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Debugging

If you're building with LLMs, at some point something will break, and you'll need to debug. A model call will fail, or the model output will be misformatted, or there will be some nested model calls and it won't be clear where along the way an incorrect output was created.

Here are a few different tools and functionalities to aid in debugging.

Tracing‚Äč

Platforms with tracing capabilities like LangSmith are the most comprehensive solutions for debugging. These platforms make it easy to not only log and visualize LLM apps, but also to actively debug, test and refine them.

For anyone building production-grade LLM applications, we highly recommend using a platform like this.

LangSmith run

verbose‚Äč

If you're prototyping in Jupyter Notebooks or running Node scripts, it can be helpful to print out the intermediate steps of a chain run.

There are a number of ways to enable printing at varying degrees of verbosity.

Let's suppose we have a simple agent, and want to visualize the actions it takes and tool outputs it receives. Without any debugging, here's what we see:

import { AgentExecutor, createOpenAIToolsAgent } from "langchain/agents";
import { pull } from "langchain/hub";
import { ChatOpenAI } from "@langchain/openai";
import type { ChatPromptTemplate } from "@langchain/core/prompts";
import { TavilySearchResults } from "@langchain/community/tools/tavily_search";
import { Calculator } from "@langchain/community/tools/calculator";

const tools = [new TavilySearchResults(), new Calculator()];
const prompt = await pull<ChatPromptTemplate>("hwchase17/openai-tools-agent");
const llm = new ChatOpenAI({
model: "gpt-4-1106-preview",
temperature: 0,
});
const agent = await createOpenAIToolsAgent({
llm,
tools,
prompt,
});
const agentExecutor = new AgentExecutor({
agent,
tools,
});

API Reference:

const result = await agentExecutor.invoke({
input:
"Who directed the 2023 film Oppenheimer and what is their age? What is their age in days (assume 365 days per year)?",
});
console.log(result);
{
input: 'Who directed the 2023 film Oppenheimer and what is their age? What is their age in days (assume 365 days per year)?',
output: 'The 2023 film "Oppenheimer" was directed by Christopher Nolan, who was born on July 30, 1970. As of 2023, Christopher Nolan is 52 years old. His age in days, assuming 365 days per year, is approximately 19,525 days.'
}

{ verbose: true }‚Äč

Setting the verbose parameter will cause any LangChain component with callback support (chains, models, agents, tools, retrievers) to print the inputs they receive and outputs they generate. This is the most verbose setting and will fully log raw inputs and outputs.

import { AgentExecutor, createOpenAIToolsAgent } from "langchain/agents";
import { pull } from "langchain/hub";
import { ChatOpenAI } from "@langchain/openai";
import type { ChatPromptTemplate } from "@langchain/core/prompts";
import { TavilySearchResults } from "@langchain/community/tools/tavily_search";
import { Calculator } from "@langchain/community/tools/calculator";

const tools = [
new TavilySearchResults({ verbose: true }),
new Calculator({ verbose: true }),
];
const prompt = await pull<ChatPromptTemplate>("hwchase17/openai-tools-agent");
const llm = new ChatOpenAI({
model: "gpt-4-1106-preview",
temperature: 0,
verbose: true,
});
const agent = await createOpenAIToolsAgent({
llm,
tools,
prompt,
});
const agentExecutor = new AgentExecutor({
agent,
tools,
verbose: true,
});

API Reference:

const result = await agentExecutor.invoke({
input:
"Who directed the 2023 film Oppenheimer and what is their age? What is their age in days (assume 365 days per year)?",
});
console.log(result);
Console output
[chain/start] [1:chain:AgentExecutor] Entering Chain run with input: {
"input": "Who directed the 2023 film Oppenheimer and what is their age? What is their age in days (assume 365 days per year)?"
}
[chain/start] [1:chain:AgentExecutor > 2:chain:RunnableAgent] Entering Chain run with input: {
"input": "Who directed the 2023 film Oppenheimer and what is their age? What is their age in days (assume 365 days per year)?",
"steps": []
}
[chain/start] [1:chain:AgentExecutor > 2:chain:RunnableAgent > 3:chain:RunnableMap] Entering Chain run with input: {
"input": {
"input": "Who directed the 2023 film Oppenheimer and what is their age? What is their age in days (assume 365 days per year)?",
"steps": []
}
}
[chain/start] [1:chain:AgentExecutor > 2:chain:RunnableAgent > 3:chain:RunnableMap > 4:chain:RunnableLambda] Entering Chain run with input: {
"input": "Who directed the 2023 film Oppenheimer and what is their age? What is their age in days (assume 365 days per year)?",
"steps": []
}
[chain/end] [1:chain:AgentExecutor > 2:chain:RunnableAgent > 3:chain:RunnableMap > 4:chain:RunnableLambda] [96ms] Exiting Chain run with output: {
"output": []
}
[chain/end] [1:chain:AgentExecutor > 2:chain:RunnableAgent > 3:chain:RunnableMap] [280ms] Exiting Chain run with output: {
"agent_scratchpad": []
}
[chain/start] [1:chain:AgentExecutor > 2:chain:RunnableAgent > 5:prompt:ChatPromptTemplate] Entering Chain run with input: {
"input": "Who directed the 2023 film Oppenheimer and what is their age? What is their age in days (assume 365 days per year)?",
"steps": [],
"agent_scratchpad": []
}
[chain/end] [1:chain:AgentExecutor > 2:chain:RunnableAgent > 5:prompt:ChatPromptTemplate] [106ms] Exiting Chain run with output: {
"lc": 1,
"type": "constructor",
"id": [
"langchain_core",
"prompt_values",
"ChatPromptValue"
],
"kwargs": {
"messages": [
{
"lc": 1,
"type": "constructor",
"id": [
"langchain_core",
"messages",
"SystemMessage"
],
"kwargs": {
"content": "You are a helpful assistant",
"additional_kwargs": {}
}
},
{
"lc": 1,
"type": "constructor",
"id": [
"langchain_core",
"messages",
"HumanMessage"
],
"kwargs": {
"content": "Who directed the 2023 film Oppenheimer and what is their age? What is their age in days (assume 365 days per year)?",
"additional_kwargs": {}
}
}
]
}
}
[llm/start] [1:chain:AgentExecutor > 2:chain:RunnableAgent > 6:llm:ChatOpenAI] Entering LLM run with input: {
"messages": [
[
{
"lc": 1,
"type": "constructor",
"id": [
"langchain_core",
"messages",
"SystemMessage"
],
"kwargs": {
"content": "You are a helpful assistant",
"additional_kwargs": {}
}
},
{
"lc": 1,
"type": "constructor",
"id": [
"langchain_core",
"messages",
"HumanMessage"
],
"kwargs": {
"content": "Who directed the 2023 film Oppenheimer and what is their age? What is their age in days (assume 365 days per year)?",
"additional_kwargs": {}
}
}
]
]
}
[llm/start] [1:llm:ChatOpenAI] Entering LLM run with input: {
"messages": [
[
{
"lc": 1,
"type": "constructor",
"id": [
"langchain_core",
"messages",
"SystemMessage"
],
"kwargs": {
"content": "You are a helpful assistant",
"additional_kwargs": {}
}
},
{
"lc": 1,
"type": "constructor",
"id": [
"langchain_core",
"messages",
"HumanMessage"
],
"kwargs": {
"content": "Who directed the 2023 film Oppenheimer and what is their age? What is their age in days (assume 365 days per year)?",
"additional_kwargs": {}
}
}
]
]
}
[llm/end] [1:chain:AgentExecutor > 2:chain:RunnableAgent > 6:llm:ChatOpenAI] [1.93s] Exiting LLM run with output: {
"generations": [
[
{
"text": "",
"message": {
"lc": 1,
"type": "constructor",
"id": [
"langchain_core",
"messages",
"AIMessage"
],
"kwargs": {
"content": "",
"additional_kwargs": {
"tool_calls": [
{
"id": "call_0zHsbXv2AEH9JbkdZ326nbf4",
"type": "function",
"function": {
"name": "tavily_search_results_json",
"arguments": "{\"input\":\"director of the 2023 film Oppenheimer\"}"
}
}
]
}
}
},
"generationInfo": {
"finish_reason": "tool_calls"
}
}
]
],
"llmOutput": {
"tokenUsage": {
"completionTokens": 27,
"promptTokens": 153,
"totalTokens": 180
}
}
}
[llm/end] [1:llm:ChatOpenAI] [1.93s] Exiting LLM run with output: {
"generations": [
[
{
"text": "",
"message": {
"lc": 1,
"type": "constructor",
"id": [
"langchain_core",
"messages",
"AIMessage"
],
"kwargs": {
"content": "",
"additional_kwargs": {
"tool_calls": [
{
"id": "call_0zHsbXv2AEH9JbkdZ326nbf4",
"type": "function",
"function": {
"name": "tavily_search_results_json",
"arguments": "{\"input\":\"director of the 2023 film Oppenheimer\"}"
}
}
]
}
}
},
"generationInfo": {
"finish_reason": "tool_calls"
}
}
]
],
"llmOutput": {
"tokenUsage": {
"completionTokens": 27,
"promptTokens": 153,
"totalTokens": 180
}
}
}
[chain/start] [1:chain:AgentExecutor > 2:chain:RunnableAgent > 7:parser:OpenAIToolsAgentOutputParser] Entering Chain run with input: {
"lc": 1,
"type": "constructor",
"id": [
"langchain_core",
"messages",
"AIMessage"
],
"kwargs": {
"content": "",
"additional_kwargs": {
"tool_calls": [
{
"id": "call_0zHsbXv2AEH9JbkdZ326nbf4",
"type": "function",
"function": {
"name": "tavily_search_results_json",
"arguments": "{\"input\":\"director of the 2023 film Oppenheimer\"}"
}
}
]
}
}
}
[chain/end] [1:chain:AgentExecutor > 2:chain:RunnableAgent > 7:parser:OpenAIToolsAgentOutputParser] [94ms] Exiting Chain run with output: {
"output": [
{
"tool": "tavily_search_results_json",
"toolInput": {
"input": "director of the 2023 film Oppenheimer"
},
"toolCallId": "call_0zHsbXv2AEH9JbkdZ326nbf4",
"log": "Invoking \"tavily_search_results_json\" with {\"input\":\"director of the 2023 film Oppenheimer\"}\n",
"messageLog": [
{
"lc": 1,
"type": "constructor",
"id": [
"langchain_core",
"messages",
"AIMessage"
],
"kwargs": {
"content": "",
"additional_kwargs": {
"tool_calls": [
{
"id": "call_0zHsbXv2AEH9JbkdZ326nbf4",
"type": "function",
"function": {
"name": "tavily_search_results_json",
"arguments": "{\"input\":\"director of the 2023 film Oppenheimer\"}"
}
}
]
}
}
}
]
}
]
}
[chain/end] [1:chain:AgentExecutor > 2:chain:RunnableAgent] [2.92s] Exiting Chain run with output: {
"output": [
{
"tool": "tavily_search_results_json",
"toolInput": {
"input": "director of the 2023 film Oppenheimer"
},
"toolCallId": "call_0zHsbXv2AEH9JbkdZ326nbf4",
"log": "Invoking \"tavily_search_results_json\" with {\"input\":\"director of the 2023 film Oppenheimer\"}\n",
"messageLog": [
{
"lc": 1,
"type": "constructor",
"id": [
"langchain_core",
"messages",
"AIMessage"
],
"kwargs": {
"content": "",
"additional_kwargs": {
"tool_calls": [
{
"id": "call_0zHsbXv2AEH9JbkdZ326nbf4",
"type": "function",
"function": {
"name": "tavily_search_results_json",
"arguments": "{\"input\":\"director of the 2023 film Oppenheimer\"}"
}
}
]
}
}
}
]
}
]
}
[agent/action] [1:chain:AgentExecutor] Agent selected action: {
"tool": "tavily_search_results_json",
"toolInput": {
"input": "director of the 2023 film Oppenheimer"
},
"toolCallId": "call_0zHsbXv2AEH9JbkdZ326nbf4",
"log": "Invoking \"tavily_search_results_json\" with {\"input\":\"director of the 2023 film Oppenheimer\"}\n",
"messageLog": [
{
"lc": 1,
"type": "constructor",
"id": [
"langchain_core",
"messages",
"AIMessage"
],
"kwargs": {
"content": "",
"additional_kwargs": {
"tool_calls": [
{
"id": "call_0zHsbXv2AEH9JbkdZ326nbf4",
"type": "function",
"function": {
"name": "tavily_search_results_json",
"arguments": "{\"input\":\"director of the 2023 film Oppenheimer\"}"
}
}
]
}
}
}
]
}
[tool/start] [1:chain:AgentExecutor > 8:tool:TavilySearchResults] Entering Tool run with input: "director of the 2023 film Oppenheimer"
[tool/start] [1:tool:TavilySearchResults] Entering Tool run with input: "director of the 2023 film Oppenheimer"
[tool/end] [1:chain:AgentExecutor > 8:tool:TavilySearchResults] [2.15s] Exiting Tool run with output: "[{"title":"Christopher Nolan Wins Best Director Golden Globe for 'Oppenheimer'","url":"https://variety.com/2024/film/awards/christopher-nolan-golden-globes-best-director-oppenheimer-1235860547/","content":"\"Oppenheimer,\" the unlikiest of summer blockbusters, crushed expectations to become the third-highest grossing release of 2023 with $951 million worldwide. The movie, adapted from the Pulitzer ...","score":0.97379,"raw_content":null},{"title":"Oppenheimer (film) - Wikipedia","url":"https://en.wikipedia.org/wiki/Oppenheimer_(film)","content":"The film continued to hold well in the following weeks, making $32 million and $29.1 million in its fifth and sixth weekends.[174][175] As of September 10, 2023, the highest grossing territories were the United Kingdom ($72 million), Germany ($46.9 million), China ($46.8 million), France ($40.1 million) and Australia ($25.9 million).[176]\nCritical response\nThe film received critical acclaim.[a] Critics praised Oppenheimer primarily for its screenplay, the performances of the cast (particularly Murphy and Downey), and the visuals;[b] it was frequently cited as one of Nolan's best films,[191][192][183] and of 2023, although some criticism was aimed towards the writing of the female characters.[187] Hindustan Times reported that the film was also hailed as one of the best films of the 21st century.[193] He also chose to alternate between scenes in color and black-and-white to convey the story from both subjective and objective perspectives, respectively,[68] with most of Oppenheimer's view shown via the former, while the latter depicts a \"more objective view of his story from a different character's point of view\".[69][67] Wanting to make the film as subjective as possible, the production team decided to include visions of Oppenheimer's conceptions of the quantum world and waves of energy.[70] Nolan noted that Oppenheimer never publicly apologized for his role in the atomic bombings of Hiroshima and Nagasaki, but still desired to portray Oppenheimer as feeling genuine guilt for his actions, believing this to be accurate.[71]\nI think of any character I've dealt with, Oppenheimer is by far the most ambiguous and paradoxical. The production team was able to obtain government permission to film at White Sands Missile Range, but only at highly inconvenient hours, and therefore chose to film the scene elsewhere in the New Mexico desert.[2][95]\nThe production filmed the Trinity test scenes in Belen, New Mexico, with Murphy climbing a 100-foot steel tower, a replica of the original site used in the Manhattan Project, in rough weather.[2][95]\nA special set was built in which gasoline, propane, aluminum powder, and magnesium were used to create the explosive effect.[54] Although they used miniatures for the practical effect, the film's special effects supervisor Scott R. Fisher referred to them as \"big-atures\", since the special effects team had tried to build the models as physically large as possible. He felt that \"while our relationship with that [nuclear] fear has ebbed and flowed with time, the threat itself never actually went away\", and felt the 2022 Russian invasion of Ukraine had caused a resurgence of nuclear anxiety.[54] Nolan had also penned a script for a biopic of Howard Hughes approximately during the time of production of Martin Scorsese's The Aviator (2004), which had given him insight on how to write a script regarding a person's life.[53] Emily Blunt described the Oppenheimer script as \"emotional\" and resembling that of a thriller, while also remarking that Nolan had \"Trojan-Horsed a biopic into a thriller\".[72]\nCasting\nOppenheimer marks the sixth collaboration between Nolan and Murphy, and the first starring Murphy as the lead. [for Oppenheimer] in his approach to trying to deal with the consequences of what he'd been involved with\", while also underscoring that it is a \"huge shift in perception about the reality of Oppenheimer's perception\".[53] He wanted to execute a quick tonal shift after the atomic bombings of Hiroshima and Nagasaki, desiring to go from the \"highest triumphalism, the highest high, to the lowest low in the shortest amount of screen time possible\".[66] For the ending, Nolan chose to make it intentionally vague to be open to interpretation and refrained from being didactic or conveying specific messages in his work.","score":0.96785,"raw_content":null},{"title":"Oppenheimer (2023) - Full Cast & Crew - IMDb","url":"https://www.imdb.com/title/tt15398776/fullcredits/","content":"Ludwig Göransson Cinematography by Hoyte Van Hoytema ... director of photography Editing by Jennifer Lame Casting By John Papsidera ... (casting by) Production Design by Ruth De Jong Art Direction by Set Decoration by Costume Design by Ellen Mirojnick Makeup Department Production Management Second Unit Director or Assistant Director Art Department","score":0.94302,"raw_content":null},{"title":"'Oppenheimer' director Christopher Nolan honors Heath Ledger while ...","url":"https://www.cnn.com/2024/01/07/entertainment/christopher-nolan-heath-ledger-golden-globes/index.html","content":"Christopher Nolan won the best director Golden Globe award on Sunday for his 2023 film \"Oppenheimer,\" and he took the opportunity to honor the late Heath Ledger during his acceptance speech.","score":0.92034,"raw_content":null},{"title":"Oppenheimer (2023) - IMDb","url":"https://www.imdb.com/title/tt15398776/","content":"Oppenheimer: Directed by Christopher Nolan. With Cillian Murphy, Emily Blunt, Robert Downey Jr., Alden Ehrenreich. The story of American scientist J. Robert Oppenheimer and his role in the development of the atomic bomb.","score":0.91336,"raw_content":null}]"
[tool/end] [1:tool:TavilySearchResults] [2.15s] Exiting Tool run with output: "[{"title":"Christopher Nolan Wins Best Director Golden Globe for 'Oppenheimer'","url":"https://variety.com/2024/film/awards/christopher-nolan-golden-globes-best-director-oppenheimer-1235860547/","content":"\"Oppenheimer,\" the unlikiest of summer blockbusters, crushed expectations to become the third-highest grossing release of 2023 with $951 million worldwide. The movie, adapted from the Pulitzer ...","score":0.97379,"raw_content":null},{"title":"Oppenheimer (film) - Wikipedia","url":"https://en.wikipedia.org/wiki/Oppenheimer_(film)","content":"The film continued to hold well in the following weeks, making $32 million and $29.1 million in its fifth and sixth weekends.[174][175] As of September 10, 2023, the highest grossing territories were the United Kingdom ($72 million), Germany ($46.9 million), China ($46.8 million), France ($40.1 million) and Australia ($25.9 million).[176]\nCritical response\nThe film received critical acclaim.[a] Critics praised Oppenheimer primarily for its screenplay, the performances of the cast (particularly Murphy and Downey), and the visuals;[b] it was frequently cited as one of Nolan's best films,[191][192][183] and of 2023, although some criticism was aimed towards the writing of the female characters.[187] Hindustan Times reported that the film was also hailed as one of the best films of the 21st century.[193] He also chose to alternate between scenes in color and black-and-white to convey the story from both subjective and objective perspectives, respectively,[68] with most of Oppenheimer's view shown via the former, while the latter depicts a \"more objective view of his story from a different character's point of view\".[69][67] Wanting to make the film as subjective as possible, the production team decided to include visions of Oppenheimer's conceptions of the quantum world and waves of energy.[70] Nolan noted that Oppenheimer never publicly apologized for his role in the atomic bombings of Hiroshima and Nagasaki, but still desired to portray Oppenheimer as feeling genuine guilt for his actions, believing this to be accurate.[71]\nI think of any character I've dealt with, Oppenheimer is by far the most ambiguous and paradoxical. The production team was able to obtain government permission to film at White Sands Missile Range, but only at highly inconvenient hours, and therefore chose to film the scene elsewhere in the New Mexico desert.[2][95]\nThe production filmed the Trinity test scenes in Belen, New Mexico, with Murphy climbing a 100-foot steel tower, a replica of the original site used in the Manhattan Project, in rough weather.[2][95]\nA special set was built in which gasoline, propane, aluminum powder, and magnesium were used to create the explosive effect.[54] Although they used miniatures for the practical effect, the film's special effects supervisor Scott R. Fisher referred to them as \"big-atures\", since the special effects team had tried to build the models as physically large as possible. He felt that \"while our relationship with that [nuclear] fear has ebbed and flowed with time, the threat itself never actually went away\", and felt the 2022 Russian invasion of Ukraine had caused a resurgence of nuclear anxiety.[54] Nolan had also penned a script for a biopic of Howard Hughes approximately during the time of production of Martin Scorsese's The Aviator (2004), which had given him insight on how to write a script regarding a person's life.[53] Emily Blunt described the Oppenheimer script as \"emotional\" and resembling that of a thriller, while also remarking that Nolan had \"Trojan-Horsed a biopic into a thriller\".[72]\nCasting\nOppenheimer marks the sixth collaboration between Nolan and Murphy, and the first starring Murphy as the lead. [for Oppenheimer] in his approach to trying to deal with the consequences of what he'd been involved with\", while also underscoring that it is a \"huge shift in perception about the reality of Oppenheimer's perception\".[53] He wanted to execute a quick tonal shift after the atomic bombings of Hiroshima and Nagasaki, desiring to go from the \"highest triumphalism, the highest high, to the lowest low in the shortest amount of screen time possible\".[66] For the ending, Nolan chose to make it intentionally vague to be open to interpretation and refrained from being didactic or conveying specific messages in his work.","score":0.96785,"raw_content":null},{"title":"Oppenheimer (2023) - Full Cast & Crew - IMDb","url":"https://www.imdb.com/title/tt15398776/fullcredits/","content":"Ludwig Göransson Cinematography by Hoyte Van Hoytema ... director of photography Editing by Jennifer Lame Casting By John Papsidera ... (casting by) Production Design by Ruth De Jong Art Direction by Set Decoration by Costume Design by Ellen Mirojnick Makeup Department Production Management Second Unit Director or Assistant Director Art Department","score":0.94302,"raw_content":null},{"title":"'Oppenheimer' director Christopher Nolan honors Heath Ledger while ...","url":"https://www.cnn.com/2024/01/07/entertainment/christopher-nolan-heath-ledger-golden-globes/index.html","content":"Christopher Nolan won the best director Golden Globe award on Sunday for his 2023 film \"Oppenheimer,\" and he took the opportunity to honor the late Heath Ledger during his acceptance speech.","score":0.92034,"raw_content":null},{"title":"Oppenheimer (2023) - IMDb","url":"https://www.imdb.com/title/tt15398776/","content":"Oppenheimer: Directed by Christopher Nolan. With Cillian Murphy, Emily Blunt, Robert Downey Jr., Alden Ehrenreich. The story of American scientist J. Robert Oppenheimer and his role in the development of the atomic bomb.","score":0.91336,"raw_content":null}]"
[chain/start] [1:chain:AgentExecutor > 9:chain:RunnableAgent] Entering Chain run with input: {
"input": "Who directed the 2023 film Oppenheimer and what is their age? What is their age in days (assume 365 days per year)?",
"steps": [
{
"action": {
"tool": "tavily_search_results_json",
"toolInput": {
"input": "director of the 2023 film Oppenheimer"
},
"toolCallId": "call_0zHsbXv2AEH9JbkdZ326nbf4",
"log": "Invoking \"tavily_search_results_json\" with {\"input\":\"director of the 2023 film Oppenheimer\"}\n",
"messageLog": [
{
"lc": 1,
"type": "constructor",
"id": [
"langchain_core",
"messages",
"AIMessage"
],
"kwargs": {
"content": "",
"additional_kwargs": {
"tool_calls": [
{
"id": "call_0zHsbXv2AEH9JbkdZ326nbf4",
"type": "function",
"function": {
"name": "tavily_search_results_json",
"arguments": "{\"input\":\"director of the 2023 film Oppenheimer\"}"
}
}
]
}
}
}
]
},
"observation": "[{\"title\":\"Christopher Nolan Wins Best Director Golden Globe for 'Oppenheimer'\",\"url\":\"https://variety.com/2024/film/awards/christopher-nolan-golden-globes-best-director-oppenheimer-1235860547/\",\"content\":\"\\\"Oppenheimer,\\\" the unlikiest of summer blockbusters, crushed expectations to become the third-highest grossing release of 2023 with $951 million worldwide. The movie, adapted from the Pulitzer ...\",\"score\":0.97379,\"raw_content\":null},{\"title\":\"Oppenheimer (film) - Wikipedia\",\"url\":\"https://en.wikipedia.org/wiki/Oppenheimer_(film)\",\"content\":\"The film continued to hold well in the following weeks, making $32 million and $29.1 million in its fifth and sixth weekends.[174][175] As of September 10, 2023, the highest grossing territories were the United Kingdom ($72 million), Germany ($46.9 million), China ($46.8 million), France ($40.1 million) and Australia ($25.9 million).[176]\\nCritical response\\nThe film received critical acclaim.[a] Critics praised Oppenheimer primarily for its screenplay, the performances of the cast (particularly Murphy and Downey), and the visuals;[b] it was frequently cited as one of Nolan's best films,[191][192][183] and of 2023, although some criticism was aimed towards the writing of the female characters.[187] Hindustan Times reported that the film was also hailed as one of the best films of the 21st century.[193] He also chose to alternate between scenes in color and black-and-white to convey the story from both subjective and objective perspectives, respectively,[68] with most of Oppenheimer's view shown via the former, while the latter depicts a \\\"more objective view of his story from a different character's point of view\\\".[69][67] Wanting to make the film as subjective as possible, the production team decided to include visions of Oppenheimer's conceptions of the quantum world and waves of energy.[70] Nolan noted that Oppenheimer never publicly apologized for his role in the atomic bombings of Hiroshima and Nagasaki, but still desired to portray Oppenheimer as feeling genuine guilt for his actions, believing this to be accurate.[71]\\nI think of any character I've dealt with, Oppenheimer is by far the most ambiguous and paradoxical. The production team was able to obtain government permission to film at White Sands Missile Range, but only at highly inconvenient hours, and therefore chose to film the scene elsewhere in the New Mexico desert.[2][95]\\nThe production filmed the Trinity test scenes in Belen, New Mexico, with Murphy climbing a 100-foot steel tower, a replica of the original site used in the Manhattan Project, in rough weather.[2][95]\\nA special set was built in which gasoline, propane, aluminum powder, and magnesium were used to create the explosive effect.[54] Although they used miniatures for the practical effect, the film's special effects supervisor Scott R. Fisher referred to them as \\\"big-atures\\\", since the special effects team had tried to build the models as physically large as possible. 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[chain/start] [1:chain:AgentExecutor > 9:chain:RunnableAgent > 10:chain:RunnableMap] Entering Chain run with input: {
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"input": "Who directed the 2023 film Oppenheimer and what is their age? What is their age in days (assume 365 days per year)?",
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"observation": "[{\"title\":\"Christopher Nolan Wins Best Director Golden Globe for 'Oppenheimer'\",\"url\":\"https://variety.com/2024/film/awards/christopher-nolan-golden-globes-best-director-oppenheimer-1235860547/\",\"content\":\"\\\"Oppenheimer,\\\" the unlikiest of summer blockbusters, crushed expectations to become the third-highest grossing release of 2023 with $951 million worldwide. The movie, adapted from the Pulitzer ...\",\"score\":0.97379,\"raw_content\":null},{\"title\":\"Oppenheimer (film) - Wikipedia\",\"url\":\"https://en.wikipedia.org/wiki/Oppenheimer_(film)\",\"content\":\"The film continued to hold well in the following weeks, making $32 million and $29.1 million in its fifth and sixth weekends.[174][175] As of September 10, 2023, the highest grossing territories were the United Kingdom ($72 million), Germany ($46.9 million), China ($46.8 million), France ($40.1 million) and Australia ($25.9 million).[176]\\nCritical response\\nThe film received critical acclaim.[a] Critics praised Oppenheimer primarily for its screenplay, the performances of the cast (particularly Murphy and Downey), and the visuals;[b] it was frequently cited as one of Nolan's best films,[191][192][183] and of 2023, although some criticism was aimed towards the writing of the female characters.[187] Hindustan Times reported that the film was also hailed as one of the best films of the 21st century.[193] He also chose to alternate between scenes in color and black-and-white to convey the story from both subjective and objective perspectives, respectively,[68] with most of Oppenheimer's view shown via the former, while the latter depicts a \\\"more objective view of his story from a different character's point of view\\\".[69][67] Wanting to make the film as subjective as possible, the production team decided to include visions of Oppenheimer's conceptions of the quantum world and waves of energy.[70] Nolan noted that Oppenheimer never publicly apologized for his role in the atomic bombings of Hiroshima and Nagasaki, but still desired to portray Oppenheimer as feeling genuine guilt for his actions, believing this to be accurate.[71]\\nI think of any character I've dealt with, Oppenheimer is by far the most ambiguous and paradoxical. The production team was able to obtain government permission to film at White Sands Missile Range, but only at highly inconvenient hours, and therefore chose to film the scene elsewhere in the New Mexico desert.[2][95]\\nThe production filmed the Trinity test scenes in Belen, New Mexico, with Murphy climbing a 100-foot steel tower, a replica of the original site used in the Manhattan Project, in rough weather.[2][95]\\nA special set was built in which gasoline, propane, aluminum powder, and magnesium were used to create the explosive effect.[54] Although they used miniatures for the practical effect, the film's special effects supervisor Scott R. Fisher referred to them as \\\"big-atures\\\", since the special effects team had tried to build the models as physically large as possible. 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[chain/start] [1:chain:AgentExecutor > 9:chain:RunnableAgent > 10:chain:RunnableMap > 11:chain:RunnableLambda] Entering Chain run with input: {
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"observation": "[{\"title\":\"Christopher Nolan Wins Best Director Golden Globe for 'Oppenheimer'\",\"url\":\"https://variety.com/2024/film/awards/christopher-nolan-golden-globes-best-director-oppenheimer-1235860547/\",\"content\":\"\\\"Oppenheimer,\\\" the unlikiest of summer blockbusters, crushed expectations to become the third-highest grossing release of 2023 with $951 million worldwide. 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The production team was able to obtain government permission to film at White Sands Missile Range, but only at highly inconvenient hours, and therefore chose to film the scene elsewhere in the New Mexico desert.[2][95]\\nThe production filmed the Trinity test scenes in Belen, New Mexico, with Murphy climbing a 100-foot steel tower, a replica of the original site used in the Manhattan Project, in rough weather.[2][95]\\nA special set was built in which gasoline, propane, aluminum powder, and magnesium were used to create the explosive effect.[54] Although they used miniatures for the practical effect, the film's special effects supervisor Scott R. Fisher referred to them as \\\"big-atures\\\", since the special effects team had tried to build the models as physically large as possible. He felt that \\\"while our relationship with that [nuclear] fear has ebbed and flowed with time, the threat itself never actually went away\\\", and felt the 2022 Russian invasion of Ukraine had caused a resurgence of nuclear anxiety.[54] Nolan had also penned a script for a biopic of Howard Hughes approximately during the time of production of Martin Scorsese's The Aviator (2004), which had given him insight on how to write a script regarding a person's life.[53] Emily Blunt described the Oppenheimer script as \\\"emotional\\\" and resembling that of a thriller, while also remarking that Nolan had \\\"Trojan-Horsed a biopic into a thriller\\\".[72]\\nCasting\\nOppenheimer marks the sixth collaboration between Nolan and Murphy, and the first starring Murphy as the lead. [for Oppenheimer] in his approach to trying to deal with the consequences of what he'd been involved with\\\", while also underscoring that it is a \\\"huge shift in perception about the reality of Oppenheimer's perception\\\".[53] He wanted to execute a quick tonal shift after the atomic bombings of Hiroshima and Nagasaki, desiring to go from the \\\"highest triumphalism, the highest high, to the lowest low in the shortest amount of screen time possible\\\".[66] For the ending, Nolan chose to make it intentionally vague to be open to interpretation and refrained from being didactic or conveying specific messages in his work.\",\"score\":0.96785,\"raw_content\":null},{\"title\":\"Oppenheimer (2023) - Full Cast & Crew - IMDb\",\"url\":\"https://www.imdb.com/title/tt15398776/fullcredits/\",\"content\":\"Ludwig Göransson Cinematography by Hoyte Van Hoytema ... director of photography Editing by Jennifer Lame Casting By John Papsidera ... (casting by) Production Design by Ruth De Jong Art Direction by Set Decoration by Costume Design by Ellen Mirojnick Makeup Department Production Management Second Unit Director or Assistant Director Art Department\",\"score\":0.94302,\"raw_content\":null},{\"title\":\"'Oppenheimer' director Christopher Nolan honors Heath Ledger while ...\",\"url\":\"https://www.cnn.com/2024/01/07/entertainment/christopher-nolan-heath-ledger-golden-globes/index.html\",\"content\":\"Christopher Nolan won the best director Golden Globe award on Sunday for his 2023 film \\\"Oppenheimer,\\\" and he took the opportunity to honor the late Heath Ledger during his acceptance speech.\",\"score\":0.92034,\"raw_content\":null},{\"title\":\"Oppenheimer (2023) - IMDb\",\"url\":\"https://www.imdb.com/title/tt15398776/\",\"content\":\"Oppenheimer: Directed by Christopher Nolan. With Cillian Murphy, Emily Blunt, Robert Downey Jr., Alden Ehrenreich. The story of American scientist J. 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[chain/end] [1:chain:AgentExecutor > 9:chain:RunnableAgent > 10:chain:RunnableMap > 11:chain:RunnableLambda] [111ms] Exiting Chain run with output: {
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The movie, adapted from the Pulitzer ...\",\"score\":0.97379,\"raw_content\":null},{\"title\":\"Oppenheimer (film) - Wikipedia\",\"url\":\"https://en.wikipedia.org/wiki/Oppenheimer_(film)\",\"content\":\"The film continued to hold well in the following weeks, making $32 million and $29.1 million in its fifth and sixth weekends.[174][175] As of September 10, 2023, the highest grossing territories were the United Kingdom ($72 million), Germany ($46.9 million), China ($46.8 million), France ($40.1 million) and Australia ($25.9 million).[176]\\nCritical response\\nThe film received critical acclaim.[a] Critics praised Oppenheimer primarily for its screenplay, the performances of the cast (particularly Murphy and Downey), and the visuals;[b] it was frequently cited as one of Nolan's best films,[191][192][183] and of 2023, although some criticism was aimed towards the writing of the female characters.[187] Hindustan Times reported that the film was also hailed as one of the best films of the 21st century.[193] He also chose to alternate between scenes in color and black-and-white to convey the story from both subjective and objective perspectives, respectively,[68] with most of Oppenheimer's view shown via the former, while the latter depicts a \\\"more objective view of his story from a different character's point of view\\\".[69][67] Wanting to make the film as subjective as possible, the production team decided to include visions of Oppenheimer's conceptions of the quantum world and waves of energy.[70] Nolan noted that Oppenheimer never publicly apologized for his role in the atomic bombings of Hiroshima and Nagasaki, but still desired to portray Oppenheimer as feeling genuine guilt for his actions, believing this to be accurate.[71]\\nI think of any character I've dealt with, Oppenheimer is by far the most ambiguous and paradoxical. The production team was able to obtain government permission to film at White Sands Missile Range, but only at highly inconvenient hours, and therefore chose to film the scene elsewhere in the New Mexico desert.[2][95]\\nThe production filmed the Trinity test scenes in Belen, New Mexico, with Murphy climbing a 100-foot steel tower, a replica of the original site used in the Manhattan Project, in rough weather.[2][95]\\nA special set was built in which gasoline, propane, aluminum powder, and magnesium were used to create the explosive effect.[54] Although they used miniatures for the practical effect, the film's special effects supervisor Scott R. Fisher referred to them as \\\"big-atures\\\", since the special effects team had tried to build the models as physically large as possible. He felt that \\\"while our relationship with that [nuclear] fear has ebbed and flowed with time, the threat itself never actually went away\\\", and felt the 2022 Russian invasion of Ukraine had caused a resurgence of nuclear anxiety.[54] Nolan had also penned a script for a biopic of Howard Hughes approximately during the time of production of Martin Scorsese's The Aviator (2004), which had given him insight on how to write a script regarding a person's life.[53] Emily Blunt described the Oppenheimer script as \\\"emotional\\\" and resembling that of a thriller, while also remarking that Nolan had \\\"Trojan-Horsed a biopic into a thriller\\\".[72]\\nCasting\\nOppenheimer marks the sixth collaboration between Nolan and Murphy, and the first starring Murphy as the lead. [for Oppenheimer] in his approach to trying to deal with the consequences of what he'd been involved with\\\", while also underscoring that it is a \\\"huge shift in perception about the reality of Oppenheimer's perception\\\".[53] He wanted to execute a quick tonal shift after the atomic bombings of Hiroshima and Nagasaki, desiring to go from the \\\"highest triumphalism, the highest high, to the lowest low in the shortest amount of screen time possible\\\".[66] For the ending, Nolan chose to make it intentionally vague to be open to interpretation and refrained from being didactic or conveying specific messages in his work.\",\"score\":0.96785,\"raw_content\":null},{\"title\":\"Oppenheimer (2023) - Full Cast & Crew - IMDb\",\"url\":\"https://www.imdb.com/title/tt15398776/fullcredits/\",\"content\":\"Ludwig Göransson Cinematography by Hoyte Van Hoytema ... director of photography Editing by Jennifer Lame Casting By John Papsidera ... 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[chain/end] [1:chain:AgentExecutor > 9:chain:RunnableAgent > 10:chain:RunnableMap] [339ms] Exiting Chain run with output: {
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"content": "[{\"title\":\"Christopher Nolan Wins Best Director Golden Globe for 'Oppenheimer'\",\"url\":\"https://variety.com/2024/film/awards/christopher-nolan-golden-globes-best-director-oppenheimer-1235860547/\",\"content\":\"\\\"Oppenheimer,\\\" the unlikiest of summer blockbusters, crushed expectations to become the third-highest grossing release of 2023 with $951 million worldwide. The movie, adapted from the Pulitzer ...\",\"score\":0.97379,\"raw_content\":null},{\"title\":\"Oppenheimer (film) - Wikipedia\",\"url\":\"https://en.wikipedia.org/wiki/Oppenheimer_(film)\",\"content\":\"The film continued to hold well in the following weeks, making $32 million and $29.1 million in its fifth and sixth weekends.[174][175] As of September 10, 2023, the highest grossing territories were the United Kingdom ($72 million), Germany ($46.9 million), China ($46.8 million), France ($40.1 million) and Australia ($25.9 million).[176]\\nCritical response\\nThe film received critical acclaim.[a] Critics praised Oppenheimer primarily for its screenplay, the performances of the cast (particularly Murphy and Downey), and the visuals;[b] it was frequently cited as one of Nolan's best films,[191][192][183] and of 2023, although some criticism was aimed towards the writing of the female characters.[187] Hindustan Times reported that the film was also hailed as one of the best films of the 21st century.[193] He also chose to alternate between scenes in color and black-and-white to convey the story from both subjective and objective perspectives, respectively,[68] with most of Oppenheimer's view shown via the former, while the latter depicts a \\\"more objective view of his story from a different character's point of view\\\".[69][67] Wanting to make the film as subjective as possible, the production team decided to include visions of Oppenheimer's conceptions of the quantum world and waves of energy.[70] Nolan noted that Oppenheimer never publicly apologized for his role in the atomic bombings of Hiroshima and Nagasaki, but still desired to portray Oppenheimer as feeling genuine guilt for his actions, believing this to be accurate.[71]\\nI think of any character I've dealt with, Oppenheimer is by far the most ambiguous and paradoxical. The production team was able to obtain government permission to film at White Sands Missile Range, but only at highly inconvenient hours, and therefore chose to film the scene elsewhere in the New Mexico desert.[2][95]\\nThe production filmed the Trinity test scenes in Belen, New Mexico, with Murphy climbing a 100-foot steel tower, a replica of the original site used in the Manhattan Project, in rough weather.[2][95]\\nA special set was built in which gasoline, propane, aluminum powder, and magnesium were used to create the explosive effect.[54] Although they used miniatures for the practical effect, the film's special effects supervisor Scott R. Fisher referred to them as \\\"big-atures\\\", since the special effects team had tried to build the models as physically large as possible. 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[chain/start] [1:chain:AgentExecutor > 9:chain:RunnableAgent > 12:prompt:ChatPromptTemplate] Entering Chain run with input: {
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[chain/end] [1:chain:AgentExecutor > 9:chain:RunnableAgent > 12:prompt:ChatPromptTemplate] [133ms] Exiting Chain run with output: {
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[llm/start] [1:chain:AgentExecutor > 9:chain:RunnableAgent > 13:llm:ChatOpenAI] Entering LLM run with input: {
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He felt that \\\"while our relationship with that [nuclear] fear has ebbed and flowed with time, the threat itself never actually went away\\\", and felt the 2022 Russian invasion of Ukraine had caused a resurgence of nuclear anxiety.[54] Nolan had also penned a script for a biopic of Howard Hughes approximately during the time of production of Martin Scorsese's The Aviator (2004), which had given him insight on how to write a script regarding a person's life.[53] Emily Blunt described the Oppenheimer script as \\\"emotional\\\" and resembling that of a thriller, while also remarking that Nolan had \\\"Trojan-Horsed a biopic into a thriller\\\".[72]\\nCasting\\nOppenheimer marks the sixth collaboration between Nolan and Murphy, and the first starring Murphy as the lead. 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(casting by) Production Design by Ruth De Jong Art Direction by Set Decoration by Costume Design by Ellen Mirojnick Makeup Department Production Management Second Unit Director or Assistant Director Art Department\",\"score\":0.94302,\"raw_content\":null},{\"title\":\"'Oppenheimer' director Christopher Nolan honors Heath Ledger while ...\",\"url\":\"https://www.cnn.com/2024/01/07/entertainment/christopher-nolan-heath-ledger-golden-globes/index.html\",\"content\":\"Christopher Nolan won the best director Golden Globe award on Sunday for his 2023 film \\\"Oppenheimer,\\\" and he took the opportunity to honor the late Heath Ledger during his acceptance speech.\",\"score\":0.92034,\"raw_content\":null},{\"title\":\"Oppenheimer (2023) - IMDb\",\"url\":\"https://www.imdb.com/title/tt15398776/\",\"content\":\"Oppenheimer: Directed by Christopher Nolan. With Cillian Murphy, Emily Blunt, Robert Downey Jr., Alden Ehrenreich. The story of American scientist J. Robert Oppenheimer and his role in the development of the atomic bomb.\",\"score\":0.91336,\"raw_content\":null}]",
"tool_call_id": "call_0zHsbXv2AEH9JbkdZ326nbf4",
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[llm/start] [1:llm:ChatOpenAI] Entering LLM run with input: {
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[
{
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"kwargs": {
"content": "You are a helpful assistant",
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{
"lc": 1,
"type": "constructor",
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"kwargs": {
"content": "Who directed the 2023 film Oppenheimer and what is their age? What is their age in days (assume 365 days per year)?",
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{
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"content": "[{\"title\":\"Christopher Nolan Wins Best Director Golden Globe for 'Oppenheimer'\",\"url\":\"https://variety.com/2024/film/awards/christopher-nolan-golden-globes-best-director-oppenheimer-1235860547/\",\"content\":\"\\\"Oppenheimer,\\\" the unlikiest of summer blockbusters, crushed expectations to become the third-highest grossing release of 2023 with $951 million worldwide. The movie, adapted from the Pulitzer ...\",\"score\":0.97379,\"raw_content\":null},{\"title\":\"Oppenheimer (film) - Wikipedia\",\"url\":\"https://en.wikipedia.org/wiki/Oppenheimer_(film)\",\"content\":\"The film continued to hold well in the following weeks, making $32 million and $29.1 million in its fifth and sixth weekends.[174][175] As of September 10, 2023, the highest grossing territories were the United Kingdom ($72 million), Germany ($46.9 million), China ($46.8 million), France ($40.1 million) and Australia ($25.9 million).[176]\\nCritical response\\nThe film received critical acclaim.[a] Critics praised Oppenheimer primarily for its screenplay, the performances of the cast (particularly Murphy and Downey), and the visuals;[b] it was frequently cited as one of Nolan's best films,[191][192][183] and of 2023, although some criticism was aimed towards the writing of the female characters.[187] Hindustan Times reported that the film was also hailed as one of the best films of the 21st century.[193] He also chose to alternate between scenes in color and black-and-white to convey the story from both subjective and objective perspectives, respectively,[68] with most of Oppenheimer's view shown via the former, while the latter depicts a \\\"more objective view of his story from a different character's point of view\\\".[69][67] Wanting to make the film as subjective as possible, the production team decided to include visions of Oppenheimer's conceptions of the quantum world and waves of energy.[70] Nolan noted that Oppenheimer never publicly apologized for his role in the atomic bombings of Hiroshima and Nagasaki, but still desired to portray Oppenheimer as feeling genuine guilt for his actions, believing this to be accurate.[71]\\nI think of any character I've dealt with, Oppenheimer is by far the most ambiguous and paradoxical. The production team was able to obtain government permission to film at White Sands Missile Range, but only at highly inconvenient hours, and therefore chose to film the scene elsewhere in the New Mexico desert.[2][95]\\nThe production filmed the Trinity test scenes in Belen, New Mexico, with Murphy climbing a 100-foot steel tower, a replica of the original site used in the Manhattan Project, in rough weather.[2][95]\\nA special set was built in which gasoline, propane, aluminum powder, and magnesium were used to create the explosive effect.[54] Although they used miniatures for the practical effect, the film's special effects supervisor Scott R. Fisher referred to them as \\\"big-atures\\\", since the special effects team had tried to build the models as physically large as possible. He felt that \\\"while our relationship with that [nuclear] fear has ebbed and flowed with time, the threat itself never actually went away\\\", and felt the 2022 Russian invasion of Ukraine had caused a resurgence of nuclear anxiety.[54] Nolan had also penned a script for a biopic of Howard Hughes approximately during the time of production of Martin Scorsese's The Aviator (2004), which had given him insight on how to write a script regarding a person's life.[53] Emily Blunt described the Oppenheimer script as \\\"emotional\\\" and resembling that of a thriller, while also remarking that Nolan had \\\"Trojan-Horsed a biopic into a thriller\\\".[72]\\nCasting\\nOppenheimer marks the sixth collaboration between Nolan and Murphy, and the first starring Murphy as the lead. [for Oppenheimer] in his approach to trying to deal with the consequences of what he'd been involved with\\\", while also underscoring that it is a \\\"huge shift in perception about the reality of Oppenheimer's perception\\\".[53] He wanted to execute a quick tonal shift after the atomic bombings of Hiroshima and Nagasaki, desiring to go from the \\\"highest triumphalism, the highest high, to the lowest low in the shortest amount of screen time possible\\\".[66] For the ending, Nolan chose to make it intentionally vague to be open to interpretation and refrained from being didactic or conveying specific messages in his work.\",\"score\":0.96785,\"raw_content\":null},{\"title\":\"Oppenheimer (2023) - Full Cast & Crew - IMDb\",\"url\":\"https://www.imdb.com/title/tt15398776/fullcredits/\",\"content\":\"Ludwig Göransson Cinematography by Hoyte Van Hoytema ... director of photography Editing by Jennifer Lame Casting By John Papsidera ... 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Robert Oppenheimer and his role in the development of the atomic bomb.\",\"score\":0.91336,\"raw_content\":null}]",
"tool_call_id": "call_0zHsbXv2AEH9JbkdZ326nbf4",
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[llm/end] [1:chain:AgentExecutor > 9:chain:RunnableAgent > 13:llm:ChatOpenAI] [1.72s] Exiting LLM run with output: {
"generations": [
[
{
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{
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"function": {
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"arguments": "{\"input\":\"Christopher Nolan age\"}"
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}
}
},
"generationInfo": {
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[llm/end] [1:llm:ChatOpenAI] [1.72s] Exiting LLM run with output: {
"generations": [
[
{
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"arguments": "{\"input\":\"Christopher Nolan age\"}"
}
}
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}
}
},
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"llmOutput": {
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}
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[chain/start] [1:chain:AgentExecutor > 9:chain:RunnableAgent > 14:parser:OpenAIToolsAgentOutputParser] Entering Chain run with input: {
"lc": 1,
"type": "constructor",
"id": [
"langchain_core",
"messages",
"AIMessage"
],
"kwargs": {
"content": "",
"additional_kwargs": {
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"function": {
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"arguments": "{\"input\":\"Christopher Nolan age\"}"
}
}
]
}
}
}
[chain/end] [1:chain:AgentExecutor > 9:chain:RunnableAgent > 14:parser:OpenAIToolsAgentOutputParser] [99ms] Exiting Chain run with output: {
"output": [
{
"tool": "tavily_search_results_json",
"toolInput": {
"input": "Christopher Nolan age"
},
"toolCallId": "call_JgY4gYrr0QowCPLrmQzW49Yz",
"log": "Invoking \"tavily_search_results_json\" with {\"input\":\"Christopher Nolan age\"}\n",
"messageLog": [
{
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"additional_kwargs": {
"tool_calls": [
{
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"arguments": "{\"input\":\"Christopher Nolan age\"}"
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[chain/end] [1:chain:AgentExecutor > 9:chain:RunnableAgent] [2.87s] Exiting Chain run with output: {
"output": [
{
"tool": "tavily_search_results_json",
"toolInput": {
"input": "Christopher Nolan age"
},
"toolCallId": "call_JgY4gYrr0QowCPLrmQzW49Yz",
"log": "Invoking \"tavily_search_results_json\" with {\"input\":\"Christopher Nolan age\"}\n",
"messageLog": [
{
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"type": "constructor",
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"tool_calls": [
{
"id": "call_JgY4gYrr0QowCPLrmQzW49Yz",
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"function": {
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"arguments": "{\"input\":\"Christopher Nolan age\"}"
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[agent/action] [1:chain:AgentExecutor] Agent selected action: {
"tool": "tavily_search_results_json",
"toolInput": {
"input": "Christopher Nolan age"
},
"toolCallId": "call_JgY4gYrr0QowCPLrmQzW49Yz",
"log": "Invoking \"tavily_search_results_json\" with {\"input\":\"Christopher Nolan age\"}\n",
"messageLog": [
{
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"additional_kwargs": {
"tool_calls": [
{
"id": "call_JgY4gYrr0QowCPLrmQzW49Yz",
"type": "function",
"function": {
"name": "tavily_search_results_json",
"arguments": "{\"input\":\"Christopher Nolan age\"}"
}
}
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}
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[tool/start] [1:chain:AgentExecutor > 15:tool:TavilySearchResults] Entering Tool run with input: "Christopher Nolan age"
[tool/start] [1:tool:TavilySearchResults] Entering Tool run with input: "Christopher Nolan age"
[tool/end] [1:chain:AgentExecutor > 15:tool:TavilySearchResults] [1.65s] Exiting Tool run with output: "[{"title":"Christopher Nolan Wins Best Director Golden Globe For ... - Deadline","url":"https://deadline.com/2024/01/christopher-nolan-best-director-golden-globe-oppenheimer-1235697557/","content":"Christopher Nolan Wins Best Director Golden Globe For 'Oppenheimer,' Remembers Heath Ledger In His Acceptance Speech. ... 9 First Weekend Of 2024 Down 18%, As 'Wonka' Makes $14M+, ...","score":0.97444,"raw_content":null},{"title":"Christopher Nolan remembers Heath Ledger while accepting his first ...","url":"https://ew.com/christopher-nolans-wins-first-golden-globe-remembers-accepting-heath-ledger-posthumous-award-8423378","content":"Oppenheimer. Nolan won Best Director of a Motion Picture at the 2024 ceremony. Christopher Nolan remembered his late friend Heath Ledger while accepting his first-ever Golden Globes win. During ...","score":0.93349,"raw_content":null},{"title":"How Christopher Nolan Honored Heath Ledger at 2024 Golden Globes","url":"https://www.eonline.com/news/1392547/how-the-dark-knights-christopher-nolan-honored-heath-ledger-at-2024-golden-globes","content":"When Christopher Nolan accepted his Best Directing award at the 2024 Golden Globes, he paid tribute to the late actor by sharing a touching memory on how he coped with his 2008 death. \"The only ...","score":0.9293,"raw_content":null},{"title":"Christopher Nolan Wins Best Director Golden Globe for ... - Variety","url":"https://variety.com/2024/film/awards/christopher-nolan-golden-globes-best-director-oppenheimer-1235860547/","content":"Nolan directed Ledger in 2008's comic book smash \"The Dark Knight.\" The actor died at the age 28 of an accidental overdose after filming was complete but before the movie was released.","score":0.91416,"raw_content":null},{"title":"Golden Globe Awards 2024 - CNN","url":"https://www.cnn.com/entertainment/live-news/golden-globes-01-07-24/index.html","content":"Christopher Nolan's three-hour biography about J. Robert Oppenheimer, the physicist behind the Manhattan Project, has won the award for best motion picture drama at the 2024 Golden Globes.\"","score":0.90887,"raw_content":null}]"
[tool/end] [1:tool:TavilySearchResults] [1.65s] Exiting Tool run with output: "[{"title":"Christopher Nolan Wins Best Director Golden Globe For ... - Deadline","url":"https://deadline.com/2024/01/christopher-nolan-best-director-golden-globe-oppenheimer-1235697557/","content":"Christopher Nolan Wins Best Director Golden Globe For 'Oppenheimer,' Remembers Heath Ledger In His Acceptance Speech. ... 9 First Weekend Of 2024 Down 18%, As 'Wonka' Makes $14M+, ...","score":0.97444,"raw_content":null},{"title":"Christopher Nolan remembers Heath Ledger while accepting his first ...","url":"https://ew.com/christopher-nolans-wins-first-golden-globe-remembers-accepting-heath-ledger-posthumous-award-8423378","content":"Oppenheimer. Nolan won Best Director of a Motion Picture at the 2024 ceremony. Christopher Nolan remembered his late friend Heath Ledger while accepting his first-ever Golden Globes win. During ...","score":0.93349,"raw_content":null},{"title":"How Christopher Nolan Honored Heath Ledger at 2024 Golden Globes","url":"https://www.eonline.com/news/1392547/how-the-dark-knights-christopher-nolan-honored-heath-ledger-at-2024-golden-globes","content":"When Christopher Nolan accepted his Best Directing award at the 2024 Golden Globes, he paid tribute to the late actor by sharing a touching memory on how he coped with his 2008 death. \"The only ...","score":0.9293,"raw_content":null},{"title":"Christopher Nolan Wins Best Director Golden Globe for ... - Variety","url":"https://variety.com/2024/film/awards/christopher-nolan-golden-globes-best-director-oppenheimer-1235860547/","content":"Nolan directed Ledger in 2008's comic book smash \"The Dark Knight.\" The actor died at the age 28 of an accidental overdose after filming was complete but before the movie was released.","score":0.91416,"raw_content":null},{"title":"Golden Globe Awards 2024 - CNN","url":"https://www.cnn.com/entertainment/live-news/golden-globes-01-07-24/index.html","content":"Christopher Nolan's three-hour biography about J. Robert Oppenheimer, the physicist behind the Manhattan Project, has won the award for best motion picture drama at the 2024 Golden Globes.\"","score":0.90887,"raw_content":null}]"
[chain/start] [1:chain:AgentExecutor > 16:chain:RunnableAgent] Entering Chain run with input: {
"input": "Who directed the 2023 film Oppenheimer and what is their age? What is their age in days (assume 365 days per year)?",
"steps": [
{
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"toolInput": {
"input": "director of the 2023 film Oppenheimer"
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"toolCallId": "call_0zHsbXv2AEH9JbkdZ326nbf4",
"log": "Invoking \"tavily_search_results_json\" with {\"input\":\"director of the 2023 film Oppenheimer\"}\n",
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"observation": "[{\"title\":\"Christopher Nolan Wins Best Director Golden Globe for 'Oppenheimer'\",\"url\":\"https://variety.com/2024/film/awards/christopher-nolan-golden-globes-best-director-oppenheimer-1235860547/\",\"content\":\"\\\"Oppenheimer,\\\" the unlikiest of summer blockbusters, crushed expectations to become the third-highest grossing release of 2023 with $951 million worldwide. The movie, adapted from the Pulitzer ...\",\"score\":0.97379,\"raw_content\":null},{\"title\":\"Oppenheimer (film) - Wikipedia\",\"url\":\"https://en.wikipedia.org/wiki/Oppenheimer_(film)\",\"content\":\"The film continued to hold well in the following weeks, making $32 million and $29.1 million in its fifth and sixth weekends.[174][175] As of September 10, 2023, the highest grossing territories were the United Kingdom ($72 million), Germany ($46.9 million), China ($46.8 million), France ($40.1 million) and Australia ($25.9 million).[176]\\nCritical response\\nThe film received critical acclaim.[a] Critics praised Oppenheimer primarily for its screenplay, the performances of the cast (particularly Murphy and Downey), and the visuals;[b] it was frequently cited as one of Nolan's best films,[191][192][183] and of 2023, although some criticism was aimed towards the writing of the female characters.[187] Hindustan Times reported that the film was also hailed as one of the best films of the 21st century.[193] He also chose to alternate between scenes in color and black-and-white to convey the story from both subjective and objective perspectives, respectively,[68] with most of Oppenheimer's view shown via the former, while the latter depicts a \\\"more objective view of his story from a different character's point of view\\\".[69][67] Wanting to make the film as subjective as possible, the production team decided to include visions of Oppenheimer's conceptions of the quantum world and waves of energy.[70] Nolan noted that Oppenheimer never publicly apologized for his role in the atomic bombings of Hiroshima and Nagasaki, but still desired to portray Oppenheimer as feeling genuine guilt for his actions, believing this to be accurate.[71]\\nI think of any character I've dealt with, Oppenheimer is by far the most ambiguous and paradoxical. The production team was able to obtain government permission to film at White Sands Missile Range, but only at highly inconvenient hours, and therefore chose to film the scene elsewhere in the New Mexico desert.[2][95]\\nThe production filmed the Trinity test scenes in Belen, New Mexico, with Murphy climbing a 100-foot steel tower, a replica of the original site used in the Manhattan Project, in rough weather.[2][95]\\nA special set was built in which gasoline, propane, aluminum powder, and magnesium were used to create the explosive effect.[54] Although they used miniatures for the practical effect, the film's special effects supervisor Scott R. Fisher referred to them as \\\"big-atures\\\", since the special effects team had tried to build the models as physically large as possible. He felt that \\\"while our relationship with that [nuclear] fear has ebbed and flowed with time, the threat itself never actually went away\\\", and felt the 2022 Russian invasion of Ukraine had caused a resurgence of nuclear anxiety.[54] Nolan had also penned a script for a biopic of Howard Hughes approximately during the time of production of Martin Scorsese's The Aviator (2004), which had given him insight on how to write a script regarding a person's life.[53] Emily Blunt described the Oppenheimer script as \\\"emotional\\\" and resembling that of a thriller, while also remarking that Nolan had \\\"Trojan-Horsed a biopic into a thriller\\\".[72]\\nCasting\\nOppenheimer marks the sixth collaboration between Nolan and Murphy, and the first starring Murphy as the lead. [for Oppenheimer] in his approach to trying to deal with the consequences of what he'd been involved with\\\", while also underscoring that it is a \\\"huge shift in perception about the reality of Oppenheimer's perception\\\".[53] He wanted to execute a quick tonal shift after the atomic bombings of Hiroshima and Nagasaki, desiring to go from the \\\"highest triumphalism, the highest high, to the lowest low in the shortest amount of screen time possible\\\".[66] For the ending, Nolan chose to make it intentionally vague to be open to interpretation and refrained from being didactic or conveying specific messages in his work.\",\"score\":0.96785,\"raw_content\":null},{\"title\":\"Oppenheimer (2023) - Full Cast & Crew - IMDb\",\"url\":\"https://www.imdb.com/title/tt15398776/fullcredits/\",\"content\":\"Ludwig Göransson Cinematography by Hoyte Van Hoytema ... director of photography Editing by Jennifer Lame Casting By John Papsidera ... 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Robert Oppenheimer and his role in the development of the atomic bomb.\",\"score\":0.91336,\"raw_content\":null}]"
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[chain/start] [1:chain:AgentExecutor > 16:chain:RunnableAgent > 17:chain:RunnableMap] Entering Chain run with input: {
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[chain/start] [1:chain:AgentExecutor > 16:chain:RunnableAgent > 17:chain:RunnableMap > 18:chain:RunnableLambda] Entering Chain run with input: {
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[chain/end] [1:chain:AgentExecutor > 16:chain:RunnableAgent > 17:chain:RunnableMap > 18:chain:RunnableLambda] [116ms] Exiting Chain run with output: {
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"content": "[{\"title\":\"Christopher Nolan Wins Best Director Golden Globe for 'Oppenheimer'\",\"url\":\"https://variety.com/2024/film/awards/christopher-nolan-golden-globes-best-director-oppenheimer-1235860547/\",\"content\":\"\\\"Oppenheimer,\\\" the unlikiest of summer blockbusters, crushed expectations to become the third-highest grossing release of 2023 with $951 million worldwide. The movie, adapted from the Pulitzer ...\",\"score\":0.97379,\"raw_content\":null},{\"title\":\"Oppenheimer (film) - Wikipedia\",\"url\":\"https://en.wikipedia.org/wiki/Oppenheimer_(film)\",\"content\":\"The film continued to hold well in the following weeks, making $32 million and $29.1 million in its fifth and sixth weekends.[174][175] As of September 10, 2023, the highest grossing territories were the United Kingdom ($72 million), Germany ($46.9 million), China ($46.8 million), France ($40.1 million) and Australia ($25.9 million).[176]\\nCritical response\\nThe film received critical acclaim.[a] Critics praised Oppenheimer primarily for its screenplay, the performances of the cast (particularly Murphy and Downey), and the visuals;[b] it was frequently cited as one of Nolan's best films,[191][192][183] and of 2023, although some criticism was aimed towards the writing of the female characters.[187] Hindustan Times reported that the film was also hailed as one of the best films of the 21st century.[193] He also chose to alternate between scenes in color and black-and-white to convey the story from both subjective and objective perspectives, respectively,[68] with most of Oppenheimer's view shown via the former, while the latter depicts a \\\"more objective view of his story from a different character's point of view\\\".[69][67] Wanting to make the film as subjective as possible, the production team decided to include visions of Oppenheimer's conceptions of the quantum world and waves of energy.[70] Nolan noted that Oppenheimer never publicly apologized for his role in the atomic bombings of Hiroshima and Nagasaki, but still desired to portray Oppenheimer as feeling genuine guilt for his actions, believing this to be accurate.[71]\\nI think of any character I've dealt with, Oppenheimer is by far the most ambiguous and paradoxical. The production team was able to obtain government permission to film at White Sands Missile Range, but only at highly inconvenient hours, and therefore chose to film the scene elsewhere in the New Mexico desert.[2][95]\\nThe production filmed the Trinity test scenes in Belen, New Mexico, with Murphy climbing a 100-foot steel tower, a replica of the original site used in the Manhattan Project, in rough weather.[2][95]\\nA special set was built in which gasoline, propane, aluminum powder, and magnesium were used to create the explosive effect.[54] Although they used miniatures for the practical effect, the film's special effects supervisor Scott R. Fisher referred to them as \\\"big-atures\\\", since the special effects team had tried to build the models as physically large as possible. He felt that \\\"while our relationship with that [nuclear] fear has ebbed and flowed with time, the threat itself never actually went away\\\", and felt the 2022 Russian invasion of Ukraine had caused a resurgence of nuclear anxiety.[54] Nolan had also penned a script for a biopic of Howard Hughes approximately during the time of production of Martin Scorsese's The Aviator (2004), which had given him insight on how to write a script regarding a person's life.[53] Emily Blunt described the Oppenheimer script as \\\"emotional\\\" and resembling that of a thriller, while also remarking that Nolan had \\\"Trojan-Horsed a biopic into a thriller\\\".[72]\\nCasting\\nOppenheimer marks the sixth collaboration between Nolan and Murphy, and