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[AINode] Support built-in inference of table/tree model for time_xl #15487

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Merged
JackieTien97 merged 13 commits into from
May 13, 2025
Merged

[AINode] Support built-in inference of table/tree model for time_xl #15487

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4c3ceb3
support timer_xl in inference
ycycse May 9, 2025
16ecc76
fix interface
ycycse May 9, 2025
236ae5c
remove useless code in serde.py
ycycse May 12, 2025
409b520
refactor the code of inferenceManager
ycycse May 12, 2025
0878f26
fix import
ycycse May 12, 2025
f357f15
fix IT
ycycse May 12, 2025
f907a0e
spotless
ycycse May 12, 2025
3934928
fix
ycycse May 12, 2025
1ec05c0
trigger CI
ycycse May 13, 2025
37b98ef
adjust deserialization problem
ycycse May 13, 2025
3abc4d2
Merge remote-tracking branch 'origin/timer_xl_inference' into timer_x…
ycycse May 13, 2025
6e8c668
fix
ycycse May 13, 2025
9064a55
fix
ycycse May 13, 2025
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fix IT
  • Loading branch information
@ycycse
ycycse committed May 12, 2025
commit f357f15052c1c1cc473ca5f208ccbc9fd39641b2
2 changes: 1 addition & 1 deletion integration-test/src/test/java/org/apache/iotdb/relational/it/schema/IoTDBDatabaseIT.java
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Expand Up @@ -620,7 +620,7 @@ public void testInformationSchema() throws SQLException {
"model_id,",
new HashSet<>(
Arrays.asList(
"_STLForecaster,", "_NaiveForecaster,", "_ARIMA,", "_ExponentialSmoothing,")));
"_timerxl,","_STLForecaster,", "_NaiveForecaster,", "_ARIMA,", "_ExponentialSmoothing,")));

TestUtils.assertResultSetEqual(
statement.executeQuery(
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2 changes: 1 addition & 1 deletion iotdb-core/ainode/ainode/core/manager/inference_manager.py
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Expand Up @@ -73,7 +73,7 @@ def infer(self, full_data, window_interval=None, window_step=None, **kwargs):
if window_interval <= 0 or window_step <= 0 or window_interval > length:
raise InvalidWindowArgumentError(window_interval, window_step, length)

data = torch.tensor(dataset, dtype=torch.float32).unsqueeze(-1)
data = torch.tensor(dataset, dtype=torch.float32).unsqueeze(0)

times = int((length - window_interval) // window_step + 1)
results = []
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