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Merge pull request #137 from justinh-rahb/mlx-pipeline-valves
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enh: Add Valves support to MLX Pipeline
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tjbck authored Jun 30, 2024
2 parents 08e08ad + 7add7f5 commit 412ef9d
Showing 1 changed file with 31 additions and 25 deletions.
56 changes: 31 additions & 25 deletions examples/pipelines/providers/mlx_pipeline.py
Original file line number Diff line number Diff line change
Expand Up @@ -2,55 +2,55 @@
title: MLX Pipeline
author: justinh-rahb
date: 2024-05-27
version: 1.1
version: 1.2
license: MIT
description: A pipeline for generating text using Apple MLX Framework.
requirements: requests, mlx-lm, huggingface-hub
environment_variables: MLX_HOST, MLX_PORT, MLX_MODEL, MLX_STOP, MLX_SUBPROCESS, HUGGINGFACE_TOKEN
environment_variables: MLX_HOST, MLX_PORT, MLX_SUBPROCESS
"""

from typing import List, Union, Generator, Iterator
from schemas import OpenAIChatMessage
from pydantic import BaseModel
import requests
import os
import subprocess
import logging
from huggingface_hub import login


class Pipeline:
class Valves(BaseModel):
MLX_MODEL: str = "mistralai/Mistral-7B-Instruct-v0.3"
MLX_STOP: str = "[INST]"
HUGGINGFACE_TOKEN: str = ""

def __init__(self):
# Optionally, you can set the id and name of the pipeline.
# Best practice is to not specify the id so that it can be automatically inferred from the filename, so that users can install multiple versions of the same pipeline.
# The identifier must be unique across all pipelines.
# The identifier must be an alphanumeric string that can include underscores or hyphens. It cannot contain spaces, special characters, slashes, or backslashes.
# self.id = "mlx_pipeline"
self.id = "mlx_pipeline"
self.name = "MLX Pipeline"
self.valves = self.Valves()
self.update_valves()

self.host = os.getenv("MLX_HOST", "localhost")
self.port = os.getenv("MLX_PORT", "8080")
self.model = os.getenv("MLX_MODEL", "mistralai/Mistral-7B-Instruct-v0.2")
self.stop_sequence = os.getenv("MLX_STOP", "[INST]").split(
","
) # Default stop sequence is [INST]
self.subprocess = os.getenv("MLX_SUBPROCESS", "true").lower() == "true"
self.huggingface_token = os.getenv("HUGGINGFACE_TOKEN", None)

if self.huggingface_token:
login(self.huggingface_token)

if self.subprocess:
self.start_mlx_server()

def update_valves(self):
if self.valves.HUGGINGFACE_TOKEN:
login(self.valves.HUGGINGFACE_TOKEN)
self.stop_sequence = self.valves.MLX_STOP.split(",")

def start_mlx_server(self):
if not os.getenv("MLX_PORT"):
self.port = self.find_free_port()
command = f"mlx_lm.server --model {self.model} --port {self.port}"
self.server_process = subprocess.Popen(command, shell=True)
logging.info(f"Started MLX server on port {self.port}")
command = f"mlx_lm.server --model {self.valves.MLX_MODEL} --port {self.port}"
self.server_process = subprocess.Popen(command, shell=True)
logging.info(f"Started MLX server on port {self.port}")

def find_free_port(self):
import socket

s = socket.socket(socket.AF_INET, socket.SOCK_STREAM)
s.bind(("", 0))
port = s.getsockname()[1]
Expand All @@ -65,6 +65,13 @@ async def on_shutdown(self):
self.server_process.terminate()
logging.info(f"Terminated MLX server on port {self.port}")

async def on_valves_updated(self):
self.update_valves()
if self.subprocess and hasattr(self, "server_process"):
self.server_process.terminate()
logging.info(f"Terminated MLX server on port {self.port}")
self.start_mlx_server()

def pipe(
self, user_message: str, model_id: str, messages: List[dict], body: dict
) -> Union[str, Generator, Iterator]:
Expand All @@ -73,18 +80,17 @@ def pipe(
url = f"http://{self.host}:{self.port}/v1/chat/completions"
headers = {"Content-Type": "application/json"}

# Extract and validate parameters from the request body
max_tokens = body.get("max_tokens", 4096)
if not isinstance(max_tokens, int) or max_tokens < 0:
max_tokens = 4096 # Default to 4096 if invalid
max_tokens = 4096

temperature = body.get("temperature", 0.8)
if not isinstance(temperature, (int, float)) or temperature < 0:
temperature = 0.8 # Default to 0.8 if invalid
temperature = 0.8

repeat_penalty = body.get("repeat_penalty", 1.0)
if not isinstance(repeat_penalty, (int, float)) or repeat_penalty < 0:
repeat_penalty = 1.0 # Default to 1.0 if invalid
repeat_penalty = 1.0

payload = {
"messages": messages,
Expand All @@ -106,4 +112,4 @@ def pipe(
else:
return r.json()
except Exception as e:
return f"Error: {e}"
return f"Error: {e}"

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