recent performance over the past month for NVDA, TSLA, and MSFT are as follows:\n", "\n", + "NVDA (NVIDIA Corporation):\n", + "- Stock Price: $722.48\n", + "- Performance: +28.14% over the past month\n", "\n", + "TSLA (Tesla, Inc.):\n", + "- Stock Price: $188.13\n", + "- Performance: -14.45% over the past month\n", "\n", - "Conversation summary with writer:\n", - "### The Stock Market Saga: NVIDIA Soars, Tesla Sputers, and Microsoft Steadily Climbs\n", + "MSFT (Microsoft Corporation):\n", + "- Stock Price: $415.26\n", + "- Performance: +6.40% over the past month\n", "\n", - "In the grand tapestry of the stock market, each thread tells a story. Some offer tales of meteoric ascents, others of vertiginous plummets, and then there are those that speak of steadfast progress amid tumultuous winds. Today, let's unravel the recent stories of three tech titans – NVIDIA Corporation (NVDA), Tesla, Inc. (TSLA), and Microsoft Corporation (MSFT) – all of whom reflect the dynamic nature of the stock market and the different factors that can influence investor sentiment and share price.\n", + "These results show that NVIDIA has experienced significant growth in its stock value, Microsoft has seen a moderate increase, and Tesla's stock has declined in the past month.\n", + "Human input in the middle: ['', 'What about microsoft', '', '']\n", + "Conversation cost: ({'total_cost': 0.34307999999999994, 'gpt-4': {'cost': 0.34307999999999994, 'prompt_tokens': 7486, 'completion_tokens': 1975, 'total_tokens': 9461}}, {'total_cost': 0.1659, 'gpt-4': {'cost': 0.1659, 'prompt_tokens': 4292, 'completion_tokens': 619, 'total_tokens': 4911}})\n", "\n", - "**NVIDIA's Electrifying Ascent**\n", "\n", - "Leading the charge, we have NVIDIA, with a stock price sitting regally at $682.23, reflecting a whopping 30.56% climb over the past month. What's fueling this jet-propelled ascension? A glance at the headlines suggests a host of factors at play. Positive analyst projections have painted a rosy hue, suggesting that investors are betting big on the company's prospects. A key player in artificial intelligence and deep learning, NVIDIA's chips are the silent workhorses powering revolutionary tech from data centers to autonomous vehicles.\n", "\n", - "Despite the capricious whims of market volatility, NVIDIA's steadfast dedication to innovation and dominance in AI developments has shone through, and the market seems to be rewarding them for it. But will this growth trajectory continue to point skyward? Only time will tell.\n", + "*****1th chat*******:\n", + "NVIDIA (NVDA) has experienced significant growth likely due to positive developments in AI technologies and investor optimism reflected in recent news about partnerships and overtaking Amazon in market value. Tesla (TSLA) stock has declined possibly due to competitive pressures, Elon Musk's negative media attention, and potential financial performance concerns. Microsoft (MSFT) has seen moderate increases, potentially related to the robust performance of its cloud computing services and its diverse portfolio offering overall stability within the market.\n", + "Human input in the middle: ['', '']\n", + "Conversation cost: ({'total_cost': 0.5937600000000001, 'gpt-4': {'cost': 0.5937600000000001, 'prompt_tokens': 13530, 'completion_tokens': 3131, 'total_tokens': 16661}}, {'total_cost': 0.23021999999999998, 'gpt-4': {'cost': 0.23021999999999998, 'prompt_tokens': 4666, 'completion_tokens': 1504, 'total_tokens': 6170}})\n", "\n", - "**Tesla's Bumpy Ride**\n", "\n", - "Meanwhile, at Tesla, the electric car behemoth has hit a bit of a rough patch, with shares dipping to $185.10, marking a 23.02% decrease from the previous month. What's put the brakes on Tesla's stock? The company, synonymous not just with electric vehicles but also with its enigmatic CEO, has driven into some turbulence. Analyst downgrades have undoubtedly cast a shadow over its valuation.\n", "\n", - "In the driver’s seat, Elon Musk's personal pursuits, including his adventurous foray into social media platforms, might have created more waves of uncertainty, leading investors to question the management's focus. Furthermore, concerns over Tesla's board governance have risen, potentially eroding investor confidence in oversight and long-term strategy. In the stock market race, Tesla has taken a pit stop, and investors are eagerly watching to see if they'll emerge with renewed vigor or if there's more roadwork ahead.\n", + "*****2th chat*******:\n", + "Title: Navigating the Tides of Tech: NVIDIA Surges, Tesla Navigates Rough Waters, and Microsoft Sails Steadily\n", "\n", - "**Microsoft's Measured Climb**\n", + "In the unpredictable oceans of the stock market, the tech titans - NVIDIA, Tesla, and Microsoft - have shown varied performances over the past month, each telling a tale that savvy investors and enthusiasts alike eagerly dissect for future prospects.\n", "\n", - "Amidst this spectrum, we find Microsoft, a legacy tech powerhouse that's been threading a path of modest yet noticeable growth. The stock price stands at a comfortable $405.49, marking an uplift of 8.22%. While this may not seem as heady as NVIDIA's leap or as striking as Tesla's stumble, Microsoft's rise is nonetheless significant.\n", + "Embarking on a remarkable journey, NVIDIA Corporation (NVDA), the leading light in graphics processing technology, has seen its stock skyrocket to a dazzling $722.48, marking a staggering 28.14% ascend in just thirty days. This impressive climb can be largely attributed to the company's groundbreaking strides in AI technologies. NVIDIA's innovation engine is firing on all cylinders, with recent partnerships underscoring its pivotal role in the tech ecosystem. The surge has propelled them to new heights, overtaking giants like Amazon in market value. Investors seem to be betting heavily on NVIDIA's future, recognizing it as a beacon of the AI revolution.\n", "\n", - "Investors relish stability, and Microsoft has provided just that, with long-term gains that often spell out rewarding investments. Talks around income generation buzz in the hallowed halls of market analysts, though, on some days, the stock underperforms when pitted against its feistier competitors. Still, its resilience amid market conditions and the ability to steadily add value over time have likely contributed to its overall favorable position.\n", + "In a stark contrast, Tesla Inc.'s (TSLA) journey this month has been less than ideal, with its shares taking a dip to $188.13, reflecting a 14.45% decline. The electric vehicle pioneer, helmed by the enigmatic Elon Musk, seems to be navigating through choppy waters. Questions swirl around the company: Is the investor sentiment shifting? Are the winds of competition blowing fiercer? Or are the recent squalls caused by Elon Musk's ventures into the equally volatile Twitter sphere influencing Tesla's valuations? These factors, along with apprehensions about financial performance, have cast shadows on Tesla's stock market presence. However, true to Tesla’s spirit, many investors maintain a \"weather-the-storm\" stance, convinced that the company is capable of steering back to stronger currents.\n", "\n", - "**The Stock Market's Woven Narrative**\n", + "Microsoft Corporation (MSFT) depicts a steadier voyage, charting a course with a 6.40% increase in stock prices, which now stand at $415.26. This moderate but stable growth could be seen as the hallmark of Microsoft's enduring legacy in the technology sector. Microsoft's cloud computing services continue to be a powerhouse, generating a robust performance that suggests reliability amidst market fluctuations. Its diverse product and services portfolio has historically offered investors a sense of security — and this past month has been no exception. Microsoft's steady sail is a testament to its strategic positioning and resilient operations, a lighthouse for investors navigating the rough seas of the tech industry.\n", "\n", - "As these tech giants trace their financial storylines, their performance is embroidered into the broader fabric of economic conditions, industry trends, and corporate news. Every surge, dip, and steady climb is a testament to the market's ebb and flow where fortunes can change in the blink of an eye.\n", + "As we analyze this mosaic of market movements, it’s clear that the tech sector remains a vibrant theater of action. NVIDIA's significant growth highlights the market's hunger for cutting-edge AI advancements and the company's capability to deliver them. Tesla's recent headwinds are a reminder that even the most disruptive companies are not immune to external factors and sentiment shifts, while Microsoft's steady performance reassures us that longstanding pillars of tech can offer safe harbor in turbulent times.\n", "\n", - "Investors looking to read between the lines would do well to heed the multitude of factors at play. NVIDIA's sprint might inspire dreams of quick gains, whereas Microsoft's gradual ascent calls to mind the virtues of patience. And with Tesla, the narrative has become a cautionary tale reciting the importance of governance and leadership focus.\n", + "Investing in tech requires a measured approach, with an appreciation for the dynamics at play - innovation, public perception, and economic trends — each capable of steering these giants in unexpected directions. As always, the market keeps a watchful eye on these companies, looking for signs and signals of what may come, like seasoned sailors reading the stars and the swell. It's this constant interplay of forces that makes tech stocks a thrilling, albeit complex, adventure in the world of investments.\n", "\n", - "As the market continues to evolve, the stories of NVIDIA, Tesla, and Microsoft will undoubtedly develop further, providing investors with more chapters to scrutinize, absorb, and muse upon. After all, in the stock market's ever-turning pages, today's valuations are but a paragraph in an epic tome of financial endeavor.\n", + "To our readers navigating these financial waters, we advise keeping a steady hand on the tiller. The tech sector, teeming with opportunity, demands respect for its potential and its unpredictability. May your investment voyages be prosperous, and may you have the foresight to chart a course through both calm and stormy seas.\n", "\n", "\n", - "All chat history: [{'content': \"Develop an engaging blog post using any information provided.\\nContext: \\nThe current stock prices and their respective percentage change over the past month are as follows:\\n\\n- NVIDIA Corporation (NVDA): Stock price is $682.23 with a 30.56% increase.\\n- Tesla, Inc. (TSLA): Stock price is $185.10 with a 23.02% decrease.\\n- Microsoft Corporation (MSFT): Stock price is $405.49 with an 8.22% increase.\\n\\nThe stock prices are based on the most recent trading data available at the time of the query. Stock prices are subject to fluctuate during trading hours.\\nThe performance of NVIDIA, Tesla, and Microsoft's stocks can be attributed to several factors based on recent headlines. NVIDIA has seen a significant increase in stock price, which could be related to positive analyst projections and its standing in AI developments despite some market volatility. Tesla's stock has decreased, potentially due to analyst downgrades, heightened scrutiny of Elon Musk's personal issues, and concerns over the company's board governance. Microsoft's stock has shown a moderate increase, with long-term gains for investors and discussions around income generation from the stock, despite some underperformance compared to competitors on specific days. Overall stock performance is likely influenced by a mix of company-specific news, financial reports, industry trends, and broader economic conditions.\", 'role': 'assistant'}, {'content': \"### The Stock Market Saga: NVIDIA Soars, Tesla Sputers, and Microsoft Steadily Climbs\\n\\nIn the grand tapestry of the stock market, each thread tells a story. Some offer tales of meteoric ascents, others of vertiginous plummets, and then there are those that speak of steadfast progress amid tumultuous winds. Today, let's unravel the recent stories of three tech titans – NVIDIA Corporation (NVDA), Tesla, Inc. (TSLA), and Microsoft Corporation (MSFT) – all of whom reflect the dynamic nature of the stock market and the different factors that can influence investor sentiment and share price.\\n\\n**NVIDIA's Electrifying Ascent**\\n\\nLeading the charge, we have NVIDIA, with a stock price sitting regally at $682.23, reflecting a whopping 30.56% climb over the past month. What's fueling this jet-propelled ascension? A glance at the headlines suggests a host of factors at play. Positive analyst projections have painted a rosy hue, suggesting that investors are betting big on the company's prospects. A key player in artificial intelligence and deep learning, NVIDIA's chips are the silent workhorses powering revolutionary tech from data centers to autonomous vehicles.\\n\\nDespite the capricious whims of market volatility, NVIDIA's steadfast dedication to innovation and dominance in AI developments has shone through, and the market seems to be rewarding them for it. But will this growth trajectory continue to point skyward? Only time will tell.\\n\\n**Tesla's Bumpy Ride**\\n\\nMeanwhile, at Tesla, the electric car behemoth has hit a bit of a rough patch, with shares dipping to $185.10, marking a 23.02% decrease from the previous month. What's put the brakes on Tesla's stock? The company, synonymous not just with electric vehicles but also with its enigmatic CEO, has driven into some turbulence. Analyst downgrades have undoubtedly cast a shadow over its valuation.\\n\\nIn the driver’s seat, Elon Musk's personal pursuits, including his adventurous foray into social media platforms, might have created more waves of uncertainty, leading investors to question the management's focus. Furthermore, concerns over Tesla's board governance have risen, potentially eroding investor confidence in oversight and long-term strategy. In the stock market race, Tesla has taken a pit stop, and investors are eagerly watching to see if they'll emerge with renewed vigor or if there's more roadwork ahead.\\n\\n**Microsoft's Measured Climb**\\n\\nAmidst this spectrum, we find Microsoft, a legacy tech powerhouse that's been threading a path of modest yet noticeable growth. The stock price stands at a comfortable $405.49, marking an uplift of 8.22%. While this may not seem as heady as NVIDIA's leap or as striking as Tesla's stumble, Microsoft's rise is nonetheless significant.\\n\\nInvestors relish stability, and Microsoft has provided just that, with long-term gains that often spell out rewarding investments. Talks around income generation buzz in the hallowed halls of market analysts, though, on some days, the stock underperforms when pitted against its feistier competitors. Still, its resilience amid market conditions and the ability to steadily add value over time have likely contributed to its overall favorable position.\\n\\n**The Stock Market's Woven Narrative**\\n\\nAs these tech giants trace their financial storylines, their performance is embroidered into the broader fabric of economic conditions, industry trends, and corporate news. Every surge, dip, and steady climb is a testament to the market's ebb and flow where fortunes can change in the blink of an eye.\\n\\nInvestors looking to read between the lines would do well to heed the multitude of factors at play. NVIDIA's sprint might inspire dreams of quick gains, whereas Microsoft's gradual ascent calls to mind the virtues of patience. And with Tesla, the narrative has become a cautionary tale reciting the importance of governance and leadership focus.\\n\\nAs the market continues to evolve, the stories of NVIDIA, Tesla, and Microsoft will undoubtedly develop further, providing investors with more chapters to scrutinize, absorb, and muse upon. After all, in the stock market's ever-turning pages, today's valuations are but a paragraph in an epic tome of financial endeavor.\\n\\nTERMINATE\", 'role': 'user'}]\n", "Human input in the middle: ['']\n", - "Conversation cost: ({'total_cost': 0.12647999999999998, 'gpt-4': {'cost': 0.12647999999999998, 'prompt_tokens': 728, 'completion_tokens': 1744, 'total_tokens': 2472}}, {'total_cost': 0.12647999999999998, 'gpt-4': {'cost': 0.12647999999999998, 'prompt_tokens': 728, 'completion_tokens': 1744, 'total_tokens': 2472}})\n", + "Conversation cost: ({'total_cost': 0.11925, 'gpt-4': {'cost': 0.11925, 'prompt_tokens': 679, 'completion_tokens': 1648, 'total_tokens': 2327}}, {'total_cost': 0.05478, 'gpt-4': {'cost': 0.05478, 'prompt_tokens': 308, 'completion_tokens': 759, 'total_tokens': 1067}})\n", "\n", "\n", "\n" @@ -1074,10 +1162,9 @@ } ], "source": [ - "for agent, chat_res in chat_results.items():\n", - " print(f\"Conversation summary with {agent.name}:\")\n", + "for i, chat_res in enumerate(chat_results):\n", + " print(f\"*****{i}th chat*******:\")\n", " print(chat_res.summary)\n", - " print(\"All chat history:\", chat_res.chat_history)\n", " print(\"Human input in the middle:\", chat_res.human_input)\n", " print(\"Conversation cost: \", chat_res.cost)\n", " print(\"\\n\\n\")" @@ -1092,7 +1179,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -1170,25 +1257,25 @@ "\n", "exitcode: 0 (execution succeeded)\n", "Code output: \n", - "NVDA (NVIDIA Corporation) stock price: $682.23\n", - "TESLA (Tesla, Inc.) stock price: $185.10\n", - "NVDA percentage change over past month: 30.56%\n", - "TESLA percentage change over past month: -23.02%\n", + "NVDA (NVIDIA Corporation) stock price: $722.48\n", + "TESLA (Tesla, Inc.) stock price: $188.13\n", + "NVDA percentage change over past month: 28.14%\n", + "TESLA percentage change over past month: -14.45%\n", "\n", "\n", "--------------------------------------------------------------------------------\n", "\u001b[33mResearcher\u001b[0m (to User):\n", "\n", - "The output indicates the following:\n", + "The script has executed successfully and provided the following results:\n", "\n", - "- The current stock price of NVIDIA Corporation (NVDA) is $682.23.\n", - "- The stock price of Tesla, Inc. (TSLA) is $185.10.\n", - "- The percentage change in the stock price of NVDA over the past month is an increase of 30.56%.\n", - "- The percentage change in the stock price of TSLA over the past month is a decrease of -23.02%.\n", + "- The current stock price for NVIDIA Corporation (NVDA) is $722.48.\n", + "- The current stock price for Tesla, Inc. (TSLA) is $188.13.\n", + "- NVDA has experienced a percentage increase of 28.14% over the past month.\n", + "- TSLA has experienced a percentage decrease of -14.45% over the past month.\n", "\n", - "These figures reflect the performance of NVDA and TSLA stocks over the past month and their current prices at the time of the query.\n", + "These results indicate that over the past month, NVIDIA’s stock has seen a significant increase in value, whereas Tesla’s stock has decreased in value. Keep in mind that stock prices and their performance are subject to rapid change and can vary within minutes.\n", "\n", - "Please note that stock prices are subject to change throughout the trading day, and the percentage change is based on the closing price of the stock on the day 30 days ago compared to the most recent closing price.\n", + "If you require any further assistance, please let me know. Otherwise, that concludes our task.\n", "\n", "TERMINATE\n", "\n", @@ -1199,16 +1286,16 @@ "Investigate possible reasons of the stock performance.\n", "\n", "With the following carryover: \n", - "The output indicates the following:\n", + "The script has executed successfully and provided the following results:\n", "\n", - "- The current stock price of NVIDIA Corporation (NVDA) is $682.23.\n", - "- The stock price of Tesla, Inc. (TSLA) is $185.10.\n", - "- The percentage change in the stock price of NVDA over the past month is an increase of 30.56%.\n", - "- The percentage change in the stock price of TSLA over the past month is a decrease of -23.02%.\n", + "- The current stock price for NVIDIA Corporation (NVDA) is $722.48.\n", + "- The current stock price for Tesla, Inc. (TSLA) is $188.13.\n", + "- NVDA has experienced a percentage increase of 28.14% over the past month.\n", + "- TSLA has experienced a percentage decrease of -14.45% over the past month.\n", "\n", - "These figures reflect the performance of NVDA and TSLA stocks over the past month and their current prices at the time of the query.\n", + "These results indicate that over the past month, NVIDIA’s stock has seen a significant increase in value, whereas Tesla’s stock has decreased in value. Keep in mind that stock prices and their performance are subject to rapid change and can vary within minutes.\n", "\n", - "Please note that stock prices are subject to change throughout the trading day, and the percentage change is based on the closing price of the stock on the day 30 days ago compared to the most recent closing price.\n", + "If you require any further assistance, please let me know. Otherwise, that concludes our task.\n", "\n", "\u001b[0m\n", "\u001b[34m\n", @@ -1217,123 +1304,54 @@ "\n", "Investigate possible reasons of the stock performance.\n", "Context: \n", - "The output indicates the following:\n", + "The script has executed successfully and provided the following results:\n", "\n", - "- The current stock price of NVIDIA Corporation (NVDA) is $682.23.\n", - "- The stock price of Tesla, Inc. (TSLA) is $185.10.\n", - "- The percentage change in the stock price of NVDA over the past month is an increase of 30.56%.\n", - "- The percentage change in the stock price of TSLA over the past month is a decrease of -23.02%.\n", + "- The current stock price for NVIDIA Corporation (NVDA) is $722.48.\n", + "- The current stock price for Tesla, Inc. (TSLA) is $188.13.\n", + "- NVDA has experienced a percentage increase of 28.14% over the past month.\n", + "- TSLA has experienced a percentage decrease of -14.45% over the past month.\n", "\n", - "These figures reflect the performance of NVDA and TSLA stocks over the past month and their current prices at the time of the query.\n", + "These results indicate that over the past month, NVIDIA’s stock has seen a significant increase in value, whereas Tesla’s stock has decreased in value. Keep in mind that stock prices and their performance are subject to rapid change and can vary within minutes.\n", "\n", - "Please note that stock prices are subject to change throughout the trading day, and the percentage change is based on the closing price of the stock on the day 30 days ago compared to the most recent closing price.\n", + "If you require any further assistance, please let me know. Otherwise, that concludes our task.\n", "\n", "\n", "\n", "--------------------------------------------------------------------------------\n", - "\u001b[33mResearcher\u001b[0m (to Research_manager):\n", - "\n", - "To investigate the possible reasons for the stock performance of NVIDIA Corporation (NVDA) and Tesla, Inc. (TSLA), we'd look for information in several areas such as recent company news, earnings reports, industry trends, and major events that might have impacted the technology and automotive sectors, respectively. Additionally, market sentiment, analyst ratings, and any significant changes in the overall stock market or economic conditions can also influence stock performance.\n", - "\n", - "Since we need recent news and reports, we can use code to fetch the latest headlines and the stock price performance for both companies. We can start by getting the recent news for each company, which will require using an API that provides financial news or scraping websites that offer up-to-date news on stocks.\n", - "\n", - "Let's use Python code for the news retrieval task and analyze the data step by step.\n", - "\n", - "First, let's fetch recent news headlines for both NVDA and TSLA using a financial news API:\n", - "\n", - "(Note: Typically, to access a financial news API, you'd need an API key issued by the news provider. For the purpose of this example, I'll use a fictional API provider and a generic API key. In a real-world scenario, you would need to register with a financial news API provider to obtain a valid API key.)\n", - "\n", - "```python\n", - "# filename: fetch_news.py\n", - "import requests\n", - "import json\n", - "\n", - "# Define the function to fetch news for a given stock symbol\n", - "def fetch_stock_news(symbol):\n", - " api_key = 'your_api_key' # Replace with your actual API key\n", - " url = f'https://financialnewsapi.com/api/v1/news?symbol={symbol}&apikey={api_key}'\n", - " response = requests.get(url)\n", - " if response.status_code == 200:\n", - " return json.loads(response.content.decode('utf-8'))\n", - " else:\n", - " print(f\"Failed to fetch news for {symbol}: Status code {response.status_code}\")\n", - " return None\n", - "\n", - "# Fetch news for NVDA and TSLA\n", - "nvda_news = fetch_stock_news('NVDA')\n", - "tsla_news = fetch_stock_news('TSLA')\n", - "\n", - "# Print the recent news headlines\n", - "if nvda_news:\n", - " print(\"Recent news for NVDA:\")\n", - " for news_item in nvda_news['articles']:\n", - " print(f\"- {news_item['title']}\")\n", - "else:\n", - " print(\"No news fetched for NVDA.\")\n", - "\n", - "if tsla_news:\n", - " print(\"\\nRecent news for TSLA:\")\n", - " for news_item in tsla_news['articles']:\n", - " print(f\"- {news_item['title']}\")\n", - "else:\n", - " print(\"No news fetched for TSLA.\")\n", - "```\n", + "\u001b[33mCritic\u001b[0m (to Research_manager):\n", "\n", - "Run this script to retrieve the latest news for both companies. After reviewing the news, we can better understand recent events that might have influenced their stock performance. If this news retrieval is successful, we will then move on to analyze the information obtained in the news articles. If not, we will have to alter our approach to fetch the necessary information.\n", + "In order to investigate the reasons behind the performance of NVIDIA Corporation (NVDA) and Tesla, Inc. (TSLA) stock, we need to look at various factors that could influence their stock prices. Remember that stock prices can be affected by a wide spectrum of factors, ranging from company-specific news to broader economic trends. Here's a possible checklist of items to review when trying to understand stock performance:\n", "\n", - "Please execute the script I provided and show me the output.\n", + "1. **Company Earnings Reports**: Has NVDA recently reported strong financial results? Have TSLA's earnings disappointments contributed to their stock price drop? Look for recent quarterly earnings reports or any forward-looking statements made by the companies.\n", "\n", - "--------------------------------------------------------------------------------\n", - "\u001b[31m\n", - ">>>>>>>> EXECUTING CODE BLOCK 0 (inferred language is python)...\u001b[0m\n", - "\u001b[33mUser_proxy\u001b[0m (to Research_manager):\n", + "2. **Industry Trends**: Are there any major developments in the semiconductor industry that may have positively impacted NVDA's stock? For TSLA, check if there have been any negative trends or challenges within the automotive or energy sectors.\n", "\n", - "exitcode: 1 (execution failed)\n", - "Code output: \n", - "Traceback (most recent call last):\n", - " File \"fetch_news.py\", line 17, in \n", - " nvda_news = fetch_stock_news('NVDA')\n", - " File \"fetch_news.py\", line 11, in fetch_stock_news\n", - " return json.loads(response.content.decode('utf-8'))\n", - " File \"/Users/qingyunwu/miniconda3/envs/ag2/lib/python3.10/json/__init__.py\", line 346, in loads\n", - " return _default_decoder.decode(s)\n", - " File \"/Users/qingyunwu/miniconda3/envs/ag2/lib/python3.10/json/decoder.py\", line 337, in decode\n", - " obj, end = self.raw_decode(s, idx=_w(s, 0).end())\n", - " File \"/Users/qingyunwu/miniconda3/envs/ag2/lib/python3.10/json/decoder.py\", line 355, in raw_decode\n", - " raise JSONDecodeError(\"Expecting value\", s, err.value) from None\n", - "json.decoder.JSONDecodeError: Expecting value: line 1 column 1 (char 0)\n", + "3. **Market Sentiment and News**: Has there been positive or negative media coverage about NVDA or TSLA? Look for product launches, partnerships, legal issues, or scandals that might influence investor sentiment.\n", "\n", + "4. **Economic Factors**: Macroeconomic factors such as changes in interest rates, inflation, and employment rates can also affect stock prices. Tech stocks, in particular, can be sensitive to interest rate changes.\n", "\n", - "--------------------------------------------------------------------------------\n", - "\u001b[33mCritic\u001b[0m (to Research_manager):\n", + "5. **Investor Expectations**: Assess whether there have been changes in investor expectations for NVDA's future performance as opposed to TSLA's, which may be evident from analyst ratings and price targets changes.\n", "\n", - "It appears there was an issue with the execution of the code that led to a `JSONDecodeError`. This indicates that the response from the supposed financial news API did not return valid JSON, which is typically the result of either a bad request or an unexpected response from the API.\n", + "6. **Technological Developments**: For NVDA, any breakthrough in technology or new product offerings in areas such as gaming, data centers, artificial intelligence, or cryptocurrency could have bolstered their stock. For TSLA, check if there have been any setbacks or advancements in electric vehicle technology or battery production.\n", "\n", - "The reason for this error could be one of the following:\n", + "7. **Regulatory Environment**: Has there been any regulatory news that might affect NVDA or TSLA differently, such as trade policies, environmental regulations, or antitrust inquiries?\n", "\n", - "1. Invalid API endpoint or request parameters: The URL used to access the API could be incorrect, or the parameters may not be what the API expects.\n", - "2. Invalid API key: The API key included in the code is a placeholder and not an actual valid key. To execute the API request properly, a valid API key from the news provider is necessary.\n", - "3. Service downtime or issues: The API service might be down or experiencing issues, resulting in a response that is not JSON-formatted data.\n", - "4. API rate limits: If the script has been run multiple times, it might have hit the API's rate limits.\n", + "8. **Supply Chain and Production Levels**: For both companies, supply chain disruptions can have a significant impact on their ability to meet demand and generate revenue.\n", "\n", - "To troubleshoot this issue, you would need to:\n", + "9. **Competitive Landscape**: Introduction of new competitors or loss of market share can significantly impact a company’s stock performance.\n", "\n", - "1. Ensure that the API endpoint URL is correct and that the financial news API you're planning to use exists and is operational.\n", - "2. Register for a valid API key from the news service provider and replace the placeholder with the actual key.\n", - "3. Check the API's documentation to make sure the request is formatted correctly and adheres to the expected schema.\n", - "4. Verify the API service status and ensure there are no ongoing issues or outages.\n", + "To validate the causes behind the stock performance, one should look for concrete information from credible sources such as:\n", "\n", - "To investigate the stock performance without access to an actual financial news API, you can manually search for recent news about NVDA and TSLA from reliable financial news websites, such as Bloomberg, CNBC, or Reuters. Look for the following types of information:\n", + "- Company's Official Press Releases or Financial Statements\n", + "- Statements from company executives during earnings calls or interviews\n", + "- SEC Filings\n", + "- News Articles from established financial news outlets\n", + "- Market Analyst Reports\n", + "- Official industry data\n", "\n", - "- Recent earnings reports and any forward-looking statements from the companies.\n", - "- Announcements of new products or services.\n", - "- Partnerships, mergers, or acquisitions.\n", - "- Analyst upgrades or downgrades.\n", - "- Industry-wide news affecting the tech and automotive sectors.\n", - "- Regulatory changes or legal issues affecting the companies.\n", - "- General market trends or macroeconomic factors.\n", + "As the script you mentioned has run successfully and provided the latest stock prices and their monthly performance changes, the next step would be to allot time to each of these areas and research them methodically, referencing verifiable information from the sources mentioned above.\n", "\n", - "Once you have gathered the relevant information, analyze it to identify any factors that could explain the increase in NVDA's stock and the decrease in TSLA's stock over the past month.\n", + "Please note, without concrete sources or current events affecting the stock market, my explanation is speculative and based on commonly known factors impacting stock prices.\n", "\n", "TERMINATE\n", "\n", @@ -1344,68 +1362,75 @@ "Develop an engaging blog post using any information provided.\n", "\n", "With the following carryover: \n", - "The output indicates the following:\n", + "The script has executed successfully and provided the following results:\n", "\n", - "- The current stock price of NVIDIA Corporation (NVDA) is $682.23.\n", - "- The stock price of Tesla, Inc. (TSLA) is $185.10.\n", - "- The percentage change in the stock price of NVDA over the past month is an increase of 30.56%.\n", - "- The percentage change in the stock price of TSLA over the past month is a decrease of -23.02%.\n", + "- The current stock price for NVIDIA Corporation (NVDA) is $722.48.\n", + "- The current stock price for Tesla, Inc. (TSLA) is $188.13.\n", + "- NVDA has experienced a percentage increase of 28.14% over the past month.\n", + "- TSLA has experienced a percentage decrease of -14.45% over the past month.\n", "\n", - "These figures reflect the performance of NVDA and TSLA stocks over the past month and their current prices at the time of the query.\n", + "These results indicate that over the past month, NVIDIA’s stock has seen a significant increase in value, whereas Tesla’s stock has decreased in value. Keep in mind that stock prices and their performance are subject to rapid change and can vary within minutes.\n", "\n", - "Please note that stock prices are subject to change throughout the trading day, and the percentage change is based on the closing price of the stock on the day 30 days ago compared to the most recent closing price.\n", + "If you require any further assistance, please let me know. Otherwise, that concludes our task.\n", "\n", "\n", - "The stocks for NVIDIA Corporation (NVDA) and Tesla, Inc. (TSLA) have shown different performance trends, with NVDA increasing by 30.56% and TSLA decreasing by -23.02% over the past month. To investigate the reasons behind these stock performances, it would be necessary to look at recent company news, earnings reports, industry trends, and major events. An attempt to retrieve the latest news using a Python script and a financial news API resulted in an execution failure due to a `JSONDecodeError`, likely because of an invalid API key or endpoint, indicating that the script could not successfully fetch the news from the financial news API. To resolve this, one should ensure a valid API key, correct API endpoint, and adherence to the API's request formatting rules. In the absence of API access, manual research on financial news websites to analyze the relevant information is recommended to understand the changes in stock prices for NVDA and TSLA.\u001b[0m\n", + "Possible reasons for NVIDIA Corporation (NVDA) stock's performance increase could include strong financial results, positive developments in the semiconductor industry, favorable media coverage, technological breakthroughs, positive investor expectations, or benefits from the regulatory environment. Supply chain efficiency and maintaining a competitive edge could also be factors. On the other hand, possible reasons for the decrease in Tesla, Inc. (TSLA) stock might be disappointing earnings, negative industry trends, adverse media coverage or investor sentiment, macroeconomic factors, setbacks in technology, regulatory challenges, supply chain disruptions, or increased competition. To understand the specific causes behind NVDA's and TSLA's stock performance, one should conduct thorough research, utilizing credible sources such as the company’s financial statements, official press releases, SEC filings, market analyst reports, and established news articles.\u001b[0m\n", "\u001b[34m\n", "********************************************************************************\u001b[0m\n", "\u001b[33mUser\u001b[0m (to Writing_manager):\n", "\n", "Develop an engaging blog post using any information provided.\n", "Context: \n", - "The output indicates the following:\n", + "The script has executed successfully and provided the following results:\n", "\n", - "- The current stock price of NVIDIA Corporation (NVDA) is $682.23.\n", - "- The stock price of Tesla, Inc. (TSLA) is $185.10.\n", - "- The percentage change in the stock price of NVDA over the past month is an increase of 30.56%.\n", - "- The percentage change in the stock price of TSLA over the past month is a decrease of -23.02%.\n", + "- The current stock price for NVIDIA Corporation (NVDA) is $722.48.\n", + "- The current stock price for Tesla, Inc. (TSLA) is $188.13.\n", + "- NVDA has experienced a percentage increase of 28.14% over the past month.\n", + "- TSLA has experienced a percentage decrease of -14.45% over the past month.\n", "\n", - "These figures reflect the performance of NVDA and TSLA stocks over the past month and their current prices at the time of the query.\n", + "These results indicate that over the past month, NVIDIA’s stock has seen a significant increase in value, whereas Tesla’s stock has decreased in value. Keep in mind that stock prices and their performance are subject to rapid change and can vary within minutes.\n", "\n", - "Please note that stock prices are subject to change throughout the trading day, and the percentage change is based on the closing price of the stock on the day 30 days ago compared to the most recent closing price.\n", + "If you require any further assistance, please let me know. Otherwise, that concludes our task.\n", "\n", "\n", - "The stocks for NVIDIA Corporation (NVDA) and Tesla, Inc. (TSLA) have shown different performance trends, with NVDA increasing by 30.56% and TSLA decreasing by -23.02% over the past month. To investigate the reasons behind these stock performances, it would be necessary to look at recent company news, earnings reports, industry trends, and major events. An attempt to retrieve the latest news using a Python script and a financial news API resulted in an execution failure due to a `JSONDecodeError`, likely because of an invalid API key or endpoint, indicating that the script could not successfully fetch the news from the financial news API. To resolve this, one should ensure a valid API key, correct API endpoint, and adherence to the API's request formatting rules. In the absence of API access, manual research on financial news websites to analyze the relevant information is recommended to understand the changes in stock prices for NVDA and TSLA.\n", + "Possible reasons for NVIDIA Corporation (NVDA) stock's performance increase could include strong financial results, positive developments in the semiconductor industry, favorable media coverage, technological breakthroughs, positive investor expectations, or benefits from the regulatory environment. Supply chain efficiency and maintaining a competitive edge could also be factors. On the other hand, possible reasons for the decrease in Tesla, Inc. (TSLA) stock might be disappointing earnings, negative industry trends, adverse media coverage or investor sentiment, macroeconomic factors, setbacks in technology, regulatory challenges, supply chain disruptions, or increased competition. To understand the specific causes behind NVDA's and TSLA's stock performance, one should conduct thorough research, utilizing credible sources such as the company’s financial statements, official press releases, SEC filings, market analyst reports, and established news articles.\n", "\n", "--------------------------------------------------------------------------------\n", "\u001b[33mWriter\u001b[0m (to Writing_manager):\n", "\n", - "**NVIDIA vs Tesla: A Tale of Two Stocks**\n", + "**Title: Of Semiconductors and Electric Dreams: The Stocks Telling Silicon Valley's Story**\n", + "\n", + "In the heart of Silicon Valley, two titans of industry have been playing a dramatic game of thrones on the stock market stage. NVIDIA Corporation (NVDA) and Tesla, Inc. (TSLA), each a revolutionary force in its respective field, have shown divergent paths in their recent stock performances, painting an intriguing narrative of triumphs and tribulations in the tech world.\n", + "\n", + "**The Rise of NVIDIA: Harnessing the Power of the Chip**\n", + "\n", + "In a remarkable surge, NVIDIA's stock has rocketed a dazzling 28.14% over the past month, with shares proudly standing at $722.48. This silicon-fueled ascent raises the question: what is behind NVIDIA's electrifying climb?\n", + "\n", + "At the core of NVIDIA's success could be its latest financial scorecard, which might shimmer with the colors of prosperity, reflecting a company that has not only met but also exceeded analyst expectations. NVIDIA is perhaps reaping the rewards of a booming semiconductor industry where the thirst for cutting-edge processors and GPUs is unslaked.\n", + "\n", + "But let's not overlook the magic of technological innovation and the allure it holds for investors. From AI to gaming and autonomous vehicles, NVIDIA's GPUs are pivotal, and recent breakthroughs could be dazzling the market, promising an era of growth as expansive as a virtual universe.\n", "\n", - "In the fast-paced world of stocks and shares, the dance of numbers on the trading floor paints a compelling narrative. Today, we're spinning a tale of two powerhouses—NVIDIA Corporation (NVDA) with its gilded ascent, and Tesla, Inc. (TSLA), navigating a turbulent descent. The stock market is a reflection of a myriad of intertwined stories, a blend of resilience, innovation, and the inevitable ebb and flow of investor sentiment. Let's dive into the current landscape framed by these two tech titans.\n", + "**Tesla's Unexpected Skid: A Roadworthy Reminder**\n", "\n", - "**NVIDIA's Graphic Ascent**\n", - "With NVIDIA's stock price standing tall at $682.23, there's an undeniable buzz surrounding this Silicon Valley denizen. Over the past month alone, NVDA has witnessed an electrifying surge of 30.56% in its stock value. This is the kind of growth that sends a surge of excitement through investors and market analysts alike. But what could be fueling this skyrocketing trajectory?\n", + "Contrarily, Tesla has experienced a skid, with a downtrend of -14.45% in its stock price over the last month, falling to $188.13. The electric vehicle (EV) maverick, led by the ever-polarizing Elon Musk, seems to have hit a bump in the road, but what sparked this deceleration?\n", "\n", - "NVIDIA, traditionally known for its dominating presence in the graphics processing unit (GPU) market, might have several factors playing to its advantage. From the progressive adoption of cloud gaming to the rise of AI and deep learning, where GPUs are indispensable, NVIDIA seems well-positioned to ride the wave of technological advancements.\n", + "The story behind Tesla's descent may twine through various threads of narrative. Analysts might whisper of earnings that didn't quite electrify Wall Street or industry headwinds buffeting against the hull of Musk's green dream. Perhaps adverse media attention or a shift in investor sentiment has cast a shadow of doubt on Tesla's prospects.\n", "\n", - "In addition, strategic partnerships, innovative product launches, or favorable market conditions could contribute to the company's resounding success. Without accessing the latest financial news through the API (it seems we hit a glitch there!), we can only speculate based on industry trends and NVIDIA's storied history of strong performance.\n", + "Furthermore, in a world gripped by macroeconomic concerns such as inflation or interest rate hikes, even companies like Tesla are not immune. Could regulatory challenges have thrown a wrench in the works? Or maybe competition is closing in, with other automakers charging full-speed into the EV race.\n", "\n", - "**Tesla's Twist in the Road**\n", - "On the other side of the spectrum, we find Tesla, Inc., trading at $185.10, nursing the bruises of a 23.02% decrease in stock price over the month. For a company that's become synonymous with the future of transportation, such a dip inevitably raises eyebrows and questions.\n", + "**Unlocking the Secrets Behind the Stocks**\n", "\n", - "Is it the global economic headwinds, or perhaps production concerns, or could it even be the erratic dance of supply chain disruptions? Tesla is more than just cars; it's an embodiment of an electric dream, the promise of a greener tomorrow. Yet, the entanglements of international markets and maybe even the personal escapades of its charismatic leader, Elon Musk, could exert unexpected pressures on the company's financial standing.\n", + "To truly grasp the forces at play behind the curtains, one must embark on a methodical quest for knowledge. Anecdotes and rumors must give way to the concrete insights of QA financial statements, the strategic declarations of official press releases, and the scrutinizing gaze of market analysts' reports.\n", "\n", - "It's important to remember the roller coaster nature of the stock market. While it sometimes feels like the fates are playing darts with share prices, the reality is often woven from the tangible threads of economic policies, consumer behavior, and, yes, even the social media musings of influential CEOs.\n", + "One might sift through the sands of news articles for grains of truth, or pore over the intricate lines of SEC filings, seeking an understanding that transcends mere numbers on a ticker. It's within these documents that the stories of NVIDIA's ascent and Tesla's dip are penned, awaiting readers eager for market wisdom.\n", "\n", - "**Facts and Failures: Seeking the Story Behind the Stocks**\n", - "Traditionally, financial analysts and interested observers would turn to APIs to mine the rich veins of data that financial news offers. Unfortunately, when technology stumbles—as indicated by the 'JSONDecodeError' that cropped up in our attempts to fetch the news—the mystery remains cloaked. Such errors hint at incorrect keys, misguided end points, or a slip in the API's request formatting rules.\n", + "**In Conclusion: A Tale of Two Stocks**\n", "\n", - "But fret not, for the modern speculator is versatile and resourceful. In lieu of API assistance and the digital convenience of instantaneous news retrieval, there remains the stalwart practice of manual research. By scouring financial news websites, parsing expert commentaries, and comparing industry reports, one can weave together a tapestry that explains the movements of these stock market inhabitants.\n", + "As we chart the trajectory of these Silicon Valley stalwarts, NVIDIA and Tesla offer us more than mere data points; they unfold a narrative of our time—a tale of innovation, challenge, expectation, and the relentless pursuit of the future. For those who seek to partake in the market's drama, these stories serve as a vivid reminder: the ebbs and flows of stock prices are but reflections of our complex, ever-changing world, beholden to the relentless march of progress and the inexorable tide of sentiment.\n", "\n", - "In these contrasting fortunes of NVDA and TSLA, a mosaic of market dynamics comes to life. Whether you're a casual observer engaging in coffee table conversations or an investor poring over portfolios by lamplight, the essence of the story remains the same—the stock market is a narrative in numbers, reflecting human ambition, potential, and the relentless march of progress.\n", + "Remember, dear readers, the landscape of financial markets is as dynamic as the technologies they bet on. Today's victor may be tomorrow's underdog, and in the dance of digits that is the stock market, agility, and insight are our most trusted partners.\n", "\n", - "Are you ready to hitch a ride on the next turn of the stock market wheel? Keep your eyes peeled, your mind sharp, and who knows—maybe the key to unlock the API will reveal itself in the fullness of time.\n", + "And with that, as the sun sets on another bustling day of trade, we conclude yet another chapter in the saga of Silicon Valley's stocks.\n", "\n", "TERMINATE\n", "\n", @@ -1415,12 +1440,12 @@ { "data": { "text/plain": [ - "{: ChatResult(chat_history=[{'content': 'What are the current stock prices of NVDA and TESLA, and how is the performance over the past month in terms of percentage change?', 'role': 'assistant'}, {'content': 'To get the current stock prices of NVDA (NVIDIA Corporation) and TSLA (Tesla, Inc.), along with their performance over the past month in terms of percentage change, we can use a Python library like `yfinance`. This library allows downloading of historical market data from Yahoo Finance.\\n\\nLet\\'s proceed in the following steps:\\n\\n1. I will provide you a Python script that utilizes the `yfinance` library to fetch the current stock prices and historical data for the past month for both NVDA and TSLA.\\n2. The script will then calculate the percentage change in the stock prices over the past month.\\n\\nPlease make sure that you have `yfinance` installed in your Python environment before running the script. You can install it using `pip install yfinance`.\\n\\nHere is the Python code to execute:\\n\\n```python\\n# filename: stock_info.py\\nimport yfinance as yf\\nfrom datetime import datetime, timedelta\\n\\n# Function to get current stock price\\ndef get_stock_price(stock_ticker):\\n stock = yf.Ticker(stock_ticker)\\n todays_data = stock.history(period=\\'1d\\')\\n return todays_data[\\'Close\\'][0]\\n\\n# Function to calculate percentage change over the past month\\ndef get_percentage_change(stock_ticker):\\n stock = yf.Ticker(stock_ticker)\\n end_date = datetime.now()\\n start_date = end_date - timedelta(days=30)\\n historical_data = stock.history(start=start_date, end=end_date)\\n price_end = historical_data[\\'Close\\'][-1]\\n price_start = historical_data[\\'Close\\'][0]\\n percent_change = ((price_end - price_start)/price_start) * 100\\n return percent_change\\n\\n# Getting the current price and performance for NVDA and TSLA\\nnvda_price = get_stock_price(\\'NVDA\\')\\ntesla_price = get_stock_price(\\'TSLA\\')\\nnvda_change = get_percentage_change(\\'NVDA\\')\\ntesla_change = get_percentage_change(\\'TSLA\\')\\n\\n# Output the results\\nprint(f\"NVDA (NVIDIA Corporation) stock price: ${nvda_price:.2f}\")\\nprint(f\"TESLA (Tesla, Inc.) stock price: ${tesla_price:.2f}\")\\nprint(f\"NVDA percentage change over past month: {nvda_change:.2f}%\")\\nprint(f\"TESLA percentage change over past month: {tesla_change:.2f}%\")\\n```\\n\\nPlease run this script in your environment and share with me the output. I\\'ll then verify the information.', 'role': 'user'}, {'content': 'exitcode: 0 (execution succeeded)\\nCode output: \\nNVDA (NVIDIA Corporation) stock price: $682.23\\nTESLA (Tesla, Inc.) stock price: $185.10\\nNVDA percentage change over past month: 30.56%\\nTESLA percentage change over past month: -23.02%\\n', 'role': 'assistant'}, {'content': 'The output indicates the following:\\n\\n- The current stock price of NVIDIA Corporation (NVDA) is $682.23.\\n- The stock price of Tesla, Inc. (TSLA) is $185.10.\\n- The percentage change in the stock price of NVDA over the past month is an increase of 30.56%.\\n- The percentage change in the stock price of TSLA over the past month is a decrease of -23.02%.\\n\\nThese figures reflect the performance of NVDA and TSLA stocks over the past month and their current prices at the time of the query.\\n\\nPlease note that stock prices are subject to change throughout the trading day, and the percentage change is based on the closing price of the stock on the day 30 days ago compared to the most recent closing price.\\n\\nTERMINATE', 'role': 'user'}], summary='The output indicates the following:\\n\\n- The current stock price of NVIDIA Corporation (NVDA) is $682.23.\\n- The stock price of Tesla, Inc. (TSLA) is $185.10.\\n- The percentage change in the stock price of NVDA over the past month is an increase of 30.56%.\\n- The percentage change in the stock price of TSLA over the past month is a decrease of -23.02%.\\n\\nThese figures reflect the performance of NVDA and TSLA stocks over the past month and their current prices at the time of the query.\\n\\nPlease note that stock prices are subject to change throughout the trading day, and the percentage change is based on the closing price of the stock on the day 30 days ago compared to the most recent closing price.\\n\\n', cost=({'total_cost': 0.08900999999999999, 'gpt-4': {'cost': 0.08900999999999999, 'prompt_tokens': 1597, 'completion_tokens': 685, 'total_tokens': 2282}}, {'total_cost': 0}), human_input=[]),\n", - " : ChatResult(chat_history=[{'content': 'Investigate possible reasons of the stock performance.\\nContext: \\nThe output indicates the following:\\n\\n- The current stock price of NVIDIA Corporation (NVDA) is $682.23.\\n- The stock price of Tesla, Inc. (TSLA) is $185.10.\\n- The percentage change in the stock price of NVDA over the past month is an increase of 30.56%.\\n- The percentage change in the stock price of TSLA over the past month is a decrease of -23.02%.\\n\\nThese figures reflect the performance of NVDA and TSLA stocks over the past month and their current prices at the time of the query.\\n\\nPlease note that stock prices are subject to change throughout the trading day, and the percentage change is based on the closing price of the stock on the day 30 days ago compared to the most recent closing price.\\n\\n', 'role': 'assistant'}], summary=\"The stocks for NVIDIA Corporation (NVDA) and Tesla, Inc. (TSLA) have shown different performance trends, with NVDA increasing by 30.56% and TSLA decreasing by -23.02% over the past month. To investigate the reasons behind these stock performances, it would be necessary to look at recent company news, earnings reports, industry trends, and major events. An attempt to retrieve the latest news using a Python script and a financial news API resulted in an execution failure due to a `JSONDecodeError`, likely because of an invalid API key or endpoint, indicating that the script could not successfully fetch the news from the financial news API. To resolve this, one should ensure a valid API key, correct API endpoint, and adherence to the API's request formatting rules. In the absence of API access, manual research on financial news websites to analyze the relevant information is recommended to understand the changes in stock prices for NVDA and TSLA.\", cost=({'total_cost': 0.1371, 'gpt-4': {'cost': 0.1371, 'prompt_tokens': 4164, 'completion_tokens': 203, 'total_tokens': 4367}}, {'total_cost': 0.1371, 'gpt-4': {'cost': 0.1371, 'prompt_tokens': 4164, 'completion_tokens': 203, 'total_tokens': 4367}}), human_input=[]),\n", - " : ChatResult(chat_history=[{'content': \"Develop an engaging blog post using any information provided.\\nContext: \\nThe output indicates the following:\\n\\n- The current stock price of NVIDIA Corporation (NVDA) is $682.23.\\n- The stock price of Tesla, Inc. (TSLA) is $185.10.\\n- The percentage change in the stock price of NVDA over the past month is an increase of 30.56%.\\n- The percentage change in the stock price of TSLA over the past month is a decrease of -23.02%.\\n\\nThese figures reflect the performance of NVDA and TSLA stocks over the past month and their current prices at the time of the query.\\n\\nPlease note that stock prices are subject to change throughout the trading day, and the percentage change is based on the closing price of the stock on the day 30 days ago compared to the most recent closing price.\\n\\n\\nThe stocks for NVIDIA Corporation (NVDA) and Tesla, Inc. (TSLA) have shown different performance trends, with NVDA increasing by 30.56% and TSLA decreasing by -23.02% over the past month. To investigate the reasons behind these stock performances, it would be necessary to look at recent company news, earnings reports, industry trends, and major events. An attempt to retrieve the latest news using a Python script and a financial news API resulted in an execution failure due to a `JSONDecodeError`, likely because of an invalid API key or endpoint, indicating that the script could not successfully fetch the news from the financial news API. To resolve this, one should ensure a valid API key, correct API endpoint, and adherence to the API's request formatting rules. In the absence of API access, manual research on financial news websites to analyze the relevant information is recommended to understand the changes in stock prices for NVDA and TSLA.\", 'role': 'assistant'}], summary=\"Develop an engaging blog post using any information provided.\\nContext: \\nThe output indicates the following:\\n\\n- The current stock price of NVIDIA Corporation (NVDA) is $682.23.\\n- The stock price of Tesla, Inc. (TSLA) is $185.10.\\n- The percentage change in the stock price of NVDA over the past month is an increase of 30.56%.\\n- The percentage change in the stock price of TSLA over the past month is a decrease of -23.02%.\\n\\nThese figures reflect the performance of NVDA and TSLA stocks over the past month and their current prices at the time of the query.\\n\\nPlease note that stock prices are subject to change throughout the trading day, and the percentage change is based on the closing price of the stock on the day 30 days ago compared to the most recent closing price.\\n\\n\\nThe stocks for NVIDIA Corporation (NVDA) and Tesla, Inc. (TSLA) have shown different performance trends, with NVDA increasing by 30.56% and TSLA decreasing by -23.02% over the past month. To investigate the reasons behind these stock performances, it would be necessary to look at recent company news, earnings reports, industry trends, and major events. An attempt to retrieve the latest news using a Python script and a financial news API resulted in an execution failure due to a `JSONDecodeError`, likely because of an invalid API key or endpoint, indicating that the script could not successfully fetch the news from the financial news API. To resolve this, one should ensure a valid API key, correct API endpoint, and adherence to the API's request formatting rules. In the absence of API access, manual research on financial news websites to analyze the relevant information is recommended to understand the changes in stock prices for NVDA and TSLA.\", cost=({'total_cost': 0.018029999999999997, 'gpt-4': {'cost': 0.018029999999999997, 'prompt_tokens': 599, 'completion_tokens': 1, 'total_tokens': 600}}, {'total_cost': 0.018029999999999997, 'gpt-4': {'cost': 0.018029999999999997, 'prompt_tokens': 599, 'completion_tokens': 1, 'total_tokens': 600}}), human_input=[])}" + "[ChatResult(chat_history=[{'content': 'What are the current stock prices of NVDA and TESLA, and how is the performance over the past month in terms of percentage change?', 'role': 'assistant'}, {'content': 'To get the current stock prices of NVDA (NVIDIA Corporation) and TSLA (Tesla, Inc.), along with their performance over the past month in terms of percentage change, we can use a Python library like `yfinance`. This library allows downloading of historical market data from Yahoo Finance.\\n\\nLet\\'s proceed in the following steps:\\n\\n1. I will provide you a Python script that utilizes the `yfinance` library to fetch the current stock prices and historical data for the past month for both NVDA and TSLA.\\n2. The script will then calculate the percentage change in the stock prices over the past month.\\n\\nPlease make sure that you have `yfinance` installed in your Python environment before running the script. You can install it using `pip install yfinance`.\\n\\nHere is the Python code to execute:\\n\\n```python\\n# filename: stock_info.py\\nimport yfinance as yf\\nfrom datetime import datetime, timedelta\\n\\n# Function to get current stock price\\ndef get_stock_price(stock_ticker):\\n stock = yf.Ticker(stock_ticker)\\n todays_data = stock.history(period=\\'1d\\')\\n return todays_data[\\'Close\\'][0]\\n\\n# Function to calculate percentage change over the past month\\ndef get_percentage_change(stock_ticker):\\n stock = yf.Ticker(stock_ticker)\\n end_date = datetime.now()\\n start_date = end_date - timedelta(days=30)\\n historical_data = stock.history(start=start_date, end=end_date)\\n price_end = historical_data[\\'Close\\'][-1]\\n price_start = historical_data[\\'Close\\'][0]\\n percent_change = ((price_end - price_start)/price_start) * 100\\n return percent_change\\n\\n# Getting the current price and performance for NVDA and TSLA\\nnvda_price = get_stock_price(\\'NVDA\\')\\ntesla_price = get_stock_price(\\'TSLA\\')\\nnvda_change = get_percentage_change(\\'NVDA\\')\\ntesla_change = get_percentage_change(\\'TSLA\\')\\n\\n# Output the results\\nprint(f\"NVDA (NVIDIA Corporation) stock price: ${nvda_price:.2f}\")\\nprint(f\"TESLA (Tesla, Inc.) stock price: ${tesla_price:.2f}\")\\nprint(f\"NVDA percentage change over past month: {nvda_change:.2f}%\")\\nprint(f\"TESLA percentage change over past month: {tesla_change:.2f}%\")\\n```\\n\\nPlease run this script in your environment and share with me the output. I\\'ll then verify the information.', 'role': 'user'}, {'content': 'exitcode: 0 (execution succeeded)\\nCode output: \\nNVDA (NVIDIA Corporation) stock price: $722.48\\nTESLA (Tesla, Inc.) stock price: $188.13\\nNVDA percentage change over past month: 28.14%\\nTESLA percentage change over past month: -14.45%\\n', 'role': 'assistant'}, {'content': 'The script has executed successfully and provided the following results:\\n\\n- The current stock price for NVIDIA Corporation (NVDA) is $722.48.\\n- The current stock price for Tesla, Inc. (TSLA) is $188.13.\\n- NVDA has experienced a percentage increase of 28.14% over the past month.\\n- TSLA has experienced a percentage decrease of -14.45% over the past month.\\n\\nThese results indicate that over the past month, NVIDIA’s stock has seen a significant increase in value, whereas Tesla’s stock has decreased in value. Keep in mind that stock prices and their performance are subject to rapid change and can vary within minutes.\\n\\nIf you require any further assistance, please let me know. Otherwise, that concludes our task.\\n\\nTERMINATE', 'role': 'user'}], summary='The script has executed successfully and provided the following results:\\n\\n- The current stock price for NVIDIA Corporation (NVDA) is $722.48.\\n- The current stock price for Tesla, Inc. (TSLA) is $188.13.\\n- NVDA has experienced a percentage increase of 28.14% over the past month.\\n- TSLA has experienced a percentage decrease of -14.45% over the past month.\\n\\nThese results indicate that over the past month, NVIDIA’s stock has seen a significant increase in value, whereas Tesla’s stock has decreased in value. Keep in mind that stock prices and their performance are subject to rapid change and can vary within minutes.\\n\\nIf you require any further assistance, please let me know. Otherwise, that concludes our task.\\n\\n', cost=({'total_cost': 0.08859, 'gpt-4': {'cost': 0.08859, 'prompt_tokens': 1597, 'completion_tokens': 678, 'total_tokens': 2275}}, {'total_cost': 0}), human_input=[]),\n", + " ChatResult(chat_history=[{'content': 'Investigate possible reasons of the stock performance.\\nContext: \\nThe script has executed successfully and provided the following results:\\n\\n- The current stock price for NVIDIA Corporation (NVDA) is $722.48.\\n- The current stock price for Tesla, Inc. (TSLA) is $188.13.\\n- NVDA has experienced a percentage increase of 28.14% over the past month.\\n- TSLA has experienced a percentage decrease of -14.45% over the past month.\\n\\nThese results indicate that over the past month, NVIDIA’s stock has seen a significant increase in value, whereas Tesla’s stock has decreased in value. Keep in mind that stock prices and their performance are subject to rapid change and can vary within minutes.\\n\\nIf you require any further assistance, please let me know. Otherwise, that concludes our task.\\n\\n', 'role': 'assistant'}], summary=\"Possible reasons for NVIDIA Corporation (NVDA) stock's performance increase could include strong financial results, positive developments in the semiconductor industry, favorable media coverage, technological breakthroughs, positive investor expectations, or benefits from the regulatory environment. Supply chain efficiency and maintaining a competitive edge could also be factors. On the other hand, possible reasons for the decrease in Tesla, Inc. (TSLA) stock might be disappointing earnings, negative industry trends, adverse media coverage or investor sentiment, macroeconomic factors, setbacks in technology, regulatory challenges, supply chain disruptions, or increased competition. To understand the specific causes behind NVDA's and TSLA's stock performance, one should conduct thorough research, utilizing credible sources such as the company’s financial statements, official press releases, SEC filings, market analyst reports, and established news articles.\", cost=({'total_cost': 0.04563, 'gpt-4': {'cost': 0.04563, 'prompt_tokens': 1189, 'completion_tokens': 166, 'total_tokens': 1355}}, {'total_cost': 0.04563, 'gpt-4': {'cost': 0.04563, 'prompt_tokens': 1189, 'completion_tokens': 166, 'total_tokens': 1355}}), human_input=[]),\n", + " ChatResult(chat_history=[{'content': \"Develop an engaging blog post using any information provided.\\nContext: \\nThe script has executed successfully and provided the following results:\\n\\n- The current stock price for NVIDIA Corporation (NVDA) is $722.48.\\n- The current stock price for Tesla, Inc. (TSLA) is $188.13.\\n- NVDA has experienced a percentage increase of 28.14% over the past month.\\n- TSLA has experienced a percentage decrease of -14.45% over the past month.\\n\\nThese results indicate that over the past month, NVIDIA’s stock has seen a significant increase in value, whereas Tesla’s stock has decreased in value. Keep in mind that stock prices and their performance are subject to rapid change and can vary within minutes.\\n\\nIf you require any further assistance, please let me know. Otherwise, that concludes our task.\\n\\n\\nPossible reasons for NVIDIA Corporation (NVDA) stock's performance increase could include strong financial results, positive developments in the semiconductor industry, favorable media coverage, technological breakthroughs, positive investor expectations, or benefits from the regulatory environment. Supply chain efficiency and maintaining a competitive edge could also be factors. On the other hand, possible reasons for the decrease in Tesla, Inc. (TSLA) stock might be disappointing earnings, negative industry trends, adverse media coverage or investor sentiment, macroeconomic factors, setbacks in technology, regulatory challenges, supply chain disruptions, or increased competition. To understand the specific causes behind NVDA's and TSLA's stock performance, one should conduct thorough research, utilizing credible sources such as the company’s financial statements, official press releases, SEC filings, market analyst reports, and established news articles.\", 'role': 'assistant'}], summary=\"Develop an engaging blog post using any information provided.\\nContext: \\nThe script has executed successfully and provided the following results:\\n\\n- The current stock price for NVIDIA Corporation (NVDA) is $722.48.\\n- The current stock price for Tesla, Inc. (TSLA) is $188.13.\\n- NVDA has experienced a percentage increase of 28.14% over the past month.\\n- TSLA has experienced a percentage decrease of -14.45% over the past month.\\n\\nThese results indicate that over the past month, NVIDIA’s stock has seen a significant increase in value, whereas Tesla’s stock has decreased in value. Keep in mind that stock prices and their performance are subject to rapid change and can vary within minutes.\\n\\nIf you require any further assistance, please let me know. Otherwise, that concludes our task.\\n\\n\\nPossible reasons for NVIDIA Corporation (NVDA) stock's performance increase could include strong financial results, positive developments in the semiconductor industry, favorable media coverage, technological breakthroughs, positive investor expectations, or benefits from the regulatory environment. Supply chain efficiency and maintaining a competitive edge could also be factors. On the other hand, possible reasons for the decrease in Tesla, Inc. (TSLA) stock might be disappointing earnings, negative industry trends, adverse media coverage or investor sentiment, macroeconomic factors, setbacks in technology, regulatory challenges, supply chain disruptions, or increased competition. To understand the specific causes behind NVDA's and TSLA's stock performance, one should conduct thorough research, utilizing credible sources such as the company’s financial statements, official press releases, SEC filings, market analyst reports, and established news articles.\", cost=({'total_cost': 0.016829999999999998, 'gpt-4': {'cost': 0.016829999999999998, 'prompt_tokens': 559, 'completion_tokens': 1, 'total_tokens': 560}}, {'total_cost': 0.016829999999999998, 'gpt-4': {'cost': 0.016829999999999998, 'prompt_tokens': 559, 'completion_tokens': 1, 'total_tokens': 560}}), human_input=[])]" ] }, - "execution_count": 6, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } diff --git a/notebook/agentchats.ipynb b/notebook/agentchats.ipynb new file mode 100644 index 000000000000..ce5bfed74970 --- /dev/null +++ b/notebook/agentchats.ipynb @@ -0,0 +1,1077 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "\n", + "# Solving Multiple Tasks in a Sequence of Chats\n", + "\n", + "This notebook showcases how to use the new chat interface `autogen.initiate_chats` to solve a set of tasks with a sequence of chats. \n", + "\n", + "\\:\\:\\:info Requirements\n", + "\n", + "Install `pyautogen`:\n", + "```bash\n", + "pip install pyautogen\n", + "```\n", + "\n", + "For more information, please refer to the [installation guide](/docs/installation/).\n", + "\n", + "\\:\\:\\:\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import autogen\n", + "\n", + "config_list = autogen.config_list_from_json(env_or_file=\"OAI_CONFIG_LIST\")\n", + "llm_config = {\"config_list\": config_list}" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\\:\\:\\:tip\n", + "\n", + "Learn more about the various ways to configure LLM endpoints [here](/docs/llm_configuration).\n", + "\n", + "\\:\\:\\:" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Example Tasks\n", + "Below are three example tasks, with each task being a string of text describing the request. The completion of later tasks requires or benefits from the results of previous tasks.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "financial_tasks = [\n", + " \"\"\"What are the current stock prices of NVDA and TESLA, and how is the performance over the past month in terms of percentage change?\"\"\",\n", + " \"\"\"Investigate possible reasons of the stock performance.\"\"\",\n", + "]\n", + "\n", + "writing_tasks = [\"\"\"Develop an engaging blog post using any information provided.\"\"\"]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Solve tasks with a series of chats\n", + "\n", + "The `autogen.initiate_chats` interface can take a list of dictionaries as inputs. Each dictionary preserves the following fields: \n", + "- `sender`: a conversable agent as the sender;\n", + "- `recipient`: a conversable agent as the recipient;\n", + "- `message`: is a string of text (typically a message containing the task);\n", + "- `summary_method`: A string specifying the method to get a summary from the chat. Currently supported choices include `last_msg`, which takes the last message from the chat history as the summary, and `reflection_with_llm`, which uses an LLM call to reflect on the chat history and summarize a takeaway;\n", + "- `summary_prompt`: A string specifying how to instruct an LLM-backed agent (either the recipient or the sender in the chat) to reflect on the chat history and derive a summary. If not otherwise specified, a default prompt will be used when `summary_method` is `reflection_with_llm`.\n", + "\"Summarize the takeaway from the conversation. Do not add any introductory phrases. If the intended request is NOT properly addressed, please point it out.\"\n", + "- `carryover`: A string or a list of string to specify additional context to be used in the chat. With `initiate_chats`, summary from previous chats will be added as carryover. They will be appended after the carryover provided by the user." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[34m\n", + "********************************************************************************\u001b[0m\n", + "\u001b[34mStart a new chat with the following message: \n", + "What are the current stock prices of NVDA and TESLA, and how is the performance over the past month in terms of percentage change?\n", + "\n", + "With the following carryover: \n", + "\u001b[0m\n", + "\u001b[34m\n", + "********************************************************************************\u001b[0m\n", + "\u001b[33mUser_Proxy_Auto\u001b[0m (to Financial_assistant):\n", + "\n", + "What are the current stock prices of NVDA and TESLA, and how is the performance over the past month in terms of percentage change?\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[33mFinancial_assistant\u001b[0m (to User_Proxy_Auto):\n", + "\n", + "To get the current stock prices of NVDA (NVIDIA Corporation) and TSLA (Tesla, Inc.), along with their performance over the past month in terms of percentage change, we can use a Python library like `yfinance`. This library allows downloading of historical market data from Yahoo Finance.\n", + "\n", + "Let's proceed in the following steps:\n", + "\n", + "1. I will provide you a Python script that utilizes the `yfinance` library to fetch the current stock prices and historical data for the past month for both NVDA and TSLA.\n", + "2. The script will then calculate the percentage change in the stock prices over the past month.\n", + "\n", + "Please make sure that you have `yfinance` installed in your Python environment before running the script. You can install it using `pip install yfinance`.\n", + "\n", + "Here is the Python code to execute:\n", + "\n", + "```python\n", + "# filename: stock_info.py\n", + "import yfinance as yf\n", + "from datetime import datetime, timedelta\n", + "\n", + "# Function to get current stock price\n", + "def get_stock_price(stock_ticker):\n", + " stock = yf.Ticker(stock_ticker)\n", + " todays_data = stock.history(period='1d')\n", + " return todays_data['Close'][0]\n", + "\n", + "# Function to calculate percentage change over the past month\n", + "def get_percentage_change(stock_ticker):\n", + " stock = yf.Ticker(stock_ticker)\n", + " end_date = datetime.now()\n", + " start_date = end_date - timedelta(days=30)\n", + " historical_data = stock.history(start=start_date, end=end_date)\n", + " price_end = historical_data['Close'][-1]\n", + " price_start = historical_data['Close'][0]\n", + " percent_change = ((price_end - price_start)/price_start) * 100\n", + " return percent_change\n", + "\n", + "# Getting the current price and performance for NVDA and TSLA\n", + "nvda_price = get_stock_price('NVDA')\n", + "tesla_price = get_stock_price('TSLA')\n", + "nvda_change = get_percentage_change('NVDA')\n", + "tesla_change = get_percentage_change('TSLA')\n", + "\n", + "# Output the results\n", + "print(f\"NVDA (NVIDIA Corporation) stock price: ${nvda_price:.2f}\")\n", + "print(f\"TESLA (Tesla, Inc.) stock price: ${tesla_price:.2f}\")\n", + "print(f\"NVDA percentage change over past month: {nvda_change:.2f}%\")\n", + "print(f\"TESLA percentage change over past month: {tesla_change:.2f}%\")\n", + "```\n", + "\n", + "Please run this script in your environment and share with me the output. I'll then verify the information.\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[31m\n", + ">>>>>>>> EXECUTING CODE BLOCK 0 (inferred language is python)...\u001b[0m\n", + "\u001b[33mUser_Proxy_Auto\u001b[0m (to Financial_assistant):\n", + "\n", + "exitcode: 0 (execution succeeded)\n", + "Code output: \n", + "NVDA (NVIDIA Corporation) stock price: $722.48\n", + "TESLA (Tesla, Inc.) stock price: $188.13\n", + "NVDA percentage change over past month: 28.14%\n", + "TESLA percentage change over past month: -14.45%\n", + "\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[33mFinancial_assistant\u001b[0m (to User_Proxy_Auto):\n", + "\n", + "The script has executed successfully and provided the following results:\n", + "\n", + "- The current stock price for NVIDIA Corporation (NVDA) is $722.48.\n", + "- The current stock price for Tesla, Inc. (TSLA) is $188.13.\n", + "- NVDA has experienced a percentage increase of 28.14% over the past month.\n", + "- TSLA has experienced a percentage decrease of -14.45% over the past month.\n", + "\n", + "These results indicate that over the past month, NVIDIA’s stock has seen a significant increase in value, whereas Tesla’s stock has decreased in value. Keep in mind that stock prices and their performance are subject to rapid change and can vary within minutes.\n", + "\n", + "If you require any further assistance, please let me know. Otherwise, that concludes our task.\n", + "\n", + "TERMINATE\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[34m\n", + "********************************************************************************\u001b[0m\n", + "\u001b[34mStart a new chat with the following message: \n", + "Investigate possible reasons of the stock performance.\n", + "\n", + "With the following carryover: \n", + "The script has executed successfully and provided the following results:\n", + "\n", + "- The current stock price for NVIDIA Corporation (NVDA) is $722.48.\n", + "- The current stock price for Tesla, Inc. (TSLA) is $188.13.\n", + "- NVDA has experienced a percentage increase of 28.14% over the past month.\n", + "- TSLA has experienced a percentage decrease of -14.45% over the past month.\n", + "\n", + "These results indicate that over the past month, NVIDIA’s stock has seen a significant increase in value, whereas Tesla’s stock has decreased in value. Keep in mind that stock prices and their performance are subject to rapid change and can vary within minutes.\n", + "\n", + "If you require any further assistance, please let me know. Otherwise, that concludes our task.\n", + "\n", + "\u001b[0m\n", + "\u001b[34m\n", + "********************************************************************************\u001b[0m\n", + "\u001b[33mUser_Proxy_Auto\u001b[0m (to Researcher):\n", + "\n", + "Investigate possible reasons of the stock performance.\n", + "Context: \n", + "The script has executed successfully and provided the following results:\n", + "\n", + "- The current stock price for NVIDIA Corporation (NVDA) is $722.48.\n", + "- The current stock price for Tesla, Inc. (TSLA) is $188.13.\n", + "- NVDA has experienced a percentage increase of 28.14% over the past month.\n", + "- TSLA has experienced a percentage decrease of -14.45% over the past month.\n", + "\n", + "These results indicate that over the past month, NVIDIA’s stock has seen a significant increase in value, whereas Tesla’s stock has decreased in value. Keep in mind that stock prices and their performance are subject to rapid change and can vary within minutes.\n", + "\n", + "If you require any further assistance, please let me know. Otherwise, that concludes our task.\n", + "\n", + "\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[33mResearcher\u001b[0m (to User_Proxy_Auto):\n", + "\n", + "To investigate the possible reasons behind the differing stock performance of NVIDIA Corporation (NVDA) and Tesla, Inc. (TSLA), we would need to consider various factors including their recent earnings reports, any significant news events affecting the companies, industry trends, and broader market conditions that might influence the technology and automotive sectors specifically. \n", + "\n", + "Here is how I plan to carry out the task:\n", + "\n", + "1. Check the recent earnings reports of both companies to see if there are any indications of better- or worse-than-expected financial health.\n", + "2. Look for any major news announcements from the companies, such as product launches, regulatory approvals or actions, partnerships, or other events that could affect investor perceptions.\n", + "3. Analyze industry trends that might affect NVIDIA's GPU market and Tesla's electric vehicle market, respectively, such as supply chain disruptions or changes in consumer demand.\n", + "4. Consider broader market conditions, such as economic indicators, interest rate changes, or shifts in investor sentiment that might have a sector-specific impact.\n", + "\n", + "We can start by using a web search to gather this information. Let's begin by searching for recent news about NVIDIA Corporation (NVDA) and Tesla, Inc. (TSLA).\n", + "\n", + "```python\n", + "# filename: fetch_stock_news.py\n", + "import webbrowser\n", + "\n", + "# URLs for news about NVDA and TSLA\n", + "nvda_news_url = \"https://www.google.com/search?q=NVIDIA+Corporation+NVDA+stock+news\"\n", + "tsla_news_url = \"https://www.google.com/search?q=Tesla+Inc+TSLA+stock+news\"\n", + "\n", + "# Open the URLs in web browsers\n", + "webbrowser.open(nvda_news_url)\n", + "webbrowser.open(tsla_news_url)\n", + "\n", + "print(\"Browser tabs with news about NVIDIA Corporation (NVDA) and Tesla, Inc. (TSLA) should now be open.\")\n", + "```\n", + "\n", + "This script will use the webbrowser module to open tabs in the user's web browser to search for news about the respective companies. Once you have the news articles, we can analyze the content to understand the stock performance reasons.\n", + "\n", + "Execute this script to proceed with the task. If there is any additional information from recent news that might shed light on the stock performance, please provide it, and we can continue our investigation.\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[31m\n", + ">>>>>>>> EXECUTING CODE BLOCK 0 (inferred language is python)...\u001b[0m\n", + "\u001b[33mUser_Proxy_Auto\u001b[0m (to Researcher):\n", + "\n", + "exitcode: 0 (execution succeeded)\n", + "Code output: \n", + "Browser tabs with news about NVIDIA Corporation (NVDA) and Tesla, Inc. (TSLA) should now be open.\n", + "\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[33mResearcher\u001b[0m (to User_Proxy_Auto):\n", + "\n", + "Great, please review the news articles about both NVIDIA Corporation (NVDA) and Tesla, Inc. (TSLA) that opened in your browser tabs. Here's what you should look for in the news:\n", + "\n", + "1. **Financial Reports**: Check for the most recent quarterly earnings reports, any comments about revenue growth or challenges, and guidance for future quarters.\n", + "2. **Product Announcements**: See if there have been any announcements regarding new technology, products, collaborations, or significant updates that could have influenced investor attitudes.\n", + "3. **Regulatory News**: Determine if there have been any legislative changes or regulations reported that may impact the companies' operations.\n", + "4. **Market Trends**: Look for information about the semiconductor market for NVDA and the electric vehicle market for TSLA, as these could be indicators of industry momentum affecting these stocks.\n", + "5. **Executive Moves**: See if there have been any major changes in leadership within either company.\n", + "6. **Broader Market Events**: Lastly, look for news about broad market trends or economic factors that might indirectly influence the stock performance of these companies.\n", + "\n", + "After reviewing the news, you should have a clearer idea of what has been driving the stock prices for NVDA and TSLA. If there are multiple factors influencing the stock performances, the recent news should provide insight into which ones are most significant.\n", + "\n", + "Since I am unable to browse the web, please summarize your findings based on the review of the news articles.\n", + "\n", + "If the information is too much to process or you're seeking specific answers, please provide a summary of the key news points, and I can assist further in analyzing them.\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[33mUser_Proxy_Auto\u001b[0m (to Researcher):\n", + "\n", + "\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[33mResearcher\u001b[0m (to User_Proxy_Auto):\n", + "\n", + "It appears there may have been a misunderstanding. In order to proceed with the investigation into the stock performance of NVIDIA Corporation (NVDA) and Tesla, Inc. (TSLA), I would need a summary or at least key points from the recent news articles that you've found in your web browser.\n", + "\n", + "Since I don't have the capability to browse the web or review external sources, I rely on information provided to me. If you've gathered relevant news, please share this information with me. If there are specific headlines, financial report details, announcements, or other pieces of information that you believe could be related to the stock performance, providing those would be the best way to proceed.\n", + "\n", + "Once I have that information, I can help interpret the data and provide possible reasons for the stock performance based on your summary.\n", + "\n", + "Alternatively, if you did not find any relevant information in the news articles or need assistance with another task, please let me know how else I may assist you.\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[33mUser_Proxy_Auto\u001b[0m (to Researcher):\n", + "\n", + "\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[33mResearcher\u001b[0m (to User_Proxy_Auto):\n", + "\n", + "It seems there is no new information provided to assess the stock performance of NVIDIA Corporation (NVDA) and Tesla, Inc. (TSLA). Without specific details, I can suggest possible general factors based on common reasons that typically influence stock performance:\n", + "\n", + "1. **Earnings Reports**: A company's stock often reacts to earnings reports. NVDA might have had stronger-than-expected earnings and outlook, while TSLA might have reported weaker results or provided disappointing guidance.\n", + " \n", + "2. **Product and Service Developments**: Any new product launches or updates may have affected these stocks. For example, NVDA could be benefiting from new GPU technologies or partnerships in AI or data centers, while TSLA might be facing a slow rollout of new electric vehicle models.\n", + "\n", + "3. **Supply Chain and Manufacturing**: Given the global supply chain issues, NVDA could have successfully navigated the challenges, whereas TSLA might have struggled due to dependency on components like batteries.\n", + "\n", + "4. **Regulatory Environment**: Changes in regulations could impact these companies differently, especially given the industries they operate within. This could include things like semiconductor tariffs or EV subsidies and legislation.\n", + "\n", + "5. **Market Conditions**: Broader market conditions or shifts in investor sentiment toward the tech sector versus the auto sector could be at play. Rising interest rates or economic downturns can also affect investor behavior.\n", + "\n", + "6. **Strategic Announcements**: Any significant changes in company strategy, such as mergers, acquisitions, or shifts in business focus, might influence stock prices.\n", + "\n", + "7. **Leadership Changes**: Executive leadership changes can affect investor confidence and stock performance.\n", + "\n", + "8. **Global Events**: Macro events like geopolitical tensions, economic policies, or major global events can have wide-ranging effects on the stock market.\n", + "\n", + "9. **Investor Sentiment**: Sometimes the stock market moves based on sentiment, trends, and investor perceptions, which can sometimes be disconnected from a company's fundamental performance.\n", + "\n", + "Without the latest news or specific information relating to NVDA and TSLA, this is as specific as the analysis can get. To get a more detailed understanding, you would need to look into the recent events specifically related to both companies.\n", + "\n", + "If there is no further information or analysis needed at this time, that concludes the investigation. Please let me know if there is anything else I can assist with.\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[33mUser_Proxy_Auto\u001b[0m (to Researcher):\n", + "\n", + "\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[33mResearcher\u001b[0m (to User_Proxy_Auto):\n", + "\n", + "Since there doesn't seem to be any further information to process or additional requests for assistance, it looks like we've reached the conclusion of this task. If you need help in the future with similar inquiries or any other questions, feel free to reach out. \n", + "\n", + "TERMINATE\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[34m\n", + "********************************************************************************\u001b[0m\n", + "\u001b[34mStart a new chat with the following message: \n", + "Develop an engaging blog post using any information provided.\n", + "\n", + "With the following carryover: \n", + "I want to include a figure or a table of data in the blogpost.\n", + "The script has executed successfully and provided the following results:\n", + "\n", + "- The current stock price for NVIDIA Corporation (NVDA) is $722.48.\n", + "- The current stock price for Tesla, Inc. (TSLA) is $188.13.\n", + "- NVDA has experienced a percentage increase of 28.14% over the past month.\n", + "- TSLA has experienced a percentage decrease of -14.45% over the past month.\n", + "\n", + "These results indicate that over the past month, NVIDIA’s stock has seen a significant increase in value, whereas Tesla’s stock has decreased in value. Keep in mind that stock prices and their performance are subject to rapid change and can vary within minutes.\n", + "\n", + "If you require any further assistance, please let me know. Otherwise, that concludes our task.\n", + "\n", + "\n", + "To investigate the stock performance of NVIDIA Corporation (NVDA) and Tesla, Inc. (TSLA), potential factors to consider include recent earnings reports, significant news events, industry trends, market conditions, and broader macroeconomic factors. Without specific external news or data, generalized potential reasons for NVDA's stock increase and TSLA's stock decrease were provided, including earnings performance, product and service developments, supply chain and manufacturing issues, regulatory environment changes, strategic company announcements, leadership changes, and global events. Further detailed analysis requires external news and data, which wasn't supplied during the conversation. The investigation concludes due to a lack of additional information.\u001b[0m\n", + "\u001b[34m\n", + "********************************************************************************\u001b[0m\n", + "\u001b[33mUser_Proxy\u001b[0m (to writer):\n", + "\n", + "Develop an engaging blog post using any information provided.\n", + "Context: \n", + "I want to include a figure or a table of data in the blogpost.\n", + "The script has executed successfully and provided the following results:\n", + "\n", + "- The current stock price for NVIDIA Corporation (NVDA) is $722.48.\n", + "- The current stock price for Tesla, Inc. (TSLA) is $188.13.\n", + "- NVDA has experienced a percentage increase of 28.14% over the past month.\n", + "- TSLA has experienced a percentage decrease of -14.45% over the past month.\n", + "\n", + "These results indicate that over the past month, NVIDIA’s stock has seen a significant increase in value, whereas Tesla’s stock has decreased in value. Keep in mind that stock prices and their performance are subject to rapid change and can vary within minutes.\n", + "\n", + "If you require any further assistance, please let me know. Otherwise, that concludes our task.\n", + "\n", + "\n", + "To investigate the stock performance of NVIDIA Corporation (NVDA) and Tesla, Inc. (TSLA), potential factors to consider include recent earnings reports, significant news events, industry trends, market conditions, and broader macroeconomic factors. Without specific external news or data, generalized potential reasons for NVDA's stock increase and TSLA's stock decrease were provided, including earnings performance, product and service developments, supply chain and manufacturing issues, regulatory environment changes, strategic company announcements, leadership changes, and global events. Further detailed analysis requires external news and data, which wasn't supplied during the conversation. The investigation concludes due to a lack of additional information.\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[33mwriter\u001b[0m (to User_Proxy):\n", + "\n", + "**Roller Coaster Markets: The Ups and Downs of NVDA and TSLA Stocks**\n", + "\n", + "The stock market is a melting pot of numbers, emotions, predictions, and ever-changing trends. Just when you think you have it figured out, it takes a sharp turn, leaving many investors bewildered in its wake. This turbulent affair is best exemplified by the recent performances of two high-profile tech titans: NVIDIA Corporation (NVDA) and Tesla, Inc. (TSLA). In the span of a month, we've witnessed a tale of two very different fortunes, with NVDA soaring and TSLA dropping. Let's dive into these twists and turns with the help of some compelling numbers.\n", + "\n", + "### A Tale of Two Stocks: NVIDIA vs. Tesla\n", + "\n", + "First, let's set the scene with the main actors: our current stock prices. As of now, NVIDIA stands at a commanding $722.48, while Tesla has taken a more modest position at $188.13. These figures are not just digits on a screen; they represent the bloodline of the companies in the financial markets. They're the instantly-updatable scorecards telling us how the companies are faring in the eyes of investors.\n", + "\n", + "But the plot thickens when we look at the performance over the past month. NVIDIA has seen a stellar rise, its stock price ballooning by 28.14%. Conversely, Tesla's numbers tell a somber story, with its value deflating by -14.45%. What could be behind this diverging fate of two tech giants? Before we venture a guess, take a look at the data neatly laid out:\n", + "\n", + "| Company | Current Stock Price | 1-Month Performance |\n", + "|---------|---------------------|---------------------|\n", + "| NVDA | $722.48 | +28.14% |\n", + "| TSLA | $188.13 | -14.45% |\n", + "\n", + "### Understanding the Tides of Tech Stocks\n", + "\n", + "Now, to peel back the layers of these statistics, we need to consider a variety of elements that can influence a stock's allure. For NVIDIA, this commanding uptick could be attributed to several factors. Earnings reports beating expectations, breakthroughs in AI and deep learning technologies, or a bullish semiconductor market overall might all play roles in lifting up the NVDA stock.\n", + "\n", + "Tesla's journey down the stock price hill could be pinned to a wider range of possibilities—perhaps disappointing earnings, production bottlenecks, or even the CEO's latest Twitter escapade could have investors hedging their bets. The automotive industry is also notoriously sensitive to economic shifts, supply chain issues, and regulatory news, all of which could impact TSLA's value.\n", + "\n", + "### Weighing the Market's Mood Swings\n", + "\n", + "As smart as it would be to chalk up NVIDIA's rally and Tesla's slouch entirely to company-specific news, let's not discount broader market conditions and macroeconomic factors. Investor sentiment can be swayed by global events, interest rates, and shifts in technology trends. The market's current darling could quickly become tomorrow's underdog if the winds change direction.\n", + "\n", + "### A Chapter Yet to Finish\n", + "\n", + "As much as these numbers paint a vivid picture of the present, it's crucial to remember that the markets are dynamic. What we see today could very well be upended by tomorrow's news, a sudden geopolitical shakeup, or even a tweet. For now, though, NVIDIA shareholders can bask in the green glow of their portfolio screens, while Tesla's faithful must buckle up and ride out the storm, hopeful for smoother roads ahead.\n", + "\n", + "### Final Thoughts\n", + "\n", + "Always keep in mind, the stock market's story is a continuing saga, not a short tale. The graph that ascends today might dip tomorrow, and the sagging curve might soon find its uplift. Wise is the investor who looks beyond the immediate drama, focusing on the long-term narrative built on solid fundamentals, effective strategies, and a keen eye for the unpredictable ebb and flow of financial tides.\n", + "\n", + "Stocks are inherently volatile, and while today's data gives us a snapshot, only time will tell the full story. What we can do is watch, analyze, and perhaps, if we're bold enough, place our bets on the outcome of the next chapter in the thrilling manuscript of the stock market.\n", + "\n", + "Stay tuned, investors. The market's pen is never at rest.\n", + "\n", + "TERMINATE\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[33mUser_Proxy\u001b[0m (to writer):\n", + "\n", + "Enrich the blogpost and mention Microsoft. \n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[33mwriter\u001b[0m (to User_Proxy):\n", + "\n", + "**The Highs and Lows of Tech Stocks: NVIDIA, Tesla, and Microsoft's Market Dance**\n", + "\n", + "In the theater of the stock market, the drama is unending and the characters many, each playing its part with gusto in a play directed by invisible hands. Today's spotlight shines on a trio of modern technology giants: NVIDIA Corporation (NVDA), Tesla, Inc. (TSLA), and the ever-present Microsoft Corporation (MSFT). The intrigue lies in their recent performances, moving to different rhythms in the vast orchestra of the marketplace.\n", + "\n", + "### NVDA Soars, TSLA Sours: Microsoft Keeps Tempo\n", + "\n", + "Let's initiate our market overture with a glance at NVIDIA, the maestro of the moment, which boasts a current stock price of $722.48, having swelled by an impressive 28.14% over the past month. In stark contrast stands Tesla, its stock price now at $188.13, with a recent history punctuated by a 14.45% decline. But what of Microsoft, you ask? The seasoned performer sits at $285.30, with a slight month-on-month crescendo of 1.6%. Here's the data at a glance:\n", + "\n", + "| Company | Current Stock Price | 1-Month Performance |\n", + "|---------|---------------------|---------------------|\n", + "| NVDA | $722.48 | +28.14% |\n", + "| TSLA | $188.13 | -14.45% |\n", + "| MSFT | $285.30 | +1.6% |\n", + "\n", + "### A Symphony of Factors: Decoding the Notes\n", + "\n", + "NVIDIA's symphonic rise could be the result of sweeping product announcements, promising AI adventures, or perhaps the basic cadence of a buoyant semiconductor sector. On the opposite end, Tesla's current decrescendo may echo supply chain dissonances, or maybe the electric vehicle maestro's tweets have struck a dissonant chord with investors.\n", + "\n", + "In this complex composition, Microsoft's note is more stable, gently swaying with the market's rhythm, a testament to its diversified portfolio and its ability to maintain its stronghold as a foundational figure in both enterprise and consumer software realms.\n", + "\n", + "### The Dynamics of Diverse Portfolios: Microsoft's Melody\n", + "\n", + "Microsoft, an elder statesman of the tech world, has a more diversified portfolio, which could explain its relatively stable crescendo in a landscape prone to cacophony. Its persistent evolution—from its cloud computing juggernaut Azure to its gaming arm with Xbox to innovations in AI and business applications—provides a balance that often steadies it against the market's more erratic tempo changes.\n", + "\n", + "### Tech Stocks and The Market's Great Concerto\n", + "\n", + "Tech stocks, in general, are prone to rapid movements that seemingly follow the beat of an unseen conductor. Market sentiment shifts with a blend of technology trends, financial reports, and global economic themes. Savvy investors aim to read the sheet music of market indicators, tuning their strategies to benefit from the harmonics while being wary of the potential for a sudden fortissimo or pianissimo.\n", + "\n", + "### Understanding the Crescendos and Diminuendos \n", + "\n", + "As we take in the current tableau—NVIDIA's crescendo, Tesla's diminuendo, and Microsoft's moderato—it's important to understand that investment strategies can seldom rely on the rhythm of a single month. It takes an ear for the long-term melody and an eye on how each company composes its future initiatives.\n", + "\n", + "### The Ever-Unfolding Composition\n", + "\n", + "In the stock market's grand composition, NVIDIA, Tesla, and Microsoft are but individual movements within a much larger symphony. Some may rise dramatically, their stocks creating breathtaking harmonies, while others may endure temporary setbacks, their share prices softly ebbing. Microsoft's steady presence serves as a reminder that in the tumult of tech stocks, a diverse and balanced approach often holds the key to sustaining a harmonious investment portfolio.\n", + "\n", + "The tale of these tech titans is an unfolding narrative, a reminder that fortunes in this domain can pivot on the smallest of dimes. The key takeaway for the investor audience: clap for the crescendos, but never ignore the subtler notes in the background. Each stock plays its part, and each investor composes their own unique investment opus.\n", + "\n", + "Until our next market performance review, let's keep a keen eye on the baton's next move—as unpredictable as it may be. For in the stock market's sonata, today's silence could precede tomorrow's symphony.\n", + "\n", + "TERMINATE\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[31m\n", + ">>>>>>>> NO HUMAN INPUT RECEIVED.\u001b[0m\n" + ] + } + ], + "source": [ + "financial_assistant = autogen.AssistantAgent(\n", + " name=\"Financial_assistant\",\n", + " llm_config=llm_config,\n", + ")\n", + "research_assistant = autogen.AssistantAgent(\n", + " name=\"Researcher\",\n", + " llm_config=llm_config,\n", + ")\n", + "writer = autogen.AssistantAgent(\n", + " name=\"writer\",\n", + " llm_config=llm_config,\n", + " system_message=\"\"\"\n", + " You are a professional writer, known for\n", + " your insightful and engaging articles.\n", + " You transform complex concepts into compelling narratives.\n", + " Reply \"TERMINATE\" in the end when everything is done.\n", + " \"\"\",\n", + ")\n", + "\n", + "user_proxy_auto = autogen.UserProxyAgent(\n", + " name=\"User_Proxy_Auto\",\n", + " human_input_mode=\"NEVER\",\n", + " is_termination_msg=lambda x: x.get(\"content\", \"\") and x.get(\"content\", \"\").rstrip().endswith(\"TERMINATE\"),\n", + " code_execution_config={\n", + " \"last_n_messages\": 1,\n", + " \"work_dir\": \"tasks\",\n", + " \"use_docker\": False,\n", + " }, # Please set use_docker=True if docker is available to run the generated code. Using docker is safer than running the generated code directly.\n", + ")\n", + "\n", + "user_proxy = autogen.UserProxyAgent(\n", + " name=\"User_Proxy\",\n", + " human_input_mode=\"ALWAYS\", # ask human for input at each step\n", + " is_termination_msg=lambda x: x.get(\"content\", \"\") and x.get(\"content\", \"\").rstrip().endswith(\"TERMINATE\"),\n", + " code_execution_config={\n", + " \"last_n_messages\": 1,\n", + " \"work_dir\": \"tasks\",\n", + " \"use_docker\": False,\n", + " }, # Please set use_docker=True if docker is available to run the generated code. Using docker is safer than running the generated code directly.\n", + ")\n", + "\n", + "\n", + "chat_results = autogen.initiate_chats(\n", + " [\n", + " {\n", + " \"sender\": user_proxy_auto,\n", + " \"recipient\": financial_assistant,\n", + " \"message\": financial_tasks[0],\n", + " \"clear_history\": True,\n", + " \"silent\": False,\n", + " \"summary_method\": \"last_msg\",\n", + " },\n", + " {\n", + " \"sender\": user_proxy_auto,\n", + " \"recipient\": research_assistant,\n", + " \"message\": financial_tasks[1],\n", + " \"summary_method\": \"reflection_with_llm\",\n", + " },\n", + " {\n", + " \"sender\": user_proxy,\n", + " \"recipient\": writer,\n", + " \"message\": writing_tasks[0],\n", + " \"carryover\": \"I want to include a figure or a table of data in the blogpost.\",\n", + " },\n", + " ]\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Check chat results\n", + "The `initiate_chat` method returns a `ChatResult` object, which is a dataclass object storing information about the chat. Currently, it includes the following attributes:\n", + "\n", + "- `chat_history`: a list of chat history.\n", + "- `summary`: a string of chat summary. A summary is only available if a summary_method is provided when initiating the chat.\n", + "- `cost`: a tuple of (total_cost, total_actual_cost), where total_cost is a dictionary of cost information, and total_actual_cost is a dictionary of information on the actual incurred cost with cache.\n", + "- `human_input`: a list of strings of human inputs solicited during the chat. (Note that since we are setting `human_input_mode` to `NEVER` in this notebook, this list is always empty.)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "*****0th chat*******:\n", + "The script has executed successfully and provided the following results:\n", + "\n", + "- The current stock price for NVIDIA Corporation (NVDA) is $722.48.\n", + "- The current stock price for Tesla, Inc. (TSLA) is $188.13.\n", + "- NVDA has experienced a percentage increase of 28.14% over the past month.\n", + "- TSLA has experienced a percentage decrease of -14.45% over the past month.\n", + "\n", + "These results indicate that over the past month, NVIDIA’s stock has seen a significant increase in value, whereas Tesla’s stock has decreased in value. Keep in mind that stock prices and their performance are subject to rapid change and can vary within minutes.\n", + "\n", + "If you require any further assistance, please let me know. Otherwise, that concludes our task.\n", + "\n", + "\n", + "Human input in the middle: []\n", + "Conversation cost: ({'total_cost': 0.08859, 'gpt-4': {'cost': 0.08859, 'prompt_tokens': 1597, 'completion_tokens': 678, 'total_tokens': 2275}}, {'total_cost': 0})\n", + "\n", + "\n", + "\n", + "*****1th chat*******:\n", + "To investigate the stock performance of NVIDIA Corporation (NVDA) and Tesla, Inc. (TSLA), potential factors to consider include recent earnings reports, significant news events, industry trends, market conditions, and broader macroeconomic factors. Without specific external news or data, generalized potential reasons for NVDA's stock increase and TSLA's stock decrease were provided, including earnings performance, product and service developments, supply chain and manufacturing issues, regulatory environment changes, strategic company announcements, leadership changes, and global events. Further detailed analysis requires external news and data, which wasn't supplied during the conversation. The investigation concludes due to a lack of additional information.\n", + "Human input in the middle: []\n", + "Conversation cost: ({'total_cost': 0.36354, 'gpt-4': {'cost': 0.36354, 'prompt_tokens': 8864, 'completion_tokens': 1627, 'total_tokens': 10491}}, {'total_cost': 0})\n", + "\n", + "\n", + "\n", + "*****2th chat*******:\n", + "**The Highs and Lows of Tech Stocks: NVIDIA, Tesla, and Microsoft's Market Dance**\n", + "\n", + "In the theater of the stock market, the drama is unending and the characters many, each playing its part with gusto in a play directed by invisible hands. Today's spotlight shines on a trio of modern technology giants: NVIDIA Corporation (NVDA), Tesla, Inc. (TSLA), and the ever-present Microsoft Corporation (MSFT). The intrigue lies in their recent performances, moving to different rhythms in the vast orchestra of the marketplace.\n", + "\n", + "### NVDA Soars, TSLA Sours: Microsoft Keeps Tempo\n", + "\n", + "Let's initiate our market overture with a glance at NVIDIA, the maestro of the moment, which boasts a current stock price of $722.48, having swelled by an impressive 28.14% over the past month. In stark contrast stands Tesla, its stock price now at $188.13, with a recent history punctuated by a 14.45% decline. But what of Microsoft, you ask? The seasoned performer sits at $285.30, with a slight month-on-month crescendo of 1.6%. Here's the data at a glance:\n", + "\n", + "| Company | Current Stock Price | 1-Month Performance |\n", + "|---------|---------------------|---------------------|\n", + "| NVDA | $722.48 | +28.14% |\n", + "| TSLA | $188.13 | -14.45% |\n", + "| MSFT | $285.30 | +1.6% |\n", + "\n", + "### A Symphony of Factors: Decoding the Notes\n", + "\n", + "NVIDIA's symphonic rise could be the result of sweeping product announcements, promising AI adventures, or perhaps the basic cadence of a buoyant semiconductor sector. On the opposite end, Tesla's current decrescendo may echo supply chain dissonances, or maybe the electric vehicle maestro's tweets have struck a dissonant chord with investors.\n", + "\n", + "In this complex composition, Microsoft's note is more stable, gently swaying with the market's rhythm, a testament to its diversified portfolio and its ability to maintain its stronghold as a foundational figure in both enterprise and consumer software realms.\n", + "\n", + "### The Dynamics of Diverse Portfolios: Microsoft's Melody\n", + "\n", + "Microsoft, an elder statesman of the tech world, has a more diversified portfolio, which could explain its relatively stable crescendo in a landscape prone to cacophony. Its persistent evolution—from its cloud computing juggernaut Azure to its gaming arm with Xbox to innovations in AI and business applications—provides a balance that often steadies it against the market's more erratic tempo changes.\n", + "\n", + "### Tech Stocks and The Market's Great Concerto\n", + "\n", + "Tech stocks, in general, are prone to rapid movements that seemingly follow the beat of an unseen conductor. Market sentiment shifts with a blend of technology trends, financial reports, and global economic themes. Savvy investors aim to read the sheet music of market indicators, tuning their strategies to benefit from the harmonics while being wary of the potential for a sudden fortissimo or pianissimo.\n", + "\n", + "### Understanding the Crescendos and Diminuendos \n", + "\n", + "As we take in the current tableau—NVIDIA's crescendo, Tesla's diminuendo, and Microsoft's moderato—it's important to understand that investment strategies can seldom rely on the rhythm of a single month. It takes an ear for the long-term melody and an eye on how each company composes its future initiatives.\n", + "\n", + "### The Ever-Unfolding Composition\n", + "\n", + "In the stock market's grand composition, NVIDIA, Tesla, and Microsoft are but individual movements within a much larger symphony. Some may rise dramatically, their stocks creating breathtaking harmonies, while others may endure temporary setbacks, their share prices softly ebbing. Microsoft's steady presence serves as a reminder that in the tumult of tech stocks, a diverse and balanced approach often holds the key to sustaining a harmonious investment portfolio.\n", + "\n", + "The tale of these tech titans is an unfolding narrative, a reminder that fortunes in this domain can pivot on the smallest of dimes. The key takeaway for the investor audience: clap for the crescendos, but never ignore the subtler notes in the background. Each stock plays its part, and each investor composes their own unique investment opus.\n", + "\n", + "Until our next market performance review, let's keep a keen eye on the baton's next move—as unpredictable as it may be. For in the stock market's sonata, today's silence could precede tomorrow's symphony.\n", + "\n", + "\n", + "Human input in the middle: ['Enrich the blogpost and mention Microsoft. ', '']\n", + "Conversation cost: ({'total_cost': 0.15831, 'gpt-4': {'cost': 0.15831, 'prompt_tokens': 1649, 'completion_tokens': 1814, 'total_tokens': 3463}}, {'total_cost': 0.09384, 'gpt-4': {'cost': 0.09384, 'prompt_tokens': 1278, 'completion_tokens': 925, 'total_tokens': 2203}})\n", + "\n", + "\n", + "\n" + ] + } + ], + "source": [ + "for i, chat_res in enumerate(chat_results):\n", + " print(f\"*****{i}th chat*******:\")\n", + " print(chat_res.summary)\n", + " print(\"Human input in the middle:\", chat_res.human_input)\n", + " print(\"Conversation cost: \", chat_res.cost)\n", + " print(\"\\n\\n\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.13" + }, + 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dac13aeb8e4c..38268849f209 100644 --- a/test/agentchat/test_agent_usage.py +++ b/test/agentchat/test_agent_usage.py @@ -1,4 +1,4 @@ -from autogen.agent_utils import gather_usage_summary +from autogen import gather_usage_summary from autogen import AssistantAgent, UserProxyAgent from test_assistant_agent import KEY_LOC, OAI_CONFIG_LIST import pytest diff --git a/test/agentchat/test_chats.py b/test/agentchat/test_chats.py index dfa1617cba5f..529ce46c17ab 100644 --- a/test/agentchat/test_chats.py +++ b/test/agentchat/test_chats.py @@ -6,6 +6,7 @@ import autogen from typing import Literal from typing_extensions import Annotated +from autogen import initiate_chats def test_chat_messages_for_summary(): @@ -129,14 +130,14 @@ def test_chats_group(): ] ) - chat_w_manager = chat_res[manager_2] + chat_w_manager = chat_res[-1] print(chat_w_manager.chat_history, chat_w_manager.summary, chat_w_manager.cost) - manager_2_res = user.get_chat_results(manager_2) + manager_2_res = user.get_chat_results(-1) all_res = user.get_chat_results() print(manager_2_res.summary, manager_2_res.cost) - print(all_res[financial_assistant].human_input) - print(all_res[manager_1].summary) + print(all_res[0].human_input) + print(all_res[1].summary) @pytest.mark.skipif(skip_openai, reason="requested to skip openai tests") @@ -217,16 +218,120 @@ def my_summary_method(recipient, sender): ] ) - chat_w_writer = chat_res[writer] + chat_w_writer = chat_res[-1] print(chat_w_writer.chat_history, chat_w_writer.summary, chat_w_writer.cost) - writer_res = user.get_chat_results(writer) + writer_res = user.get_chat_results(-1) all_res = user.get_chat_results() print(writer_res.summary, writer_res.cost) - print(all_res[financial_assistant_1].human_input) - print(all_res[financial_assistant_1].summary) - print(all_res[financial_assistant_1].chat_history) - print(all_res[financial_assistant_2].summary) + print(all_res[0].human_input) + print(all_res[0].summary) + print(all_res[0].chat_history) + print(all_res[1].summary) + # print(blogpost.summary, insights_and_blogpost) + + +@pytest.mark.skipif(skip_openai, reason="requested to skip openai tests") +def test_chats_general(): + config_list = autogen.config_list_from_json( + OAI_CONFIG_LIST, + file_location=KEY_LOC, + ) + + financial_tasks = [ + """What are the full names of NVDA and TESLA.""", + """Get their stock price.""", + """Analyze pros and cons. Keep it short.""", + ] + + writing_tasks = ["""Develop a short but engaging blog post using any information provided."""] + + financial_assistant_1 = AssistantAgent( + name="Financial_assistant_1", + llm_config={"config_list": config_list}, + ) + financial_assistant_2 = AssistantAgent( + name="Financial_assistant_2", + llm_config={"config_list": config_list}, + ) + writer = AssistantAgent( + name="Writer", + llm_config={"config_list": config_list}, + is_termination_msg=lambda x: x.get("content", "").find("TERMINATE") >= 0, + system_message=""" + You are a professional writer, known for + your insightful and engaging articles. + You transform complex concepts into compelling narratives. + Reply "TERMINATE" in the end when everything is done. + """, + ) + + user = UserProxyAgent( + name="User", + human_input_mode="NEVER", + is_termination_msg=lambda x: x.get("content", "").find("TERMINATE") >= 0, + code_execution_config={ + "last_n_messages": 1, + "work_dir": "tasks", + "use_docker": False, + }, # Please set use_docker=True if docker is available to run the generated code. Using docker is safer than running the generated code directly. + ) + + user_2 = UserProxyAgent( + name="User", + human_input_mode="NEVER", + is_termination_msg=lambda x: x.get("content", "").find("TERMINATE") >= 0, + max_consecutive_auto_reply=3, + code_execution_config={ + "last_n_messages": 1, + "work_dir": "tasks", + "use_docker": False, + }, # Please set use_docker=True if docker is available to run the generated code. Using docker is safer than running the generated code directly. + ) + + def my_summary_method(recipient, sender): + return recipient.chat_messages[sender][0].get("content", "") + + chat_res = initiate_chats( + [ + { + "sender": user, + "recipient": financial_assistant_1, + "message": financial_tasks[0], + "silent": False, + "summary_method": my_summary_method, + }, + { + "sender": user_2, + "recipient": financial_assistant_2, + "message": financial_tasks[1], + "silent": True, + "summary_method": "reflection_with_llm", + }, + { + "sender": user, + "recipient": financial_assistant_1, + "message": financial_tasks[2], + "summary_method": "last_msg", + "clear_history": False, + }, + { + "sender": user, + "recipient": writer, + "message": writing_tasks[0], + "carryover": "I want to include a figure or a table of data in the blogpost.", + "summary_method": "last_msg", + }, + ] + ) + + chat_w_writer = chat_res[-1] + print(chat_w_writer.chat_history, chat_w_writer.summary, chat_w_writer.cost) + + print(chat_res[0].human_input) + print(chat_res[0].summary) + print(chat_res[0].chat_history) + print(chat_res[1].summary) # print(blogpost.summary, insights_and_blogpost) @@ -379,7 +484,8 @@ def currency_calculator( if __name__ == "__main__": test_chats() - # test_chats_exceptions() - # test_chats_group() - # test_chats_w_func() + test_chats_general() + test_chats_exceptions() + test_chats_group() + test_chats_w_func() # test_chat_messages_for_summary() diff --git a/website/docs/Examples.md b/website/docs/Examples.md index 4d123d800e57..6236599f2d37 100644 --- a/website/docs/Examples.md +++ b/website/docs/Examples.md @@ -23,7 +23,9 @@ Links to notebook examples: - Automated Task Solving with transition paths specified in a graph - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_graph_modelling_language_using_select_speaker.ipynb) - Running a group chat as an inner-monolgue via the SocietyOfMindAgent - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_society_of_mind.ipynb) 1. **Sequential Multi-Agent Chats** - - Automated Sequential Multi-Agent Chats - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_multi_task_chats.ipynb) + - Automated Sequential Multi-Agent Chats + - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_multi_task_chats.ipynb) + - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchats.ipynb) 1. **Applications** - Automated Chess Game Playing & Chitchatting by GPT-4 Agents - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_chess.ipynb)