Commit 2c9d70ad by 雾雨魔理沙 Committed by Tianqi Chen

[Relay] add python doc for function in ir_pass (#1877)

parent 7e8a8767
...@@ -29,7 +29,7 @@ Expr InferType(const Environment& env, const Expr& e); ...@@ -29,7 +29,7 @@ Expr InferType(const Environment& env, const Expr& e);
Expr InferType(const Environment& env, const GlobalVar& var, const Function& f); Expr InferType(const Environment& env, const GlobalVar& var, const Function& f);
/*! /*!
* \brief Check that types are well formed by applying "kinding rules". * \brief Check that types are well kinded by applying "kinding rules".
* *
* This pass ensures we do not do things that violate the design of the * This pass ensures we do not do things that violate the design of the
* type system when writing down types. * type system when writing down types.
...@@ -39,11 +39,12 @@ Expr InferType(const Environment& env, const GlobalVar& var, const Function& f); ...@@ -39,11 +39,12 @@ Expr InferType(const Environment& env, const GlobalVar& var, const Function& f);
* We check this by ensuring the `dtype` field of a Tensor always contains * We check this by ensuring the `dtype` field of a Tensor always contains
* a data type such as `int`, `float`, `uint`. * a data type such as `int`, `float`, `uint`.
* *
* \param env The global environment.
* \param t The type to check. * \param t The type to check.
* \param env The global environment.
*
* \return true if the rules are satisified otherwise false * \return true if the rules are satisified otherwise false
*/ */
bool KindCheck(const Environment& env, const Type& t); bool KindCheck(const Type& t, const Environment& env);
/*! \brief Compare two expressions for structural equivalence. /*! \brief Compare two expressions for structural equivalence.
* *
......
...@@ -15,26 +15,91 @@ def infer_type(env, expr): ...@@ -15,26 +15,91 @@ def infer_type(env, expr):
Parameters Parameters
---------- ----------
env : relay.Environment env : relay.Environment
The global environment. The global environment.
expr : relay.Expr expr : relay.Expr
The input expression. The input expression.
Returns Returns
------- -------
checked_expr : relay.Expr checked_expr : relay.Expr
The checked expression. The checked expression.
""" """
return _ir_pass.infer_type(env, expr) return _ir_pass.infer_type(env, expr)
def well_formed(e):
"""Check that each Var is only bound once (well formed).
well_formed = _ir_pass.well_formed Parameters
----------
e: relay.Expr
The input expression
Returns
-------
well_form : bool
whether the input expression is well formed
"""
return _ir_pass.well_formed(e)
def check_kind(t, env=None):
"""Check that the type is well kinded.
For example, this mean type cannot has tensor of tensor, or is a tuple type of 2 shapes.
Parameters
----------
t: relay.Type
The type to check
env: relay.Environment, optional
The global environment
Returns
-------
well_kinded : bool
whether the input type is well kinded.
Examples
--------
.. code:: python
assert not check_kind(relay.TupleType([relay.TypeParam('tp1', relay.Kind.Shape)]))
assert check_kind(relay.TupleType([relay.TypeParam('tp1', relay.Kind.Type)]))
"""
if env is not None:
return _ir_pass.check_kind(t, env)
else:
return _ir_pass.check_kind(t)
check_kind = _ir_pass.check_kind def free_vars(e):
"""Get free variables from expression e.
free_vars = _ir_pass.free_vars Parameters
----------
e: relay.Expr
The input expression
free_type_vars = _ir_pass.free_type_vars Returns
-------
free : List[relay.Var]
the list of free variables
"""
return _ir_pass.free_vars(e)
def free_type_vars(e):
"""Get free type variables from expression/type e
Parameters
----------
e: relay.Expr/relay.Type
The input expression/type
Returns
-------
free : List[relay.TypeParam]
the list of free type variables
"""
return _ir_pass.free_type_vars(e)
def dead_code_elimination(e): def dead_code_elimination(e):
""" Remove expressions which does not effect the program result (dead code). """ Remove expressions which does not effect the program result (dead code).
...@@ -59,10 +124,10 @@ def alpha_equal(lhs, rhs): ...@@ -59,10 +124,10 @@ def alpha_equal(lhs, rhs):
---------- ----------
lhs: relay.Expr lhs: relay.Expr
One of the input Expression. One of the input Expression.
rhs: relay.Expr rhs: relay.Expr
One of the input Expression. One of the input Expression.
Returns Returns
------- -------
result: bool result: bool
......
...@@ -99,7 +99,7 @@ struct KindChecker : TypeVisitor<> { ...@@ -99,7 +99,7 @@ struct KindChecker : TypeVisitor<> {
} }
}; };
bool KindCheck(const Environment& env, const Type &t) { bool KindCheck(const Type& t, const Environment& env) {
KindChecker kc; KindChecker kc;
return kc.Check(t); return kc.Check(t);
} }
...@@ -107,7 +107,7 @@ bool KindCheck(const Environment& env, const Type &t) { ...@@ -107,7 +107,7 @@ bool KindCheck(const Environment& env, const Type &t) {
TVM_REGISTER_API("relay._ir_pass.check_kind") TVM_REGISTER_API("relay._ir_pass.check_kind")
.set_body([](TVMArgs args, TVMRetValue* ret) { .set_body([](TVMArgs args, TVMRetValue* ret) {
if (args.size() == 1) { if (args.size() == 1) {
*ret = KindCheck(EnvironmentNode::make({}), args[0]); *ret = KindCheck(args[0], EnvironmentNode::make({}));
} else { } else {
*ret = KindCheck(args[0], args[1]); *ret = KindCheck(args[0], args[1]);
} }
......
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