diff --git a/CHANGELOG.md b/CHANGELOG.md
index 89879b49..b091779e 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -2,6 +2,13 @@
 # Changelog
 All notable changes to this project will be documented in this file.
 
+### [1.5.5]
+
+#### Fixed 
+
+- Fix poetry version not updating init file properly
+- Fix model_summary.txt not being saved correctly 
+
 ### [1.5.4]
 
 #### Added
diff --git a/poetry.lock b/poetry.lock
index a8f80c97..91b4b2ff 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -2,13 +2,13 @@
 
 [[package]]
 name = "absl-py"
-version = "2.0.0"
+version = "2.1.0"
 description = "Abseil Python Common Libraries, see https://github.com/abseil/abseil-py."
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "absl-py-2.0.0.tar.gz", hash = "sha256:d9690211c5fcfefcdd1a45470ac2b5c5acd45241c3af71eed96bc5441746c0d5"},
-    {file = "absl_py-2.0.0-py3-none-any.whl", hash = "sha256:9a28abb62774ae4e8edbe2dd4c49ffcd45a6a848952a5eccc6a49f3f0fc1e2f3"},
+    {file = "absl-py-2.1.0.tar.gz", hash = "sha256:7820790efbb316739cde8b4e19357243fc3608a152024288513dd968d7d959ff"},
+    {file = "absl_py-2.1.0-py3-none-any.whl", hash = "sha256:526a04eadab8b4ee719ce68f204172ead1027549089702d99b9059f129ff1308"},
 ]
 
 [[package]]
@@ -490,17 +490,6 @@ test = ["filelock (>=3)", "pytest (>=6.2.4)", "pytest-cov (>=2.12)", "pytest-moc
 typing = ["importlib-metadata (>=5.1)", "mypy (>=1.5.0,<1.6.0)", "tomli", "typing-extensions (>=3.7.4.3)"]
 virtualenv = ["virtualenv (>=20.0.35)"]
 
-[[package]]
-name = "bump2version"
-version = "1.0.1"
-description = "Version-bump your software with a single command!"
-optional = true
-python-versions = ">=3.5"
-files = [
-    {file = "bump2version-1.0.1-py2.py3-none-any.whl", hash = "sha256:37f927ea17cde7ae2d7baf832f8e80ce3777624554a653006c9144f8017fe410"},
-    {file = "bump2version-1.0.1.tar.gz", hash = "sha256:762cb2bfad61f4ec8e2bdf452c7c267416f8c70dd9ecb1653fd0bbb01fa936e6"},
-]
-
 [[package]]
 name = "cachecontrol"
 version = "0.13.1"
@@ -1045,47 +1034,56 @@ files = [
 
 [[package]]
 name = "cryptography"
-version = "41.0.7"
+version = "42.0.0"
 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
 optional = false
 python-versions = ">=3.7"
 files = [
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-]
-
-[package.dependencies]
-cffi = ">=1.12"
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+    {file = "cryptography-42.0.0.tar.gz", hash = "sha256:6cf9b76d6e93c62114bd19485e5cb003115c134cf9ce91f8ac924c44f8c8c3f4"},
+]
+
+[package.dependencies]
+cffi = {version = ">=1.12", markers = "platform_python_implementation != \"PyPy\""}
 
 [package.extras]
 docs = ["sphinx (>=5.3.0)", "sphinx-rtd-theme (>=1.1.1)"]
-docstest = ["pyenchant (>=1.6.11)", "sphinxcontrib-spelling (>=4.0.1)", "twine (>=1.12.0)"]
+docstest = ["pyenchant (>=1.6.11)", "readme-renderer", "sphinxcontrib-spelling (>=4.0.1)"]
 nox = ["nox"]
-pep8test = ["black", "check-sdist", "mypy", "ruff"]
+pep8test = ["check-sdist", "click", "mypy", "ruff"]
 sdist = ["build"]
 ssh = ["bcrypt (>=3.1.5)"]
-test = ["pretend", "pytest (>=6.2.0)", "pytest-benchmark", "pytest-cov", "pytest-xdist"]
+test = ["certifi", "pretend", "pytest (>=6.2.0)", "pytest-benchmark", "pytest-cov", "pytest-xdist"]
 test-randomorder = ["pytest-randomly"]
 
 [[package]]
@@ -1322,20 +1320,6 @@ https = ["urllib3 (>=1.24.1)"]
 paramiko = ["paramiko"]
 pgp = ["gpg"]
 
-[[package]]
-name = "dunamai"
-version = "1.19.0"
-description = "Dynamic version generation"
-optional = true
-python-versions = ">=3.5,<4.0"
-files = [
-    {file = "dunamai-1.19.0-py3-none-any.whl", hash = "sha256:1ed948676bbf0812bfaafe315a134634f8d6eb67138513c75aa66e747404b9c6"},
-    {file = "dunamai-1.19.0.tar.gz", hash = "sha256:6ad99ae34f7cd290550a2ef1305d2e0292e6e6b5b1b830dfc07ceb7fd35fec09"},
-]
-
-[package.dependencies]
-packaging = ">=20.9"
-
 [[package]]
 name = "efficientnet-pytorch"
 version = "0.7.1"
@@ -1896,13 +1880,13 @@ test = ["objgraph", "psutil"]
 
 [[package]]
 name = "griffe"
-version = "0.38.1"
+version = "0.39.1"
 description = "Signatures for entire Python programs. Extract the structure, the frame, the skeleton of your project, to generate API documentation or find breaking changes in your API."
 optional = true
 python-versions = ">=3.8"
 files = [
-    {file = "griffe-0.38.1-py3-none-any.whl", hash = "sha256:334c79d3b5964ade65c05dfcaf53518c576dedd387aaba5c9fd71212f34f1483"},
-    {file = "griffe-0.38.1.tar.gz", hash = "sha256:bd68d7da7f3d87bc57eb9962b250db123efd9bbcc06c11c1a91b6e583b2a9361"},
+    {file = "griffe-0.39.1-py3-none-any.whl", hash = "sha256:6ce4ecffcf0d2f96362c5974b3f7df812da8f8d4cfcc5ebc8202ef72656fc087"},
+    {file = "griffe-0.39.1.tar.gz", hash = "sha256:ead8dfede6e6531cce6bf69090a4f3c6d36fdf923c43f8e85aa530552cef0c09"},
 ]
 
 [package.dependencies]
@@ -2044,13 +2028,13 @@ numpy = ">=1.14.5"
 
 [[package]]
 name = "huggingface-hub"
-version = "0.20.2"
+version = "0.20.3"
 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 = [
-    {file = "huggingface_hub-0.20.2-py3-none-any.whl", hash = "sha256:53752eda2239d30a470c307a61cf9adcf136bc77b0a734338c7d04941af560d8"},
-    {file = "huggingface_hub-0.20.2.tar.gz", hash = "sha256:215c5fceff631030c7a3d19ba7b588921c908b3f21eef31d160ebc245b200ff6"},
+    {file = "huggingface_hub-0.20.3-py3-none-any.whl", hash = "sha256:d988ae4f00d3e307b0c80c6a05ca6dbb7edba8bba3079f74cda7d9c2e562a7b6"},
+    {file = "huggingface_hub-0.20.3.tar.gz", hash = "sha256:94e7f8e074475fbc67d6a71957b678e1b4a74ff1b64a644fd6cbb83da962d05d"},
 ]
 
 [package.dependencies]
@@ -2777,13 +2761,13 @@ files = [
 
 [[package]]
 name = "lightning-utilities"
-version = "0.10.0"
-description = "PyTorch Lightning Sample project."
+version = "0.10.1"
+description = "Lightning toolbox for across the our ecosystem."
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "lightning-utilities-0.10.0.tar.gz", hash = "sha256:9e31617eccbbadc6b737a2432fd7076ff8e24957f9c63aeba2530b189e19319c"},
-    {file = "lightning_utilities-0.10.0-py3-none-any.whl", hash = "sha256:84d09b11fe9bc16c803ae5e412874748239d73ad2f3d1b90862f99ce15a03aa0"},
+    {file = "lightning-utilities-0.10.1.tar.gz", hash = "sha256:362755023dcf93b8fa519bc002ae41794943a3ffbc5318e40804d36aa14bf1fd"},
+    {file = "lightning_utilities-0.10.1-py3-none-any.whl", hash = "sha256:e67be3f328b1c14f2b36cc09e84642db5b50afeab94e7704969b2130fe6a3bda"},
 ]
 
 [package.dependencies]
@@ -2972,13 +2956,13 @@ source = ["Cython (>=3.0.7)"]
 
 [[package]]
 name = "mako"
-version = "1.3.0"
+version = "1.3.1"
 description = "A super-fast templating language that borrows the best ideas from the existing templating languages."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "Mako-1.3.0-py3-none-any.whl", hash = "sha256:57d4e997349f1a92035aa25c17ace371a4213f2ca42f99bee9a602500cfd54d9"},
-    {file = "Mako-1.3.0.tar.gz", hash = "sha256:e3a9d388fd00e87043edbe8792f45880ac0114e9c4adc69f6e9bfb2c55e3b11b"},
+    {file = "Mako-1.3.1-py3-none-any.whl", hash = "sha256:463f03e04559689adaee25e0967778d6ad41285ed607dc1e7df0dd4e4df81f9e"},
+    {file = "Mako-1.3.1.tar.gz", hash = "sha256:baee30b9c61718e093130298e678abed0dbfa1b411fcc4c1ab4df87cd631a0f2"},
 ]
 
 [package.dependencies]
@@ -3035,71 +3019,71 @@ testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
 
 [[package]]
 name = "markupsafe"
-version = "2.1.3"
+version = "2.1.4"
 description = "Safely add untrusted strings to HTML/XML markup."
 optional = false
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 [[package]]
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 [[package]]
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 [package.dependencies]
 numpy = [
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 ]
 
 [[package]]
@@ -4140,61 +4124,61 @@ tests = ["fakeredis", "pytest"]
 
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 [[package]]
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 virtualenv = ">=20.23.0,<21.0.0"
 xattr = {version = ">=0.10.0,<0.11.0", markers = "sys_platform == \"darwin\""}
 
+[[package]]
+name = "poetry-bumpversion"
+version = "0.3.2"
+description = "Poetry plugin to update __version__ in __init__ file and other files containing version strings"
+optional = true
+python-versions = ">=3.8,<4.0"
+files = [
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+
+[package.dependencies]
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+pydantic = "*"
+typing-extensions = "*"
+
 [[package]]
 name = "poetry-core"
 version = "1.8.1"
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-[[package]]
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-description = "Plugin for Poetry to enable dynamic versioning based on VCS tags"
-optional = true
-python-versions = ">=3.7,<4.0"
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-jinja2 = ">=2.11.1,<4"
-tomlkit = ">=0.4"
-
-[package.extras]
-plugin = ["poetry (>=1.2.0,<2.0.0)"]
-
 [[package]]
 name = "poetry-plugin-export"
 version = "1.6.0"
@@ -4646,27 +4627,27 @@ files = [
 
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+version = "5.9.8"
 description = "Cross-platform lib for process and system monitoring in Python."
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
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 ]
 
 [package.extras]
@@ -5704,115 +5685,128 @@ crt = ["botocore[crt] (>=1.20.29,<2.0a.0)"]
 
 [[package]]
 name = "safetensors"
-version = "0.4.1"
+version = "0.4.2"
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 [[package]]
 name = "seaborn"
@@ -6948,13 +6942,13 @@ socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 
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-    {file = "uvicorn-0.25.0.tar.gz", hash = "sha256:6dddbad1d7ee0f5140aba5ec138ddc9612c5109399903828b4874c9937f009c2"},
+    {file = "uvicorn-0.27.0-py3-none-any.whl", hash = "sha256:890b00f6c537d58695d3bb1f28e23db9d9e7a17cbcc76d7457c499935f933e24"},
+    {file = "uvicorn-0.27.0.tar.gz", hash = "sha256:c855578045d45625fd027367f7653d249f7c49f9361ba15cf9624186b26b8eb6"},
 ]
 
 [package.dependencies]
@@ -7572,7 +7566,7 @@ docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.link
 testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy (>=0.9.1)", "pytest-ruff"]
 
 [extras]
-dev = ["black", "bump2version", "cairosvg", "hydra-plugins", "interrogate", "isort", "mike", "mkdocs", "mkdocs_autorefs", "mkdocs_gen_files", "mkdocs_literate_nav", "mkdocs_material", "mkdocs_material_extensions", "mkdocs_section_index", "mkdocstrings", "mkdocstrings_python", "mypy", "pandas_stubs", "poetry-dynamic-versioning", "pre_commit", "pylint", "pytest", "pytest_cov", "pytest_env", "pytest_lazy_fixture", "pytest_mock", "ruff", "twine", "types_pyyaml"]
+dev = ["black", "cairosvg", "hydra-plugins", "interrogate", "isort", "mike", "mkdocs", "mkdocs_autorefs", "mkdocs_gen_files", "mkdocs_literate_nav", "mkdocs_material", "mkdocs_material_extensions", "mkdocs_section_index", "mkdocstrings", "mkdocstrings_python", "mypy", "pandas_stubs", "poetry-bumpversion", "pre_commit", "pylint", "pytest", "pytest_cov", "pytest_env", "pytest_lazy_fixture", "pytest_mock", "ruff", "twine", "types_pyyaml"]
 docs = ["cairosvg", "mike", "mkdocs", "mkdocs_autorefs", "mkdocs_gen_files", "mkdocs_literate_nav", "mkdocs_material", "mkdocs_material_extensions", "mkdocs_section_index", "mkdocstrings", "mkdocstrings_python"]
 onnx = ["onnx", "onnxruntime_gpu", "onnxsim"]
 test = ["pytest", "pytest_cov", "pytest_env", "pytest_lazy_fixture", "pytest_mock"]
@@ -7580,4 +7574,4 @@ test = ["pytest", "pytest_cov", "pytest_env", "pytest_lazy_fixture", "pytest_moc
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9,<3.11"
-content-hash = "89770057e6656cc797382a515b29729a19969e03542a16ab0a5ae1219214516c"
+content-hash = "5f9091afc0e09128749ceb173b259219da0cdb0f0feea3ffb8d7d0eaff20250c"
diff --git a/pyproject.toml b/pyproject.toml
index 17846fd5..254bec80 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "quadra"
-version = "1.5.4"
+version = "1.5.5"
 description = "Deep Learning experiment orchestration library"
 authors = [
   "Federico Belotti <federico.belotti@orobix.com>",
@@ -95,13 +95,12 @@ black = { version = "~22.12", optional = true }
 isort = { version = "~5.11", optional = true }
 pre_commit = { version = "~3.0", optional = true }
 pylint = { version = "~2.16", optional = true }
-bump2version = { version = "~1.0", optional = true }
 types_pyyaml = { version = "~6.0.12", optional = true }
 mypy = { version = "~1.0", optional = true }
 ruff = { version = "0.0.257", optional = true }
 pandas_stubs = { version = "~1.5.3", optional = true }
 twine = { version = "~4.0", optional = true }
-poetry-dynamic-versioning = { version = "1.2.0", optional = true }
+poetry-bumpversion = { version = "~0.3", optional = true }
 
 # Documentation dependencies
 mkdocs = { version = "1.5.2", optional = true }
@@ -137,7 +136,6 @@ dev = [
   "mypy",
   "ruff",
   "pandas_stubs",
-  "bumpver",
   "twine",
   "pytest",
   "pytest_cov",
@@ -156,7 +154,7 @@ dev = [
   "mkdocs_material_extensions",
   "mike",
   "cairosvg",
-  "poetry-dynamic-versioning",
+  "poetry-bumpversion",
   "hydra-plugins",
 ]
 
@@ -188,19 +186,6 @@ onnx = ["onnx", "onnxsim", "onnxruntime_gpu"]
 search = '__version__ = "{current_version}"'
 replace = '__version__ = "{new_version}"'
 
-# Adapted from https://realpython.com/pypi-publish-python-package/#version-your-package
-[tool.bumpver]
-current_version = "1.4.1"
-version_pattern = "MAJOR.MINOR.PATCH"
-commit_message = "build: Bump version {old_version} -> {new_version}"
-commit = true
-tag = false
-push = false
-
-[tool.bumpver.file_patterns]
-"pyproject.toml" = ['current_version = "{version}"', 'version = "{version}"']
-"quadra/__init__.py" = ["{version}"]
-
 # Black formatting
 [tool.black]
 line_length = 120
diff --git a/quadra/__init__.py b/quadra/__init__.py
index 105de744..9c4b8bde 100644
--- a/quadra/__init__.py
+++ b/quadra/__init__.py
@@ -1,4 +1,4 @@
-__version__ = "1.5.4"
+__version__ = "1.5.5"
 
 
 def get_version():
diff --git a/quadra/tasks/classification.py b/quadra/tasks/classification.py
index 7c449328..441a9e39 100644
--- a/quadra/tasks/classification.py
+++ b/quadra/tasks/classification.py
@@ -673,6 +673,8 @@ def extract_model_summary(
                 x1 = x1.to(next(feature_extractor.parameters()).device)
                 x1 = x1[0].unsqueeze(0)  # Remove batch dimension
 
+                model_info = None
+
                 try:
                     try:
                         # TODO: Do we want to print the summary to the console as well?
@@ -683,13 +685,16 @@ def extract_model_summary(
                             "parameters information"
                         )
                         model_info = summary(feature_extractor, verbose=0)  # type: ignore[arg-type]
-
-                        with open("model_summary.txt", "w") as f:
-                            f.write(str(model_info))
                 except Exception as e:
                     # If for some reason the summary fails we don't want to stop the training
                     log.warning("Failed to retrieve model summary: %s", e)
 
+                if model_info is not None:
+                    with open("model_summary.txt", "w") as f:
+                        f.write(str(model_info))
+            else:
+                log.warning("Failed to retrieve model summary, current model has no parameters")
+
             break
 
     def train_full_data(self):
@@ -1099,11 +1104,7 @@ def prepare_gradcam(self) -> None:
             return
 
         if isinstance(self.deployment_model.model.features_extractor, timm.models.resnet.ResNet):
-            target_layers = [
-                cast(BaseNetworkBuilder, self.deployment_model.model).features_extractor.layer4[
-                    -1
-                ]  # type: ignore[index]
-            ]
+            target_layers = [cast(BaseNetworkBuilder, self.deployment_model.model).features_extractor.layer4[-1]]
             self.cam = GradCAM(
                 model=self.deployment_model.model,
                 target_layers=target_layers,