Files
OSACA/osaca/semantics/kernel_dg.py

93 lines
4.0 KiB
Python
Executable File

#!/usr/bin/env python3
import networkx as nx
class KernelDG(nx.DiGraph):
def __init__(self, parsed_kernel, parser, hw_model):
self.kernel = parsed_kernel
self.parser = parser
self.model = hw_model
# self.dag = self.create_DG()
def check_for_loop(self, kernel):
raise NotImplementedError
def create_DG(self):
# 1. go through kernel instruction forms (as vertices)
# 2. find edges (to dependend further instruction)
# 3. get LT/TP value and set as edge weight
dag = nx.DiGraph()
for i, instruction in enumerate(self.kernel):
throughput = self.model.get_throughput(instruction)
latency = self.model.get_latency(instruction)
for dep in self.find_depending(instruction, self.kernel[i + 1:]):
dag.add_edge(
instruction.line_number,
dep.line_number,
latency=latency,
thorughput=throughput,
)
def find_depending(self, instruction_form, kernel):
for dst in instruction_form.operands.destination:
if 'register' in dst:
# Check for read of register until overwrite
for instr_form in kernel:
if self.is_read(dst.register, instr_form):
yield instr_form
elif self.is_written(dst.register, instr_form):
break
elif 'memory' in dst:
# Check if base register is altered during memory access
if 'pre_indexed' in dst.memory or 'post_indexed' in dst.memory:
# Check for read of base register until overwrite
for instr_form in kernel:
if self.is_read(dst.memory.base, instr_form):
yield instr_form
elif self.is_written(dst.memory.base, instr_form):
break
def is_read(self, register, instruction_form):
is_read = False
for src in instruction_form.operands.source:
if 'register' in src:
is_read = self.parser.is_reg_dependend_of(register, src.register) or is_read
if 'memory' in src:
if src.memory.base is not None:
is_read = self.parser.is_reg_dependend_of(register, src.memory.base) or is_read
if src.memory.index is not None:
is_read = (
self.parser.is_reg_dependend_of(register, src.memory.index) or is_read
)
# Check also if read in destination memory address
for dst in instruction_form.operands.destination:
if 'memory' in dst:
if dst.memory.base is not None:
is_read = self.parser.is_reg_dependend_of(register, dst.memory.base) or is_read
if dst.memory.index is not None:
is_read = (
self.parser.is_reg_dependend_of(register, dst.memory.index) or is_read
)
return is_read
def is_written(self, register, instruction_form):
is_written = False
for dst in instruction_form.operands.destination:
if 'register' in dst:
is_written = self.parser.is_reg_dependend_of(register, dst.register) or is_written
if 'memory' in dst:
if 'pre_indexed' in dst.memory or 'post_indexed' in dst.memory:
is_written = (
self.parser.is_reg_dependend_of(register, dst.memory.base) or is_written
)
# Check also for possible pre- or post-indexing in memory addresses
for src in instruction_form.operands.source:
if 'memory' in src:
if 'pre_indexed' in src.memory or 'post_indexed' in src.memory:
is_written = (
self.parser.is_reg_dependend_of(register, src.memory.base) or is_written
)
return is_written