MemGPT/letta/system.py

241 lines
8.2 KiB
Python

import json
import uuid
import warnings
from typing import Optional
from .constants import (
INITIAL_BOOT_MESSAGE,
INITIAL_BOOT_MESSAGE_SEND_MESSAGE_FIRST_MSG,
INITIAL_BOOT_MESSAGE_SEND_MESSAGE_THOUGHT,
MESSAGE_SUMMARY_WARNING_STR,
)
from .helpers.datetime_helpers import get_local_time
from .helpers.json_helpers import json_dumps
def get_initial_boot_messages(version="startup"):
if version == "startup":
initial_boot_message = INITIAL_BOOT_MESSAGE
messages = [
{"role": "assistant", "content": initial_boot_message},
]
elif version == "startup_with_send_message":
tool_call_id = str(uuid.uuid4())
messages = [
# first message includes both inner monologue and function call to send_message
{
"role": "assistant",
"content": INITIAL_BOOT_MESSAGE_SEND_MESSAGE_THOUGHT,
# "function_call": {
# "name": "send_message",
# "arguments": '{\n "message": "' + f"{INITIAL_BOOT_MESSAGE_SEND_MESSAGE_FIRST_MSG}" + '"\n}',
# },
"tool_calls": [
{
"id": tool_call_id,
"type": "function",
"function": {
"name": "send_message",
"arguments": '{\n "message": "' + f"{INITIAL_BOOT_MESSAGE_SEND_MESSAGE_FIRST_MSG}" + '"\n}',
},
}
],
},
# obligatory function return message
{
# "role": "function",
"role": "tool",
"name": "send_message", # NOTE: technically not up to spec, this is old functions style
"content": package_function_response(True, None),
"tool_call_id": tool_call_id,
},
]
elif version == "startup_with_send_message_gpt35":
tool_call_id = str(uuid.uuid4())
messages = [
# first message includes both inner monologue and function call to send_message
{
"role": "assistant",
"content": "*inner thoughts* Still waiting on the user. Sending a message with function.",
# "function_call": {"name": "send_message", "arguments": '{\n "message": "' + f"Hi, is anyone there?" + '"\n}'},
"tool_calls": [
{
"id": tool_call_id,
"type": "function",
"function": {
"name": "send_message",
"arguments": '{\n "message": "' + f"Hi, is anyone there?" + '"\n}',
},
}
],
},
# obligatory function return message
{
# "role": "function",
"role": "tool",
"name": "send_message",
"content": package_function_response(True, None),
"tool_call_id": tool_call_id,
},
]
else:
raise ValueError(version)
return messages
def get_heartbeat(reason="Automated timer", include_location=False, location_name="San Francisco, CA, USA"):
# Package the message with time and location
formatted_time = get_local_time()
packaged_message = {
"type": "heartbeat",
"reason": reason,
"time": formatted_time,
}
if include_location:
packaged_message["location"] = location_name
return json_dumps(packaged_message)
def get_login_event(last_login="Never (first login)", include_location=False, location_name="San Francisco, CA, USA"):
# Package the message with time and location
formatted_time = get_local_time()
packaged_message = {
"type": "login",
"last_login": last_login,
"time": formatted_time,
}
if include_location:
packaged_message["location"] = location_name
return json_dumps(packaged_message)
def package_user_message(
user_message: str,
time: Optional[str] = None,
include_location: bool = False,
location_name: Optional[str] = "San Francisco, CA, USA",
name: Optional[str] = None,
):
# Package the message with time and location
formatted_time = time if time else get_local_time()
packaged_message = {
"type": "user_message",
"message": user_message,
"time": formatted_time,
}
if include_location:
packaged_message["location"] = location_name
if name:
packaged_message["name"] = name
return json_dumps(packaged_message)
def package_function_response(was_success, response_string, timestamp=None):
formatted_time = get_local_time() if timestamp is None else timestamp
packaged_message = {
"status": "OK" if was_success else "Failed",
"message": response_string,
"time": formatted_time,
}
return json_dumps(packaged_message)
def package_system_message(system_message, message_type="system_alert", time=None):
# error handling for recursive packaging
try:
message_json = json.loads(system_message)
if "type" in message_json and message_json["type"] == message_type:
warnings.warn(f"Attempted to pack a system message that is already packed. Not packing: '{system_message}'")
return system_message
except:
pass # do nothing, expected behavior that the message is not JSON
formatted_time = time if time else get_local_time()
packaged_message = {
"type": message_type,
"message": system_message,
"time": formatted_time,
}
return json.dumps(packaged_message)
def package_summarize_message(summary, summary_message_count, hidden_message_count, total_message_count, timestamp=None):
context_message = (
f"Note: prior messages ({hidden_message_count} of {total_message_count} total messages) have been hidden from view due to conversation memory constraints.\n"
+ f"The following is a summary of the previous {summary_message_count} messages:\n {summary}"
)
formatted_time = get_local_time() if timestamp is None else timestamp
packaged_message = {
"type": "system_alert",
"message": context_message,
"time": formatted_time,
}
return json_dumps(packaged_message)
def package_summarize_message_no_summary(hidden_message_count, timestamp=None, message=None):
"""Add useful metadata to the summary message"""
# Package the message with time and location
formatted_time = get_local_time() if timestamp is None else timestamp
context_message = (
message
if message
else f"Note: {hidden_message_count} prior messages with the user have been hidden from view due to conversation memory constraints. Older messages are stored in Recall Memory and can be viewed using functions."
)
packaged_message = {
"type": "system_alert",
"message": context_message,
"time": formatted_time,
}
return json_dumps(packaged_message)
def get_token_limit_warning():
formatted_time = get_local_time()
packaged_message = {
"type": "system_alert",
"message": MESSAGE_SUMMARY_WARNING_STR,
"time": formatted_time,
}
return json_dumps(packaged_message)
def unpack_message(packed_message) -> str:
"""Take a packed message string and attempt to extract the inner message content"""
try:
message_json = json.loads(packed_message)
except:
return packed_message
if "message" not in message_json:
if "type" in message_json and message_json["type"] in ["login", "heartbeat"]:
# This is a valid user message that the ADE expects, so don't print warning
return packed_message
warnings.warn(f"Was unable to find 'message' field in packed message object: '{packed_message}'")
return packed_message
else:
message_type = message_json["type"]
if message_type != "user_message":
warnings.warn(f"Expected type to be 'user_message', but was '{message_type}', so not unpacking: '{packed_message}'")
return packed_message
return message_json.get("message")