{{ 'from __future__ import annotations' if future_import else '' }}
from typing import *
import pickle
import sys
import base64
import struct
import hashlib

{# Additional imports to support agent state #}
{% if inject_agent_state %}
import letta
from letta import *
{% endif %}

{# Add schema code if available #}
{{ schema_imports or ''}}

{# Load agent state #}
agent_state = {{ 'pickle.loads(' ~ agent_state_pickle ~ ')' if agent_state_pickle else 'None' }}

{{ tool_args }}

{# The tool's source code #}
{{ tool_source_code }}

{# Invoke the function and store the result in a global variable #}
{{ local_sandbox_result_var_name }} = {
    "results": {{ invoke_function_call }},
    "agent_state": agent_state
}

{{ local_sandbox_result_var_name }}_pkl = pickle.dumps({{ local_sandbox_result_var_name }})

{% if wrap_print_with_markers %}
{# Combine everything to flush and write at once. #}
data_checksum = hashlib.md5({{ local_sandbox_result_var_name }}_pkl).hexdigest().encode('ascii')
{{ local_sandbox_result_var_name }}_msg = (
  {{ start_marker }} +
  struct.pack('>I', len({{ local_sandbox_result_var_name }}_pkl)) +
  data_checksum +
  {{ local_sandbox_result_var_name }}_pkl
)
sys.stdout.buffer.write({{ local_sandbox_result_var_name }}_msg)
sys.stdout.buffer.flush()
{% else %}
base64.b64encode({{ local_sandbox_result_var_name }}_pkl).decode('utf-8')
{% endif %}