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18 changes: 9 additions & 9 deletions logai/dataloader/data_model.py
Original file line number Diff line number Diff line change
Expand Up @@ -34,15 +34,15 @@ class LogRecordObject:
:param _index: The indices of the log data.
"""

timestamp: pd.DataFrame = pd.DataFrame()
attributes: pd.DataFrame = pd.DataFrame()
resource: pd.DataFrame = pd.DataFrame()
trace_id: pd.DataFrame = pd.DataFrame()
span_id: pd.DataFrame = pd.DataFrame()
severity_text: pd.DataFrame = pd.DataFrame()
severity_number: pd.DataFrame = pd.DataFrame()
body: pd.DataFrame = pd.DataFrame()
labels: pd.DataFrame = pd.DataFrame()
timestamp: pd.DataFrame = field(default_factory=pd.DataFrame)
attributes: pd.DataFrame = field(default_factory=pd.DataFrame)
resource: pd.DataFrame = field(default_factory=pd.DataFrame)
trace_id: pd.DataFrame = field(default_factory=pd.DataFrame)
span_id: pd.DataFrame = field(default_factory=pd.DataFrame)
severity_text: pd.DataFrame = field(default_factory=pd.DataFrame)
severity_number: pd.DataFrame = field(default_factory=pd.DataFrame)
body: pd.DataFrame = field(default_factory=pd.DataFrame)
labels: pd.DataFrame = field(default_factory=pd.DataFrame)
_index: np.array = field(init=False)

def __post_init__(self):
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10 changes: 6 additions & 4 deletions tests/logai/data_loader/test_data_model.py
Original file line number Diff line number Diff line change
Expand Up @@ -92,16 +92,18 @@ def test_serialize_deserialize(self):

def test_dropna(self, hdfs_logrecord):
logrecord = hdfs_logrecord
null_indices = set(np.random.randint(len(logrecord.body), size=5))
logrecord.body[constants.LOGLINE_NAME][null_indices] = None
null_indices = list(np.random.randint(len(logrecord.body), size=5))
col = logrecord.body.columns[0]
logrecord.body.loc[null_indices, col] = None
logrecord_notnull = logrecord.dropna()
any_null = dict(logrecord_notnull.body.isnull().any()).values()
assert True not in any_null

def test_select_by_index(self, bgl_logrecord):
logrecord = bgl_logrecord
indices_to_select = set(np.random.randint(len(logrecord.body), size=50))
body_to_select = logrecord.body[constants.LOGLINE_NAME][indices_to_select]
indices_to_select = list(np.random.randint(len(logrecord.body), size=50))
col = logrecord.body.columns[0]
body_to_select = logrecord.body.loc[indices_to_select, col]
ids_to_select = logrecord.span_id[constants.SPAN_ID][indices_to_select]
logrecord = logrecord.select_by_index(indices=indices_to_select, inplace=True)
selected_body = logrecord.body[constants.LOGLINE_NAME]
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