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-rw-r--r--lib/model.py22
1 files changed, 13 insertions, 9 deletions
diff --git a/lib/model.py b/lib/model.py
index e786c50..c5908e3 100644
--- a/lib/model.py
+++ b/lib/model.py
@@ -839,10 +839,11 @@ class PTAModel(AnalyticModel):
num_changepoints_by_trace = list()
changepoints_by_trace = list()
- for power_values in self.by_param[by_param_key]["power_traces"]:
- penalty, changepoints_by_penalty = self.pelt.get_penalty_and_changepoints(
- power_values
- )
+ pelt_results = self.pelt.get_penalty_and_changepoints(
+ self.by_param[by_param_key]["power_traces"]
+ )
+
+ for penalty, changepoints_by_penalty in pelt_results:
penalty_by_trace.append(penalty)
changepoints_by_penalty_by_trace.append(changepoints_by_penalty)
num_changepoints_by_trace.append(len(changepoints_by_penalty[penalty]))
@@ -867,11 +868,14 @@ class PTAModel(AnalyticModel):
logger.debug(
f" we found {num_changepoints} changepoints {num_changepoints_by_trace} with penalties {penalty_by_trace}"
)
- return num_changepoints + 1, self.pelt.calc_raw_states(
- self.by_param[by_param_key]["timestamps"],
- self.by_param[by_param_key]["power_traces"],
- changepoints_by_trace,
- num_changepoints,
+ return (
+ num_changepoints + 1,
+ self.pelt.calc_raw_states(
+ self.by_param[by_param_key]["timestamps"],
+ self.by_param[by_param_key]["power_traces"],
+ changepoints_by_trace,
+ num_changepoints,
+ ),
)
def find_substates(self):