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Pystats results

  • benchmark: bpe_tokeniser
  • fork: python
  • ref: 0ac40acec045c4ce780cf7d887fcbe4c661e82b7
  • commit hash: 0ac40ac
  • commit date: 2024-12-14T17:25:49+02:00

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
RETURN_VALUE 218,324,340 16.1% 16.1%
RESUME_CHECK 218,182,680 16.1% 32.2%
INTERPRETER_EXIT 217,934,580 16.1% 48.3%
LOAD_FAST 139,217,100 10.3% 58.6%
LOAD_SMALL_INT 117,664,860 8.7% 67.3%
BINARY_SUBSCR 111,056,420 8.2% 75.5%
LOAD_DEREF 109,458,120 8.1% 83.6%
COPY_FREE_VARS 109,012,860 8.1% 91.7%
STORE_FAST 12,691,400 0.9% 92.6%
ENTER_EXECUTOR 9,725,300 0.7% 93.3%
LOAD_FAST_LOAD_FAST 6,239,660 0.5% 93.8%
LOAD_ATTR_METHOD_NO_DICT 5,486,800 0.4% 94.2%
BINARY_OP_ADD_INT 4,608,700 0.3% 94.5%
BINARY_SUBSCR_LIST_INT 4,475,120 0.3% 94.9%
LOAD_GLOBAL_BUILTIN 4,230,920 0.3% 95.2%
BINARY_OP 3,902,500 0.3% 95.5%
CALL_LIST_APPEND 3,616,180 0.3% 95.7%
JUMP_BACKWARD 3,566,680 0.3% 96.0%
POP_JUMP_IF_NOT_NONE 3,158,520 0.2% 96.2%
LOAD_CONST_IMMORTAL 3,086,280 0.2% 96.5%
BUILD_LIST 3,073,740 0.2% 96.7%
SWAP 2,943,720 0.2% 96.9%
FOR_ITER 2,859,800 0.2% 97.1%
POP_TOP 2,718,620 0.2% 97.3%
GET_ITER 2,683,620 0.2% 97.5%
COMPARE_OP_INT 2,502,380 0.2% 97.7%
POP_JUMP_IF_FALSE 2,448,040 0.2% 97.9%
LOAD_CONST 2,248,260 0.2% 98.0%
BINARY_SUBSCR_TUPLE_INT 2,072,100 0.2% 98.2%
BINARY_SLICE 1,910,220 0.1% 98.3%
CALL_LEN 1,863,860 0.1% 98.5%
CALL_NON_PY_GENERAL 1,825,620 0.1% 98.6%
BINARY_OP_SUBTRACT_INT 1,771,520 0.1% 98.7%
FOR_ITER_LIST 1,710,900 0.1% 98.9%
LIST_APPEND 1,663,680 0.1% 99.0%
POP_JUMP_IF_NONE 1,186,680 0.1% 99.1%
STORE_FAST_STORE_FAST 1,051,620 0.1% 99.2%
UNPACK_SEQUENCE_TWO_TUPLE 1,051,500 0.1% 99.2%
CALL_METHOD_DESCRIPTOR_FAST 990,240 0.1% 99.3%
COPY 890,100 0.1% 99.4%
LOAD_FAST_AND_CLEAR 879,600 0.1% 99.4%
STORE_FAST_LOAD_FAST 729,480 0.1% 99.5%
POP_JUMP_IF_TRUE 689,400 0.1% 99.5%
BUILD_TUPLE 675,080 0.0% 99.6%
COMPARE_OP 582,680 0.0% 99.6%
NOP 541,080 0.0% 99.7%
CALL_BUILTIN_CLASS 540,180 0.0% 99.7%
CALL_METHOD_DESCRIPTOR_FAST_WITH_KEYWORDS 491,820 0.0% 99.8%
BINARY_SUBSCR_DICT 482,280 0.0% 99.8%
STORE_SUBSCR 445,080 0.0% 99.8%
CALL_METHOD_DESCRIPTOR_O 388,080 0.0% 99.9%
JUMP_FORWARD 387,780 0.0% 99.9%
LOAD_GLOBAL_MODULE 294,360 0.0% 99.9%
CALL_PY_EXACT_ARGS 246,840 0.0% 99.9%
LOAD_ATTR_INSTANCE_VALUE 246,540 0.0% 99.9%
PUSH_NULL 93,480 0.0% 99.9%
EXTENDED_ARG 92,220 0.0% 100.0%
MAP_ADD 61,440 0.0% 100.0%
STORE_SUBSCR_DICT 61,440 0.0% 100.0%
LOAD_ATTR_MODULE 47,460 0.0% 100.0%
LOAD_ATTR 47,240 0.0% 100.0%
CALL_FUNCTION_EX 46,440 0.0% 100.0%
TO_BOOL 46,260 0.0% 100.0%
CALL_KW_NON_PY 46,260 0.0% 100.0%
MAKE_FUNCTION 46,200 0.0% 100.0%
BUILD_MAP 46,200 0.0% 100.0%
SET_FUNCTION_ATTRIBUTE 46,200 0.0% 100.0%
STORE_DEREF 46,140 0.0% 100.0%
DICT_MERGE 46,080 0.0% 100.0%
LOAD_SUPER_ATTR_METHOD 46,080 0.0% 100.0%
FOR_ITER_RANGE 15,540 0.0% 100.0%
TO_BOOL_STR 2,580 0.0% 100.0%
COMPARE_OP_STR 1,980 0.0% 100.0%
TO_BOOL_BOOL 1,080 0.0% 100.0%
LOAD_ATTR_CLASS 900 0.0% 100.0%
STORE_ATTR_SLOT 900 0.0% 100.0%
LOAD_ATTR_SLOT 840 0.0% 100.0% 21.4%
CALL_ISINSTANCE 780 0.0% 100.0%
FOR_ITER_TUPLE 780 0.0% 100.0%
CALL 680 0.0% 100.0%
CALL_BUILTIN_FAST_WITH_KEYWORDS 540 0.0% 100.0%
IS_OP 420 0.0% 100.0%
LOAD_ATTR_PROPERTY 420 0.0% 100.0%
STORE_ATTR_INSTANCE_VALUE 420 0.0% 100.0%
BINARY_OP_ADD_UNICODE 360 0.0% 100.0%
CALL_PY_GENERAL 360 0.0% 100.0%
LOAD_ATTR_METHOD_WITH_VALUES 360 0.0% 100.0%
LOAD_GLOBAL 340 0.0% 100.0%
YIELD_VALUE 300 0.0% 100.0%
CALL_TYPE_1 300 0.0% 100.0%
LOAD_ATTR_NONDESCRIPTOR_NO_DICT 300 0.0% 100.0%
CALL_METHOD_DESCRIPTOR_NOARGS 240 0.0% 100.0% 25.0%
CALL_BOUND_METHOD_EXACT_ARGS 240 0.0% 100.0%
UNPACK_SEQUENCE_TUPLE 240 0.0% 100.0%
CHECK_EXC_MATCH 180 0.0% 100.0%
POP_EXCEPT 180 0.0% 100.0%
PUSH_EXC_INFO 180 0.0% 100.0%
MAKE_CELL 180 0.0% 100.0%
STORE_ATTR 160 0.0% 100.0%
BINARY_OP_INPLACE_ADD_UNICODE 120 0.0% 100.0%
LOAD_SPECIAL 120 0.0% 100.0%
CALL_KW_PY 120 0.0% 100.0%
TO_BOOL_LIST 120 0.0% 100.0%
TO_BOOL_NONE 120 0.0% 100.0%
CALL_KW 100 0.0% 100.0%
RETURN_GENERATOR 60 0.0% 100.0%
CALL_INTRINSIC_1 60 0.0% 100.0%
LIST_EXTEND 60 0.0% 100.0%
LOAD_FAST_CHECK 60 0.0% 100.0%
BINARY_OP_SUBTRACT_FLOAT 60 0.0% 100.0%
CALL_BUILTIN_FAST 60 0.0% 100.0%
CALL_STR_1 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
RETURN_VALUE INTERPRETER_EXIT 217,934,280 16.1% 16.1%
LOAD_DEREF LOAD_FAST 109,457,700 8.1% 24.2%
COPY_FREE_VARS RESUME_CHECK 109,012,800 8.1% 32.2%
CACHE COPY_FREE_VARS 109,012,740 8.1% 40.3%
CACHE RESUME_CHECK 108,921,840 8.0% 48.3%
RESUME_CHECK LOAD_DEREF 108,920,640 8.0% 56.4%
BINARY_SUBSCR RETURN_VALUE 108,920,580 8.0% 64.4%
LOAD_FAST BINARY_SUBSCR 108,920,580 8.0% 72.5%
LOAD_SMALL_INT RETURN_VALUE 108,920,580 8.0% 80.5%
RESUME_CHECK LOAD_SMALL_INT 108,920,580 8.0% 88.6%
LOAD_FAST LOAD_ATTR_METHOD_NO_DICT 5,240,420 0.4% 89.0%
LOAD_SMALL_INT BINARY_OP_ADD_INT 4,608,700 0.3% 89.3%
ENTER_EXECUTOR ENTER_EXECUTOR 4,197,380 0.3% 89.6%
STORE_FAST LOAD_FAST 3,751,740 0.3% 89.9%
LOAD_FAST LOAD_SMALL_INT 3,743,240 0.3% 90.2%
LOAD_GLOBAL_BUILTIN LOAD_FAST 3,597,920 0.3% 90.4%
LOAD_ATTR_METHOD_NO_DICT LOAD_FAST 3,594,900 0.3% 90.7%
ENTER_EXECUTOR LOAD_FAST 3,252,400 0.2% 90.9%
LOAD_FAST POP_JUMP_IF_NOT_NONE 3,158,520 0.2% 91.2%
STORE_FAST ENTER_EXECUTOR 2,997,980 0.2% 91.4%
LOAD_FAST_LOAD_FAST BINARY_SUBSCR_LIST_INT 2,937,480 0.2% 91.6%
LOAD_FAST STORE_FAST 2,755,620 0.2% 91.8%
CALL_LIST_APPEND LOAD_FAST 2,515,000 0.2% 92.0%
LOAD_FAST_LOAD_FAST LOAD_SMALL_INT 2,492,660 0.2% 92.2%
POP_JUMP_IF_NOT_NONE LOAD_FAST 2,467,800 0.2% 92.4%
ENTER_EXECUTOR POP_TOP 2,237,160 0.2% 92.5%
LOAD_FAST CALL_LIST_APPEND 2,216,280 0.2% 92.7%
LOAD_SMALL_INT BINARY_SUBSCR_TUPLE_INT 2,072,080 0.2% 92.8%
LOAD_FAST CALL_LEN 1,863,860 0.1% 93.0%
POP_JUMP_IF_FALSE LOAD_FAST 1,772,180 0.1% 93.1%
LOAD_FAST LOAD_GLOBAL_BUILTIN 1,771,820 0.1% 93.2%
COMPARE_OP_INT POP_JUMP_IF_FALSE 1,771,700 0.1% 93.4%
CALL_LEN LOAD_SMALL_INT 1,771,640 0.1% 93.5%
LOAD_SMALL_INT BINARY_OP_SUBTRACT_INT 1,771,520 0.1% 93.6%
BINARY_OP_SUBTRACT_INT COMPARE_OP_INT 1,771,520 0.1% 93.8%
STORE_FAST LOAD_GLOBAL_BUILTIN 1,764,440 0.1% 93.9%
BINARY_OP_ADD_INT STORE_FAST 1,671,080 0.1% 94.0%
LOAD_FAST LOAD_CONST 1,663,920 0.1% 94.1%
LOAD_CONST BINARY_SUBSCR 1,663,740 0.1% 94.3%
BINARY_OP_ADD_INT BINARY_SUBSCR_LIST_INT 1,537,580 0.1% 94.4%
BINARY_SUBSCR_LIST_INT LOAD_FAST_LOAD_FAST 1,537,580 0.1% 94.5%
JUMP_BACKWARD FOR_ITER 1,535,680 0.1% 94.6%
LOAD_ATTR_METHOD_NO_DICT LOAD_FAST_LOAD_FAST 1,400,140 0.1% 94.7%
BINARY_SUBSCR_LIST_INT CALL_LIST_APPEND 1,399,900 0.1% 94.8%
FOR_ITER STORE_FAST 1,379,220 0.1% 94.9%
GET_ITER FOR_ITER 1,323,420 0.1% 95.0%
JUMP_BACKWARD FOR_ITER_LIST 1,230,660 0.1% 95.1%
LOAD_FAST POP_JUMP_IF_NONE 1,186,680 0.1% 95.2%
LOAD_CONST_IMMORTAL STORE_FAST 1,080,240 0.1% 95.3%
UNPACK_SEQUENCE_TWO_TUPLE STORE_FAST_STORE_FAST 1,051,500 0.1% 95.4%
FOR_ITER UNPACK_SEQUENCE_TWO_TUPLE 1,051,380 0.1% 95.4%
BINARY_SUBSCR_TUPLE_INT BINARY_OP 1,036,020 0.1% 95.5%
BINARY_SUBSCR_TUPLE_INT LOAD_FAST 1,036,020 0.1% 95.6%
POP_TOP LOAD_FAST 1,018,620 0.1% 95.7%
BINARY_OP STORE_FAST 1,001,280 0.1% 95.7%
STORE_FAST_STORE_FAST LOAD_FAST 990,000 0.1% 95.8%
CALL_METHOD_DESCRIPTOR_FAST STORE_FAST 990,000 0.1% 95.9%
BINARY_OP CALL_METHOD_DESCRIPTOR_FAST 989,940 0.1% 96.0%
LIST_APPEND JUMP_BACKWARD 984,900 0.1% 96.0%
STORE_FAST JUMP_BACKWARD 982,920 0.1% 96.1%
FOR_ITER_LIST STORE_FAST 981,180 0.1% 96.2%
LOAD_FAST LOAD_CONST_IMMORTAL 957,180 0.1% 96.2%
LOAD_CONST_IMMORTAL BINARY_SLICE 955,140 0.1% 96.3%
LOAD_CONST_IMMORTAL LOAD_FAST 955,140 0.1% 96.4%
BINARY_SLICE BINARY_OP 955,080 0.1% 96.5%
BINARY_SLICE LOAD_FAST_LOAD_FAST 955,080 0.1% 96.5%
BINARY_OP BUILD_LIST 955,080 0.1% 96.6%
BINARY_OP LOAD_FAST_LOAD_FAST 955,080 0.1% 96.7%
BUILD_LIST BINARY_OP 955,080 0.1% 96.7%
LOAD_FAST BINARY_SLICE 955,080 0.1% 96.8%
BINARY_OP_ADD_INT LOAD_CONST_IMMORTAL 955,080 0.1% 96.9%
BINARY_SUBSCR_LIST_INT BINARY_OP 955,080 0.1% 96.9%
LOAD_FAST BUILD_LIST 901,020 0.1% 97.0%
BUILD_LIST CALL_NON_PY_GENERAL 900,960 0.1% 97.1%
CALL_NON_PY_GENERAL LIST_APPEND 885,600 0.1% 97.1%
GET_ITER LOAD_FAST_AND_CLEAR 879,480 0.1% 97.2%
LOAD_FAST_AND_CLEAR SWAP 879,480 0.1% 97.3%
SWAP GET_ITER 879,480 0.1% 97.3%
BUILD_LIST SWAP 879,420 0.1% 97.4%
SWAP BUILD_LIST 879,420 0.1% 97.5%
CALL_LIST_APPEND ENTER_EXECUTOR 855,220 0.1% 97.5%
BINARY_SUBSCR LOAD_FAST 831,840 0.1% 97.6%
BINARY_SUBSCR CALL_NON_PY_GENERAL 831,840 0.1% 97.7%
FOR_ITER_LIST STORE_FAST_LOAD_FAST 729,480 0.1% 97.7%
LOAD_FAST GET_ITER 726,240 0.1% 97.8%
LOAD_FAST_LOAD_FAST COMPARE_OP_INT 684,540 0.1% 97.8%
POP_JUMP_IF_NONE LOAD_FAST_LOAD_FAST 684,540 0.1% 97.9%
COMPARE_OP_INT POP_JUMP_IF_TRUE 684,540 0.1% 97.9%
STORE_FAST STORE_FAST 682,260 0.1% 98.0%
LIST_APPEND ENTER_EXECUTOR 678,780 0.1% 98.0%
POP_JUMP_IF_FALSE LOAD_FAST_LOAD_FAST 582,740 0.0% 98.1%
BUILD_TUPLE LOAD_FAST 582,500 0.0% 98.1%
COMPARE_OP POP_JUMP_IF_FALSE 582,500 0.0% 98.1%
LOAD_FAST COMPARE_OP 582,500 0.0% 98.2%
BINARY_SUBSCR_LIST_INT BUILD_TUPLE 582,500 0.0% 98.2%
STORE_FAST LOAD_CONST_IMMORTAL 540,300 0.0% 98.3%
CALL_BUILTIN_CLASS GET_ITER 540,120 0.0% 98.3%
NOP LOAD_CONST_IMMORTAL 540,060 0.0% 98.4%
CALL_NON_PY_GENERAL CALL_BUILTIN_CLASS 540,060 0.0% 98.4%
LOAD_GLOBAL_BUILTIN LOAD_GLOBAL_BUILTIN 540,060 0.0% 98.4%

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.

BINARY_SLICE

Successors and predecessors for BINARY_SLICE
Predecessors Count Percentage
LOAD_CONST_IMMORTAL 955,140 50.0%
LOAD_FAST 955,080 50.0%
Successors Count Percentage
BINARY_OP 955,080 50.0%
LOAD_FAST_LOAD_FAST 955,080 50.0%
LOAD_FAST 60 0.0%

CACHE

Successors and predecessors for CACHE
Successors Count Percentage
COPY_FREE_VARS 109,012,740 50.0%
RESUME_CHECK 108,921,840 50.0%
POP_TOP 60 0.0%

BINARY_SUBSCR

Successors and predecessors for BINARY_SUBSCR
Predecessors Count Percentage
LOAD_FAST 108,920,580 98.1%
LOAD_CONST 1,663,740 1.5%
COPY 444,960 0.4%
BINARY_SUBSCR 27,100 0.0%
LOAD_SMALL_INT 40 0.0%
Successors Count Percentage
RETURN_VALUE 108,920,580 98.1%
LOAD_FAST 831,840 0.7%
CALL_NON_PY_GENERAL 831,840 0.7%
LOAD_SMALL_INT 444,960 0.4%
BINARY_SUBSCR 27,100 0.0%

BINARY_OP_INPLACE_ADD_UNICODE

Successors and predecessors for BINARY_OP_INPLACE_ADD_UNICODE
Predecessors Count Percentage
BINARY_OP_ADD_UNICODE 120 100.0%
Successors Count Percentage
JUMP_BACKWARD 120 100.0%

CHECK_EXC_MATCH

Successors and predecessors for CHECK_EXC_MATCH
Predecessors Count Percentage
LOAD_GLOBAL_BUILTIN 180 100.0%
Successors Count Percentage
POP_JUMP_IF_FALSE 180 100.0%

GET_ITER

Successors and predecessors for GET_ITER
Predecessors Count Percentage
SWAP 879,480 32.8%
LOAD_FAST 726,240 27.1%
CALL_BUILTIN_CLASS 540,120 20.1%
CALL_NON_PY_GENERAL 291,780 10.9%
CALL_METHOD_DESCRIPTOR_FAST_WITH_KEYWORDS 245,880 9.2%
Successors Count Percentage
FOR_ITER 1,323,420 49.3%
LOAD_FAST_AND_CLEAR 879,480 32.8%
FOR_ITER_LIST 480,240 17.9%
FOR_ITER_TUPLE 300 0.0%
FOR_ITER_RANGE 120 0.0%

INTERPRETER_EXIT

Successors and predecessors for INTERPRETER_EXIT
Predecessors Count Percentage
RETURN_VALUE 217,934,280 100.0%
YIELD_VALUE 300 0.0%

MAKE_FUNCTION

Successors and predecessors for MAKE_FUNCTION
Predecessors Count Percentage
LOAD_CONST 46,200 100.0%
Successors Count Percentage
SET_FUNCTION_ATTRIBUTE 46,200 100.0%

NOP

Successors and predecessors for NOP
Predecessors Count Percentage
STORE_FAST 294,420 54.4%
JUMP_BACKWARD 245,700 45.4%
RESUME_CHECK 540 0.1%
POP_JUMP_IF_FALSE 360 0.1%
POP_JUMP_IF_TRUE 60 0.0%
Successors Count Percentage
LOAD_CONST_IMMORTAL 540,060 99.8%
LOAD_FAST 660 0.1%
LOAD_GLOBAL_MODULE 360 0.1%

POP_EXCEPT

Successors and predecessors for POP_EXCEPT
Predecessors Count Percentage
SWAP 180 100.0%
Successors Count Percentage
RETURN_VALUE 180 100.0%

POP_TOP

Successors and predecessors for POP_TOP
Predecessors Count Percentage
ENTER_EXECUTOR 2,237,160 82.3%
CALL_METHOD_DESCRIPTOR_O 387,900 14.3%
CALL_NON_PY_GENERAL 46,200 1.7%
CALL_FUNCTION_EX 46,080 1.7%
RETURN_VALUE 360 0.0%
Successors Count Percentage
LOAD_FAST 1,018,620 37.5%
STORE_FAST 481,920 17.7%
ENTER_EXECUTOR 473,580 17.4%
JUMP_BACKWARD 406,080 14.9%
SWAP 245,720 9.0%

PUSH_EXC_INFO

Successors and predecessors for PUSH_EXC_INFO
Predecessors Count Percentage
LOAD_ATTR_SLOT 180 100.0%
Successors Count Percentage
LOAD_GLOBAL_BUILTIN 180 100.0%

PUSH_NULL

Successors and predecessors for PUSH_NULL
Predecessors Count Percentage
LOAD_ATTR_MODULE 46,920 50.2%
LOAD_ATTR 46,080 49.3%
CALL_TYPE_1 180 0.2%
LOAD_FAST 120 0.1%
LOAD_ATTR_CLASS 120 0.1%
Successors Count Percentage
LOAD_FAST 47,040 50.3%
CALL_NON_PY_GENERAL 46,240 49.5%
LOAD_FAST_LOAD_FAST 120 0.1%
CALL 80 0.1%

RETURN_GENERATOR

Successors and predecessors for RETURN_GENERATOR
Predecessors Count Percentage
COPY_FREE_VARS 60 100.0%
Successors Count Percentage
CALL_METHOD_DESCRIPTOR_O 40 66.7%
CALL 20 33.3%

RETURN_VALUE

Successors and predecessors for RETURN_VALUE
Predecessors Count Percentage
BINARY_SUBSCR 108,920,580 49.9%
LOAD_SMALL_INT 108,920,580 49.9%
LOAD_FAST 388,260 0.2%
LOAD_CONST_IMMORTAL 92,940 0.0%
RETURN_VALUE 300 0.0%
Successors Count Percentage
INTERPRETER_EXIT 217,934,280 99.8%
STORE_FAST 388,620 0.2%
POP_TOP 360 0.0%
RETURN_VALUE 300 0.0%
LOAD_FAST 180 0.0%

STORE_SUBSCR

Successors and predecessors for STORE_SUBSCR
Predecessors Count Percentage
SWAP 444,960 100.0%
STORE_SUBSCR 120 0.0%
Successors Count Percentage
JUMP_BACKWARD 245,760 55.2%
ENTER_EXECUTOR 199,200 44.8%
STORE_SUBSCR 120 0.0%

TO_BOOL

Successors and predecessors for TO_BOOL
Predecessors Count Percentage
LOAD_FAST 46,120 99.7%
TO_BOOL 60 0.1%
LOAD_ATTR_INSTANCE_VALUE 60 0.1%
COPY 20 0.0%
Successors Count Percentage
POP_JUMP_IF_FALSE 46,140 99.7%
TO_BOOL 60 0.1%
TO_BOOL_BOOL 20 0.0%
TO_BOOL_LIST 20 0.0%
TO_BOOL_STR 20 0.0%

BINARY_OP

Successors and predecessors for BINARY_OP
Predecessors Count Percentage
BINARY_SUBSCR_TUPLE_INT 1,036,020 26.5%
BINARY_SLICE 955,080 24.5%
BUILD_LIST 955,080 24.5%
BINARY_SUBSCR_LIST_INT 955,080 24.5%
BINARY_OP 1,040 0.0%
Successors Count Percentage
STORE_FAST 1,001,280 25.7%
CALL_METHOD_DESCRIPTOR_FAST 989,940 25.4%
BUILD_LIST 955,080 24.5%
LOAD_FAST_LOAD_FAST 955,080 24.5%
BINARY_OP 1,040 0.0%

BUILD_LIST

Successors and predecessors for BUILD_LIST
Predecessors Count Percentage
BINARY_OP 955,080 31.1%
LOAD_FAST 901,020 29.3%
SWAP 879,420 28.6%
STORE_FAST 291,900 9.5%
STORE_SUBSCR_DICT 46,080 1.5%
Successors Count Percentage
BINARY_OP 955,080 31.1%
CALL_NON_PY_GENERAL 900,960 29.3%
SWAP 879,420 28.6%
STORE_FAST 338,220 11.0%
LOAD_DEREF 60 0.0%

BUILD_MAP

Successors and predecessors for BUILD_MAP
Predecessors Count Percentage
BUILD_TUPLE 46,080 99.7%
POP_JUMP_IF_FALSE 60 0.1%
SWAP 60 0.1%
Successors Count Percentage
LOAD_FAST 46,080 99.7%
STORE_FAST 60 0.1%
SWAP 60 0.1%

BUILD_TUPLE

Successors and predecessors for BUILD_TUPLE
Predecessors Count Percentage
BINARY_SUBSCR_LIST_INT 582,500 86.3%
LOAD_FAST 92,280 13.7%
LOAD_FAST_LOAD_FAST 180 0.0%
STORE_FAST 120 0.0%
Successors Count Percentage
LOAD_FAST 582,500 86.3%
LOAD_CONST 46,200 6.8%
BUILD_MAP 46,080 6.8%
RETURN_VALUE 120 0.0%
BINARY_SUBSCR_DICT 120 0.0%

CALL

Successors and predecessors for CALL
Predecessors Count Percentage
LOAD_FAST 160 23.5%
LOAD_FAST_LOAD_FAST 100 14.7%
PUSH_NULL 80 11.8%
LOAD_CONST_IMMORTAL 80 11.8%
LOAD_ATTR_METHOD_NO_DICT 40 5.9%
Successors Count Percentage
CALL_PY_EXACT_ARGS 260 38.2%
CALL_NON_PY_GENERAL 140 20.6%
CALL_PY_GENERAL 80 11.8%
CALL_METHOD_DESCRIPTOR_NOARGS 60 8.8%
CALL_BUILTIN_CLASS 40 5.9%

CALL_FUNCTION_EX

Successors and predecessors for CALL_FUNCTION_EX
Predecessors Count Percentage
DICT_MERGE 46,080 99.2%
LOAD_FAST 300 0.6%
CALL_INTRINSIC_1 60 0.1%
Successors Count Percentage
POP_TOP 46,080 99.4%
RETURN_VALUE 180 0.4%
RESUME_CHECK 120 0.3%

CALL_INTRINSIC_1

Successors and predecessors for CALL_INTRINSIC_1
Predecessors Count Percentage
LIST_EXTEND 60 100.0%
Successors Count Percentage
CALL_FUNCTION_EX 60 100.0%

CALL_KW

Successors and predecessors for CALL_KW
Predecessors Count Percentage
LOAD_CONST 100 100.0%
Successors Count Percentage
CALL_KW_NON_PY 60 60.0%
CALL_KW_PY 40 40.0%

COMPARE_OP

Successors and predecessors for COMPARE_OP
Predecessors Count Percentage
LOAD_FAST 582,500 100.0%
COMPARE_OP 140 0.0%
LOAD_CONST 20 0.0%
LOAD_CONST_IMMORTAL 20 0.0%
Successors Count Percentage
POP_JUMP_IF_FALSE 582,500 100.0%
COMPARE_OP 140 0.0%
COMPARE_OP_INT 20 0.0%
COMPARE_OP_STR 20 0.0%

COPY

Successors and predecessors for COPY
Predecessors Count Percentage
LOAD_FAST 445,020 50.0%
COPY 444,960 50.0%
RETURN_VALUE 60 0.0%
CALL_KW_NON_PY 60 0.0%
Successors Count Percentage
BINARY_SUBSCR 444,960 50.0%
COPY 444,960 50.0%
TO_BOOL_STR 100 0.0%
LOAD_SPECIAL 60 0.0%
TO_BOOL 20 0.0%

COPY_FREE_VARS

Successors and predecessors for COPY_FREE_VARS
Predecessors Count Percentage
CACHE 109,012,740 100.0%
CALL_PY_EXACT_ARGS 120 0.0%
Successors Count Percentage
RESUME_CHECK 109,012,800 100.0%
RETURN_GENERATOR 60 0.0%

DICT_MERGE

Successors and predecessors for DICT_MERGE
Predecessors Count Percentage
LOAD_FAST 46,080 100.0%
Successors Count Percentage
CALL_FUNCTION_EX 46,080 100.0%

EXTENDED_ARG

Successors and predecessors for EXTENDED_ARG
Predecessors Count Percentage
COMPARE_OP_INT 46,140 50.0%
STORE_FAST 46,080 50.0%
Successors Count Percentage
POP_JUMP_IF_FALSE 46,140 50.0%
JUMP_BACKWARD 46,080 50.0%

FOR_ITER

Successors and predecessors for FOR_ITER
Predecessors Count Percentage
JUMP_BACKWARD 1,535,680 53.7%
GET_ITER 1,323,420 46.3%
FOR_ITER 700 0.0%
Successors Count Percentage
STORE_FAST 1,379,220 48.2%
UNPACK_SEQUENCE_TWO_TUPLE 1,051,380 36.8%
LOAD_FAST 287,280 10.0%
JUMP_BACKWARD 85,980 3.0%
SWAP 48,700 1.7%

IS_OP

Successors and predecessors for IS_OP
Predecessors Count Percentage
LOAD_GLOBAL_MODULE 240 57.1%
LOAD_ATTR_NONDESCRIPTOR_NO_DICT 120 28.6%
LOAD_CONST_IMMORTAL 60 14.3%
Successors Count Percentage
POP_JUMP_IF_FALSE 360 85.7%
STORE_FAST 60 14.3%

JUMP_BACKWARD

Successors and predecessors for JUMP_BACKWARD
Predecessors Count Percentage
LIST_APPEND 984,900 27.6%
STORE_FAST 982,920 27.6%
POP_TOP 406,080 11.4%
CALL_LIST_APPEND 245,960 6.9%
STORE_SUBSCR 245,760 6.9%
Successors Count Percentage
FOR_ITER 1,535,680 43.1%
FOR_ITER_LIST 1,230,660 34.5%
LOAD_FAST 491,980 13.8%
NOP 245,700 6.9%
LOAD_GLOBAL_BUILTIN 46,080 1.3%

JUMP_FORWARD

Successors and predecessors for JUMP_FORWARD
Predecessors Count Percentage
POP_JUMP_IF_NOT_NONE 349,920 90.2%
ENTER_EXECUTOR 37,800 9.7%
STORE_FAST 60 0.0%
Successors Count Percentage
LOAD_FAST 387,780 100.0%

LIST_APPEND

Successors and predecessors for LIST_APPEND
Predecessors Count Percentage
CALL_NON_PY_GENERAL 885,600 53.2%
BINARY_SUBSCR_DICT 481,860 29.0%
STORE_FAST 294,360 17.7%
LOAD_FAST 1,860 0.1%
Successors Count Percentage
JUMP_BACKWARD 984,900 59.2%
ENTER_EXECUTOR 678,780 40.8%

LIST_EXTEND

Successors and predecessors for LIST_EXTEND
Predecessors Count Percentage
LOAD_DEREF 60 100.0%
Successors Count Percentage
CALL_INTRINSIC_1 60 100.0%

LOAD_ATTR

Successors and predecessors for LOAD_ATTR
Predecessors Count Percentage
LOAD_FAST 46,800 99.1%
LOAD_GLOBAL_MODULE 180 0.4%
LOAD_ATTR 120 0.3%
RETURN_VALUE 40 0.1%
LOAD_ATTR_INSTANCE_VALUE 40 0.1%
Successors Count Percentage
PUSH_NULL 46,080 97.5%
LOAD_FAST 240 0.5%
LOAD_FAST_LOAD_FAST 180 0.4%
LOAD_ATTR_METHOD_NO_DICT 180 0.4%
LOAD_ATTR 120 0.3%

LOAD_CONST

Successors and predecessors for LOAD_CONST
Predecessors Count Percentage
LOAD_FAST 1,663,920 74.0%
LOAD_ATTR_METHOD_NO_DICT 491,580 21.9%
BUILD_TUPLE 46,200 2.1%
SET_FUNCTION_ATTRIBUTE 46,080 2.0%
LOAD_CONST_IMMORTAL 120 0.0%
Successors Count Percentage
BINARY_SUBSCR 1,663,740 74.0%
CALL_METHOD_DESCRIPTOR_FAST_WITH_KEYWORDS 491,520 21.9%
MAKE_FUNCTION 46,200 2.1%
CALL_KW_NON_PY 46,200 2.1%
STORE_FAST 120 0.0%

LOAD_DEREF

Successors and predecessors for LOAD_DEREF
Predecessors Count Percentage
RESUME_CHECK 108,920,640 99.5%
STORE_FAST 445,260 0.4%
LOAD_GLOBAL_BUILTIN 92,160 0.1%
BUILD_LIST 60 0.0%
Successors Count Percentage
LOAD_FAST 109,457,700 100.0%
LOAD_ATTR_INSTANCE_VALUE 300 0.0%
PUSH_NULL 60 0.0%
LIST_EXTEND 60 0.0%

LOAD_FAST

Successors and predecessors for LOAD_FAST
Predecessors Count Percentage
LOAD_DEREF 109,457,700 78.6%
STORE_FAST 3,751,740 2.7%
LOAD_GLOBAL_BUILTIN 3,597,920 2.6%
LOAD_ATTR_METHOD_NO_DICT 3,594,900 2.6%
ENTER_EXECUTOR 3,252,400 2.3%
Successors Count Percentage
BINARY_SUBSCR 108,920,580 78.2%
LOAD_ATTR_METHOD_NO_DICT 5,240,420 3.8%
LOAD_SMALL_INT 3,743,240 2.7%
POP_JUMP_IF_NOT_NONE 3,158,520 2.3%
STORE_FAST 2,755,620 2.0%

LOAD_FAST_AND_CLEAR

Successors and predecessors for LOAD_FAST_AND_CLEAR
Predecessors Count Percentage
GET_ITER 879,480 100.0%
LOAD_FAST_AND_CLEAR 120 0.0%
Successors Count Percentage
SWAP 879,480 100.0%
LOAD_FAST_AND_CLEAR 120 0.0%

LOAD_FAST_CHECK

Successors and predecessors for LOAD_FAST_CHECK
Predecessors Count Percentage
LOAD_GLOBAL_MODULE 60 100.0%
Successors Count Percentage
CALL_PY_EXACT_ARGS 40 66.7%
CALL 20 33.3%

LOAD_FAST_LOAD_FAST

Successors and predecessors for LOAD_FAST_LOAD_FAST
Predecessors Count Percentage
BINARY_SUBSCR_LIST_INT 1,537,580 24.6%
LOAD_ATTR_METHOD_NO_DICT 1,400,140 22.4%
BINARY_SLICE 955,080 15.3%
BINARY_OP 955,080 15.3%
POP_JUMP_IF_NONE 684,540 11.0%
Successors Count Percentage
BINARY_SUBSCR_LIST_INT 2,937,480 47.1%
LOAD_SMALL_INT 2,492,660 39.9%
COMPARE_OP_INT 684,540 11.0%
MAP_ADD 61,440 1.0%
LOAD_FAST 46,500 0.7%

LOAD_GLOBAL

Successors and predecessors for LOAD_GLOBAL
Predecessors Count Percentage
STORE_FAST 140 41.2%
RESUME_CHECK 100 29.4%
FOR_ITER_RANGE 40 11.8%
POP_TOP 20 5.9%
LOAD_GLOBAL_MODULE 20 5.9%
Successors Count Percentage
LOAD_GLOBAL_MODULE 280 82.4%
LOAD_GLOBAL_BUILTIN 60 17.6%

LOAD_SMALL_INT

Successors and predecessors for LOAD_SMALL_INT
Predecessors Count Percentage
RESUME_CHECK 108,920,580 92.6%
LOAD_FAST 3,743,240 3.2%
LOAD_FAST_LOAD_FAST 2,492,660 2.1%
CALL_LEN 1,771,640 1.5%
BINARY_SUBSCR 444,960 0.4%
Successors Count Percentage
RETURN_VALUE 108,920,580 92.6%
BINARY_OP_ADD_INT 4,608,700 3.9%
BINARY_SUBSCR_TUPLE_INT 2,072,080 1.8%
BINARY_OP_SUBTRACT_INT 1,771,520 1.5%
STORE_FAST 291,780 0.2%

LOAD_SPECIAL

Successors and predecessors for LOAD_SPECIAL
Predecessors Count Percentage
COPY 60 50.0%
SWAP 60 50.0%
Successors Count Percentage
SWAP 60 50.0%
CALL_METHOD_DESCRIPTOR_NOARGS 40 33.3%
CALL 20 16.7%

MAKE_CELL

Successors and predecessors for MAKE_CELL
Predecessors Count Percentage
CALL_KW_PY 60 33.3%
CALL_PY_EXACT_ARGS 60 33.3%
CALL_PY_GENERAL 60 33.3%
Successors Count Percentage
RESUME_CHECK 180 100.0%

MAP_ADD

Successors and predecessors for MAP_ADD
Predecessors Count Percentage
LOAD_FAST_LOAD_FAST 61,440 100.0%
Successors Count Percentage
JUMP_BACKWARD 61,440 100.0%

POP_JUMP_IF_FALSE

Successors and predecessors for POP_JUMP_IF_FALSE
Predecessors Count Percentage
COMPARE_OP_INT 1,771,700 72.4%
COMPARE_OP 582,500 23.8%
TO_BOOL 46,140 1.9%
EXTENDED_ARG 46,140 1.9%
TO_BOOL_BOOL 660 0.0%
Successors Count Percentage
LOAD_FAST 1,772,180 72.4%
LOAD_FAST_LOAD_FAST 582,740 23.8%
LOAD_GLOBAL_MODULE 46,200 1.9%
LOAD_CONST_IMMORTAL 46,140 1.9%
NOP 360 0.0%

POP_JUMP_IF_NONE

Successors and predecessors for POP_JUMP_IF_NONE
Predecessors Count Percentage
LOAD_FAST 1,186,680 100.0%
Successors Count Percentage
LOAD_FAST_LOAD_FAST 684,540 57.7%
LOAD_FAST 502,140 42.3%

POP_JUMP_IF_NOT_NONE

Successors and predecessors for POP_JUMP_IF_NOT_NONE
Predecessors Count Percentage
LOAD_FAST 3,158,520 100.0%
Successors Count Percentage
LOAD_FAST 2,467,800 78.1%
JUMP_FORWARD 349,920 11.1%
JUMP_BACKWARD 245,760 7.8%
ENTER_EXECUTOR 94,980 3.0%
LOAD_CONST 60 0.0%

POP_JUMP_IF_TRUE

Successors and predecessors for POP_JUMP_IF_TRUE
Predecessors Count Percentage
COMPARE_OP_INT 684,540 99.3%
TO_BOOL_STR 2,460 0.4%
COMPARE_OP_STR 1,920 0.3%
TO_BOOL_BOOL 420 0.1%
TO_BOOL_LIST 60 0.0%
Successors Count Percentage
JUMP_BACKWARD 245,760 35.6%
LOAD_FAST 222,180 32.2%
ENTER_EXECUTOR 221,280 32.1%
LOAD_FAST_LOAD_FAST 120 0.0%
NOP 60 0.0%

SET_FUNCTION_ATTRIBUTE

Successors and predecessors for SET_FUNCTION_ATTRIBUTE
Predecessors Count Percentage
MAKE_FUNCTION 46,200 100.0%
Successors Count Percentage
LOAD_CONST 46,080 99.7%
LOAD_FAST 60 0.1%
STORE_FAST 60 0.1%

STORE_ATTR

Successors and predecessors for STORE_ATTR
Predecessors Count Percentage
LOAD_FAST_LOAD_FAST 100 62.5%
LOAD_FAST 60 37.5%
Successors Count Percentage
STORE_ATTR_INSTANCE_VALUE 80 50.0%
STORE_ATTR_SLOT 80 50.0%

STORE_DEREF

Successors and predecessors for STORE_DEREF
Predecessors Count Percentage
CALL_NON_PY_GENERAL 46,140 100.0%
Successors Count Percentage
LOAD_FAST 46,140 100.0%

STORE_FAST

Successors and predecessors for STORE_FAST
Predecessors Count Percentage
LOAD_FAST 2,755,620 21.7%
BINARY_OP_ADD_INT 1,671,080 13.2%
FOR_ITER 1,379,220 10.9%
LOAD_CONST_IMMORTAL 1,080,240 8.5%
BINARY_OP 1,001,280 7.9%
Successors Count Percentage
LOAD_FAST 3,751,740 29.6%
ENTER_EXECUTOR 2,997,980 23.6%
LOAD_GLOBAL_BUILTIN 1,764,440 13.9%
JUMP_BACKWARD 982,920 7.7%
STORE_FAST 682,260 5.4%

STORE_FAST_LOAD_FAST

Successors and predecessors for STORE_FAST_LOAD_FAST
Predecessors Count Percentage
FOR_ITER_LIST 729,480 100.0%
Successors Count Percentage
LOAD_FAST 481,860 66.1%
LOAD_ATTR_METHOD_NO_DICT 245,760 33.7%
TO_BOOL_STR 1,860 0.3%

STORE_FAST_STORE_FAST

Successors and predecessors for STORE_FAST_STORE_FAST
Predecessors Count Percentage
UNPACK_SEQUENCE_TWO_TUPLE 1,051,500 100.0%
UNPACK_SEQUENCE_TUPLE 120 0.0%
Successors Count Percentage
LOAD_FAST 990,000 94.1%
LOAD_FAST_LOAD_FAST 61,500 5.8%
STORE_FAST 120 0.0%

SWAP

Successors and predecessors for SWAP
Predecessors Count Percentage
LOAD_FAST_AND_CLEAR 879,480 29.9%
BUILD_LIST 879,420 29.9%
SWAP 445,020 15.1%
BINARY_OP_ADD_INT 444,960 15.1%
POP_TOP 245,720 8.3%
Successors Count Percentage
GET_ITER 879,480 29.9%
BUILD_LIST 879,420 29.9%
SWAP 445,020 15.1%
STORE_SUBSCR 444,960 15.1%
STORE_FAST 294,540 10.0%

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%

YIELD_VALUE

Successors and predecessors for YIELD_VALUE
Predecessors Count Percentage
BINARY_SUBSCR_DICT 300 100.0%
Successors Count Percentage
INTERPRETER_EXIT 300 100.0%

BINARY_OP_ADD_INT

Successors and predecessors for BINARY_OP_ADD_INT
Predecessors Count Percentage
LOAD_SMALL_INT 4,608,700 100.0%
Successors Count Percentage
STORE_FAST 1,671,080 36.3%
BINARY_SUBSCR_LIST_INT 1,537,580 33.4%
LOAD_CONST_IMMORTAL 955,080 20.7%
SWAP 444,960 9.7%

BINARY_OP_ADD_UNICODE

Successors and predecessors for BINARY_OP_ADD_UNICODE
Predecessors Count Percentage
LOAD_FAST 120 33.3%
LOAD_FAST_LOAD_FAST 120 33.3%
CALL_METHOD_DESCRIPTOR_O 120 33.3%
Successors Count Percentage
BINARY_OP_INPLACE_ADD_UNICODE 120 33.3%
RETURN_VALUE 120 33.3%
LOAD_FAST 120 33.3%

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
RETURN_VALUE 60 100.0%

BINARY_OP_SUBTRACT_INT

Successors and predecessors for BINARY_OP_SUBTRACT_INT
Predecessors Count Percentage
LOAD_SMALL_INT 1,771,520 100.0%
Successors Count Percentage
COMPARE_OP_INT 1,771,520 100.0%

BINARY_SUBSCR_DICT

Successors and predecessors for BINARY_SUBSCR_DICT
Predecessors Count Percentage
LOAD_FAST 482,160 100.0%
BUILD_TUPLE 120 0.0%
Successors Count Percentage
LIST_APPEND 481,860 99.9%
YIELD_VALUE 300 0.1%
RETURN_VALUE 120 0.0%

BINARY_SUBSCR_LIST_INT

Successors and predecessors for BINARY_SUBSCR_LIST_INT
Predecessors Count Percentage
LOAD_FAST_LOAD_FAST 2,937,480 65.6%
BINARY_OP_ADD_INT 1,537,580 34.4%
LOAD_SMALL_INT 40 0.0%
BINARY_SUBSCR 20 0.0%
Successors Count Percentage
LOAD_FAST_LOAD_FAST 1,537,580 34.4%
CALL_LIST_APPEND 1,399,900 31.3%
BINARY_OP 955,080 21.3%
BUILD_TUPLE 582,500 13.0%
RETURN_VALUE 60 0.0%

BINARY_SUBSCR_TUPLE_INT

Successors and predecessors for BINARY_SUBSCR_TUPLE_INT
Predecessors Count Percentage
LOAD_SMALL_INT 2,072,080 100.0%
BINARY_SUBSCR 20 0.0%
Successors Count Percentage
BINARY_OP 1,036,020 50.0%
LOAD_FAST 1,036,020 50.0%
STORE_FAST 60 0.0%

CALL_BOUND_METHOD_EXACT_ARGS

Successors and predecessors for CALL_BOUND_METHOD_EXACT_ARGS
Predecessors Count Percentage
LOAD_FAST 160 66.7%
RETURN_VALUE 60 25.0%
CALL 20 8.3%
Successors Count Percentage
RESUME_CHECK 240 100.0%

CALL_BUILTIN_CLASS

Successors and predecessors for CALL_BUILTIN_CLASS
Predecessors Count Percentage
CALL_NON_PY_GENERAL 540,060 100.0%
CALL 40 0.0%
LOAD_FAST 40 0.0%
LOAD_CONST_IMMORTAL 40 0.0%
Successors Count Percentage
GET_ITER 540,120 100.0%
STORE_FAST 60 0.0%

CALL_BUILTIN_FAST

Successors and predecessors for CALL_BUILTIN_FAST
Predecessors Count Percentage
LOAD_FAST 60 100.0%
Successors Count Percentage
UNPACK_SEQUENCE_TWO_TUPLE 60 100.0%

CALL_BUILTIN_FAST_WITH_KEYWORDS

Successors and predecessors for CALL_BUILTIN_FAST_WITH_KEYWORDS
Predecessors Count Percentage
LOAD_FAST 540 100.0%
Successors Count Percentage
STORE_FAST 420 77.8%
UNPACK_SEQUENCE_TUPLE 120 22.2%

CALL_ISINSTANCE

Successors and predecessors for CALL_ISINSTANCE
Predecessors Count Percentage
LOAD_GLOBAL_MODULE 480 61.5%
LOAD_GLOBAL_BUILTIN 300 38.5%
Successors Count Percentage
TO_BOOL_BOOL 780 100.0%

CALL_KW_NON_PY

Successors and predecessors for CALL_KW_NON_PY
Predecessors Count Percentage
LOAD_CONST 46,200 99.9%
CALL_KW 60 0.1%
Successors Count Percentage
STORE_FAST 46,080 99.6%
RETURN_VALUE 120 0.3%
COPY 60 0.1%

CALL_KW_PY

Successors and predecessors for CALL_KW_PY
Predecessors Count Percentage
LOAD_CONST 80 66.7%
CALL_KW 40 33.3%
Successors Count Percentage
MAKE_CELL 60 50.0%
RESUME_CHECK 60 50.0%

CALL_LEN

Successors and predecessors for CALL_LEN
Predecessors Count Percentage
LOAD_FAST 1,863,860 100.0%
Successors Count Percentage
LOAD_SMALL_INT 1,771,640 95.1%
LOAD_FAST 46,140 2.5%
STORE_FAST 46,080 2.5%

CALL_LIST_APPEND

Successors and predecessors for CALL_LIST_APPEND
Predecessors Count Percentage
LOAD_FAST 2,216,280 61.3%
BINARY_SUBSCR_LIST_INT 1,399,900 38.7%
Successors Count Percentage
LOAD_FAST 2,515,000 69.5%
ENTER_EXECUTOR 855,220 23.6%
JUMP_BACKWARD 245,960 6.8%

CALL_METHOD_DESCRIPTOR_FAST

Successors and predecessors for CALL_METHOD_DESCRIPTOR_FAST
Predecessors Count Percentage
BINARY_OP 989,940 100.0%
LOAD_FAST 240 0.0%
LOAD_ATTR 40 0.0%
CALL 20 0.0%
Successors Count Percentage
STORE_FAST 990,000 100.0%
TO_BOOL_BOOL 240 0.0%

CALL_METHOD_DESCRIPTOR_FAST_WITH_KEYWORDS

Successors and predecessors for CALL_METHOD_DESCRIPTOR_FAST_WITH_KEYWORDS
Predecessors Count Percentage
LOAD_CONST 491,520 99.9%
LOAD_FAST 280 0.1%
CALL 20 0.0%
Successors Count Percentage
GET_ITER 245,880 50.0%
STORE_FAST 245,880 50.0%
RETURN_VALUE 60 0.0%

CALL_METHOD_DESCRIPTOR_NOARGS

Successors and predecessors for CALL_METHOD_DESCRIPTOR_NOARGS
Predecessors Count Percentage
LOAD_ATTR_METHOD_NO_DICT 140 58.3%
CALL 60 25.0%
LOAD_SPECIAL 40 16.7%
Successors Count Percentage
GET_ITER 60 25.0%
POP_TOP 60 25.0%
STORE_FAST 60 25.0%
UNPACK_SEQUENCE_TWO_TUPLE 40 16.7%
UNPACK_SEQUENCE 20 8.3%

CALL_METHOD_DESCRIPTOR_O

Successors and predecessors for CALL_METHOD_DESCRIPTOR_O
Predecessors Count Percentage
LOAD_FAST 387,840 99.9%
LOAD_ATTR_SLOT 120 0.0%
RETURN_GENERATOR 40 0.0%
BUILD_TUPLE 40 0.0%
CALL 40 0.0%
Successors Count Percentage
POP_TOP 387,900 100.0%
BINARY_OP_ADD_UNICODE 120 0.0%
RETURN_VALUE 60 0.0%

CALL_NON_PY_GENERAL

Successors and predecessors for CALL_NON_PY_GENERAL
Predecessors Count Percentage
BUILD_LIST 900,960 49.4%
BINARY_SUBSCR 831,840 45.6%
PUSH_NULL 46,240 2.5%
LOAD_SUPER_ATTR_METHOD 46,080 2.5%
LOAD_FAST 240 0.0%
Successors Count Percentage
LIST_APPEND 885,600 48.5%
CALL_BUILTIN_CLASS 540,060 29.6%
GET_ITER 291,780 16.0%
POP_TOP 46,200 2.5%
STORE_DEREF 46,140 2.5%

CALL_PY_EXACT_ARGS

Successors and predecessors for CALL_PY_EXACT_ARGS
Predecessors Count Percentage
LOAD_FAST 246,060 99.7%
CALL 260 0.1%
LOAD_FAST_LOAD_FAST 240 0.1%
BINARY_SUBSCR 40 0.0%
GET_ITER 40 0.0%
Successors Count Percentage
RESUME_CHECK 246,660 99.9%
COPY_FREE_VARS 120 0.0%
MAKE_CELL 60 0.0%

CALL_PY_GENERAL

Successors and predecessors for CALL_PY_GENERAL
Predecessors Count Percentage
LOAD_FAST_LOAD_FAST 160 44.4%
CALL 80 22.2%
LOAD_FAST 80 22.2%
LOAD_CONST_IMMORTAL 40 11.1%
Successors Count Percentage
RESUME_CHECK 300 83.3%
MAKE_CELL 60 16.7%

CALL_STR_1

Successors and predecessors for CALL_STR_1
Predecessors Count Percentage
LOAD_FAST 60 100.0%
Successors Count Percentage
RETURN_VALUE 60 100.0%

CALL_TYPE_1

Successors and predecessors for CALL_TYPE_1
Predecessors Count Percentage
LOAD_FAST 300 100.0%
Successors Count Percentage
PUSH_NULL 180 60.0%
LOAD_FAST_LOAD_FAST 120 40.0%

COMPARE_OP_INT

Successors and predecessors for COMPARE_OP_INT
Predecessors Count Percentage
BINARY_OP_SUBTRACT_INT 1,771,520 70.8%
LOAD_FAST_LOAD_FAST 684,540 27.4%
LOAD_FAST 46,140 1.8%
LOAD_SMALL_INT 120 0.0%
LOAD_CONST_IMMORTAL 40 0.0%
Successors Count Percentage
POP_JUMP_IF_FALSE 1,771,700 70.8%
POP_JUMP_IF_TRUE 684,540 27.4%
EXTENDED_ARG 46,140 1.8%

COMPARE_OP_STR

Successors and predecessors for COMPARE_OP_STR
Predecessors Count Percentage
LOAD_CONST_IMMORTAL 1,920 97.0%
LOAD_CONST 40 2.0%
COMPARE_OP 20 1.0%
Successors Count Percentage
POP_JUMP_IF_TRUE 1,920 97.0%
POP_JUMP_IF_FALSE 60 3.0%

FOR_ITER_LIST

Successors and predecessors for FOR_ITER_LIST
Predecessors Count Percentage
JUMP_BACKWARD 1,230,660 71.9%
GET_ITER 480,240 28.1%
Successors Count Percentage
STORE_FAST 981,180 57.3%
STORE_FAST_LOAD_FAST 729,480 42.6%
SWAP 120 0.0%
LOAD_FAST 60 0.0%
LOAD_CONST_IMMORTAL 60 0.0%

FOR_ITER_RANGE

Successors and predecessors for FOR_ITER_RANGE
Predecessors Count Percentage
JUMP_BACKWARD 15,420 99.2%
GET_ITER 120 0.8%
Successors Count Percentage
STORE_FAST 15,420 99.2%
LOAD_GLOBAL_MODULE 80 0.5%
LOAD_GLOBAL 40 0.3%

FOR_ITER_TUPLE

Successors and predecessors for FOR_ITER_TUPLE
Predecessors Count Percentage
JUMP_BACKWARD 480 61.5%
GET_ITER 300 38.5%
Successors Count Percentage
STORE_FAST 480 61.5%
LOAD_FAST_LOAD_FAST 240 30.8%
LOAD_FAST 60 7.7%

LOAD_ATTR_CLASS

Successors and predecessors for LOAD_ATTR_CLASS
Predecessors Count Percentage
LOAD_FAST 480 53.3%
LOAD_GLOBAL_BUILTIN 240 26.7%
LOAD_GLOBAL_MODULE 180 20.0%
Successors Count Percentage
LOAD_ATTR_MODULE 480 53.3%
LOAD_FAST 240 26.7%
PUSH_NULL 120 13.3%
LOAD_FAST_LOAD_FAST 60 6.7%

LOAD_ATTR_INSTANCE_VALUE

Successors and predecessors for LOAD_ATTR_INSTANCE_VALUE
Predecessors Count Percentage
LOAD_FAST 246,080 99.8%
LOAD_DEREF 300 0.1%
LOAD_FAST_LOAD_FAST 100 0.0%
LOAD_ATTR 60 0.0%
Successors Count Percentage
LOAD_FAST 246,180 99.9%
LOAD_ATTR_METHOD_NO_DICT 200 0.1%
TO_BOOL 60 0.0%
LOAD_ATTR 40 0.0%
CALL_PY_EXACT_ARGS 40 0.0%

LOAD_ATTR_METHOD_NO_DICT

Successors and predecessors for LOAD_ATTR_METHOD_NO_DICT
Predecessors Count Percentage
LOAD_FAST 5,240,420 95.5%
STORE_FAST_LOAD_FAST 245,760 4.5%
LOAD_ATTR_INSTANCE_VALUE 200 0.0%
LOAD_ATTR 180 0.0%
LOAD_ATTR_MODULE 120 0.0%
Successors Count Percentage
LOAD_FAST 3,594,900 65.5%
LOAD_FAST_LOAD_FAST 1,400,140 25.5%
LOAD_CONST 491,580 9.0%
CALL_METHOD_DESCRIPTOR_NOARGS 140 0.0%
CALL 40 0.0%

LOAD_ATTR_METHOD_WITH_VALUES

Successors and predecessors for LOAD_ATTR_METHOD_WITH_VALUES
Predecessors Count Percentage
LOAD_FAST 240 66.7%
LOAD_ATTR 120 33.3%
Successors Count Percentage
LOAD_FAST 240 66.7%
LOAD_CONST 60 16.7%
LOAD_FAST_LOAD_FAST 60 16.7%

LOAD_ATTR_MODULE

Successors and predecessors for LOAD_ATTR_MODULE
Predecessors Count Percentage
LOAD_GLOBAL_MODULE 46,800 98.6%
LOAD_ATTR_CLASS 480 1.0%
LOAD_ATTR 120 0.3%
LOAD_ATTR_NONDESCRIPTOR_NO_DICT 60 0.1%
Successors Count Percentage
PUSH_NULL 46,920 98.9%
STORE_FAST 240 0.5%
LOAD_FAST 120 0.3%
LOAD_ATTR_METHOD_NO_DICT 120 0.3%
LOAD_CONST_IMMORTAL 60 0.1%

LOAD_ATTR_NONDESCRIPTOR_NO_DICT

Successors and predecessors for LOAD_ATTR_NONDESCRIPTOR_NO_DICT
Predecessors Count Percentage
LOAD_FAST 300 100.0%
Successors Count Percentage
IS_OP 120 40.0%
LOAD_FAST 120 40.0%
LOAD_ATTR_MODULE 60 20.0%

LOAD_ATTR_PROPERTY

Successors and predecessors for LOAD_ATTR_PROPERTY
Predecessors Count Percentage
LOAD_FAST 300 71.4%
LOAD_ATTR 80 19.0%
CALL_NON_PY_GENERAL 40 9.5%
Successors Count Percentage
RESUME_CHECK 420 100.0%

LOAD_ATTR_SLOT

Successors and predecessors for LOAD_ATTR_SLOT
Predecessors Count Percentage
LOAD_FAST 840 100.0%
Successors Count Percentage
RETURN_VALUE 240 28.6%
PUSH_EXC_INFO 180 21.4%
SWAP 180 21.4%
STORE_FAST 120 14.3%
CALL_METHOD_DESCRIPTOR_O 120 14.3%

LOAD_CONST_IMMORTAL

Successors and predecessors for LOAD_CONST_IMMORTAL
Predecessors Count Percentage
LOAD_FAST 957,180 31.0%
BINARY_OP_ADD_INT 955,080 30.9%
STORE_FAST 540,300 17.5%
NOP 540,060 17.5%
POP_TOP 46,380 1.5%
Successors Count Percentage
STORE_FAST 1,080,240 35.0%
BINARY_SLICE 955,140 30.9%
LOAD_FAST 955,140 30.9%
RETURN_VALUE 92,940 3.0%
COMPARE_OP_STR 1,920 0.1%

LOAD_GLOBAL_BUILTIN

Successors and predecessors for LOAD_GLOBAL_BUILTIN
Predecessors Count Percentage
LOAD_FAST 1,771,820 41.9%
STORE_FAST 1,764,440 41.7%
LOAD_GLOBAL_BUILTIN 540,060 12.8%
RESUME_CHECK 46,500 1.1%
POP_TOP 46,120 1.1%
Successors Count Percentage
LOAD_FAST 3,597,920 85.0%
LOAD_GLOBAL_BUILTIN 540,060 12.8%
LOAD_DEREF 92,160 2.2%
CALL_ISINSTANCE 300 0.0%
LOAD_ATTR_CLASS 240 0.0%

LOAD_GLOBAL_MODULE

Successors and predecessors for LOAD_GLOBAL_MODULE
Predecessors Count Percentage
STORE_FAST 246,140 83.6%
POP_JUMP_IF_FALSE 46,200 15.7%
LOAD_FAST 720 0.2%
RESUME_CHECK 380 0.1%
NOP 360 0.1%
Successors Count Percentage
LOAD_FAST 245,820 83.5%
LOAD_ATTR_MODULE 46,800 15.9%
CALL_ISINSTANCE 480 0.2%
LOAD_FAST_LOAD_FAST 300 0.1%
IS_OP 240 0.1%

LOAD_SUPER_ATTR_METHOD

Successors and predecessors for LOAD_SUPER_ATTR_METHOD
Predecessors Count Percentage
LOAD_FAST 46,080 100.0%
Successors Count Percentage
CALL_NON_PY_GENERAL 46,080 100.0%

RESUME_CHECK

Successors and predecessors for RESUME_CHECK
Predecessors Count Percentage
COPY_FREE_VARS 109,012,800 50.0%
CACHE 108,921,840 49.9%
CALL_PY_EXACT_ARGS 246,660 0.1%
LOAD_ATTR_PROPERTY 420 0.0%
CALL_PY_GENERAL 300 0.0%
Successors Count Percentage
LOAD_DEREF 108,920,640 49.9%
LOAD_SMALL_INT 108,920,580 49.9%
LOAD_FAST 293,160 0.1%
LOAD_GLOBAL_BUILTIN 46,500 0.0%
NOP 540 0.0%

STORE_ATTR_INSTANCE_VALUE

Successors and predecessors for STORE_ATTR_INSTANCE_VALUE
Predecessors Count Percentage
LOAD_FAST 200 47.6%
LOAD_FAST_LOAD_FAST 140 33.3%
STORE_ATTR 80 19.0%
Successors Count Percentage
LOAD_CONST_IMMORTAL 180 42.9%
LOAD_FAST 120 28.6%
LOAD_FAST_LOAD_FAST 60 14.3%
LOAD_GLOBAL_MODULE 40 9.5%
LOAD_GLOBAL 20 4.8%

STORE_ATTR_SLOT

Successors and predecessors for STORE_ATTR_SLOT
Predecessors Count Percentage
LOAD_FAST 460 51.1%
LOAD_FAST_LOAD_FAST 360 40.0%
STORE_ATTR 80 8.9%
Successors Count Percentage
LOAD_FAST 540 60.0%
LOAD_CONST_IMMORTAL 240 26.7%
LOAD_FAST_LOAD_FAST 120 13.3%

STORE_SUBSCR_DICT

Successors and predecessors for STORE_SUBSCR_DICT
Predecessors Count Percentage
LOAD_FAST 46,080 75.0%
CALL_NON_PY_GENERAL 15,360 25.0%
Successors Count Percentage
BUILD_LIST 46,080 75.0%
JUMP_BACKWARD 15,360 25.0%

TO_BOOL_BOOL

Successors and predecessors for TO_BOOL_BOOL
Predecessors Count Percentage
CALL_ISINSTANCE 780 72.2%
CALL_METHOD_DESCRIPTOR_FAST 240 22.2%
LOAD_FAST 40 3.7%
TO_BOOL 20 1.9%
Successors Count Percentage
POP_JUMP_IF_FALSE 660 61.1%
POP_JUMP_IF_TRUE 420 38.9%

TO_BOOL_LIST

Successors and predecessors for TO_BOOL_LIST
Predecessors Count Percentage
LOAD_FAST 100 83.3%
TO_BOOL 20 16.7%
Successors Count Percentage
POP_JUMP_IF_FALSE 60 50.0%
POP_JUMP_IF_TRUE 60 50.0%

TO_BOOL_NONE

Successors and predecessors for TO_BOOL_NONE
Predecessors Count Percentage
LOAD_FAST 120 100.0%
Successors Count Percentage
POP_JUMP_IF_FALSE 120 100.0%

TO_BOOL_STR

Successors and predecessors for TO_BOOL_STR
Predecessors Count Percentage
STORE_FAST_LOAD_FAST 1,860 72.1%
LOAD_FAST 600 23.3%
COPY 100 3.9%
TO_BOOL 20 0.8%
Successors Count Percentage
POP_JUMP_IF_TRUE 2,460 95.3%
POP_JUMP_IF_FALSE 120 4.7%

UNPACK_SEQUENCE_TUPLE

Successors and predecessors for UNPACK_SEQUENCE_TUPLE
Predecessors Count Percentage
RETURN_VALUE 120 50.0%
CALL_BUILTIN_FAST_WITH_KEYWORDS 120 50.0%
Successors Count Percentage
LOAD_FAST 120 50.0%
STORE_FAST_STORE_FAST 120 50.0%

UNPACK_SEQUENCE_TWO_TUPLE

Successors and predecessors for UNPACK_SEQUENCE_TWO_TUPLE
Predecessors Count Percentage
FOR_ITER 1,051,380 100.0%
CALL_BUILTIN_FAST 60 0.0%
CALL_METHOD_DESCRIPTOR_NOARGS 40 0.0%
UNPACK_SEQUENCE 20 0.0%
Successors Count Percentage
STORE_FAST_STORE_FAST 1,051,500 100.0%

ENTER_EXECUTOR

Successors and predecessors for ENTER_EXECUTOR
Predecessors Count Percentage
ENTER_EXECUTOR 4,197,380 43.2%
STORE_FAST 2,997,980 30.8%
CALL_LIST_APPEND 855,220 8.8%
LIST_APPEND 678,780 7.0%
POP_TOP 473,580 4.9%
Successors Count Percentage
ENTER_EXECUTOR 4,197,380 43.2%
LOAD_FAST 3,252,400 33.4%
POP_TOP 2,237,160 23.0%
JUMP_FORWARD 37,800 0.4%
JUMP_BACKWARD 560 0.0%

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.

3,901,440 37.9%
hit

Specialized instructions that complete.

6,380,760 62.0%
Success Count Ratio
Success 20 1.9%
Failure 1,040 98.1%
Failure kind Count Ratio
add other 1,000 96.2%
true divide different types 40 3.8%

BINARY_SLICE

specialization stats for BINARY_SLICE family
Kind Count Ratio
deferred

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

1,910,220 100.0%

BINARY_SUBSCR

specialization stats for BINARY_SUBSCR family
Kind Count Ratio
deferred

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

111,029,280 94.0%
hit

Specialized instructions that complete.

7,029,500 6.0%
Success Count Ratio
Success 40 0.1%
Failure 27,100 99.9%
Failure kind Count Ratio
other 26,720 98.6%
list slice 380 1.4%

CALL

specialization stats for CALL family
Kind Count Ratio
hit

Specialized instructions that complete.

8,139,600 100.0%
miss

Specialized instructions that deopt.

60 0.0%
Success Count Ratio
Success 680 100.0%
Failure 0 0.0%

CALL_KW

specialization stats for CALL_KW family
Success Count Ratio
Success 100 100.0%
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.

582,500 18.9%
hit

Specialized instructions that complete.

2,504,360 81.1%
Success Count Ratio
Success 40 22.2%
Failure 140 77.8%
Failure kind Count Ratio
tuple 140 100.0%

FOR_ITER

specialization stats for FOR_ITER family
Kind Count Ratio
deferred

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

2,859,100 62.3%
hit

Specialized instructions that complete.

1,727,220 37.7%
Success Count Ratio
Success 0 0.0%
Failure 700 100.0%
Failure kind Count Ratio
enumerate 300 42.9%
bytes 240 34.3%
zip 120 17.1%
dict items 40 5.7%

LOAD_ATTR

specialization stats for LOAD_ATTR family
Kind Count Ratio
deferred

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

46,560 0.8%
hit

Specialized instructions that complete.

5,783,440 99.2%
miss

Specialized instructions that deopt.

180 0.0%
Success Count Ratio
Success 560 82.4%
Failure 120 17.6%
Failure kind Count Ratio
method 40 33.3%
non overriding descriptor 20 16.7%
not managed dict 20 16.7%

LOAD_GLOBAL

specialization stats for LOAD_GLOBAL family
Kind Count Ratio
hit

Specialized instructions that complete.

4,525,280 100.0%
Success Count Ratio
Success 340 100.0%
Failure 0 0.0%

LOAD_SUPER_ATTR

specialization stats for LOAD_SUPER_ATTR family
Kind Count Ratio
hit

Specialized instructions that complete.

46,080 100.0%

STORE_ATTR

specialization stats for STORE_ATTR family
Kind Count Ratio
hit

Specialized instructions that complete.

1,320 89.2%
Success Count Ratio
Success 240 100.0%
Failure 0 0.0%

STORE_SUBSCR

specialization stats for STORE_SUBSCR family
Kind Count Ratio
deferred

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

444,960 87.8%
hit

Specialized instructions that complete.

61,440 12.1%
Success Count Ratio
Success 0 0.0%
Failure 120 100.0%
Failure kind Count Ratio
other 120 100.0%

TO_BOOL

specialization stats for TO_BOOL family
Kind Count Ratio
deferred

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

46,140 92.0%
hit

Specialized instructions that complete.

3,900 7.8%
Success Count Ratio
Success 60 50.0%
Failure 60 50.0%
Failure kind Count Ratio
dict 40 66.7%
sequence 20 33.3%

UNPACK_SEQUENCE

specialization stats for UNPACK_SEQUENCE family
Kind Count Ratio
hit

Specialized instructions that complete.

1,051,740 100.0%
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.

972,330,120 71.8%
Not specialized

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

120,851,500 8.9%
Specialized hits

Specialized instructions, e.g. LOAD_ATTR_MODULE that complete.

260,395,720 19.2%
Specialized misses

Specialized instructions, e.g. LOAD_ATTR_MODULE that deopt.

240 0.0%

Deferred by instruction

Breakdown of deferred (not specialized) instruction counts by family
Name Count Ratio
BINARY_SUBSCR 111,029,280 91.9%
BINARY_OP 3,901,440 3.2%
FOR_ITER 2,859,100 2.4%
BINARY_SLICE 1,910,220 1.6%
COMPARE_OP 582,500 0.5%
STORE_SUBSCR 444,960 0.4%
LOAD_ATTR 46,560 0.0%
TO_BOOL 46,140 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_ATTR_SLOT 180 75.0%
CALL_METHOD_DESCRIPTOR_NOARGS 60 25.0%
CACHE 0 0.0%
BINARY_OP_INPLACE_ADD_UNICODE 0 0.0%
CHECK_EXC_MATCH 0 0.0%
GET_ITER 0 0.0%
INTERPRETER_EXIT 0 0.0%
MAKE_FUNCTION 0 0.0%
NOP 0 0.0%
POP_EXCEPT 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 217,934,640 99.8%
Calls to Python functions inlined 390,060 0.2%
Calls via PyEval_EvalFrame (total) 217,934,640 99.8%
Calls via PyEval_EvalFrame (vector) 217,934,280 99.8%
Calls via PyEval_EvalFrame (generator) 360 0.0%
Calls via PyEval_EvalFrame (legacy) 0 0.0%
Calls via PyEval_EvalFrame (function vectorcall) 217,934,280 99.8%
Calls via PyEval_EvalFrame (build class) 0 0.0%
Calls via PyEval_EvalFrame (slot) 180 0.0%
Calls via PyEval_EvalFrame (function ex) 120 0.0%
Calls via PyEval_EvalFrame (api) 108,920,640 49.9%
Calls via PyEval_EvalFrame (method) 0 0.0%
Frame objects created 180 0.0%
Frames pushed 218,324,340 100.0%

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 2,742,252,480 63.0%
Frees to freelist 2,742,252,500
Allocations 1,607,507,060 37.0%
Allocations to 512 bytes 1,607,138,940 36.9%
Allocations to 4 kbytes 140,360 0.0%
Allocations over 4 kbytes 227,760 0.0%
Frees 1,907,168,996
Inline values 46,200
Interpreter mortal increfs 12,139,827,700 47.9%
Interpreter mortal decrefs 13,235,842,560 37.6%
Mortal increfs 5,658,488,586 22.3%
Mortal decrefs 8,638,130,126 24.6%
Interpreter immortal increfs 3,071,670,600 12.1%
Interpreter immortal decrefs 8,631,444,320 24.5%
Immortal increfs 4,472,929,804 17.6%
Immortal decrefs 4,654,769,844 13.2%
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 50,502
Method cache misses 158
Method cache collisions 192
Method cache dunder hits 885,044,103
Method cache dunder misses 77

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
1 138,420 160 1,913,556,632 122,808,860 222,579,360
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.

1,880
Traces created

The number of traces that were successfully created.

1,880 100.0%
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.

0 0.0%
Trace too long

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

0 0.0%
Trace too short

A potential trace is abandoned because it it too short.

0 0.0%
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.

60 3.2%
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

1,458,943,240
Uops executed

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

51,078,573,320 3,501.1%
Count Ratio
Optimizer attempts

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

1,880
Optimizer successes

The number of traces that were successfully optimized.

1,880 100.0%
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%
<= 8 120 6.4%
<= 16 240 12.8%
<= 32 560 29.8%
<= 64 600 31.9%
<= 128 360 19.1%

Optimized trace length histogram

optimized trace length histogram
Range Count Ratio
<= 1 0 0.0%
<= 2 0 0.0%
<= 4 120 6.4%
<= 8 120 6.4%
<= 16 440 23.4%
<= 32 540 28.7%
<= 64 660 35.1%

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 5,406,939,340 10.6% 10.6%
_CHECK_VALIDITY 4,775,943,140 9.4% 19.9%
_LOAD_FAST_4 2,541,621,180 5.0% 24.9%
_LOAD_FAST 2,480,725,800 4.9% 29.8%
_LOAD_FAST_5 2,213,536,940 4.3% 34.1%
_LOAD_SMALL_INT_1 1,919,522,880 3.8% 37.9%
_GUARD_NOS_INT 1,883,347,400 3.7% 41.5%
_MAKE_WARM 1,861,546,440 3.6% 45.2%
_CHECK_PERIODIC 1,572,563,800 3.1% 48.3%
_EXIT_TRACE 1,458,943,240 2.9% 51.1%
_START_EXECUTOR 1,458,943,240 2.9% 54.0%
_BINARY_SUBSCR_LIST_INT 1,286,780,920 2.5% 56.5%
_CHECK_VALIDITY_AND_SET_IP 1,240,428,260 2.4% 58.9%
_CHECK_FUNCTION 1,226,016,460 2.4% 61.3%
_BINARY_OP_ADD_INT 991,475,000 1.9% 63.3%
_STORE_FAST 930,100,620 1.8% 65.1%
_BINARY_SUBSCR 928,209,420 1.8% 66.9%
_GUARD_TYPE_VERSION 926,548,220 1.8% 68.7%
_LOAD_ATTR_METHOD_NO_DICT 926,406,260 1.8% 70.5%
_COMPARE_OP_INT 925,508,800 1.8% 72.3%
_LOAD_CONST_INLINE_WITH_NULL 924,671,380 1.8% 74.2%
_CALL_LEN 924,529,420 1.8% 76.0%
_BINARY_OP_SUBTRACT_INT 924,529,420 1.8% 77.8%
_GUARD_IS_TRUE_POP 924,157,680 1.8% 79.6% 32.2%
_CALL_LIST_APPEND 922,169,240 1.8% 81.4%
_SWAP 663,138,480 1.3% 82.7%
_COPY 662,477,640 1.3% 84.0%
_FOR_ITER_TIER_TWO 637,667,240 1.2% 85.2% 47.0%
_STORE_FAST_4 628,302,160 1.2% 86.5%
_LOAD_CONST_INLINE 597,254,400 1.2% 87.6%
_GUARD_NOT_EXHAUSTED_LIST 595,520,820 1.2% 88.8% 0.1%
_ITER_CHECK_LIST 595,520,820 1.2% 90.0%
_ITER_NEXT_LIST 595,192,380 1.2% 91.1%
_JUMP_TO_TOP 402,603,200 0.8% 91.9%
_GUARD_IS_FALSE_POP 331,715,960 0.6% 92.6% 0.5%
_LOAD_DEREF 331,238,820 0.6% 93.2%
_STORE_SUBSCR 331,238,820 0.6% 93.9%
_BUILD_TUPLE 330,364,840 0.6% 94.5%
_COMPARE_OP 330,364,840 0.6% 95.2%
_LOAD_CONST_INLINE_BORROW_WITH_NULL 302,445,360 0.6% 95.8%
_CALL_NON_PY_GENERAL 301,345,080 0.6% 96.3%
_CHECK_IS_NOT_PY_CALLABLE 301,345,080 0.6% 96.9%
_LOAD_SMALL_INT_0 301,338,240 0.6% 97.5%
_BUILD_LIST 300,826,140 0.6% 98.1%
_STORE_FAST_5 299,167,740 0.6% 98.7%
_GET_ITER 299,052,900 0.6% 99.3%
_POP_TOP 297,706,380 0.6% 99.9%
_BINARY_SUBSCR_TUPLE_INT 7,906,440 0.0% 99.9%
_LOAD_FAST_7 7,906,440 0.0% 99.9%
_STORE_FAST_6 5,476,020 0.0% 99.9%
_BINARY_OP 4,845,840 0.0% 99.9%
_LOAD_FAST_0 4,233,720 0.0% 99.9%
_UNPACK_SEQUENCE_TWO_TUPLE 3,953,220 0.0% 99.9%
_CALL_METHOD_DESCRIPTOR_FAST 3,953,220 0.0% 99.9%
_STORE_FAST_7 3,953,220 0.0% 100.0%
_LOAD_FAST_3 3,390,720 0.0% 100.0%
_GUARD_IS_NOT_NONE_POP 3,255,840 0.0% 100.0% 22.0%
_LIST_APPEND 3,091,560 0.0% 100.0%
_LOAD_CONST_INLINE_BORROW 2,795,640 0.0% 100.0%
_GUARD_IS_NONE_POP 2,553,420 0.0% 100.0% 54.5%
_LOAD_FAST_6 1,828,200 0.0% 100.0%
_STORE_FAST_2 1,523,580 0.0% 100.0%
_LOAD_FAST_2 1,430,220 0.0% 100.0%
_CALL_BUILTIN_CLASS 1,100,280 0.0% 100.0%
_GUARD_BOTH_INT 979,380 0.0% 100.0%
_BINARY_SLICE 595,080 0.0% 100.0%
_LOAD_SMALL_INT_2 434,760 0.0% 100.0%
_STORE_FAST_3 390,900 0.0% 100.0%
_LOAD_FAST_AND_CLEAR 283,800 0.0% 100.0%
_CALL_METHOD_DESCRIPTOR_FAST_WITH_KEYWORDS 283,800 0.0% 100.0%
_RESUME_CHECK 141,960 0.0% 100.0%
_CHECK_FUNCTION_VERSION_INLINE 141,960 0.0% 100.0%
_CHECK_MANAGED_OBJECT_HAS_VALUES 141,960 0.0% 100.0%
_CHECK_STACK_SPACE_OPERAND 141,960 0.0% 100.0%
_INIT_CALL_PY_EXACT_ARGS_2 141,960 0.0% 100.0%
_LOAD_ATTR_INSTANCE_VALUE_0 141,960 0.0% 100.0%
_LOAD_FAST_1 141,960 0.0% 100.0%
_PUSH_FRAME 141,960 0.0% 100.0%
_SAVE_RETURN_OFFSET 141,960 0.0% 100.0%
_BINARY_SUBSCR_DICT 138,540 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.

Pair Count Self Cumulative
_START_EXECUTOR _MAKE_WARM 1,458,943,240 2.9% 2.9%
_SET_IP _BINARY_SUBSCR_LIST_INT 1,286,780,920 2.5% 5.4%
_BINARY_SUBSCR_LIST_INT _CHECK_VALIDITY 1,286,483,380 2.5% 7.9%
_LOAD_FAST_5 _LOAD_FAST_4 1,286,185,840 2.5% 10.4%
_SET_IP _CHECK_PERIODIC 1,265,881,420 2.5% 12.9%
_MAKE_WARM _SET_IP 1,265,881,420 2.5% 15.4%
_LOAD_SMALL_INT_1 _GUARD_NOS_INT 1,256,065,780 2.5% 17.8%
_CHECK_VALIDITY _LOAD_SMALL_INT_1 1,255,768,240 2.5% 20.3%
_LOAD_FAST_4 _SET_IP 956,416,080 1.9% 22.2%
_CHECK_PERIODIC _CHECK_VALIDITY 933,938,240 1.8% 24.0%
_SET_IP _BINARY_SUBSCR 928,209,420 1.8% 25.8%
_GUARD_TYPE_VERSION _LOAD_ATTR_METHOD_NO_DICT 926,406,260 1.8% 27.6%
_CHECK_FUNCTION _LOAD_CONST_INLINE_WITH_NULL 924,671,380 1.8% 29.4%
_LOAD_FAST_5 _SET_IP 924,671,380 1.8% 31.2%
_CALL_LEN _CHECK_VALIDITY 924,529,420 1.8% 33.0%
_SET_IP _CALL_LEN 924,529,420 1.8% 34.9%
_GUARD_NOS_INT _BINARY_OP_SUBTRACT_INT 924,529,420 1.8% 36.7%
_LOAD_CONST_INLINE_WITH_NULL _LOAD_FAST_5 924,529,420 1.8% 38.5%
_LOAD_FAST_4 _CHECK_FUNCTION 924,529,420 1.8% 40.3%
_COMPARE_OP_INT _GUARD_IS_TRUE_POP 924,157,680 1.8% 42.1%
_LOAD_FAST _GUARD_TYPE_VERSION 922,169,240 1.8% 43.9%
_LOAD_FAST_4 _LOAD_SMALL_INT_1 659,801,420 1.3% 45.2%
_LOAD_SMALL_INT_1 _BINARY_OP_ADD_INT 659,503,880 1.3% 46.5%
_CHECK_PERIODIC _CHECK_VALIDITY_AND_SET_IP 638,625,560 1.3% 47.7%
_CHECK_VALIDITY_AND_SET_IP _FOR_ITER_TIER_TWO 637,667,240 1.2% 49.0%
_BINARY_SUBSCR _CHECK_VALIDITY 629,724,120 1.2% 50.2%
_CHECK_VALIDITY _LOAD_FAST 628,623,840 1.2% 51.4%
_BINARY_OP_SUBTRACT_INT _GUARD_NOS_INT 627,144,400 1.2% 52.7%
_GUARD_NOS_INT _COMPARE_OP_INT 627,144,400 1.2% 53.9%
_CHECK_VALIDITY _CALL_LIST_APPEND 625,456,160 1.2% 55.1%
_LOAD_ATTR_METHOD_NO_DICT _LOAD_FAST_5 625,456,160 1.2% 56.4%
_LOAD_CONST_INLINE _SET_IP 597,254,400 1.2% 57.5%
_CHECK_VALIDITY _ITER_CHECK_LIST 595,520,820 1.2% 58.7%
_ITER_CHECK_LIST _GUARD_NOT_EXHAUSTED_LIST 595,520,820 1.2% 59.9%
_GUARD_NOT_EXHAUSTED_LIST _ITER_NEXT_LIST 595,192,380 1.2% 61.0%
_LOAD_FAST _LOAD_CONST_INLINE 594,770,040 1.2% 62.2%
_JUMP_TO_TOP _MAKE_WARM 402,603,200 0.8% 63.0%
_FOR_ITER_TIER_TWO _CHECK_VALIDITY 338,051,820 0.7% 63.6%
_CHECK_VALIDITY _STORE_FAST 335,192,040 0.7% 64.3%
_GUARD_NOS_INT _BINARY_OP_ADD_INT 331,673,580 0.6% 64.9%
_SWAP _SET_IP 331,522,620 0.6% 65.6%
_COPY _COPY 331,238,820 0.6% 66.2%
_COPY _SET_IP 331,238,820 0.6% 66.9%
_LOAD_DEREF _CHECK_VALIDITY 331,238,820 0.6% 67.5%
_SWAP _SWAP 331,238,820 0.6% 68.2%
_SET_IP _LOAD_DEREF 331,238,820 0.6% 68.8%
_SET_IP _STORE_SUBSCR 331,238,820 0.6% 69.5%
_BINARY_OP_ADD_INT _SWAP 331,238,820 0.6% 70.1%
_LOAD_FAST _COPY 331,238,820 0.6% 70.8%
_STORE_FAST _SET_IP 331,238,820 0.6% 71.4%
_BINARY_OP_ADD_INT _SET_IP 330,662,380 0.6% 72.1%
_LOAD_FAST _SET_IP 330,503,380 0.6% 72.7%
_CHECK_VALIDITY _LOAD_FAST_4 330,455,540 0.6% 73.4%
_BUILD_TUPLE _LOAD_FAST 330,364,840 0.6% 74.0%
_SET_IP _COMPARE_OP 330,364,840 0.6% 74.7%
_CHECK_VALIDITY _BUILD_TUPLE 330,364,840 0.6% 75.3%
_CHECK_VALIDITY _GUARD_IS_FALSE_POP 330,364,840 0.6% 76.0%
_CHECK_VALIDITY _LOAD_FAST_5 330,364,840 0.6% 76.6%
_COMPARE_OP _CHECK_VALIDITY 330,364,840 0.6% 77.2%
_GUARD_IS_TRUE_POP _LOAD_FAST_5 330,364,840 0.6% 77.9%
_GUARD_IS_FALSE_POP _LOAD_FAST 329,397,780 0.6% 78.5%
_CALL_LIST_APPEND _LOAD_FAST_4 329,276,260 0.6% 79.2%
_BINARY_OP_ADD_INT _STORE_FAST_4 329,276,260 0.6% 79.8%
_CALL_NON_PY_GENERAL _CHECK_PERIODIC 301,345,080 0.6% 80.4%
_CHECK_FUNCTION _LOAD_CONST_INLINE_BORROW_WITH_NULL 301,345,080 0.6% 81.0%
_CHECK_IS_NOT_PY_CALLABLE _CALL_NON_PY_GENERAL 301,345,080 0.6% 81.6%
_FOR_ITER_TIER_TWO _EXIT_TRACE 299,615,420 0.6% 82.2%
_GET_ITER _CHECK_VALIDITY_AND_SET_IP 298,769,100 0.6% 82.8%
_CHECK_VALIDITY_AND_SET_IP _GET_ITER 298,627,140 0.6% 83.4%
_BINARY_SUBSCR _CHECK_VALIDITY_AND_SET_IP 298,485,300 0.6% 83.9%
_CHECK_VALIDITY_AND_SET_IP _CHECK_IS_NOT_PY_CALLABLE 298,485,300 0.6% 84.5%
_MAKE_WARM _POP_TOP 297,706,380 0.6% 85.1%
_STORE_FAST_4 _LOAD_FAST_4 297,526,980 0.6% 85.7%
_ITER_NEXT_LIST _STORE_FAST_5 297,526,860 0.6% 86.3%
_ITER_NEXT_LIST _STORE_FAST 297,523,560 0.6% 86.9%
_GUARD_IS_TRUE_POP _EXIT_TRACE 297,475,720 0.6% 87.4%
_BUILD_LIST _STORE_FAST 297,385,020 0.6% 88.0%
_BINARY_OP_SUBTRACT_INT _COMPARE_OP_INT 297,385,020 0.6% 88.6%
_LOAD_CONST_INLINE_BORROW_WITH_NULL _LOAD_FAST 297,385,020 0.6% 89.2%
_LOAD_SMALL_INT_0 _STORE_FAST_4 297,385,020 0.6% 89.8%
_STORE_FAST _CHECK_FUNCTION 297,385,020 0.6% 90.3%
_STORE_FAST _LOAD_SMALL_INT_0 297,385,020 0.6% 90.9%
_STORE_FAST_5 _BUILD_LIST 297,385,020 0.6% 91.5%
_POP_TOP _EXIT_TRACE 297,092,880 0.6% 92.1%
_LOAD_ATTR_METHOD_NO_DICT _LOAD_FAST 296,713,080 0.6% 92.7%
_LOAD_FAST _CALL_LIST_APPEND 296,713,080 0.6% 93.3%
_MAKE_WARM _LOAD_FAST_4 296,688,860 0.6% 93.8%
_CALL_LIST_APPEND _EXIT_TRACE 296,575,860 0.6% 94.4%
_CALL_LIST_APPEND _LOAD_FAST 296,317,120 0.6% 95.0%
_GUARD_IS_TRUE_POP _LOAD_FAST 296,317,120 0.6% 95.6%
_STORE_SUBSCR _JUMP_TO_TOP 200,460,720 0.4% 96.0%
_STORE_FAST_4 _JUMP_TO_TOP 198,666,920 0.4% 96.4%
_STORE_SUBSCR _EXIT_TRACE 130,778,100 0.3% 96.6%
_STORE_FAST_4 _EXIT_TRACE 130,609,340 0.3% 96.9%
_SET_IP _BINARY_OP 4,250,760 0.0% 96.9%
_LOAD_FAST_0 _GUARD_TYPE_VERSION 4,095,180 0.0% 96.9%
_BINARY_SUBSCR_TUPLE_INT _SET_IP 3,953,220 0.0% 96.9%
_BINARY_SUBSCR_TUPLE_INT _LOAD_FAST_7 3,953,220 0.0% 96.9%
_UNPACK_SEQUENCE_TWO_TUPLE _STORE_FAST_6 3,953,220 0.0% 96.9%
_BINARY_OP _CHECK_VALIDITY_AND_SET_IP 3,953,220 0.0% 96.9%

Unsupported opcodes

unsupported opcodes

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: 2024-12-15