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Code Interpreter allows the agents to write and run Python code in a sandboxed execution environment. With Code Interpreter enabled, your agent can run code iteratively to solve more challenging code, math, and data analysis problems or create graphs and charts. When your Agent writes code that fails to run, it can iterate on this code by modifying and running different code until the code execution succeeds.
Important
Code Interpreter has additional charges beyond the token based fees for Azure OpenAI usage. If your Agent calls Code Interpreter simultaneously in two different threads, two code interpreter sessions are created. Each session is active by default for 1 hour with an idle timeout of 30 minutes.
Prerequisites
Code samples
Create an agent with code interpreter
code_interpreter = CodeInterpreterTool()
# An agent is created with the Code Interpreter capabilities:
agent = project_client.agents.create_agent(
model=os.environ["MODEL_DEPLOYMENT_NAME"],
name="my-agent",
instructions="You are helpful agent",
tools=code_interpreter.definitions,
tool_resources=code_interpreter.resources,
)
Attach a file for code interpreter to use
If you want a file to use with code interpreter, you can use the upload_and_poll function.
file = agents_client.files.upload_and_poll(file_path=asset_file_path, purpose=FilePurpose.AGENTS)
print(f"Uploaded file, file ID: {file.id}")
code_interpreter = CodeInterpreterTool(file_ids=[file.id])
Create an agent with code interpreter
var projectEndpoint = System.Environment.GetEnvironmentVariable("ProjectEndpoint");
var modelDeploymentName = System.Environment.GetEnvironmentVariable("ModelDeploymentName");
PersistentAgentsClient client = new(projectEndpoint, new DefaultAzureCredential());
PersistentAgent agent = client.Administration.CreateAgent(
model: modelDeploymentName,
name: "My Friendly Test Agent",
instructions: "You politely help with math questions. Use the code interpreter tool when asked to visualize numbers.",
tools: [new CodeInterpreterToolDefinition()]
);
Attach a file for code interpreter to use
If you want a file to use with code interpreter, you can attach it to your message.
PersistentAgentFileInfo uploadedAgentFile = client.Files.UploadFile(
filePath: "sample_file_for_upload.txt",
purpose: PersistentAgentFilePurpose.Agents);
var fileId = uploadedAgentFile.Id;
var attachment = new MessageAttachment(
fileId: fileId,
tools: tools
);
// attach the file to the message
PersistentThreadMessage message = client.Messages.CreateMessage(
threadId: thread.Id,
role: MessageRole.User,
content: "Can you give me the documented information in this file?",
attachments: [attachment]
);
Create an agent with code interpreter
// Create the code interpreter tool
const codeInterpreterTool = ToolUtility.createCodeInterpreterTool();
// Enable the code interpreter tool during agent creation
const agent = await client.createAgent("gpt-4o", {
name: "my-agent",
instructions: "You are a helpful agent",
tools: [codeInterpreterTool.definition],
toolResources: codeInterpreterTool.resources,
});
console.log(`Created agent, agent ID: ${agent.id}`);
Attach a file for code interpreter to use
If you want a file to use with code interpreter, you can attach it to the tool.
// Upload file and wait for it to be processed
const filePath = "./examplefile.csv";
const localFileStream = fs.createReadStream(filePath);
const localFile = await client.files.upload(localFileStream, "assistants", {
fileName: "localFile",
});
// Create code interpreter tool
const codeInterpreterTool = ToolUtility.createCodeInterpreterTool([localFile.id]);
Create an agent with the code interpreter tool
curl --request POST \
--url $AZURE_AI_FOUNDRY_PROJECT_ENDPOINT/assistants?api-version=$API_VERSION \
-H "Authorization: Bearer $AGENT_TOKEN" \
-H "Content-Type: application/json" \
-d '{
"instructions": "You are an AI assistant that can write code to help answer math questions.",
"tools": [
{ "type": "code_interpreter" }
],
"model": "gpt-4o-mini",
"tool_resources"{
"code interpreter": {
}
}
}'
String agentName = "code_interpreter_agent";
CodeInterpreterToolDefinition ciTool = new CodeInterpreterToolDefinition();
CreateAgentOptions createAgentOptions = new CreateAgentOptions(modelName).setName(agentName).setInstructions("You are a helpful agent").setTools(Arrays.asList(ciTool));
PersistentAgent agent = administrationClient.createAgent(createAgentOptions);
Attach a file for code interpreter to use
If you want a file to use with code interpreter, you can attach it to the tool.
FileInfo uploadedFile = filesClient.uploadFile(new UploadFileRequest(
new FileDetails(BinaryData.fromFile(htmlFile))
.setFilename("sample.html"), FilePurpose.AGENTS));
MessageAttachment messageAttachment = new MessageAttachment(Arrays.asList(BinaryData.fromObject(ciTool))).setFileId(uploadedFile.getId());
PersistentAgentThread thread = threadsClient.createThread();
ThreadMessage createdMessage = messagesClient.createMessage(
thread.getId(),
MessageRole.USER,
"What does the attachment say?",
Arrays.asList(messageAttachment),
null);
Supported models
The models page contains the most up-to-date information on regions/models where agents and code interpreter are supported.
We recommend using Agents with the latest models to take advantage of the new features, larger context windows, and more up-to-date training data.
Supported file types
| File format | MIME Type |
|---|---|
.c |
text/x-c |
.cpp |
text/x-c++ |
.csv |
application/csv |
.docx |
application/vnd.openxmlformats-officedocument.wordprocessingml.document |
.html |
text/html |
.java |
text/x-java |
.json |
application/json |
.md |
text/markdown |
.pdf |
application/pdf |
.php |
text/x-php |
.pptx |
application/vnd.openxmlformats-officedocument.presentationml.presentation |
.py |
text/x-python |
.py |
text/x-script.python |
.rb |
text/x-ruby |
.tex |
text/x-tex |
.txt |
text/plain |
.css |
text/css |
.jpeg |
image/jpeg |
.jpg |
image/jpeg |
.js |
text/javascript |
.gif |
image/gif |
.png |
image/png |
.tar |
application/x-tar |
.ts |
application/typescript |
.xlsx |
application/vnd.openxmlformats-officedocument.spreadsheetml.sheet |
.xml |
application/xml or text/xml |
.zip |
application/zip |