diff --git a/Makefile b/Makefile
index dc4efb8..6368bbf 100644
--- a/Makefile
+++ b/Makefile
@@ -21,6 +21,9 @@ poetry:
 build:
 	@poetry build
 
+.PHONY: lock
+lock:
+	@poetry lock
 
 .PHONY: install
 install:
diff --git a/poetry.lock b/poetry.lock
index 3576e3c..44b1a1d 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -32,87 +32,87 @@ testing = ["bitsandbytes", "datasets", "deepspeed (<0.13.0)", "evaluate", "param
 
 [[package]]
 name = "aiohttp"
-version = "3.9.4"
+version = "3.9.5"
 description = "Async http client/server framework (asyncio)"
 optional = false
 python-versions = ">=3.8"
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 ]
 
 [package.dependencies]
@@ -158,34 +158,15 @@ tests = ["attrs[tests-no-zope]", "zope-interface"]
 tests-mypy = ["mypy (>=1.6)", "pytest-mypy-plugins"]
 tests-no-zope = ["attrs[tests-mypy]", "cloudpickle", "hypothesis", "pympler", "pytest (>=4.3.0)", "pytest-xdist[psutil]"]
 
-[[package]]
-name = "bitsandbytes"
-version = "0.43.0"
-description = "k-bit optimizers and matrix multiplication routines."
-optional = false
-python-versions = "*"
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-
-[package.dependencies]
-numpy = "*"
-torch = "*"
-
-[package.extras]
-benchmark = ["matplotlib", "pandas"]
-test = ["scipy"]
-
 [[package]]
 name = "certifi"
-version = "2024.2.2"
+version = "2024.6.2"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 files = [
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 ]
 
 [[package]]
@@ -359,18 +340,18 @@ profile = ["gprof2dot (>=2022.7.29)"]
 
 [[package]]
 name = "filelock"
-version = "3.13.4"
+version = "3.15.4"
 description = "A platform independent file lock."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
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+testing = ["covdefaults (>=2.3)", "coverage (>=7.3.2)", "diff-cover (>=8.0.1)", "pytest (>=7.4.3)", "pytest-asyncio (>=0.21)", "pytest-cov (>=4.1)", "pytest-mock (>=3.12)", "pytest-timeout (>=2.2)", "virtualenv (>=20.26.2)"]
 typing = ["typing-extensions (>=4.8)"]
 
 [[package]]
@@ -499,13 +480,13 @@ tqdm = ["tqdm"]
 
 [[package]]
 name = "huggingface-hub"
-version = "0.22.2"
+version = "0.23.4"
 description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
 optional = false
 python-versions = ">=3.8.0"
 files = [
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 ]
 
 [package.dependencies]
@@ -518,16 +499,16 @@ tqdm = ">=4.42.1"
 typing-extensions = ">=3.7.4.3"
 
 [package.extras]
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 [[package]]
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 python-versions = ">=3"
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 [package.extras]
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 [package.dependencies]
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 [[package]]
 name = "pyarrow-hotfix"
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-    {file = "sentencepiece-0.2.0-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:22e37bac44dd6603388cb598c64ff7a76e41ca774646f21c23aadfbf5a2228ab"},
-    {file = "sentencepiece-0.2.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0461324897735512a32d222e3d886e24ad6a499761952b6bda2a9ee6e4313ea5"},
-    {file = "sentencepiece-0.2.0-cp39-cp39-win32.whl", hash = "sha256:38aed822fb76435fa1f12185f10465a94ab9e51d5e8a9159e9a540ce926f0ffd"},
-    {file = "sentencepiece-0.2.0-cp39-cp39-win_amd64.whl", hash = "sha256:d8cf876516548b5a1d6ac4745d8b554f5c07891d55da557925e5c13ff0b4e6ad"},
-    {file = "sentencepiece-0.2.0.tar.gz", hash = "sha256:a52c19171daaf2e697dc6cbe67684e0fa341b1248966f6aebb541de654d15843"},
-]
-
 [[package]]
 name = "six"
 version = "1.16.0"
@@ -1555,17 +1463,17 @@ files = [
 
 [[package]]
 name = "sympy"
-version = "1.12"
+version = "1.12.1"
 description = "Computer algebra system (CAS) in Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "sympy-1.12-py3-none-any.whl", hash = "sha256:c3588cd4295d0c0f603d0f2ae780587e64e2efeedb3521e46b9bb1d08d184fa5"},
-    {file = "sympy-1.12.tar.gz", hash = "sha256:ebf595c8dac3e0fdc4152c51878b498396ec7f30e7a914d6071e674d49420fb8"},
+    {file = "sympy-1.12.1-py3-none-any.whl", hash = "sha256:9b2cbc7f1a640289430e13d2a56f02f867a1da0190f2f99d8968c2f74da0e515"},
+    {file = "sympy-1.12.1.tar.gz", hash = "sha256:2877b03f998cd8c08f07cd0de5b767119cd3ef40d09f41c30d722f6686b0fb88"},
 ]
 
 [package.dependencies]
-mpmath = ">=0.19"
+mpmath = ">=1.1.0,<1.4.0"
 
 [[package]]
 name = "tokenizers"
@@ -1754,13 +1662,13 @@ optree = ["optree (>=0.9.1)"]
 
 [[package]]
 name = "tqdm"
-version = "4.66.2"
+version = "4.66.4"
 description = "Fast, Extensible Progress Meter"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "tqdm-4.66.2-py3-none-any.whl", hash = "sha256:1ee4f8a893eb9bef51c6e35730cebf234d5d0b6bd112b0271e10ed7c24a02bd9"},
-    {file = "tqdm-4.66.2.tar.gz", hash = "sha256:6cd52cdf0fef0e0f543299cfc96fec90d7b8a7e88745f411ec33eb44d5ed3531"},
+    {file = "tqdm-4.66.4-py3-none-any.whl", hash = "sha256:b75ca56b413b030bc3f00af51fd2c1a1a5eac6a0c1cca83cbb37a5c52abce644"},
+    {file = "tqdm-4.66.4.tar.gz", hash = "sha256:e4d936c9de8727928f3be6079590e97d9abfe8d39a590be678eb5919ffc186bb"},
 ]
 
 [package.dependencies]
@@ -1865,13 +1773,13 @@ tutorials = ["matplotlib", "pandas", "tabulate", "torch"]
 
 [[package]]
 name = "typing-extensions"
-version = "4.11.0"
+version = "4.12.2"
 description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "typing_extensions-4.11.0-py3-none-any.whl", hash = "sha256:c1f94d72897edaf4ce775bb7558d5b79d8126906a14ea5ed1635921406c0387a"},
-    {file = "typing_extensions-4.11.0.tar.gz", hash = "sha256:83f085bd5ca59c80295fc2a82ab5dac679cbe02b9f33f7d83af68e241bea51b0"},
+    {file = "typing_extensions-4.12.2-py3-none-any.whl", hash = "sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d"},
+    {file = "typing_extensions-4.12.2.tar.gz", hash = "sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8"},
 ]
 
 [[package]]
@@ -1887,13 +1795,13 @@ files = [
 
 [[package]]
 name = "urllib3"
-version = "2.2.1"
+version = "2.2.2"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "urllib3-2.2.1-py3-none-any.whl", hash = "sha256:450b20ec296a467077128bff42b73080516e71b56ff59a60a02bef2232c4fa9d"},
-    {file = "urllib3-2.2.1.tar.gz", hash = "sha256:d0570876c61ab9e520d776c38acbbb5b05a776d3f9ff98a5c8fd5162a444cf19"},
+    {file = "urllib3-2.2.2-py3-none-any.whl", hash = "sha256:a448b2f64d686155468037e1ace9f2d2199776e17f0a46610480d311f73e3472"},
+    {file = "urllib3-2.2.2.tar.gz", hash = "sha256:dd505485549a7a552833da5e6063639d0d177c04f23bc3864e41e5dc5f612168"},
 ]
 
 [package.extras]
@@ -2125,4 +2033,4 @@ multidict = ">=4.0"
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.11"
-content-hash = "d4501e0a8c1660cd377e2c2ec9f27fc74b2b17ce141ac369e1ea16d1120210d4"
+content-hash = "027830ed44b834c50364dfef14b2970a0d18baf2571d0fb9c273eec87ac57987"
diff --git a/pyproject.toml b/pyproject.toml
index 46f0aa0..db55bee 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -15,17 +15,15 @@ keywords = ["transformers", "pytorch"]
 python = "^3.11"
 torch = "2.2.2"
 transformers = "4.39.2"
-sentencepiece = "0.2.0"
-bitsandbytes = "0.43.0"
 accelerate = "0.28.0"
 datasets = "2.18.0"
 
 [tool.poetry.group.dev.dependencies]
+python = "^3.11"
 torch = "2.2.2"
 transformers = "4.39.2"
-sentencepiece = "0.2.0"
-bitsandbytes = "0.43.0"
 accelerate = "0.28.0"
+datasets = "2.18.0"
 
 [tool.ruff]
 # Exclude a variety of commonly ignored directories.
diff --git a/src/kimchima/__init__.py b/src/kimchima/__init__.py
index bc96193..1d76e89 100644
--- a/src/kimchima/__init__.py
+++ b/src/kimchima/__init__.py
@@ -17,7 +17,6 @@
     ModelFactory,
     TokenizerFactory,
     EmbeddingsFactory,
-    QuantizationFactory,
     StreamerFactory,
     PipelinesFactory,
     ChatTemplateFactory,
@@ -34,7 +33,6 @@
     'ModelFactory', 
     'TokenizerFactory', 
     'EmbeddingsFactory',
-    'QuantizationFactory',
     'StreamerFactory',
     'Devices',
     'PipelinesFactory',
diff --git a/src/kimchima/pkg/__init__.py b/src/kimchima/pkg/__init__.py
index 719afae..32afb83 100644
--- a/src/kimchima/pkg/__init__.py
+++ b/src/kimchima/pkg/__init__.py
@@ -20,7 +20,6 @@
 from .cross_encoder_factory import CrossEncoderFactory
 from .tokenizer_factory import TokenizerFactory
 from .embedding_factory import EmbeddingsFactory
-from .quantization_factory import QuantizationFactory
 from .streamer_factory import StreamerFactory
 from .pipelines_factory import PipelinesFactory
 from .chat_template_factory import ChatTemplateFactory
@@ -32,7 +31,6 @@
     'ModelFactory', 
     'TokenizerFactory', 
     'EmbeddingsFactory',
-    'QuantizationFactory',
     'StreamerFactory',
     'PipelinesFactory',
     'ChatTemplateFactory',
diff --git a/src/kimchima/pkg/quantization_factory.py b/src/kimchima/pkg/quantization_factory.py
deleted file mode 100644
index 6c2866b..0000000
--- a/src/kimchima/pkg/quantization_factory.py
+++ /dev/null
@@ -1,62 +0,0 @@
-# coding=utf-8
-# Copyright [2024] [SkywardAI]
-# Licensed 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.
-
-from __future__ import annotations
-
-from functools import lru_cache
-from kimchima.pkg import logging
-
-import torch
-from transformers import BitsAndBytesConfig
-
-logger = logging.get_logger(__name__)
-
-class QuantizationFactory:
-    r"""
-    A factory class for creating Huggingface Transformers quantization configurations for different quantization techniques.
-    """
-
-    def __init__(self):
-        raise EnvironmentError(
-            "QuantizationFactory is designed to be instantiated "
-        )
-    
-    @classmethod
-    @lru_cache(maxsize=1)
-    def quantization_4bit(cls, *args, **kwargs)-> BitsAndBytesConfig:
-        r"""
-        4 bit quantization
-        """
-        #TODO support more parameters
-        config=BitsAndBytesConfig(
-            load_in_4bit=True,
-            bnb_4bit_compute_dtype=torch.bfloat16,
-            **kwargs
-            )
-
-        return config
-    
-    @classmethod
-    @lru_cache(maxsize=1)
-    def quantization_8bit(cls, *args, **kwargs)-> BitsAndBytesConfig:
-        r"""
-        8 bit quantization
-        """
-        config=BitsAndBytesConfig(
-            load_in_8bit=True,
-            bnb_8bit_compute_dtype=torch.bfloat16,
-            **kwargs
-            )
-
-        return config
diff --git a/src/kimchima/tests/test_quantization_factory.py b/src/kimchima/tests/test_quantization_factory.py
deleted file mode 100644
index c818f78..0000000
--- a/src/kimchima/tests/test_quantization_factory.py
+++ /dev/null
@@ -1,30 +0,0 @@
-# coding=utf-8
-# Copyright [2024] [SkywardAI]
-# Licensed 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 unittest
-
-from kimchima.pkg import QuantizationFactory
-
-class TestQuantizationFactory(unittest.TestCase):
-
-    def test_quantization_4bit(self):
-        """
-        Test quantization_4bit method. This function is also test the quantization dependencies
-        were installed correctly.
-        """
-
-        quantization_config = QuantizationFactory.quantization_4bit()
-
-        self.assertIsNotNone(quantization_config)
-        self.assertEqual(quantization_config.load_in_4bit, True)
\ No newline at end of file