refactor: Remove factory inputs

mithril/backends/with_autograd/jax_backend/backend.py

@@ -174,9 +174,7 @@ def array(
         _dtype = utils.determine_dtype(input, dtype, self.precision)
 
         with jax.default_device(self.device):
-            array = jax.numpy.array(
-                input, dtype=utils.dtype_map[_dtype], device=self.device
-            )
+            array = jax.numpy.array(input, dtype=utils.dtype_map[_dtype])
 
         if self._parallel_manager is not None:
             array = self._parallel_manager.parallelize(array, device_mesh)

mithril/framework/common.py

@@ -722,7 +722,7 @@ def match(self, other: BaseData[T]) -> Updates:
                 self.differentiable = other.differentiable = is_diff
 
             if self.is_valued or other.is_valued:
-                valued, non_valued = (self, other) if self.is_valued else (other, self)
+                valued, non_valued = (other, self) if other.is_valued else (self, other)
                 updates |= non_valued.set_value(valued.value)
                 if non_valued is other:
                     if other.is_tensor:

mithril/framework/logical/base.py

@@ -24,19 +24,14 @@
 from ...utils.utils import OrderedSet
 from ..common import (
     NOT_AVAILABLE,
-    NOT_GIVEN,
-    TBD,
     Connection,
     ConnectionData,
     Connections,
     ConnectionType,
     Constraint,
     ConstraintFunctionType,
     ConstraintSolver,
-    ExtendTemplate,
     IOHyperEdge,
-    IOKey,
-    MainValueInstance,
     MainValueType,
     NestedListType,
     NotAvailable,
@@ -46,8 +41,6 @@
     ShapeTemplateType,
     ShapeType,
     Tensor,
-    TensorValueType,
-    ToBeDetermined,
     UniadicRecord,
     Updates,
     UpdateType,
@@ -95,50 +88,12 @@ class BaseModel(abc.ABC):
     factory_args: dict[str, Any] = {}
 
     def __call__(self, **kwargs: ConnectionType) -> ExtendInfo:
-        for key, val in self.factory_inputs.items():
-            if val is not TBD:
-                if key not in kwargs or (con := kwargs[key]) is NOT_GIVEN:
-                    kwargs[key] = val  # type: ignore
-                    continue
-                match con:
-                    case Connection():
-                        kwargs[key] = IOKey(value=val, connections={con})
-                        # TODO: Maybe we could check con's value if matches with val
-                    case item if isinstance(item, MainValueInstance) and con != val:
-                        raise ValueError(
-                            f"Given value {con} for local key: '{key}' "
-                            f"has already being set to {val}!"
-                        )
-                    case str():
-                        kwargs[key] = IOKey(name=con, value=val, expose=False)
-                    case IOKey():
-                        if con.data.value is not TBD and con.data.value != val:
-                            raise ValueError(
-                                f"Given IOKey for local key: '{key}' is not valid!"
-                            )
-                        else:
-                            kwargs[key] = IOKey(
-                                name=con.name,
-                                expose=con.expose,
-                                connections=con.connections,
-                                type=con.data.type,
-                                shape=con.data.shape,
-                                value=val,
-                            )
-                    case ExtendTemplate():
-                        raise ValueError(
-                            "Multi-write detected for a valued "
-                            f"local key: '{key}' is not valid!"
-                        )
         return ExtendInfo(self, kwargs)
 
     def __init__(self, name: str | None = None, enforce_jit: bool = True) -> None:
         self.parent: BaseModel | None = (
             None  # TODO: maybe set it only to PrimitiveModel / Model.
         )
-        self.factory_inputs: dict[
-            str, TensorValueType | MainValueType | ToBeDetermined
-        ] = {}
         self.assigned_shapes: list[ShapesType] = []
         self.assigned_constraints: list[dict[str, str | list[str]]] = []
         self.conns = Connections()