{% if format_result|length > 0 %}

AI CORE Performance Analysis

{% if language == "cn" %} {% set title_ns = namespace(type='类别', desc='描述及建议', opti_set='性能优化算子集合', bound_set='bound算子集合', affinity_set='不亲和算子集合', opti_refer=' 参考性能优化空间: ', bound_refer=' bound类型为: ', affinity_refer=' 不亲和类型为: ', title_desc='算子相关分析,参考如下: ') %} {% else %} {% set title_ns = namespace(type='Type', desc='Description and Suggestion', opti_set='set of performance optimization operators', bound_set='set of bound operators', affinity_set='set of unaffine operators', opti_refer=' refer to Performance Optimization Space: ', bound_refer=' bound type: ', affinity_refer=' type of disaffinity: ', title_desc=' Operator related analysis, referenced below: ') %} {% endif %} {% if format_result.cube[0]|length + format_result.cube[1]|length + format_result.cube[2]|length > 0 %} MatMul{{ title_ns.title_desc }}
{% set opti_ns = namespace(total_opti='') %} {% for opti in format_result.cube[0] %} {% if not loop.first %} {% set opti_ns.total_opti = opti_ns.total_opti ~ "
" ~ opti.op_name ~ " operator shape: " ~ opti.shape ~ " dtype: " ~ opti.dtype ~ title_ns.opti_refer ~ opti.optimization ~ "%" %} {% else %} {% set opti_ns.total_opti = opti.op_name ~ " operator shape: " ~ opti.shape ~ " dtype: " ~ opti.dtype ~ title_ns.opti_refer ~ opti.optimization ~ "%" %} {% endif %} {% endfor %} {% if opti_ns.total_opti|length > 0 %} {% endif %} {% set bound_ns = namespace(total_bound='') %} {% for bound in format_result.cube[1] %} {% if not loop.first %} {% set bound_ns.total_bound = bound_ns.total_bound ~ "
" ~ bound.op_name ~ " operator shape: " ~ bound.shape ~ " dtype: " ~ bound.dtype ~ title_ns.bound_refer ~ bound.bound %} {% else %} {% set bound_ns.total_bound = bound.op_name ~ " operator shape: " ~ bound.shape ~ " dtype: " ~ bound.dtype ~ title_ns.bound_refer ~ bound.bound %} {% endif %} {% endfor %} {% if bound_ns.total_bound|length > 0 %} {% endif %} {% set affinity_ns = namespace(total_affinity='') %} {% for affinity in format_result.cube[2] %} {% if not loop.first %} {% set affinity_ns.total_affinity = affinity_ns.total_affinity ~ "
" ~ affinity.op_name ~ " operator shape: " ~ affinity.shape ~ " dtype: " ~ affinity.dtype ~ title_ns.affinity_refer ~ affinity.suggestion %} {% else %} {% set affinity_ns.total_affinity = affinity.op_name ~ " operator shape: " ~ affinity.shape ~ " dtype: " ~ affinity.dtype ~ title_ns.affinity_refer ~ affinity.suggestion %} {% endif %} {% endfor %} {% if affinity_ns.total_affinity|length > 0 %} {% endif %}
{{ title_ns.type }} {{ title_ns.desc }}
{{ title_ns.opti_set }} {{ opti_ns.total_opti | safe }}
{{ title_ns.bound_set }} {{ bound_ns.total_bound | safe }}
{{ title_ns.affinity_set }} {{ affinity_ns.total_affinity | safe }}
{% endif %} {% if format_result.fa[0]|length + format_result.fa[1]|length + format_result.fa[2]|length > 0 %} FA{{ title_ns.title_desc }}
{% set opti_ns = namespace(total_opti='') %} {% for opti in format_result.fa[0] %} {% if not loop.first %} {% set opti_ns.total_opti = opti_ns.total_opti ~ "
" ~ opti.op_name ~ " operator shape: " ~ opti.shape ~ " dtype: " ~ opti.dtype ~ title_ns.opti_refer ~ opti.optimization ~ "%" %} {% else %} {% set opti_ns.total_opti = opti.op_name ~ " operator shape: " ~ opti.shape ~ " dtype: " ~ opti.dtype ~ title_ns.opti_refer ~ opti.optimization ~ "%" %} {% endif %} {% endfor %} {% if opti_ns.total_opti|length > 0 %} {% endif %} {% set bound_ns = namespace(total_bound='') %} {% for bound in format_result.fa[1] %} {% if not loop.first %} {% set bound_ns.total_bound = bound_ns.total_bound ~ "
" ~ bound.op_name ~ " operator shape: " ~ bound.shape ~ " dtype: " ~ bound.dtype ~ title_ns.bound_refer ~ bound.bound %} {% else %} {% set bound_ns.total_bound = bound.op_name ~ " operator shape: " ~ bound.shape ~ " dtype: " ~ bound.dtype ~ title_ns.bound_refer ~ bound.bound %} {% endif %} {% endfor %} {% if bound_ns.total_bound|length > 0 %} {% endif %} {% set affinity_ns = namespace(total_affinity='') %} {% for affinity in format_result.fa[2] %} {% if not loop.first %} {% set affinity_ns.total_affinity = affinity_ns.total_affinity ~ "
" ~ affinity.op_name ~ " operator shape: " ~ affinity.shape ~ " dtype: " ~ affinity.dtype ~ title_ns.affinity_refer ~ affinity.suggestion %} {% else %} {% set affinity_ns.total_affinity = affinity.op_name ~ " operator shape: " ~ affinity.shape ~ " dtype: " ~ affinity.dtype ~ title_ns.affinity_refer ~ affinity.suggestion %} {% endif %} {% endfor %} {% if affinity_ns.total_affinity|length > 0 %} {% endif %}
{{ title_ns.type }} {{ title_ns.desc }}
{{ title_ns.opti_set }} {{ opti_ns.total_opti | safe }}
{{ title_ns.bound_set }} {{ bound_ns.total_bound | safe }}
{{ title_ns.affinity_set }} {{ affinity_ns.total_affinity | safe }}
{% endif %} {% if format_result.vector[0]|length + format_result.vector[1]|length > 0 %} Vector{{ title_ns.title_desc }}
{% set opti_ns = namespace(total_opti='') %} {% for opti in format_result.vector[0] %} {% if not loop.first %} {% set opti_ns.total_opti = opti_ns.total_opti ~ "
" ~ opti.op_name ~ " operator shape: " ~ opti.shape ~ " dtype: " ~ opti.dtype ~ title_ns.opti_refer ~ opti.optimization ~ "%" %} {% else %} {% set opti_ns.total_opti = opti.op_name ~ " operator shape: " ~ opti.shape ~ " dtype: " ~ opti.dtype ~ title_ns.opti_refer ~ opti.optimization ~ "%" %} {% endif %} {% endfor %} {% if opti_ns.total_opti|length > 0 %} {% endif %} {% set bound_ns = namespace(total_bound='') %} {% for bound in format_result.vector[1] %} {% if not loop.first %} {% set bound_ns.total_bound = bound_ns.total_bound ~ "
" ~ bound.op_name ~ " operator shape: " ~ bound.shape ~ " dtype: " ~ bound.dtype ~ title_ns.bound_refer ~ bound.bound %} {% else %} {% set bound_ns.total_bound = bound.op_name ~ " operator shape: " ~ bound.shape ~ " dtype: " ~ bound.dtype ~ title_ns.bound_refer ~ bound.bound %} {% endif %} {% endfor %} {% if bound_ns.total_bound|length > 0 %} {% endif %}
{{ title_ns.type }} {{ title_ns.desc }}
{{ title_ns.opti_set }} {{ opti_ns.total_opti | safe }}
{{ title_ns.bound_set }} {{ bound_ns.total_bound | safe }}
{% endif %}
{% endif %}