unsloth/studio/backend/tests/test_diffusion_engine_router.py
Daniel Han 36df317293 Trim the comments across the diffusion backend
Comment-only pass over the Python this PR touches: drop what the code already
says, collapse multi-line explanations that still read on one line, and keep
the reasoning that is not recoverable from the code. No code, docstring
semantics or behaviour changes; verified with an AST comparison against the
previous revision, and the backend suite is unchanged (same 37 environment
failures as before: the API integration tests that need a live keyed server,
the flash-attn install hooks, and the GPU memory fields).
2026-07-26 20:31:19 +00:00

328 lines
13 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
"""Tests for the diffusion engine router (diffusers vs native sd.cpp selection)."""
from __future__ import annotations
from types import SimpleNamespace
import pytest
from core.inference import diffusion_engine_router as r
from core.inference.diffusion_families import detect_family
from core.inference.sd_cpp_engine import ENGINE_DIFFUSERS, ENGINE_SD_CPP
_ENVS = (
"UNSLOTH_DIFFUSION_ENGINE",
"UNSLOTH_DIFFUSION_SD_CPP",
"UNSLOTH_DIFFUSION_SD_CPP_MPS",
"UNSLOTH_DIFFUSION_SD_CPP_INSTALL",
)
@pytest.fixture(autouse = True)
def _clean_env_and_state(monkeypatch):
for e in _ENVS:
monkeypatch.delenv(e, raising = False)
# A light status-capable stub so neither selection nor active_status() imports the heavy
# diffusers/sd.cpp backends; the active engine NAME comes from module state.
monkeypatch.setattr(
r,
"get_active_diffusion_engine",
lambda: SimpleNamespace(status = lambda: {"loaded": False, "repo_id": None}),
)
# Default: no resident sd-server (so existing tests exercise the sd-cli path) and a stubbed
# runnability probe, so neither reaches the real install/exec path.
monkeypatch.setattr(r, "ensure_sd_server_binary", lambda **_: None)
monkeypatch.setattr(r, "_server_binary_runnable", lambda *_a, **_k: True)
yield
def _set_device(monkeypatch, backend):
monkeypatch.setattr(
r,
"resolve_diffusion_device_target",
lambda: SimpleNamespace(backend = backend, device = backend),
)
def _set_binary(monkeypatch, path):
monkeypatch.setattr(r, "ensure_sd_cpp_binary", lambda **_: path)
def _set_runnable(monkeypatch, version = "sd-cli v0"):
"""Stub the runnability probe so a stubbed binary path is treated as executable
(the router now probes ``SdCppEngine(...).version()`` before committing to native)."""
monkeypatch.setattr(r, "SdCppEngine", lambda **_: SimpleNamespace(version = lambda: version))
def _select(fam_name = "z-image"):
"""Activate the engine for a family and return which engine was chosen."""
r.select_and_activate_engine(detect_family(fam_name))
return r.active_engine_name()
# ── core selection matrix ─────────────────────────────────────────────────────
def test_cpu_with_binary_and_supported_family_picks_sd_cpp(monkeypatch):
_set_device(monkeypatch, "cpu")
_set_binary(monkeypatch, "/usr/bin/sd-cli")
_set_runnable(monkeypatch)
assert _select() == ENGINE_SD_CPP
assert r.active_engine_name() == ENGINE_SD_CPP
def test_cpu_with_only_sd_server_picks_sd_cpp(monkeypatch):
# An sd-server-only install (no runnable sd-cli) must still route to native: the backend prefers
# the resident server, so a runnable sd-server is native availability.
_set_device(monkeypatch, "cpu")
_set_binary(monkeypatch, None) # no sd-cli
monkeypatch.setattr(r, "SdCppEngine", lambda **_: SimpleNamespace(version = lambda: None))
monkeypatch.setattr(r, "ensure_sd_server_binary", lambda **_: "/usr/bin/sd-server")
assert _select() == ENGINE_SD_CPP
def test_present_but_not_runnable_binary_falls_back(monkeypatch):
# A binary that exists but cannot run must fall back to diffusers at selection, not commit native
# and fail inside the load.
_set_device(monkeypatch, "cpu")
_set_binary(monkeypatch, "/usr/bin/sd-cli")
monkeypatch.setattr(r, "SdCppEngine", lambda **_: SimpleNamespace(version = lambda: None))
assert _select() == ENGINE_DIFFUSERS
assert "binary unavailable" in (r.active_status()["fallback_reason"] or "")
@pytest.mark.parametrize("gpu", ["cuda", "rocm", "xpu"])
def test_gpu_backends_use_diffusers(monkeypatch, gpu):
_set_device(monkeypatch, gpu)
_set_binary(monkeypatch, "/usr/bin/sd-cli") # even with a binary, GPU stays diffusers
assert _select() == ENGINE_DIFFUSERS
assert "uses diffusers" in (r.active_status()["fallback_reason"] or "")
def test_forced_diffusers_overrides_cpu(monkeypatch):
_set_device(monkeypatch, "cpu")
_set_binary(monkeypatch, "/usr/bin/sd-cli")
monkeypatch.setenv("UNSLOTH_DIFFUSION_ENGINE", "diffusers")
assert _select() == ENGINE_DIFFUSERS
assert "forced" in (r.active_status()["fallback_reason"] or "")
def test_sd_cpp_disabled_uses_diffusers(monkeypatch):
_set_device(monkeypatch, "cpu")
_set_binary(monkeypatch, "/usr/bin/sd-cli")
monkeypatch.setenv("UNSLOTH_DIFFUSION_SD_CPP", "0")
assert _select() == ENGINE_DIFFUSERS
assert "disabled" in (r.active_status()["fallback_reason"] or "")
def test_mps_default_diffusers_but_optin_sd_cpp(monkeypatch):
_set_device(monkeypatch, "mps")
_set_binary(monkeypatch, "/usr/bin/sd-cli")
_set_runnable(monkeypatch)
# Default: MPS is not native-eligible -> diffusers.
assert _select() == ENGINE_DIFFUSERS
# Opt in: MPS routes to sd.cpp.
monkeypatch.setenv("UNSLOTH_DIFFUSION_SD_CPP_MPS", "1")
assert _select() == ENGINE_SD_CPP
def test_unsupported_family_falls_back(monkeypatch):
_set_device(monkeypatch, "cpu")
_set_binary(monkeypatch, "/usr/bin/sd-cli")
monkeypatch.setattr(r, "family_sd_cpp_supported", lambda fam: False)
assert _select() == ENGINE_DIFFUSERS
assert "no native sd.cpp asset mapping" in (r.active_status()["fallback_reason"] or "")
def test_missing_binary_falls_back(monkeypatch):
_set_device(monkeypatch, "cpu")
_set_binary(monkeypatch, None) # install unavailable
assert _select() == ENGINE_DIFFUSERS
assert "binary unavailable" in (r.active_status()["fallback_reason"] or "")
def test_force_sd_cpp_on_gpu_when_binary_present(monkeypatch):
_set_device(monkeypatch, "cuda")
_set_binary(monkeypatch, "/usr/bin/sd-cli")
_set_runnable(monkeypatch)
monkeypatch.setenv("UNSLOTH_DIFFUSION_ENGINE", "sd_cpp")
assert _select() == ENGINE_SD_CPP
def test_force_sd_cpp_without_binary_falls_back(monkeypatch):
_set_device(monkeypatch, "cuda")
_set_binary(monkeypatch, None)
monkeypatch.setenv("UNSLOTH_DIFFUSION_ENGINE", "sd_cpp")
assert _select() == ENGINE_DIFFUSERS
@pytest.mark.parametrize(
"backend, expected",
[("rocm", "rocm"), ("cuda", "cuda"), ("xpu", "vulkan"), ("cpu", "auto"), ("mps", "auto")],
)
def test_install_accelerator_maps_backend(backend, expected):
assert r._install_accelerator_for(backend) == expected
def test_force_native_install_uses_gpu_accelerator(monkeypatch):
# Forcing sd_cpp on a ROCm host with no binary must install the ROCm build, not the default CPU
# one, else the forced-native generation silently runs on CPU.
_set_device(monkeypatch, "rocm")
_set_runnable(monkeypatch)
seen = {}
def _fake_ensure(**kwargs):
seen.update(kwargs)
return "/usr/bin/sd-cli"
monkeypatch.setattr(r, "ensure_sd_cpp_binary", _fake_ensure)
monkeypatch.setenv("UNSLOTH_DIFFUSION_ENGINE", "sd_cpp")
assert _select() == ENGINE_SD_CPP
assert seen.get("accelerator") == "rocm"
# ── active_status annotation ──────────────────────────────────────────────────
def test_active_status_injects_engine_and_reason(monkeypatch):
_set_device(monkeypatch, "cpu")
_set_binary(monkeypatch, None)
_select() # -> diffusers fallback (no binary)
st = r.active_status()
assert st["engine"] == ENGINE_DIFFUSERS
assert st["fallback_reason"] and "binary unavailable" in st["fallback_reason"]
# ── engine-switch eviction ordering ───────────────────────────────────────────
def test_switch_unloads_old_engine_before_publishing_new(monkeypatch):
# The arbiter's diffusion evictor unloads get_active_diffusion_engine(); if the router published
# the new (empty) engine BEFORE the old one finished unloading, a concurrent acquire could evict
# the empty engine and take the GPU while the old model was still resident. Assert the OLD engine
# stays the published target until its unload() completes.
seen = {}
def _fake_engine():
return SimpleNamespace(
unload = lambda: seen.__setitem__("active_during_unload", r.active_engine_name()),
status = lambda: {"loaded": False, "repo_id": None},
)
monkeypatch.setattr(r, "get_active_diffusion_engine", lambda: _fake_engine())
r._active_engine_name = ENGINE_SD_CPP
r._activate(ENGINE_DIFFUSERS, "switch test")
assert seen["active_during_unload"] == ENGINE_SD_CPP
assert r.active_engine_name() == ENGINE_DIFFUSERS
def test_no_switch_keeps_engine_and_refreshes_reason(monkeypatch):
# When the engine does not change, _activate must not spuriously unload anything and must still
# refresh the recorded fallback reason.
calls = {"unload": 0}
def _fake_engine():
return SimpleNamespace(
unload = lambda: calls.__setitem__("unload", calls["unload"] + 1),
status = lambda: {"loaded": False, "repo_id": None},
)
monkeypatch.setattr(r, "get_active_diffusion_engine", lambda: _fake_engine())
r._active_engine_name = ENGINE_DIFFUSERS
r._activate(ENGINE_DIFFUSERS, "still diffusers")
assert calls["unload"] == 0
assert r.active_engine_name() == ENGINE_DIFFUSERS
assert r.active_status()["fallback_reason"] == "still diffusers"
def test_activate_serializes_switch_and_concurrent_query(monkeypatch):
# Regression: without the transition lock a second _activate during the slow unload() reads the
# not-yet-updated active engine and returns it. Assert the query is blocked until the switch ends.
import threading
r._active_engine_name = ENGINE_DIFFUSERS
r._fallback_reason = None
release_unload = threading.Event()
unload_started = threading.Event()
def _slow_unload():
unload_started.set()
release_unload.wait(2.0)
engine = SimpleNamespace(status = lambda: {"loaded": False, "repo_id": None}, unload = _slow_unload)
monkeypatch.setattr(r, "get_active_diffusion_engine", lambda: engine)
switch_done = threading.Event()
def _switch():
r._activate(ENGINE_SD_CPP, None) # diffusers -> sd_cpp: unloads the old engine (blocks)
switch_done.set()
t = threading.Thread(target = _switch)
t.start()
assert unload_started.wait(2.0) # switch is mid-unload, holding the transition lock
query_done = threading.Event()
def _query():
r._activate(ENGINE_DIFFUSERS, None) # would hit the "no change" branch pre-fix
query_done.set()
q = threading.Thread(target = _query)
q.start()
# Serialized: the query cannot complete while the switch holds the transition lock.
assert not query_done.wait(0.4)
release_unload.set()
t.join(2.0)
q.join(2.0)
assert switch_done.is_set() and query_done.is_set()
def test_begin_load_on_refuses_an_engine_that_was_switched_away(monkeypatch):
# A load selects its engine, then yields (device probe, arbiter acquire) before registering. A
# second load choosing the OTHER engine transitions in that gap and unloads the still-idle engine
# this one captured, so registering there would leave a model that generate / status / unload and
# the evictor can no longer reach (they all resolve the ACTIVE engine).
diffusers = SimpleNamespace(name = "diffusers")
sd_cpp = SimpleNamespace(name = "sd_cpp")
active = {"engine": diffusers}
monkeypatch.setattr(r, "get_active_diffusion_engine", lambda: active["engine"])
started: list[str] = []
assert r.begin_load_on(diffusers, lambda: started.append("ok") or "status") == "status"
assert started == ["ok"]
# A competing request switched the active engine after this one captured `diffusers`.
active["engine"] = sd_cpp
with pytest.raises(RuntimeError, match = "engine changed"):
r.begin_load_on(diffusers, lambda: started.append("leaked"))
assert started == ["ok"]
def test_begin_load_on_holds_the_transition_lock_while_registering(monkeypatch):
# The check and the registration must be one operation, taken under the same lock a switch takes,
# so no _activate can slip between them.
import threading
engine = SimpleNamespace(name = "diffusers")
monkeypatch.setattr(r, "get_active_diffusion_engine", lambda: engine)
inside = threading.Event()
release = threading.Event()
def _slow_start():
inside.set()
release.wait(2.0)
return "status"
t = threading.Thread(target = lambda: r.begin_load_on(engine, _slow_start))
t.start()
assert inside.wait(2.0)
assert r._transition_lock.locked()
release.set()
t.join(2.0)