refactor(layout_optimizer): DE optimizer — discrete angles, strategy fixes, decoupled mutation, API exposure

- Extract _compute_mutant helper with circular angle diff (fixes 0/2π boundary bug)
- Fix currenttobest1bin (remove non-standard noise term), add rand1bin strategy
- Decoupled mutation: independent F ranges for position vs theta
- Configurable crossover mode: per-device (default) or per-dimension
- Discrete angle snapping in normal 3N DE (joint mode, replaces hybrid as default)
- Stop auto-injecting prefer_orientation_mode into DE
- Expose DE hyperparameters (mutation, theta_mutation, recombination, strategy, angle_mode) via API
This commit is contained in:
yexiaozhou
2026-04-10 00:11:07 +08:00
parent a7a6d77d7a
commit 99dc821a01
4 changed files with 4663 additions and 1068 deletions

View File

@@ -34,7 +34,7 @@ from fastapi.responses import FileResponse, RedirectResponse
from fastapi.staticfiles import StaticFiles
from pydantic import BaseModel
from .constraints import DEFAULT_WEIGHT_ANGLE
from .constraints import DEFAULT_WEIGHT_ANGLE # noqa: F401 — kept for external use
from .device_catalog import (
create_devices_from_list,
load_devices_from_assets,
@@ -496,6 +496,13 @@ class OptimizeRequest(BaseModel):
snap_cardinal: bool = False
angle_granularity: int | None = None
arm_reach: dict[str, float] = {}
# DE 超参数
strategy: str = "currenttobest1bin"
angle_mode: str = "joint"
mutation: list[float] = [0.5, 1.0]
theta_mutation: list[float] | None = None
recombination: float = 0.7
crossover_mode: str = "device"
class PositionXYZ(BaseModel):
@@ -576,25 +583,43 @@ async def run_optimize(request: OptimizeRequest):
request.workflow_edges or None,
)
# 3. Auto-inject orientation soft constraints for DE
if request.run_de and request.seeder != "row_fallback" and seed_placements:
# Resolve orientation mode from seeder preset
orientation_mode = params.orientation_mode if params else "none"
if orientation_mode != "none":
# prefer_orientation_mode: position-aware outward/inward facing penalty
constraints.append(Constraint(
type="soft",
rule_name="prefer_orientation_mode",
params={"mode": orientation_mode},
weight=request.seeder_overrides.get("orientation_weight", DEFAULT_WEIGHT_ANGLE),
))
# 3. Auto-inject alignment soft constraint (opt-in via seeder_overrides)
if request.run_de and seed_placements:
# prefer_aligned: penalize non-cardinal angles默认关闭用户可通过 align_cardinal intent 或 seeder_overrides 开启)
constraints = _maybe_add_prefer_aligned_constraint(
constraints,
request.seeder_overrides.get("align_weight", 0),
)
# 4. Conditional Differential Evolution
# 4. Validate DE hyperparameters
if request.strategy not in {"currenttobest1bin", "best1bin", "rand1bin"}:
raise HTTPException(
status_code=400,
detail=f"strategy must be one of: currenttobest1bin, best1bin, rand1bin (got {request.strategy!r})",
)
if request.angle_mode not in {"joint", "hybrid"}:
raise HTTPException(
status_code=400,
detail=f"angle_mode must be one of: joint, hybrid (got {request.angle_mode!r})",
)
if request.crossover_mode not in {"device", "dimension"}:
raise HTTPException(
status_code=400,
detail=f"crossover_mode must be one of: device, dimension (got {request.crossover_mode!r})",
)
if len(request.mutation) != 2 or request.mutation[0] > request.mutation[1]:
raise HTTPException(status_code=400, detail="mutation must be [F_min, F_max] with F_min <= F_max")
if request.mutation[0] < 0 or request.mutation[1] > 2.0:
raise HTTPException(status_code=400, detail="mutation values must be in [0, 2.0]")
if request.theta_mutation is not None:
if len(request.theta_mutation) != 2 or request.theta_mutation[0] > request.theta_mutation[1]:
raise HTTPException(status_code=400, detail="theta_mutation must be [F_min, F_max] with F_min <= F_max")
if request.theta_mutation[0] < 0 or request.theta_mutation[1] > 2.0:
raise HTTPException(status_code=400, detail="theta_mutation values must be in [0, 2.0]")
if not (0 <= request.recombination <= 1.0):
raise HTTPException(status_code=400, detail="recombination must be in [0, 1.0]")
# 5. Conditional Differential Evolution
de_ran = False
checker = MockCollisionChecker()
reachability_checker = MockReachabilityChecker(request.arm_reach or None)
@@ -608,8 +633,14 @@ async def run_optimize(request: OptimizeRequest):
seed_placements=seed_placements,
maxiter=request.maxiter,
seed=request.seed,
strategy=request.strategy,
workflow_edges=request.workflow_edges or None,
angle_granularity=request.angle_granularity,
angle_mode=request.angle_mode,
mutation=tuple(request.mutation),
theta_mutation=tuple(request.theta_mutation) if request.theta_mutation else None,
recombination=request.recombination,
crossover_mode=request.crossover_mode,
)
de_ran = True
else: