fix enum bug
This commit is contained in:
@@ -361,7 +361,7 @@ class BaseParser:
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return configuration
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def format_bool(self, bool_value, metadata):
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return self.true_value if bool_value == BooleanType.TRUE else self.false_value
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return self.true_value if int(round(bool_value)) == BooleanType.TRUE else self.false_value
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def format_enum(self, enum_value, metadata):
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enumvals = metadata.enumvals.split(',')
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@@ -22,7 +22,7 @@ class Command(BaseCommand):
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port = DATABASES['default']['PORT']
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if engine.endswith('mysql'):
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db_cmd_fmt = 'mysql -u {user} -p{passwd} -h {host} -P {port} -N -B -e "{{cmd}}"'
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db_cmd_fmt = 'mysql -u {user} -p -h {host} -P {port} -N -B -e "{{cmd}}"'
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elif engine.endswith('postgresql'):
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db_cmd_fmt = 'PGPASSWORD={passwd} psql -U {user} -h {host} -p {port} -c "{{cmd}}"'
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else:
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@@ -193,6 +193,14 @@ class SessionKnobManager(models.Manager):
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knob_dict['minval'] = sess_knob.minval
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knob_dict['maxval'] = sess_knob.maxval
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knob_dict['tunable'] = sess_knob.tunable
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if knob_dict['vartype'] is VarType.ENUM:
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enumvals = knob_dict['enumvals'].split(',')
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knob_dict["minval"] = 0
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knob_dict["maxval"] = len(enumvals) - 1
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if knob_dict['vartype'] is VarType.BOOL:
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knob_dict["minval"] = 0
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knob_dict["maxval"] = 1
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return knob_dicts
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@staticmethod
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@@ -110,12 +110,6 @@ class ConfigurationRecommendation(UpdateTask): # pylint: disable=abstract-metho
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result_id = retval['result_id']
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result = Result.objects.get(pk=result_id)
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# Create next configuration to try
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config = db.parser.create_knob_configuration(result.dbms.pk, retval['recommendation'])
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retval['recommendation'] = config
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result.next_configuration = JSONUtil.dumps(retval)
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result.save()
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# Replace result with formatted result
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formatted_params = db.parser.format_dbms_knobs(result.dbms.pk, retval['recommendation'])
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task_meta = TaskMeta.objects.get(task_id=task_id)
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@@ -123,6 +117,12 @@ class ConfigurationRecommendation(UpdateTask): # pylint: disable=abstract-metho
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task_meta.result = retval
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task_meta.save()
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# Create next configuration to try
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config = db.parser.create_knob_configuration(result.dbms.pk, retval['recommendation'])
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retval['recommendation'] = config
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result.next_configuration = JSONUtil.dumps(retval)
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result.save()
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def clean_knob_data(knob_matrix, knob_labels, session):
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# Makes sure that all knobs in the dbms are included in the knob_matrix and knob_labels
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@@ -138,7 +138,11 @@ def clean_knob_data(knob_matrix, knob_labels, session):
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for knob in missing_columns:
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knob_object = KnobCatalog.objects.get(dbms=session.dbms, name=knob, tunable=True)
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index = knob_cat.index(knob)
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matrix = np.insert(matrix, index, knob_object.default, axis=1)
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try:
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default_val = float(knob_object.default)
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except ValueError:
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default_val = 0
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matrix = np.insert(matrix, index, default_val, axis=1)
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knob_labels.insert(index, knob)
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# If they are useless columns in the matrix
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if unused_columns:
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@@ -272,6 +276,10 @@ def gen_lhs_samples(knobs, nsamples):
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for fidx in range(nfeats):
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if types[fidx] == VarType.INTEGER:
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lhs_samples[-1][names[fidx]] = int(round(samples[sidx][fidx]))
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elif types[fidx] == VarType.BOOL:
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lhs_samples[-1][names[fidx]] = int(round(samples[sidx][fidx]))
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elif types[fidx] == VarType.ENUM:
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lhs_samples[-1][names[fidx]] = int(round(samples[sidx][fidx]))
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elif types[fidx] == VarType.REAL:
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lhs_samples[-1][names[fidx]] = float(samples[sidx][fidx])
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else:
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@@ -461,10 +469,12 @@ def configuration_recommendation(recommendation_input):
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if not np.array_equal(X_columnlabels, target_data['X_columnlabels']):
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raise Exception(('The workload and target data should have '
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'identical X columnlabels (sorted knob names)'))
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'identical X columnlabels (sorted knob names)'),
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X_columnlabels, target_data['X_columnlabels'])
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if not np.array_equal(y_columnlabels, target_data['y_columnlabels']):
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raise Exception(('The workload and target data should have '
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'identical y columnlabels (sorted metric names)'))
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'identical y columnlabels (sorted metric names)'),
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y_columnlabels, target_data['y_columnlabels'])
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# Filter Xs by top 10 ranked knobs
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ranked_knobs = PipelineData.objects.get(
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@@ -113,7 +113,14 @@ class DataUtil(object):
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knob_object = KnobCatalog.objects.get(dbms=session.dbms, name=knob, tunable=True)
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knob_session_object = SessionKnob.objects.filter(knob=knob_object, session=session,
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tunable=True)
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if knob_session_object.exists():
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if knob_object.vartype is VarType.ENUM:
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enumvals = knob_object.enumvals.split(',')
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minval = 0
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maxval = len(enumvals) - 1
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elif knob_object.vartype is VarType.BOOL:
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minval = 0
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maxval = 1
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elif knob_session_object.exists():
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minval = float(knob_session_object[0].minval)
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maxval = float(knob_session_object[0].maxval)
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else:
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@@ -487,6 +487,7 @@ def handle_result_files(session, files):
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knob_data.knobs = JSONUtil.dumps(all_knobs)
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data_knobs = JSONUtil.loads(knob_data.data)
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last_conf = parser.convert_dbms_knobs(result.dbms.pk, last_conf)
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for knob in data_knobs.keys():
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for tunable_knob in last_conf.keys():
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if tunable_knob in knob:
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