diff --git a/numaprom/default-configs/numalogic_config.yaml b/numaprom/default-configs/numalogic_config.yaml
index 4ddee92..44ee5d5 100644
--- a/numaprom/default-configs/numalogic_config.yaml
+++ b/numaprom/default-configs/numalogic_config.yaml
@@ -11,7 +11,8 @@ model:
       - 16
     dropout_p: 0.25
 trainer:
-  max_epochs: 30
+  pltrainer_conf:
+    max_epochs: 30
 preprocess:
   - name: "StandardScaler"
 threshold:
diff --git a/numaprom/udf/inference.py b/numaprom/udf/inference.py
index a9647ed..40430f0 100644
--- a/numaprom/udf/inference.py
+++ b/numaprom/udf/inference.py
@@ -3,10 +3,10 @@
 from typing import Final
 
 from numalogic.config import NumalogicConf
-from numalogic.models.autoencoder import AutoencoderTrainer
 from numalogic.registry import ArtifactData, RedisRegistry, LocalLRUCache
 from numalogic.tools.data import StreamingDataset
 from numalogic.tools.exceptions import RedisRegistryError
+from numalogic.tools.trainer import TimeseriesTrainer
 from orjson import orjson
 from pynumaflow.mapper import Datum
 from torch.utils.data import DataLoader
@@ -32,7 +32,7 @@ def _run_inference(
     stream_data = payload.get_stream_array()
     stream_loader = DataLoader(StreamingDataset(stream_data, numalogic_conf.model.conf["seq_len"]))
 
-    trainer = AutoencoderTrainer()
+    trainer = TimeseriesTrainer()
     try:
         recon_err = trainer.predict(model, dataloaders=stream_loader)
     except Exception as err:
diff --git a/numaprom/udsink/train.py b/numaprom/udsink/train.py
index d9670ba..7dc7f93 100644
--- a/numaprom/udsink/train.py
+++ b/numaprom/udsink/train.py
@@ -4,7 +4,7 @@
 import numpy as np
 import pandas as pd
 from numalogic.config import PreprocessFactory, ModelInfo, ThresholdFactory, ModelFactory
-from numalogic.models.autoencoder import AutoencoderTrainer
+from numalogic.models.autoencoder import TimeseriesTrainer
 from numalogic.registry import RedisRegistry
 from numalogic.tools.data import StreamingDataset
 from numalogic.tools.exceptions import RedisRegistryError
@@ -43,7 +43,7 @@ def _train_model(uuid, x, model_cfg, trainer_cfg):
     model = model_factory.get_instance(model_cfg)
     dataset = StreamingDataset(x, model.seq_len)
 
-    trainer = AutoencoderTrainer(**trainer_cfg)
+    trainer = TimeseriesTrainer(**trainer_cfg.pltrainer_conf)
     trainer.fit(model, train_dataloaders=DataLoader(dataset, batch_size=64))
 
     LOGGER.debug(
@@ -121,7 +121,7 @@ def train(datums: list[Datum]) -> Responses:
             payload,
             metric_config,
             {"namespace": payload.composite_keys["namespace"]},
-            hours=metric_config.train_hours,
+            hours=metric_config.numalogic_conf.trainer.train_hours,
         )
         train_df = clean_data(train_df)
 
diff --git a/numaprom/udsink/train_rollout.py b/numaprom/udsink/train_rollout.py
index 6bb5a42..0f41f5b 100644
--- a/numaprom/udsink/train_rollout.py
+++ b/numaprom/udsink/train_rollout.py
@@ -6,7 +6,7 @@
 from numalogic.tools.exceptions import InvalidDataShapeError
 import pandas as pd
 from numalogic.config import PreprocessFactory, ModelInfo, ThresholdFactory, ModelFactory
-from numalogic.models.autoencoder import AutoencoderTrainer
+from numalogic.models.autoencoder import TimeseriesTrainer
 from numalogic.registry import RedisRegistry
 from numalogic.tools.data import StreamingDataset
 from numalogic.tools.exceptions import RedisRegistryError
@@ -57,7 +57,7 @@ def _train_model(uuid, x, model_cfg, trainer_cfg):
     model = model_factory.get_instance(model_cfg)
     dataset = StreamingDataset(x, model.seq_len)
 
-    trainer = AutoencoderTrainer(**trainer_cfg)
+    trainer = TimeseriesTrainer(**trainer_cfg.pltrainer_conf)
     trainer.fit(model, train_dataloaders=DataLoader(dataset, batch_size=64))
 
     LOGGER.debug(
@@ -145,7 +145,7 @@ def train_rollout(datums: Iterator[Datum]) -> Responses:
             metric_config,
             {"namespace": payload.composite_keys["namespace"]},
             return_labels=[hash_label],
-            hours=metric_config.train_hours,
+            hours=metric_config.numalogic_conf.trainer.train_hours,
         )
         try:
             train_df = clean_data(train_df, hash_label)
diff --git a/poetry.lock b/poetry.lock
index 29ce189..663434a 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.5.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand.
 
 [[package]]
 name = "aiorun"
@@ -77,6 +77,64 @@ d = ["aiohttp (>=3.7.4)"]
 jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
 uvloop = ["uvloop (>=0.15.2)"]
 
+[[package]]
+name = "bottleneck"
+version = "1.3.7"
+description = "Fast NumPy array functions written in C"
+optional = false
+python-versions = "*"
+files = [
+    {file = "Bottleneck-1.3.7-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:ada1a9ff93fd6b1b19f12398a6761940372b00e53d86db98bd4613a751c60043"},
+    {file = "Bottleneck-1.3.7-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:a477101ee12155a0d2f9a82cd3e2a44b9b1aa53afe5b20acc065c91cf35c3106"},
+    {file = "Bottleneck-1.3.7-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:cfe5f3010e9ad8ae54871d1e8fd61109c5981ed8d9d14e8496a1c37fe2050a04"},
+    {file = "Bottleneck-1.3.7-cp310-cp310-musllinux_1_1_i686.whl", hash = "sha256:955df78713ff58cf815c0a1fa4782b2dc51a8787c0971688472c64b267303855"},
+    {file = "Bottleneck-1.3.7-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:92fc5d3ecfedde3b28c56ca686cff70a8125d1ddc281eb468b5e9d6a61269802"},
+    {file = "Bottleneck-1.3.7-cp310-cp310-win32.whl", hash = "sha256:e2a290dcb148c0ddf182052e333892e46730c7d39a1f251af87e3d81a43cdde3"},
+    {file = "Bottleneck-1.3.7-cp310-cp310-win_amd64.whl", hash = "sha256:9170ebee4cff423c92b3760afec179bded90eaede7c70dd27cf5f406cc00a1e7"},
+    {file = "Bottleneck-1.3.7-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:752c97d64ebebdc10a5568d97b81b4971238fa4b53533248d227c4ea759aee4e"},
+    {file = "Bottleneck-1.3.7-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:bbda2b27e81a47b7578bce6a8cb2f5eb899279c828d8efb5a154d8ede785093d"},
+    {file = "Bottleneck-1.3.7-cp311-cp311-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:79160e49a5a0438468b970967e29addde2d9c6a6ce930144de7ccd8151077603"},
+    {file = "Bottleneck-1.3.7-cp311-cp311-musllinux_1_1_i686.whl", hash = "sha256:abfc22762640cc7716c1bd9a409bde0f834167a2584775eb644c6afe7bae3319"},
+    {file = "Bottleneck-1.3.7-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:2a39049aa1cb798538f96150098f50badb37417c41cecfa8a441c0c4e6433c7e"},
+    {file = "Bottleneck-1.3.7-cp311-cp311-win32.whl", hash = "sha256:b624023f173332d209ed5bd4134fae43d2432d61c6b17a49a6b7c5591caa7cc4"},
+    {file = "Bottleneck-1.3.7-cp311-cp311-win_amd64.whl", hash = "sha256:bd69b1844c90f6bcf1b679a608fb2c0909be5e045f91674d61a0e4c3596644be"},
+    {file = "Bottleneck-1.3.7-cp36-cp36m-macosx_10_9_x86_64.whl", hash = "sha256:c8fa2d85298cdd0f88f51fb46604039abe9a5a2b57e00acfe2b64f546754c053"},
+    {file = "Bottleneck-1.3.7-cp36-cp36m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:a09fa97df2f572aed5da487d3fe467829c2212c97b1d63c768ec9be9fd1c57a9"},
+    {file = "Bottleneck-1.3.7-cp36-cp36m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f239ba0d992c013564979cff4fecf2b251614de3730641e79d05ecc09268c00c"},
+    {file = "Bottleneck-1.3.7-cp36-cp36m-musllinux_1_1_i686.whl", hash = "sha256:f5409cf6db5e60256626a7c110b2b4c80d9f6b0d1ec0b66565bbab978f96b7a6"},
+    {file = "Bottleneck-1.3.7-cp36-cp36m-musllinux_1_1_x86_64.whl", hash = "sha256:b3c65a9aedada04872cba450676d132d7af8b9da47f58b82f20ffe9b9ff77a46"},
+    {file = "Bottleneck-1.3.7-cp36-cp36m-win32.whl", hash = "sha256:b4a47f972e919d22c1725ff7262d209e6ea3a4d9bcfea71fb454a18e166515ec"},
+    {file = "Bottleneck-1.3.7-cp36-cp36m-win_amd64.whl", hash = "sha256:8d6865327ebbea5578f99b073538789df2123cf9009e99fe94efc4d25a4b888b"},
+    {file = "Bottleneck-1.3.7-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:685812254238c2059810f8e25c8215b09795b974f5b1a89f0accda3d93cc8734"},
+    {file = "Bottleneck-1.3.7-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:5977f1fd02f01035176a99c01b3fb0eefdaff002c30a4710f7279215b0a317f5"},
+    {file = "Bottleneck-1.3.7-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e26c655736701365d66c64056fc272952d0e2a52718c637254d7dd9a7efa97a8"},
+    {file = "Bottleneck-1.3.7-cp37-cp37m-musllinux_1_1_i686.whl", hash = "sha256:d982e1e3f72cc7ca4f558e9ef7db7a97ce68a915b1db8249fe088b3e78974b21"},
+    {file = "Bottleneck-1.3.7-cp37-cp37m-musllinux_1_1_x86_64.whl", hash = "sha256:b5ec31e0b52cbfd716255695ec5fe87662a5961d2b8b49936f3608e36a04d926"},
+    {file = "Bottleneck-1.3.7-cp37-cp37m-win32.whl", hash = "sha256:f2c8b631552908b11905cf87b4a90dd4af332b0726dd9b49d26d6a0fbb38e6d4"},
+    {file = "Bottleneck-1.3.7-cp37-cp37m-win_amd64.whl", hash = "sha256:1045f9b199bba2675bd7642c25dec5daa21a03a5f0444eb863f2790af52b00b0"},
+    {file = "Bottleneck-1.3.7-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:5af0c679da9dc41d6a3c436785c664fff41b4c1178d46afaa630620ab31e970f"},
+    {file = "Bottleneck-1.3.7-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:c65d0a9498b2ccda236b28b1b36bc35402e81ebc4575b6cf44033b7e4460f067"},
+    {file = "Bottleneck-1.3.7-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:752f4c3fc5b7cc49814d41e9ecf6f228f33ea407bdb8c889da53716b5628abc7"},
+    {file = "Bottleneck-1.3.7-cp38-cp38-musllinux_1_1_i686.whl", hash = "sha256:54fc579445688c5309a0af7634db3be4e17659c6b664f9332ec404738e847894"},
+    {file = "Bottleneck-1.3.7-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:175ae3d92142769a5acd169ac2d7df22107b72f6d4c932ff56f5afcef39d5877"},
+    {file = "Bottleneck-1.3.7-cp38-cp38-win32.whl", hash = "sha256:64ef9ad7187282745205b735e8c33307ec14c7be39f9971bc3f375104355cfb9"},
+    {file = "Bottleneck-1.3.7-cp38-cp38-win_amd64.whl", hash = "sha256:fa80c318b5164e39e4f2d5abf95f5ff42744e3d8535a4c85ede94ccc5fca8f9b"},
+    {file = "Bottleneck-1.3.7-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:01e61a512d645193cf4cf4fdacf98d3140c26ace0fcf4c4ed8fdfa366c57e0d1"},
+    {file = "Bottleneck-1.3.7-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:699fb76ef50cf85be8f8d644b533488de3cec4c6ddf00fd770f73cc5caac9938"},
+    {file = "Bottleneck-1.3.7-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6311ee47641ed5fbc543d2e49cbfa90bd9ece208a0c1bdc2c2b14b9132982b2a"},
+    {file = "Bottleneck-1.3.7-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:a1e50fb506693186a4b8f85ac79df1a5af1ab1f774bf20004280e0658a731a89"},
+    {file = "Bottleneck-1.3.7-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:4d2ae3e1ac0626107c6916783befc39473900bb22a9b275e21550c99abe8283c"},
+    {file = "Bottleneck-1.3.7-cp39-cp39-win32.whl", hash = "sha256:68d0f9d32d45f62028ab27d2b51d1a2af72a5ca6a7c3b1f86e9115fedb266300"},
+    {file = "Bottleneck-1.3.7-cp39-cp39-win_amd64.whl", hash = "sha256:83d71c49dd9d6b99def958b6ccba3c8b5aac7b90849a5a9fe935648436dd46b9"},
+    {file = "Bottleneck-1.3.7.tar.gz", hash = "sha256:e1467e373ad469da340ed0ff283214d6531cc08bfdca2083361a3aa6470681f8"},
+]
+
+[package.dependencies]
+numpy = "*"
+
+[package.extras]
+doc = ["gitpython", "numpydoc", "sphinx"]
+
 [[package]]
 name = "cachetools"
 version = "5.3.2"
@@ -90,13 +148,13 @@ files = [
 
 [[package]]
 name = "certifi"
-version = "2023.7.22"
+version = "2023.11.17"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "certifi-2023.7.22-py3-none-any.whl", hash = "sha256:92d6037539857d8206b8f6ae472e8b77db8058fec5937a1ef3f54304089edbb9"},
-    {file = "certifi-2023.7.22.tar.gz", hash = "sha256:539cc1d13202e33ca466e88b2807e29f4c13049d6d87031a3c110744495cb082"},
+    {file = "certifi-2023.11.17-py3-none-any.whl", hash = "sha256:e036ab49d5b79556f99cfc2d9320b34cfbe5be05c5871b51de9329f0603b0474"},
+    {file = "certifi-2023.11.17.tar.gz", hash = "sha256:9b469f3a900bf28dc19b8cfbf8019bf47f7fdd1a65a1d4ffb98fc14166beb4d1"},
 ]
 
 [[package]]
@@ -234,6 +292,69 @@ files = [
     {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
 ]
 
+[[package]]
+name = "contourpy"
+version = "1.2.0"
+description = "Python library for calculating contours of 2D quadrilateral grids"
+optional = false
+python-versions = ">=3.9"
+files = [
+    {file = "contourpy-1.2.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:0274c1cb63625972c0c007ab14dd9ba9e199c36ae1a231ce45d725cbcbfd10a8"},
+    {file = "contourpy-1.2.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:ab459a1cbbf18e8698399c595a01f6dcc5c138220ca3ea9e7e6126232d102bb4"},
+    {file = "contourpy-1.2.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:6fdd887f17c2f4572ce548461e4f96396681212d858cae7bd52ba3310bc6f00f"},
+    {file = "contourpy-1.2.0-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:5d16edfc3fc09968e09ddffada434b3bf989bf4911535e04eada58469873e28e"},
+    {file = "contourpy-1.2.0-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:1c203f617abc0dde5792beb586f827021069fb6d403d7f4d5c2b543d87edceb9"},
+    {file = "contourpy-1.2.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b69303ceb2e4d4f146bf82fda78891ef7bcd80c41bf16bfca3d0d7eb545448aa"},
+    {file = "contourpy-1.2.0-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:884c3f9d42d7218304bc74a8a7693d172685c84bd7ab2bab1ee567b769696df9"},
+    {file = "contourpy-1.2.0-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:4a1b1208102be6e851f20066bf0e7a96b7d48a07c9b0cfe6d0d4545c2f6cadab"},
+    {file = "contourpy-1.2.0-cp310-cp310-win32.whl", hash = "sha256:34b9071c040d6fe45d9826cbbe3727d20d83f1b6110d219b83eb0e2a01d79488"},
+    {file = "contourpy-1.2.0-cp310-cp310-win_amd64.whl", hash = "sha256:bd2f1ae63998da104f16a8b788f685e55d65760cd1929518fd94cd682bf03e41"},
+    {file = "contourpy-1.2.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:dd10c26b4eadae44783c45ad6655220426f971c61d9b239e6f7b16d5cdaaa727"},
+    {file = "contourpy-1.2.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:5c6b28956b7b232ae801406e529ad7b350d3f09a4fde958dfdf3c0520cdde0dd"},
+    {file = "contourpy-1.2.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ebeac59e9e1eb4b84940d076d9f9a6cec0064e241818bcb6e32124cc5c3e377a"},
+    {file = "contourpy-1.2.0-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:139d8d2e1c1dd52d78682f505e980f592ba53c9f73bd6be102233e358b401063"},
+    {file = "contourpy-1.2.0-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:1e9dc350fb4c58adc64df3e0703ab076f60aac06e67d48b3848c23647ae4310e"},
+    {file = "contourpy-1.2.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:18fc2b4ed8e4a8fe849d18dce4bd3c7ea637758c6343a1f2bae1e9bd4c9f4686"},
+    {file = "contourpy-1.2.0-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:16a7380e943a6d52472096cb7ad5264ecee36ed60888e2a3d3814991a0107286"},
+    {file = "contourpy-1.2.0-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:8d8faf05be5ec8e02a4d86f616fc2a0322ff4a4ce26c0f09d9f7fb5330a35c95"},
+    {file = "contourpy-1.2.0-cp311-cp311-win32.whl", hash = "sha256:67b7f17679fa62ec82b7e3e611c43a016b887bd64fb933b3ae8638583006c6d6"},
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+]
+
+[package.dependencies]
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+
+[package.extras]
+bokeh = ["bokeh", "selenium"]
+docs = ["furo", "sphinx (>=7.2)", "sphinx-copybutton"]
+mypy = ["contourpy[bokeh,docs]", "docutils-stubs", "mypy (==1.6.1)", "types-Pillow"]
+test = ["Pillow", "contourpy[test-no-images]", "matplotlib"]
+test-no-images = ["pytest", "pytest-cov", "pytest-xdist", "wurlitzer"]
+
 [[package]]
 name = "coverage"
 version = "6.5.0"
@@ -299,6 +420,21 @@ tomli = {version = "*", optional = true, markers = "python_full_version <= \"3.1
 [package.extras]
 toml = ["tomli"]
 
+[[package]]
+name = "cycler"
+version = "0.12.1"
+description = "Composable style cycles"
+optional = false
+python-versions = ">=3.8"
+files = [
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+[package.extras]
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+tests = ["pytest", "pytest-cov", "pytest-xdist"]
+
 [[package]]
 name = "distlib"
 version = "0.3.7"
@@ -312,13 +448,13 @@ files = [
 
 [[package]]
 name = "exceptiongroup"
-version = "1.1.3"
+version = "1.2.0"
 description = "Backport of PEP 654 (exception groups)"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.extras]
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 testing = ["covdefaults (>=2.3)", "coverage (>=7.3.2)", "diff-cover (>=8)", "pytest (>=7.4.3)", "pytest-cov (>=4.1)", "pytest-mock (>=3.12)", "pytest-timeout (>=2.2)"]
 typing = ["typing-extensions (>=4.8)"]
 
+[[package]]
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+plot = ["matplotlib"]
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+symfont = ["sympy"]
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+woff = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "zopfli (>=0.1.4)"]
+
 [[package]]
 name = "freezegun"
-version = "1.2.2"
+version = "1.3.1"
 description = "Let your Python tests travel through time"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -398,13 +599,13 @@ grpcio-gcp = ["grpcio-gcp (>=0.2.2,<1.0.dev0)"]
 
 [[package]]
 name = "google-auth"
-version = "2.23.4"
+version = "2.24.0"
 description = "Google Authentication Library"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -449,135 +650,135 @@ grpc = ["grpcio (>=1.44.0,<2.0.0.dev0)"]
 
 [[package]]
 name = "grpcio"
-version = "1.59.2"
+version = "1.59.3"
 description = "HTTP/2-based RPC framework"
 optional = false
 python-versions = ">=3.7"
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+kiwisolver = ">=1.3.1"
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+pillow = ">=8"
+pyparsing = ">=2.3.1"
+python-dateutil = ">=2.7"
+
 [[package]]
 name = "mypy-extensions"
 version = "1.0.0"
@@ -771,28 +1166,107 @@ setuptools = "*"
 
 [[package]]
 name = "numalogic"
-version = "0.5.0.post1"
+version = "0.6.1.dev5"
 description = "Collection of operational Machine Learning models and tools."
 optional = false
 python-versions = ">=3.9,<3.12"
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 scikit-learn = ">=1.2,<2.0"
+typer = {version = ">=0.9,<0.10", extras = ["rich"]}
 
 [package.extras]
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+
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+]
+
+[package.dependencies]
+numpy = ">=1.13.3"
 
 [[package]]
 name = "numpy"
@@ -959,6 +1433,9 @@ files = [
 ]
 
 [package.dependencies]
+bottleneck = {version = ">=1.3.4", optional = true, markers = "extra == \"performance\""}
+numba = {version = ">=0.55.2", optional = true, markers = "extra == \"performance\""}
+numexpr = {version = ">=2.8.0", optional = true, markers = "extra == \"performance\""}
 numpy = {version = ">=1.22.4,<2", markers = "python_version < \"3.11\""}
 python-dateutil = ">=2.8.2"
 pytz = ">=2020.1"
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+optional = false
+python-versions = ">=3.8"
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+
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 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
 optional = false
-python-versions = ">=3.7"
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+version = "0.19.0"
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 [package.extras]
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+version = "4.25.1"
 description = ""
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-version = "0.5.0"
+version = "0.5.1"
 description = "Pure-Python implementation of ASN.1 types and DER/BER/CER codecs (X.208)"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
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 ]
 
 [[package]]
@@ -1108,13 +1652,13 @@ pyasn1 = ">=0.4.6,<0.6.0"
 
 [[package]]
 name = "pynumaflow"
-version = "0.5.3"
+version = "0.5.4"
 description = "Provides the interfaces of writing Python User Defined Functions and Sinks for NumaFlow."
 optional = false
 python-versions = ">=3.9,<3.12"
 files = [
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 ]
 
 [package.dependencies]
@@ -1125,6 +1669,20 @@ grpcio = ">=1.48.1,<2.0.0"
 grpcio-tools = ">=1.48.1,<2.0.0"
 protobuf = ">=3.20,<5.0"
 
+[[package]]
+name = "pyparsing"
+version = "3.1.1"
+description = "pyparsing module - Classes and methods to define and execute parsing grammars"
+optional = false
+python-versions = ">=3.6.8"
+files = [
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+]
+
+[package.extras]
+diagrams = ["jinja2", "railroad-diagrams"]
+
 [[package]]
 name = "pytest"
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 ]
 
 [package.dependencies]
@@ -1410,17 +1978,17 @@ test = ["asv", "gmpy2", "mpmath", "pooch", "pytest", "pytest-cov", "pytest-timeo
 
 [[package]]
 name = "setuptools"
-version = "68.2.2"
+version = "69.0.2"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "setuptools-68.2.2-py3-none-any.whl", hash = "sha256:b454a35605876da60632df1a60f736524eb73cc47bbc9f3f1ef1b644de74fd2a"},
-    {file = "setuptools-68.2.2.tar.gz", hash = "sha256:4ac1475276d2f1c48684874089fefcd83bd7162ddaafb81fac866ba0db282a87"},
+    {file = "setuptools-69.0.2-py3-none-any.whl", hash = "sha256:1e8fdff6797d3865f37397be788a4e3cba233608e9b509382a2777d25ebde7f2"},
+    {file = "setuptools-69.0.2.tar.gz", hash = "sha256:735896e78a4742605974de002ac60562d286fa8051a7e2299445e8e8fbb01aa6"},
 ]
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-hoverxref (<2)", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
 testing = ["build[virtualenv]", "filelock (>=3.4.0)", "flake8-2020", "ini2toml[lite] (>=0.9)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pip (>=19.1)", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy (>=0.9.1)", "pytest-perf", "pytest-ruff", "pytest-timeout", "pytest-xdist", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
 testing-integration = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "packaging (>=23.1)", "pytest", "pytest-enabler", "pytest-xdist", "tomli", "virtualenv (>=13.0.0)", "wheel"]
 
@@ -1468,6 +2036,27 @@ files = [
     {file = "tomli-2.0.1.tar.gz", hash = "sha256:de526c12914f0c550d15924c62d72abc48d6fe7364aa87328337a31007fe8a4f"},
 ]
 
+[[package]]
+name = "typer"
+version = "0.9.0"
+description = "Typer, build great CLIs. Easy to code. Based on Python type hints."
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "typer-0.9.0-py3-none-any.whl", hash = "sha256:5d96d986a21493606a358cae4461bd8cdf83cbf33a5aa950ae629ca3b51467ee"},
+    {file = "typer-0.9.0.tar.gz", hash = "sha256:50922fd79aea2f4751a8e0408ff10d2662bd0c8bbfa84755a699f3bada2978b2"},
+]
+
+[package.dependencies]
+click = ">=7.1.1,<9.0.0"
+typing-extensions = ">=3.7.4.3"
+
+[package.extras]
+all = ["colorama (>=0.4.3,<0.5.0)", "rich (>=10.11.0,<14.0.0)", "shellingham (>=1.3.0,<2.0.0)"]
+dev = ["autoflake (>=1.3.1,<2.0.0)", "flake8 (>=3.8.3,<4.0.0)", "pre-commit (>=2.17.0,<3.0.0)"]
+doc = ["cairosvg (>=2.5.2,<3.0.0)", "mdx-include (>=1.4.1,<2.0.0)", "mkdocs (>=1.1.2,<2.0.0)", "mkdocs-material (>=8.1.4,<9.0.0)", "pillow (>=9.3.0,<10.0.0)"]
+test = ["black (>=22.3.0,<23.0.0)", "coverage (>=6.2,<7.0)", "isort (>=5.0.6,<6.0.0)", "mypy (==0.910)", "pytest (>=4.4.0,<8.0.0)", "pytest-cov (>=2.10.0,<5.0.0)", "pytest-sugar (>=0.9.4,<0.10.0)", "pytest-xdist (>=1.32.0,<4.0.0)", "rich (>=10.11.0,<14.0.0)", "shellingham (>=1.3.0,<2.0.0)"]
+
 [[package]]
 name = "typing-extensions"
 version = "4.8.0"
@@ -1508,19 +2097,19 @@ zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "virtualenv"
-version = "20.24.6"
+version = "20.25.0"
 description = "Virtual Python Environment builder"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "virtualenv-20.24.6-py3-none-any.whl", hash = "sha256:520d056652454c5098a00c0f073611ccbea4c79089331f60bf9d7ba247bb7381"},
-    {file = "virtualenv-20.24.6.tar.gz", hash = "sha256:02ece4f56fbf939dbbc33c0715159951d6bf14aaf5457b092e4548e1382455af"},
+    {file = "virtualenv-20.25.0-py3-none-any.whl", hash = "sha256:4238949c5ffe6876362d9c0180fc6c3a824a7b12b80604eeb8085f2ed7460de3"},
+    {file = "virtualenv-20.25.0.tar.gz", hash = "sha256:bf51c0d9c7dd63ea8e44086fa1e4fb1093a31e963b86959257378aef020e1f1b"},
 ]
 
 [package.dependencies]
 distlib = ">=0.3.7,<1"
 filelock = ">=3.12.2,<4"
-platformdirs = ">=3.9.1,<4"
+platformdirs = ">=3.9.1,<5"
 
 [package.extras]
 docs = ["furo (>=2023.7.26)", "proselint (>=0.13)", "sphinx (>=7.1.2)", "sphinx-argparse (>=0.4)", "sphinxcontrib-towncrier (>=0.2.1a0)", "towncrier (>=23.6)"]
@@ -1582,4 +2171,4 @@ dev = ["black (>=19.3b0)", "pytest (>=4.6.2)"]
 [metadata]
 lock-version = "2.0"
 python-versions = "~3.10"
-content-hash = "f3ff1192583ed34d5d910de469a248288f03e69ff9f4e893defd863cc4db8f80"
+content-hash = "ef82be342bf63385fe8689c07810945249c2bbcbd8100815f0077e0cb7f67557"
diff --git a/pyproject.toml b/pyproject.toml
index 4b19107..ff3a7a3 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "numalogic-prometheus"
-version = "0.6.0"
+version = "0.6.1dev0"
 description = "ML inference on numaflow using numalogic on Prometheus metrics"
 authors = ["Numalogic developers"]
 packages = [{ include = "numaprom" }]
@@ -19,14 +19,14 @@ repository = "https://github.com/numaproj/numalogic-prometheus"
 
 [tool.poetry.dependencies]
 python = "~3.10"
-redis = {extras = ["hiredis"], version = "^4.5" }
+redis = {extras = ["hiredis"], version = "^5.0.1" }
 pynumaflow = "~0.5"
-numalogic = {version = "~0.5", extras = ["redis"]}
+numalogic = {version = "0.6.1.dev5", extras = ["redis"]}
 orjson = "^3.8.4"
 omegaconf = "^2.3.0"
 watchdog = "^3.0.0"
 loguru = "^0.7.0"
-prometheus-client = "^0.17"
+prometheus-client = "^0.19"
 
 [tool.poetry.group.dev]
 optional = true
diff --git a/tests/resources/configs/numalogic_config.yaml b/tests/resources/configs/numalogic_config.yaml
index 5f40323..4b4296d 100644
--- a/tests/resources/configs/numalogic_config.yaml
+++ b/tests/resources/configs/numalogic_config.yaml
@@ -11,7 +11,8 @@ model:
       - 16
     dropout_p: 0.25
 trainer:
-  max_epochs: 5
+  pltrainer_conf:
+    max_epochs: 5
 preprocess:
   - name: "LogTransformer"
     stateful: false
diff --git a/tests/udf/test_inference.py b/tests/udf/test_inference.py
index f8c39f0..99ccf51 100644
--- a/tests/udf/test_inference.py
+++ b/tests/udf/test_inference.py
@@ -3,7 +3,7 @@
 from unittest.mock import patch, Mock
 
 from freezegun import freeze_time
-from numalogic.models.autoencoder import AutoencoderTrainer
+from numalogic.models.autoencoder import TimeseriesTrainer
 from numalogic.registry import RedisRegistry
 from orjson import orjson
 from pynumaflow.mapper import Messages
@@ -52,7 +52,7 @@ def test_inference(self):
 
     @freeze_time("2022-02-20 12:00:00")
     @patch.object(RedisRegistry, "load", Mock(return_value=return_mock_lstmae()))
-    @patch.object(AutoencoderTrainer, "predict", Mock(side_effect=RuntimeError))
+    @patch.object(TimeseriesTrainer, "predict", Mock(side_effect=RuntimeError))
     def test_inference_err(self):
         for msg in self.inference_input:
             _out = inference([""], get_datum(msg.value))