unsloth/unsloth_cli/commands/studio.py
Daniel Han e7d2f2ee5a Add /v1/completions, /v1/embeddings, /v1/responses endpoints and --parallel support
- llama_cpp.py: accept n_parallel param, pass to llama-server --parallel
- run.py: plumb llama_parallel_slots through to app.state
- inference.py: add /completions and /embeddings as transparent proxies to
  llama-server, add /responses as application-level endpoint that converts
  to ChatCompletionRequest; thread n_parallel through load_model
- studio.py: set llama_parallel_slots=4 for `unsloth studio run` path
2026-04-10 14:44:22 +00:00

551 lines
20 KiB
Python

# SPDX-License-Identifier: AGPL-3.0-only
# Copyright 2026-present the Unsloth AI Inc. team. All rights reserved. See /studio/LICENSE.AGPL-3.0
import os
import platform
import subprocess
import sys
import time
from pathlib import Path
from typing import Optional
import typer
studio_app = typer.Typer(help = "Unsloth Studio commands.")
STUDIO_HOME = Path.home() / ".unsloth" / "studio"
# __file__ is unsloth_cli/commands/studio.py -- two parents up is the package root
# (either site-packages or the repo root for editable installs).
_PACKAGE_ROOT = Path(__file__).resolve().parent.parent.parent
def _studio_venv_python() -> Optional[Path]:
"""Return the studio venv Python binary, or None if not set up."""
if platform.system() == "Windows":
p = STUDIO_HOME / "unsloth_studio" / "Scripts" / "python.exe"
else:
p = STUDIO_HOME / "unsloth_studio" / "bin" / "python"
return p if p.is_file() else None
def _find_run_py() -> Optional[Path]:
"""Find studio/backend/run.py.
No CWD dependency — works from any directory.
Since studio/ is now a proper package (has __init__.py), it lives in
site-packages after pip install, right next to unsloth_cli/.
"""
# 1. Relative to __file__ (site-packages or editable repo root)
run_py = _PACKAGE_ROOT / "studio" / "backend" / "run.py"
if run_py.is_file():
return run_py
# 2. Studio venv's site-packages (Linux + Windows layouts)
for pattern in (
"lib/python*/site-packages/studio/backend/run.py",
"Lib/site-packages/studio/backend/run.py",
):
for match in (STUDIO_HOME / "unsloth_studio").glob(pattern):
return match
return None
def _find_setup_script() -> Optional[Path]:
"""Find studio/setup.sh or studio/setup.ps1.
No CWD dependency — works from any directory.
"""
name = "setup.ps1" if platform.system() == "Windows" else "setup.sh"
# 1. Relative to __file__ (site-packages or editable repo root)
s = _PACKAGE_ROOT / "studio" / name
if s.is_file():
return s
# 2. Studio venv's site-packages
for pattern in (
f"lib/python*/site-packages/studio/{name}",
f"Lib/site-packages/studio/{name}",
):
for match in (STUDIO_HOME / "unsloth_studio").glob(pattern):
return match
return None
# ── helpers for `unsloth studio run` ────────────────────────────────
def _wait_for_server(port: int, timeout: int = 30) -> bool:
"""Poll ``GET /api/health`` until the server responds 200 or *timeout* expires."""
import urllib.request
import urllib.error
url = f"http://127.0.0.1:{port}/api/health"
deadline = time.monotonic() + timeout
while time.monotonic() < deadline:
try:
with urllib.request.urlopen(url, timeout = 2) as resp:
if resp.status == 200:
return True
except (urllib.error.URLError, OSError, ConnectionError):
pass
time.sleep(0.5)
return False
def _create_api_key_inprocess(name: str) -> str:
"""Create an API key via direct storage call (no HTTP needed).
Bypasses the ``must_change_password`` gate that blocks HTTP
``POST /api/auth/api-keys`` on fresh installs. Safe because the
CLI already has filesystem access to ``~/.unsloth/studio``.
"""
from auth.storage import create_api_key, DEFAULT_ADMIN_USERNAME
raw_key, _row = create_api_key(username = DEFAULT_ADMIN_USERNAME, name = name)
return raw_key
def _load_model_via_http(
port: int,
api_key: str,
model: str,
gguf_variant: Optional[str],
max_seq_length: int,
load_in_4bit: bool,
timeout: int = 600,
) -> dict:
"""POST to ``/api/inference/load`` using the API key for auth."""
import json
import urllib.request
import urllib.error
payload: dict = {
"model_path": model,
"max_seq_length": max_seq_length,
"load_in_4bit": load_in_4bit,
}
if gguf_variant:
payload["gguf_variant"] = gguf_variant
data = json.dumps(payload).encode()
req = urllib.request.Request(
f"http://127.0.0.1:{port}/api/inference/load",
data = data,
headers = {
"Content-Type": "application/json",
"Authorization": f"Bearer {api_key}",
},
method = "POST",
)
try:
with urllib.request.urlopen(req, timeout = timeout) as resp:
return json.loads(resp.read())
except urllib.error.HTTPError as exc:
body = exc.read().decode(errors = "replace")
raise RuntimeError(f"Model load failed (HTTP {exc.code}): {body}") from exc
# ── unsloth studio (server) ──────────────────────────────────────────
@studio_app.callback(invoke_without_command = True)
def studio_default(
ctx: typer.Context,
port: int = typer.Option(8888, "--port", "-p"),
host: str = typer.Option("0.0.0.0", "--host", "-H"),
frontend: Optional[Path] = typer.Option(None, "--frontend", "-f"),
silent: bool = typer.Option(False, "--silent", "-q"),
):
"""Launch the Unsloth Studio server."""
if ctx.invoked_subcommand is not None:
return
# Always use the studio venv if it exists and we're not already in it
studio_venv_dir = STUDIO_HOME / "unsloth_studio"
in_studio_venv = sys.prefix.startswith(str(studio_venv_dir))
if not in_studio_venv:
studio_python = _studio_venv_python()
run_py = _find_run_py()
if studio_python and run_py:
if not silent:
typer.echo("Launching Unsloth Studio... Please wait...")
args = [
str(studio_python),
str(run_py),
"--host",
host,
"--port",
str(port),
]
if frontend:
args.extend(["--frontend", str(frontend)])
if silent:
args.append("--silent")
# On Windows, os.execvp() spawns a child but the parent lingers,
# so Ctrl+C only kills the parent leaving the child orphaned.
# Use subprocess.run() on Windows so the parent waits for the child.
if sys.platform == "win32":
import subprocess as _sp
proc = _sp.Popen(args)
try:
rc = proc.wait()
except KeyboardInterrupt:
# Child has its own signal handler — let it finish
rc = proc.wait()
if rc != 0:
typer.echo(
f"\nError: Studio server exited unexpectedly (code {rc}).",
err = True,
)
typer.echo(
"Check the error above. If a package is missing, "
"re-run: unsloth studio setup",
err = True,
)
raise typer.Exit(rc)
else:
os.execvp(str(studio_python), args)
else:
typer.echo("Studio not set up. Run install.sh first.")
raise typer.Exit(1)
from studio.backend.run import run_server
if not silent:
from studio.backend.run import _resolve_external_ip
display_host = _resolve_external_ip() if host == "0.0.0.0" else host
typer.echo(f"Starting Unsloth Studio on http://{display_host}:{port}")
run_kwargs = dict(host = host, port = port, silent = silent)
if frontend is not None:
run_kwargs["frontend_path"] = frontend
run_server(**run_kwargs)
from studio.backend.run import _shutdown_event
try:
if _shutdown_event is not None:
# NOTE: Event.wait() without a timeout blocks at the C level
# on Linux, preventing Python from delivering SIGINT (Ctrl+C).
while not _shutdown_event.is_set():
_shutdown_event.wait(timeout = 1)
else:
while True:
time.sleep(1)
except KeyboardInterrupt:
from studio.backend.run import _graceful_shutdown, _server
_graceful_shutdown(_server)
typer.echo("\nShutting down...")
# ── unsloth studio run ───────────────────────────────────────────────
@studio_app.command()
def run(
model: str = typer.Option(..., "--model", "-m", help = "Model path or HF repo"),
gguf_variant: Optional[str] = typer.Option(
None, "--gguf-variant", help = "GGUF quant variant (e.g. UD-Q4_K_XL)"
),
max_seq_length: int = typer.Option(
0, "--max-seq-length", help = "Max sequence length (0 = model default)"
),
load_in_4bit: bool = typer.Option(True, "--load-in-4bit/--no-load-in-4bit"),
api_key_name: str = typer.Option(
"cli", "--api-key-name", help = "Label for the auto-generated API key"
),
port: int = typer.Option(8888, "--port", "-p"),
host: str = typer.Option("0.0.0.0", "--host", "-H"),
frontend: Optional[Path] = typer.Option(None, "--frontend", "-f"),
silent: bool = typer.Option(False, "--silent", "-q"),
):
"""Start Studio, load a model, and print an API key -- one-liner server.
Example:
unsloth studio run --model unsloth/Qwen3-1.7B-GGUF --gguf-variant UD-Q4_K_XL
"""
# ── 1. Venv re-exec (same pattern as studio_default) ──────────────
studio_venv_dir = STUDIO_HOME / "unsloth_studio"
in_studio_venv = sys.prefix.startswith(str(studio_venv_dir))
if not in_studio_venv:
studio_python = _studio_venv_python()
if not studio_python:
typer.echo("Studio not set up. Run install.sh first.")
raise typer.Exit(1)
# Re-exec into the studio venv via its `unsloth` entry point
studio_bin = studio_python.parent / "unsloth"
if not studio_bin.is_file():
typer.echo(
"Studio venv missing 'unsloth' entry point. Re-run: unsloth studio setup"
)
raise typer.Exit(1)
args = [
str(studio_bin),
"studio",
"run",
"--model",
model,
"--max-seq-length",
str(max_seq_length),
"--api-key-name",
api_key_name,
"--port",
str(port),
"--host",
host,
]
if gguf_variant:
args.extend(["--gguf-variant", gguf_variant])
if not load_in_4bit:
args.append("--no-load-in-4bit")
if frontend:
args.extend(["--frontend", str(frontend)])
if silent:
args.append("--silent")
if sys.platform == "win32":
proc = subprocess.Popen(args)
try:
rc = proc.wait()
except KeyboardInterrupt:
rc = proc.wait()
raise typer.Exit(rc)
else:
os.execvp(str(studio_bin), args)
# ── 2. Start server (always suppress built-in banner) ─────────────
from studio.backend.run import run_server, _resolve_external_ip
run_kwargs = dict(host = host, port = port, silent = True, llama_parallel_slots = 4)
if frontend is not None:
run_kwargs["frontend_path"] = frontend
app = run_server(**run_kwargs)
actual_port = getattr(app.state, "server_port", port) or port
# ── 3. Wait for server health ─────────────────────────────────────
if not silent:
typer.echo("Starting Unsloth Studio...")
if not _wait_for_server(actual_port):
typer.echo("Error: server did not become healthy within 30 seconds.", err = True)
raise typer.Exit(1)
# ── 4. Create API key in-process ──────────────────────────────────
api_key = _create_api_key_inprocess(api_key_name)
# ── 5. Load model via HTTP ────────────────────────────────────────
if not silent:
typer.echo(f"Loading model: {model}...")
try:
result = _load_model_via_http(
port = actual_port,
api_key = api_key,
model = model,
gguf_variant = gguf_variant,
max_seq_length = max_seq_length,
load_in_4bit = load_in_4bit,
)
except RuntimeError as exc:
typer.echo(f"Error: {exc}", err = True)
raise typer.Exit(1)
loaded_model = result.get("model", model)
display_variant = f" ({gguf_variant})" if gguf_variant else ""
# ── 6. Print banner ───────────────────────────────────────────────
display_host = _resolve_external_ip() if host == "0.0.0.0" else host
base_url = f"http://{display_host}:{actual_port}"
if not silent:
typer.echo("")
typer.echo("=" * 56)
typer.echo(f" Unsloth Studio running at {base_url}")
typer.echo(f" Model loaded: {loaded_model}{display_variant}")
typer.echo(f" API Key: {api_key}")
typer.echo("=" * 56)
typer.echo("")
typer.echo("Usage:")
typer.echo(f" curl {base_url}/v1/chat/completions \\")
typer.echo(f' -H "Authorization: Bearer {api_key}" \\')
typer.echo(f' -H "Content-Type: application/json" \\')
typer.echo(
""" -d '{"messages": [{"role": "user", "content": "Hello"}], "stream": true}'"""
)
typer.echo("")
# ── 7. Wait for Ctrl+C ────────────────────────────────────────────
from studio.backend.run import _shutdown_event, _graceful_shutdown, _server
try:
if _shutdown_event is not None:
while not _shutdown_event.is_set():
_shutdown_event.wait(timeout = 1)
else:
while True:
time.sleep(1)
except KeyboardInterrupt:
_graceful_shutdown(_server)
typer.echo("\nShutting down...")
# ── unsloth studio stop ───────────────────────────────────────────────
_PID_FILE = STUDIO_HOME / "studio.pid"
@studio_app.command()
def stop():
"""Stop a running Unsloth Studio server.
Reads the PID from ~/.unsloth/studio/studio.pid and sends SIGTERM
(or TerminateProcess on Windows) to shut it down gracefully.
"""
import signal as _signal
if not _PID_FILE.is_file():
typer.echo("No running Studio server found (no PID file).")
raise typer.Exit(0)
pid_text = _PID_FILE.read_text().strip()
if not pid_text.isdigit():
typer.echo(f"Invalid PID file contents: {pid_text}")
_PID_FILE.unlink(missing_ok = True)
raise typer.Exit(1)
pid = int(pid_text)
# Check if the process is still alive
try:
os.kill(pid, 0)
except ProcessLookupError:
typer.echo(
f"Studio server (PID {pid}) is not running. Cleaning up stale PID file."
)
_PID_FILE.unlink(missing_ok = True)
raise typer.Exit(0)
except PermissionError:
pass # process exists but we may not own it; try to signal anyway
# Send SIGTERM (graceful shutdown) or TerminateProcess on Windows
try:
if sys.platform == "win32":
subprocess.run(["taskkill", "/PID", str(pid), "/F"], check = True)
else:
os.kill(pid, _signal.SIGTERM)
typer.echo(f"Sent shutdown signal to Studio server (PID {pid}).")
except ProcessLookupError:
typer.echo(f"Studio server (PID {pid}) already exited.")
_PID_FILE.unlink(missing_ok = True)
raise typer.Exit(0)
except Exception as e:
typer.echo(f"Failed to stop Studio server (PID {pid}): {e}", err = True)
raise typer.Exit(1)
# Wait briefly for the process to exit and clean up
for _ in range(10):
time.sleep(0.5)
try:
os.kill(pid, 0)
except ProcessLookupError:
_PID_FILE.unlink(missing_ok = True)
typer.echo("Studio server stopped.")
raise typer.Exit(0)
except PermissionError:
break
typer.echo("Studio server is shutting down (may take a few seconds).")
# ── unsloth studio setup / update ─────────────────────────────────────
def _run_setup_script(*, verbose: bool = False) -> None:
"""Find and run the studio setup/update script."""
script = _find_setup_script()
if not script:
typer.echo("Error: Could not find setup script (setup.sh / setup.ps1).")
raise typer.Exit(1)
env = {**os.environ, "UNSLOTH_VERBOSE": "1"} if verbose else None
if platform.system() == "Windows":
result = subprocess.run(
["powershell", "-ExecutionPolicy", "Bypass", "-File", str(script)],
env = env,
)
else:
result = subprocess.run(["bash", str(script)], env = env)
if result.returncode != 0:
raise typer.Exit(result.returncode)
@studio_app.command(hidden = True)
def setup(
verbose: bool = typer.Option(
False,
"--verbose",
"-v",
help = "Full pip/build output during setup for troubleshooting.",
),
):
"""Run Studio setup (called by install.ps1 / install.sh)."""
_run_setup_script(verbose = verbose)
@studio_app.command()
def update(
local: bool = typer.Option(
False, "--local", help = "Install from local repo instead of PyPI"
),
package: str = typer.Option(
"unsloth", "--package", help = "Package name to install/update (for testing)"
),
verbose: bool = typer.Option(
False,
"--verbose",
"-v",
help = "Full pip/build output during update for troubleshooting.",
),
):
"""Update Unsloth Studio dependencies and rebuild."""
# Ensure SKIP_STUDIO_BASE is not inherited from a parent install.ps1 session
os.environ.pop("SKIP_STUDIO_BASE", None)
os.environ["STUDIO_PACKAGE_NAME"] = package
if local:
os.environ["STUDIO_LOCAL_INSTALL"] = "1"
# Pass the repo root explicitly so install_python_stack.py doesn't
# have to guess from SCRIPT_DIR (which may be inside site-packages).
repo_root = Path(__file__).resolve().parents[2]
os.environ["STUDIO_LOCAL_REPO"] = str(repo_root)
else:
os.environ["STUDIO_LOCAL_INSTALL"] = "0"
os.environ.pop("STUDIO_LOCAL_REPO", None)
_run_setup_script(verbose = verbose)
# ── unsloth studio reset-password ────────────────────────────────────
@studio_app.command("reset-password")
def reset_password():
"""Reset the Studio admin password.
Deletes the auth database so that a fresh admin account with a new
random password is created on the next server start. The Studio
server must be restarted after running this command.
"""
auth_dir = STUDIO_HOME / "auth"
db_file = auth_dir / "auth.db"
pw_file = auth_dir / ".bootstrap_password"
if not db_file.exists():
typer.echo("No auth database found -- nothing to reset.")
raise typer.Exit(0)
db_file.unlink(missing_ok = True)
pw_file.unlink(missing_ok = True)
typer.echo("Auth database deleted. Restart Unsloth Studio to get a new password.")