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#!/usr/bin/env python3
from dfatool.functions import (
SplitFunction,
AnalyticFunction,
StaticFunction,
)
def print_static(model, static_model, name, attribute):
unit = " "
if attribute == "power":
unit = "µW"
elif attribute == "duration":
unit = "µs"
elif attribute == "substate_count":
unit = "su"
print(
"{:10s}: {:.0f} {:s} ({:.2f})".format(
name,
static_model(name, attribute),
unit,
model.attr_by_name[name][attribute].stats.generic_param_dependence_ratio(),
)
)
for param in model.parameters:
print(
"{:10s} dependence on {:15s}: {:.2f}".format(
"",
param,
model.attr_by_name[name][attribute].stats.param_dependence_ratio(param),
)
)
def print_analyticinfo(prefix, info):
empty = ""
print(f"{prefix}: {info.model_function}")
print(f"{empty:{len(prefix)}s} {info.model_args}")
def print_splitinfo(param_names, info, prefix=""):
if type(info) is SplitFunction:
for k, v in info.child.items():
if info.param_index < len(param_names):
param_name = param_names[info.param_index]
else:
param_name = f"arg{info.param_index - len(param_names)}"
print_splitinfo(param_names, v, f"{prefix} {param_name}={k}")
elif type(info) is AnalyticFunction:
print_analyticinfo(prefix, info)
elif type(info) is StaticFunction:
print(f"{prefix}: {info.value}")
else:
print(f"{prefix}: UNKNOWN")
def format_quality_measures(result):
if "smape" in result:
return "{:6.2f}% / {:9.0f}".format(result["smape"], result["mae"])
else:
return "{:6} {:9.0f}".format("", result["mae"])
def model_quality_table(header, result_lists, info_list):
print(
"{:20s} {:15s} {:19s} {:19s} {:19s}".format(
"key",
"attribute",
header[0].center(19),
header[1].center(19),
header[2].center(19),
)
)
for state_or_tran in result_lists[0].keys():
for key in result_lists[0][state_or_tran].keys():
buf = "{:20s} {:15s}".format(state_or_tran, key)
for i, results in enumerate(result_lists):
info = info_list[i]
buf += " ||| "
if (
info is None
or (
key != "energy_Pt"
and type(info(state_or_tran, key)) is not StaticFunction
)
or (
key == "energy_Pt"
and (
type(info(state_or_tran, "power")) is not StaticFunction
or type(info(state_or_tran, "duration"))
is not StaticFunction
)
)
):
result = results[state_or_tran][key]
buf += format_quality_measures(result)
else:
buf += "{:7}----{:8}".format("", "")
print(buf)
|
