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function_schema.h
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function_schema.h
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#pragma once
#include <ATen/core/jit_type.h>
#include <ATen/core/interned_strings.h>
#include <ATen/core/ivalue.h>
#include <ATen/core/alias_info.h>
#include <unordered_map>
namespace c10 {
// schema as used in the compiler for resolving function calls and reporting
// errors. These objects should be constructed from C10 schema once those
// are available.
struct Argument {
Argument(
std::string name = "",
TypePtr type = nullptr,
c10::optional<int32_t> N = c10::nullopt,
c10::optional<IValue> default_value = c10::nullopt,
bool kwarg_only = false,
c10::optional<AliasInfo> alias_info = c10::nullopt)
: name_(std::move(name)),
type_(type ? type : TensorType::get()),
N_(std::move(N)),
default_value_(std::move(default_value)),
kwarg_only_(kwarg_only),
alias_info_(std::move(alias_info)) {
if (default_value_ && default_value_->isTensor()) {
auto t = default_value_->toTensor();
AT_ASSERT(!t.defined() || t.is_variable());
}
}
const std::string& name() const {
return name_;
}
TypePtr type() const {
return type_;
}
c10::optional<int32_t> N() const {
return N_;
}
const c10::optional<IValue>& default_value() const {
return default_value_;
}
bool kwarg_only() const {
return kwarg_only_;
}
const c10::optional<AliasInfo>& alias_info() const {
return alias_info_;
}
Argument cloneWithType(TypePtr new_type) const {
return Argument(name_, new_type, N_, default_value_, kwarg_only_, alias_info_);
}
private:
std::string name_;
TypePtr type_;
// for list types, an optional statically known length for the list
// e.g. for int[3]: type = ListType::ofInts(), N = 3
// If present, this will allow scalars to be broadcast to this length to
// become a list.
c10::optional<int32_t> N_;
c10::optional<IValue> default_value_;
// is this only specifyable as a keyword argument?
bool kwarg_only_;
c10::optional<AliasInfo> alias_info_;
};
namespace detail {
inline bool defaultValueEquals_(const c10::optional<IValue>& lhs, const c10::optional<IValue>& rhs) {
if (lhs.has_value()) {
return rhs.has_value() && impl::shallowEquals(*lhs, *rhs);
} else {
return !rhs.has_value();
}
}
}
inline bool operator==(const Argument& lhs, const Argument& rhs) {
return lhs.name() == rhs.name()
&& lhs.type() == rhs.type()
&& lhs.N() == rhs.N()
&& detail::defaultValueEquals_(lhs.default_value(), rhs.default_value())
&& lhs.kwarg_only() == rhs.kwarg_only()
&& lhs.alias_info() == rhs.alias_info();
}
struct OperatorName final {
std::string name;
std::string overload_name;
};
struct FunctionSchema {
FunctionSchema(
std::string name,
std::string overload_name,
std::vector<Argument> arguments,
std::vector<Argument> returns,
bool is_vararg = false,
bool is_varret = false)
: name_({std::move(name), std::move(overload_name)}),
arguments_(std::move(arguments)),
returns_(std::move(returns)),
is_vararg_(is_vararg),
is_varret_(is_varret) {}
FunctionSchema(
Symbol name,
std::string overload_name,
std::vector<Argument> arguments,
std::vector<Argument> returns,
bool is_vararg = false,
bool is_varret = false)
: FunctionSchema(
name.toQualString(),
std::move(overload_name),
std::move(std::move(arguments)),
std::move(std::move(returns)),
is_vararg,
is_varret) {}
private:
OperatorName name_;
std::vector<Argument> arguments_;
std::vector<Argument> returns_;
// if true then this schema takes an arbitrary number of additional arguments
// after the argument specified in arguments
// currently this is used primarily to represent 'primtive' operators whose
// arguments are not checked by schema
bool is_vararg_;
bool is_varret_;
void checkArg(const IValue& value, const Argument& argument, optional<size_t> pos) const;
public:
const std::string& name() const {
return name_.name;
}
const std::string& overload_name() const {
return name_.overload_name;
}
const std::vector<Argument>& arguments() const {
return arguments_;
}
const std::vector<Argument>& returns() const {
return returns_;
}
bool is_vararg() const {
return is_vararg_;
}
bool is_varret() const {
return is_varret_;
}
bool is_mutable() const {
// see [custom operator aliasing]
const auto kind = Symbol::fromQualString(name_.name);
const auto is_custom_op = !kind.is_aten() && !kind.is_prim();
return is_custom_op ||
std::any_of(
arguments_.cbegin(), arguments_.cend(), [](const Argument& arg) {
const auto& aliasInfo = arg.alias_info();
return aliasInfo && aliasInfo.value().isWrite();
});
}
c10::optional<int> argumentIndexWithName(const std::string& name) const {
for(size_t i = 0; i < arguments().size(); ++i) {
if(name == arguments()[i].name())
return i;
}
return c10::nullopt;
}
FunctionSchema cloneWithArguments(std::vector<Argument> new_arguments) const {
return FunctionSchema(
name(),
overload_name(),
std::move(new_arguments),
returns(),
is_vararg(),
is_varret());
}
FunctionSchema cloneWithRemappedTypes(const std::function<TypePtr(TypePtr)> type_map) const;
// Check that inputs have the correct types and appends any missing default
// values.
void checkAndNormalizeInputs(
std::vector<IValue>& inputs,
const std::unordered_map<std::string, IValue>& kwargs) const;
void findErrorInKwargs(const std::vector<std::string>& kwargs) const;
};
inline bool operator==(const FunctionSchema& lhs, const FunctionSchema& rhs) {
return lhs.name() == rhs.name()
&& lhs.overload_name() == rhs.overload_name()
&& lhs.arguments() == rhs.arguments()
&& lhs.returns() == rhs.returns()
&& lhs.is_vararg() == rhs.is_vararg()
&& lhs.is_varret() == rhs.is_varret();
}
inline bool operator!=(const FunctionSchema& lhs, const FunctionSchema& rhs) {
return !(lhs == rhs);
}
// for debugging, make sure we can describe the call site
inline std::ostream& operator<<(std::ostream& out, const Argument& arg) {
return out << arg.type()->str() << " " << arg.name() << (arg.default_value() ? "=<default>" : "");
}
inline std::ostream& operator<<(std::ostream& out, const FunctionSchema& schema);
inline std::string toString(const FunctionSchema& schema) {
std::ostringstream str;
str << schema;
return str.str();
}
} // namespace c10
#include <ATen/core/function_schema_inl.h>