merging from main

This commit is contained in:
Salman Paracha 2024-10-18 14:35:41 -07:00
commit 93c88d60c5
72 changed files with 7952 additions and 1826 deletions

1
.dockerignore Normal file
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@ -0,0 +1 @@
crates/*/target*

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@ -12,13 +12,24 @@ jobs:
steps:
- name: Setup | Checkout
uses: actions/checkout@v4
- name: Setup | Rust
run: rustup toolchain install stable --profile minimal
- name: Setup | Install wasm toolchain
run: rustup target add wasm32-wasi
- name: Build wasm module
run: cd arch && cargo build --release --target=wasm32-wasi
- name: Run Tests on arch
run: cd arch && cargo test
- name: Run Tests on public_types
run: cd public_types && cargo test
- name: Run Tests on common crate
run: cd crates/common && cargo test
- name: Build wasm module for prompt_gateway
run: cd crates/prompt_gateway && cargo build --release --target=wasm32-wasi
- name: Run Tests on prompt_gateway crate
run: cd crates/prompt_gateway && cargo test
- name: Build wasm module for llm_gateway
run: cd crates/llm_gateway && cargo build --release --target=wasm32-wasi
- name: Run Tests on llm_gateway crate
run: cd crates/llm_gateway && cargo test

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@ -0,0 +1,38 @@
name: Run Model Server tests
on:
push:
branches:
- main # Run tests on pushes to the main branch
pull_request:
branches:
- main # Run tests on pull requests to the main branch
jobs:
test:
runs-on: ubuntu-latest
steps:
# Step 1: Check out the code from your repository
- name: Checkout code
uses: actions/checkout@v3
# Step 2: Set up Python (specify the version)
- name: Set up Python
uses: actions/setup-python@v4
with:
python-version: "3.10" # Adjust to your Python version
# Step 3: Install dependencies (from requirements.txt or Pipfile)
- name: Install dependencies
run: |
cd model_server
pip install --upgrade pip
pip install -r requirements.txt # Or use pipenv install
pip install pytest
# Step 4: Set PYTHONPATH and run tests
- name: Run model server tests with pytest
run: |
cd model_server
PYTHONPATH=. pytest --maxfail=5 --disable-warnings

4
.gitignore vendored
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@ -1,6 +1,4 @@
arch/target
arch/qdrant_data/
public_types/target
/venv/
__pycache__
grafana-data
@ -31,3 +29,5 @@ model_server/build
model_server/dist
arch_logs/
dist/
crates/*/target/
crates/target/

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@ -8,23 +8,27 @@ repos:
- id: trailing-whitespace
- repo: local
hooks:
- id: cargo-fmt
name: cargo-fmt
language: system
types: [file, rust]
entry: bash -c "cd arch && cargo fmt -p intelligent-prompt-gateway -- --check"
entry: bash -c "cd crates/llm_gateway && cargo fmt"
- id: cargo-clippy
name: cargo-clippy
language: system
types: [file, rust]
entry: bash -c "cd arch && cargo clippy -p intelligent-prompt-gateway --all"
entry: bash -c "cd crates/llm_gateway && cargo clippy --all"
- id: cargo-test
name: cargo-test
language: system
types: [file, rust]
# --lib is to only test the library, since when integration tests are made,
# they will be in a seperate tests directory
entry: bash -c "cd arch && cargo test -p intelligent-prompt-gateway --lib"
entry: bash -c "cd crates/llm_gateway && cargo test --lib"
- repo: https://github.com/psf/black
rev: 23.1.0
hooks:

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@ -25,9 +25,9 @@ Engineered with purpose-built LLMs, Arch handles the critical but undifferentiat
To get in touch with us, please join our [discord server](https://discord.gg/rSRQ9fv7). We will be monitoring that actively and offering support there.
## Demos
* [Function Calling](demos/function_calling/README.md) - Walk through of critical function calling capabilities
* [Insurance Agent](demos/insurance_agent/README.md) - Build a full insurance agent with arch
* [Network Agent](demos/network_agent/README.md) - Build a networking co-pilot/agent agent with arch
* [Function Calling](demos/function_calling/README.md) - Walk through of the core function calling capabilities Arch offers
* [Insurance Agent](demos/insurance_agent/README.md) - Build a full insurance agent with Arch
* [Network Agent](demos/network_agent/README.md) - Build a networking co-pilot/agent agent with Arch
## Quickstart
@ -111,9 +111,9 @@ Make outbound calls via Arch
import openai
# Set the OpenAI API base URL to the Arch gateway endpoint
openai.api_base = "http://127.0.0.1:51001/v1"
# No need to set openai.api_key since it's configured in Arch's gateway
openai.api_base = "http://127.0.0.1:12000/v1"
# No need to set a specific openai.api_key since it's configured in Arch's gateway
openai.api_key = "null"
# Use the OpenAI client as usual
response = openai.Completion.create(

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@ -2,19 +2,18 @@
FROM rust:1.80.0 as builder
RUN rustup -v target add wasm32-wasi
WORKDIR /arch
COPY arch/src /arch/src
COPY arch/Cargo.toml /arch/
COPY arch/Cargo.lock /arch/
COPY public_types /public_types
COPY crates .
RUN cargo build --release --target wasm32-wasi
RUN cd prompt_gateway && cargo build --release --target wasm32-wasi
RUN cd llm_gateway && cargo build --release --target wasm32-wasi
# copy built filter into envoy image
FROM envoyproxy/envoy:v1.31-latest as envoy
#Build config generator, so that we have a single build image for both Rust and Python
FROM python:3-slim as arch
COPY --from=builder /arch/target/wasm32-wasi/release/intelligent_prompt_gateway.wasm /etc/envoy/proxy-wasm-plugins/intelligent_prompt_gateway.wasm
COPY --from=builder /arch/prompt_gateway/target/wasm32-wasi/release/prompt_gateway.wasm /etc/envoy/proxy-wasm-plugins/prompt_gateway.wasm
COPY --from=builder /arch/llm_gateway/target/wasm32-wasi/release/llm_gateway.wasm /etc/envoy/proxy-wasm-plugins/llm_gateway.wasm
COPY --from=envoy /usr/local/bin/envoy /usr/local/bin/envoy
WORKDIR /config
COPY arch/requirements.txt .

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@ -45,34 +45,12 @@ static_resources:
domains:
- "*"
routes:
{% for provider in arch_llm_providers %}
- match:
prefix: "/"
headers:
- name: "x-arch-llm-provider"
string_match:
exact: {{ provider.name }}
route:
auto_host_rewrite: true
cluster: {{ provider.provider }}
timeout: 60s
{% endfor %}
- match:
prefix: "/"
headers:
- name: "x-arch-upstream"
string_match:
exact: arch_llm_listener
route:
auto_host_rewrite: true
cluster: arch_llm_listener
timeout: 60s
- match:
prefix: "/"
direct_response:
status: 400
body:
inline_string: "x-arch-llm-provider or x-arch-upstream header not set, cannot perform routing\n"
http_filters:
- name: envoy.filters.http.wasm
typed_config:
@ -90,7 +68,7 @@ static_resources:
runtime: "envoy.wasm.runtime.v8"
code:
local:
filename: "/etc/envoy/proxy-wasm-plugins/intelligent_prompt_gateway.wasm"
filename: "/etc/envoy/proxy-wasm-plugins/prompt_gateway.wasm"
- name: envoy.filters.http.router
typed_config:
"@type": type.googleapis.com/envoy.extensions.filters.http.router.v3.Router
@ -232,7 +210,7 @@ static_resources:
direct_response:
status: 400
body:
inline_string: "x-arch-llm-provider header not set, cannot perform routing\n"
inline_string: "x-arch-llm-provider header not set, llm gateway cannot perform routing\n"
http_filters:
- name: envoy.filters.http.wasm
typed_config:
@ -250,7 +228,7 @@ static_resources:
runtime: "envoy.wasm.runtime.v8"
code:
local:
filename: "/etc/envoy/proxy-wasm-plugins/intelligent_prompt_gateway.wasm"
filename: "/etc/envoy/proxy-wasm-plugins/llm_gateway.wasm"
- name: envoy.filters.http.router
typed_config:
"@type": type.googleapis.com/envoy.extensions.filters.http.router.v3.Router

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@ -1,9 +0,0 @@
apiVersion: 1
datasources:
- name: Prometheus
type: prometheus
url: http://prometheus:9090
isDefault: true
access: proxy
editable: true

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@ -1,23 +0,0 @@
global:
scrape_interval: 15s
scrape_timeout: 10s
evaluation_interval: 15s
alerting:
alertmanagers:
- static_configs:
- targets: []
scheme: http
timeout: 10s
api_version: v1
scrape_configs:
- job_name: envoy
honor_timestamps: true
scrape_interval: 15s
scrape_timeout: 10s
metrics_path: /stats
scheme: http
static_configs:
- targets:
- envoy:9901
params:
format: ['prometheus']

3
arch/tools/.vscode/settings.json vendored Normal file
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@ -0,0 +1,3 @@
{
"python.defaultInterpreterPath": "${workspaceFolder}/venv/bin/python",
}

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@ -1,3 +0,0 @@
include config/docker-compose.yaml
include config/arch_config_schema.yaml
include config/stage.env

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@ -1 +1,11 @@
KATANEMO_DOCKERHUB_REPO = "katanemo/archgw"
KATANEMO_LOCAL_MODEL_LIST = [
"katanemo/Arch-Guard-cpu",
"katanemo/Arch-Guard",
"katanemo/bge-large-en-v1.5",
]
SERVICE_NAME_ARCHGW = "archgw"
SERVICE_NAME_MODEL_SERVER = "model_server"
SERVICE_ALL = "all"
MODEL_SERVER_LOG_FILE = "~/archgw_logs/modelserver.log"
ACCESS_LOG_FILES = "~/archgw_logs/access*"

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@ -3,9 +3,16 @@ import os
import time
import pkg_resources
import select
import sys
import glob
from cli.utils import run_docker_compose_ps, print_service_status, check_services_state
from cli.utils import getLogger
import sys
from cli.consts import (
KATANEMO_LOCAL_MODEL_LIST,
MODEL_SERVER_LOG_FILE,
ACCESS_LOG_FILES,
)
from huggingface_hub import snapshot_download
log = getLogger(__name__)
@ -37,6 +44,45 @@ def stream_gateway_logs(follow):
log.info(f"Failed to stream logs: {str(e)}")
def stream_model_server_logs(follow):
"""
Get the model server logs, check if the user wants to follow/tail them.
"""
log_file_expanded = os.path.expanduser(MODEL_SERVER_LOG_FILE)
stream_command = ["tail"]
if follow:
stream_command.append("-f")
stream_command.append(log_file_expanded)
subprocess.run(
stream_command,
check=True,
stdout=sys.stdout,
stderr=sys.stderr,
)
def stream_access_logs(follow):
"""
Get the archgw access logs
"""
log_file_pattern_expanded = os.path.expanduser(ACCESS_LOG_FILES)
log_files = glob.glob(log_file_pattern_expanded)
stream_command = ["tail"]
if follow:
stream_command.append("-f")
stream_command.extend(log_files)
subprocess.run(
stream_command,
check=True,
stdout=sys.stdout,
stderr=sys.stderr,
)
def start_arch(arch_config_file, env, log_timeout=120):
"""
Start Docker Compose in detached mode and stream logs until services are healthy.
@ -164,6 +210,12 @@ def stop_arch():
log.info(f"Failed to shut down services: {str(e)}")
def download_models_from_hf():
for model in KATANEMO_LOCAL_MODEL_LIST:
log.info(f"Downloading model: {model}")
snapshot_download(repo_id=model)
def start_arch_modelserver():
"""
Start the model server. This assumes that the archgw_modelserver package is installed locally

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@ -3,22 +3,28 @@ import os
import pkg_resources
import sys
import subprocess
import multiprocessing
import importlib.metadata
from cli import targets
from cli import config_generator
from cli.utils import getLogger, get_llm_provider_access_keys, load_env_file_to_dict
from cli.core import (
start_arch_modelserver,
stop_arch_modelserver,
start_arch,
stop_arch,
stream_gateway_logs,
stream_model_server_logs,
stream_access_logs,
download_models_from_hf,
)
from cli.consts import (
KATANEMO_DOCKERHUB_REPO,
KATANEMO_LOCAL_MODEL_LIST,
SERVICE_NAME_ARCHGW,
SERVICE_NAME_MODEL_SERVER,
SERVICE_ALL,
)
from cli.utils import get_llm_provider_access_keys, load_env_file_to_dict
from cli.consts import KATANEMO_DOCKERHUB_REPO
from cli.utils import getLogger
import multiprocessing
from huggingface_hub import snapshot_download
import joblib
log = getLogger(__name__)
@ -31,34 +37,46 @@ logo = r"""
"""
# Command to build archgw and model_server Docker images
ARCHGW_DOCKERFILE = "./arch/Dockerfile"
MODEL_SERVER_BUILD_FILE = "./model_server/pyproject.toml"
def get_version():
try:
version = importlib.metadata.version("archgw")
return version
except importlib.metadata.PackageNotFoundError:
return "version not found"
@click.group(invoke_without_command=True)
@click.option("--version", is_flag=True, help="Show the archgw cli version and exit.")
@click.pass_context
def main(ctx):
def main(ctx, version):
if version:
click.echo(f"archgw cli version: {get_version()}")
ctx.exit()
if ctx.invoked_subcommand is None:
click.echo("""Arch (The Intelligent Prompt Gateway) CLI""")
click.echo(logo)
click.echo(ctx.get_help())
# Command to build archgw and model_server Docker images
ARCHGW_DOCKERFILE = "./arch/Dockerfile"
MODEL_SERVER_BUILD_FILE = "./model_server/pyproject.toml"
@click.command()
@click.option(
"--service",
default="all",
default=SERVICE_ALL,
help="Optioanl parameter to specify which service to build. Options are model_server, archgw",
)
def build(service):
"""Build Arch from source. Must be in root of cloned repo."""
if service not in ["model_server", "archgw", "all"]:
if service not in [SERVICE_NAME_ARCHGW, SERVICE_NAME_MODEL_SERVER, SERVICE_ALL]:
print(f"Error: Invalid service {service}. Exiting")
sys.exit(1)
# Check if /arch/Dockerfile exists
if service == "archgw" or service == "all":
if service == SERVICE_NAME_ARCHGW or service == SERVICE_ALL:
if os.path.exists(ARCHGW_DOCKERFILE):
click.echo("Building archgw image...")
try:
@ -86,7 +104,7 @@ def build(service):
click.echo("archgw image built successfully.")
"""Install the model server dependencies using Poetry."""
if service == "model_server" or service == "all":
if service == SERVICE_NAME_MODEL_SERVER or service == SERVICE_ALL:
# Check if pyproject.toml exists
if os.path.exists(MODEL_SERVER_BUILD_FILE):
click.echo("Installing model server dependencies with Poetry...")
@ -112,16 +130,18 @@ def build(service):
)
@click.option(
"--service",
default="all",
default=SERVICE_ALL,
help="Service to start. Options are model_server, archgw.",
)
def up(file, path, service):
"""Starts Arch."""
if service not in ["all", "model_server", "archgw"]:
print(f"Error: Invalid service {service}. Exiting")
if service not in [SERVICE_NAME_ARCHGW, SERVICE_NAME_MODEL_SERVER, SERVICE_ALL]:
log.info(f"Error: Invalid service {service}. Exiting")
sys.exit(1)
if service == "model_server":
if service == SERVICE_NAME_MODEL_SERVER:
log.info("Download archgw models from HuggingFace...")
download_models_from_hf()
start_arch_modelserver()
return
@ -134,10 +154,10 @@ def up(file, path, service):
# Check if the file exists
if not os.path.exists(arch_config_file):
print(f"Error: {arch_config_file} does not exist.")
log.info(f"Error: {arch_config_file} does not exist.")
return
print(f"Validating {arch_config_file}")
log.info(f"Validating {arch_config_file}")
arch_schema_config = pkg_resources.resource_filename(
__name__, "../config/arch_config_schema.yaml"
)
@ -148,7 +168,7 @@ def up(file, path, service):
arch_config_schema_file=arch_schema_config,
)
except Exception as e:
print(f"Exiting archgw up: {e}")
log.info(f"Exiting archgw up: {e}")
sys.exit(1)
log.info("Starging arch model server and arch gateway")
@ -171,7 +191,7 @@ def up(file, path, service):
): # check to see if the environment variables in the current environment or not
for access_key in access_keys:
if env.get(access_key) is None:
print(f"Access Key: {access_key} not found. Exiting Start")
log.info(f"Access Key: {access_key} not found. Exiting Start")
sys.exit(1)
else:
env_stage[access_key] = env.get(access_key)
@ -179,7 +199,7 @@ def up(file, path, service):
env_file_dict = load_env_file_to_dict(app_env_file)
for access_key in access_keys:
if env_file_dict.get(access_key) is None:
print(f"Access Key: {access_key} not found. Exiting Start")
log.info(f"Access Key: {access_key} not found. Exiting Start")
sys.exit(1)
else:
env_stage[access_key] = env_file_dict[access_key]
@ -193,9 +213,11 @@ def up(file, path, service):
env.update(env_stage)
env["ARCH_CONFIG_FILE"] = arch_config_file
if service == "archgw":
if service == SERVICE_NAME_ARCHGW:
start_arch(arch_config_file, env)
else:
# this will used the cached versions of the models, so its safe to use everytime.
download_models_from_hf()
start_arch_modelserver()
start_arch(arch_config_file, env)
@ -203,18 +225,19 @@ def up(file, path, service):
@click.command()
@click.option(
"--service",
default="all",
default=SERVICE_ALL,
help="Service to down. Options are all, model_server, archgw. Default is all",
)
def down(service):
"""Stops Arch."""
if service not in ["all", "model_server", "archgw"]:
print(f"Error: Invalid service {service}. Exiting")
if service not in [SERVICE_NAME_ARCHGW, SERVICE_NAME_MODEL_SERVER, SERVICE_ALL]:
log.info(f"Error: Invalid service {service}. Exiting")
sys.exit(1)
if service == "model_server":
if service == SERVICE_NAME_MODEL_SERVER:
stop_arch_modelserver()
elif service == "archgw":
elif service == SERVICE_NAME_ARCHGW:
stop_arch()
else:
stop_arch_modelserver()
@ -243,74 +266,72 @@ def generate_prompt_targets(file):
targets.generate_prompt_targets(file)
def stream_model_server_logs(follow):
log_file = "~/archgw_logs/modelserver.log"
log_file_expanded = os.path.expanduser(log_file)
stream_command = ["tail"]
if follow:
stream_command.append("-f")
stream_command.append(log_file_expanded)
subprocess.run(
stream_command,
check=True,
stdout=sys.stdout,
stderr=sys.stderr,
)
@click.command()
@click.option(
"--service",
default="all",
help="Service to monitor. By default it will monitor both gateway and model_serve",
default=SERVICE_ALL,
help="Service to monitor. By default it will monitor both core gateway and model_server logs.",
)
@click.option(
"--debug",
help="For detailed debug logs to trace calls from archgw <> model_server <> api_server, etc",
is_flag=True,
)
@click.option("--follow", help="Follow the logs", is_flag=True)
def logs(service, follow):
"""Stream logs from arch services."""
def logs(service, debug, follow):
"""Stream logs from access logs services."""
if service not in ["all", "model_server", "archgw"]:
if service not in [SERVICE_NAME_ARCHGW, SERVICE_NAME_MODEL_SERVER, SERVICE_ALL]:
print(f"Error: Invalid service {service}. Exiting")
sys.exit(1)
archgw_process = None
if service == "archgw" or service == "all":
archgw_process = multiprocessing.Process(
target=stream_gateway_logs, args=(follow,)
)
archgw_process.start()
model_server_process = None
if service == "model_server" or service == "all":
model_server_process = multiprocessing.Process(
target=stream_model_server_logs, args=(follow,)
)
model_server_process.start()
if debug:
try:
archgw_process = None
if service == SERVICE_NAME_ARCHGW or service == SERVICE_ALL:
archgw_process = multiprocessing.Process(
target=stream_gateway_logs, args=(follow,)
)
archgw_process.start()
if archgw_process:
archgw_process.join()
if model_server_process:
model_server_process.join()
model_server_process = None
if service == SERVICE_NAME_MODEL_SERVER or service == SERVICE_ALL:
model_server_process = multiprocessing.Process(
target=stream_model_server_logs, args=(follow,)
)
model_server_process.start()
if archgw_process:
archgw_process.join()
if model_server_process:
model_server_process.join()
except KeyboardInterrupt:
log.info("KeyboardInterrupt detected. Exiting.")
if archgw_process and archgw_process.is_alive():
archgw_process.terminate()
model_list = [
"katanemo/Arch-Guard-cpu",
"katanemo/Arch-Guard",
"katanemo/bge-large-en-v1.5",
]
if model_server_process and model_server_process.is_alive():
model_server_process.terminate()
else:
try:
archgw_access_logs_process = None
archgw_access_logs_process = multiprocessing.Process(
target=stream_access_logs, args=(follow,)
)
archgw_access_logs_process.start()
@click.command()
def download_models():
"""Download required models from Hugging Face Hub in the cache directory"""
for model in model_list:
log.info(f"Downloading model: {model}")
snapshot_download(repo_id=model)
if archgw_access_logs_process:
archgw_access_logs_process.join()
except KeyboardInterrupt:
log.info("KeyboardInterrupt detected. Exiting.")
if archgw_access_logs_process.is_alive():
archgw_access_logs_process.terminate()
main.add_command(up)
main.add_command(down)
main.add_command(build)
main.add_command(logs)
main.add_command(download_models)
main.add_command(generate_prompt_targets)
if __name__ == "__main__":

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@ -14,8 +14,6 @@ logging.basicConfig(
def getLogger(name="cli"):
import logging
logger = logging.getLogger(name)
logger.setLevel(logging.INFO)
return logger
@ -32,7 +30,8 @@ def run_docker_compose_ps(compose_file, env):
path (str): The path where the docker-compose.yml file is located.
"""
try:
# Run `docker compose ps` to get the health status of each service
# Run `docker compose ps` to get the health status of each service.
# This should be a non-blocking call so using subprocess.Popen(...)
ps_process = subprocess.Popen(
[
"docker",

580
arch/tools/poetry.lock generated
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@ -2,13 +2,13 @@
[[package]]
name = "accelerate"
version = "1.0.0"
version = "1.0.1"
description = "Accelerate"
optional = false
python-versions = ">=3.8.0"
files = [
{file = "accelerate-1.0.0-py3-none-any.whl", hash = "sha256:6fc65cd7a43c41530e3cf8ffb1fbe3ac6e416ec3f4c9a55ddf407d374b887b68"},
{file = "accelerate-1.0.0.tar.gz", hash = "sha256:e39c99327d37c4583b4e6b70946915072b56f892836942eca22e1d25b71d6d4b"},
{file = "accelerate-1.0.1-py3-none-any.whl", hash = "sha256:c6aa0c7b8a797cb150471e90e3ca36ac41f5d4b40512cdd6f058b8bf25589467"},
{file = "accelerate-1.0.1.tar.gz", hash = "sha256:e8f95fc2db14915dc0a9182edfcf3068e5ddb2fa310b583717ad44e5c442399c"},
]
[package.dependencies]
@ -181,13 +181,13 @@ files = [
[[package]]
name = "anyio"
version = "4.6.0"
version = "4.6.2.post1"
description = "High level compatibility layer for multiple asynchronous event loop implementations"
optional = false
python-versions = ">=3.9"
files = [
{file = "anyio-4.6.0-py3-none-any.whl", hash = "sha256:c7d2e9d63e31599eeb636c8c5c03a7e108d73b345f064f1c19fdc87b79036a9a"},
{file = "anyio-4.6.0.tar.gz", hash = "sha256:137b4559cbb034c477165047febb6ff83f390fc3b20bf181c1fc0a728cb8beeb"},
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]
[package.dependencies]
@ -3532,4 +3514,4 @@ propcache = ">=0.2.0"
[metadata]
lock-version = "2.0"
python-versions = "^3.10"
content-hash = "35ffc7511fb162b24cc24f3d2884128b8e34b68c42811eba4f878479d98b55b7"
content-hash = "04bac88aa3dadecee3c91bc530c67bfd34b439648bb7dfc4c2d201efa4f79540"

View file

@ -1,11 +1,12 @@
[tool.poetry]
name = "archgw"
version = "0.0.3"
version = "0.0.4"
description = "Python-based CLI tool to manage Arch Gateway."
authors = ["Katanemo Labs, Inc."]
packages = [
{ include = "cli" }
]
readme = "README.md"
include = [
# Include package data (docker-compose.yaml and other files)[

View file

@ -1,34 +0,0 @@
from setuptools import setup, find_packages
setup(
name="archgw",
version="0.1.0",
description="Python-based CLI tool to manage Arch and generate targets.",
author="Katanemo Labs, Inc.",
packages=find_packages(),
py_modules=["cli", "core", "targets", "utils", "config_generator"],
include_package_data=True,
# Specify to include the docker-compose.yml file
package_data={
"": [
"config/docker-compose.yaml",
"config/arch_config_schema.yaml",
"config/stage.env",
] # Specify to include the docker-compose.yml file
},
# Add dependencies here, e.g., 'PyYAML' for YAML processing
install_requires=[
"pyyaml",
"pydantic",
"click",
"jinja2",
"pyyaml",
"jsonschema",
"setuptools",
],
entry_points={
"console_scripts": [
"archgw=cli:main",
],
},
)

View file

View file

@ -0,0 +1,42 @@
import pytest
from click.testing import CliRunner
from tools.cli.main import main # Import your CLI's entry point
import importlib.metadata
def get_version():
"""Helper function to fetch the version."""
try:
version = importlib.metadata.version("archgw")
return version
except importlib.metadata.PackageNotFoundError:
return None
@pytest.fixture
def runner():
"""Fixture to create a Click test runner."""
return CliRunner()
def test_version_option(runner):
"""Test the --version option."""
result = runner.invoke(main, ["--version"])
assert result.exit_code == 0
expected_version = get_version()
assert f"archgw cli version: {expected_version}" in result.output
def test_default_behavior(runner):
"""Test the default behavior when no command is provided."""
result = runner.invoke(main)
assert result.exit_code == 0
assert "Arch (The Intelligent Prompt Gateway) CLI" in result.output
assert "Usage:" in result.output # Ensure help text is shown
def test_invalid_command(runner):
"""Test that an invalid command returns an appropriate error message."""
result = runner.invoke(main, ["invalid_command"])
assert result.exit_code != 0 # Non-zero exit code for invalid command
assert "Error: No such command 'invalid_command'" in result.output

View file

@ -5,11 +5,11 @@
"path": "."
},
{
"name": "arch",
"path": "arch"
"name": "crates",
"path": "crates"
},
{
"name": "arch/tools",
"name": "archgw_cli",
"path": "arch/tools"
},
{
@ -28,10 +28,15 @@
"name": "demos/insurance_agent",
"path": "./demos/insurance_agent",
},
{
"name": "demos/function_calling/api_server",
"path": "./demos/function_calling/api_server",
},
],
"settings": {}
"settings": {
},
"extensions": {
"recommendations": [
"ms-python.python",
"ms-python.debugpy",
"rust-lang.rust-analyzer",
"humao.rest-client"
]
}
}

3
chatbot_ui/.vscode/settings.json vendored Normal file
View file

@ -0,0 +1,3 @@
{
"python.defaultInterpreterPath": "${workspaceFolder}/venv/bin/python",
}

2237
crates/Cargo.lock generated Normal file

File diff suppressed because it is too large Load diff

3
crates/Cargo.toml Normal file
View file

@ -0,0 +1,3 @@
[workspace]
resolver = "2"
members = ["llm_gateway", "prompt_gateway", "common"]

668
crates/common/Cargo.lock generated Normal file
View file

@ -0,0 +1,668 @@
# This file is automatically @generated by Cargo.
# It is not intended for manual editing.
version = 3
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name = "ahash"
version = "0.3.8"
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source = "registry+https://github.com/rust-lang/crates.io-index"
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"zerocopy",
]
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View file

@ -1,5 +1,5 @@
[package]
name = "public_types"
name = "common"
version = "0.1.0"
edition = "2021"
@ -7,6 +7,14 @@ edition = "2021"
serde = { version = "1.0", features = ["derive"] }
serde_yaml = "0.9.34"
duration-string = { version = "0.3.0", features = ["serde"] }
proxy-wasm = "0.2.1"
governor = { version = "0.6.3", default-features = false, features = ["no_std"]}
log = "0.4"
derivative = "2.2.0"
thiserror = "1.0.64"
tiktoken-rs = "0.5.9"
rand = "0.8.5"
serde_json = "1.0"
[dev-dependencies]
pretty_assertions = "1.4.1"

View file

@ -1,5 +1,6 @@
use duration_string::DurationString;
use serde::{Deserialize, Deserializer, Serialize};
use std::default;
use std::fmt::Display;
use std::{collections::HashMap, time::Duration};
@ -13,20 +14,15 @@ pub struct Tracing {
pub sampling_rate: Option<f64>,
}
#[derive(Debug, Clone, Serialize, Deserialize, PartialEq, Eq, Hash)]
#[derive(Debug, Clone, Serialize, Deserialize, PartialEq, Eq, Hash, Default)]
pub enum GatewayMode {
#[serde(rename = "llm")]
Llm,
#[default]
#[serde(rename = "prompt")]
Prompt,
}
impl Default for GatewayMode {
fn default() -> Self {
GatewayMode::Prompt
}
}
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct Configuration {
pub version: String,
@ -225,27 +221,14 @@ mod test {
#[test]
fn test_deserialize_configuration() {
let ref_config =
fs::read_to_string("../docs/source/resources/includes/arch_config_full_reference.yaml")
.expect("reference config file not found");
let ref_config = fs::read_to_string(
"../../docs/source/resources/includes/arch_config_full_reference.yaml",
)
.expect("reference config file not found");
let config: super::Configuration = serde_yaml::from_str(&ref_config).unwrap();
assert_eq!(config.version, "v0.1");
let open_ai_provider = config
.llm_providers
.iter()
.find(|p| p.name.to_lowercase() == "openai")
.unwrap();
assert_eq!(open_ai_provider.name.to_lowercase(), "openai");
assert_eq!(
open_ai_provider.access_key,
Some("OPENAI_API_KEY".to_string())
);
assert_eq!(open_ai_provider.model, "gpt-4o");
assert_eq!(open_ai_provider.default, Some(true));
assert_eq!(open_ai_provider.stream, Some(true));
let prompt_guards = config.prompt_guards.as_ref().unwrap();
let input_guards = &prompt_guards.input_guards;
let jailbreak_guard = input_guards.get(&GuardType::Jailbreak).unwrap();
@ -299,10 +282,7 @@ mod test {
let tracing = config.tracing.as_ref().unwrap();
assert_eq!(tracing.sampling_rate.unwrap(), 0.1);
let mode = config
.mode
.as_ref()
.unwrap_or(&super::GatewayMode::Prompt);
let mode = config.mode.as_ref().unwrap_or(&super::GatewayMode::Prompt);
assert_eq!(*mode, super::GatewayMode::Prompt);
}
}

View file

@ -12,7 +12,7 @@ pub const MODEL_SERVER_NAME: &str = "model_server";
pub const ARCH_ROUTING_HEADER: &str = "x-arch-llm-provider";
pub const ARCH_MESSAGES_KEY: &str = "arch_messages";
pub const ARCH_PROVIDER_HINT_HEADER: &str = "x-arch-llm-provider-hint";
pub const CHAT_COMPLETIONS_PATH: &str = "v1/chat/completions";
pub const CHAT_COMPLETIONS_PATH: &str = "/v1/chat/completions";
pub const ARCH_STATE_HEADER: &str = "x-arch-state";
pub const ARCH_FC_MODEL_NAME: &str = "Arch-Function-1.5B";
pub const REQUEST_ID_HEADER: &str = "x-request-id";

View file

@ -0,0 +1,39 @@
use proxy_wasm::types::Status;
use crate::ratelimit;
#[derive(thiserror::Error, Debug)]
pub enum ClientError {
#[error("Error dispatching HTTP call to `{upstream_name}/{path}`, error: {internal_status:?}")]
DispatchError {
upstream_name: String,
path: String,
internal_status: Status,
},
}
#[derive(thiserror::Error, Debug)]
pub enum ServerError {
#[error(transparent)]
HttpDispatch(ClientError),
#[error(transparent)]
Deserialization(serde_json::Error),
#[error(transparent)]
Serialization(serde_json::Error),
#[error("{0}")]
LogicError(String),
#[error("upstream error response authority={authority}, path={path}, status={status}")]
Upstream {
authority: String,
path: String,
status: String,
},
#[error("jailbreak detected: {0}")]
Jailbreak(String),
#[error("{why}")]
NoMessagesFound { why: String },
#[error(transparent)]
ExceededRatelimit(ratelimit::Error),
#[error("{why}")]
BadRequest { why: String },
}

View file

@ -1,4 +1,4 @@
use crate::stats::{Gauge, IncrementingMetric};
use crate::{errors::ClientError, stats::{Gauge, IncrementingMetric}};
use derivative::Derivative;
use log::debug;
use proxy_wasm::{traits::Context, types::Status};
@ -37,16 +37,6 @@ impl<'a> CallArgs<'a> {
}
}
#[derive(thiserror::Error, Debug)]
pub enum ClientError {
#[error("Error dispatching HTTP call to `{upstream_name}/{path}`, error: {internal_status:?}")]
DispatchError {
upstream_name: String,
path: String,
internal_status: Status,
},
}
pub trait Client: Context {
type CallContext: Debug;

13
crates/common/src/lib.rs Normal file
View file

@ -0,0 +1,13 @@
#![allow(unused_imports)]
pub mod common_types;
pub mod configuration;
pub mod consts;
pub mod embeddings;
pub mod http;
pub mod llm_providers;
pub mod ratelimit;
pub mod routing;
pub mod stats;
pub mod tokenizer;
pub mod errors;

View file

@ -1,4 +1,4 @@
use public_types::configuration::LlmProvider;
use crate::configuration::LlmProvider;
use std::collections::HashMap;
use std::rc::Rc;

View file

@ -1,7 +1,7 @@
use crate::configuration;
use configuration::{Limit, Ratelimit, TimeUnit};
use governor::{DefaultKeyedRateLimiter, InsufficientCapacity, Quota};
use log::debug;
use public_types::configuration;
use public_types::configuration::{Limit, Ratelimit, TimeUnit};
use std::fmt::Display;
use std::num::{NonZero, NonZeroU32};
use std::sync::RwLock;
@ -398,9 +398,10 @@ fn different_provider_can_have_different_limits_with_the_same_keys() {
// If more tests are written here, move the initial call out of the test.
#[cfg(test)]
mod test {
use crate::configuration;
use super::ratelimits;
use configuration::{Limit, Ratelimit, TimeUnit};
use public_types::configuration;
use std::num::NonZero;
use std::thread;

View file

@ -1,8 +1,8 @@
use std::rc::Rc;
use crate::llm_providers::LlmProviders;
use crate::{configuration, llm_providers::LlmProviders};
use configuration::LlmProvider;
use log::debug;
use public_types::configuration::LlmProvider;
use rand::{seq::IteratorRandom, thread_rng};
#[derive(Debug)]

View file

@ -217,6 +217,23 @@ version = "0.2.3"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "67ba02a97a2bd10f4b59b25c7973101c79642302776489e030cd13cdab09ed15"
[[package]]
name = "common"
version = "0.1.0"
dependencies = [
"derivative",
"duration-string",
"governor",
"log",
"proxy-wasm",
"rand",
"serde",
"serde_json",
"serde_yaml",
"thiserror",
"tiktoken-rs",
]
[[package]]
name = "cpp_demangle"
version = "0.4.4"
@ -753,29 +770,6 @@ dependencies = [
"serde",
]
[[package]]
name = "intelligent-prompt-gateway"
version = "0.1.0"
dependencies = [
"acap",
"derivative",
"governor",
"http",
"log",
"md5",
"proxy-wasm",
"proxy-wasm-test-framework",
"public_types",
"rand",
"serde",
"serde_json",
"serde_yaml",
"serial_test",
"sha2",
"thiserror",
"tiktoken-rs",
]
[[package]]
name = "itertools"
version = "0.12.1"
@ -860,6 +854,28 @@ version = "0.4.14"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "78b3ae25bc7c8c38cec158d1f2757ee79e9b3740fbc7ccf0e59e4b08d793fa89"
[[package]]
name = "llm_gateway"
version = "0.1.0"
dependencies = [
"acap",
"common",
"derivative",
"governor",
"http",
"log",
"md5",
"proxy-wasm",
"proxy-wasm-test-framework",
"rand",
"serde",
"serde_json",
"serde_yaml",
"serial_test",
"sha2",
"thiserror",
]
[[package]]
name = "lock_api"
version = "0.4.12"
@ -1094,15 +1110,6 @@ dependencies = [
"cc",
]
[[package]]
name = "public_types"
version = "0.1.0"
dependencies = [
"duration-string",
"serde",
"serde_yaml",
]
[[package]]
name = "quote"
version = "1.0.37"
@ -1197,9 +1204,9 @@ dependencies = [
[[package]]
name = "regex"
version = "1.10.6"
version = "1.11.0"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "4219d74c6b67a3654a9fbebc4b419e22126d13d2f3c4a07ee0cb61ff79a79619"
checksum = "38200e5ee88914975b69f657f0801b6f6dccafd44fd9326302a4aaeecfacb1d8"
dependencies = [
"aho-corasick",
"memchr",
@ -1209,9 +1216,9 @@ dependencies = [
[[package]]
name = "regex-automata"
version = "0.4.7"
version = "0.4.8"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "38caf58cc5ef2fed281f89292ef23f6365465ed9a41b7a7754eb4e26496c92df"
checksum = "368758f23274712b504848e9d5a6f010445cc8b87a7cdb4d7cbee666c1288da3"
dependencies = [
"aho-corasick",
"memchr",
@ -1220,9 +1227,9 @@ dependencies = [
[[package]]
name = "regex-syntax"
version = "0.8.4"
version = "0.8.5"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "7a66a03ae7c801facd77a29370b4faec201768915ac14a721ba36f20bc9c209b"
checksum = "2b15c43186be67a4fd63bee50d0303afffcef381492ebe2c5d87f324e1b8815c"
[[package]]
name = "rustc-demangle"

View file

@ -1,5 +1,5 @@
[package]
name = "intelligent-prompt-gateway"
name = "llm_gateway"
version = "0.1.0"
authors = ["Katanemo Inc <info@katanemo.com>"]
edition = "2021"
@ -14,10 +14,9 @@ serde = { version = "1.0", features = ["derive"] }
serde_yaml = "0.9.34"
serde_json = "1.0"
md5 = "0.7.0"
public_types = { path = "../public_types" }
common = { path = "../common" }
http = "1.1.0"
governor = { version = "0.6.3", default-features = false, features = ["no_std"]}
tiktoken-rs = "0.5.9"
acap = "0.3.0"
rand = "0.8.5"
thiserror = "1.0.64"

View file

@ -0,0 +1,107 @@
use crate::stream_context::StreamContext;
use common::configuration::Configuration;
use common::http::Client;
use common::llm_providers::LlmProviders;
use common::ratelimit;
use common::stats::Counter;
use common::stats::Gauge;
use log::debug;
use proxy_wasm::traits::*;
use proxy_wasm::types::*;
use std::cell::RefCell;
use std::collections::HashMap;
use std::rc::Rc;
#[derive(Copy, Clone, Debug)]
pub struct WasmMetrics {
pub active_http_calls: Gauge,
pub ratelimited_rq: Counter,
}
impl WasmMetrics {
fn new() -> WasmMetrics {
WasmMetrics {
active_http_calls: Gauge::new(String::from("active_http_calls")),
ratelimited_rq: Counter::new(String::from("ratelimited_rq")),
}
}
}
#[derive(Debug)]
pub struct CallContext {}
#[derive(Debug)]
pub struct FilterContext {
metrics: Rc<WasmMetrics>,
// callouts stores token_id to request mapping that we use during #on_http_call_response to match the response to the request.
callouts: RefCell<HashMap<u32, CallContext>>,
llm_providers: Option<Rc<LlmProviders>>,
}
impl FilterContext {
pub fn new() -> FilterContext {
FilterContext {
callouts: RefCell::new(HashMap::new()),
metrics: Rc::new(WasmMetrics::new()),
llm_providers: None,
}
}
}
impl Client for FilterContext {
type CallContext = CallContext;
fn callouts(&self) -> &RefCell<HashMap<u32, Self::CallContext>> {
&self.callouts
}
fn active_http_calls(&self) -> &Gauge {
&self.metrics.active_http_calls
}
}
impl Context for FilterContext {}
// RootContext allows the Rust code to reach into the Envoy Config
impl RootContext for FilterContext {
fn on_configure(&mut self, _: usize) -> bool {
let config_bytes = self
.get_plugin_configuration()
.expect("Arch config cannot be empty");
let config: Configuration = match serde_yaml::from_slice(&config_bytes) {
Ok(config) => config,
Err(err) => panic!("Invalid arch config \"{:?}\"", err),
};
ratelimit::ratelimits(Some(config.ratelimits.unwrap_or_default()));
match config.llm_providers.try_into() {
Ok(llm_providers) => self.llm_providers = Some(Rc::new(llm_providers)),
Err(err) => panic!("{err}"),
}
true
}
fn create_http_context(&self, context_id: u32) -> Option<Box<dyn HttpContext>> {
debug!(
"||| create_http_context called with context_id: {:?} |||",
context_id
);
Some(Box::new(StreamContext::new(
context_id,
Rc::clone(&self.metrics),
Rc::clone(
self.llm_providers
.as_ref()
.expect("LLM Providers must exist when Streams are being created"),
),
)))
}
fn get_type(&self) -> Option<ContextType> {
Some(ContextType::HttpContext)
}
}

View file

@ -2,15 +2,8 @@ use filter_context::FilterContext;
use proxy_wasm::traits::*;
use proxy_wasm::types::*;
mod consts;
mod filter_context;
mod http;
mod llm_providers;
mod ratelimit;
mod routing;
mod stats;
mod stream_context;
mod tokenizer;
proxy_wasm::main! {{
proxy_wasm::set_log_level(LogLevel::Trace);

View file

@ -0,0 +1,404 @@
use crate::filter_context::WasmMetrics;
use common::common_types::open_ai::{
ArchState, ChatCompletionChunkResponse, ChatCompletionsRequest, ChatCompletionsResponse,
Message, ToolCall, ToolCallState,
};
use common::configuration::LlmProvider;
use common::consts::{
ARCH_PROVIDER_HINT_HEADER, ARCH_ROUTING_HEADER, ARCH_STATE_HEADER, CHAT_COMPLETIONS_PATH,
RATELIMIT_SELECTOR_HEADER_KEY, REQUEST_ID_HEADER, USER_ROLE,
};
use common::errors::ServerError;
use common::llm_providers::LlmProviders;
use common::ratelimit::Header;
use common::{ratelimit, routing, tokenizer};
use http::StatusCode;
use log::debug;
use proxy_wasm::traits::*;
use proxy_wasm::types::*;
use serde_json::Value;
use sha2::{Digest, Sha256};
use std::num::NonZero;
use std::rc::Rc;
use common::stats::IncrementingMetric;
pub struct StreamContext {
context_id: u32,
metrics: Rc<WasmMetrics>,
tool_calls: Option<Vec<ToolCall>>,
tool_call_response: Option<String>,
arch_state: Option<Vec<ArchState>>,
ratelimit_selector: Option<Header>,
streaming_response: bool,
user_prompt: Option<Message>,
response_tokens: usize,
is_chat_completions_request: bool,
chat_completions_request: Option<ChatCompletionsRequest>,
llm_providers: Rc<LlmProviders>,
llm_provider: Option<Rc<LlmProvider>>,
request_id: Option<String>,
}
impl StreamContext {
pub fn new(context_id: u32, metrics: Rc<WasmMetrics>, llm_providers: Rc<LlmProviders>) -> Self {
StreamContext {
context_id,
metrics,
chat_completions_request: None,
tool_calls: None,
tool_call_response: None,
arch_state: None,
ratelimit_selector: None,
streaming_response: false,
user_prompt: None,
response_tokens: 0,
is_chat_completions_request: false,
llm_providers,
llm_provider: None,
request_id: None,
}
}
fn llm_provider(&self) -> &LlmProvider {
self.llm_provider
.as_ref()
.expect("the provider should be set when asked for it")
}
fn select_llm_provider(&mut self) {
let provider_hint = self
.get_http_request_header(ARCH_PROVIDER_HINT_HEADER)
.map(|provider_name| provider_name.into());
debug!("llm provider hint: {:?}", provider_hint);
self.llm_provider = Some(routing::get_llm_provider(
&self.llm_providers,
provider_hint,
));
debug!("selected llm: {}", self.llm_provider.as_ref().unwrap().name);
}
fn modify_auth_headers(&mut self) -> Result<(), ServerError> {
let llm_provider_api_key_value =
self.llm_provider()
.access_key
.as_ref()
.ok_or(ServerError::BadRequest {
why: format!(
"No access key configured for selected LLM Provider \"{}\"",
self.llm_provider()
),
})?;
let authorization_header_value = format!("Bearer {}", llm_provider_api_key_value);
self.set_http_request_header("Authorization", Some(&authorization_header_value));
Ok(())
}
fn delete_content_length_header(&mut self) {
// Remove the Content-Length header because further body manipulations in the gateway logic will invalidate it.
// Server's generally throw away requests whose body length do not match the Content-Length header.
// However, a missing Content-Length header is not grounds for bad requests given that intermediary hops could
// manipulate the body in benign ways e.g., compression.
self.set_http_request_header("content-length", None);
}
fn save_ratelimit_header(&mut self) {
self.ratelimit_selector = self
.get_http_request_header(RATELIMIT_SELECTOR_HEADER_KEY)
.and_then(|key| {
self.get_http_request_header(&key)
.map(|value| Header { key, value })
});
}
fn send_server_error(&self, error: ServerError, override_status_code: Option<StatusCode>) {
debug!("server error occurred: {}", error);
self.send_http_response(
override_status_code
.unwrap_or(StatusCode::INTERNAL_SERVER_ERROR)
.as_u16()
.into(),
vec![],
Some(format!("{error}").as_bytes()),
);
}
fn enforce_ratelimits(
&mut self,
model: &str,
json_string: &str,
) -> Result<(), ratelimit::Error> {
if let Some(selector) = self.ratelimit_selector.take() {
// Tokenize and Ratelimit.
if let Ok(token_count) = tokenizer::token_count(model, json_string) {
ratelimit::ratelimits(None).read().unwrap().check_limit(
model.to_owned(),
selector,
NonZero::new(token_count as u32).unwrap(),
)?;
}
}
Ok(())
}
}
// HttpContext is the trait that allows the Rust code to interact with HTTP objects.
impl HttpContext for StreamContext {
// Envoy's HTTP model is event driven. The WASM ABI has given implementors events to hook onto
// the lifecycle of the http request and response.
fn on_http_request_headers(&mut self, _num_headers: usize, _end_of_stream: bool) -> Action {
self.select_llm_provider();
self.add_http_request_header(ARCH_ROUTING_HEADER, &self.llm_provider().name);
if let Err(error) = self.modify_auth_headers() {
self.send_server_error(error, Some(StatusCode::BAD_REQUEST));
}
self.delete_content_length_header();
self.save_ratelimit_header();
self.is_chat_completions_request =
self.get_http_request_header(":path").unwrap_or_default() == CHAT_COMPLETIONS_PATH;
debug!(
"on_http_request_headers S[{}] req_headers={:?}",
self.context_id,
self.get_http_request_headers()
);
self.request_id = self.get_http_request_header(REQUEST_ID_HEADER);
Action::Continue
}
fn on_http_request_body(&mut self, body_size: usize, end_of_stream: bool) -> Action {
// Let the client send the gateway all the data before sending to the LLM_provider.
// TODO: consider a streaming API.
if !end_of_stream {
return Action::Pause;
}
if body_size == 0 {
return Action::Continue;
}
// Deserialize body into spec.
// Currently OpenAI API.
let mut deserialized_body: ChatCompletionsRequest =
match self.get_http_request_body(0, body_size) {
Some(body_bytes) => match serde_json::from_slice(&body_bytes) {
Ok(deserialized) => deserialized,
Err(e) => {
self.send_server_error(
ServerError::Deserialization(e),
Some(StatusCode::BAD_REQUEST),
);
return Action::Pause;
}
},
None => {
self.send_server_error(
ServerError::LogicError(format!(
"Failed to obtain body bytes even though body_size is {}",
body_size
)),
None,
);
return Action::Pause;
}
};
// remove metadata from the request body
deserialized_body.metadata = None;
// delete model key from message array
for message in deserialized_body.messages.iter_mut() {
message.model = None;
}
// override model name from the llm provider
deserialized_body
.model
.clone_from(&self.llm_provider.as_ref().unwrap().model);
let chat_completion_request_str = serde_json::to_string(&deserialized_body).unwrap();
// enforce ratelimits on ingress
if let Err(e) =
self.enforce_ratelimits(&deserialized_body.model, &chat_completion_request_str)
{
self.send_server_error(
ServerError::ExceededRatelimit(e),
Some(StatusCode::TOO_MANY_REQUESTS),
);
self.metrics.ratelimited_rq.increment(1);
return Action::Continue;
}
debug!(
"arch => {:?}, body: {}",
deserialized_body.model, chat_completion_request_str
);
self.set_http_request_body(0, body_size, chat_completion_request_str.as_bytes());
Action::Continue
}
fn on_http_response_body(&mut self, body_size: usize, end_of_stream: bool) -> Action {
debug!(
"recv [S={}] bytes={} end_stream={}",
self.context_id, body_size, end_of_stream
);
if !self.is_chat_completions_request {
if let Some(body_str) = self
.get_http_response_body(0, body_size)
.and_then(|bytes| String::from_utf8(bytes).ok())
{
debug!("recv [S={}] body_str={}", self.context_id, body_str);
}
return Action::Continue;
}
if !end_of_stream {
return Action::Pause;
}
let body = self
.get_http_response_body(0, body_size)
.expect("cant get response body");
if self.streaming_response {
let body_str = String::from_utf8(body).expect("body is not utf-8");
debug!("streaming response");
let chat_completions_data = match body_str.split_once("data: ") {
Some((_, chat_completions_data)) => chat_completions_data,
None => {
self.send_server_error(
ServerError::LogicError(String::from("parsing error in streaming data")),
None,
);
return Action::Pause;
}
};
let chat_completions_chunk_response: ChatCompletionChunkResponse =
match serde_json::from_str(chat_completions_data) {
Ok(de) => de,
Err(_) => {
if chat_completions_data != "[NONE]" {
self.send_server_error(
ServerError::LogicError(String::from(
"error in streaming response",
)),
None,
);
return Action::Continue;
}
return Action::Continue;
}
};
if let Some(content) = chat_completions_chunk_response
.choices
.first()
.unwrap()
.delta
.content
.as_ref()
{
let model = &chat_completions_chunk_response.model;
let token_count = tokenizer::token_count(model, content).unwrap_or(0);
self.response_tokens += token_count;
}
} else {
debug!("non streaming response");
let chat_completions_response: ChatCompletionsResponse =
match serde_json::from_slice(&body) {
Ok(de) => de,
Err(e) => {
debug!("invalid response: {}", String::from_utf8_lossy(&body));
self.send_server_error(ServerError::Deserialization(e), None);
return Action::Pause;
}
};
if chat_completions_response.usage.is_some() {
self.response_tokens += chat_completions_response
.usage
.as_ref()
.unwrap()
.completion_tokens;
}
if let Some(tool_calls) = self.tool_calls.as_ref() {
if !tool_calls.is_empty() {
if self.arch_state.is_none() {
self.arch_state = Some(Vec::new());
}
// compute sha hash from message history
let mut hasher = Sha256::new();
let prompts: Vec<String> = self
.chat_completions_request
.as_ref()
.unwrap()
.messages
.iter()
.filter(|msg| msg.role == USER_ROLE)
.map(|msg| msg.content.clone().unwrap())
.collect();
let prompts_merged = prompts.join("#.#");
hasher.update(prompts_merged.clone());
let hash_key = hasher.finalize();
// conver hash to hex string
let hash_key_str = format!("{:x}", hash_key);
debug!("hash key: {}, prompts: {}", hash_key_str, prompts_merged);
// create new tool call state
let tool_call_state = ToolCallState {
key: hash_key_str,
message: self.user_prompt.clone(),
tool_call: tool_calls[0].function.clone(),
tool_response: self.tool_call_response.clone().unwrap(),
};
// push tool call state to arch state
self.arch_state
.as_mut()
.unwrap()
.push(ArchState::ToolCall(vec![tool_call_state]));
let mut data: Value = serde_json::from_slice(&body).unwrap();
// use serde::Value to manipulate the json object and ensure that we don't lose any data
if let Value::Object(ref mut map) = data {
// serialize arch state and add to metadata
let arch_state_str = serde_json::to_string(&self.arch_state).unwrap();
debug!("arch_state: {}", arch_state_str);
let metadata = map
.entry("metadata")
.or_insert(Value::Object(serde_json::Map::new()));
metadata.as_object_mut().unwrap().insert(
ARCH_STATE_HEADER.to_string(),
serde_json::Value::String(arch_state_str),
);
let data_serialized = serde_json::to_string(&data).unwrap();
debug!("arch => user: {}", data_serialized);
self.set_http_response_body(0, body_size, data_serialized.as_bytes());
};
}
}
}
debug!(
"recv [S={}] total_tokens={} end_stream={}",
self.context_id, self.response_tokens, end_of_stream
);
// TODO:: ratelimit based on response tokens.
Action::Continue
}
}
impl Context for StreamContext {}

View file

@ -0,0 +1,404 @@
use http::StatusCode;
use proxy_wasm_test_framework::tester::{self, Tester};
use proxy_wasm_test_framework::types::{
Action, BufferType, LogLevel, MapType, MetricType, ReturnType,
};
use serial_test::serial;
use std::path::Path;
fn wasm_module() -> String {
let wasm_file = Path::new("../target/wasm32-wasi/release/llm_gateway.wasm");
assert!(
wasm_file.exists(),
"Run `cargo build --release --target=wasm32-wasi` first"
);
wasm_file.to_str().unwrap().to_string()
}
fn request_headers_expectations(module: &mut Tester, http_context: i32) {
module
.call_proxy_on_request_headers(http_context, 0, false)
.expect_get_header_map_value(
Some(MapType::HttpRequestHeaders),
Some("x-arch-llm-provider-hint"),
)
.returning(Some("default"))
.expect_log(Some(LogLevel::Debug), None)
.expect_add_header_map_value(
Some(MapType::HttpRequestHeaders),
Some("x-arch-llm-provider"),
Some("open-ai-gpt-4"),
)
.expect_replace_header_map_value(
Some(MapType::HttpRequestHeaders),
Some("Authorization"),
Some("Bearer secret_key"),
)
.expect_remove_header_map_value(Some(MapType::HttpRequestHeaders), Some("content-length"))
.expect_get_header_map_value(
Some(MapType::HttpRequestHeaders),
Some("x-arch-ratelimit-selector"),
)
.returning(Some("selector-key"))
.expect_get_header_map_value(Some(MapType::HttpRequestHeaders), Some("selector-key"))
.returning(Some("selector-value"))
.expect_get_header_map_pairs(Some(MapType::HttpRequestHeaders))
.returning(None)
.expect_get_header_map_value(Some(MapType::HttpRequestHeaders), Some(":path"))
.returning(Some("/v1/chat/completions"))
.expect_get_header_map_pairs(Some(MapType::HttpRequestHeaders))
.returning(None)
.expect_log(Some(LogLevel::Debug), None)
.expect_get_header_map_value(Some(MapType::HttpRequestHeaders), Some("x-request-id"))
.returning(None)
.execute_and_expect(ReturnType::Action(Action::Continue))
.unwrap();
}
fn normal_flow(module: &mut Tester, filter_context: i32, http_context: i32) {
module
.call_proxy_on_context_create(http_context, filter_context)
.expect_log(Some(LogLevel::Debug), None)
.execute_and_expect(ReturnType::None)
.unwrap();
request_headers_expectations(module, http_context);
}
fn setup_filter(module: &mut Tester, config: &str) -> i32 {
let filter_context = 1;
module
.call_proxy_on_context_create(filter_context, 0)
.expect_metric_creation(MetricType::Gauge, "active_http_calls")
.expect_metric_creation(MetricType::Counter, "ratelimited_rq")
.execute_and_expect(ReturnType::None)
.unwrap();
module
.call_proxy_on_configure(filter_context, config.len() as i32)
.expect_get_buffer_bytes(Some(BufferType::PluginConfiguration))
.returning(Some(config))
.execute_and_expect(ReturnType::Bool(true))
.unwrap();
filter_context
}
fn default_config() -> &'static str {
r#"
version: "0.1-beta"
listener:
address: 0.0.0.0
port: 10000
message_format: huggingface
connect_timeout: 0.005s
endpoints:
api_server:
endpoint: api_server:80
connect_timeout: 0.005s
llm_providers:
- name: open-ai-gpt-4
provider: openai
access_key: secret_key
model: gpt-4
default: true
- name: open-ai-gpt-4o
provider: openai
access_key: secret_key
model: gpt-4o
overrides:
# confidence threshold for prompt target intent matching
prompt_target_intent_matching_threshold: 0.6
system_prompt: |
You are a helpful assistant.
prompt_guards:
input_guards:
jailbreak:
on_exception:
message: "Looks like you're curious about my abilities, but I can only provide assistance within my programmed parameters."
prompt_targets:
- name: weather_forecast
description: This function provides realtime weather forecast information for a given city.
parameters:
- name: city
required: true
description: The city for which the weather forecast is requested.
- name: days
description: The number of days for which the weather forecast is requested.
- name: units
description: The units in which the weather forecast is requested.
endpoint:
name: api_server
path: /weather
system_prompt: |
You are a helpful weather forecaster. Use weater data that is provided to you. Please following following guidelines when responding to user queries:
- Use farenheight for temperature
- Use miles per hour for wind speed
ratelimits:
- model: gpt-4
selector:
key: selector-key
value: selector-value
limit:
tokens: 50
unit: minute
"#
}
#[test]
#[serial]
fn successful_request_to_open_ai_chat_completions() {
let args = tester::MockSettings {
wasm_path: wasm_module(),
quiet: false,
allow_unexpected: false,
};
let mut module = tester::mock(args).unwrap();
module
.call_start()
.execute_and_expect(ReturnType::None)
.unwrap();
// Setup Filter
let filter_context = setup_filter(&mut module, default_config());
// Setup HTTP Stream
let http_context = 2;
module
.call_proxy_on_context_create(http_context, filter_context)
.expect_log(Some(LogLevel::Debug), None)
.execute_and_expect(ReturnType::None)
.unwrap();
request_headers_expectations(&mut module, http_context);
// Request Body
let chat_completions_request_body = "\
{\
\"messages\": [\
{\
\"role\": \"system\",\
\"content\": \"You are a poetic assistant, skilled in explaining complex programming concepts with creative flair.\"\
},\
{\
\"role\": \"user\",\
\"content\": \"Compose a poem.\"\
}\
],\
\"model\": \"gpt-4\"\
}";
module
.call_proxy_on_request_body(
http_context,
chat_completions_request_body.len() as i32,
true,
)
.expect_get_buffer_bytes(Some(BufferType::HttpRequestBody))
.returning(Some(chat_completions_request_body))
.expect_log(Some(LogLevel::Debug), None)
.expect_log(Some(LogLevel::Debug), None)
.expect_log(Some(LogLevel::Debug), None)
.expect_set_buffer_bytes(Some(BufferType::HttpRequestBody), None)
.execute_and_expect(ReturnType::Action(Action::Continue))
.unwrap();
}
#[test]
#[serial]
fn bad_request_to_open_ai_chat_completions() {
let args = tester::MockSettings {
wasm_path: wasm_module(),
quiet: false,
allow_unexpected: false,
};
let mut module = tester::mock(args).unwrap();
module
.call_start()
.execute_and_expect(ReturnType::None)
.unwrap();
// Setup Filter
let filter_context = setup_filter(&mut module, default_config());
// Setup HTTP Stream
let http_context = 2;
module
.call_proxy_on_context_create(http_context, filter_context)
.expect_log(Some(LogLevel::Debug), None)
.execute_and_expect(ReturnType::None)
.unwrap();
request_headers_expectations(&mut module, http_context);
// Request Body
let incomplete_chat_completions_request_body = "\
{\
\"messages\": [\
{\
\"role\": \"system\",\
},\
{\
\"role\": \"user\",\
\"content\": \"Compose a poem that explains the concept of recursion in programming.\"\
}\
]\
}";
module
.call_proxy_on_request_body(
http_context,
incomplete_chat_completions_request_body.len() as i32,
true,
)
.expect_get_buffer_bytes(Some(BufferType::HttpRequestBody))
.returning(Some(incomplete_chat_completions_request_body))
.expect_log(Some(LogLevel::Debug), None)
.expect_send_local_response(
Some(StatusCode::BAD_REQUEST.as_u16().into()),
None,
None,
None,
)
.execute_and_expect(ReturnType::Action(Action::Pause))
.unwrap();
}
#[test]
#[serial]
fn request_ratelimited() {
let args = tester::MockSettings {
wasm_path: wasm_module(),
quiet: false,
allow_unexpected: false,
};
let mut module = tester::mock(args).unwrap();
module
.call_start()
.execute_and_expect(ReturnType::None)
.unwrap();
// Setup Filter
let filter_context = setup_filter(&mut module, default_config());
// Setup HTTP Stream
let http_context = 2;
normal_flow(&mut module, filter_context, http_context);
// Request Body
let chat_completions_request_body = "\
{\
\"messages\": [\
{\
\"role\": \"system\",\
\"content\": \"You are a poetic assistant, skilled in explaining complex programming concepts with creative flair.\"\
},\
{\
\"role\": \"user\",\
\"content\": \"Compose a poem that explains the concept of recursion in programming. Compose a poem that explains the concept of recursion in programming. Compose a poem that explains the concept of recursion in programming. \"\
}\
],\
\"model\": \"gpt-4\"\
}";
module
.call_proxy_on_request_body(
http_context,
chat_completions_request_body.len() as i32,
true,
)
.expect_get_buffer_bytes(Some(BufferType::HttpRequestBody))
.returning(Some(chat_completions_request_body))
// The actual call is not important in this test, we just need to grab the token_id
.expect_log(Some(LogLevel::Debug), None)
.expect_log(Some(LogLevel::Debug), None)
.expect_log(Some(LogLevel::Debug), None)
// .expect_metric_increment("active_http_calls", 1)
.expect_send_local_response(
Some(StatusCode::TOO_MANY_REQUESTS.as_u16().into()),
None,
None,
None,
)
.expect_metric_increment("ratelimited_rq", 1)
.execute_and_expect(ReturnType::Action(Action::Continue))
.unwrap();
}
#[test]
#[serial]
fn request_not_ratelimited() {
let args = tester::MockSettings {
wasm_path: wasm_module(),
quiet: false,
allow_unexpected: false,
};
let mut module = tester::mock(args).unwrap();
module
.call_start()
.execute_and_expect(ReturnType::None)
.unwrap();
// Setup Filter
let filter_context = setup_filter(&mut module, default_config());
// Setup HTTP Stream
let http_context = 2;
normal_flow(&mut module, filter_context, http_context);
// give shorter body to avoid rate limiting
let chat_completions_request_body = "\
{\
\"messages\": [\
{\
\"role\": \"system\",\
\"content\": \"You are a poetic assistant, skilled in explaining complex programming concepts with creative flair.\"\
},\
{\
\"role\": \"user\",\
\"content\": \"Compose a poem that explains the concept of recursion in programming.\"\
}\
],\
\"model\": \"gpt-4\"\
}";
module
.call_proxy_on_request_body(
http_context,
chat_completions_request_body.len() as i32,
true,
)
.expect_get_buffer_bytes(Some(BufferType::HttpRequestBody))
.returning(Some(chat_completions_request_body))
// The actual call is not important in this test, we just need to grab the token_id
.expect_log(Some(LogLevel::Debug), None)
.expect_log(Some(LogLevel::Debug), None)
.expect_log(Some(LogLevel::Debug), None)
// .expect_metric_increment("active_http_calls", 1)
.expect_send_local_response(
Some(StatusCode::TOO_MANY_REQUESTS.as_u16().into()),
None,
None,
None,
)
.expect_metric_increment("ratelimited_rq", 1)
.execute_and_expect(ReturnType::Action(Action::Continue))
.unwrap();
}

2166
crates/prompt_gateway/Cargo.lock generated Normal file

File diff suppressed because it is too large Load diff

View file

@ -0,0 +1,28 @@
[package]
name = "prompt_gateway"
version = "0.1.0"
authors = ["Katanemo Inc <info@katanemo.com>"]
edition = "2021"
[lib]
crate-type = ["cdylib"]
[dependencies]
proxy-wasm = "0.2.1"
log = "0.4"
serde = { version = "1.0", features = ["derive"] }
serde_yaml = "0.9.34"
serde_json = "1.0"
md5 = "0.7.0"
common = { path = "../common" }
http = "1.1.0"
governor = { version = "0.6.3", default-features = false, features = ["no_std"]}
acap = "0.3.0"
rand = "0.8.5"
thiserror = "1.0.64"
derivative = "2.2.0"
sha2 = "0.10.8"
[dev-dependencies]
proxy-wasm-test-framework = { git = "https://github.com/katanemo/test-framework.git", branch = "new" }
serial_test = "3.1.1"

View file

@ -1,22 +1,20 @@
use crate::consts::{
ARCH_INTERNAL_CLUSTER_NAME, ARCH_UPSTREAM_HOST_HEADER, DEFAULT_EMBEDDING_MODEL,
MODEL_SERVER_NAME,
};
use crate::http::{CallArgs, Client};
use crate::llm_providers::LlmProviders;
use crate::ratelimit;
use crate::stats::{Counter, Gauge, IncrementingMetric};
use crate::stream_context::StreamContext;
use common::common_types::EmbeddingType;
use common::configuration::{Configuration, Overrides, PromptGuards, PromptTarget};
use common::consts::ARCH_INTERNAL_CLUSTER_NAME;
use common::consts::ARCH_UPSTREAM_HOST_HEADER;
use common::consts::DEFAULT_EMBEDDING_MODEL;
use common::consts::MODEL_SERVER_NAME;
use common::embeddings::{
CreateEmbeddingRequest, CreateEmbeddingRequestInput, CreateEmbeddingResponse,
};
use common::http::CallArgs;
use common::http::Client;
use common::stats::Gauge;
use common::stats::IncrementingMetric;
use log::debug;
use proxy_wasm::traits::*;
use proxy_wasm::types::*;
use public_types::common_types::EmbeddingType;
use public_types::configuration::{
Configuration, GatewayMode, Overrides, PromptGuards, PromptTarget,
};
use public_types::embeddings::{
CreateEmbeddingRequest, CreateEmbeddingRequestInput, CreateEmbeddingResponse,
};
use std::cell::RefCell;
use std::collections::hash_map::Entry;
use std::collections::HashMap;
@ -26,14 +24,12 @@ use std::time::Duration;
#[derive(Copy, Clone, Debug)]
pub struct WasmMetrics {
pub active_http_calls: Gauge,
pub ratelimited_rq: Counter,
}
impl WasmMetrics {
fn new() -> WasmMetrics {
WasmMetrics {
active_http_calls: Gauge::new(String::from("active_http_calls")),
ratelimited_rq: Counter::new(String::from("ratelimited_rq")),
}
}
}
@ -55,9 +51,7 @@ pub struct FilterContext {
overrides: Rc<Option<Overrides>>,
system_prompt: Rc<Option<String>>,
prompt_targets: Rc<HashMap<String, PromptTarget>>,
mode: GatewayMode,
prompt_guards: Rc<PromptGuards>,
llm_providers: Option<Rc<LlmProviders>>,
embeddings_store: Option<Rc<EmbeddingsStore>>,
temp_embeddings_store: EmbeddingsStore,
}
@ -71,8 +65,6 @@ impl FilterContext {
prompt_targets: Rc::new(HashMap::new()),
overrides: Rc::new(None),
prompt_guards: Rc::new(PromptGuards::default()),
mode: GatewayMode::Prompt,
llm_providers: None,
embeddings_store: Some(Rc::new(HashMap::new())),
temp_embeddings_store: HashMap::new(),
}
@ -257,19 +249,11 @@ impl RootContext for FilterContext {
}
self.system_prompt = Rc::new(config.system_prompt);
self.prompt_targets = Rc::new(prompt_targets);
self.mode = config.mode.unwrap_or_default();
ratelimit::ratelimits(Some(config.ratelimits.unwrap_or_default()));
if let Some(prompt_guards) = config.prompt_guards {
self.prompt_guards = Rc::new(prompt_guards)
}
match config.llm_providers.try_into() {
Ok(llm_providers) => self.llm_providers = Some(Rc::new(llm_providers)),
Err(err) => panic!("{err}"),
}
true
}
@ -279,10 +263,9 @@ impl RootContext for FilterContext {
context_id
);
// No StreamContext can be created until the Embedding Store is fully initialized.
let embedding_store = match self.mode {
GatewayMode::Llm => None,
GatewayMode::Prompt => Some(Rc::clone(self.embeddings_store.as_ref().unwrap())),
let embedding_store = match self.embeddings_store.as_ref() {
None => return None,
Some(store) => Some(Rc::clone(store)),
};
Some(Box::new(StreamContext::new(
context_id,
@ -291,13 +274,7 @@ impl RootContext for FilterContext {
Rc::clone(&self.prompt_targets),
Rc::clone(&self.prompt_guards),
Rc::clone(&self.overrides),
Rc::clone(
self.llm_providers
.as_ref()
.expect("LLM Providers must exist when Streams are being created"),
),
embedding_store,
self.mode.clone(),
)))
}
@ -311,11 +288,8 @@ impl RootContext for FilterContext {
}
fn on_tick(&mut self) {
debug!("starting up arch filter in mode: {:?}", self.mode);
if self.mode == GatewayMode::Prompt {
self.process_prompt_targets();
}
debug!("starting up arch filter in mode: prompt gateway mode");
self.process_prompt_targets();
self.set_tick_period(Duration::from_secs(0));
}
}

View file

@ -0,0 +1,13 @@
use filter_context::FilterContext;
use proxy_wasm::traits::*;
use proxy_wasm::types::*;
mod filter_context;
mod stream_context;
proxy_wasm::main! {{
proxy_wasm::set_log_level(LogLevel::Trace);
proxy_wasm::set_root_context(|_| -> Box<dyn RootContext> {
Box::new(FilterContext::new())
});
}}

View file

@ -1,45 +1,42 @@
use crate::consts::{
ARCH_FC_MODEL_NAME, ARCH_FC_REQUEST_TIMEOUT_MS, ARCH_INTERNAL_CLUSTER_NAME,
ARCH_LLM_UPSTREAM_LISTENER, ARCH_MESSAGES_KEY, ARCH_MODEL_PREFIX, ARCH_PROVIDER_HINT_HEADER,
ARCH_ROUTING_HEADER, ARCH_STATE_HEADER, ARCH_UPSTREAM_HOST_HEADER, ARC_FC_CLUSTER,
CHAT_COMPLETIONS_PATH, DEFAULT_EMBEDDING_MODEL, DEFAULT_HALLUCINATED_THRESHOLD,
DEFAULT_INTENT_MODEL, DEFAULT_PROMPT_TARGET_THRESHOLD, GPT_35_TURBO, MODEL_SERVER_NAME,
RATELIMIT_SELECTOR_HEADER_KEY, REQUEST_ID_HEADER, SYSTEM_ROLE, USER_ROLE,
};
use crate::filter_context::{EmbeddingsStore, WasmMetrics};
use crate::http::{CallArgs, Client, ClientError};
use crate::llm_providers::LlmProviders;
use crate::ratelimit::Header;
use crate::stats::IncrementingMetric;
use crate::{ratelimit, routing, tokenizer};
use acap::cos;
use http::StatusCode;
use log::{debug, info, warn};
use proxy_wasm::traits::*;
use proxy_wasm::types::*;
use public_types::common_types::open_ai::{
ArchState, ChatCompletionChunkResponse, ChatCompletionTool, ChatCompletionsRequest,
ChatCompletionsResponse, Choice, FunctionDefinition, FunctionParameter, FunctionParameters,
Message, ParameterType, StreamOptions, ToolCall, ToolCallState, ToolType,
use common::common_types::open_ai::{
ArchState, ChatCompletionTool, ChatCompletionsRequest, ChatCompletionsResponse, Choice,
FunctionDefinition, FunctionParameter, FunctionParameters, Message, ParameterType,
StreamOptions, ToolCall, ToolCallState, ToolType,
};
use public_types::common_types::{
use common::common_types::{
EmbeddingType, HallucinationClassificationRequest, HallucinationClassificationResponse,
PromptGuardRequest, PromptGuardResponse, PromptGuardTask, ZeroShotClassificationRequest,
ZeroShotClassificationResponse,
};
use public_types::configuration::{GatewayMode, LlmProvider};
use public_types::configuration::{Overrides, PromptGuards, PromptTarget};
use public_types::embeddings::{
use common::configuration::{Overrides, PromptGuards, PromptTarget};
use common::consts::{
ARCH_FC_MODEL_NAME, ARCH_FC_REQUEST_TIMEOUT_MS, ARCH_INTERNAL_CLUSTER_NAME, ARCH_MESSAGES_KEY,
ARCH_MODEL_PREFIX, ARCH_STATE_HEADER, ARCH_UPSTREAM_HOST_HEADER, ARC_FC_CLUSTER,
CHAT_COMPLETIONS_PATH, DEFAULT_EMBEDDING_MODEL, DEFAULT_HALLUCINATED_THRESHOLD,
DEFAULT_INTENT_MODEL, DEFAULT_PROMPT_TARGET_THRESHOLD, GPT_35_TURBO, MODEL_SERVER_NAME,
REQUEST_ID_HEADER, SYSTEM_ROLE, USER_ROLE,
};
use common::embeddings::{
CreateEmbeddingRequest, CreateEmbeddingRequestInput, CreateEmbeddingResponse,
};
use common::errors::ClientError;
use common::http::{CallArgs, Client};
use common::stats::Gauge;
use http::StatusCode;
use log::{debug, info, warn};
use proxy_wasm::traits::*;
use proxy_wasm::types::*;
use serde_json::Value;
use sha2::{Digest, Sha256};
use std::cell::RefCell;
use std::collections::HashMap;
use std::num::NonZero;
use std::rc::Rc;
use std::time::Duration;
use common::stats::IncrementingMetric;
#[derive(Debug, Clone)]
enum ResponseHandlerType {
GetEmbeddings,
@ -79,13 +76,9 @@ pub enum ServerError {
path: String,
status: String,
},
#[error(transparent)]
ExceededRatelimit(ratelimit::Error),
#[error("jailbreak detected: {0}")]
Jailbreak(String),
#[error("{why}")]
BadRequest { why: String },
#[error("{why}")]
NoMessagesFound { why: String },
}
@ -101,21 +94,16 @@ pub struct StreamContext {
tool_call_response: Option<String>,
arch_state: Option<Vec<ArchState>>,
request_body_size: usize,
ratelimit_selector: Option<Header>,
streaming_response: bool,
user_prompt: Option<Message>,
response_tokens: usize,
is_chat_completions_request: bool,
chat_completions_request: Option<ChatCompletionsRequest>,
prompt_guards: Rc<PromptGuards>,
llm_providers: Rc<LlmProviders>,
llm_provider: Option<Rc<LlmProvider>>,
request_id: Option<String>,
mode: GatewayMode,
}
impl StreamContext {
#[allow(clippy::too_many_arguments)]
pub fn new(
context_id: u32,
metrics: Rc<WasmMetrics>,
@ -123,9 +111,7 @@ impl StreamContext {
prompt_targets: Rc<HashMap<String, PromptTarget>>,
prompt_guards: Rc<PromptGuards>,
overrides: Rc<Option<Overrides>>,
llm_providers: Rc<LlmProviders>,
embeddings_store: Option<Rc<EmbeddingsStore>>,
mode: GatewayMode,
) -> Self {
StreamContext {
context_id,
@ -139,75 +125,21 @@ impl StreamContext {
tool_call_response: None,
arch_state: None,
request_body_size: 0,
ratelimit_selector: None,
streaming_response: false,
user_prompt: None,
response_tokens: 0,
is_chat_completions_request: false,
llm_providers,
llm_provider: None,
prompt_guards,
overrides,
request_id: None,
mode,
}
}
fn llm_provider(&self) -> &LlmProvider {
self.llm_provider
.as_ref()
.expect("the provider should be set when asked for it")
}
fn embeddings_store(&self) -> &EmbeddingsStore {
self.embeddings_store
.as_ref()
.expect("embeddings store is not set")
}
fn select_llm_provider(&mut self) {
let provider_hint = self
.get_http_request_header(ARCH_PROVIDER_HINT_HEADER)
.map(|provider_name| provider_name.into());
debug!("llm provider hint: {:?}", provider_hint);
self.llm_provider = Some(routing::get_llm_provider(
&self.llm_providers,
provider_hint,
));
debug!("selected llm: {}", self.llm_provider.as_ref().unwrap().name);
}
fn add_routing_header(&mut self) {
match self.mode {
GatewayMode::Prompt => {
// in prompt gateway mode, we need to route to llm upstream listener
self.add_http_request_header(ARCH_UPSTREAM_HOST_HEADER, ARCH_LLM_UPSTREAM_LISTENER);
}
_ => {
self.add_http_request_header(ARCH_ROUTING_HEADER, &self.llm_provider().name);
}
}
}
fn modify_auth_headers(&mut self) -> Result<(), ServerError> {
let llm_provider_api_key_value =
self.llm_provider()
.access_key
.as_ref()
.ok_or(ServerError::BadRequest {
why: format!(
"No access key configured for selected LLM Provider \"{}\"",
self.llm_provider()
),
})?;
let authorization_header_value = format!("Bearer {}", llm_provider_api_key_value);
self.set_http_request_header("Authorization", Some(&authorization_header_value));
Ok(())
}
fn delete_content_length_header(&mut self) {
// Remove the Content-Length header because further body manipulations in the gateway logic will invalidate it.
// Server's generally throw away requests whose body length do not match the Content-Length header.
@ -216,15 +148,6 @@ impl StreamContext {
self.set_http_request_header("content-length", None);
}
fn save_ratelimit_header(&mut self) {
self.ratelimit_selector = self
.get_http_request_header(RATELIMIT_SELECTOR_HEADER_KEY)
.and_then(|key| {
self.get_http_request_header(&key)
.map(|value| Header { key, value })
});
}
fn send_server_error(&self, error: ServerError, override_status_code: Option<StatusCode>) {
debug!("server error occurred: {}", error);
self.send_http_response(
@ -680,6 +603,7 @@ impl StreamContext {
}
let tool_calls = model_resp.message.tool_calls.as_ref().unwrap();
self.tool_calls = Some(tool_calls.clone());
// TODO CO: pass nli check
// If hallucination, pass chat template to check parameters
@ -753,10 +677,8 @@ impl StreamContext {
}
}
}
} else {
if let Some(user_message) = callout_context.user_message.as_ref() {
user_messages.push(user_message.clone());
}
} else if let Some(user_message) = callout_context.user_message.as_ref() {
user_messages.push(user_message.clone());
}
let user_messages_str = user_messages.join(", ");
debug!("user messages: {}", user_messages_str);
@ -954,40 +876,12 @@ impl StreamContext {
return self.send_server_error(ServerError::Serialization(e), None);
}
};
debug!("arch => openai request body: {}", json_string);
// Tokenize and Ratelimit.
if let Err(e) = self.enforce_ratelimits(&chat_completions_request.model, &json_string) {
self.send_server_error(
ServerError::ExceededRatelimit(e),
Some(StatusCode::TOO_MANY_REQUESTS),
);
self.metrics.ratelimited_rq.increment(1);
return;
}
debug!("arch => upstream llm request body: {}", json_string);
self.set_http_request_body(0, self.request_body_size, &json_string.into_bytes());
self.resume_http_request();
}
fn enforce_ratelimits(
&mut self,
model: &str,
json_string: &str,
) -> Result<(), ratelimit::Error> {
if let Some(selector) = self.ratelimit_selector.take() {
// Tokenize and Ratelimit.
if let Ok(token_count) = tokenizer::token_count(model, json_string) {
ratelimit::ratelimits(None).read().unwrap().check_limit(
model.to_owned(),
selector,
NonZero::new(token_count as u32).unwrap(),
)?;
}
}
Ok(())
}
fn arch_guard_handler(&mut self, body: Vec<u8>, callout_context: StreamCallContext) {
debug!("response received for arch guard");
let prompt_guard_resp: PromptGuardResponse = serde_json::from_slice(&body).unwrap();
@ -1141,19 +1035,13 @@ impl HttpContext for StreamContext {
// Envoy's HTTP model is event driven. The WASM ABI has given implementors events to hook onto
// the lifecycle of the http request and response.
fn on_http_request_headers(&mut self, _num_headers: usize, _end_of_stream: bool) -> Action {
self.select_llm_provider();
self.add_routing_header();
if let Err(error) = self.modify_auth_headers() {
self.send_server_error(error, Some(StatusCode::BAD_REQUEST));
}
self.delete_content_length_header();
self.save_ratelimit_header();
self.is_chat_completions_request =
self.get_http_request_header(":path").unwrap_or_default() == CHAT_COMPLETIONS_PATH;
debug!(
"S[{}] req_headers={:?}",
"on_http_request_headers S[{}] req_headers={:?}",
self.context_id,
self.get_http_request_headers()
);
@ -1176,6 +1064,11 @@ impl HttpContext for StreamContext {
self.request_body_size = body_size;
debug!(
"on_http_request_body S[{}] body_size={}",
self.context_id, body_size
);
// Deserialize body into spec.
// Currently OpenAI API.
let mut deserialized_body: ChatCompletionsRequest =
@ -1201,41 +1094,6 @@ impl HttpContext for StreamContext {
return Action::Pause;
}
};
self.is_chat_completions_request = true;
if self.mode == GatewayMode::Llm {
debug!("llm gateway mode, skipping over all prompt targets");
// remove metadata from the request body
deserialized_body.metadata = None;
// delete model key from message array
for message in deserialized_body.messages.iter_mut() {
message.model = None;
}
deserialized_body
.model
.clone_from(&self.llm_provider.as_ref().unwrap().model);
let chat_completion_request_str = serde_json::to_string(&deserialized_body).unwrap();
// enforce ratelimits
if let Err(e) =
self.enforce_ratelimits(&deserialized_body.model, &chat_completion_request_str)
{
self.send_server_error(
ServerError::ExceededRatelimit(e),
Some(StatusCode::TOO_MANY_REQUESTS),
);
self.metrics.ratelimited_rq.increment(1);
return Action::Continue;
}
debug!(
"arch => {:?}, body: {}",
deserialized_body.model, chat_completion_request_str
);
self.set_http_request_body(0, body_size, chat_completion_request_str.as_bytes());
return Action::Continue;
}
self.arch_state = match deserialized_body.metadata {
Some(ref metadata) => {
@ -1250,9 +1108,6 @@ impl HttpContext for StreamContext {
None => None,
};
// Set the model based on the chosen LLM Provider
deserialized_body.model = String::from(&self.llm_provider().model);
self.streaming_response = deserialized_body.stream;
if deserialized_body.stream && deserialized_body.stream_options.is_none() {
deserialized_body.stream_options = Some(StreamOptions {
@ -1280,12 +1135,12 @@ impl HttpContext for StreamContext {
let prompt_guard_jailbreak_task = self
.prompt_guards
.input_guards
.contains_key(&public_types::configuration::GuardType::Jailbreak);
.contains_key(&common::configuration::GuardType::Jailbreak);
self.chat_completions_request = Some(deserialized_body);
if !prompt_guard_jailbreak_task {
debug!("Missing input guard. Making inline call to retrieve");
debug!("Missing input guard. Making inline call to retrieve embeddings");
let callout_context = StreamCallContext {
response_handler_type: ResponseHandlerType::ArchGuard,
user_message: user_message_str.clone(),
@ -1360,6 +1215,18 @@ impl HttpContext for StreamContext {
Action::Pause
}
fn on_http_response_headers(&mut self, _num_headers: usize, _end_of_stream: bool) -> Action {
debug!(
"on_http_response_headers recv [S={}] headers={:?}",
self.context_id,
self.get_http_response_headers()
);
// delete content-lenght header let envoy calculate it, because we modify the response body
// that would result in a different content-length
self.set_http_response_header("content-length", None);
Action::Continue
}
fn on_http_response_body(&mut self, body_size: usize, end_of_stream: bool) -> Action {
debug!(
"recv [S={}] bytes={} end_stream={}",
@ -1385,48 +1252,7 @@ impl HttpContext for StreamContext {
.expect("cant get response body");
if self.streaming_response {
let body_str = String::from_utf8(body).expect("body is not utf-8");
debug!("streaming response");
let chat_completions_data = match body_str.split_once("data: ") {
Some((_, chat_completions_data)) => chat_completions_data,
None => {
self.send_server_error(
ServerError::LogicError(String::from("parsing error in streaming data")),
None,
);
return Action::Pause;
}
};
let chat_completions_chunk_response: ChatCompletionChunkResponse =
match serde_json::from_str(chat_completions_data) {
Ok(de) => de,
Err(_) => {
if chat_completions_data != "[NONE]" {
self.send_server_error(
ServerError::LogicError(String::from(
"error in streaming response",
)),
None,
);
return Action::Continue;
}
return Action::Continue;
}
};
if let Some(content) = chat_completions_chunk_response
.choices
.first()
.unwrap()
.delta
.content
.as_ref()
{
let model = &chat_completions_chunk_response.model;
let token_count = tokenizer::token_count(model, content).unwrap_or(0);
self.response_tokens += token_count;
}
} else {
debug!("non streaming response");
let chat_completions_response: ChatCompletionsResponse =
@ -1494,6 +1320,9 @@ impl HttpContext for StreamContext {
let metadata = map
.entry("metadata")
.or_insert(Value::Object(serde_json::Map::new()));
if metadata == &Value::Null {
*metadata = Value::Object(serde_json::Map::new());
}
metadata.as_object_mut().unwrap().insert(
ARCH_STATE_HEADER.to_string(),
serde_json::Value::String(arch_state_str),
@ -1512,7 +1341,6 @@ impl HttpContext for StreamContext {
self.context_id, self.response_tokens, end_of_stream
);
// TODO:: ratelimit based on response tokens.
Action::Continue
}
}
@ -1570,7 +1398,7 @@ impl Client for StreamContext {
&self.callouts
}
fn active_http_calls(&self) -> &crate::stats::Gauge {
fn active_http_calls(&self) -> &Gauge {
&self.metrics.active_http_calls
}
}

View file

@ -1,23 +1,23 @@
use common::common_types::open_ai::{ChatCompletionsResponse, Choice, Message, Usage};
use common::common_types::open_ai::{FunctionCallDetail, ToolCall, ToolType};
use common::common_types::{HallucinationClassificationResponse, PromptGuardResponse};
use common::embeddings::{
create_embedding_response, embedding, CreateEmbeddingResponse, CreateEmbeddingResponseUsage,
Embedding,
};
use common::{common_types::ZeroShotClassificationResponse, configuration::Configuration};
use http::StatusCode;
use proxy_wasm_test_framework::tester::{self, Tester};
use proxy_wasm_test_framework::types::{
Action, BufferType, LogLevel, MapType, MetricType, ReturnType,
};
use public_types::common_types::open_ai::{ChatCompletionsResponse, Choice, Message, Usage};
use public_types::common_types::open_ai::{FunctionCallDetail, ToolCall, ToolType};
use public_types::common_types::{HallucinationClassificationResponse, PromptGuardResponse};
use public_types::embeddings::{
create_embedding_response, embedding, CreateEmbeddingResponse, CreateEmbeddingResponseUsage,
Embedding,
};
use public_types::{common_types::ZeroShotClassificationResponse, configuration::Configuration};
use serde_yaml::Value;
use serial_test::serial;
use std::collections::HashMap;
use std::path::Path;
fn wasm_module() -> String {
let wasm_file = Path::new("target/wasm32-wasi/release/intelligent_prompt_gateway.wasm");
let wasm_file = Path::new("../target/wasm32-wasi/release/prompt_gateway.wasm");
assert!(
wasm_file.exists(),
"Run `cargo build --release --target=wasm32-wasi` first"
@ -28,39 +28,11 @@ fn wasm_module() -> String {
fn request_headers_expectations(module: &mut Tester, http_context: i32) {
module
.call_proxy_on_request_headers(http_context, 0, false)
.expect_get_header_map_value(
Some(MapType::HttpRequestHeaders),
Some("x-arch-llm-provider-hint"),
)
.returning(Some("default"))
.expect_log(Some(LogLevel::Debug), None)
.expect_add_header_map_value(
Some(MapType::HttpRequestHeaders),
Some("x-arch-upstream"),
Some("arch_llm_listener"),
)
.expect_add_header_map_value(
Some(MapType::HttpRequestHeaders),
Some("x-arch-llm-provider"),
Some("open-ai-gpt-4"),
)
.expect_replace_header_map_value(
Some(MapType::HttpRequestHeaders),
Some("Authorization"),
Some("Bearer secret_key"),
)
.expect_remove_header_map_value(Some(MapType::HttpRequestHeaders), Some("content-length"))
.expect_get_header_map_value(
Some(MapType::HttpRequestHeaders),
Some("x-arch-ratelimit-selector"),
)
.returning(Some("selector-key"))
.expect_get_header_map_value(Some(MapType::HttpRequestHeaders), Some("selector-key"))
.returning(Some("selector-value"))
.expect_get_header_map_pairs(Some(MapType::HttpRequestHeaders))
.returning(None)
.expect_get_header_map_value(Some(MapType::HttpRequestHeaders), Some(":path"))
.returning(Some("/v1/chat/completions"))
.expect_get_header_map_pairs(Some(MapType::HttpRequestHeaders))
.returning(None)
.expect_log(Some(LogLevel::Debug), None)
.expect_get_header_map_value(Some(MapType::HttpRequestHeaders), Some("x-request-id"))
.returning(None)
@ -102,6 +74,7 @@ fn normal_flow(module: &mut Tester, filter_context: i32, http_context: i32) {
.expect_get_buffer_bytes(Some(BufferType::HttpRequestBody))
.returning(Some(chat_completions_request_body))
// The actual call is not important in this test, we just need to grab the token_id
.expect_log(Some(LogLevel::Debug), None)
.expect_http_call(
Some("arch_internal"),
Some(vec![
@ -259,7 +232,6 @@ fn setup_filter(module: &mut Tester, config: &str) -> i32 {
module
.call_proxy_on_context_create(filter_context, 0)
.expect_metric_creation(MetricType::Gauge, "active_http_calls")
.expect_metric_creation(MetricType::Counter, "ratelimited_rq")
.execute_and_expect(ReturnType::None)
.unwrap();
@ -455,6 +427,7 @@ fn successful_request_to_open_ai_chat_completions() {
.expect_get_buffer_bytes(Some(BufferType::HttpRequestBody))
.returning(Some(chat_completions_request_body))
.expect_log(Some(LogLevel::Debug), None)
.expect_log(Some(LogLevel::Debug), None)
.expect_http_call(Some("arch_internal"), None, None, None, None)
.returning(Some(4))
.expect_metric_increment("active_http_calls", 1)
@ -514,6 +487,7 @@ fn bad_request_to_open_ai_chat_completions() {
.expect_get_buffer_bytes(Some(BufferType::HttpRequestBody))
.returning(Some(incomplete_chat_completions_request_body))
.expect_log(Some(LogLevel::Debug), None)
.expect_log(Some(LogLevel::Debug), None)
.expect_send_local_response(
Some(StatusCode::BAD_REQUEST.as_u16().into()),
None,
@ -526,146 +500,7 @@ fn bad_request_to_open_ai_chat_completions() {
#[test]
#[serial]
fn request_ratelimited() {
let args = tester::MockSettings {
wasm_path: wasm_module(),
quiet: false,
allow_unexpected: false,
};
let mut module = tester::mock(args).unwrap();
module
.call_start()
.execute_and_expect(ReturnType::None)
.unwrap();
// Setup Filter
let filter_context = setup_filter(&mut module, default_config());
// Setup HTTP Stream
let http_context = 2;
normal_flow(&mut module, filter_context, http_context);
let arch_fc_resp = ChatCompletionsResponse {
usage: Some(Usage {
completion_tokens: 0,
}),
choices: vec![Choice {
finish_reason: "test".to_string(),
index: 0,
message: Message {
role: "system".to_string(),
content: None,
tool_calls: Some(vec![ToolCall {
id: String::from("test"),
tool_type: ToolType::Function,
function: FunctionCallDetail {
name: String::from("weather_forecast"),
arguments: HashMap::from([(
String::from("city"),
Value::String(String::from("seattle")),
)]),
},
}]),
model: None,
},
}],
model: String::from("test"),
metadata: None,
};
let arch_fc_resp_str = serde_json::to_string(&arch_fc_resp).unwrap();
module
.call_proxy_on_http_call_response(http_context, 4, 0, arch_fc_resp_str.len() as i32, 0)
.expect_metric_increment("active_http_calls", -1)
.expect_get_buffer_bytes(Some(BufferType::HttpCallResponseBody))
.returning(Some(&arch_fc_resp_str))
.expect_log(Some(LogLevel::Debug), None)
.expect_log(Some(LogLevel::Debug), None)
.expect_log(Some(LogLevel::Debug), None)
.expect_log(Some(LogLevel::Debug), None)
.expect_log(Some(LogLevel::Debug), None)
.expect_log(Some(LogLevel::Debug), None)
.expect_http_call(
Some("arch_internal"),
Some(vec![
("x-arch-upstream", "model_server"),
(":method", "POST"),
(":path", "/hallucination"),
(":authority", "model_server"),
("content-type", "application/json"),
("x-envoy-max-retries", "3"),
("x-envoy-upstream-rq-timeout-ms", "60000"),
]),
None,
None,
None,
)
.returning(Some(5))
.expect_metric_increment("active_http_calls", 1)
.execute_and_expect(ReturnType::None)
.unwrap();
let hallucatination_body = HallucinationClassificationResponse {
params_scores: HashMap::from([("city".to_string(), 0.99)]),
model: "nli-model".to_string(),
};
let body_text = serde_json::to_string(&hallucatination_body).unwrap();
module
.call_proxy_on_http_call_response(http_context, 5, 0, body_text.len() as i32, 0)
.expect_metric_increment("active_http_calls", -1)
.expect_get_buffer_bytes(Some(BufferType::HttpCallResponseBody))
.returning(Some(&body_text))
.expect_log(Some(LogLevel::Debug), None)
.expect_http_call(
Some("arch_internal"),
Some(vec![
("x-arch-upstream", "api_server"),
(":method", "POST"),
(":path", "/weather"),
(":authority", "api_server"),
("content-type", "application/json"),
("x-envoy-max-retries", "3"),
]),
None,
None,
None,
)
.returning(Some(6))
.expect_metric_increment("active_http_calls", 1)
.execute_and_expect(ReturnType::None)
.unwrap();
let body_text = String::from("test body");
module
.call_proxy_on_http_call_response(http_context, 6, 0, body_text.len() as i32, 0)
.expect_metric_increment("active_http_calls", -1)
.expect_get_buffer_bytes(Some(BufferType::HttpCallResponseBody))
.returning(Some(&body_text))
.expect_get_header_map_value(Some(MapType::HttpCallResponseHeaders), Some(":status"))
.returning(Some("200"))
.expect_log(Some(LogLevel::Debug), None)
.expect_log(Some(LogLevel::Debug), None)
.expect_log(Some(LogLevel::Debug), None)
.expect_log(Some(LogLevel::Debug), None)
.expect_log(Some(LogLevel::Debug), None)
.expect_send_local_response(
Some(StatusCode::TOO_MANY_REQUESTS.as_u16().into()),
None,
None,
None,
)
.expect_metric_increment("ratelimited_rq", 1)
.execute_and_expect(ReturnType::None)
.unwrap();
}
#[test]
#[serial]
fn request_not_ratelimited() {
fn request_to_llm_gateway() {
let args = tester::MockSettings {
wasm_path: wasm_module(),
quiet: false,
@ -797,9 +632,44 @@ fn request_not_ratelimited() {
.returning(Some("200"))
.expect_log(Some(LogLevel::Debug), None)
.expect_log(Some(LogLevel::Debug), None)
.expect_log(Some(LogLevel::Debug), None)
.expect_log(Some(LogLevel::Debug), None)
.expect_set_buffer_bytes(Some(BufferType::HttpRequestBody), None)
.execute_and_expect(ReturnType::None)
.unwrap();
let chat_completion_response = ChatCompletionsResponse {
usage: Some(Usage {
completion_tokens: 0,
}),
choices: vec![Choice {
finish_reason: "test".to_string(),
index: 0,
message: Message {
role: "assistant".to_string(),
content: Some("hello from fake llm gateway".to_string()),
model: None,
tool_calls: None,
},
}],
model: String::from("test"),
metadata: None,
};
let chat_completion_response_str = serde_json::to_string(&chat_completion_response).unwrap();
module
.call_proxy_on_response_body(
http_context,
chat_completion_response_str.len() as i32,
true,
)
.expect_get_buffer_bytes(Some(BufferType::HttpResponseBody))
.returning(Some(chat_completion_response_str.as_str()))
.expect_log(Some(LogLevel::Debug), None)
.expect_log(Some(LogLevel::Debug), None)
.expect_log(Some(LogLevel::Debug), None)
.expect_log(Some(LogLevel::Debug), None)
.expect_log(Some(LogLevel::Debug), None)
.expect_set_buffer_bytes(Some(BufferType::HttpResponseBody), None)
.expect_log(Some(LogLevel::Debug), None)
.execute_and_expect(ReturnType::Action(Action::Continue))
.unwrap();
}

3
model_server/.vscode/settings.json vendored Normal file
View file

@ -0,0 +1,3 @@
{
"python.defaultInterpreterPath": "${workspaceFolder}/venv/bin/python",
}

View file

@ -18,14 +18,16 @@ arch_function_generation_params = {
"stop_token_ids": [151645],
}
arch_guard_model_type = {"cpu": "katanemo/Arch-Guard-cpu", "gpu": "katanemo/Arch-Guard"}
arch_guard_model_type = {
"cpu": "katanemo/Arch-Guard-cpu",
"cuda": "katanemo/Arch-Guard",
"mps": "katanemo/Arch-Guard",
}
# Model definition
embedding_model = loader.get_embedding_model()
zero_shot_model = loader.get_zero_shot_model()
prompt_guard_dict = loader.get_prompt_guard(
arch_guard_model_type[glb.HARDWARE], glb.HARDWARE
)
prompt_guard_dict = loader.get_prompt_guard(arch_guard_model_type[glb.DEVICE])
arch_guard_handler = ArchGuardHanlder(model_dict=prompt_guard_dict)

View file

@ -2,5 +2,3 @@ import app.commons.utilities as utils
DEVICE = utils.get_device()
MODE = utils.get_serving_mode()
HARDWARE = utils.get_hardware(MODE)

View file

@ -22,9 +22,11 @@ def get_device():
available_device = {
"cpu": True,
"cuda": torch.cuda.is_available(),
"mps": torch.backends.mps.is_available()
if hasattr(torch.backends, "mps")
else False,
"mps": (
torch.backends.mps.is_available()
if hasattr(torch.backends, "mps")
else False
),
}
if available_device["cuda"]:
@ -37,24 +39,6 @@ def get_device():
return device
def get_serving_mode():
mode = os.getenv("MODE", "cloud")
if mode not in ["cloud", "local-gpu", "local-cpu"]:
raise ValueError(f"Invalid serving mode: {mode}")
return mode
def get_hardware(mode):
if mode == "local-cpu":
hardware = "cpu"
else:
hardware = "gpu" if torch.cuda.is_available() else "cpu"
return hardware
def get_client(endpoint):
client = OpenAI(base_url=endpoint, api_key="EMPTY")
return client

View file

@ -7,6 +7,10 @@ from optimum.onnxruntime import (
ORTModelForSequenceClassification,
)
import app.commons.utilities as utils
import torch
from transformers import AutoModelForSequenceClassification, AutoTokenizer
from optimum.intel import OVModelForSequenceClassification
logger = utils.get_model_server_logger()
@ -60,28 +64,20 @@ def get_zero_shot_model(
return zero_shot_model
def get_prompt_guard(model_name, hardware_config="cpu"):
def get_prompt_guard(model_name):
logger.info("Loading Guard Model...")
if hardware_config == "cpu":
from optimum.intel import OVModelForSequenceClassification
device = "cpu"
if glb.DEVICE == "cpu":
model_class = OVModelForSequenceClassification
elif hardware_config == "gpu":
import torch
from transformers import AutoModelForSequenceClassification
device = "cuda" if torch.cuda.is_available() else "cpu"
else:
model_class = AutoModelForSequenceClassification
prompt_guard = {
"hardware_config": hardware_config,
"device": device,
"device": glb.DEVICE,
"model_name": model_name,
"tokenizer": AutoTokenizer.from_pretrained(model_name, trust_remote_code=True),
"model": model_class.from_pretrained(
model_name, device_map=device, low_cpu_mem_usage=True
model_name, device_map=glb.DEVICE, low_cpu_mem_usage=True
),
}

View file

@ -13,6 +13,7 @@ from app.commons.constants import embedding_model, zero_shot_model, arch_guard_h
from app.function_calling.model_utils import (
chat_completion as arch_function_chat_completion,
)
from unittest.mock import patch
logger = utils.get_model_server_logger()
@ -173,6 +174,7 @@ async def zeroshot(req: ZeroShotRequest, res: Response):
@app.post("/hallucination")
@patch("app.loader.glb.DEVICE", "cpu") # Mock the device to 'cpu'
async def hallucination(req: HallucinationRequest, res: Response):
"""
Take input as text and return the prediction of hallucination for each parameter

View file

@ -11,15 +11,14 @@ class ArchGuardHanlder:
self.model = model_dict["model"]
self.tokenizer = model_dict["tokenizer"]
self.device = model_dict["device"]
self.hardware_config = model_dict["hardware_config"]
self.threshold = threshold
def guard_predict(self, input_text):
def guard_predict(self, input_text, max_length=512):
start_time = time.perf_counter()
inputs = self.tokenizer(
input_text, truncation=True, max_length=512, return_tensors="pt"
input_text, truncation=True, max_length=max_length, return_tensors="pt"
).to(self.device)
with torch.no_grad():

View file

@ -0,0 +1,106 @@
import pytest
import httpx
from fastapi.testclient import TestClient
from app.main import app # Assuming your FastAPI app is in main.py
from unittest.mock import patch
import app.commons.globals as glb
import logging
logger = logging.getLogger(__name__)
client = TestClient(app)
logger.info(f"Model will be loaded on device: {glb.DEVICE}")
# Unit tests for the health check endpoint
@pytest.mark.asyncio
@patch("app.loader.glb.DEVICE", glb.DEVICE) # Mock the device to 'cpu'
async def test_healthz():
response = client.get("/healthz")
assert response.status_code == 200
assert response.json() == {"status": "ok"}
# Unit test for the models endpoint
@pytest.mark.asyncio
@patch("app.loader.glb.DEVICE", glb.DEVICE) # Mock the device to 'cpu'
async def test_models():
response = client.get("/models")
assert response.status_code == 200
assert response.json()["object"] == "list"
assert len(response.json()["data"]) > 0
# Unit test for embeddings endpoint
@pytest.mark.asyncio
@patch("app.loader.glb.DEVICE", glb.DEVICE) # Mock the device to 'cpu'
async def test_embedding():
request_data = {"input": "Test embedding", "model": "katanemo/bge-large-en-v1.5"}
response = client.post("/embeddings", json=request_data)
if request_data["model"] == "katanemo/bge-large-en-v1.5":
assert response.status_code == 200
assert response.json()["object"] == "list"
assert "data" in response.json()
else:
assert response.status_code == 400
# Unit test for the guard endpoint
@pytest.mark.asyncio
@patch("app.loader.glb.DEVICE", glb.DEVICE) # Mock the device to 'cpu'
async def test_guard():
request_data = {"input": "Test for jailbreak and toxicity", "task": "jailbreak"}
response = client.post("/guard", json=request_data)
assert response.status_code == 200
assert "jailbreak_verdict" in response.json()
# Unit test for the zero-shot endpoint
@pytest.mark.asyncio
@patch("app.loader.glb.DEVICE", glb.DEVICE) # Mock the device to 'cpu'
async def test_zeroshot():
request_data = {
"input": "Test input",
"labels": ["label1", "label2"],
"model": "katanemo/bart-large-mnli",
}
response = client.post("/zeroshot", json=request_data)
if request_data["model"] == "katanemo/bart-large-mnli":
assert response.status_code == 200
assert "predicted_class" in response.json()
else:
assert response.status_code == 400
# Unit test for the hallucination endpoint
@pytest.mark.asyncio
@patch("app.loader.glb.DEVICE", glb.DEVICE) # Mock the device to 'cpu'
async def test_hallucination():
request_data = {
"prompt": "Test hallucination",
"parameters": {"param1": "value1"},
"model": "katanemo/bart-large-mnli",
}
response = client.post("/hallucination", json=request_data)
if request_data["model"] == "katanemo/bart-large-mnli":
assert response.status_code == 200
assert "params_scores" in response.json()
else:
assert response.status_code == 400
# Unit test for the chat completion endpoint
@pytest.mark.asyncio
@patch("app.loader.glb.DEVICE", glb.DEVICE) # Mock the device to 'cpu'
async def test_chat_completion():
async with httpx.AsyncClient(app=app, base_url="http://test") as client:
request_data = {
"messages": [{"role": "user", "content": "Hello!"}],
"model": "Arch-Function-1.5B",
"tools": [], # Assuming tools is part of the req as per the function
"metadata": {"x-arch-state": "[]"}, # Assuming metadata is needed
}
response = await client.post("/v1/chat/completions", json=request_data)
assert response.status_code == 200
assert "choices" in response.json()

View file

@ -0,0 +1,102 @@
import os
import pytest
from unittest.mock import patch, MagicMock
import app.commons.globals as glb
from app.loader import get_embedding_model, get_zero_shot_model, get_prompt_guard
# Mock constants
glb.DEVICE = "cpu" # Adjust as needed for your test case
arch_guard_model_type = {
"cpu": "katanemo/Arch-Guard-cpu",
"cuda": "katanemo/Arch-Guard",
"mps": "katanemo/Arch-Guard",
}
@pytest.fixture
def mock_env():
# Mock environment variables
os.environ["MODELS"] = "katanemo/bge-large-en-v1.5"
os.environ["ZERO_SHOT_MODELS"] = "katanemo/bart-large-mnli"
# Test for get_embedding_model function
@patch("app.loader.ORTModelForFeatureExtraction.from_pretrained")
@patch("app.loader.AutoModel.from_pretrained")
@patch("app.loader.AutoTokenizer.from_pretrained")
def test_get_embedding_model(mock_tokenizer, mock_automodel, mock_ort_model, mock_env):
mock_automodel.return_value = MagicMock()
mock_ort_model.return_value = MagicMock()
mock_tokenizer.return_value = MagicMock()
embedding_model = get_embedding_model()
# Assertions
assert embedding_model["model_name"] == "katanemo/bge-large-en-v1.5"
assert mock_tokenizer.called_once_with(
"katanemo/bge-large-en-v1.5", trust_remote_code=True
)
if glb.DEVICE != "cuda":
assert mock_ort_model.called_once_with(
"katanemo/bge-large-en-v1.5", file_name="onnx/model.onnx"
)
else:
assert mock_automodel.called_once_with(
"katanemo/bge-large-en-v1.5", device_map=glb.DEVICE
)
# Test for get_zero_shot_model function
@patch("app.loader.ORTModelForSequenceClassification.from_pretrained")
@patch("app.loader.pipeline")
@patch("app.loader.AutoTokenizer.from_pretrained")
def test_get_zero_shot_model(mock_tokenizer, mock_pipeline, mock_ort_model, mock_env):
mock_pipeline.return_value = MagicMock()
mock_ort_model.return_value = MagicMock()
mock_tokenizer.return_value = MagicMock()
zero_shot_model = get_zero_shot_model()
# Assertions
assert zero_shot_model["model_name"] == "katanemo/bart-large-mnli"
assert mock_tokenizer.called_once_with("katanemo/bart-large-mnli")
if glb.DEVICE != "cuda":
assert mock_ort_model.called_once_with(
"katanemo/bart-large-mnli", file_name="onnx/model.onnx"
)
else:
assert mock_pipeline.called_once()
# Test for get_prompt_guard function
@patch("app.loader.AutoTokenizer.from_pretrained")
@patch("app.loader.OVModelForSequenceClassification.from_pretrained")
@patch("app.loader.AutoModelForSequenceClassification.from_pretrained")
def test_get_prompt_guard(mock_ov_model, mock_auto_model, mock_tokenizer):
# Mock model based on device
if glb.DEVICE == "cpu":
mock_ov_model.return_value = MagicMock()
else:
mock_auto_model.return_value = MagicMock()
mock_tokenizer.return_value = MagicMock()
prompt_guard = get_prompt_guard(arch_guard_model_type[glb.DEVICE])
# Assertions
assert prompt_guard["model_name"] == arch_guard_model_type[glb.DEVICE]
assert mock_tokenizer.called_once_with(
arch_guard_model_type[glb.DEVICE], trust_remote_code=True
)
if glb.DEVICE == "cpu":
assert mock_ov_model.called_once_with(
arch_guard_model_type[glb.DEVICE],
device_map=glb.DEVICE,
low_cpu_mem_usage=True,
)
else:
assert mock_auto_model.called_once_with(
arch_guard_model_type[glb.DEVICE],
device_map=glb.DEVICE,
low_cpu_mem_usage=True,
)

View file

@ -0,0 +1,102 @@
import os
import pytest
from unittest.mock import patch, MagicMock
import app.commons.globals as glb
from app.loader import get_embedding_model, get_zero_shot_model, get_prompt_guard
# Mock constants
glb.DEVICE = "cuda" # Adjust as needed for your test case
arch_guard_model_type = {
"cpu": "katanemo/Arch-Guard-cpu",
"cuda": "katanemo/Arch-Guard",
"mps": "katanemo/Arch-Guard",
}
@pytest.fixture
def mock_env():
# Mock environment variables
os.environ["MODELS"] = "katanemo/bge-large-en-v1.5"
os.environ["ZERO_SHOT_MODELS"] = "katanemo/bart-large-mnli"
# Test for get_embedding_model function
@patch("app.loader.ORTModelForFeatureExtraction.from_pretrained")
@patch("app.loader.AutoModel.from_pretrained")
@patch("app.loader.AutoTokenizer.from_pretrained")
def test_get_embedding_model(mock_tokenizer, mock_automodel, mock_ort_model, mock_env):
mock_automodel.return_value = MagicMock()
mock_ort_model.return_value = MagicMock()
mock_tokenizer.return_value = MagicMock()
embedding_model = get_embedding_model()
# Assertions
assert embedding_model["model_name"] == "katanemo/bge-large-en-v1.5"
assert mock_tokenizer.called_once_with(
"katanemo/bge-large-en-v1.5", trust_remote_code=True
)
if glb.DEVICE != "cuda":
assert mock_ort_model.called_once_with(
"katanemo/bge-large-en-v1.5", file_name="onnx/model.onnx"
)
else:
assert mock_automodel.called_once_with(
"katanemo/bge-large-en-v1.5", device_map=glb.DEVICE
)
# Test for get_zero_shot_model function
@patch("app.loader.ORTModelForSequenceClassification.from_pretrained")
@patch("app.loader.pipeline")
@patch("app.loader.AutoTokenizer.from_pretrained")
def test_get_zero_shot_model(mock_tokenizer, mock_pipeline, mock_ort_model, mock_env):
mock_pipeline.return_value = MagicMock()
mock_ort_model.return_value = MagicMock()
mock_tokenizer.return_value = MagicMock()
zero_shot_model = get_zero_shot_model()
# Assertions
assert zero_shot_model["model_name"] == "katanemo/bart-large-mnli"
assert mock_tokenizer.called_once_with("katanemo/bart-large-mnli")
if glb.DEVICE != "cuda":
assert mock_ort_model.called_once_with(
"katanemo/bart-large-mnli", file_name="onnx/model.onnx"
)
else:
assert mock_pipeline.called_once()
# Test for get_prompt_guard function
@patch("app.loader.AutoTokenizer.from_pretrained")
@patch("app.loader.OVModelForSequenceClassification.from_pretrained")
@patch("app.loader.AutoModelForSequenceClassification.from_pretrained")
def test_get_prompt_guard(mock_ov_model, mock_auto_model, mock_tokenizer):
# Mock model based on device
if glb.DEVICE == "cpu":
mock_ov_model.return_value = MagicMock()
else:
mock_auto_model.return_value = MagicMock()
mock_tokenizer.return_value = MagicMock()
prompt_guard = get_prompt_guard(arch_guard_model_type[glb.DEVICE])
# Assertions
assert prompt_guard["model_name"] == arch_guard_model_type[glb.DEVICE]
assert mock_tokenizer.called_once_with(
arch_guard_model_type[glb.DEVICE], trust_remote_code=True
)
if glb.DEVICE == "cpu":
assert mock_ov_model.called_once_with(
arch_guard_model_type[glb.DEVICE],
device_map=glb.DEVICE,
low_cpu_mem_usage=True,
)
else:
assert mock_auto_model.called_once_with(
arch_guard_model_type[glb.DEVICE],
device_map=glb.DEVICE,
low_cpu_mem_usage=True,
)

View file

@ -0,0 +1,102 @@
import os
import pytest
from unittest.mock import patch, MagicMock
import app.commons.globals as glb
from app.loader import get_embedding_model, get_zero_shot_model, get_prompt_guard
# Mock constants
glb.DEVICE = "mps" # Adjust as needed for your test case
arch_guard_model_type = {
"cpu": "katanemo/Arch-Guard-cpu",
"cuda": "katanemo/Arch-Guard",
"mps": "katanemo/Arch-Guard",
}
@pytest.fixture
def mock_env():
# Mock environment variables
os.environ["MODELS"] = "katanemo/bge-large-en-v1.5"
os.environ["ZERO_SHOT_MODELS"] = "katanemo/bart-large-mnli"
# Test for get_embedding_model function
@patch("app.loader.ORTModelForFeatureExtraction.from_pretrained")
@patch("app.loader.AutoModel.from_pretrained")
@patch("app.loader.AutoTokenizer.from_pretrained")
def test_get_embedding_model(mock_tokenizer, mock_automodel, mock_ort_model, mock_env):
mock_automodel.return_value = MagicMock()
mock_ort_model.return_value = MagicMock()
mock_tokenizer.return_value = MagicMock()
embedding_model = get_embedding_model()
# Assertions
assert embedding_model["model_name"] == "katanemo/bge-large-en-v1.5"
assert mock_tokenizer.called_once_with(
"katanemo/bge-large-en-v1.5", trust_remote_code=True
)
if glb.DEVICE != "cuda":
assert mock_ort_model.called_once_with(
"katanemo/bge-large-en-v1.5", file_name="onnx/model.onnx"
)
else:
assert mock_automodel.called_once_with(
"katanemo/bge-large-en-v1.5", device_map=glb.DEVICE
)
# Test for get_zero_shot_model function
@patch("app.loader.ORTModelForSequenceClassification.from_pretrained")
@patch("app.loader.pipeline")
@patch("app.loader.AutoTokenizer.from_pretrained")
def test_get_zero_shot_model(mock_tokenizer, mock_pipeline, mock_ort_model, mock_env):
mock_pipeline.return_value = MagicMock()
mock_ort_model.return_value = MagicMock()
mock_tokenizer.return_value = MagicMock()
zero_shot_model = get_zero_shot_model()
# Assertions
assert zero_shot_model["model_name"] == "katanemo/bart-large-mnli"
assert mock_tokenizer.called_once_with("katanemo/bart-large-mnli")
if glb.DEVICE != "cuda":
assert mock_ort_model.called_once_with(
"katanemo/bart-large-mnli", file_name="onnx/model.onnx"
)
else:
assert mock_pipeline.called_once()
# Test for get_prompt_guard function
@patch("app.loader.AutoTokenizer.from_pretrained")
@patch("app.loader.OVModelForSequenceClassification.from_pretrained")
@patch("app.loader.AutoModelForSequenceClassification.from_pretrained")
def test_get_prompt_guard(mock_ov_model, mock_auto_model, mock_tokenizer):
# Mock model based on device
if glb.DEVICE == "cpu":
mock_ov_model.return_value = MagicMock()
else:
mock_auto_model.return_value = MagicMock()
mock_tokenizer.return_value = MagicMock()
prompt_guard = get_prompt_guard(arch_guard_model_type[glb.DEVICE])
# Assertions
assert prompt_guard["model_name"] == arch_guard_model_type[glb.DEVICE]
assert mock_tokenizer.called_once_with(
arch_guard_model_type[glb.DEVICE], trust_remote_code=True
)
if glb.DEVICE == "cpu":
assert mock_ov_model.called_once_with(
arch_guard_model_type[glb.DEVICE],
device_map=glb.DEVICE,
low_cpu_mem_usage=True,
)
else:
assert mock_auto_model.called_once_with(
arch_guard_model_type[glb.DEVICE],
device_map=glb.DEVICE,
low_cpu_mem_usage=True,
)

1194
model_server/poetry.lock generated

File diff suppressed because it is too large Load diff

View file

@ -29,6 +29,9 @@ openai = "1.50.2"
tf-keras = "*"
onnx = "1.17.0"
onnxruntime = "1.19.2"
httpx = "*"
pytest-asyncio = "*"
pytest = "*"
[tool.poetry.scripts]
archgw_modelserver = "app.cli:run_server"

View file

@ -13,6 +13,9 @@ openvino==2024.4.0
psutil
dateparser
openai==1.50.2
httpx
pytest-asyncio
pytest
pandas
tf-keras
onnx==1.17.0

171
public_types/Cargo.lock generated
View file

@ -1,171 +0,0 @@
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View file

@ -1,5 +0,0 @@
#![allow(unused_imports)]
pub mod common_types;
pub mod configuration;
pub mod embeddings;