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triton/lib/backend/parse.cpp

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#include "isaac/array.h"
#include "isaac/backend/parse.h"
#include "isaac/exception/operation_not_supported.h"
namespace isaac
{
namespace detail
{
bool is_scalar_reduction(array_expression::node const & node)
{
return node.op.type_family==OPERATOR_VECTOR_REDUCTION_TYPE_FAMILY;
}
bool is_vector_reduction(array_expression::node const & node)
{
return node.op.type_family==OPERATOR_ROWS_REDUCTION_TYPE_FAMILY
|| node.op.type_family==OPERATOR_COLUMNS_REDUCTION_TYPE_FAMILY;
}
bool is_assignment(op_element const & op)
{
return op.type== OPERATOR_ASSIGN_TYPE
|| op.type== OPERATOR_INPLACE_ADD_TYPE
|| op.type== OPERATOR_INPLACE_SUB_TYPE;
}
bool is_elementwise_operator(op_element const & op)
{
return is_assignment(op)
|| op.type== OPERATOR_ADD_TYPE
|| op.type== OPERATOR_SUB_TYPE
|| op.type== OPERATOR_ELEMENT_PROD_TYPE
|| op.type== OPERATOR_ELEMENT_DIV_TYPE
|| op.type== OPERATOR_MULT_TYPE
|| op.type== OPERATOR_DIV_TYPE
|| op.type== OPERATOR_ELEMENT_EQ_TYPE
|| op.type== OPERATOR_ELEMENT_NEQ_TYPE
|| op.type== OPERATOR_ELEMENT_GREATER_TYPE
|| op.type== OPERATOR_ELEMENT_LESS_TYPE
|| op.type== OPERATOR_ELEMENT_GEQ_TYPE
|| op.type== OPERATOR_ELEMENT_LEQ_TYPE ;
}
bool bypass(op_element const & op)
{
return op.type == OPERATOR_RESHAPE_TYPE;
}
bool is_cast(op_element const & op)
{
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return op.type== OPERATOR_CAST_BOOL_TYPE
|| op.type== OPERATOR_CAST_CHAR_TYPE
|| op.type== OPERATOR_CAST_UCHAR_TYPE
|| op.type== OPERATOR_CAST_SHORT_TYPE
|| op.type== OPERATOR_CAST_USHORT_TYPE
|| op.type== OPERATOR_CAST_INT_TYPE
|| op.type== OPERATOR_CAST_UINT_TYPE
|| op.type== OPERATOR_CAST_LONG_TYPE
|| op.type== OPERATOR_CAST_ULONG_TYPE
|| op.type== OPERATOR_CAST_FLOAT_TYPE
|| op.type== OPERATOR_CAST_DOUBLE_TYPE
;
}
bool is_node_leaf(op_element const & op)
{
return op.type==OPERATOR_TRANS_TYPE
|| op.type==OPERATOR_MATRIX_DIAG_TYPE
|| op.type==OPERATOR_VDIAG_TYPE
|| op.type==OPERATOR_REPEAT_TYPE
|| op.type==OPERATOR_MATRIX_ROW_TYPE
|| op.type==OPERATOR_MATRIX_COLUMN_TYPE
|| op.type==OPERATOR_OUTER_PROD_TYPE
|| op.type_family==OPERATOR_VECTOR_REDUCTION_TYPE_FAMILY
|| op.type_family==OPERATOR_ROWS_REDUCTION_TYPE_FAMILY
|| op.type_family==OPERATOR_COLUMNS_REDUCTION_TYPE_FAMILY
|| op.type_family==OPERATOR_MATRIX_PRODUCT_TYPE_FAMILY
;
}
bool is_elementwise_function(op_element const & op)
{
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return is_cast(op)
|| op.type== OPERATOR_ABS_TYPE
|| op.type== OPERATOR_ACOS_TYPE
|| op.type== OPERATOR_ASIN_TYPE
|| op.type== OPERATOR_ATAN_TYPE
|| op.type== OPERATOR_CEIL_TYPE
|| op.type== OPERATOR_COS_TYPE
|| op.type== OPERATOR_COSH_TYPE
|| op.type== OPERATOR_EXP_TYPE
|| op.type== OPERATOR_FABS_TYPE
|| op.type== OPERATOR_FLOOR_TYPE
|| op.type== OPERATOR_LOG_TYPE
|| op.type== OPERATOR_LOG10_TYPE
|| op.type== OPERATOR_SIN_TYPE
|| op.type== OPERATOR_SINH_TYPE
|| op.type== OPERATOR_SQRT_TYPE
|| op.type== OPERATOR_TAN_TYPE
|| op.type== OPERATOR_TANH_TYPE
|| op.type== OPERATOR_ELEMENT_POW_TYPE
|| op.type== OPERATOR_ELEMENT_FMAX_TYPE
|| op.type== OPERATOR_ELEMENT_FMIN_TYPE
|| op.type== OPERATOR_ELEMENT_MAX_TYPE
|| op.type== OPERATOR_ELEMENT_MIN_TYPE;
}
}
//
filter_fun::filter_fun(pred_t pred, std::vector<size_t> & out) : pred_(pred), out_(out)
{ }
void filter_fun::operator()(isaac::array_expression const & array_expression, size_t root_idx, leaf_t) const
{
array_expression::node const * root_node = &array_expression.tree()[root_idx];
if (pred_(*root_node))
out_.push_back(root_idx);
}
//
std::vector<size_t> filter_nodes(bool (*pred)(array_expression::node const & node), isaac::array_expression const & array_expression, bool inspect)
{
std::vector<size_t> res;
traverse(array_expression, array_expression.root(), filter_fun(pred, res), inspect);
return res;
}
//
filter_elements_fun::filter_elements_fun(array_expression_node_subtype subtype, std::vector<lhs_rhs_element> & out) :
subtype_(subtype), out_(out)
{ }
void filter_elements_fun::operator()(isaac::array_expression const & array_expression, size_t root_idx, leaf_t) const
{
array_expression::node const * root_node = &array_expression.tree()[root_idx];
if (root_node->lhs.subtype==subtype_)
out_.push_back(root_node->lhs);
if (root_node->rhs.subtype==subtype_)
out_.push_back(root_node->rhs);
}
std::vector<lhs_rhs_element> filter_elements(array_expression_node_subtype subtype, isaac::array_expression const & array_expression)
{
std::vector<lhs_rhs_element> res;
traverse(array_expression, array_expression.root(), filter_elements_fun(subtype, res), true);
return res;
}
/** @brief generate a string from an operation_node_type */
const char * evaluate(operation_node_type type)
{
// unary expression
switch (type)
{
//Function
case OPERATOR_ABS_TYPE : return "abs";
case OPERATOR_ACOS_TYPE : return "acos";
case OPERATOR_ASIN_TYPE : return "asin";
case OPERATOR_ATAN_TYPE : return "atan";
case OPERATOR_CEIL_TYPE : return "ceil";
case OPERATOR_COS_TYPE : return "cos";
case OPERATOR_COSH_TYPE : return "cosh";
case OPERATOR_EXP_TYPE : return "exp";
case OPERATOR_FABS_TYPE : return "fabs";
case OPERATOR_FLOOR_TYPE : return "floor";
case OPERATOR_LOG_TYPE : return "log";
case OPERATOR_LOG10_TYPE : return "log10";
case OPERATOR_SIN_TYPE : return "sin";
case OPERATOR_SINH_TYPE : return "sinh";
case OPERATOR_SQRT_TYPE : return "sqrt";
case OPERATOR_TAN_TYPE : return "tan";
case OPERATOR_TANH_TYPE : return "tanh";
case OPERATOR_ELEMENT_ARGFMAX_TYPE : return "argfmax";
case OPERATOR_ELEMENT_ARGMAX_TYPE : return "argmax";
case OPERATOR_ELEMENT_ARGFMIN_TYPE : return "argfmin";
case OPERATOR_ELEMENT_ARGMIN_TYPE : return "argmin";
case OPERATOR_ELEMENT_POW_TYPE : return "pow";
//Arithmetic
case OPERATOR_MINUS_TYPE : return "-";
case OPERATOR_ASSIGN_TYPE : return "=";
case OPERATOR_INPLACE_ADD_TYPE : return "+=";
case OPERATOR_INPLACE_SUB_TYPE : return "-=";
case OPERATOR_ADD_TYPE : return "+";
case OPERATOR_SUB_TYPE : return "-";
case OPERATOR_MULT_TYPE : return "*";
case OPERATOR_ELEMENT_PROD_TYPE : return "*";
case OPERATOR_DIV_TYPE : return "/";
case OPERATOR_ELEMENT_DIV_TYPE : return "/";
case OPERATOR_ACCESS_TYPE : return "[]";
//Relational
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case OPERATOR_NEGATE_TYPE: return "!";
case OPERATOR_ELEMENT_EQ_TYPE : return "==";
case OPERATOR_ELEMENT_NEQ_TYPE : return "!=";
case OPERATOR_ELEMENT_GREATER_TYPE : return ">";
case OPERATOR_ELEMENT_GEQ_TYPE : return ">=";
case OPERATOR_ELEMENT_LESS_TYPE : return "<";
case OPERATOR_ELEMENT_LEQ_TYPE : return "<=";
case OPERATOR_ELEMENT_FMAX_TYPE : return "fmax";
case OPERATOR_ELEMENT_FMIN_TYPE : return "fmin";
case OPERATOR_ELEMENT_MAX_TYPE : return "max";
case OPERATOR_ELEMENT_MIN_TYPE : return "min";
//Unary
case OPERATOR_TRANS_TYPE : return "trans";
//Binary
case OPERATOR_MATRIX_PRODUCT_NN_TYPE : return "prodNN";
case OPERATOR_MATRIX_PRODUCT_TN_TYPE : return "prodTN";
case OPERATOR_MATRIX_PRODUCT_NT_TYPE : return "prodNT";
case OPERATOR_MATRIX_PRODUCT_TT_TYPE : return "prodTT";
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case OPERATOR_VDIAG_TYPE : return "vdiag";
case OPERATOR_MATRIX_DIAG_TYPE : return "mdiag";
case OPERATOR_MATRIX_ROW_TYPE : return "row";
case OPERATOR_MATRIX_COLUMN_TYPE : return "col";
case OPERATOR_PAIR_TYPE: return "pair";
default : throw operation_not_supported_exception("Unsupported operator");
}
}
evaluate_expression_traversal::evaluate_expression_traversal(std::map<std::string, std::string> const & accessors, std::string & str, mapping_type const & mapping) :
accessors_(accessors), str_(str), mapping_(mapping)
{ }
void evaluate_expression_traversal::call_before_expansion(isaac::array_expression const & array_expression, int_t root_idx) const
{
array_expression::node const & root_node = array_expression.tree()[root_idx];
if(detail::is_cast(root_node.op))
str_ += mapping_.at(std::make_pair(root_idx, PARENT_NODE_TYPE))->evaluate(accessors_);
else if (( (root_node.op.type_family==OPERATOR_UNARY_TYPE_FAMILY&&root_node.op.type!=OPERATOR_ADD_TYPE) || detail::is_elementwise_function(root_node.op))
&& !detail::is_node_leaf(root_node.op))
str_+=evaluate(root_node.op.type);
str_+="(";
}
void evaluate_expression_traversal::call_after_expansion(array_expression const & /*array_expression*/, int_t /*root_idx*/) const
{
str_+=")";
}
void evaluate_expression_traversal::operator()(isaac::array_expression const & array_expression, int_t root_idx, leaf_t leaf) const
{
array_expression::node const & root_node = array_expression.tree()[root_idx];
mapping_type::key_type key = std::make_pair(root_idx, leaf);
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if (leaf==PARENT_NODE_TYPE)
{
if (detail::is_node_leaf(root_node.op))
str_ += mapping_.at(key)->evaluate(accessors_);
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else if(root_node.op.type_family!=OPERATOR_UNARY_TYPE_FAMILY)
{
if (detail::is_elementwise_operator(root_node.op))
str_ += evaluate(root_node.op.type);
else if (detail::is_elementwise_function(root_node.op))
str_ += ",";
}
}
else
{
if (leaf==LHS_NODE_TYPE)
{
if (root_node.lhs.type_family!=COMPOSITE_OPERATOR_FAMILY)
str_ += mapping_.at(key)->evaluate(accessors_);
}
if (leaf==RHS_NODE_TYPE)
{
if (root_node.rhs.type_family!=COMPOSITE_OPERATOR_FAMILY)
str_ += mapping_.at(key)->evaluate(accessors_);
}
}
}
std::string evaluate(leaf_t leaf, std::map<std::string, std::string> const & accessors,
isaac::array_expression const & array_expression, int_t root_idx, mapping_type const & mapping)
{
std::string res;
evaluate_expression_traversal traversal_functor(accessors, res, mapping);
array_expression::node const & root_node = array_expression.tree()[root_idx];
if (leaf==RHS_NODE_TYPE)
{
if (root_node.rhs.type_family==COMPOSITE_OPERATOR_FAMILY)
traverse(array_expression, root_node.rhs.node_index, traversal_functor, false);
else
traversal_functor(array_expression, root_idx, leaf);
}
else if (leaf==LHS_NODE_TYPE)
{
if (root_node.lhs.type_family==COMPOSITE_OPERATOR_FAMILY)
traverse(array_expression, root_node.lhs.node_index, traversal_functor, false);
else
traversal_functor(array_expression, root_idx, leaf);
}
else
traverse(array_expression, root_idx, traversal_functor, false);
return res;
}
void evaluate(kernel_generation_stream & stream, leaf_t leaf, std::map<std::string, std::string> const & accessors,
expressions_tuple const & expressions, std::vector<mapping_type> const & mappings)
{
expressions_tuple::data_type::const_iterator sit;
std::vector<mapping_type>::const_iterator mit;
for (mit = mappings.begin(), sit = expressions.data().begin(); sit != expressions.data().end(); ++mit, ++sit)
stream << evaluate(leaf, accessors, **sit, (*sit)->root(), *mit) << ";" << std::endl;
}
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process_traversal::process_traversal(std::map<std::string, std::string> const & accessors, kernel_generation_stream & stream,
mapping_type const & mapping, std::set<std::string> & already_processed) :
accessors_(accessors), stream_(stream), mapping_(mapping), already_processed_(already_processed)
{ }
void process_traversal::operator()(array_expression const & /*array_expression*/, int_t root_idx, leaf_t leaf) const
{
mapping_type::const_iterator it = mapping_.find(std::make_pair(root_idx, leaf));
if (it!=mapping_.end())
{
mapped_object * obj = it->second.get();
std::string name = obj->name();
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if(accessors_.find(name)!=accessors_.end() && already_processed_.insert(name).second)
for(std::map<std::string, std::string>::const_iterator itt = accessors_.lower_bound(name) ; itt != accessors_.upper_bound(name) ; ++itt)
{
stream_ << obj->process(itt->second) << std::endl;
}
std::string key = obj->type_key();
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if(accessors_.find(key)!=accessors_.end() && already_processed_.insert(name).second)
for(std::map<std::string, std::string>::const_iterator itt = accessors_.lower_bound(key) ; itt != accessors_.upper_bound(key) ; ++itt)
{
stream_ << obj->process(itt->second) << std::endl;
}
}
}
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void process(kernel_generation_stream & stream, leaf_t leaf, std::map<std::string, std::string> const & accessors,
isaac::array_expression const & array_expression, size_t root_idx, mapping_type const & mapping, std::set<std::string> & already_processed)
{
process_traversal traversal_functor(accessors, stream, mapping, already_processed);
array_expression::node const & root_node = array_expression.tree()[root_idx];
if (leaf==RHS_NODE_TYPE)
{
if (root_node.rhs.type_family==COMPOSITE_OPERATOR_FAMILY)
traverse(array_expression, root_node.rhs.node_index, traversal_functor, true);
else
traversal_functor(array_expression, root_idx, leaf);
}
else if (leaf==LHS_NODE_TYPE)
{
if (root_node.lhs.type_family==COMPOSITE_OPERATOR_FAMILY)
traverse(array_expression, root_node.lhs.node_index, traversal_functor, true);
else
traversal_functor(array_expression, root_idx, leaf);
}
else
{
traverse(array_expression, root_idx, traversal_functor, true);
}
}
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void process(kernel_generation_stream & stream, leaf_t leaf, std::map<std::string, std::string> const & accessors,
expressions_tuple const & expressions, std::vector<mapping_type> const & mappings)
{
expressions_tuple::data_type::const_iterator sit;
std::vector<mapping_type>::const_iterator mit;
std::set<std::string> already_processed;
for (mit = mappings.begin(), sit = expressions.data().begin(); sit != expressions.data().end(); ++mit, ++sit)
process(stream, leaf, accessors, **sit, (*sit)->root(), *mit, already_processed);
}
void array_expression_representation_functor::append_id(char * & ptr, unsigned int val)
{
if (val==0)
*ptr++='0';
else
while (val>0)
{
*ptr++= (char)('0' + (val % 10));
val /= 10;
}
}
void array_expression_representation_functor::append(driver::Buffer const & h, numeric_type dtype, char prefix) const
{
*ptr_++=prefix;
*ptr_++=(char)dtype;
append_id(ptr_, binder_.get(h));
}
void array_expression_representation_functor::append(lhs_rhs_element const & lhs_rhs) const
{
if(lhs_rhs.subtype==DENSE_ARRAY_TYPE)
append(lhs_rhs.array->data(), lhs_rhs.array->dtype(), (char)(((int)'0')+((int)(lhs_rhs.array->shape()[0]>1) + (int)(lhs_rhs.array->shape()[1]>1))));
}
array_expression_representation_functor::array_expression_representation_functor(symbolic_binder & binder, char *& ptr) : binder_(binder), ptr_(ptr){ }
void array_expression_representation_functor::append(char*& p, const char * str) const
{
std::size_t n = std::strlen(str);
std::memcpy(p, str, n);
p+=n;
}
void array_expression_representation_functor::operator()(isaac::array_expression const & array_expression, int_t root_idx, leaf_t leaf_t) const
{
array_expression::node const & root_node = array_expression.tree()[root_idx];
if (leaf_t==LHS_NODE_TYPE && root_node.lhs.type_family != COMPOSITE_OPERATOR_FAMILY)
append(root_node.lhs);
else if (leaf_t==RHS_NODE_TYPE && root_node.rhs.type_family != COMPOSITE_OPERATOR_FAMILY)
append(root_node.rhs);
else if (leaf_t==PARENT_NODE_TYPE)
append_id(ptr_,root_node.op.type);
}
}