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September 8, 2020 06:37
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python jit代码示例
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# coding=utf-8 | |
import dis | |
import mmap | |
import struct | |
from ctypes import * | |
from functools import wraps | |
from typing import Union | |
import numpy as np | |
class RID(object): | |
RAX = np.uint8(0) | |
RCX = np.uint8(1) | |
RDX = np.uint8(2) | |
RBX = np.uint8(3) | |
RSP = np.uint8(4) | |
RBP = np.uint8(5) | |
RSI = np.uint8(6) | |
RDI = np.uint8(7) | |
R8 = np.uint8(8) | |
R9 = np.uint8(9) | |
R10 = np.uint8(10) | |
R11 = np.uint8(11) | |
R12 = np.uint8(12) | |
R13 = np.uint8(13) | |
R14 = np.uint8(14) | |
R15 = np.uint8(15) | |
REX_64 = np.uint8(0b01001000) | |
MOV_RR = np.uint8(0x89) | |
class CodeBuffer(object): | |
def __init__(self): | |
self.data = bytearray() | |
def write(self, val): | |
self.data.append(np.uint8(val)) | |
def bin_rr(code: CodeBuffer, op: Union[np.uint8, int], src: Union[np.uint8, int], target: Union[np.uint8, int], | |
ext: int): | |
op = np.uint8(op) | |
src = np.uint8(src) | |
target = np.uint8(target) | |
rex = REX_64 | |
if src & 0x8: | |
rex |= 1 << 2 | |
src &= ~np.uint8(0x8) | |
if target & 0x8: | |
rex |= 1 | |
target &= ~np.uint8(0x8) | |
code.write(rex) | |
if ext: | |
code.write(0x0F) | |
code.write(op) | |
code.write((0b11 << 6) | (src << 3) | target) | |
def bin_mr(code: CodeBuffer, op: Union[np.uint8, int], src: Union[np.uint8, int], target: Union[np.uint8, int], | |
offset: int, | |
ext: int): | |
op = np.uint8(op) | |
src = np.uint8(src) | |
target = np.uint8(target) | |
rex = REX_64 | |
if src & 0x8: | |
rex |= 1 << 2 | |
src &= ~np.uint8(0x8) | |
if target & 0x8: | |
rex |= 1 | |
target &= ~np.uint8(0x8) | |
code.write(rex) | |
if ext: | |
code.write(0x0F) | |
code.write(op) | |
if 128 > offset >= -128: | |
code.write((0b01 << 6) | (src << 3) | target) | |
code.write(offset) | |
else: | |
code.write((0b10 << 6) | (src << 3) | target) | |
for x in struct.pack("=i", offset): | |
code.write(x) | |
# code.write(0XFF) | |
def movq_ir(code: CodeBuffer, val: int, target: np.uint8): | |
data = struct.pack("=q", val) | |
rex = REX_64 | |
if target & 0x8: | |
rex |= 1 | |
target &= ~np.uint8(0x8) | |
code.write(rex) | |
code.write(0xB8 + target) | |
for i in range(8): | |
code.write(data[i]) | |
REG_STACK = ["rbx", "rcx", "rdi", "rsi", "r8", "r9", | |
"r10", "r11", "r12", "r13", "r14", "r15"] | |
REG_STACKI = [RID.RBX, RID.RCX, RID.RDI, RID.RSI, RID.R8, | |
RID.R9, RID.R10, RID.R11, RID.R11, RID.R12, | |
RID.R13, RID.R14, RID.R15] | |
def jit_compile(bcp, cb: CodeBuffer): | |
cb.write(0x50 + RID.RBP) | |
bin_rr(cb, MOV_RR, RID.RSP, RID.RBP, 0) | |
bin_mr(cb, MOV_RR, RID.RDI, RID.RBP, -8, 0) | |
bin_mr(cb, MOV_RR, RID.RSI, RID.RBP, -16, 0) | |
bin_mr(cb, MOV_RR, RID.RDX, RID.RBP, -24, 0) | |
bin_mr(cb, MOV_RR, RID.RCX, RID.RBP, -32, 0) | |
bin_mr(cb, MOV_RR, RID.R8, RID.RBP, -40, 0) | |
bin_mr(cb, MOV_RR, RID.R9, RID.RBP, -48, 0) | |
sp = 0 | |
for ins in bcp: | |
op = ins.split(" ") | |
if op[0] == "NOP": | |
continue | |
elif op[0] == "RET": | |
bin_rr(cb, MOV_RR, RID.RBX, RID.RAX, 0) | |
cb.write(0x58 + RID.RBP) | |
cb.write(0xc3) | |
elif op[0] == "PUSHV": | |
offset = (int(op[1]) + 1) * -8 | |
bin_mr(cb, 0x8B, REG_STACKI[sp], RID.RBP, offset, 0) | |
sp += 1 | |
elif op[0] == "PUSHC": | |
movq_ir(cb, int(op[1]), REG_STACKI[sp]) | |
sp += 1 | |
elif op[0] == "ADD": | |
bin_rr(cb, 0x01, REG_STACKI[sp - 1], REG_STACKI[sp - 2], 0) | |
sp -= 1 | |
elif op[0] == "SUB": | |
bin_rr(cb, 0x29, REG_STACKI[sp - 1], REG_STACKI[sp - 2], 0) | |
sp -= 1 | |
elif op[0] == "MUL": | |
bin_rr(cb, 0xAF, REG_STACKI[sp - 2], REG_STACKI[sp - 1], 1) | |
sp -= 1 | |
elif op[0] == "DIV": | |
bin_rr(cb, MOV_RR, RID.RAX, REG_STACKI[sp], 0) | |
bin_rr(cb, MOV_RR, RID.RDX, REG_STACKI[sp + 1], 0) | |
bin_rr(cb, 0x31, RID.RDX, RID.RDX, 0) | |
bin_rr(cb, MOV_RR, REG_STACKI[sp - 2], RID.RAX, 0) | |
bin_mr(cb, MOV_RR, REG_STACKI[sp - 1], RID.RBP, -56, 0) | |
cb.write(REX_64) | |
cb.write(0x99) | |
cb.write(REX_64) | |
cb.write(0xF7) | |
cb.write((0b01 << 6) | (7 << 3) | RID.RBP) | |
cb.write(-56) | |
bin_rr(cb, MOV_RR, RID.RAX, REG_STACKI[sp - 2], 0) | |
bin_rr(cb, MOV_RR, REG_STACKI[sp], RID.RAX, 0) | |
bin_rr(cb, MOV_RR, REG_STACKI[sp + 1], RID.RAX, 0) | |
sp -= 1 | |
def flush_to_exec(code: bytearray, *args): | |
codeblock = mmap.mmap(-1, len(code) + 1, mmap.MAP_PRIVATE | mmap.MAP_ANONYMOUS, | |
mmap.PROT_READ | mmap.PROT_WRITE | mmap.PROT_EXEC, | |
0, 0) | |
codeblock.write(code) | |
codeblock.seek(0) | |
p = addressof(c_uint.from_buffer(codeblock)) | |
fptr = cast(c_char_p(p), CFUNCTYPE(*args)) | |
setattr(fptr, "__mmap__", codeblock) | |
return fptr | |
def with_jit(fn): | |
opcodes = [] | |
for ins in dis.get_instructions(fn): | |
if ins.opname == "LOAD_FAST": | |
opcodes.append("PUSHV {}".format(ins.arg)) | |
elif ins.opname == "LOAD_CONST": | |
opcodes.append("PUSHC {}".format(ins.argval)) | |
elif ins.opname == "BINARY_MULTIPLY": | |
opcodes.append("MUL") | |
elif ins.opname == "BINARY_FLOOR_DIVIDE": | |
opcodes.append("DIV") | |
elif ins.opname == "BINARY_ADD": | |
opcodes.append("ADD") | |
elif ins.opname == "BINARY_SUBTRACT": | |
opcodes.append("SUB") | |
elif ins.opname == "RETURN_VALUE": | |
opcodes.append("RET") | |
# print("\n".join(opcodes)) | |
s = CodeBuffer() | |
jit_compile(opcodes, s) | |
func_ptr = flush_to_exec(s.data, c_ulonglong) | |
print(" ".join(["%02x" % x for x in s.data])) | |
@wraps(fn) | |
def wrapper(*args): | |
return func_ptr(*args) | |
return wrapper | |
@with_jit | |
def my_func(a, b, c, d): | |
return c + a + a // b + d + + a + a // b + d + c + a + a // b + d + c + a + a // b + d + c + a + a // b + d + c + a + a // b + d + c + a + a // b + d * c + a + a // b + d + + a + a // b + d + c + a + a // b + d + c + a + a // b + d + c + a + a // b + d + c + a + a // b + d + c + a + a // b + d | |
def my_func2(a, b, c, d): | |
return c + a + a // b + d + + a + a // b + d + c + a + a // b + d + c + a + a // b + d + c + a + a // b + d + c + a + a // b + d + c + a + a // b + d * c + a + a // b + d + + a + a // b + d + c + a + a // b + d + c + a + a // b + d + c + a + a // b + d + c + a + a // b + d + c + a + a // b + d | |
import timeit | |
print(timeit.timeit("my_func(100, 202, 302, 41)", globals=globals())) | |
print(timeit.timeit("my_func2(100, 202, 302, 41)", globals=globals())) | |
print(my_func(100, 202, 302, 41)) | |
print(my_func2(100, 202, 302, 41)) |
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