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Some fixes on model server (#362)

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* Some fixes on model server

* Remove prompt_prefilling message

* Fix logging

* Fix poetry issues

* Improve logging and update the support for text truncation

* Fix tests

* Fix tests

* Fix tests

* Fix modelserver tests

* Update modelserver tests
This commit is contained in:
Shuguang Chen 2025-01-10 16:45:36 -08:00 • committed by GitHub
parent ebda682b30
commit 88a02dc478
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25 changed files with 1090 additions and 1666 deletions
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@ -1,19 +1,8 @@
# This file is automatically @generated by Poetry 1.8.4 and should not be changed by hand. # This file is automatically @generated by Poetry 1.8.5 and should not be changed by hand.
[[package]]
name = "annotated-types"
version = "0.7.0"
description = "Reusable constraint types to use with typing.Annotated"
optional = false
python-versions = ">=3.8"
files = [
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]
[[package]] [[package]]
name = "archgw_modelserver" name = "archgw_modelserver"
version = "0.1.7" version = "0.1.8"
description = "A model server for serving models" description = "A model server for serving models"
optional = false optional = false
python-versions = "*" python-versions = "*"
@ -56,127 +45,114 @@ files = [
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description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet." description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
optional = false optional = false
python-versions = ">=3.7.0" python-versions = ">=3.7"
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]
[[package]] [[package]]
name = "referencing" name = "referencing"
version = "0.35.1" version = "0.35.1"
@ -854,47 +536,15 @@ enabler = ["pytest-enabler (>=2.2)"]
test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "jaraco.test (>=5.5)", "packaging (>=24.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-home (>=0.5)", "pytest-perf", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel (>=0.44.0)"] test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "jaraco.test (>=5.5)", "packaging (>=24.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-home (>=0.5)", "pytest-perf", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel (>=0.44.0)"]
type = ["importlib-metadata (>=7.0.2)", "jaraco.develop (>=7.21)", "mypy (>=1.12,<1.14)", "pytest-mypy"] type = ["importlib-metadata (>=7.0.2)", "jaraco.develop (>=7.21)", "mypy (>=1.12,<1.14)", "pytest-mypy"]
[[package]]
name = "tqdm"
version = "4.67.1"
description = "Fast, Extensible Progress Meter"
optional = false
python-versions = ">=3.7"
files = [
{file = "tqdm-4.67.1-py3-none-any.whl", hash = "sha256:26445eca388f82e72884e0d580d5464cd801a3ea01e63e5601bdff9ba6a48de2"},
{file = "tqdm-4.67.1.tar.gz", hash = "sha256:f8aef9c52c08c13a65f30ea34f4e5aac3fd1a34959879d7e59e63027286627f2"},
]
[package.dependencies]
colorama = {version = "*", markers = "platform_system == \"Windows\""}
[package.extras]
dev = ["nbval", "pytest (>=6)", "pytest-asyncio (>=0.24)", "pytest-cov", "pytest-timeout"]
discord = ["requests"]
notebook = ["ipywidgets (>=6)"]
slack = ["slack-sdk"]
telegram = ["requests"]
[[package]]
name = "typing-extensions"
version = "4.12.2"
description = "Backported and Experimental Type Hints for Python 3.8+"
optional = false
python-versions = ">=3.8"
files = [
{file = "typing_extensions-4.12.2-py3-none-any.whl", hash = "sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d"},
{file = "typing_extensions-4.12.2.tar.gz", hash = "sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8"},
]
[[package]] [[package]]
name = "urllib3" name = "urllib3"
version = "2.2.3" version = "2.3.0"
description = "HTTP library with thread-safe connection pooling, file post, and more." description = "HTTP library with thread-safe connection pooling, file post, and more."
optional = false optional = false
python-versions = ">=3.8" python-versions = ">=3.9"
files = [ files = [
{file = "urllib3-2.2.3-py3-none-any.whl", hash = "sha256:ca899ca043dcb1bafa3e262d73aa25c465bfb49e0bd9dd5d59f1d0acba2f8fac"}, {file = "urllib3-2.3.0-py3-none-any.whl", hash = "sha256:1cee9ad369867bfdbbb48b7dd50374c0967a0bb7710050facf0dd6911440e3df"},
{file = "urllib3-2.2.3.tar.gz", hash = "sha256:e7d814a81dad81e6caf2ec9fdedb284ecc9c73076b62654547cc64ccdcae26e9"}, {file = "urllib3-2.3.0.tar.gz", hash = "sha256:f8c5449b3cf0861679ce7e0503c7b44b5ec981bec0d1d3795a07f1ba96f0204d"},
] ]
[package.extras] [package.extras]
@ -905,5 +555,5 @@ zstd = ["zstandard (>=0.18.0)"]
[metadata] [metadata]
lock-version = "2.0" lock-version = "2.0"
python-versions = "^3.12" python-versions = "^3.10"
content-hash = "6016abef181ad0b4053e51b3b7de2ce5f1b852e8f4dd950eda8cde7294e70026" content-hash = "ab027b62af1cbf96ef77b4db808824d66b09b065f1b18d215bdc6110eb766d10"

9
arch/tools/pyproject.toml
View file

@ -1,6 +1,6 @@
[tool.poetry] [tool.poetry]
name = "archgw" name = "archgw"
version = "0.1.7" version = "0.1.8"
description = "Python-based CLI tool to manage Arch Gateway." description = "Python-based CLI tool to manage Arch Gateway."
authors = ["Katanemo Labs, Inc."] authors = ["Katanemo Labs, Inc."]
packages = [ packages = [
@ -9,15 +9,12 @@ packages = [
readme = "README.md" readme = "README.md"
[tool.poetry.dependencies] [tool.poetry.dependencies]
python = "^3.12" python = "^3.10"
archgw_modelserver = "0.1.7" archgw_modelserver = "^0.1.8"
pyyaml = "^6.0.2"
pydantic = "^2.10.1"
click = "^8.1.7" click = "^8.1.7"
jinja2 = "^3.1.4" jinja2 = "^3.1.4"
jsonschema = "^4.23.0" jsonschema = "^4.23.0"
setuptools = "75.5.0" setuptools = "75.5.0"
huggingface_hub = "^0.26.0"
docker = "^7.1.0" docker = "^7.1.0"
python-dotenv = "^1.0.1" python-dotenv = "^1.0.1"

6
archgw.code-workspace
View file

@ -1,9 +1,9 @@
{ {
"folders": [ "folders": [
{ {
"name": "root", "name": "root",
"path": "." "path": "."
}, },
{ {
"name": "crates", "name": "crates",
"path": "crates" "path": "crates"

842
model_server/poetry.lock generated
View file

File diff suppressed because it is too large Load diff

16
model_server/pyproject.toml
View file

@ -1,6 +1,6 @@
[tool.poetry] [tool.poetry]
name = "archgw_modelserver" name = "archgw_modelserver"
version = "0.1.7" version = "0.1.8"
description = "A model server for serving models" description = "A model server for serving models"
authors = ["Katanemo Labs, Inc <info@katanemo.com>"] authors = ["Katanemo Labs, Inc <info@katanemo.com>"]
license = "Apache 2.0" license = "Apache 2.0"
@ -10,17 +10,15 @@ packages = [
] ]
[tool.poetry.dependencies] [tool.poetry.dependencies]
python = "^3.12" python = "^3.10"
fastapi = "0.115.0" fastapi = "0.115.0"
torch = "2.4.1" torch = "2.4.1"
uvicorn = "0.31.0" uvicorn = "0.31.0"
transformers = "*" transformers = "^4.37.0"
pyyaml = "6.0.2" accelerate = "^1.0.0"
accelerate = "*" pydantic = "^2.10.1"
psutil = "6.0.0"
pandas = "*"
dateparser = "*" dateparser = "*"
openai = "1.50.2" openai = "^1.50.2"
httpx = "0.27.2" # https://community.openai.com/t/typeerror-asyncclient-init-got-an-unexpected-keyword-argument-proxies/1040287 httpx = "0.27.2" # https://community.openai.com/t/typeerror-asyncclient-init-got-an-unexpected-keyword-argument-proxies/1040287
pytest-asyncio = "*" pytest-asyncio = "*"
pytest = "*" pytest = "*"
@ -33,7 +31,7 @@ pytest-retry = "^1.6.3"
pytest-httpserver = "^1.1.0" pytest-httpserver = "^1.1.0"
[tool.poetry.scripts] [tool.poetry.scripts]
archgw_modelserver = "src.cli:run_server" archgw_modelserver = "src.cli:main"
[build-system] [build-system]
requires = ["poetry-core>=1.0.0"] requires = ["poetry-core>=1.0.0"]

140
model_server/src/cli.py
View file

@ -1,22 +1,17 @@
import importlib import importlib
import logging
from os import path
import os import os
from signal import SIGKILL
import sys import sys
import subprocess import subprocess
import argparse import argparse
import signal
import tempfile import tempfile
import time import time
import requests import requests
logging.basicConfig( import src.commons.utils as utils
level=logging.INFO,
format="%(asctime)s - %(name)s - %(levelname)s - %(message)s",
)
logger = logging.getLogger(__name__)
logger = utils.get_model_server_logger()
def get_version(): def get_version():
@ -42,76 +37,9 @@ def wait_for_health_check(url, timeout=300):
return False return False
def parse_args():
parser = argparse.ArgumentParser(description="Manage the Uvicorn server.")
parser.add_argument(
"action",
choices=["start", "stop", "restart"],
default="start",
nargs="?",
help="Action to perform on the server (default: start).",
)
parser.add_argument(
"--port",
type=int,
default=51000,
help="Port number for the server (default: 51000).",
)
parser.add_argument(
"--foreground",
default=False,
action="store_true",
help="Run the server in the foreground (default: False).",
)
return parser.parse_args()
def get_pid_file(): def get_pid_file():
temp_dir = tempfile.gettempdir() temp_dir = tempfile.gettempdir()
return path.join(temp_dir, "model_server.pid") return os.path.join(temp_dir, "model_server.pid")
def stop_server():
"""Stop the Uvicorn server."""
pid_file = get_pid_file()
if os.path.exists(pid_file):
logger.info(f"PID file found, shutting down the server.")
# read pid from file
with open(pid_file, "r") as f:
pid = int(f.read())
logger.info(f"Killing model server {pid}")
try:
os.kill(pid, SIGKILL)
except ProcessLookupError:
logger.info(f"Process {pid} not found")
os.remove(pid_file)
else:
logger.info("No PID file found, server is not running.")
def restart_server(port=51000, foreground=False):
"""Restart the Uvicorn server."""
stop_server()
start_server(port, foreground)
def run_server():
"""Start, stop, or restart the Uvicorn server based on command-line arguments."""
args = parse_args()
action = args.action
if action == "start":
start_server(args.port, args.foreground)
elif action == "stop":
stop_server()
elif action == "restart":
restart_server(args.port, args.foreground)
else:
logger.info(f"Unknown action: {action}")
sys.exit(1)
def ensure_killed(process): def ensure_killed(process):
@ -131,7 +59,7 @@ def ensure_killed(process):
def start_server(port=51000, foreground=False): def start_server(port=51000, foreground=False):
"""Start the Uvicorn server.""" """Start the Uvicorn server."""
logging.info("model server version: %s", get_version()) logger.info("model server version: %s", get_version())
stop_server() stop_server()
@ -196,6 +124,57 @@ def start_server(port=51000, foreground=False):
ensure_killed(process) ensure_killed(process)
def stop_server():
"""Stop the Uvicorn server."""
pid_file = get_pid_file()
if os.path.exists(pid_file):
logger.info("PID file found, shutting down the server.")
# read pid from file
with open(pid_file, "r") as f:
pid = int(f.read())
logger.info(f"Killing model server {pid}")
try:
os.kill(pid, signal.SIGKILL)
except ProcessLookupError:
logger.info(f"Process {pid} not found")
os.remove(pid_file)
else:
logger.info("No PID file found, server is not running.")
def restart_server(port=51000, foreground=False):
"""Restart the Uvicorn server."""
stop_server()
start_server(port, foreground)
def parse_args():
parser = argparse.ArgumentParser(description="Manage the Uvicorn server.")
parser.add_argument(
"action",
choices=["start", "stop", "restart"],
default="start",
nargs="?",
help="Action to perform on the server (default: start).",
)
parser.add_argument(
"--port",
type=int,
default=51000,
help="Port number for the server (default: 51000).",
)
parser.add_argument(
"--foreground",
default=False,
action="store_true",
help="Run the server in the foreground (default: False).",
)
return parser.parse_args()
def main(): def main():
""" """
Start, stop, or restart the Uvicorn server based on command-line arguments. Start, stop, or restart the Uvicorn server based on command-line arguments.
@ -204,11 +183,14 @@ def main():
args = parse_args() args = parse_args()
if args.action == "start": if args.action == "start":
logger.info("[CLI] - Starting server")
start_server(args.port, args.foreground) start_server(args.port, args.foreground)
elif args.action == "stop": elif args.action == "stop":
logger.info("[CLI] - Stopping server")
stop_server() stop_server()
elif args.action == "restart": elif args.action == "restart":
logger.info("[CLI] - Restarting server")
restart_server(args.port) restart_server(args.port)
else: else:
logger.error(f"Unknown action: {args.action}") logger.error(f"[CLI] - Unknown action: {args.action}")
sys.exit(1) sys.exit(1)

6
model_server/src/commons/globals.py
View file

@ -22,9 +22,7 @@ ARCH_CLIENT = OpenAI(base_url=ARCH_ENDPOINT, api_key=ARCH_API_KEY)
# Define model names # Define model names
ARCH_INTENT_MODEL_ALIAS = "Arch-Intent" ARCH_INTENT_MODEL_ALIAS = "Arch-Intent"
ARCH_FUNCTION_MODEL_ALIAS = "Arch-Function" ARCH_FUNCTION_MODEL_ALIAS = "Arch-Function"
ARCH_GUARD_MODEL_ALIAS = "katanemo/Arch-Guard"
logger.info("loading prompt guard model ...")
arch_guard_model = get_guardrail_handler()
# Define model handlers # Define model handlers
handler_map = { handler_map = {
@ -34,5 +32,5 @@ handler_map = {
"Arch-Function": ArchFunctionHandler( "Arch-Function": ArchFunctionHandler(
ARCH_CLIENT, ARCH_FUNCTION_MODEL_ALIAS, ArchFunctionConfig ARCH_CLIENT, ARCH_FUNCTION_MODEL_ALIAS, ArchFunctionConfig
), ),
"Arch-Guard": arch_guard_model, "Arch-Guard": get_guardrail_handler(ARCH_GUARD_MODEL_ALIAS),
} }

81
model_server/src/commons/utils.py
View file

@ -1,87 +1,50 @@
import os import torch
import sys
import time
import logging import logging
import requests
import subprocess from datetime import datetime
import importlib
PROJ_DIR = os.path.dirname(os.path.dirname(os.path.dirname(os.path.abspath(__file__)))) def get_model_server_logger():
# Default log directory and file
DEFAULT_LOG_DIR = os.path.join(PROJ_DIR, ".logs")
DEFAULT_LOG_FILE = "modelserver.log"
def get_model_server_logger(log_dir=None, log_file=None):
""" """
Get or initialize the logger instance for the model server. Get or initialize the logger instance for the model server.
Parameters:
- log_dir (str): Custom directory to store the log file. Defaults to `./.logs`.
- log_file (str): Custom log file name. Defaults to `modelserver.log`.
Returns: Returns:
- logging.Logger: Configured logger instance. - logging.Logger: Configured logger instance.
""" """
log_dir = log_dir or DEFAULT_LOG_DIR
log_file = log_file or DEFAULT_LOG_FILE
log_file_path = os.path.join(log_dir, log_file)
# Check if the logger is already configured # Check if the logger is already configured
logger = logging.getLogger("model_server_logger") logger = logging.getLogger("model_server")
# Return existing logger instance if already configured
if logger.hasHandlers(): if logger.hasHandlers():
# Return existing logger instance if already configured
return logger return logger
# Ensure the log directory exists, create it if necessary # Configure logging to only log to console
try:
# Create directory if it doesn't exist
os.makedirs(log_dir, exist_ok=True)
# Check for write permissions
if not os.access(log_dir, os.W_OK):
raise PermissionError(f"No write permission for the directory: {log_dir}")
except (PermissionError, OSError) as e:
raise RuntimeError(f"Failed to initialize logger: {e}")
# Configure logging to file
logging.basicConfig( logging.basicConfig(
level=logging.INFO, level=logging.INFO,
format="%(asctime)s - %(levelname)s - %(message)s", format="%(asctime)s - %(name)s - %(levelname)s - %(message)s",
handlers=[ handlers=[logging.StreamHandler()],
# logging.FileHandler(log_file_path, mode="w"), # Overwrite logs in the file
logging.StreamHandler(), # Also log to console
],
) )
return logger return logger
logger = get_model_server_logger()
logging.info("initializing torch device ...")
import torch
def get_device(): def get_device():
available_device = { if torch.cuda.is_available():
"cpu": True,
"cuda": torch.cuda.is_available(),
"mps": (
torch.backends.mps.is_available()
if hasattr(torch.backends, "mps")
else False
),
}
if available_device["cuda"]:
device = "cuda" device = "cuda"
elif available_device["mps"]: elif torch.backends.mps.is_available():
device = "mps" device = "mps"
else: else:
device = "cpu" device = "cpu"
return device return device
def get_today_date():
# Get today's date
today = datetime.now()
# Get full date with day of week
full_date = today.strftime("%Y-%m-%d")
return full_date

204
model_server/src/core/function_calling.py
View file

@ -1,22 +1,24 @@
import ast
import json import json
import random import random
import builtins import builtins
import textwrap import textwrap
import src.commons.utils as utils
from openai import OpenAI from openai import OpenAI
from typing import Any, Dict, List from typing import Any, Dict, List
from overrides import override from overrides import override
from src.commons.utils import get_model_server_logger from src.core.utils.hallucination_utils import HallucinationState
from src.core.model_utils import ( from src.core.utils.model_utils import (
Message, Message,
ChatMessage, ChatMessage,
Choice, Choice,
ChatCompletionResponse, ChatCompletionResponse,
ArchBaseHandler, ArchBaseHandler,
) )
from src.core.hallucination import HallucinationStateHandler
logger = get_model_server_logger()
logger = utils.get_model_server_logger()
class ArchIntentConfig: class ArchIntentConfig:
@ -74,7 +76,6 @@ class ArchIntentHandler(ArchBaseHandler):
) )
self.extra_instruction = config.EXTRA_INSTRUCTION self.extra_instruction = config.EXTRA_INSTRUCTION
self.prompt_prefilling = False
@override @override
def _convert_tools(self, tools: List[Dict[str, Any]]) -> str: def _convert_tools(self, tools: List[Dict[str, Any]]) -> str:
@ -122,15 +123,19 @@ class ArchIntentHandler(ArchBaseHandler):
Note: Note:
Currently only support vllm inference Currently only support vllm inference
""" """
logger.info("[Arch-Intent] - ChatCompletion")
# In the case that no tools are available, simply return `No` to avoid making a call # In the case that no tools are available, simply return `No` to avoid making a call
if len(req.tools) == 0: if len(req.tools) == 0:
model_response = Message(content="No", tool_calls=[]) model_response = Message(content="No", tool_calls=[])
logger.info("No tools found, return `No` as the model response.")
else: else:
messages = self._process_messages( messages = self._process_messages(
req.messages, req.tools, self.extra_instruction req.messages, req.tools, self.extra_instruction
) )
logger.info(f"[request]: {json.dumps(messages)}")
model_response = self.client.chat.completions.create( model_response = self.client.chat.completions.create(
messages=messages, messages=messages,
model=self.model_name, model=self.model_name,
@ -138,9 +143,7 @@ class ArchIntentHandler(ArchBaseHandler):
extra_body=self.generation_params, extra_body=self.generation_params,
) )
logger.info( logger.info(f"[response]: {json.dumps(model_response.model_dump())}")
"arch_intent response: %s", json.dumps(model_response.model_dump())
)
model_response = Message( model_response = Message(
content=model_response.choices[0].message.content, tool_calls=[] content=model_response.choices[0].message.content, tool_calls=[]
@ -160,7 +163,11 @@ class ArchFunctionConfig:
TASK_PROMPT = textwrap.dedent( TASK_PROMPT = textwrap.dedent(
""" """
You are a helpful assistant. You are a helpful assistant.
"""
Today's date: {}
""".format(
utils.get_today_date()
)
).strip() ).strip()
TOOL_PROMPT_TEMPLATE = textwrap.dedent( TOOL_PROMPT_TEMPLATE = textwrap.dedent(
@ -189,7 +196,7 @@ class ArchFunctionConfig:
"temperature": 0.6, "temperature": 0.6,
"top_p": 1.0, "top_p": 1.0,
"top_k": 10, "top_k": 10,
"max_tokens": 512, "max_tokens": 1024,
"stop_token_ids": [151645], "stop_token_ids": [151645],
"logprobs": True, "logprobs": True,
"top_logprobs": 10, "top_logprobs": 10,
@ -241,10 +248,11 @@ class ArchFunctionHandler(ArchBaseHandler):
self.prefill_params = config.PREFILL_CONFIG["prefill_params"] self.prefill_params = config.PREFILL_CONFIG["prefill_params"]
self.prefill_prefix = config.PREFILL_CONFIG["prefill_prefix"] self.prefill_prefix = config.PREFILL_CONFIG["prefill_prefix"]
self.prompt_prefilling = False
self.hallucination_state = None
# Predefine data types for verification. Only support Python for now. # Predefine data types for verification. Only support Python for now.
# [TODO] Extend the list of support data types # TODO: Extend the list of support data types
self.support_data_types = { self.support_data_types = {
type_name: getattr(builtins, type_name) type_name: getattr(builtins, type_name)
for type_name in config.SUPPORT_DATA_TYPES for type_name in config.SUPPORT_DATA_TYPES
@ -365,15 +373,15 @@ class ArchFunctionHandler(ArchBaseHandler):
return {"result": tool_calls, "status": is_valid, "message": error_message} return {"result": tool_calls, "status": is_valid, "message": error_message}
def _correcting_type(self, value, target_type): def _convert_data_type(self, value: str, target_type: str):
# TODO: Add more conversion rules as needed
try: try:
if target_type == float and isinstance(value, int): if target_type is float and isinstance(value, int):
return float(value) return float(value)
elif target_type == list and isinstance(value, str): elif target_type is list and isinstance(value, str):
return ast.literal_eval(value) return ast.literal_eval(value)
elif target_type == str and not isinstance(value, str): elif target_type is str and not isinstance(value, str):
return str(value) return str(value)
# Add more conversion rules as needed
except (ValueError, TypeError, json.JSONDecodeError): except (ValueError, TypeError, json.JSONDecodeError):
pass pass
return value return value
@ -426,32 +434,34 @@ class ArchFunctionHandler(ArchBaseHandler):
break break
# Verify the data type of each parameter in the tool calls # Verify the data type of each parameter in the tool calls
function_properties = functions[func_name]["properties"]
for param_name in func_args: for param_name in func_args:
if param_name not in functions[func_name]["properties"]: if param_name not in function_properties:
is_valid = False is_valid = False
invalid_tool_call = tool_call invalid_tool_call = tool_call
error_message = f"Parameter `{param_name}` is not defined in the function `{func_name}`." error_message = f"Parameter `{param_name}` is not defined in the function `{func_name}`."
break break
else: else:
param_value = func_args[param_name] param_value = func_args[param_name]
data_type = functions[func_name]["properties"][param_name][ target_type = function_properties[param_name]["type"]
"type"
]
if data_type in self.support_data_types: if target_type in self.support_data_types:
if not isinstance( data_type = self.support_data_types[target_type]
param_value,
self.support_data_types[data_type], if not isinstance(param_value, data_type):
) and not isinstance( param_value = self._convert_data_type(
self._correcting_type( param_value, data_type
param_value, self.support_data_types[data_type] )
), if not isinstance(param_value, data_type):
self.support_data_types[data_type], is_valid = False
): invalid_tool_call = tool_call
is_valid = False error_message = f"Parameter `{param_name}` is expected to have the data type `{data_type}`, got `{type(param_value)}`."
invalid_tool_call = tool_call break
error_message = f"Parameter `{param_name}` is expected to have the data type `{self.support_data_types[data_type]}`, but got `{type(param_value)}`." else:
break error_message = (
f"Data type `{target_type}` is not supported."
)
return { return {
"status": is_valid, "status": is_valid,
@ -491,51 +501,8 @@ class ArchFunctionHandler(ArchBaseHandler):
**self.prefill_params, **self.prefill_params,
}, },
) )
self.prompt_prefilling = True
return prefill_response return prefill_response
def _check_length_and_pop_messages(self, messages, max_tokens=4096):
"""
Trims the `messages` list to ensure the total token count does not exceed `max_tokens`.
Args:
messages (list): List of message dictionaries.
max_tokens (int): Maximum allowed token count.
Returns:
list: Trimmed list of messages.
"""
def estimate_token_length(messages):
"""Estimate the total token length of the messages."""
total_tokens = 0
for message in messages:
# Approximate token length: assuming ~4 characters per token on average
total_tokens += len(message["content"]) // 4
return total_tokens
# Calculate initial token length
total_tokens = estimate_token_length(messages)
# Trim messages if token count exceeds the limit
while total_tokens > max_tokens and len(messages) >= 3:
# Find the first non-system message pair
for i in range(len(messages)):
if messages[i]["role"] != "system":
# Remove the 'user'/'assistant' pair
if i + 1 < len(messages) and messages[i + 1]["role"] in [
"user",
"assistant",
]:
del messages[i : i + 2]
else:
del messages[i]
break
# Recalculate token length
total_tokens = estimate_token_length(messages)
return messages
@override @override
async def chat_completion(self, req: ChatMessage) -> ChatCompletionResponse: async def chat_completion(self, req: ChatMessage) -> ChatCompletionResponse:
""" """
@ -550,13 +517,11 @@ class ArchFunctionHandler(ArchBaseHandler):
Note: Note:
Currently only support vllm inference Currently only support vllm inference
""" """
logger.info("[Arch-Function] - ChatCompletion")
logger.info(
f"model_server => arch_function: request body: {json.dumps(req.model_dump())}"
)
messages = self._process_messages(req.messages, req.tools) messages = self._process_messages(req.messages, req.tools)
messages = self._check_length_and_pop_messages(messages)
logger.info(f"[request]: {json.dumps(messages)}")
# always enable `stream=True` to collect model responses # always enable `stream=True` to collect model responses
response = self.client.chat.completions.create( response = self.client.chat.completions.create(
@ -567,45 +532,39 @@ class ArchFunctionHandler(ArchBaseHandler):
) )
# initialize the hallucination handler, which is an iterator # initialize the hallucination handler, which is an iterator
self.hallu_handler = HallucinationStateHandler( self.hallucination_state = HallucinationState(
response_iterator=response, function=req.tools response_iterator=response, function=req.tools
) )
model_response, self.has_tool_call = "", None model_response = ""
self.hallucination = False
for _ in self.hallu_handler: has_tool_calls, has_hallucination = None, False
for _ in self.hallucination_state:
# check if the first token is <tool_call> # check if the first token is <tool_call>
if len(self.hallu_handler.tokens) > 0 and self.has_tool_call is None: if len(self.hallucination_state.tokens) > 0 and has_tool_calls is None:
if self.hallu_handler.tokens[0] == "<tool_call>": if self.hallucination_state.tokens[0] == "<tool_call>":
self.has_tool_call = True has_tool_calls = True
else: else:
self.has_tool_call = False has_tool_calls = False
break break
# if the model is hallucinating, start parameter gathering # if the model is hallucinating, start parameter gathering
if self.hallu_handler.hallucination is True: if self.hallucination_state.hallucination is True:
self.hallucination = True has_hallucination = True
logger.info(
f"{self.hallu_handler.error_message} - start parameter gathering"
)
logger.info(
f"Hallucinated response : {''.join(self.hallu_handler.tokens)}"
)
# [TODO] - add break when hallucination is detected
break break
if self.hallucination is True:
prefill_response = self._engage_parameter_gathering(messages)
model_response = prefill_response.choices[0].message.content
if self.has_tool_call and self.hallucination is False: if has_tool_calls:
# [TODO] - Review: remove the following code if has_hallucination:
# start prompt prefilling if hallcuination is found in tool calls
model_response = "".join(self.hallu_handler.tokens) logger.info(
logger.info(f"Tool call found, no hallucination detected {model_response}!") f"[Hallucination]: {self.hallucination_state.error_message}"
# start parameter gathering if the model is not generating tool calls )
if self.has_tool_call is False: prefill_response = self._engage_parameter_gathering(messages)
# [TODO] - Review: remove the following code model_response = prefill_response.choices[0].message.content
logger.info("No tool call found, start parameter gathering") else:
model_response = "".join(self.hallucination_state.tokens)
else:
# start parameter gathering if the model is not generating tool calls
prefill_response = self._engage_parameter_gathering(messages) prefill_response = self._engage_parameter_gathering(messages)
model_response = prefill_response.choices[0].message.content model_response = prefill_response.choices[0].message.content
@ -613,21 +572,20 @@ class ArchFunctionHandler(ArchBaseHandler):
extracted = self._extract_tool_calls(model_response) extracted = self._extract_tool_calls(model_response)
if len(extracted["result"]) and extracted["status"]: if len(extracted["result"]) and extracted["status"]:
# [TODO] Review: define the behavior in the case that tool call extraction fails
# if not extracted["status"]:
verified = self._verify_tool_calls( verified = self._verify_tool_calls(
tools=req.tools, tool_calls=extracted["result"] tools=req.tools, tool_calls=extracted["result"]
) )
# [TODO] - Review: remvoe the following code
# print(f"[Verified] - {verified}")
# [TODO] Review: In the case that tool calls are invalid, define the protocol to collect debugging output and the behavior to handle it appropriately
if verified["status"]: if verified["status"]:
logger.info(
f"[Tool calls]: {json.dumps([tool_call['function'] for tool_call in extracted['result']])}"
)
model_response = Message(content="", tool_calls=extracted["result"]) model_response = Message(content="", tool_calls=extracted["result"])
log_message = f"model_server <= arch_function: (tool_calls): {json.dumps([tool_call['function'] for tool_call in extracted['result']])}"
logger.info(log_message)
else: else:
raise ValueError(f"Invalid tool call: {verified['message']}") logger.error(f"Invalid tool call - {verified['message']}")
# raise ValueError(
# f"[Arch-Function]: Invalid tool call - {verified['message']}"
# )
else: else:
model_response = Message(content=model_response, tool_calls=[]) model_response = Message(content=model_response, tool_calls=[])
@ -635,10 +593,6 @@ class ArchFunctionHandler(ArchBaseHandler):
choices=[Choice(message=model_response)], model=self.model_name choices=[Choice(message=model_response)], model=self.model_name
) )
# [TODO] Review: define the protocol to collect debugging output logger.info(f"[response]: {json.dumps(chat_completion_response.model_dump())}")
logger.info(
f"model_server <= arch_function: response body: {json.dumps(chat_completion_response.model_dump())}"
)
return chat_completion_response return chat_completion_response

63
model_server/src/core/guardrails.py
View file

@ -1,12 +1,12 @@
import time
import torch import torch
import numpy as np import numpy as np
import src.commons.utils as utils import src.commons.utils as utils
from transformers import AutoTokenizer
from src.core.model_utils import GuardRequest, GuardResponse
# from optimum.intel import OVModelForSequenceClassification from transformers import AutoTokenizer, AutoModelForSequenceClassification
from transformers import AutoModelForSequenceClassification from src.core.utils.model_utils import GuardRequest, GuardResponse
logger = utils.get_model_server_logger()
class ArchGuardHanlder: class ArchGuardHanlder:
@ -76,26 +76,15 @@ class ArchGuardHanlder:
text, truncation=True, max_length=max_length, return_tensors="pt" text, truncation=True, max_length=max_length, return_tensors="pt"
).to(self.device) ).to(self.device)
start_time = time.perf_counter()
with torch.no_grad(): with torch.no_grad():
logits = self.model(**inputs).logits.cpu().detach().numpy()[0] logits = self.model(**inputs).logits.cpu().detach().numpy()[0]
prob = ArchGuardHanlder.softmax(logits)[ prob = ArchGuardHanlder.softmax(logits)[
self.support_tasks[task]["positive_class"] self.support_tasks[task]["positive_class"]
] ].item()
latency = time.perf_counter() - start_time verdict = prob > self.support_tasks[task]["threshold"]
if prob > self.support_tasks[task]["threshold"]: return GuardResponse(task=task, input=text, prob=prob, verdict=verdict)
verdict = True
sentence = text
else:
verdict = False
sentence = None
return GuardResponse(
prob=[prob.item()], verdict=verdict, sentence=[sentence], latency=latency
)
def predict(self, req: GuardRequest, max_num_words=300) -> GuardResponse: def predict(self, req: GuardRequest, max_num_words=300) -> GuardResponse:
""" """
@ -115,29 +104,37 @@ class ArchGuardHanlder:
if req.task not in self.support_tasks: if req.task not in self.support_tasks:
raise NotImplementedError(f"{req.task} is not supported!") raise NotImplementedError(f"{req.task} is not supported!")
logger.info("[Arch-Guard] - Prediction")
logger.info(f"[request]: {req.input}")
if len(req.input.split()) < max_num_words: if len(req.input.split()) < max_num_words:
return self._predict_text(req.task, req.input) result = self._predict_text(req.task, req.input)
else: else:
prob, verdict = 0.0, False
# split into chunks if text is long # split into chunks if text is long
text_chunks = self._split_text_into_chunks(req.input) text_chunks = self._split_text_into_chunks(req.input)
prob, verdict, sentence, latency = [], False, [], 0
for chunk in text_chunks: for chunk in text_chunks:
chunk_result = self._predict_text(req.task, chunk) chunk_result = self._predict_text(req.task, chunk)
if chunk_result.verdict: if chunk_result.verdict:
prob.append(chunk_result.prob[0]) prob = chunk_result.prob
verdict = True verdict = True
sentence.append(chunk_result.sentence[0]) break
latency += chunk_result.latency
return GuardResponse( result = GuardResponse(
prob=prob, verdict=verdict, sentence=sentence, latency=latency task=req.task, input=req.input, prob=prob, verdict=verdict
) )
logger.info(
f"[response]: {req.task}: {'True' if result.verdict else 'False'} (prob: {result.prob:.2f})"
)
def get_guardrail_handler(device: str = None): return result
def get_guardrail_handler(model_name: str = "katanemo/Arch-Guard", device: str = None):
""" """
Initializes and returns an instance of ArchGuardHanlder based on the specified device. Initializes and returns an instance of ArchGuardHanlder based on the specified device.
@ -151,19 +148,11 @@ def get_guardrail_handler(device: str = None):
if device is None: if device is None:
device = utils.get_device() device = utils.get_device()
model_class, model_name = None, None
# if device == "cpu":
# model_class = OVModelForSequenceClassification
# model_name = "katanemo/Arch-Guard-cpu"
# else:
model_class = AutoModelForSequenceClassification
model_name = "katanemo/Arch-Guard"
guardrail_dict = { guardrail_dict = {
"device": device, "device": device,
"model_name": model_name, "model_name": model_name,
"tokenizer": AutoTokenizer.from_pretrained(model_name, trust_remote_code=True), "tokenizer": AutoTokenizer.from_pretrained(model_name, trust_remote_code=True),
"model": model_class.from_pretrained( "model": AutoModelForSequenceClassification.from_pretrained(
model_name, device_map=device, low_cpu_mem_usage=True model_name, device_map=device, low_cpu_mem_usage=True
), ),
} }

0
model_server/src/core/utils/__init__.py Normal file
View file

12
model_server/src/core/hallucination.py → model_server/src/core/utils/hallucination_utils.py
View file

@ -127,7 +127,7 @@ def is_parameter_property(
return property_name in parameter_info return property_name in parameter_info
class HallucinationStateHandler: class HallucinationState:
""" """
A class to handle the state of hallucination detection in token processing. A class to handle the state of hallucination detection in token processing.
@ -145,7 +145,7 @@ class HallucinationStateHandler:
def __init__(self, response_iterator=None, function=None): def __init__(self, response_iterator=None, function=None):
""" """
Initializes the HallucinationStateHandler with default values. Initializes the HallucinationState with default values.
""" """
self.tokens: List[str] = [] self.tokens: List[str] = []
self.logprobs: List[float] = [] self.logprobs: List[float] = []
@ -173,7 +173,7 @@ class HallucinationStateHandler:
def _reset_parameters(self): def _reset_parameters(self):
""" """
Resets all parameters in the HallucinationStateHandler to their default values. Resets all parameters in the HallucinationState to their default values.
""" """
self.state = None self.state = None
self.parameter_name_done = False self.parameter_name_done = False
@ -268,7 +268,7 @@ class HallucinationStateHandler:
# if the parameter name is done and the token is a parameter name start token, change the state # if the parameter name is done and the token is a parameter name start token, change the state
elif ( elif (
self.parameter_name_done self.parameter_name_done
and self.open_bracket == False and not self.open_bracket
and content.endswith(PARAMETER_NAME_START_PATTERN) and content.endswith(PARAMETER_NAME_START_PATTERN)
): ):
self.state = "parameter_name" self.state = "parameter_name"
@ -324,7 +324,7 @@ class HallucinationStateHandler:
# if the state is parameter value and the token is an end token, change the state # if the state is parameter value and the token is an end token, change the state
elif ( elif (
self.state == "parameter_value" self.state == "parameter_value"
and self.open_bracket == False and not self.open_bracket
and content.endswith(PARAMETER_VALUE_END_TOKEN) and content.endswith(PARAMETER_VALUE_END_TOKEN)
): ):
self.state = None self.state = None
@ -354,7 +354,7 @@ class HallucinationStateHandler:
self.HALLUCINATION_THRESHOLD_DICT[self.mask[-1].value], self.HALLUCINATION_THRESHOLD_DICT[self.mask[-1].value],
): ):
self.hallucination = True self.hallucination = True
self.error_message = f"Hallucination: token '{self.tokens[-1]}' is uncertain. {self.token_probs_map}" self.error_message = f"token '{self.tokens[-1]}' is uncertain. Generated response:\n{''.join(self.tokens)}"
def _count_consecutive_token(self, token=MaskToken.PARAMETER_VALUE) -> int: def _count_consecutive_token(self, token=MaskToken.PARAMETER_VALUE) -> int:
""" """

44
model_server/src/core/model_utils.py → model_server/src/core/utils/model_utils.py
View file

@ -14,8 +14,8 @@ class Message(BaseModel):
class ChatMessage(BaseModel): class ChatMessage(BaseModel):
messages: list[Message] messages: List[Message] = []
tools: List[Dict[str, Any]] tools: List[Dict[str, Any]] = []
class Choice(BaseModel): class Choice(BaseModel):
@ -28,8 +28,8 @@ class ChatCompletionResponse(BaseModel):
id: Optional[int] = 0 id: Optional[int] = 0
object: Optional[str] = "chat_completion" object: Optional[str] = "chat_completion"
created: Optional[str] = "" created: Optional[str] = ""
choices: List[Choice] choices: List[Choice] = []
model: str model: str = ""
metadata: Optional[Dict[str, str]] = {} metadata: Optional[Dict[str, str]] = {}
@ -39,10 +39,11 @@ class GuardRequest(BaseModel):
class GuardResponse(BaseModel): class GuardResponse(BaseModel):
prob: List task: str = ""
verdict: bool input: str = ""
sentence: List prob: float = 0.0
latency: float = 0 verdict: bool = False
metadata: Optional[Dict[str, str]] = {}
# ================================================================================================ # ================================================================================================
@ -121,6 +122,7 @@ class ArchBaseHandler:
messages: List[Message], messages: List[Message],
tools: List[Dict[str, Any]] = None, tools: List[Dict[str, Any]] = None,
extra_instruction: str = None, extra_instruction: str = None,
max_tokens=4096,
): ):
""" """
Processes a list of messages and formats them appropriately. Processes a list of messages and formats them appropriately.
@ -129,6 +131,7 @@ class ArchBaseHandler:
messages (List[Message]): A list of message objects. messages (List[Message]): A list of message objects.
tools (List[Dict[str, Any]], optional): A list of tools to include in the system prompt. tools (List[Dict[str, Any]], optional): A list of tools to include in the system prompt.
extra_instruction (str, optional): Additional instructions to append to the last user message. extra_instruction (str, optional): Additional instructions to append to the last user message.
max_tokens (int): Maximum allowed token count, assuming ~4 characters per token on average.
Returns: Returns:
List[Dict[str, Any]]: A list of processed message dictionaries. List[Dict[str, Any]]: A list of processed message dictionaries.
@ -149,14 +152,12 @@ class ArchBaseHandler:
) )
if tool_calls: if tool_calls:
# [TODO] Extend to support multiple function calls # TODO: Extend to support multiple function calls
role = "assistant" role = "assistant"
content = f"<tool_call>\n{json.dumps(tool_calls[0]['function'])}\n</tool_call>" content = f"<tool_call>\n{json.dumps(tool_calls[0]['function'])}\n</tool_call>"
elif message.role == "tool": elif role == "tool":
role = "user" role = "user"
content = ( content = f"<tool_response>\n{json.dumps(content)}\n</tool_response>"
f"<tool_response>\n{json.dumps(message.content)}\n</tool_response>"
)
processed_messages.append({"role": role, "content": content}) processed_messages.append({"role": role, "content": content})
@ -165,6 +166,23 @@ class ArchBaseHandler:
if extra_instruction: if extra_instruction:
processed_messages[-1]["content"] += extra_instruction processed_messages[-1]["content"] += extra_instruction
# keep the first system message and shift conversation if the total token length exceeds the limit
def truncate_messages(messages: List[Dict[str, Any]]):
num_tokens, conversation_idx = 0, 0
if messages[0]["role"] == "system":
num_tokens += len(messages[0]["content"]) // 4
conversation_idx = 1
for message_idx in range(len(messages) - 1, conversation_idx - 1, -1):
num_tokens += len(messages[message_idx]["content"]) // 4
if num_tokens >= max_tokens:
if messages[message_idx]["role"] == "user":
break
return messages[:conversation_idx] + messages[message_idx:]
processed_messages = truncate_messages(processed_messages)
return processed_messages return processed_messages
async def chat_completion(self, req: ChatMessage) -> ChatCompletionResponse: async def chat_completion(self, req: ChatMessage) -> ChatCompletionResponse:

110
model_server/src/main.py
View file

@ -1,25 +1,25 @@
import json import json
import logging
import os import os
import time import time
import logging
import src.commons.utils as utils
from src.commons.globals import handler_map from src.commons.globals import handler_map
from src.core.model_utils import ChatMessage, GuardRequest from src.core.utils.model_utils import (
ChatMessage,
ChatCompletionResponse,
GuardRequest,
GuardResponse,
)
from fastapi import FastAPI, Response from fastapi import FastAPI, Response
from opentelemetry import trace from opentelemetry import trace
from opentelemetry.sdk.trace import TracerProvider from opentelemetry.sdk.trace import TracerProvider
from opentelemetry.instrumentation.fastapi import FastAPIInstrumentor
from opentelemetry.exporter.otlp.proto.grpc.trace_exporter import OTLPSpanExporter
from opentelemetry.sdk.trace.export import BatchSpanProcessor from opentelemetry.sdk.trace.export import BatchSpanProcessor
from opentelemetry.sdk.resources import Resource from opentelemetry.sdk.resources import Resource
from opentelemetry.instrumentation.fastapi import FastAPIInstrumentor
from opentelemetry.exporter.otlp.proto.grpc.trace_exporter import OTLPSpanExporter
logging.basicConfig(
level=logging.INFO,
format="%(asctime)s - %(name)s - %(levelname)s - %(message)s",
)
logger = logging.getLogger(__name__)
resource = Resource.create( resource = Resource.create(
{ {
@ -31,11 +31,6 @@ resource = Resource.create(
trace.set_tracer_provider(TracerProvider(resource=resource)) trace.set_tracer_provider(TracerProvider(resource=resource))
tracer = trace.get_tracer(__name__) tracer = trace.get_tracer(__name__)
app = FastAPI()
FastAPIInstrumentor().instrument_app(app)
# DEFAULT_OTLP_HOST = "http://localhost:4317" # DEFAULT_OTLP_HOST = "http://localhost:4317"
DEFAULT_OTLP_HOST = "none" DEFAULT_OTLP_HOST = "none"
@ -47,6 +42,16 @@ otlp_exporter = OTLPSpanExporter(
trace.get_tracer_provider().add_span_processor(BatchSpanProcessor(otlp_exporter)) trace.get_tracer_provider().add_span_processor(BatchSpanProcessor(otlp_exporter))
logger = utils.get_model_server_logger()
logging.getLogger("httpx").setLevel(logging.ERROR)
logging.getLogger("opentelemetry.exporter.otlp.proto.grpc.exporter").setLevel(
logging.ERROR
)
app = FastAPI()
FastAPIInstrumentor().instrument_app(app)
@app.get("/healthz") @app.get("/healthz")
async def healthz(): async def healthz():
return {"status": "ok"} return {"status": "ok"}
@ -62,73 +67,78 @@ async def models():
@app.post("/function_calling") @app.post("/function_calling")
async def function_calling(req: ChatMessage, res: Response): async def function_calling(req: ChatMessage, res: Response):
logger.info("[Endpoint: /function_calling]")
logger.info(f"[request body]: {json.dumps(req.model_dump())}")
final_response: ChatCompletionResponse = None
error_messages = None
try: try:
intent_start_time = time.perf_counter() intent_start_time = time.perf_counter()
intent_response = await handler_map["Arch-Intent"].chat_completion(req) intent_response = await handler_map["Arch-Intent"].chat_completion(req)
intent_latency = time.perf_counter() - intent_start_time intent_latency = time.perf_counter() - intent_start_time
if handler_map["Arch-Intent"].detect_intent(intent_response): if handler_map["Arch-Intent"].detect_intent(intent_response):
# [TODO] measure agreement between intent detection and function calling # TODO: measure agreement between intent detection and function calling
try: try:
function_start_time = time.perf_counter() function_start_time = time.perf_counter()
function_calling_response = await handler_map[ final_response = await handler_map["Arch-Function"].chat_completion(req)
"Arch-Function"
].chat_completion(req)
function_latency = time.perf_counter() - function_start_time function_latency = time.perf_counter() - function_start_time
function_calling_response.metadata = {
final_response.metadata = {
"intent_latency": str(round(intent_latency * 1000, 3)), "intent_latency": str(round(intent_latency * 1000, 3)),
"function_latency": str(round(function_latency * 1000, 3)), "function_latency": str(round(function_latency * 1000, 3)),
"hallucination": str(handler_map["Arch-Function"].hallucination), "hallucination": str(
"tokens_uncertainty": json.dumps( handler_map["Arch-Function"].hallucination_state.hallucination
handler_map["Arch-Function"].hallu_handler.token_probs_map
),
"prompt_prefilling": str(
handler_map["Arch-Function"].prompt_prefilling
), ),
} }
return function_calling_response
except ValueError as e: except ValueError as e:
res.statuscode = 503 res.statuscode = 503
error_message = "Tool call extraction error" error_messages = f"[Arch-Function] - Error in tool call extraction: {e}"
logger.error(f" {error_message}: {e}")
return {"error": f"[Arch-Function] - {error_message} - {e}"}
except StopIteration as e: except StopIteration as e:
res.statuscode = 500 res.statuscode = 500
error_message = "Hallucination iterator error" error_messages = f"[Arch-Function] - Error in hallucination check: {e}"
logger.error(f" {error_message}: {e}")
return {"error": f"[Arch-Function] - {error_message} - {e}"}
except Exception as e: except Exception as e:
# [TODO] Review: update how to collect debugging outputs
logger.error(f"Error in chat_completion from `Arch-Function`: {e}")
res.status_code = 500 res.status_code = 500
return {"error": f"[Arch-Function] - {e}"} error_messages = f"[Arch-Function] - Error in ChatCompletion: {e}"
# [TODO] Review: define the behavior if `Arch-Intent` doesn't detect an intent
else: else:
return { intent_response.metadata = {
"result": "No intent matched", "intent_latency": str(round(intent_latency * 1000, 3)),
"intent_latency": round(intent_latency * 1000, 3),
} }
final_response = intent_response
except Exception as e: except Exception as e:
# [TODO] Review: update how to collect debugging outputs
# logger.error(f"Error in chat_completion from `Arch-Intent`: {e}")
logger.error(f"Error in chat_completion /function_calling: {e}")
res.status_code = 500 res.status_code = 500
return {"error": f"[Arch-Intent] - {e}"} error_messages = f"[Arch-Intent] - Error in ChatCompletion: {e}"
if error_messages is not None:
logger.error(error_messages)
final_response = ChatCompletionResponse(metadata={"error": error_messages})
return final_response
@app.post("/guardrails") @app.post("/guardrails")
async def guardrails(req: GuardRequest, res: Response, max_num_words=300): async def guardrails(req: GuardRequest, res: Response, max_num_words=300):
logger.info("[Endpoint: /guardrails] - Gateway")
logger.info(f"[request body]: {json.dumps(req.model_dump())}")
final_response: GuardResponse = None
error_messages = None
try: try:
guard_start_time = time.perf_counter() guard_start_time = time.perf_counter()
guard_result = handler_map["Arch-Guard"].predict(req) final_response = handler_map["Arch-Guard"].predict(req)
guard_latency = time.perf_counter() - guard_start_time guard_latency = time.perf_counter() - guard_start_time
return { final_response.metadata = {
"response": guard_result,
"guard_latency": round(guard_latency * 1000, 3), "guard_latency": round(guard_latency * 1000, 3),
} }
except Exception as e: except Exception as e:
# [TODO] Review: update how to collect debugging outputs
res.status_code = 500 res.status_code = 500
return {"error": f"[Arch-Guard] - {e}"} error_messages = f"[Arch-Guard]: {e}"
if error_messages is not None:
logger.error(error_messages)
final_response = GuardResponse(metadata={"error": error_messages})
return final_response

15
model_server/tests/core/test_function_calling.py
View file

@ -1,12 +1,8 @@
import os import pytest
from src.commons.globals import handler_map from src.commons.globals import handler_map
from src.core.model_utils import ChatMessage, Message from src.core.utils.model_utils import ChatMessage, Message
import pytest
from fastapi.testclient import TestClient
from unittest.mock import AsyncMock, patch
from src.main import app
from src.commons.globals import handler_map
# define function # define function
get_weather_api = { get_weather_api = {
@ -163,7 +159,10 @@ async def test_function_calling(get_data_func):
function_calling_response = await handler_map["Arch-Function"].chat_completion( function_calling_response = await handler_map["Arch-Function"].chat_completion(
req req
) )
assert handler_map["Arch-Function"].hallu_handler.hallucination == hallucination assert (
handler_map["Arch-Function"].hallucination_state.hallucination
== hallucination
)
response_txt = function_calling_response.choices[0].message.content response_txt = function_calling_response.choices[0].message.content
if parameter_gathering: if parameter_gathering:

27
model_server/tests/core/test_guardrails.py
View file

@ -1,33 +1,6 @@
from unittest.mock import patch, MagicMock from unittest.mock import patch, MagicMock
from src.core.guardrails import get_guardrail_handler from src.core.guardrails import get_guardrail_handler
# Mock constants
arch_guard_model_type = {
"cpu": "katanemo/Arch-Guard-cpu",
"cuda": "katanemo/Arch-Guard",
"mps": "katanemo/Arch-Guard",
}
# [TODO] Review: check the following code to test under `cpu`, `cuda`, and `mps`
# Test for `get_guardrail_handler()` function on `cpu`
@patch("src.core.guardrails.AutoTokenizer.from_pretrained")
@patch("src.core.guardrails.AutoModelForSequenceClassification.from_pretrained")
def test_guardrail_handler_on_cpu(mock_auto_model, mock_tokenizer):
device = "cpu"
mock_tokenizer.return_value = MagicMock()
guardrail = get_guardrail_handler(device=device)
mock_tokenizer.assert_called_once_with(guardrail.model_name, trust_remote_code=True)
mock_auto_model.assert_called_once_with(
guardrail.model_name,
device_map=device,
low_cpu_mem_usage=True,
)
# Test for `get_guardrail_handler()` function on `cuda` # Test for `get_guardrail_handler()` function on `cuda`
@patch("src.core.guardrails.AutoTokenizer.from_pretrained") @patch("src.core.guardrails.AutoTokenizer.from_pretrained")

6
model_server/tests/test_app.py
View file

@ -8,7 +8,6 @@ from src.main import app
client = TestClient(app) client = TestClient(app)
# [TODO] Review: check the following code. Seems something wrong with asyncio package❗
# Unit tests for the health check endpoint # Unit tests for the health check endpoint
@pytest.mark.asyncio @pytest.mark.asyncio
async def test_healthz(): async def test_healthz():
@ -17,7 +16,6 @@ async def test_healthz():
assert response.json() == {"status": "ok"} assert response.json() == {"status": "ok"}
# [TODO] Review: check the following code. Seems something wrong with asyncio package❗
# Unit test for the models endpoint # Unit test for the models endpoint
@pytest.mark.asyncio @pytest.mark.asyncio
async def test_models(): async def test_models():
@ -27,17 +25,14 @@ async def test_models():
assert len(response.json()["data"]) > 0 assert len(response.json()["data"]) > 0
# [TODO] Review: check the following code. Seems something wrong with asyncio package❗
# Unit test for the guardrail endpoint # Unit test for the guardrail endpoint
@pytest.mark.asyncio @pytest.mark.asyncio
async def test_guardrail_endpoint(): async def test_guardrail_endpoint():
request_data = {"input": "Test for jailbreak and toxicity", "task": "jailbreak"} request_data = {"input": "Test for jailbreak and toxicity", "task": "jailbreak"}
response = client.post("/guardrails", json=request_data) response = client.post("/guardrails", json=request_data)
assert response.status_code == 200 assert response.status_code == 200
assert "response" in response.json()
# [TODO] Review: check the following code. Seems something wrong with asyncio package❗
# Unit test for the function calling endpoint # Unit test for the function calling endpoint
@pytest.mark.asyncio @pytest.mark.asyncio
async def test_function_calling_endpoint(): async def test_function_calling_endpoint():
@ -50,4 +45,3 @@ async def test_function_calling_endpoint():
} }
response = await client.post("/function_calling", json=request_data) response = await client.post("/function_calling", json=request_data)
assert response.status_code == 200 assert response.status_code == 200
assert "result" in response.json()

413
tests/modelserver/poetry.lock generated
View file

@ -1,4 +1,4 @@
# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand. # This file is automatically @generated by Poetry 1.8.5 and should not be changed by hand.
[[package]] [[package]]
name = "attrs" name = "attrs"
@ -111,116 +111,103 @@ pycparser = "*"
[[package]] [[package]]
name = "charset-normalizer" name = "charset-normalizer"
version = "3.4.0" version = "3.4.1"
description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet." description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
optional = false optional = false
python-versions = ">=3.7.0" python-versions = ">=3.7"
files = [ files = [
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[package.dependencies]
tomli = {version = "*", optional = true, markers = "python_full_version <= \"3.11.0a6\" and extra == \"toml\""}
[package.extras] [package.extras]
toml = ["tomli"] toml = ["tomli"]
@ -326,6 +316,20 @@ orderly-set = ">=5.2.3,<6"
cli = ["click (==8.1.7)", "pyyaml (==6.0.2)"] cli = ["click (==8.1.7)", "pyyaml (==6.0.2)"]
optimize = ["orjson"] optimize = ["orjson"]
[[package]]
name = "exceptiongroup"
version = "1.2.2"
description = "Backport of PEP 654 (exception groups)"
optional = false
python-versions = ">=3.7"
files = [
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]
[package.extras]
test = ["pytest (>=6)"]
[[package]] [[package]]
name = "h11" name = "h11"
version = "0.14.0" version = "0.14.0"
@ -519,9 +523,11 @@ files = [
[package.dependencies] [package.dependencies]
colorama = {version = "*", markers = "sys_platform == \"win32\""} colorama = {version = "*", markers = "sys_platform == \"win32\""}
exceptiongroup = {version = ">=1.0.0rc8", markers = "python_version < \"3.11\""}
iniconfig = "*" iniconfig = "*"
packaging = "*" packaging = "*"
pluggy = ">=1.5,<2" pluggy = ">=1.5,<2"
tomli = {version = ">=1", markers = "python_version < \"3.11\""}
[package.extras] [package.extras]
dev = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "pygments (>=2.7.2)", "requests", "setuptools", "xmlschema"] dev = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "pygments (>=2.7.2)", "requests", "setuptools", "xmlschema"]
@ -733,19 +739,61 @@ files = [
tests = ["pytest", "pytest-cov"] tests = ["pytest", "pytest-cov"]
[[package]] [[package]]
name = "trio" name = "tomli"
version = "0.27.0" version = "2.2.1"
description = "A friendly Python library for async concurrency and I/O" description = "A lil' TOML parser"
optional = false optional = false
python-versions = ">=3.8" python-versions = ">=3.8"
files = [ files = [
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[[package]]
name = "trio"
version = "0.28.0"
description = "A friendly Python library for async concurrency and I/O"
optional = false
python-versions = ">=3.9"
files = [
{file = "trio-0.28.0-py3-none-any.whl", hash = "sha256:56d58977acc1635735a96581ec70513cc781b8b6decd299c487d3be2a721cd94"},
{file = "trio-0.28.0.tar.gz", hash = "sha256:4e547896fe9e8a5658e54e4c7c5fa1db748cbbbaa7c965e7d40505b928c73c05"},
] ]
[package.dependencies] [package.dependencies]
attrs = ">=23.2.0" attrs = ">=23.2.0"
cffi = {version = ">=1.14", markers = "os_name == \"nt\" and implementation_name != \"pypy\""} cffi = {version = ">=1.14", markers = "os_name == \"nt\" and implementation_name != \"pypy\""}
exceptiongroup = {version = "*", markers = "python_version < \"3.11\""}
idna = "*" idna = "*"
outcome = "*" outcome = "*"
sniffio = ">=1.3.0" sniffio = ">=1.3.0"
@ -763,6 +811,7 @@ files = [
] ]
[package.dependencies] [package.dependencies]
exceptiongroup = {version = "*", markers = "python_version < \"3.11\""}
trio = ">=0.11" trio = ">=0.11"
wsproto = ">=0.14" wsproto = ">=0.14"
@ -779,13 +828,13 @@ files = [
[[package]] [[package]]
name = "urllib3" name = "urllib3"
version = "2.2.3" version = "2.3.0"
description = "HTTP library with thread-safe connection pooling, file post, and more." description = "HTTP library with thread-safe connection pooling, file post, and more."
optional = false optional = false
python-versions = ">=3.8" python-versions = ">=3.9"
files = [ files = [
{file = "urllib3-2.2.3-py3-none-any.whl", hash = "sha256:ca899ca043dcb1bafa3e262d73aa25c465bfb49e0bd9dd5d59f1d0acba2f8fac"}, {file = "urllib3-2.3.0-py3-none-any.whl", hash = "sha256:1cee9ad369867bfdbbb48b7dd50374c0967a0bb7710050facf0dd6911440e3df"},
{file = "urllib3-2.2.3.tar.gz", hash = "sha256:e7d814a81dad81e6caf2ec9fdedb284ecc9c73076b62654547cc64ccdcae26e9"}, {file = "urllib3-2.3.0.tar.gz", hash = "sha256:f8c5449b3cf0861679ce7e0503c7b44b5ec981bec0d1d3795a07f1ba96f0204d"},
] ]
[package.dependencies] [package.dependencies]
@ -846,5 +895,5 @@ h11 = ">=0.9.0,<1"
[metadata] [metadata]
lock-version = "2.0" lock-version = "2.0"
python-versions = "^3.12" python-versions = "^3.10"
content-hash = "56e809b45f1e4d0ab865523472c7ea4587d1c4b2408ee62ec16d1507aecf0e1d" content-hash = "d0ba3f1875425991d473c9b6fee9f9cb35de5df5835fd7f7e27e3863ff7d37fe"

2
tests/modelserver/pyproject.toml
View file

@ -8,7 +8,7 @@ readme = "README.md"
package-mode = false package-mode = false
[tool.poetry.dependencies] [tool.poetry.dependencies]
python = "^3.12" python = "^3.10"
pytest = "^8.3.3" pytest = "^8.3.3"
requests = "^2.29.0" requests = "^2.29.0"
selenium = "^4.11.2" selenium = "^4.11.2"

12
tests/modelserver/test_hallucination.py
View file

@ -1,13 +1,9 @@
import json
import os import os
import pytest import pytest
import requests import requests
from deepdiff import DeepDiff
import logging import logging
import yaml import yaml
logger = logging.getLogger(__name__)
logger.setLevel(logging.DEBUG)
MODEL_SERVER_ENDPOINT = os.getenv( MODEL_SERVER_ENDPOINT = os.getenv(
"MODEL_SERVER_ENDPOINT", "http://localhost:51000/function_calling" "MODEL_SERVER_ENDPOINT", "http://localhost:51000/function_calling"
@ -37,13 +33,9 @@ def test_model_server(test_data):
response = requests.post(MODEL_SERVER_ENDPOINT, json=input) response = requests.post(MODEL_SERVER_ENDPOINT, json=input)
assert response.status_code == 200 assert response.status_code == 200
# print(json.dumps(response.json()))
# ensure that response is json
assert response.headers["content-type"] == "application/json" assert response.headers["content-type"] == "application/json"
response_json = response.json() response_json = response.json()
assert response_json assert response_json
metadata = response_json.get("metadata", []) metadata = response_json.get("metadata", {})
assert (metadata["hallucination"].lower() == "true") == expected[0]["hallucination"] assert (metadata["hallucination"].lower() == "true") == expected[0]["hallucination"]
assert (metadata["prompt_prefilling"].lower() == "true") == expected[0][
"prompt_prefilling"
]

29
tests/modelserver/test_hallucination_data.yaml
View file

@ -5,8 +5,7 @@ test_cases:
- role: "user" - role: "user"
content: "what is the weather forecast for seattle?" content: "what is the weather forecast for seattle?"
tools: tools:
- id: "weather-112" - type: "function"
type: "function"
function: function:
name: "get_current_weather" name: "get_current_weather"
description: "Get current weather at a location." description: "Get current weather at a location."
@ -14,17 +13,18 @@ test_cases:
type: "object" type: "object"
properties: properties:
location: location:
type: "str" type: "string"
description: "The location to get the weather for" description: "The location to get the weather for"
format: "City, State" format: "City, State"
days: days:
type: "int" type: "integer"
description: "the number of days for the request." description: "The number of days for the request."
required: ["location", "days"] required:
- location
- days
expected: expected:
- type: "metadata" - type: "metadata"
hallucination: false hallucination: false
prompt_prefilling: true
- id: "[WEATHER AGENT] - single turn, single tool, hallucination" - id: "[WEATHER AGENT] - single turn, single tool, hallucination"
input: input:
@ -32,8 +32,7 @@ test_cases:
- role: "user" - role: "user"
content: "what is the weather in Seattle in days?" content: "what is the weather in Seattle in days?"
tools: tools:
- id: "weather-112" - type: "function"
type: "function"
function: function:
name: "get_current_weather" name: "get_current_weather"
description: "Get current weather at a location." description: "Get current weather at a location."
@ -51,7 +50,6 @@ test_cases:
expected: expected:
- type: "metadata" - type: "metadata"
hallucination: true hallucination: true
prompt_prefilling: true
- id: "[WEATHER AGENT] - multi turn, single tool, all params passed" - id: "[WEATHER AGENT] - multi turn, single tool, all params passed"
input: input:
@ -85,8 +83,6 @@ test_cases:
expected: expected:
- type: "metadata" - type: "metadata"
hallucination: true hallucination: true
prompt_prefilling: true
- id: "[WEATHER AGENT] - multi turn, single tool, clarification" - id: "[WEATHER AGENT] - multi turn, single tool, clarification"
input: input:
@ -120,7 +116,7 @@ test_cases:
expected: expected:
- type: "metadata" - type: "metadata"
hallucination: false hallucination: false
prompt_prefilling: true
- id: "[SALE AGENT] - single turn, single tool, hallucination region" - id: "[SALE AGENT] - single turn, single tool, hallucination region"
input: input:
messages: messages:
@ -148,7 +144,6 @@ test_cases:
expected: expected:
- type: "metadata" - type: "metadata"
hallucination: true hallucination: true
prompt_prefilling: true
- id: "[SALE AGENT] - single turn, single tool, hallucination industry" - id: "[SALE AGENT] - single turn, single tool, hallucination industry"
input: input:
@ -177,7 +172,6 @@ test_cases:
expected: expected:
- type: "metadata" - type: "metadata"
hallucination: true hallucination: true
prompt_prefilling: true
- id: "[PRODUCT AGENT] - single turn, single tool, hallucination industry" - id: "[PRODUCT AGENT] - single turn, single tool, hallucination industry"
input: input:
@ -261,4 +255,3 @@ test_cases:
expected: expected:
- type: "metadata" - type: "metadata"
hallucination: true hallucination: true
prompt_prefilling: true

7
tests/modelserver/test_modelserver.py
View file

@ -1,13 +1,10 @@
import json
import os import os
import pytest import pytest
import requests import requests
from deepdiff import DeepDiff
import logging
import yaml import yaml
logger = logging.getLogger(__name__) from deepdiff import DeepDiff
logger.setLevel(logging.DEBUG)
MODEL_SERVER_ENDPOINT = os.getenv( MODEL_SERVER_ENDPOINT = os.getenv(
"MODEL_SERVER_ENDPOINT", "http://localhost:51000/function_calling" "MODEL_SERVER_ENDPOINT", "http://localhost:51000/function_calling"

89
tests/modelserver/test_success_data.yaml
View file

@ -107,50 +107,51 @@ test_cases:
location: "Los Angeles, CA" location: "Los Angeles, CA"
days: 5 days: 5
- id: "[WEATHER AGENT] - multi turn, single tool, infer param from context" # Skip!
input: # - id: "[WEATHER AGENT] - multi turn, single tool, infer param from context"
messages: # input:
- role: "user" # messages:
content: "how is the weather in chicago for next 5 days?" # - role: "user"
- role: "assistant" # content: "how is the weather in chicago for next 5 days?"
tool_calls: # - role: "assistant"
- id: "call_3394" # tool_calls:
type: "function" # - id: "call_3394"
function: # type: "function"
name: "get_current_weather" # function:
arguments: # name: "get_current_weather"
city: "Chicago, IL" # arguments:
days: 5 # location: "Chicago, IL"
- role: "tool" # days: 5
content: "--" # - role: "tool"
tool_call_id: "call_3394" # content: "--"
- role: "assistant" # tool_call_id: "call_3394"
content: "--" # - role: "assistant"
- role: "user" # content: "--"
content: "how is the weather in LA?" # - role: "user"
tools: # content: "how is the weather in LA?"
- type: "function" # tools:
function: # - type: "function"
name: "get_current_weather" # function:
description: "Get current weather at a location." # name: "get_current_weather"
parameters: # description: "Get current weather at a location."
type: "object" # parameters:
properties: # type: "object"
location: # properties:
type: "str" # location:
description: "The location to get the weather for" # type: "str"
format: "City, State" # description: "The location to get the weather for"
days: # format: "City, State"
type: "int" # days:
description: "the number of days for the request." # type: "int"
required: ["location", "days"] # description: "the number of days for the request."
expected: # required: ["location", "days"]
- type: "function" # expected:
function: # - type: "function"
name: "get_current_weather" # function:
arguments: # name: "get_current_weather"
location: "Los Angeles, CA" # arguments:
days: 5 # location: "Los Angeles, CA"
# days: 5
- id: "[WEATHER AGENT] - multi turn, single tool, infer param from context 2nd try" - id: "[WEATHER AGENT] - multi turn, single tool, infer param from context 2nd try"
input: input:

53
tests/rest/api_model_server.rest
View file

@ -15,7 +15,6 @@ Content-Type: application/json
], ],
"tools": [ "tools": [
{ {
"id": "weather-112",
"type": "function", "type": "function",
"function": { "function": {
"name": "get_current_weather", "name": "get_current_weather",
@ -53,32 +52,30 @@ Content-Type: application/json
], ],
"tools": [ "tools": [
{ {
"id": "weather-112", "type": "function",
"type": "function", "function": {
"function": { "name": "get_current_weather",
"name": "get_current_weather", "description": "Get current weather at a location.",
"description": "Get current weather at a location.", "parameters": {
"parameters": { "type": "object",
"type": "object", "properties": {
"properties": { "location": {
"location": { "type": "string",
"type": "str", "description": "The location to get the weather for",
"description": "The location to get the weather for", "format": "City, State"
"format": "City, State" },
}, "unit": {
"unit": { "type": "string",
"type": "str", "description": "The unit to return the weather in.",
"description": "The unit to return the weather in.", "enum": ["celsius", "fahrenheit"],
"enum": ["celsius", "fahrenheit"], "default": "celsius"
"default": "celsius" },
}, "days": {
"days": { "type": "string",
"type": "str", "description": "The number of days for the request."
"description": "the number of days for the request."
}
},
"required": ["location", "days"]
} }
},
"required": ["location", "days"]
} }
} }
} }
@ -87,6 +84,7 @@ Content-Type: application/json
### talk to function calling endpoint ### talk to function calling endpoint
POST {{model_server_endpoint}}/function_calling HTTP/1.1 POST {{model_server_endpoint}}/function_calling HTTP/1.1
Content-Type: application/json Content-Type: application/json
@ -121,7 +119,7 @@ Content-Type: application/json
} }
### talk to Arch-Intent directly for completion ### talk to Arch-Intent directly for completion
POST https://api.fc.archgw.com/v1/chat/completions HTTP/1.1 POST {{archfc_endpoint}}/v1/chat/completions HTTP/1.1
Content-Type: application/json Content-Type: application/json
{ {
@ -212,7 +210,6 @@ Content-Type: application/json
], ],
"tools": [ "tools": [
{ {
"id": "weather-112",
"type": "function", "type": "function",
"function": { "function": {
"name": "weather_forecast", "name": "weather_forecast",

4
tests/rest/insurance_agent.rest
View file

@ -31,7 +31,6 @@ Content-Type: application/json
], ],
"tools": [ "tools": [
{ {
"id": "weather-112",
"type": "function", "type": "function",
"function": { "function": {
"name": "get_current_weather", "name": "get_current_weather",
@ -103,7 +102,6 @@ Content-Type: application/json
], ],
"tools": [ "tools": [
{ {
"id": "weather-112",
"type": "function", "type": "function",
"function": { "function": {
"name": "get_current_weather", "name": "get_current_weather",
@ -172,7 +170,6 @@ Content-Type: application/json
], ],
"tools": [ "tools": [
{ {
"id": "weather-112",
"type": "function", "type": "function",
"function": "function":
{ {
@ -374,7 +371,6 @@ Content-Type: application/json
], ],
"tools": [ "tools": [
{ {
"id": "weather-112",
"type": "function", "type": "function",
"function": "function":
{ {