ycycse commented on code in PR #15655:
URL: https://github.com/apache/iotdb/pull/15655#discussion_r2131482360
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iotdb-core/ainode/ainode/core/manager/inference_manager.py:
##########
@@ -57,7 +57,8 @@ def infer(self, full_data, predict_length=96, **_):
data = full_data[1][0]
if data.dtype.byteorder not in ("=", "|"):
data = data.byteswap().newbyteorder()
- output = self.model.inference(data, int(predict_length))
+ seqs = torch.tensor(data).unsqueeze(0).float()
+ output = self.model.generate(seqs, max_new_tokens=predict_length)
Review Comment:
Shouldn't we set the `revin=True`?
##########
iotdb-core/ainode/ainode/core/model/timerxl/modeling_timer.py:
##########
@@ -0,0 +1,681 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements. See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership. The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License. You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied. See the License for the
+# specific language governing permissions and limitations
+# under the License.
+#
+
+import os
+from typing import List, Optional, Tuple, Union
+
+import torch
+import torch.nn.functional as F
+from huggingface_hub import hf_hub_download
+from safetensors.torch import load_file as load_safetensors
+from torch import nn
+from transformers import Cache, DynamicCache, PreTrainedModel
+from transformers.activations import ACT2FN
+from transformers.modeling_attn_mask_utils import
_prepare_4d_causal_attention_mask
+from transformers.modeling_outputs import (
+ MoeCausalLMOutputWithPast,
+ MoeModelOutputWithPast,
+)
+
+from ainode.core.log import Logger
+
+from .configuration_timer import TimerConfig
+from .ts_generation_mixin import TSGenerationMixin
Review Comment:
use absoluate import
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