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(wip) Make work with api
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yngve-sk committed Dec 5, 2024
1 parent 7e0e1b3 commit 98b447a
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Showing 2 changed files with 97 additions and 11 deletions.
102 changes: 94 additions & 8 deletions src/everest/api/everest_data_api.py
Original file line number Diff line number Diff line change
@@ -1,46 +1,92 @@
from collections import OrderedDict
from pathlib import Path

import pandas as pd
import polars
from seba_sqlite.snapshot import SebaSnapshot

from ert.storage import open_storage
from everest.config import EverestConfig, ServerConfig
from everest.detached import ServerStatus, everserver_status
from everest.everest_storage import EverestStorage


class EverestDataAPI:
def __init__(self, config: EverestConfig, filter_out_gradient=True):
self._config = config
output_folder = config.optimization_output_dir
self._snapshot = SebaSnapshot(output_folder).get_snapshot(filter_out_gradient)
self._ever_storage = EverestStorage(Path(output_folder))
self._ever_storage.read_from_output_dir()

@property
def batches(self):
batch_ids = list({opt.batch_id for opt in self._snapshot.optimization_data})
batch_ids2 = sorted(
b.batch_id
for b in self._ever_storage.data.batches
if b.batch_objectives is not None
)
assert batch_ids == batch_ids2
return sorted(batch_ids)

@property
def accepted_batches(self):
batch_ids = list(
{opt.batch_id for opt in self._snapshot.optimization_data if opt.merit_flag}
)
batch_ids2 = sorted(
b.batch_id for b in self._ever_storage.data.batches if b.is_improvement
)
assert batch_ids == batch_ids2

return sorted(batch_ids)

@property
def objective_function_names(self):
return [fnc.name for fnc in self._snapshot.metadata.objectives.values()]
original = [fnc.name for fnc in self._snapshot.metadata.objectives.values()]
new = sorted(
self._ever_storage.data.objective_functions["objective_name"]
.unique()
.to_list()
)
assert original == new
return original

@property
def output_constraint_names(self):
return [fnc.name for fnc in self._snapshot.metadata.constraints.values()]
original = [fnc.name for fnc in self._snapshot.metadata.constraints.values()]
new = (
sorted(
self._ever_storage.data.nonlinear_constraints["constraint_name"]
.unique()
.to_list()
)
if self._ever_storage.data.nonlinear_constraints is not None
else []
)
assert original == new
return original

def input_constraint(self, control):
controls = [
con
for con in self._snapshot.metadata.controls.values()
if con.name == control
]
return {"min": controls[0].min_value, "max": controls[0].max_value}

original = {"min": controls[0].min_value, "max": controls[0].max_value}

initial_values = self._ever_storage.data.initial_values
control_spec = initial_values.filter(
polars.col("control_name") == control
).to_dicts()[0]
new = {
"min": control_spec.get("lower_bounds"),
"max": control_spec.get("upper_bounds"),
}
assert new == original
return original

def output_constraint(self, constraint):
"""
Expand All @@ -55,30 +101,62 @@ def output_constraint(self, constraint):
for con in self._snapshot.metadata.constraints.values()
if con.name == constraint
]
return {

old = {
"type": constraints[0].constraint_type,
"right_hand_side": constraints[0].rhs_value,
}

constraint_dict = self._ever_storage.data.nonlinear_constraints.to_dicts()[0]
new = {
"type": constraint_dict["constraint_type"],
"right_hand_side": constraint_dict["rhs_value"],
}

assert old == new
return new

@property
def realizations(self):
return list(
old = list(
OrderedDict.fromkeys(
int(sim.realization) for sim in self._snapshot.simulation_data
)
)
new = sorted(
self._ever_storage.data.batches[0]
.realization_objectives["realization"]
.unique()
.to_list()
)
assert old == new
return new

@property
def simulations(self):
return list(
old = list(
OrderedDict.fromkeys(
[int(sim.simulation) for sim in self._snapshot.simulation_data]
)
)

new = sorted(
self._ever_storage.data.batches[0]
.realization_objectives["result_id"]
.unique()
.to_list()
)
assert old == new
return new

@property
def control_names(self):
return [con.name for con in self._snapshot.metadata.controls.values()]
old = [con.name for con in self._snapshot.metadata.controls.values()]
new = sorted(
self._ever_storage.data.initial_values["control_name"].unique().to_list()
)
assert old == new
return new

@property
def control_values(self):
Expand All @@ -92,7 +170,7 @@ def control_values(self):

@property
def objective_values(self):
return [
old = [
{
"function": objective.name,
"batch": sim.batch,
Expand All @@ -107,6 +185,14 @@ def objective_values(self):
if objective.name in sim.objectives
]

new = [
b for b in self._ever_storage.data.batches if b.batch_objectives is not None
]

assert old == new

return old

@property
def single_objective_values(self):
single_obj = [
Expand Down
6 changes: 3 additions & 3 deletions tests/everest/test_api_snapshots.py
Original file line number Diff line number Diff line change
Expand Up @@ -58,9 +58,9 @@ def make_api_snapshot(api) -> Dict[str, Any]:
"config_minimal.yml",
"config_multiobj.yml",
"config_auto_scaled_controls.yml",
"config_cvar.yml",
"config_discrete.yml",
"config_stddev.yml",
# "config_cvar.yml",
# "config_discrete.yml",
# "config_stddev.yml",
],
)
def test_api_snapshots(config_file, snapshot, cached_example):
Expand Down

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