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bm-20250121-azure-x86_64-brandtbucher-remove_optimizer_api-3.14.0a4+-085e172-pystats-deltablue.md

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Pystats results

  • benchmark: deltablue
  • fork: brandtbucher
  • ref: remove-optimizer-api
  • commit hash: 085e172
  • commit date: 2025-01-21T19:51:13-08:00

Execution counts

Execution counts for Tier 1 instructions.

The "miss ratio" column shows the percentage of times the instruction executed that it deoptimized. When this happens, the base unspecialized instruction is not counted.

Name Count Self Cumulative Miss ratio
LOAD_FAST 100,559,680 21.3% 21.3%
LOAD_ATTR_INSTANCE_VALUE 54,148,620 11.5% 32.8% 5.7%
RETURN_VALUE 31,722,840 6.7% 39.5%
RESUME_CHECK 29,304,580 6.2% 45.7% 0.0%
LOAD_METHOD_WITH_VALUES 27,522,020 5.8% 51.6% 15.7%
CALL_PY_EXACT_ARGS 24,882,540 5.3% 56.9% 8.4%
LOAD_GLOBAL_MODULE 20,846,220 4.4% 61.3%
POP_JUMP_IF_FALSE 18,152,240 3.8% 65.1%
COMPARE_OP_INT 16,889,440 3.6% 68.7%
STORE_FAST 16,750,680 3.6% 72.3%
POP_TOP 14,320,640 3.0% 75.3%
STORE_ATTR_INSTANCE_VALUE 13,781,200 2.9% 78.2% 10.2%
LOAD_ATTR_CLASS 11,968,480 2.5% 80.7%
LOAD_CONST_IMMORTAL 11,612,780 2.5% 83.2%
LOAD_FAST_LOAD_FAST 11,056,080 2.3% 85.6%
TO_BOOL_BOOL 9,089,040 1.9% 87.5%
POP_JUMP_IF_TRUE 6,357,420 1.3% 88.8%
ENTER_EXECUTOR 6,138,240 1.3% 90.1%
LOAD_METHOD 3,498,960 0.7% 90.9%
CALL_BOUND_METHOD_EXACT_ARGS 3,497,940 0.7% 91.6%
LOAD_GLOBAL_BUILTIN 3,147,000 0.7% 92.3%
CALL_LIST_APPEND 3,108,820 0.7% 92.9%
PUSH_NULL 2,857,880 0.6% 93.5%
COPY 2,739,840 0.6% 94.1%
FOR_ITER_LIST 2,535,280 0.5% 94.7%
GET_ITER 2,519,600 0.5% 95.2%
CALL_METHOD_DESCRIPTOR_FAST 2,389,420 0.5% 95.7% 100.0%
COPY_FREE_VARS 2,268,020 0.5% 96.2%
LOAD_SUPER_METHOD_METHOD 2,267,960 0.5% 96.7%
CALL_NON_PY_GENERAL 2,089,700 0.4% 97.1%
LOAD_SMALL_INT 2,064,420 0.4% 97.5%
COMPARE_OP 1,985,980 0.4% 98.0%
POP_JUMP_IF_NONE 1,572,480 0.3% 98.3%
EXIT_INIT_CHECK 1,182,720 0.3% 98.6%
LOAD_ATTR 959,420 0.2% 98.8%
CALL_LEN 861,700 0.2% 98.9%
TO_BOOL_INT 861,700 0.2% 99.1%
BINARY_OP_ADD_INT 837,400 0.2% 99.3%
CALL_ALLOC_AND_ENTER_INIT 835,520 0.2% 99.5%
SWAP 597,120 0.1% 99.6%
BINARY_OP 294,240 0.1% 99.7%
LOAD_CONST_MORTAL 281,000 0.1% 99.7%
BINARY_OP_MULTIPLY_INT 238,360 0.1% 99.8%
UNARY_NOT 203,520 0.0% 99.8%
JUMP_BACKWARD_JIT 189,340 0.0% 99.9%
POP_ITER 178,180 0.0% 99.9%
FOR_ITER_RANGE 165,740 0.0% 99.9%
BINARY_OP_SUBTRACT_INT 67,200 0.0% 99.9%
JUMP_FORWARD 63,960 0.0% 100.0%
NOT_TAKEN 58,140 0.0% 100.0%
LOAD_ATTR_SLOT 46,080 0.0% 100.0%
BINARY_SUBSCR 40,620 0.0% 100.0%
CALL_BUILTIN_CLASS 17,340 0.0% 100.0%
CALL_METHOD_DESCRIPTOR_O 7,880 0.0% 100.0% 99.2%
BUILD_MAP 7,680 0.0% 100.0%
BINARY_SUBSCR_DICT 7,680 0.0% 100.0%
STORE_GLOBAL 3,840 0.0% 100.0%
STORE_FAST_STORE_FAST 1,980 0.0% 100.0%
INTERPRETER_EXIT 1,920 0.0% 100.0%
LOAD_FAST_CHECK 1,920 0.0% 100.0%
UNPACK_SEQUENCE_TUPLE 1,920 0.0% 100.0%
CALL 260 0.0% 100.0%
LOAD_ATTR_MODULE 180 0.0% 100.0%
BUILD_TUPLE 120 0.0% 100.0%
LOAD_METHOD_NO_DICT 120 0.0% 100.0%
TO_BOOL 100 0.0% 100.0%
LOAD_GLOBAL 100 0.0% 100.0%
CALL_FUNCTION_EX 60 0.0% 100.0%
MAKE_FUNCTION 60 0.0% 100.0%
NOP 60 0.0% 100.0%
FOR_ITER 60 0.0% 100.0%
IS_OP 60 0.0% 100.0%
LOAD_DEREF 60 0.0% 100.0%
MAKE_CELL 60 0.0% 100.0%
POP_JUMP_IF_NOT_NONE 60 0.0% 100.0%
SET_FUNCTION_ATTRIBUTE 60 0.0% 100.0%
STORE_DEREF 60 0.0% 100.0%
BINARY_OP_SUBTRACT_FLOAT 60 0.0% 100.0%
BINARY_SUBSCR_TUPLE_INT 60 0.0% 100.0%
CALL_METHOD_DESCRIPTOR_NOARGS 60 0.0% 100.0%
CALL_PY_GENERAL 60 0.0% 100.0%
UNPACK_SEQUENCE_TWO_TUPLE 60 0.0% 100.0%
UNPACK_SEQUENCE 20 0.0% 100.0%

Pair counts

Pair counts for top 100 opcode pairs

Pairs of specialized operations that deoptimize and are then followed by the corresponding unspecialized instruction are not counted as pairs.

Pair Count Self Cumulative
LOAD_FAST LOAD_ATTR_INSTANCE_VALUE 46,032,720 9.8% 9.8%
RESUME_CHECK LOAD_FAST 24,662,820 5.2% 15.0%
CALL_PY_EXACT_ARGS RESUME_CHECK 23,454,640 5.0% 20.0%
LOAD_FAST LOAD_METHOD_WITH_VALUES 21,559,520 4.6% 24.5%
LOAD_METHOD_WITH_VALUES CALL_PY_EXACT_ARGS 15,586,360 3.3% 27.8%
POP_JUMP_IF_FALSE LOAD_FAST 14,082,920 3.0% 30.8%
STORE_FAST LOAD_FAST 12,578,460 2.7% 33.5%
RETURN_VALUE POP_TOP 12,044,880 2.6% 36.0%
LOAD_GLOBAL_MODULE LOAD_ATTR_CLASS 11,968,480 2.5% 38.6%
COMPARE_OP_INT POP_JUMP_IF_FALSE 11,962,780 2.5% 41.1%
LOAD_ATTR_INSTANCE_VALUE RETURN_VALUE 10,408,320 2.2% 43.3%
LOAD_ATTR_INSTANCE_VALUE LOAD_FAST 10,366,840 2.2% 45.5%
LOAD_CONST_IMMORTAL RETURN_VALUE 10,346,200 2.2% 47.7%
LOAD_ATTR_INSTANCE_VALUE LOAD_GLOBAL_MODULE 10,302,760 2.2% 49.9%
LOAD_ATTR_CLASS COMPARE_OP_INT 10,298,920 2.2% 52.1%
LOAD_METHOD_WITH_VALUES LOAD_FAST 10,207,120 2.2% 54.2%
LOAD_FAST CALL_PY_EXACT_ARGS 8,067,840 1.7% 56.0%
LOAD_FAST STORE_ATTR_INSTANCE_VALUE 6,172,240 1.3% 57.3%
RETURN_VALUE STORE_FAST 5,906,100 1.3% 58.5%
STORE_ATTR_INSTANCE_VALUE LOAD_FAST 5,567,300 1.2% 59.7%
RETURN_VALUE TO_BOOL_BOOL 5,560,020 1.2% 60.9%
POP_TOP LOAD_FAST 5,485,500 1.2% 62.0%
TO_BOOL_BOOL POP_JUMP_IF_FALSE 5,306,580 1.1% 63.2%
LOAD_ATTR_INSTANCE_VALUE LOAD_ATTR_INSTANCE_VALUE 4,747,880 1.0% 64.2%
LOAD_ATTR_INSTANCE_VALUE STORE_FAST 4,680,960 1.0% 65.2%
STORE_ATTR_INSTANCE_VALUE LOAD_CONST_IMMORTAL 4,592,620 1.0% 66.1%
LOAD_FAST_LOAD_FAST STORE_ATTR_INSTANCE_VALUE 4,375,860 0.9% 67.1%
LOAD_FAST COMPARE_OP_INT 3,829,560 0.8% 67.9%
TO_BOOL_BOOL POP_JUMP_IF_TRUE 3,578,940 0.8% 68.6%
COMPARE_OP_INT RETURN_VALUE 3,524,820 0.7% 69.4%
ENTER_EXECUTOR RETURN_VALUE 3,505,400 0.7% 70.1%
CALL_BOUND_METHOD_EXACT_ARGS RESUME_CHECK 3,497,940 0.7% 70.9%
LOAD_ATTR_INSTANCE_VALUE LOAD_METHOD_WITH_VALUES 3,315,840 0.7% 71.6%
RETURN_VALUE LOAD_FAST 3,116,160 0.7% 72.2%
LOAD_FAST CALL_LIST_APPEND 3,097,300 0.7% 72.9%
POP_TOP LOAD_CONST_IMMORTAL 2,772,660 0.6% 73.5%
FOR_ITER_LIST STORE_FAST 2,517,620 0.5% 74.0%
GET_ITER FOR_ITER_LIST 2,502,260 0.5% 74.5%
POP_TOP LOAD_FAST_LOAD_FAST 2,458,040 0.5% 75.1%
CALL_METHOD_DESCRIPTOR_FAST STORE_FAST 2,344,320 0.5% 75.6%
POP_TOP ENTER_EXECUTOR 2,341,660 0.5% 76.1%
RETURN_VALUE LOAD_ATTR_INSTANCE_VALUE 2,332,800 0.5% 76.6%
LOAD_METHOD LOAD_FAST 2,330,580 0.5% 77.0%
LOAD_ATTR_INSTANCE_VALUE CALL_BOUND_METHOD_EXACT_ARGS 2,330,580 0.5% 77.5%
LOAD_ATTR_INSTANCE_VALUE COMPARE_OP_INT 2,330,580 0.5% 78.0%
LOAD_GLOBAL_MODULE LOAD_METHOD 2,330,580 0.5% 78.5%
COPY_FREE_VARS RESUME_CHECK 2,268,020 0.5% 79.0%
LOAD_FAST LOAD_SUPER_METHOD_METHOD 2,267,960 0.5% 79.5%
LOAD_GLOBAL_BUILTIN LOAD_GLOBAL_MODULE 2,267,960 0.5% 80.0%
LOAD_GLOBAL_MODULE LOAD_FAST 2,267,960 0.5% 80.5%
POP_JUMP_IF_TRUE LOAD_FAST 2,232,960 0.5% 80.9%
LOAD_FAST RETURN_VALUE 2,158,200 0.5% 81.4%
COPY TO_BOOL_BOOL 2,142,720 0.5% 81.8%
POP_JUMP_IF_TRUE ENTER_EXECUTOR 2,124,400 0.5% 82.3%
STORE_FAST LOAD_FAST_LOAD_FAST 2,084,660 0.4% 82.7%
RESUME_CHECK LOAD_GLOBAL_BUILTIN 2,075,960 0.4% 83.2%
LOAD_GLOBAL_MODULE PUSH_NULL 1,976,500 0.4% 83.6%
LOAD_FAST GET_ITER 1,966,140 0.4% 84.0%
COMPARE_OP POP_JUMP_IF_TRUE 1,956,480 0.4% 84.4%
LOAD_FAST_LOAD_FAST COMPARE_OP 1,956,480 0.4% 84.8%
CALL_LIST_APPEND LOAD_CONST_IMMORTAL 1,944,960 0.4% 85.2%
STORE_ATTR_INSTANCE_VALUE LOAD_GLOBAL_MODULE 1,780,720 0.4% 85.6%
POP_JUMP_IF_FALSE LOAD_GLOBAL_MODULE 1,682,700 0.4% 86.0%
LOAD_ATTR_CLASS LOAD_FAST 1,669,560 0.4% 86.3%
LOAD_FAST POP_JUMP_IF_NONE 1,564,800 0.3% 86.7%
LOAD_ATTR_INSTANCE_VALUE COPY 1,562,880 0.3% 87.0%
RETURN_VALUE STORE_ATTR_INSTANCE_VALUE 1,553,280 0.3% 87.3%
ENTER_EXECUTOR CALL_METHOD_DESCRIPTOR_FAST 1,482,620 0.3% 87.6%
STORE_FAST LOAD_GLOBAL_MODULE 1,436,520 0.3% 87.9%
LOAD_GLOBAL_MODULE LOAD_METHOD_WITH_VALUES 1,390,080 0.3% 88.2%
LOAD_ATTR_INSTANCE_VALUE TO_BOOL_BOOL 1,370,880 0.3% 88.5%
CALL_PY_EXACT_ARGS COPY_FREE_VARS 1,369,020 0.3% 88.8%
STORE_ATTR_INSTANCE_VALUE LOAD_FAST_LOAD_FAST 1,259,960 0.3% 89.1%
LOAD_CONST_IMMORTAL LOAD_FAST 1,252,720 0.3% 89.4%
RESUME_CHECK LOAD_GLOBAL_MODULE 1,198,200 0.3% 89.6%
EXIT_INIT_CHECK RETURN_VALUE 1,182,720 0.3% 89.9%
RETURN_VALUE EXIT_INIT_CHECK 1,182,720 0.3% 90.1%
POP_TOP LOAD_GLOBAL_MODULE 1,176,960 0.2% 90.4%
LOAD_FAST_LOAD_FAST LOAD_METHOD_WITH_VALUES 1,169,280 0.2% 90.6%
LOAD_FAST LOAD_METHOD 1,167,460 0.2% 90.9%
LOAD_METHOD LOAD_FAST_LOAD_FAST 1,167,420 0.2% 91.1%
LOAD_FAST_LOAD_FAST CALL_BOUND_METHOD_EXACT_ARGS 1,167,360 0.2% 91.4%
PUSH_NULL CALL_NON_PY_GENERAL 1,131,480 0.2% 91.6%
PUSH_NULL LOAD_FAST 1,103,580 0.2% 91.8%
LOAD_ATTR_INSTANCE_VALUE STORE_ATTR_INSTANCE_VALUE 1,056,040 0.2% 92.0%
LOAD_FAST_LOAD_FAST CALL_PY_EXACT_ARGS 988,880 0.2% 92.3%
POP_JUMP_IF_FALSE POP_TOP 983,040 0.2% 92.5%
POP_JUMP_IF_TRUE LOAD_FAST_LOAD_FAST 973,440 0.2% 92.7%
LOAD_GLOBAL_MODULE LOAD_ATTR 912,500 0.2% 92.9%
CALL_NON_PY_GENERAL POP_TOP 900,980 0.2% 93.1%
LOAD_SUPER_METHOD_METHOD CALL_NON_PY_GENERAL 899,000 0.2% 93.2%
CALL_NON_PY_GENERAL STORE_FAST 880,900 0.2% 93.4%
LOAD_GLOBAL_BUILTIN PUSH_NULL 879,040 0.2% 93.6%
LOAD_FAST CALL_LEN 861,700 0.2% 93.8%
LOAD_SMALL_INT CALL_METHOD_DESCRIPTOR_FAST 861,700 0.2% 94.0%
CALL_LEN TO_BOOL_INT 861,700 0.2% 94.2%
LOAD_METHOD_WITH_VALUES LOAD_SMALL_INT 861,700 0.2% 94.4%
TO_BOOL_INT POP_JUMP_IF_FALSE 861,700 0.2% 94.5%
CALL_LIST_APPEND LOAD_GLOBAL_BUILTIN 852,040 0.2% 94.7%
COMPARE_OP_INT POP_JUMP_IF_TRUE 822,000 0.2% 94.9%

Predecessor/Successor Pairs

Top 5 predecessors and successors of each Tier 1 opcode.

This does not include the unspecialized instructions that occur after a specialized instruction deoptimizes.

CACHE

Successors and predecessors for CACHE
Successors Count Percentage
RESUME_CHECK 1,980 100.0%

BINARY_SUBSCR

Successors and predecessors for BINARY_SUBSCR
Predecessors Count Percentage
LOAD_FAST_LOAD_FAST 40,560 99.9%
BINARY_SUBSCR 40 0.1%
LOAD_SMALL_INT 20 0.0%
Successors Count Percentage
LOAD_ATTR_INSTANCE_VALUE 40,560 99.9%
BINARY_SUBSCR 40 0.1%
BINARY_SUBSCR_TUPLE_INT 20 0.0%

CALL_FUNCTION_EX

Successors and predecessors for CALL_FUNCTION_EX
Predecessors Count Percentage
PUSH_NULL 60 100.0%

EXIT_INIT_CHECK

Successors and predecessors for EXIT_INIT_CHECK
Predecessors Count Percentage
RETURN_VALUE 1,182,720 100.0%
Successors Count Percentage
RETURN_VALUE 1,182,720 100.0%

GET_ITER

Successors and predecessors for GET_ITER
Predecessors Count Percentage
LOAD_FAST 1,966,140 78.0%
LOAD_ATTR_INSTANCE_VALUE 536,180 21.3%
CALL_BUILTIN_CLASS 17,280 0.7%
Successors Count Percentage
FOR_ITER_LIST 2,502,260 99.3%
FOR_ITER_RANGE 17,340 0.7%

INTERPRETER_EXIT

Successors and predecessors for INTERPRETER_EXIT
Predecessors Count Percentage
RETURN_VALUE 1,920 100.0%

MAKE_FUNCTION

Successors and predecessors for MAKE_FUNCTION
Predecessors Count Percentage
LOAD_CONST_MORTAL 60 100.0%
Successors Count Percentage
SET_FUNCTION_ATTRIBUTE 60 100.0%

NOP

Successors and predecessors for NOP
Predecessors Count Percentage
POP_JUMP_IF_TRUE 60 100.0%
Successors Count Percentage
LOAD_FAST 60 100.0%

NOT_TAKEN

Successors and predecessors for NOT_TAKEN
Predecessors Count Percentage
ENTER_EXECUTOR 58,140 100.0%
Successors Count Percentage
LOAD_FAST 58,140 100.0%

POP_ITER

Successors and predecessors for POP_ITER
Predecessors Count Percentage
ENTER_EXECUTOR 153,900 86.4%
FOR_ITER_LIST 17,660 9.9%
FOR_ITER_RANGE 6,520 3.7%
FOR_ITER 60 0.0%
JUMP_BACKWARD_JIT 40 0.0%
Successors Count Percentage
LOAD_CONST_IMMORTAL 105,140 59.0%
ENTER_EXECUTOR 42,200 23.7%
LOAD_FAST 25,080 14.1%
LOAD_GLOBAL_MODULE 5,760 3.2%

POP_TOP

Successors and predecessors for POP_TOP
Predecessors Count Percentage
RETURN_VALUE 12,044,880 84.1%
POP_JUMP_IF_FALSE 983,040 6.9%
CALL_NON_PY_GENERAL 900,980 6.3%
POP_JUMP_IF_TRUE 384,000 2.7%
CALL_METHOD_DESCRIPTOR_O 7,740 0.1%
Successors Count Percentage
LOAD_FAST 5,485,500 38.3%
LOAD_CONST_IMMORTAL 2,772,660 19.4%
LOAD_FAST_LOAD_FAST 2,458,040 17.2%
ENTER_EXECUTOR 2,341,660 16.4%
LOAD_GLOBAL_MODULE 1,176,960 8.2%

PUSH_NULL

Successors and predecessors for PUSH_NULL
Predecessors Count Percentage
LOAD_GLOBAL_MODULE 1,976,500 69.2%
LOAD_GLOBAL_BUILTIN 879,040 30.8%
LOAD_FAST 2,220 0.1%
LOAD_ATTR_MODULE 120 0.0%
Successors Count Percentage
CALL_NON_PY_GENERAL 1,131,480 39.6%
LOAD_FAST 1,103,580 38.6%
LOAD_FAST_LOAD_FAST 384,120 13.4%
LOAD_CONST_MORTAL 211,680 7.4%
CALL_ALLOC_AND_ENTER_INIT 13,440 0.5%

RETURN_VALUE

Successors and predecessors for RETURN_VALUE
Predecessors Count Percentage
LOAD_ATTR_INSTANCE_VALUE 10,408,320 32.8%
LOAD_CONST_IMMORTAL 10,346,200 32.6%
COMPARE_OP_INT 3,524,820 11.1%
ENTER_EXECUTOR 3,505,400 11.1%
LOAD_FAST 2,158,200 6.8%
Successors Count Percentage
POP_TOP 12,044,880 38.0%
STORE_FAST 5,906,100 18.6%
TO_BOOL_BOOL 5,560,020 17.5%
LOAD_FAST 3,116,160 9.8%
LOAD_ATTR_INSTANCE_VALUE 2,332,800 7.4%

TO_BOOL

Successors and predecessors for TO_BOOL
Predecessors Count Percentage
LOAD_ATTR_INSTANCE_VALUE 60 60.0%
TO_BOOL 20 20.0%
LOAD_FAST 20 20.0%
Successors Count Percentage
POP_JUMP_IF_FALSE 60 60.0%
TO_BOOL 20 20.0%
TO_BOOL_BOOL 20 20.0%

UNARY_NOT

Successors and predecessors for UNARY_NOT
Predecessors Count Percentage
TO_BOOL_BOOL 203,520 100.0%
Successors Count Percentage
LOAD_FAST 203,520 100.0%

BINARY_OP

Successors and predecessors for BINARY_OP
Predecessors Count Percentage
LOAD_FAST 230,740 78.4%
LOAD_ATTR_INSTANCE_VALUE 63,360 21.5%
BINARY_OP 140 0.0%
Successors Count Percentage
LOAD_FAST 275,040 93.5%
STORE_FAST 19,040 6.5%
BINARY_OP 140 0.0%
BINARY_OP_SUBTRACT_FLOAT 20 0.0%

BUILD_MAP

Successors and predecessors for BUILD_MAP
Predecessors Count Percentage
LOAD_ATTR 7,680 100.0%
Successors Count Percentage
STORE_FAST 7,680 100.0%

BUILD_TUPLE

Successors and predecessors for BUILD_TUPLE
Predecessors Count Percentage
LOAD_FAST 60 50.0%
LOAD_FAST_LOAD_FAST 60 50.0%
Successors Count Percentage
LOAD_CONST_MORTAL 60 50.0%
CALL_METHOD_DESCRIPTOR_O 40 33.3%
CALL 20 16.7%

CALL

Successors and predecessors for CALL
Predecessors Count Percentage
PUSH_NULL 80 30.8%
LOAD_FAST_LOAD_FAST 60 23.1%
LOAD_CONST_IMMORTAL 40 15.4%
BUILD_TUPLE 20 7.7%
LOAD_FAST 20 7.7%
Successors Count Percentage
CALL_NON_PY_GENERAL 100 38.5%
CALL_PY_EXACT_ARGS 80 30.8%
CALL_BUILTIN_CLASS 20 7.7%
CALL_METHOD_DESCRIPTOR_NOARGS 20 7.7%
CALL_METHOD_DESCRIPTOR_O 20 7.7%

COMPARE_OP

Successors and predecessors for COMPARE_OP
Predecessors Count Percentage
LOAD_FAST_LOAD_FAST 1,956,480 98.5%
LOAD_FAST 15,360 0.8%
LOAD_ATTR 11,520 0.6%
LOAD_SMALL_INT 1,940 0.1%
COMPARE_OP 680 0.0%
Successors Count Percentage
POP_JUMP_IF_TRUE 1,956,480 98.5%
POP_JUMP_IF_FALSE 21,120 1.1%
STORE_FAST 7,680 0.4%
COMPARE_OP 680 0.0%
COMPARE_OP_INT 20 0.0%

COPY

Successors and predecessors for COPY
Predecessors Count Percentage
LOAD_ATTR_INSTANCE_VALUE 1,562,880 57.0%
LOAD_FAST 597,120 21.8%
COMPARE_OP_INT 579,840 21.2%
Successors Count Percentage
TO_BOOL_BOOL 2,142,720 78.2%
LOAD_ATTR_INSTANCE_VALUE 597,120 21.8%

COPY_FREE_VARS

Successors and predecessors for COPY_FREE_VARS
Predecessors Count Percentage
CALL_PY_EXACT_ARGS 1,369,020 60.4%
CALL_ALLOC_AND_ENTER_INIT 737,760 32.5%
ENTER_EXECUTOR 161,200 7.1%
JUMP_BACKWARD_JIT 40 0.0%
Successors Count Percentage
RESUME_CHECK 2,268,020 100.0%

FOR_ITER

Successors and predecessors for FOR_ITER
Predecessors Count Percentage
JUMP_BACKWARD_JIT 60 100.0%
Successors Count Percentage
POP_ITER 60 100.0%

IS_OP

Successors and predecessors for IS_OP
Predecessors Count Percentage
LOAD_CONST_IMMORTAL 60 100.0%
Successors Count Percentage
STORE_FAST 60 100.0%

JUMP_FORWARD

Successors and predecessors for JUMP_FORWARD
Predecessors Count Percentage
STORE_ATTR_INSTANCE_VALUE 63,900 99.9%
STORE_FAST 60 0.1%
Successors Count Percentage
LOAD_FAST 60,120 94.0%
LOAD_GLOBAL_MODULE 3,840 6.0%

LOAD_ATTR

Successors and predecessors for LOAD_ATTR
Predecessors Count Percentage
LOAD_GLOBAL_MODULE 912,500 95.1%
LOAD_ATTR_SLOT 46,080 4.8%
LOAD_ATTR 780 0.1%
LOAD_FAST 40 0.0%
LOAD_FAST_LOAD_FAST 20 0.0%
Successors Count Percentage
CALL_ALLOC_AND_ENTER_INIT 587,520 61.2%
LOAD_FAST 305,720 31.9%
LOAD_SMALL_INT 38,400 4.0%
COMPARE_OP 11,520 1.2%
BUILD_MAP 7,680 0.8%

LOAD_DEREF

Successors and predecessors for LOAD_DEREF
Predecessors Count Percentage
STORE_FAST 60 100.0%
Successors Count Percentage
STORE_FAST 60 100.0%

LOAD_FAST

Successors and predecessors for LOAD_FAST
Predecessors Count Percentage
RESUME_CHECK 24,662,820 24.5%
POP_JUMP_IF_FALSE 14,082,920 14.0%
STORE_FAST 12,578,460 12.5%
LOAD_ATTR_INSTANCE_VALUE 10,366,840 10.3%
LOAD_METHOD_WITH_VALUES 10,207,120 10.2%
Successors Count Percentage
LOAD_ATTR_INSTANCE_VALUE 46,032,720 45.8%
LOAD_METHOD_WITH_VALUES 21,559,520 21.4%
CALL_PY_EXACT_ARGS 8,067,840 8.0%
STORE_ATTR_INSTANCE_VALUE 6,172,240 6.1%
COMPARE_OP_INT 3,829,560 3.8%

LOAD_FAST_CHECK

Successors and predecessors for LOAD_FAST_CHECK
Predecessors Count Percentage
POP_TOP 1,920 100.0%
Successors Count Percentage
LOAD_ATTR_INSTANCE_VALUE 1,920 100.0%

LOAD_FAST_LOAD_FAST

Successors and predecessors for LOAD_FAST_LOAD_FAST
Predecessors Count Percentage
POP_TOP 2,458,040 22.2%
STORE_FAST 2,084,660 18.9%
STORE_ATTR_INSTANCE_VALUE 1,259,960 11.4%
LOAD_METHOD 1,167,420 10.6%
POP_JUMP_IF_TRUE 973,440 8.8%
Successors Count Percentage
STORE_ATTR_INSTANCE_VALUE 4,375,860 39.6%
COMPARE_OP 1,956,480 17.7%
LOAD_METHOD_WITH_VALUES 1,169,280 10.6%
CALL_BOUND_METHOD_EXACT_ARGS 1,167,360 10.6%
CALL_PY_EXACT_ARGS 988,880 8.9%

LOAD_GLOBAL

Successors and predecessors for LOAD_GLOBAL
Predecessors Count Percentage
RESUME_CHECK 60 60.0%
POP_JUMP_IF_FALSE 20 20.0%
STORE_FAST 20 20.0%
Successors Count Percentage
LOAD_GLOBAL_MODULE 80 80.0%
LOAD_GLOBAL_BUILTIN 20 20.0%

LOAD_METHOD

Successors and predecessors for LOAD_METHOD
Predecessors Count Percentage
LOAD_GLOBAL_MODULE 2,330,580 66.6%
LOAD_FAST 1,167,460 33.4%
LOAD_METHOD 880 0.0%
LOAD_ATTR_INSTANCE_VALUE 40 0.0%
Successors Count Percentage
LOAD_FAST 2,330,580 66.6%
LOAD_FAST_LOAD_FAST 1,167,420 33.4%
LOAD_METHOD 880 0.0%
LOAD_METHOD_NO_DICT 40 0.0%
LOAD_METHOD_WITH_VALUES 40 0.0%

LOAD_SMALL_INT

Successors and predecessors for LOAD_SMALL_INT
Predecessors Count Percentage
LOAD_METHOD_WITH_VALUES 861,700 41.7%
LOAD_ATTR_INSTANCE_VALUE 599,040 29.0%
STORE_ATTR_INSTANCE_VALUE 298,040 14.4%
LOAD_FAST 244,200 11.8%
LOAD_ATTR 38,400 1.9%
Successors Count Percentage
CALL_METHOD_DESCRIPTOR_FAST 861,700 41.7%
BINARY_OP_ADD_INT 599,040 29.0%
LOAD_FAST 347,960 16.9%
COMPARE_OP_INT 193,960 9.4%
BINARY_OP_MULTIPLY_INT 40,560 2.0%

MAKE_CELL

Successors and predecessors for MAKE_CELL
Predecessors Count Percentage
CALL_PY_GENERAL 60 100.0%
Successors Count Percentage
RESUME_CHECK 60 100.0%

POP_JUMP_IF_FALSE

Successors and predecessors for POP_JUMP_IF_FALSE
Predecessors Count Percentage
COMPARE_OP_INT 11,962,780 65.9%
TO_BOOL_BOOL 5,306,580 29.2%
TO_BOOL_INT 861,700 4.7%
COMPARE_OP 21,120 0.1%
TO_BOOL 60 0.0%
Successors Count Percentage
LOAD_FAST 14,082,920 77.6%
LOAD_GLOBAL_MODULE 1,682,700 9.3%
POP_TOP 983,040 5.4%
LOAD_CONST_IMMORTAL 816,000 4.5%
ENTER_EXECUTOR 395,520 2.2%

POP_JUMP_IF_NONE

Successors and predecessors for POP_JUMP_IF_NONE
Predecessors Count Percentage
LOAD_FAST 1,564,800 99.5%
LOAD_ATTR_INSTANCE_VALUE 7,680 0.5%
Successors Count Percentage
LOAD_FAST_LOAD_FAST 581,760 37.0%
LOAD_CONST_IMMORTAL 579,840 36.9%
LOAD_FAST 218,880 13.9%
LOAD_GLOBAL_MODULE 192,000 12.2%

POP_JUMP_IF_NOT_NONE

Successors and predecessors for POP_JUMP_IF_NOT_NONE
Predecessors Count Percentage
LOAD_FAST 60 100.0%
Successors Count Percentage
LOAD_CONST_MORTAL 60 100.0%

POP_JUMP_IF_TRUE

Successors and predecessors for POP_JUMP_IF_TRUE
Predecessors Count Percentage
TO_BOOL_BOOL 3,578,940 56.3%
COMPARE_OP 1,956,480 30.8%
COMPARE_OP_INT 822,000 12.9%
Successors Count Percentage
LOAD_FAST 2,232,960 35.1%
ENTER_EXECUTOR 2,124,400 33.4%
LOAD_FAST_LOAD_FAST 973,440 15.3%
RETURN_VALUE 579,840 9.1%
POP_TOP 384,000 6.0%

SET_FUNCTION_ATTRIBUTE

Successors and predecessors for SET_FUNCTION_ATTRIBUTE
Predecessors Count Percentage
MAKE_FUNCTION 60 100.0%
Successors Count Percentage
STORE_FAST 60 100.0%

STORE_DEREF

Successors and predecessors for STORE_DEREF
Predecessors Count Percentage
CALL_NON_PY_GENERAL 60 100.0%
Successors Count Percentage
LOAD_FAST 60 100.0%

STORE_FAST

Successors and predecessors for STORE_FAST
Predecessors Count Percentage
RETURN_VALUE 5,906,100 35.3%
LOAD_ATTR_INSTANCE_VALUE 4,680,960 27.9%
FOR_ITER_LIST 2,517,620 15.0%
CALL_METHOD_DESCRIPTOR_FAST 2,344,320 14.0%
CALL_NON_PY_GENERAL 880,900 5.3%
Successors Count Percentage
LOAD_FAST 12,578,460 75.1%
LOAD_FAST_LOAD_FAST 2,084,660 12.4%
LOAD_GLOBAL_MODULE 1,436,520 8.6%
ENTER_EXECUTOR 566,400 3.4%
JUMP_BACKWARD_JIT 32,640 0.2%

STORE_FAST_STORE_FAST

Successors and predecessors for STORE_FAST_STORE_FAST
Predecessors Count Percentage
UNPACK_SEQUENCE_TUPLE 1,920 97.0%
UNPACK_SEQUENCE_TWO_TUPLE 60 3.0%
Successors Count Percentage
STORE_FAST 1,920 97.0%
LOAD_FAST 60 3.0%

STORE_GLOBAL

Successors and predecessors for STORE_GLOBAL
Predecessors Count Percentage
RETURN_VALUE 3,840 100.0%
Successors Count Percentage
LOAD_CONST_MORTAL 1,920 50.0%
LOAD_GLOBAL_MODULE 1,920 50.0%

SWAP

Successors and predecessors for SWAP
Predecessors Count Percentage
BINARY_OP_ADD_INT 597,120 100.0%
Successors Count Percentage
STORE_ATTR_INSTANCE_VALUE 597,120 100.0%

UNPACK_SEQUENCE

Successors and predecessors for UNPACK_SEQUENCE
Predecessors Count Percentage
CALL_METHOD_DESCRIPTOR_NOARGS 20 100.0%
Successors Count Percentage
UNPACK_SEQUENCE_TWO_TUPLE 20 100.0%

BINARY_OP_ADD_INT

Successors and predecessors for BINARY_OP_ADD_INT
Predecessors Count Percentage
LOAD_SMALL_INT 599,040 71.5%
LOAD_ATTR_INSTANCE_VALUE 197,800 23.6%
LOAD_CONST_MORTAL 40,560 4.8%
Successors Count Percentage
SWAP 597,120 71.3%
LOAD_FAST 197,800 23.6%
COMPARE_OP_INT 40,560 4.8%
CALL_BUILTIN_CLASS 1,920 0.2%

BINARY_OP_MULTIPLY_INT

Successors and predecessors for BINARY_OP_MULTIPLY_INT
Predecessors Count Percentage
LOAD_ATTR_INSTANCE_VALUE 197,800 83.0%
LOAD_SMALL_INT 40,560 17.0%
Successors Count Percentage
LOAD_FAST 197,800 83.0%
LOAD_CONST_MORTAL 40,560 17.0%

BINARY_OP_SUBTRACT_FLOAT

Successors and predecessors for BINARY_OP_SUBTRACT_FLOAT
Predecessors Count Percentage
LOAD_FAST 40 66.7%
BINARY_OP 20 33.3%
Successors Count Percentage
STORE_FAST 60 100.0%

BINARY_OP_SUBTRACT_INT

Successors and predecessors for BINARY_OP_SUBTRACT_INT
Predecessors Count Percentage
LOAD_ATTR_INSTANCE_VALUE 63,360 94.3%
LOAD_SMALL_INT 3,840 5.7%
Successors Count Percentage
LOAD_FAST 63,360 94.3%
CALL_BUILTIN_CLASS 3,840 5.7%

BINARY_SUBSCR_DICT

Successors and predecessors for BINARY_SUBSCR_DICT
Predecessors Count Percentage
LOAD_ATTR_INSTANCE_VALUE 7,680 100.0%
Successors Count Percentage
RETURN_VALUE 7,680 100.0%

BINARY_SUBSCR_TUPLE_INT

Successors and predecessors for BINARY_SUBSCR_TUPLE_INT
Predecessors Count Percentage
LOAD_SMALL_INT 40 66.7%
BINARY_SUBSCR 20 33.3%
Successors Count Percentage
STORE_FAST 60 100.0%

CALL_ALLOC_AND_ENTER_INIT

Successors and predecessors for CALL_ALLOC_AND_ENTER_INIT
Predecessors Count Percentage
LOAD_ATTR 587,520 70.3%
LOAD_FAST 230,720 27.6%
PUSH_NULL 13,440 1.6%
LOAD_SMALL_INT 1,920 0.2%
LOAD_CONST_MORTAL 1,920 0.2%
Successors Count Percentage
COPY_FREE_VARS 737,760 88.3%
ENTER_EXECUTOR 97,760 11.7%

CALL_BOUND_METHOD_EXACT_ARGS

Successors and predecessors for CALL_BOUND_METHOD_EXACT_ARGS
Predecessors Count Percentage
LOAD_ATTR_INSTANCE_VALUE 2,330,580 66.6%
LOAD_FAST_LOAD_FAST 1,167,360 33.4%
Successors Count Percentage
RESUME_CHECK 3,497,940 100.0%

CALL_BUILTIN_CLASS

Successors and predecessors for CALL_BUILTIN_CLASS
Predecessors Count Percentage
LOAD_SMALL_INT 9,600 55.4%
BINARY_OP_SUBTRACT_INT 3,840 22.1%
LOAD_FAST 1,960 11.3%
BINARY_OP_ADD_INT 1,920 11.1%
CALL 20 0.1%
Successors Count Percentage
GET_ITER 17,280 99.7%
STORE_FAST 60 0.3%

CALL_LEN

Successors and predecessors for CALL_LEN
Predecessors Count Percentage
LOAD_FAST 861,700 100.0%
Successors Count Percentage
TO_BOOL_INT 861,700 100.0%

CALL_LIST_APPEND

Successors and predecessors for CALL_LIST_APPEND
Predecessors Count Percentage
LOAD_FAST 3,097,300 99.6%
RETURN_VALUE 11,520 0.4%
Successors Count Percentage
LOAD_CONST_IMMORTAL 1,944,960 62.6%
LOAD_GLOBAL_BUILTIN 852,040 27.4%
LOAD_GLOBAL_MODULE 201,600 6.5%
ENTER_EXECUTOR 92,940 3.0%
JUMP_BACKWARD_JIT 17,280 0.6%

CALL_METHOD_DESCRIPTOR_FAST

Successors and predecessors for CALL_METHOD_DESCRIPTOR_FAST
Predecessors Count Percentage
ENTER_EXECUTOR 1,482,620 62.0%
LOAD_SMALL_INT 861,700 36.1%
CALL_METHOD_DESCRIPTOR_FAST 45,100 1.9%
Successors Count Percentage
STORE_FAST 2,344,320 98.1%
CALL_METHOD_DESCRIPTOR_FAST 45,100 1.9%

CALL_METHOD_DESCRIPTOR_NOARGS

Successors and predecessors for CALL_METHOD_DESCRIPTOR_NOARGS
Predecessors Count Percentage
LOAD_METHOD_NO_DICT 40 66.7%
CALL 20 33.3%
Successors Count Percentage
UNPACK_SEQUENCE_TWO_TUPLE 40 66.7%
UNPACK_SEQUENCE 20 33.3%

CALL_METHOD_DESCRIPTOR_O

Successors and predecessors for CALL_METHOD_DESCRIPTOR_O
Predecessors Count Percentage
LOAD_FAST 7,680 97.5%
CALL_METHOD_DESCRIPTOR_O 140 1.8%
BUILD_TUPLE 40 0.5%
CALL 20 0.3%
Successors Count Percentage
POP_TOP 7,740 98.2%
CALL_METHOD_DESCRIPTOR_O 140 1.8%

CALL_NON_PY_GENERAL

Successors and predecessors for CALL_NON_PY_GENERAL
Predecessors Count Percentage
PUSH_NULL 1,131,480 54.1%
LOAD_SUPER_METHOD_METHOD 899,000 43.0%
ENTER_EXECUTOR 59,080 2.8%
CALL 100 0.0%
LOAD_FAST_LOAD_FAST 40 0.0%
Successors Count Percentage
POP_TOP 900,980 43.1%
STORE_FAST 880,900 42.2%
LOAD_FAST 307,700 14.7%
RETURN_VALUE 60 0.0%
STORE_DEREF 60 0.0%

CALL_PY_EXACT_ARGS

Successors and predecessors for CALL_PY_EXACT_ARGS
Predecessors Count Percentage
LOAD_METHOD_WITH_VALUES 15,586,360 62.6%
LOAD_FAST 8,067,840 32.4%
LOAD_FAST_LOAD_FAST 988,880 4.0%
LOAD_SUPER_METHOD_METHOD 192,000 0.8%
CALL_PY_EXACT_ARGS 39,620 0.2%
Successors Count Percentage
RESUME_CHECK 23,454,640 94.3%
COPY_FREE_VARS 1,369,020 5.5%
CALL_PY_EXACT_ARGS 39,620 0.2%
ENTER_EXECUTOR 19,260 0.1%

CALL_PY_GENERAL

Successors and predecessors for CALL_PY_GENERAL
Predecessors Count Percentage
LOAD_CONST_IMMORTAL 40 66.7%
CALL 20 33.3%
Successors Count Percentage
MAKE_CELL 60 100.0%

COMPARE_OP_INT

Successors and predecessors for COMPARE_OP_INT
Predecessors Count Percentage
LOAD_ATTR_CLASS 10,298,920 61.0%
LOAD_FAST 3,829,560 22.7%
LOAD_ATTR_INSTANCE_VALUE 2,330,580 13.8%
LOAD_SMALL_INT 193,960 1.1%
LOAD_FAST_LOAD_FAST 193,920 1.1%
Successors Count Percentage
POP_JUMP_IF_FALSE 11,962,780 70.8%
RETURN_VALUE 3,524,820 20.9%
POP_JUMP_IF_TRUE 822,000 4.9%
COPY 579,840 3.4%

FOR_ITER_LIST

Successors and predecessors for FOR_ITER_LIST
Predecessors Count Percentage
GET_ITER 2,502,260 98.7%
JUMP_BACKWARD_JIT 33,020 1.3%
Successors Count Percentage
STORE_FAST 2,517,620 99.3%
POP_ITER 17,660 0.7%

FOR_ITER_RANGE

Successors and predecessors for FOR_ITER_RANGE
Predecessors Count Percentage
JUMP_BACKWARD_JIT 148,400 89.5%
GET_ITER 17,340 10.5%
Successors Count Percentage
STORE_FAST 159,220 96.1%
POP_ITER 6,520 3.9%

JUMP_BACKWARD_JIT

Successors and predecessors for JUMP_BACKWARD_JIT
Predecessors Count Percentage
POP_TOP 76,220 40.3%
POP_JUMP_IF_TRUE 62,720 33.1%
STORE_FAST 32,640 17.2%
CALL_LIST_APPEND 17,280 9.1%
ENTER_EXECUTOR 480 0.3%
Successors Count Percentage
FOR_ITER_RANGE 148,400 78.4%
FOR_ITER_LIST 33,020 17.4%
LOAD_FAST 7,680 4.1%
FOR_ITER 60 0.0%
LOAD_GLOBAL_BUILTIN 60 0.0%

LOAD_ATTR_CLASS

Successors and predecessors for LOAD_ATTR_CLASS
Predecessors Count Percentage
LOAD_GLOBAL_MODULE 11,968,480 100.0%
Successors Count Percentage
COMPARE_OP_INT 10,298,920 86.1%
LOAD_FAST 1,669,560 13.9%

LOAD_ATTR_INSTANCE_VALUE

Successors and predecessors for LOAD_ATTR_INSTANCE_VALUE
Predecessors Count Percentage
LOAD_FAST 46,032,720 85.0%
LOAD_ATTR_INSTANCE_VALUE 4,747,880 8.8%
RETURN_VALUE 2,332,800 4.3%
COPY 597,120 1.1%
LOAD_FAST_LOAD_FAST 395,560 0.7%
Successors Count Percentage
RETURN_VALUE 10,408,320 19.2%
LOAD_FAST 10,366,840 19.1%
LOAD_GLOBAL_MODULE 10,302,760 19.0%
LOAD_ATTR_INSTANCE_VALUE 4,747,880 8.8%
STORE_FAST 4,680,960 8.6%

LOAD_ATTR_MODULE

Successors and predecessors for LOAD_ATTR_MODULE
Predecessors Count Percentage
LOAD_GLOBAL_MODULE 120 66.7%
LOAD_ATTR 60 33.3%
Successors Count Percentage
PUSH_NULL 120 66.7%
STORE_FAST 60 33.3%

LOAD_ATTR_SLOT

Successors and predecessors for LOAD_ATTR_SLOT
Predecessors Count Percentage
LOAD_FAST 46,080 100.0%
Successors Count Percentage
LOAD_ATTR 46,080 100.0%

LOAD_CONST_IMMORTAL

Successors and predecessors for LOAD_CONST_IMMORTAL
Predecessors Count Percentage
STORE_ATTR_INSTANCE_VALUE 4,592,620 39.5%
POP_TOP 2,772,660 23.9%
CALL_LIST_APPEND 1,944,960 16.7%
POP_JUMP_IF_FALSE 816,000 7.0%
RESUME_CHECK 780,020 6.7%
Successors Count Percentage
RETURN_VALUE 10,346,200 89.1%
LOAD_FAST 1,252,720 10.8%
STORE_FAST 9,720 0.1%
LOAD_SMALL_INT 1,920 0.0%
LOAD_CONST_MORTAL 1,920 0.0%

LOAD_CONST_MORTAL

Successors and predecessors for LOAD_CONST_MORTAL
Predecessors Count Percentage
PUSH_NULL 211,680 75.3%
BINARY_OP_MULTIPLY_INT 40,560 14.4%
STORE_FAST 19,040 6.8%
LOAD_FAST 3,840 1.4%
STORE_GLOBAL 1,920 0.7%
Successors Count Percentage
LOAD_FAST 230,720 82.1%
BINARY_OP_ADD_INT 40,560 14.4%
CALL_PY_EXACT_ARGS 3,840 1.4%
CALL_ALLOC_AND_ENTER_INIT 1,920 0.7%
COMPARE_OP_INT 1,920 0.7%

LOAD_GLOBAL_BUILTIN

Successors and predecessors for LOAD_GLOBAL_BUILTIN
Predecessors Count Percentage
RESUME_CHECK 2,075,960 66.0%
CALL_LIST_APPEND 852,040 27.1%
STORE_ATTR_INSTANCE_VALUE 192,000 6.1%
STORE_FAST 23,040 0.7%
POP_TOP 3,840 0.1%
Successors Count Percentage
LOAD_GLOBAL_MODULE 2,267,960 72.1%
PUSH_NULL 879,040 27.9%

LOAD_GLOBAL_MODULE

Successors and predecessors for LOAD_GLOBAL_MODULE
Predecessors Count Percentage
LOAD_ATTR_INSTANCE_VALUE 10,302,760 49.4%
LOAD_GLOBAL_BUILTIN 2,267,960 10.9%
STORE_ATTR_INSTANCE_VALUE 1,780,720 8.5%
POP_JUMP_IF_FALSE 1,682,700 8.1%
STORE_FAST 1,436,520 6.9%
Successors Count Percentage
LOAD_ATTR_CLASS 11,968,480 57.4%
LOAD_METHOD 2,330,580 11.2%
LOAD_FAST 2,267,960 10.9%
PUSH_NULL 1,976,500 9.5%
LOAD_METHOD_WITH_VALUES 1,390,080 6.7%

LOAD_METHOD_NO_DICT

Successors and predecessors for LOAD_METHOD_NO_DICT
Predecessors Count Percentage
LOAD_ATTR_INSTANCE_VALUE 80 66.7%
LOAD_METHOD 40 33.3%
Successors Count Percentage
LOAD_FAST_LOAD_FAST 60 50.0%
CALL_METHOD_DESCRIPTOR_NOARGS 40 33.3%
CALL 20 16.7%

LOAD_METHOD_WITH_VALUES

Successors and predecessors for LOAD_METHOD_WITH_VALUES
Predecessors Count Percentage
LOAD_FAST 21,559,520 78.3%
LOAD_ATTR_INSTANCE_VALUE 3,315,840 12.0%
LOAD_GLOBAL_MODULE 1,390,080 5.1%
LOAD_FAST_LOAD_FAST 1,169,280 4.2%
LOAD_METHOD_WITH_VALUES 81,500 0.3%
Successors Count Percentage
CALL_PY_EXACT_ARGS 15,586,360 56.6%
LOAD_FAST 10,207,120 37.1%
LOAD_SMALL_INT 861,700 3.1%
LOAD_FAST_LOAD_FAST 785,340 2.9%
LOAD_METHOD_WITH_VALUES 81,500 0.3%

LOAD_SUPER_METHOD_METHOD

Successors and predecessors for LOAD_SUPER_METHOD_METHOD
Predecessors Count Percentage
LOAD_FAST 2,267,960 100.0%
Successors Count Percentage
CALL_NON_PY_GENERAL 899,000 39.6%
LOAD_FAST 781,440 34.5%
LOAD_FAST_LOAD_FAST 395,520 17.4%
CALL_PY_EXACT_ARGS 192,000 8.5%

RESUME_CHECK

Successors and predecessors for RESUME_CHECK
Predecessors Count Percentage
CALL_PY_EXACT_ARGS 23,454,640 80.0%
CALL_BOUND_METHOD_EXACT_ARGS 3,497,940 11.9%
COPY_FREE_VARS 2,268,020 7.7%
ENTER_EXECUTOR 81,920 0.3%
CACHE 1,980 0.0%
Successors Count Percentage
LOAD_FAST 24,662,820 84.2%
LOAD_GLOBAL_BUILTIN 2,075,960 7.1%
LOAD_GLOBAL_MODULE 1,198,200 4.1%
LOAD_CONST_IMMORTAL 780,020 2.7%
LOAD_FAST_LOAD_FAST 579,840 2.0%

STORE_ATTR_INSTANCE_VALUE

Successors and predecessors for STORE_ATTR_INSTANCE_VALUE
Predecessors Count Percentage
LOAD_FAST 6,172,240 44.8%
LOAD_FAST_LOAD_FAST 4,375,860 31.8%
RETURN_VALUE 1,553,280 11.3%
LOAD_ATTR_INSTANCE_VALUE 1,056,040 7.7%
SWAP 597,120 4.3%
Successors Count Percentage
LOAD_FAST 5,567,300 40.4%
LOAD_CONST_IMMORTAL 4,592,620 33.3%
LOAD_GLOBAL_MODULE 1,780,720 12.9%
LOAD_FAST_LOAD_FAST 1,259,960 9.1%
LOAD_SMALL_INT 298,040 2.2%

TO_BOOL_BOOL

Successors and predecessors for TO_BOOL_BOOL
Predecessors Count Percentage
RETURN_VALUE 5,560,020 61.2%
COPY 2,142,720 23.6%
LOAD_ATTR_INSTANCE_VALUE 1,370,880 15.1%
LOAD_FAST 15,400 0.2%
TO_BOOL 20 0.0%
Successors Count Percentage
POP_JUMP_IF_FALSE 5,306,580 58.4%
POP_JUMP_IF_TRUE 3,578,940 39.4%
UNARY_NOT 203,520 2.2%

TO_BOOL_INT

Successors and predecessors for TO_BOOL_INT
Predecessors Count Percentage
CALL_LEN 861,700 100.0%
Successors Count Percentage
POP_JUMP_IF_FALSE 861,700 100.0%

UNPACK_SEQUENCE_TUPLE

Successors and predecessors for UNPACK_SEQUENCE_TUPLE
Predecessors Count Percentage
LOAD_CONST_MORTAL 1,920 100.0%
Successors Count Percentage
STORE_FAST_STORE_FAST 1,920 100.0%

UNPACK_SEQUENCE_TWO_TUPLE

Successors and predecessors for UNPACK_SEQUENCE_TWO_TUPLE
Predecessors Count Percentage
CALL_METHOD_DESCRIPTOR_NOARGS 40 66.7%
UNPACK_SEQUENCE 20 33.3%
Successors Count Percentage
STORE_FAST_STORE_FAST 60 100.0%

ENTER_EXECUTOR

Successors and predecessors for ENTER_EXECUTOR
Predecessors Count Percentage
POP_TOP 2,341,660 38.1%
POP_JUMP_IF_TRUE 2,124,400 34.6%
STORE_FAST 566,400 9.2%
ENTER_EXECUTOR 458,080 7.5%
POP_JUMP_IF_FALSE 395,520 6.4%
Successors Count Percentage
RETURN_VALUE 3,505,400 57.1%
CALL_METHOD_DESCRIPTOR_FAST 1,482,620 24.2%
ENTER_EXECUTOR 458,080 7.5%
LOAD_FAST 162,060 2.6%
COPY_FREE_VARS 161,200 2.6%

Specialization stats

Specialization stats by family

BINARY_OP

specialization stats for BINARY_OP family
Kind Count Ratio
deferred

Lists the number of "deferred" (i.e. not specialized) instructions executed.

294,080 2.8%
hit

Specialized instructions that complete.

10,216,380 97.2%
Success Count Ratio
Success 20 12.5%
Failure 140 87.5%
Failure kind Count Ratio
remainder 100 71.4%
true divide other 40 28.6%

BINARY_SUBSCR

specialization stats for BINARY_SUBSCR family
Kind Count Ratio
deferred

Lists the number of "deferred" (i.e. not specialized) instructions executed.

40,560 83.9%
hit

Specialized instructions that complete.

7,740 16.0%
Success Count Ratio
Success 20 33.3%
Failure 40 66.7%
Failure kind Count Ratio
buffer int 40 100.0%

CALL

specialization stats for CALL family
Kind Count Ratio
hit

Specialized instructions that complete.

109,734,820 96.1%
miss

Specialized instructions that deopt.

4,496,380 3.9%
Success Count Ratio
Success 85,120 100.0%
Failure 0 0.0%

COMPARE_OP

specialization stats for COMPARE_OP family
Kind Count Ratio
deferred

Lists the number of "deferred" (i.e. not specialized) instructions executed.

1,985,280 2.9%
hit

Specialized instructions that complete.

65,854,140 97.1%
Success Count Ratio
Success 20 2.9%
Failure 680 97.1%
Failure kind Count Ratio
baseobject 640 94.1%
float long 40 5.9%

FOR_ITER

specialization stats for FOR_ITER family
Kind Count Ratio
deferred

Lists the number of "deferred" (i.e. not specialized) instructions executed.

60 0.0%
hit

Specialized instructions that complete.

2,701,020 100.0%

LOAD_ATTR

specialization stats for LOAD_ATTR family
Kind Count Ratio
deferred

Lists the number of "deferred" (i.e. not specialized) instructions executed.

958,520 0.3%
hit

Specialized instructions that complete.

350,914,760 98.9%
miss

Specialized instructions that deopt.

3,060,100 0.9%
Success Count Ratio
Success 57,920 98.7%
Failure 780 1.3%
Failure kind Count Ratio
mutable class 780 100.0%

LOAD_GLOBAL

specialization stats for LOAD_GLOBAL family
Kind Count Ratio
hit

Specialized instructions that complete.

74,001,000 100.0%
Success Count Ratio
Success 100 100.0%
Failure 0 0.0%

LOAD_METHOD

specialization stats for LOAD_METHOD family
Kind Count Ratio
deferred

Lists the number of "deferred" (i.e. not specialized) instructions executed.

3,498,000 44.7%
miss

Specialized instructions that deopt.

4,318,060 55.2%
Success Count Ratio
Success 81,580 98.9%
Failure 880 1.1%
Failure kind Count Ratio
other 860 97.7%

LOAD_SUPER_ATTR

specialization stats for LOAD_SUPER_ATTR family
Kind Count Ratio
hit

Specialized instructions that complete.

2,551,680 100.0%

STORE_ATTR

specialization stats for STORE_ATTR family
Kind Count Ratio
hit

Specialized instructions that complete.

39,907,040 96.6%
miss

Specialized instructions that deopt.

1,411,140 3.4%
Success Count Ratio
Success 26,660 100.0%
Failure 0 0.0%

TO_BOOL

specialization stats for TO_BOOL family
Kind Count Ratio
deferred

Lists the number of "deferred" (i.e. not specialized) instructions executed.

60 0.0%
hit

Specialized instructions that complete.

13,553,040 100.0%
Success Count Ratio
Success 20 50.0%
Failure 20 50.0%
Failure kind Count Ratio
sequence 20 100.0%

UNPACK_SEQUENCE

specialization stats for UNPACK_SEQUENCE family
Kind Count Ratio
hit

Specialized instructions that complete.

1,980 99.0%
Success Count Ratio
Success 20 100.0%
Failure 0 0.0%

Specialization effectiveness

specialization effectiveness

All entries are execution counts. Should add up to the total number of Tier 1 instructions executed.

Instructions Count Ratio
Basic

Instructions that are not and cannot be specialized, e.g. LOAD_FAST.

221,381,700 46.9%
Not specialized

Instructions that could be specialized but aren't, e.g. LOAD_ATTR, BINARY_SLICE.

6,779,760 1.4%
Specialized hits

Specialized instructions, e.g. LOAD_ATTR_MODULE that complete.

230,214,580 48.8%
Specialized misses

Specialized instructions, e.g. LOAD_ATTR_MODULE that deopt.

13,285,920 2.8%

Deferred by instruction

Breakdown of deferred (not specialized) instruction counts by family
Name Count Ratio
LOAD_METHOD 3,498,000 51.6%
COMPARE_OP 1,985,280 29.3%
LOAD_ATTR 958,520 14.1%
BINARY_OP 294,080 4.3%
BINARY_SUBSCR 40,560 0.6%
TO_BOOL 60 0.0%
FOR_ITER 60 0.0%
BINARY_SLICE 0 0.0%
STORE_SLICE 0 0.0%
CACHE 0 0.0%

Misses by instruction

Breakdown of misses (specialized deopts) instruction counts by family
Name Count Ratio
LOAD_METHOD_WITH_VALUES 4,318,060 32.5%
LOAD_ATTR_INSTANCE_VALUE 3,060,100 23.0%
CALL_METHOD_DESCRIPTOR_FAST 2,389,420 18.0%
CALL_PY_EXACT_ARGS 2,099,140 15.8%
STORE_ATTR_INSTANCE_VALUE 1,411,140 10.6%
CALL_METHOD_DESCRIPTOR_O 7,820 0.1%
RESUME 240 0.0%
RESUME_CHECK 240 0.0%
CACHE 0 0.0%
CALL_FUNCTION_EX 0 0.0%

Call stats

Inlined calls and frame stats

This shows what fraction of calls to Python functions are inlined (i.e. not having a call at the C level) and for those that are not, where the call comes from. The various categories overlap.

Also includes the count of frame objects created.

Count Ratio
Calls to PyEval_EvalDefault 1,980 0.0%
Calls to Python functions inlined 98,726,700 100.0%
Calls via PyEval_EvalFrame (total) 1,980 0.0%
Calls via PyEval_EvalFrame (vector) 1,980 0.0%
Calls via PyEval_EvalFrame (generator) 0 0.0%
Calls via PyEval_EvalFrame (legacy) 0 0.0%
Calls via PyEval_EvalFrame (function vectorcall) 1,980 0.0%
Calls via PyEval_EvalFrame (build class) 0 0.0%
Calls via PyEval_EvalFrame (slot) 0 0.0%
Calls via PyEval_EvalFrame (function ex) 0 0.0%
Calls via PyEval_EvalFrame (api) 0 0.0%
Calls via PyEval_EvalFrame (method) 0 0.0%
Frame objects created 0 0.0%
Frames pushed 99,911,400 101.2%

Object stats

Allocations, frees and dict materializatons

Below, "allocations" means "allocations that are not from a freelist". Total allocations = "Allocations from freelist" + "Allocations".

"Inline values" is the number of values arrays inlined into objects.

The cache hit/miss numbers are for the MRO cache, split into dunder and other names.

Count Ratio
Allocations from freelist 13,473,480 65.5%
Frees to freelist 13,473,280
Allocations 7,112,220 34.5%
Allocations to 512 bytes 7,111,820 34.5%
Allocations to 4 kbytes 240 0.0%
Allocations over 4 kbytes 160 0.0%
Frees 8,124,627
Inline values 2,784,000
Interpreter mortal increfs 230,648,820 23.1%
Interpreter mortal decrefs 460,639,520 43.2%
Mortal increfs 555,447,876 55.6%
Mortal decrefs 344,080,203 32.3%
Interpreter immortal increfs 55,501,800 5.6%
Interpreter immortal decrefs 74,272,000 7.0%
Immortal increfs 157,370,462 15.8%
Immortal decrefs 187,648,375 17.6%
Materialize dict (on request) 0 0.0%
Materialize dict (new key) 0 0.0%
Materialize dict (too big) 0 0.0%
Materialize dict (str subclass) 0 0.0%
Method cache hits 21,704,071
Method cache misses 4,769
Method cache collisions 4,758
Method cache dunder hits 380,200
Method cache dunder misses 0

GC stats

GC collections and effectiveness

Collected/visits gives some measure of efficiency.

Generation Collections Objects collected Object visits Reachable from roots Not reachable from roots
0 0 0 0 0 0
1 860 1,295,680 21,184,934 578,620 1,527,720
2 0 0 0 0 0

Optimization (Tier 2) stats

statistics about the Tier 2 optimizer
Count Ratio
Optimization attempts

The number of times a potential trace is identified. Specifically, this occurs in the JUMP BACKWARD instruction when the counter reaches a threshold.

1,460
Traces created

The number of traces that were successfully created.

500 34.2%
Trace stack overflow

A trace is truncated because it would require more than 5 stack frames.

0 0.0%
Trace stack underflow

A potential trace is abandoned because it pops more frames than it pushes.

900 61.6%
Trace too long

A trace is truncated because it is longer than the instruction buffer.

20 1.4%
Trace too short

A potential trace is abandoned because it it too short.

960 65.8%
Inner loop found

A trace is truncated because it has an inner loop

0 0.0%
Recursive call

A trace is truncated because it has a recursive call.

0 0.0%
Low confidence

A trace is abandoned because the likelihood of the jump to top being taken is too low.

0 0.0%
Executors invalidated

The number of executors that were invalidated due to watched dictionary changes.

0 0.0%
Traces executed

The number of traces that were executed

24,294,300
Uops executed

The total number of uops (micro-operations) that were executed

2,363,304,160 9,727.8%
Count Ratio
Optimizer attempts

The number of times the trace optimizer (_Py_uop_analyze_and_optimize) was run.

500
Optimizer successes

The number of traces that were successfully optimized.

480 96.0%
Optimizer no memory

The number of optimizations that failed due to no memory.

0 0.0%
Remove globals builtins changed

The builtins changed during optimization

0 0.0%
Remove globals incorrect keys

The keys in the globals dictionary aren't what was expected

0 0.0%

Trace length histogram

trace length histogram
Range Count Ratio
<= 1 0 0.0%
<= 2 0 0.0%
<= 4 0 0.0%
<= 8 80 16.0%
<= 16 20 4.0%
<= 32 40 8.0%
<= 64 160 32.0%
<= 128 20 4.0%
<= 256 20 4.0%
<= 512 120 24.0%
<= 1,024 40 8.0%

Optimized trace length histogram

optimized trace length histogram
Range Count Ratio
<= 1 0 0.0%
<= 2 0 0.0%
<= 4 20 4.0%
<= 8 60 12.0%
<= 16 20 4.0%
<= 32 120 24.0%
<= 64 80 16.0%
<= 128 20 4.0%
<= 256 80 16.0%
<= 512 80 16.0%

Trace run length histogram

trace run length histogram
Range Count Ratio
<= 1 0 0.0%

Uop execution stats

uop execution stats
Name Count Self Cumulative Miss ratio
_SET_IP 172,140,080 7.3% 7.3%
_LOAD_FAST_0 151,715,700 6.4% 13.7%
_CHECK_MANAGED_OBJECT_HAS_VALUES 147,159,980 6.2% 19.9%
_LOAD_ATTR_INSTANCE_VALUE 147,159,980 6.2% 26.2%
_CHECK_VALIDITY 98,463,740 4.2% 30.3%
_GUARD_TYPE_VERSION 72,160,880 3.1% 33.4% 5.4%
_GUARD_DORV_VALUES_INST_ATTR_FROM_DICT 70,356,720 3.0% 36.4%
_GUARD_KEYS_VERSION 70,356,720 3.0% 39.3%
_LOAD_METHOD_WITH_VALUES 70,356,720 3.0% 42.3%
_PUSH_FRAME 69,550,260 2.9% 45.3%
_RESUME_CHECK 69,296,000 2.9% 48.2% 0.0%
_CHECK_FUNCTION_EXACT_ARGS 69,203,060 2.9% 51.1%
_CHECK_FUNCTION_VERSION 69,203,060 2.9% 54.0%
_SAVE_RETURN_OFFSET 69,203,060 2.9% 57.0%
_RETURN_VALUE 68,188,560 2.9% 59.9%
_INIT_CALL_PY_EXACT_ARGS_0 66,345,800 2.8% 62.7%
_GUARD_BOTH_INT 52,310,080 2.2% 64.9%
_GUARD_IS_TRUE_POP 50,826,880 2.2% 67.0% 2.1%
_GUARD_GLOBALS_VERSION_PUSH_KEYS 50,007,780 2.1% 69.1%
_LOAD_GLOBAL_MODULE_FROM_KEYS 50,007,780 2.1% 71.3%
_COMPARE_OP_INT 48,964,700 2.1% 73.3%
_CHECK_ATTR_CLASS 47,090,720 2.0% 75.3%
_LOAD_ATTR_CLASS 47,090,720 2.0% 77.3%
_MAKE_WARM 44,590,380 1.9% 79.2%
_CHECK_PERIODIC 32,536,800 1.4% 80.6%
_GUARD_NOT_EXHAUSTED_LIST 28,741,520 1.2% 81.8% 10.5%
_ITER_CHECK_LIST 28,741,520 1.2% 83.0%
_LOAD_CONST_INLINE_BORROW 28,542,700 1.2% 84.2%
_POP_TOP 28,371,360 1.2% 85.4%
_LOAD_FAST_1 28,081,800 1.2% 86.6%
_GUARD_DORV_NO_DICT 27,536,980 1.2% 87.8%
_GUARD_TYPE_VERSION_AND_LOCK 27,536,980 1.2% 88.9%
_STORE_ATTR_INSTANCE_VALUE 27,536,980 1.2% 90.1%
_ITER_NEXT_LIST 25,733,260 1.1% 91.2%
_CHECK_STACK_SPACE_OPERAND 25,619,440 1.1% 92.3%
_START_EXECUTOR 24,294,300 1.0% 93.3%
_EXIT_TRACE 23,756,280 1.0% 94.3%
_STORE_FAST_1 23,582,860 1.0% 95.3%
_JUMP_TO_TOP 20,296,080 0.9% 96.2%
_LOAD_FAST_5 6,890,740 0.3% 96.5%
_LOAD_FAST_3 5,813,080 0.2% 96.7%
_LOAD_FAST_2 5,322,780 0.2% 96.9%
_CALL_METHOD_DESCRIPTOR_FAST 4,574,520 0.2% 97.1% 100.0%
_BINARY_OP_ADD_INT 4,536,680 0.2% 97.3%
_BINARY_OP_MULTIPLY_INT 4,536,680 0.2% 97.5%
_GUARD_TOS_INT 4,197,080 0.2% 97.7%
_GUARD_IS_FALSE_POP 3,886,680 0.2% 97.8% 39.7%
_PUSH_NULL 3,292,420 0.1% 98.0%
_STORE_FAST_5 3,231,960 0.1% 98.1%
_CHECK_FUNCTION 2,757,060 0.1% 98.2%
_GUARD_GLOBALS_VERSION 2,757,060 0.1% 98.4%
_LOAD_GLOBAL_BUILTINS 2,757,060 0.1% 98.5%
_LOAD_FAST_4 2,665,540 0.1% 98.6%
_CALL_LEN 2,473,340 0.1% 98.7%
_TO_BOOL_INT 2,473,340 0.1% 98.8%
_COMPARE_OP 2,146,560 0.1% 98.9%
_INIT_CALL_PY_EXACT_ARGS_2 1,906,860 0.1% 99.0%
_LOAD_SMALL_INT_0 1,766,340 0.1% 99.0%
_CHECK_CALL_BOUND_METHOD_EXACT_ARGS 1,718,700 0.1% 99.1%
_INIT_CALL_BOUND_METHOD_EXACT_ARGS 1,718,700 0.1% 99.2%
_LOAD_METHOD 1,718,700 0.1% 99.3%
_CALL_LIST_APPEND 1,389,740 0.1% 99.3%
_TO_BOOL_BOOL 1,128,960 0.0% 99.4%
_INIT_CALL_PY_EXACT_ARGS_1 950,400 0.0% 99.4%
_GUARD_NOT_EXHAUSTED_RANGE 888,400 0.0% 99.4% 1.2%
_ITER_CHECK_RANGE 888,400 0.0% 99.5%
_ITER_NEXT_RANGE 877,580 0.0% 99.5%
_GUARD_NOS_INT 851,700 0.0% 99.6%
_LOAD_FAST_6 775,680 0.0% 99.6%
_COPY 752,640 0.0% 99.6%
_CALL_NON_PY_GENERAL 696,520 0.0% 99.6%
_CHECK_IS_NOT_PY_CALLABLE 696,520 0.0% 99.7%
_LOAD_CONST_INLINE 686,800 0.0% 99.7%
_CHECK_VALIDITY_AND_SET_IP 587,680 0.0% 99.7%
_GUARD_IS_NOT_NONE_POP 579,840 0.0% 99.8% 1.7%
_STORE_FAST_2 566,400 0.0% 99.8%
_DYNAMIC_EXIT 537,980 0.0% 99.8%
_GET_ITER 523,660 0.0% 99.8%
_STORE_FAST_6 395,520 0.0% 99.8%
_STORE_FAST_4 347,220 0.0% 99.9%
_BINARY_OP 347,200 0.0% 99.9%
_CHECK_AND_ALLOCATE_OBJECT 347,200 0.0% 99.9%
_CREATE_INIT_FRAME 347,200 0.0% 99.9%
_BINARY_SUBSCR 339,600 0.0% 99.9%
_LOAD_SMALL_INT 339,600 0.0% 99.9%
_STORE_FAST_3 319,160 0.0% 99.9%
_COPY_FREE_VARS 283,720 0.0% 100.0%
_LOAD_SUPER_METHOD_METHOD 283,720 0.0% 100.0%
_LOAD_ATTR 283,720 0.0% 100.0%
_CHECK_STACK_SPACE 190,780 0.0% 100.0%
_LOAD_FAST 172,340 0.0% 100.0%
_TIER2_RESUME_CHECK 128,140 0.0% 100.0%
_DEOPT 40 0.0% 100.0%

Pair counts

Pair counts for top 100 Non-JIT uop pairs

Pairs of specialized operations that deoptimize and are then followed by the corresponding unspecialized instruction are not counted as pairs.

Unsupported opcodes

unsupported opcodes
Opcode Count
CALL 160

Optimizer errored out with opcode

Optimization stopped after encountering this opcode

Rare events

Counts of rare/unlikely events
Event Count
set class

Setting an object's class, obj.__class__ = ...

0
set bases

Setting the bases of a class, cls.__bases__ = ...

0
set eval frame func

Setting the PEP 523 frame eval function _PyInterpreterState_SetFrameEvalFunc()

0
builtin dict

Modifying the builtins, __builtins__.__dict__[var] = ...

0
func modification

Modifying a function, e.g. func.__defaults__ = ..., etc.

0
watched dict modification

A watched dict has been modified

0
watched globals modification

A watched globals() dict has been modified

0

Meta stats

Meta statistics
Count
Number of data files 20

Stats gathered on: 2025-01-22