已合并
add op compile time group scripts #919
liulinxiang创建于 1月26日
add op compile time group scripts #919
已合并
共 2 个文件变更+238-24
| @@ -13,16 +13,15 @@ | |||
| 13 | operator_group_1: | 13 | operator_group_1: |
| 14 | - abs | 14 | - abs |
| 15 | - add | 15 | - add |
| 16 | - - add_n | ||
| 17 | - addcdiv | 16 | - addcdiv |
| 18 | - addcmul | 17 | - addcmul |
| 18 | + - add_n | ||
| 19 | - addr | 19 | - addr |
| 20 | - adjacent_difference | 20 | - adjacent_difference |
| 21 | - arg_max_v2 | 21 | - arg_max_v2 |
| 22 | - arg_max_with_value | 22 | - arg_max_with_value |
| 23 | - arg_min | 23 | - arg_min |
| 24 | - arg_min_with_value | 24 | - arg_min_with_value |
| 25 | - - assign | ||
| 26 | - assign_add | 25 | - assign_add |
| 27 | - assign_sub | 26 | - assign_sub |
| 28 | - axpy | 27 | - axpy |
| @@ -30,16 +29,16 @@ operator_group_1: | |||
| 30 | - bias_add | 29 | - bias_add |
| 31 | - bias_add_grad | 30 | - bias_add_grad |
| 32 | - bincount | 31 | - bincount |
| 33 | - - broadcast_to | ||
| 34 | - bitwise_and | 32 | - bitwise_and |
| 35 | - bitwise_or | 33 | - bitwise_or |
| 34 | + - cast | ||
| 35 | + - cdist | ||
| 36 | - ceil | 36 | - ceil |
| 37 | - cos | 37 | - cos |
| 38 | - - cast | ||
| 39 | - cumsum | 38 | - cumsum |
| 39 | + - diag_flat | ||
| 40 | + - diag_v2 | ||
| 40 | - diag_part | 41 | - diag_part |
| 41 | - - tensor_move | ||
| 42 | -operator_group_2: | ||
| 43 | - div | 42 | - div |
| 44 | - div_no_nan | 43 | - div_no_nan |
| 45 | - dot | 44 | - dot |
| @@ -50,6 +49,7 @@ operator_group_2: | |||
| 50 | - floor | 49 | - floor |
| 51 | - floor_div | 50 | - floor_div |
| 52 | - floor_mod | 51 | - floor_mod |
| 52 | + - fused_mul_add_n | ||
| 53 | - greater | 53 | - greater |
| 54 | - greater_equal | 54 | - greater_equal |
| 55 | - grouped_bias_add_grad | 55 | - grouped_bias_add_grad |
| @@ -61,13 +61,13 @@ operator_group_2: | |||
| 61 | - is_nan | 61 | - is_nan |
| 62 | - is_neg_inf | 62 | - is_neg_inf |
| 63 | - is_pos_inf | 63 | - is_pos_inf |
| 64 | +operator_group_2: | ||
| 64 | - lerp | 65 | - lerp |
| 65 | - less | 66 | - less |
| 66 | - less_equal | 67 | - less_equal |
| 67 | - lin_space | 68 | - lin_space |
| 68 | - - log | ||
| 69 | - log1p | 69 | - log1p |
| 70 | -operator_group_3: | 70 | + - log |
| 71 | - logical_and | 71 | - logical_and |
| 72 | - logical_not | 72 | - logical_not |
| 73 | - logical_or | 73 | - logical_or |
| @@ -87,17 +87,18 @@ operator_group_3: | |||
| 87 | - range | 87 | - range |
| 88 | - real_div | 88 | - real_div |
| 89 | - reciprocal | 89 | - reciprocal |
| 90 | - - reduce_max | ||
| 91 | - - reduce_std_v2 | ||
| 92 | - - reduce_var | ||
| 93 | - - reduce_min | ||
| 94 | - reduce_all | 90 | - reduce_all |
| 95 | - reduce_any | 91 | - reduce_any |
| 96 | - reduce_log_sum_exp | 92 | - reduce_log_sum_exp |
| 93 | +operator_group_3: | ||
| 94 | + - reduce_max | ||
| 97 | - reduce_mean | 95 | - reduce_mean |
| 96 | + - reduce_min | ||
| 98 | - reduce_prod | 97 | - reduce_prod |
| 99 | - - reduce_sum | 98 | + - reduce_std_v2 |
| 100 | operator_group_4: | 99 | operator_group_4: |
| 100 | + - reduce_sum | ||
| 101 | + - reduce_var | ||
| 101 | - rfft1_d | 102 | - rfft1_d |
| 102 | - round | 103 | - round |
| 103 | - rsqrt | 104 | - rsqrt |
| @@ -112,21 +113,20 @@ operator_group_4: | |||
| 112 | - sqrt | 113 | - sqrt |
| 113 | - sqrt_grad | 114 | - sqrt_grad |
| 114 | - square | 115 | - square |
| 115 | - - square_sum_v1 | ||
| 116 | - squared_difference | 116 | - squared_difference |
| 117 | + - square_sum_v1 | ||
| 117 | - sub | 118 | - sub |
| 118 | - tanh | 119 | - tanh |
| 119 | - tanh_grad | 120 | - tanh_grad |
| 120 | - - transform_bias_rescale_qkv | ||
| 121 | - - as_strided | ||
| 122 | - tensor_equal | 121 | - tensor_equal |
| 123 | - - cdist | 122 | + - top_k_v2 |
| 124 | - - clip_by_value | ||
| 125 | - - fused_mul_add_n | ||
| 126 | - - space_to_depth | ||
| 127 | - - diag_flat | ||
| 128 | - - diag_v2 | ||
| 129 | operator_group_5: | 123 | operator_group_5: |
| 124 | + - transform_bias_rescale_qkv | ||
| 125 | + - trunc | ||
| 126 | + - assign | ||
| 127 | + - as_strided | ||
| 128 | + - broadcast_to | ||
| 129 | + - clip_by_value | ||
| 130 | - clip_by_value_v2 | 130 | - clip_by_value_v2 |
| 131 | - concat | 131 | - concat |
| 132 | - concat_d | 132 | - concat_d |
| @@ -145,16 +145,16 @@ operator_group_5: | |||
| 145 | - reflection_pad3d_grad | 145 | - reflection_pad3d_grad |
| 146 | - roll | 146 | - roll |
| 147 | - slice | 147 | - slice |
| 148 | + - space_to_depth | ||
| 148 | - split | 149 | - split |
| 149 | - split_v | 150 | - split_v |
| 150 | - strided_slice | 151 | - strided_slice |
| 151 | - strided_slice_assign_v2 | 152 | - strided_slice_assign_v2 |
| 152 | - strided_slice_grad | 153 | - strided_slice_grad |
| 154 | + - tensor_move | ||
| 153 | - transpose | 155 | - transpose |
| 154 | - tril | 156 | - tril |
| 155 | - triu | 157 | - triu |
| 156 | - - trunc | ||
| 157 | - - top_k_v2 | ||
| 158 | - unpack | 158 | - unpack |
| 159 | - zeros_like | 159 | - zeros_like |
| 160 | - drop_out_do_mask | 160 | - drop_out_do_mask |
| @@ -0,0 +1,214 @@ | |||
| 1 | +#!/bin/bash | ||
| 2 | +# ---------------------------------------------------------------------------- | ||
| 3 | +# Copyright (c) 2025 Huawei Technologies Co., Ltd. | ||
| 4 | +# This program is free software, you can redistribute it and/or modify it under the terms and conditions of | ||
| 5 | +# CANN Open Software License Agreement Version 2.0 (the "License"). | ||
| 6 | +# Please refer to the License for details. You may not use this file except in compliance with the License. | ||
| 7 | +# THIS SOFTWARE IS PROVIDED ON AN "AS IS" BASIS, WITHOUT WARRANTIES OF ANY KIND, EITHER EXPRESS OR IMPLIED, | ||
| 8 | +# INCLUDING BUT NOT LIMITED TO NON-INFRINGEMENT, MERCHANTABILITY, OR FITNESS FOR A PARTICULAR PURPOSE. | ||
| 9 | +# See LICENSE in the root of the software repository for the full text of the License. | ||
| 10 | +# ---------------------------------------------------------------------------- | ||
| 11 | + | ||
| 12 | +set -e | ||
| 13 | + | ||
| 14 | +SCRIPT_NAME="op_compile_time_grouping" | ||
| 15 | + | ||
| 16 | +LOG_FILE="" | ||
| 17 | +CODE_PATH="" | ||
| 18 | + | ||
| 19 | +TMP_FILES=( | ||
| 20 | + result_math.csv | ||
| 21 | + result_conversion.csv | ||
| 22 | + result_random.csv | ||
| 23 | + result0.csv | ||
| 24 | + result1.csv | ||
| 25 | +) | ||
| 26 | + | ||
| 27 | +# ========================================= | ||
| 28 | +# Help | ||
| 29 | +# ========================================= | ||
| 30 | +show_help() { | ||
| 31 | +cat << EOF | ||
| 32 | +${SCRIPT_NAME} | ||
| 33 | + | ||
| 34 | +Description: | ||
| 35 | + Analyze compile logs, extract each operator's maximum compile time, | ||
| 36 | + and group operators into 5 groups based on total time proportion. | ||
| 37 | + Generates result.csv and op_compile_group.yaml. | ||
| 38 | + | ||
| 39 | +Usage: | ||
| 40 | + ${SCRIPT_NAME}.sh -l <log_file> -c <code_path> | ||
| 41 | + | ||
| 42 | +Options: | ||
| 43 | + -l, --log Compile log file (required) | ||
| 44 | + -c, --code Operator source root path (required) | ||
| 45 | + -h, --help Show this help message | ||
| 46 | + | ||
| 47 | +Example: | ||
| 48 | + ./${SCRIPT_NAME}.sh -l build.log -c /workspace/op_code | ||
| 49 | +EOF | ||
| 50 | +} | ||
| 51 | + | ||
| 52 | +# ========================================= | ||
| 53 | +# Argument parsing | ||
| 54 | +# ========================================= | ||
| 55 | +parse_args() { | ||
| 56 | + while [[ $# -gt 0 ]]; do | ||
| 57 | + case "$1" in | ||
| 58 | + -l|--log) | ||
| 59 | + LOG_FILE="$2" | ||
| 60 | + shift 2 | ||
| 61 | + ;; | ||
| 62 | + -c|--code) | ||
| 63 | + CODE_PATH="$2" | ||
| 64 | + shift 2 | ||
| 65 | + ;; | ||
| 66 | + -h|--help) | ||
| 67 | + show_help | ||
| 68 | + exit 0 | ||
| 69 | + ;; | ||
| 70 | + *) | ||
| 71 | + echo "Unknown option: $1" | ||
| 72 | + show_help | ||
| 73 | + exit 1 | ||
| 74 | + ;; | ||
| 75 | + esac | ||
| 76 | + done | ||
| 77 | + | ||
| 78 | + if [[ -z "$LOG_FILE" || -z "$CODE_PATH" ]]; then | ||
| 79 | + echo "ERROR: --log and --code are required" | ||
| 80 | + show_help | ||
| 81 | + exit 1 | ||
| 82 | + fi | ||
| 83 | + | ||
| 84 | + [[ -f "$LOG_FILE" ]] || { echo "ERROR: log file not found: $LOG_FILE"; exit 1; } | ||
| 85 | + [[ -d "$CODE_PATH" ]] || { echo "ERROR: code path not found: $CODE_PATH"; exit 1; } | ||
| 86 | +} | ||
| 87 | + | ||
| 88 | +cleanup() { | ||
| 89 | + for f in "${TMP_FILES[@]}"; do | ||
| 90 | + [[ -f "$f" ]] && rm -f "$f" | ||
| 91 | + done | ||
| 92 | +} | ||
| 93 | +trap cleanup EXIT | ||
| 94 | + | ||
| 95 | +generate_yaml() { | ||
| 96 | + yaml_file="op_compile_group.yaml" | ||
| 97 | + echo "# Generated from result.csv" > "$yaml_file" | ||
| 98 | + | ||
| 99 | + for g in {1..5}; do | ||
| 100 | + echo "operator_group_${g}:" >> "$yaml_file" | ||
| 101 | + awk -F',' -v grp="$g" '$3==grp {print " - "$1}' result.csv >> "$yaml_file" | ||
| 102 | + done | ||
| 103 | + | ||
| 104 | + echo "Generate $yaml_file successfully" | ||
| 105 | +} | ||
| 106 | + | ||
| 107 | +main() { | ||
| 108 | + | ||
| 109 | +math_path="$CODE_PATH/math" | ||
| 110 | +conversion_path="$CODE_PATH/conversion" | ||
| 111 | +random_path="$CODE_PATH/random" | ||
| 112 | + | ||
| 113 | +declare -A op_time_max | ||
| 114 | + | ||
| 115 | +while read -r op time; do | ||
| 116 | + prev=${op_time_max[$op]:-0} | ||
| 117 | + max=$(awk -v a="$prev" -v b="$time" 'BEGIN{print (a>=b)?a:b}') | ||
| 118 | + op_time_max["$op"]=$max | ||
| 119 | +done < <( | ||
| 120 | + grep -- '--exe_time=' "$LOG_FILE" | \ | ||
| 121 | + awk ' | ||
| 122 | + { | ||
| 123 | + op="" | ||
| 124 | + time="" | ||
| 125 | + | ||
| 126 | + for (i=1; i<=NF; i++) { | ||
| 127 | + if ($i ~ /--main_func=/) { | ||
| 128 | + split($i,a,"=") | ||
| 129 | + op=a[2] | ||
| 130 | + } | ||
| 131 | + else if ($i ~ /--exe_time=/) { | ||
| 132 | + split($i,b,"=") | ||
| 133 | + time=b[2] | ||
| 134 | + } | ||
| 135 | + } | ||
| 136 | + | ||
| 137 | + if (op!="" && time!="") | ||
| 138 | + print op, time | ||
| 139 | + }' | ||
| 140 | +) | ||
| 141 | + | ||
| 142 | +# safety check | ||
| 143 | +if [[ ${#op_time_max[@]} -eq 0 ]]; then | ||
| 144 | + echo "ERROR: no operators parsed from log" | ||
| 145 | + exit 1 | ||
| 146 | +fi | ||
| 147 | + | ||
| 148 | +total_time=0 | ||
| 149 | + | ||
| 150 | +for op in "${!op_time_max[@]}"; do | ||
| 151 | + val="${op_time_max[$op]}" | ||
| 152 | + base_op="${op%_apt}" | ||
| 153 | + | ||
| 154 | + if [[ -d "$math_path/$base_op" ]]; then | ||
| 155 | + echo "$base_op,$val" >> result_math.csv | ||
| 156 | + elif [[ -d "$conversion_path/$base_op" ]]; then | ||
| 157 | + echo "$base_op,$val" >> result_conversion.csv | ||
| 158 | + elif [[ -d "$random_path/$base_op" ]]; then | ||
| 159 | + echo "$base_op,$val" >> result_random.csv | ||
| 160 | + else | ||
| 161 | + echo "ERROR: operator not found in any category: $base_op" | ||
| 162 | + exit 1 | ||
| 163 | + fi | ||
| 164 | + | ||
| 165 | + total_time=$(awk -v a="$total_time" -v b="$val" 'BEGIN{print a+b}') | ||
| 166 | +done | ||
| 167 | + | ||
| 168 | +echo "TOTAL_TIME=$total_time" | ||
| 169 | + | ||
| 170 | +{ | ||
| 171 | + [[ -f result_math.csv ]] && sort result_math.csv | ||
| 172 | + [[ -f result_conversion.csv ]] && sort result_conversion.csv | ||
| 173 | + [[ -f result_random.csv ]] && sort result_random.csv | ||
| 174 | +} > result0.csv | ||
| 175 | + | ||
| 176 | +echo "op_name,exe_time_sum" > result1.csv | ||
| 177 | +cat result0.csv >> result1.csv | ||
| 178 | + | ||
| 179 | +awk -F',' ' | ||
| 180 | +function assign_group(n, i,sum,threshold,group) { | ||
| 181 | + threshold = total / 5 | ||
| 182 | + sum = 0 | ||
| 183 | + group = 1 | ||
| 184 | + for (i=2;i<=n;i++) { | ||
| 185 | + sum += time[i] | ||
| 186 | + if (sum > group * threshold && group < 5) | ||
| 187 | + group++ | ||
| 188 | + gid[i]=group | ||
| 189 | + } | ||
| 190 | +} | ||
| 191 | + | ||
| 192 | +NR==1 { header=$0; next } | ||
| 193 | + | ||
| 194 | +{ | ||
| 195 | + op[NR]=$1 | ||
| 196 | + time[NR]=$2 | ||
| 197 | + total+=$2 | ||
| 198 | +} | ||
| 199 | + | ||
| 200 | +END{ | ||
| 201 | + assign_group(NR) | ||
| 202 | + print header ",group" | ||
| 203 | + for(i=2;i<=NR;i++) | ||
| 204 | + print op[i] "," time[i] "," gid[i] | ||
| 205 | +} | ||
| 206 | +' result1.csv > result.csv | ||
| 207 | + | ||
| 208 | +echo "Generate result.csv successfully" | ||
| 209 | + | ||
| 210 | +generate_yaml | ||
| 211 | +} | ||
| 212 | + | ||
| 213 | +parse_args "$@" | ||
| 214 | +main | ||