diff --git a/CHANGELOG.md b/CHANGELOG.md
index 0c492c5..c1b87c5 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,3 +1,33 @@
+## [1.3.0](https://github.com/piotrlaczkowski/keras-data-processor/compare/kdp.1.2.0...kdp.1.3.0) (2024-04-15)
+
+
+### :beetle: Bug Fixes
+
+* fix(KDP): fixing relative imports problem ([9ca89ac](https://github.com/piotrlaczkowski/keras-data-processor/commit/9ca89aca02685f1fd8a105243c7ee8fc02dc5475))
+* fix(KDP): preprocess setting up base test + 1 ([8ef8ffa](https://github.com/piotrlaczkowski/keras-data-processor/commit/8ef8ffa7074b4b5d8a318e3df81349d1fef81854))
+* fix(KDP): preprocess setting up base test ([9ee3fa6](https://github.com/piotrlaczkowski/keras-data-processor/commit/9ee3fa6f577ffe368e7f738d8a1566862e2ed304))
+* fix(KDP): stats tests (adding todo) ([8883731](https://github.com/piotrlaczkowski/keras-data-processor/commit/8883731e841dd64ace5007ff7cc391fd62cd2f24))
+* fix(KDP): pipeline tests (with TODO) ([a89accb](https://github.com/piotrlaczkowski/keras-data-processor/commit/a89accb31e2eee35d42ca1e64a9c00c64786d058))
+* fix(KDP): fixing imports ([fbcb9d1](https://github.com/piotrlaczkowski/keras-data-processor/commit/fbcb9d104c25a8772d1af905cec0e456ebea4dd0))
+
+
+### :tools: Maintenance
+
+* refactor(KDP): adding cast_to_float32 layers to int outputs ([cc274df](https://github.com/piotrlaczkowski/keras-data-processor/commit/cc274df271cd2f5a6747d317d204d9bac5c30ba8))
+* refactor(KDP): fixing imports ([b420ef0](https://github.com/piotrlaczkowski/keras-data-processor/commit/b420ef006505e8e3b99857f0e5a804a7d5a8269c))
+* refactor(KDP): separating feature space normalizing class ([8b9c394](https://github.com/piotrlaczkowski/keras-data-processor/commit/8b9c39484aa2fafbdff182110e9f62bed7c70bf6))
+* refactor(KDP): adding abstraction for custom pipeline steps ([d500474](https://github.com/piotrlaczkowski/keras-data-processor/commit/d500474b2c31a92855e1097acab217bcec3882c4))
+
+
+### :gift: Features
+
+* feat(KDP): adding custom pipelines ([90d098c](https://github.com/piotrlaczkowski/keras-data-processor/commit/90d098c8baa36fbd1a6c1e12f9e7b345f62d58d0))
+* feat(KDP): adding float32 cast layer ([f2b02fb](https://github.com/piotrlaczkowski/keras-data-processor/commit/f2b02fb6cbf40f00003f83be3d6376ee27886955))
+* feat(KDP): migrating to feature specs approach v1 ([8953da5](https://github.com/piotrlaczkowski/keras-data-processor/commit/8953da5241f66b738e9c7b51694f093b4ad3b725))
+* feat(KDP): adding text processing option to the preprocessor v0 ([9e8dc03](https://github.com/piotrlaczkowski/keras-data-processor/commit/9e8dc03f13f12708958a9b6f720bb6e4b8682668))
+* feat(KDP): adding text processing option to the preprocessor v0 ([c0724c4](https://github.com/piotrlaczkowski/keras-data-processor/commit/c0724c4180e37ae9a1b639017340eb930d54dccd))
+* feat(KDP): adding text processing layers ([0a1e06d](https://github.com/piotrlaczkowski/keras-data-processor/commit/0a1e06d24c17aecaa6f5e5dc819d5b158d145452))
+
 ## [1.2.0](https://github.com/piotrlaczkowski/keras-data-processor/compare/kdp.1.1.0...kdp.1.2.0) (2024-03-14)
 
 
diff --git a/poetry.lock b/poetry.lock
index 5467baa..2608473 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -298,63 +298,63 @@ test = ["pytest"]
 
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@@ -484,29 +429,29 @@ tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipyth
 
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 [[package]]
@@ -554,13 +499,13 @@ six = "*"
 
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 python-versions = ">=3.8"
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 ]
 
 [package.dependencies]
@@ -634,36 +579,32 @@ protobuf = ["grpcio-tools (>=1.62.1)"]
 
 [[package]]
 name = "h5py"
-version = "3.10.0"
+version = "3.11.0"
 description = "Read and write HDF5 files from Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -685,24 +626,24 @@ license = ["ukkonen"]
 
 [[package]]
 name = "idna"
-version = "3.6"
+version = "3.7"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
 python-versions = ">=3.5"
 files = [
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-    {file = "idna-3.6.tar.gz", hash = "sha256:9ecdbbd083b06798ae1e86adcbfe8ab1479cf864e4ee30fe4e46a003d12491ca"},
+    {file = "idna-3.7-py3-none-any.whl", hash = "sha256:82fee1fc78add43492d3a1898bfa6d8a904cc97d8427f683ed8e798d07761aa0"},
+    {file = "idna-3.7.tar.gz", hash = "sha256:028ff3aadf0609c1fd278d8ea3089299412a7a8b9bd005dd08b9f8285bcb5cfc"},
 ]
 
 [[package]]
 name = "importlib-metadata"
-version = "7.0.2"
+version = "7.1.0"
 description = "Read metadata from Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "importlib_metadata-7.0.2-py3-none-any.whl", hash = "sha256:f4bc4c0c070c490abf4ce96d715f68e95923320370efb66143df00199bb6c100"},
-    {file = "importlib_metadata-7.0.2.tar.gz", hash = "sha256:198f568f3230878cb1b44fbd7975f87906c22336dba2e4a7f05278c281fbd792"},
+    {file = "importlib_metadata-7.1.0-py3-none-any.whl", hash = "sha256:30962b96c0c223483ed6cc7280e7f0199feb01a0e40cfae4d4450fc6fab1f570"},
+    {file = "importlib_metadata-7.1.0.tar.gz", hash = "sha256:b78938b926ee8d5f020fc4772d487045805a55ddbad2ecf21c6d60938dc7fcd2"},
 ]
 
 [package.dependencies]
@@ -711,22 +652,22 @@ zipp = ">=0.5"
 [package.extras]
 docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 perf = ["ipython"]
-testing = ["flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-perf (>=0.9.2)", "pytest-ruff (>=0.2.1)"]
+testing = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-perf (>=0.9.2)", "pytest-ruff (>=0.2.1)"]
 
 [[package]]
 name = "importlib-resources"
-version = "6.3.0"
+version = "6.4.0"
 description = "Read resources from Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "importlib_resources-6.3.0-py3-none-any.whl", hash = "sha256:783407aa1cd05550e3aa123e8f7cfaebee35ffa9cb0242919e2d1e4172222705"},
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+    {file = "importlib_resources-6.4.0-py3-none-any.whl", hash = "sha256:50d10f043df931902d4194ea07ec57960f66a80449ff867bfe782b4c486ba78c"},
+    {file = "importlib_resources-6.4.0.tar.gz", hash = "sha256:cdb2b453b8046ca4e3798eb1d84f3cce1446a0e8e7b5ef4efb600f19fc398145"},
 ]
 
 [package.extras]
 docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["jaraco.collections", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-ruff (>=0.2.1)", "zipp (>=3.17)"]
+testing = ["jaraco.test (>=5.4)", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-ruff (>=0.2.1)", "zipp (>=3.17)"]
 
 [[package]]
 name = "iniconfig"
@@ -741,13 +682,13 @@ files = [
 
 [[package]]
 name = "ipykernel"
-version = "6.29.3"
+version = "6.29.4"
 description = "IPython Kernel for Jupyter"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "ipykernel-6.29.3-py3-none-any.whl", hash = "sha256:5aa086a4175b0229d4eca211e181fb473ea78ffd9869af36ba7694c947302a21"},
-    {file = "ipykernel-6.29.3.tar.gz", hash = "sha256:e14c250d1f9ea3989490225cc1a542781b095a18a19447fcf2b5eaf7d0ac5bd2"},
+    {file = "ipykernel-6.29.4-py3-none-any.whl", hash = "sha256:1181e653d95c6808039c509ef8e67c4126b3b3af7781496c7cbfb5ed938a27da"},
+    {file = "ipykernel-6.29.4.tar.gz", hash = "sha256:3d44070060f9475ac2092b760123fadf105d2e2493c24848b6691a7c4f42af5c"},
 ]
 
 [package.dependencies]
@@ -774,13 +715,13 @@ test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio
 
 [[package]]
 name = "ipython"
-version = "8.22.2"
+version = "8.23.0"
 description = "IPython: Productive Interactive Computing"
 optional = false
 python-versions = ">=3.10"
 files = [
-    {file = "ipython-8.22.2-py3-none-any.whl", hash = "sha256:3c86f284c8f3d8f2b6c662f885c4889a91df7cd52056fd02b7d8d6195d7f56e9"},
-    {file = "ipython-8.22.2.tar.gz", hash = "sha256:2dcaad9049f9056f1fef63514f176c7d41f930daa78d05b82a176202818f2c14"},
+    {file = "ipython-8.23.0-py3-none-any.whl", hash = "sha256:07232af52a5ba146dc3372c7bf52a0f890a23edf38d77caef8d53f9cdc2584c1"},
+    {file = "ipython-8.23.0.tar.gz", hash = "sha256:7468edaf4f6de3e1b912e57f66c241e6fd3c7099f2ec2136e239e142e800274d"},
 ]
 
 [package.dependencies]
@@ -793,12 +734,14 @@ prompt-toolkit = ">=3.0.41,<3.1.0"
 pygments = ">=2.4.0"
 stack-data = "*"
 traitlets = ">=5.13.0"
+typing-extensions = {version = "*", markers = "python_version < \"3.12\""}
 
 [package.extras]
-all = ["ipython[black,doc,kernel,nbconvert,nbformat,notebook,parallel,qtconsole,terminal]", "ipython[test,test-extra]"]
+all = ["ipython[black,doc,kernel,matplotlib,nbconvert,nbformat,notebook,parallel,qtconsole]", "ipython[test,test-extra]"]
 black = ["black"]
 doc = ["docrepr", "exceptiongroup", "ipykernel", "ipython[test]", "matplotlib", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "sphinxcontrib-jquery", "stack-data", "typing-extensions"]
 kernel = ["ipykernel"]
+matplotlib = ["matplotlib"]
 nbconvert = ["nbconvert"]
 nbformat = ["nbformat"]
 notebook = ["ipywidgets", "notebook"]
@@ -887,42 +830,40 @@ test = ["ipykernel", "pre-commit", "pytest (<8)", "pytest-cov", "pytest-timeout"
 
 [[package]]
 name = "keras"
-version = "3.0.5"
+version = "3.2.1"
 description = "Multi-backend Keras."
 optional = false
 python-versions = ">=3.9"
 files = [
-    {file = "keras-3.0.5-py3-none-any.whl", hash = "sha256:4a022f2e97ea5a3db12ed809ffcb7ce1ef8d34feaeac52315ec8553ded2dcf97"},
-    {file = "keras-3.0.5.tar.gz", hash = "sha256:df3d3795e12c3f6035e811c43c13f1eb41e37241796a0fea120ede4ebe1c4496"},
+    {file = "keras-3.2.1-py3-none-any.whl", hash = "sha256:0be1e89b041e697be562d8422ecb958ee5481acfc089913200926c561d258a03"},
+    {file = "keras-3.2.1.tar.gz", hash = "sha256:966abbf0dfc1f9725f6293fb2a04ec83f56cd2a800990b38d1a03041255214a7"},
 ]
 
 [package.dependencies]
 absl-py = "*"
-dm-tree = "*"
 h5py = "*"
 ml-dtypes = "*"
 namex = "*"
 numpy = "*"
+optree = "*"
 rich = "*"
 
 [[package]]
 name = "libclang"
-version = "16.0.6"
+version = "18.1.1"
 description = "Clang Python Bindings, mirrored from the official LLVM repo: https://github.com/llvm/llvm-project/tree/main/clang/bindings/python, to make the installation process easier."
 optional = false
 python-versions = "*"
 files = [
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 [[package]]
@@ -945,13 +886,13 @@ dev = ["Sphinx (==7.2.5)", "colorama (==0.4.5)", "colorama (==0.4.6)", "exceptio
 
 [[package]]
 name = "markdown"
-version = "3.5.2"
+version = "3.6"
 description = "Python implementation of John Gruber's Markdown."
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.extras]
@@ -1173,13 +1114,13 @@ mkdocs = ">=1.0.3"
 
 [[package]]
 name = "mkdocs-material"
-version = "9.5.13"
+version = "9.5.17"
 description = "Documentation that simply works"
 optional = false
 python-versions = ">=3.8"
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 ]
 
 [package.dependencies]
@@ -1213,13 +1154,13 @@ files = [
 
 [[package]]
 name = "mkdocstrings"
-version = "0.24.1"
+version = "0.24.3"
 description = "Automatic documentation from sources, for MkDocs."
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
@@ -1240,19 +1181,18 @@ python-legacy = ["mkdocstrings-python-legacy (>=0.2.1)"]
 
 [[package]]
 name = "mkdocstrings-python"
-version = "1.9.0"
+version = "1.9.2"
 description = "A Python handler for mkdocstrings."
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
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-markdown = ">=3.3,<3.6"
-mkdocstrings = ">=0.20"
+mkdocstrings = ">=0.24.2"
 
 [[package]]
 name = "ml-dtypes"
@@ -1291,13 +1231,13 @@ dev = ["absl-py", "pyink", "pylint (>=2.6.0)", "pytest", "pytest-xdist"]
 
 [[package]]
 name = "namex"
-version = "0.0.7"
+version = "0.0.8"
 description = "A simple utility to separate the implementation of your Python package and its public API surface."
 optional = false
 python-versions = "*"
 files = [
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 ]
 
 [[package]]
@@ -1388,6 +1328,66 @@ numpy = ">=1.7"
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 tests = ["pytest", "pytest-cov", "pytest-pep8"]
 
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+description = "Optimized PyTree Utilities."
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+numpy = ["numpy"]
+test = ["pytest", "pytest-cov", "pytest-xdist"]
+torch = ["torch"]
+
 [[package]]
 name = "packaging"
 version = "24.0"
@@ -1411,44 +1411,41 @@ files = [
 
 [[package]]
 name = "pandas"
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+version = "2.2.2"
 description = "Powerful data structures for data analysis, time series, and statistics"
 optional = false
 python-versions = ">=3.9"
 files = [
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-numpy = {version = ">=1.23.2,<2", markers = "python_version == \"3.11\""}
+numpy = {version = ">=1.23.2", markers = "python_version == \"3.11\""}
 python-dateutil = ">=2.8.2"
 pytz = ">=2020.1"
 tzdata = ">=2022.7"
@@ -1480,18 +1477,18 @@ xml = ["lxml (>=4.9.2)"]
 
 [[package]]
 name = "parso"
-version = "0.8.3"
+version = "0.8.4"
 description = "A Python Parser"
 optional = false
 python-versions = ">=3.6"
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+qa = ["flake8 (==5.0.4)", "mypy (==0.971)", "types-setuptools (==67.2.0.1)"]
+testing = ["docopt", "pytest"]
 
 [[package]]
 name = "pathspec"
@@ -1550,13 +1547,13 @@ testing = ["pytest", "pytest-benchmark"]
 
 [[package]]
 name = "pre-commit"
-version = "3.6.2"
+version = "3.7.0"
 description = "A framework for managing and maintaining multi-language pre-commit hooks."
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 ]
 
 [package.dependencies]
@@ -1655,13 +1652,13 @@ tests = ["pytest"]
 
 [[package]]
 name = "pycparser"
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+version = "2.22"
 description = "C parser in Python"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
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 ]
 
 [[package]]
@@ -1752,13 +1749,13 @@ testing = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "pygm
 
 [[package]]
 name = "pytest-cov"
-version = "4.1.0"
+version = "5.0.0"
 description = "Pytest plugin for measuring coverage."
 optional = false
-python-versions = ">=3.7"
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 ]
 
 [package.dependencies]
@@ -1766,21 +1763,21 @@ coverage = {version = ">=5.2.1", extras = ["toml"]}
 pytest = ">=4.6"
 
 [package.extras]
-testing = ["fields", "hunter", "process-tests", "pytest-xdist", "six", "virtualenv"]
+testing = ["fields", "hunter", "process-tests", "pytest-xdist", "virtualenv"]
 
 [[package]]
 name = "pytest-mock"
-version = "3.12.0"
+version = "3.14.0"
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 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
-pytest = ">=5.0"
+pytest = ">=6.2.5"
 
 [package.extras]
 dev = ["pre-commit", "pytest-asyncio", "tox"]
@@ -1909,104 +1906,99 @@ pyyaml = "*"
 
 [[package]]
 name = "pyzmq"
-version = "25.1.2"
+version = "26.0.0"
 description = "Python bindings for 0MQ"
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+    {file = "typing_extensions-4.11.0.tar.gz", hash = "sha256:83f085bd5ca59c80295fc2a82ab5dac679cbe02b9f33f7d83af68e241bea51b0"},
 ]
 
 [[package]]
@@ -2493,13 +2485,13 @@ files = [
 
 [[package]]
 name = "werkzeug"
-version = "3.0.1"
+version = "3.0.2"
 description = "The comprehensive WSGI web application library."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "werkzeug-3.0.1-py3-none-any.whl", hash = "sha256:90a285dc0e42ad56b34e696398b8122ee4c681833fb35b8334a095d82c56da10"},
-    {file = "werkzeug-3.0.1.tar.gz", hash = "sha256:507e811ecea72b18a404947aded4b3390e1db8f826b494d76550ef45bb3b1dcc"},
+    {file = "werkzeug-3.0.2-py3-none-any.whl", hash = "sha256:3aac3f5da756f93030740bc235d3e09449efcf65f2f55e3602e1d851b8f48795"},
+    {file = "werkzeug-3.0.2.tar.gz", hash = "sha256:e39b645a6ac92822588e7b39a692e7828724ceae0b0d702ef96701f90e70128d"},
 ]
 
 [package.dependencies]
@@ -2617,13 +2609,13 @@ files = [
 
 [[package]]
 name = "zipp"
-version = "3.18.0"
+version = "3.18.1"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "zipp-3.18.0-py3-none-any.whl", hash = "sha256:c1bb803ed69d2cce2373152797064f7e79bc43f0a3748eb494096a867e0ebf79"},
-    {file = "zipp-3.18.0.tar.gz", hash = "sha256:df8d042b02765029a09b157efd8e820451045890acc30f8e37dd2f94a060221f"},
+    {file = "zipp-3.18.1-py3-none-any.whl", hash = "sha256:206f5a15f2af3dbaee80769fb7dc6f249695e940acca08dfb2a4769fe61e538b"},
+    {file = "zipp-3.18.1.tar.gz", hash = "sha256:2884ed22e7d8961de1c9a05142eb69a247f120291bc0206a00a7642f09b5b715"},
 ]
 
 [package.extras]