Remove MLX_SUBPROCESS=True option

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Justin Hayes 2024-07-01 11:13:40 -04:00 committed by GitHub
parent 72e933cd6b
commit 83db4c2035
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@ -6,10 +6,8 @@ version: 2.0
license: MIT
description: A pipeline for generating text using Apple MLX Framework with dynamic model loading.
requirements: requests, mlx-lm, huggingface-hub, psutil
environment_variables: MLX_HOST, MLX_PORT, MLX_SUBPROCESS
"""
import argparse
from typing import List, Union, Generator, Iterator
from schemas import OpenAIChatMessage
from pydantic import BaseModel
@ -32,30 +30,35 @@ class Pipeline:
MLX_USE_DEFAULT_CHAT_TEMPLATE: bool = False
def __init__(self):
# Pipeline identification
self.type = "manifold"
self.id = "mlx"
self.name = "MLX/"
# Initialize valves and update them
self.valves = self.Valves()
self.update_valves()
self.host = os.getenv("MLX_HOST", "localhost")
self.port = os.getenv("MLX_PORT", "8080")
self.subprocess = os.getenv("MLX_SUBPROCESS", "true").lower() == "true"
# Server configuration
self.host = "localhost" # Always use localhost for security
self.port = None # Port will be dynamically assigned
# Model management
self.models = self.get_mlx_models()
self.current_model = None
self.server_process = None
if self.subprocess:
self.start_mlx_server(self.valves.MLX_DEFAULT_MODEL)
# Start the MLX server with the default model
self.start_mlx_server(self.valves.MLX_DEFAULT_MODEL)
def update_valves(self):
"""Update pipeline configuration based on valve settings."""
if self.valves.HUGGINGFACE_TOKEN:
login(self.valves.HUGGINGFACE_TOKEN)
self.stop_sequence = self.valves.MLX_STOP.split(",")
def get_mlx_models(self):
"""Fetch available MLX models based on the specified pattern."""
try:
cmd = [
'mlx_lm.manage',
@ -65,11 +68,10 @@ class Pipeline:
result = subprocess.run(cmd, capture_output=True, text=True)
lines = result.stdout.strip().split('\n')
# Skip header lines and the line with dashes
content_lines = [line for line in lines if line and not line.startswith('-')]
models = []
for line in content_lines[2:]: # Skip the first two lines (header)
for line in content_lines[2:]: # Skip header lines
parts = line.split()
if len(parts) >= 2:
repo_id = parts[0]
@ -93,9 +95,11 @@ class Pipeline:
}]
def pipelines(self) -> List[dict]:
"""Return the list of available models as pipelines."""
return self.models
def start_mlx_server(self, model_name):
"""Start the MLX server with the specified model."""
model_id = f"mlx.{model_name.split('/')[-1].lower()}"
if self.current_model == model_id and self.server_process and self.server_process.poll() is None:
logging.info(f"MLX server already running with model {model_name}")
@ -103,8 +107,7 @@ class Pipeline:
self.stop_mlx_server()
if not os.getenv("MLX_PORT"):
self.port = self.find_free_port()
self.port = self.find_free_port()
command = [
"mlx_lm.server",
@ -112,6 +115,7 @@ class Pipeline:
"--port", str(self.port),
]
# Add chat template options if specified
if self.valves.MLX_CHAT_TEMPLATE:
command.extend(["--chat-template", self.valves.MLX_CHAT_TEMPLATE])
elif self.valves.MLX_USE_DEFAULT_CHAT_TEMPLATE:
@ -124,6 +128,7 @@ class Pipeline:
time.sleep(5) # Give the server some time to start up
def stop_mlx_server(self):
"""Stop the currently running MLX server."""
if self.server_process:
try:
process = psutil.Process(self.server_process.pid)
@ -138,9 +143,11 @@ class Pipeline:
finally:
self.server_process = None
self.current_model = None
logging.info(f"Stopped MLX server on port {self.port}")
self.port = None
logging.info("Stopped MLX server")
def find_free_port(self):
"""Find and return a free port to use for the MLX server."""
import socket
s = socket.socket(socket.AF_INET, socket.SOCK_STREAM)
s.bind(("", 0))
@ -149,23 +156,26 @@ class Pipeline:
return port
async def on_startup(self):
"""Perform any necessary startup operations."""
logging.info(f"on_startup:{__name__}")
async def on_shutdown(self):
if self.subprocess:
self.stop_mlx_server()
"""Perform cleanup operations on shutdown."""
self.stop_mlx_server()
async def on_valves_updated(self):
"""Handle updates to the pipeline configuration."""
self.update_valves()
self.models = self.get_mlx_models()
if self.subprocess:
self.start_mlx_server(self.valves.MLX_DEFAULT_MODEL)
self.start_mlx_server(self.valves.MLX_DEFAULT_MODEL)
def pipe(
self, user_message: str, model_id: str, messages: List[dict], body: dict
) -> Union[str, Generator, Iterator]:
"""Process a request through the MLX pipeline."""
logging.info(f"pipe:{__name__}")
# Switch model if necessary
if model_id != self.current_model:
model_name = next((model['name'] for model in self.models if model['id'] == model_id), self.valves.MLX_DEFAULT_MODEL)
self.start_mlx_server(model_name)
@ -173,6 +183,7 @@ class Pipeline:
url = f"http://{self.host}:{self.port}/v1/chat/completions"
headers = {"Content-Type": "application/json"}
# Prepare the payload for the MLX server
max_tokens = body.get("max_tokens", 4096)
temperature = body.get("temperature", 0.8)
repeat_penalty = body.get("repeat_penalty", 1.0)
@ -187,11 +198,13 @@ class Pipeline:
}
try:
# Send request to MLX server
r = requests.post(
url, headers=headers, json=payload, stream=body.get("stream", False)
)
r.raise_for_status()
# Return streamed response or full JSON response
if body.get("stream", False):
return r.iter_lines()
else: