diff --git a/config/pyinfra.toml b/config/pyinfra.toml
new file mode 100644
index 0000000..ecfb512
--- /dev/null
+++ b/config/pyinfra.toml
@@ -0,0 +1,44 @@
+[metrics.prometheus]
+enabled = true
+prefix = "redactmanager_image_service"
+
+[tracing.opentelemetry]
+enabled = true
+endpoint = "http://otel-collector-opentelemetry-collector.otel-collector:4318/v1/traces"
+service_name = "redactmanager_image_service"
+exporter = "otlp"
+
+[webserver]
+host = "0.0.0.0"
+port = 8080
+
+[rabbitmq]
+host = "localhost"
+port = 5672
+username = ""
+password = ""
+heartbeat = 60
+# Has to be a divider of heartbeat, and shouldn't be too big, since only in these intervals queue interactions happen (like receiving new messages)
+# This is also the minimum time the service needs to process a message
+connection_sleep = 5
+input_queue = "request_queue"
+output_queue = "response_queue"
+dead_letter_queue = "dead_letter_queue"
+
+[storage]
+backend = "s3"
+
+[storage.s3]
+bucket = "redaction"
+endpoint = "http://127.0.0.1:9000"
+key = ""
+secret = ""
+region = "eu-central-1"
+
+[storage.azure]
+container = "redaction"
+connection_string = ""
+
+[storage.tenant_server]
+public_key = ""
+endpoint =  "http://tenant-user-management:8081/internal-api/tenants"
\ No newline at end of file
diff --git a/config/settings.toml b/config/settings.toml
new file mode 100644
index 0000000..e2f66dc
--- /dev/null
+++ b/config/settings.toml
@@ -0,0 +1,28 @@
+[logging]
+level = "INFO"
+
+[service]
+# Print document processing progress to stdout
+verbose = false
+batch_size = 16
+mlflow_run_id = "fabfb1f192c745369b88cab34471aba7"
+
+# These variables control filters that are applied to either images, image metadata or service_estimator predictions.
+# The filter result values are reported in the service responses. For convenience the response to a request contains a
+# "filters.allPassed" field, which is set to false if any of the values returned by the filters did not meet its
+# specified required value.
+[filters]
+# Minimum permissible prediction confidence
+min_confidence = 0.5
+
+# Image size to page size ratio (ratio of geometric means of areas)
+[filters.image_to_page_quotient]
+min = 0.05
+max = 0.75
+
+# Image width to height ratio
+[filters.image_width_to_height_quotient]
+min = 0.1
+max = 10
+
+
diff --git a/image_prediction/config.py b/image_prediction/config.py
index 98d2af1..e0cfa8b 100644
--- a/image_prediction/config.py
+++ b/image_prediction/config.py
@@ -1,46 +1,6 @@
-"""Implements a config object with dot-indexing syntax."""
+from pathlib import Path
 
+from pyinfra.config.loader import load_settings
 
-from envyaml import EnvYAML
-
-from image_prediction.locations import CONFIG_FILE
-
-
-def _get_item_and_maybe_make_dotindexable(container, item):
-    ret = container[item]
-    return DotIndexable(ret) if isinstance(ret, dict) else ret
-
-
-class DotIndexable:
-    def __init__(self, x):
-        self.x = x
-
-    def get(self, item, default=None):
-        try:
-            return _get_item_and_maybe_make_dotindexable(self.x, item)
-        except KeyError:
-            return default
-
-    def __getattr__(self, item):
-        return _get_item_and_maybe_make_dotindexable(self.x, item)
-
-    def __repr__(self):
-        return self.x.__repr__()
-
-    def __getitem__(self, item):
-        return self.__getattr__(item)
-
-
-class Config:
-    def __init__(self, config_path):
-        self.__config = EnvYAML(config_path)
-
-    def __getattr__(self, item):
-        if item in self.__config:
-            return _get_item_and_maybe_make_dotindexable(self.__config, item)
-
-    def __getitem__(self, item):
-        return self.__getattr__(item)
-
-
-CONFIG = Config(CONFIG_FILE)
+local_root_path = Path(__file__).parents[1]
+CONFIG = load_settings(root_path=local_root_path, settings_path="config")
diff --git a/image_prediction/utils/logger.py b/image_prediction/utils/logger.py
index 58f6022..f65443c 100644
--- a/image_prediction/utils/logger.py
+++ b/image_prediction/utils/logger.py
@@ -1,27 +1,4 @@
-import logging
+import kn_utils
 
-from image_prediction.config import CONFIG
-
-
-def make_logger_getter():
-    logger = logging.getLogger("imclf")
-    logger.propagate = False
-
-    handler = logging.StreamHandler()
-    handler.setLevel(CONFIG.service.logging_level)
-
-    log_format = "%(asctime)s %(levelname)-8s %(message)s"
-    formatter = logging.Formatter(log_format, datefmt="%Y-%m-%d %H:%M:%S")
-
-    handler.setFormatter(formatter)
-    logger.addHandler(handler)
-
-    logger.setLevel(CONFIG.service.logging_level)
-
-    def get_logger():
-        return logger
-
-    return get_logger
-
-
-get_logger = make_logger_getter()
+# TODO: remove this module and use the `get_logger` function from the `kn_utils` package.
+get_logger = kn_utils.get_logger
diff --git a/poetry.lock b/poetry.lock
index 9c8a9d3..80e4911 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]]
@@ -35,87 +35,87 @@ docs = ["furo", "myst-parser", "numpydoc", "sphinx"]
 
 [[package]]
 name = "aiohttp"
-version = "3.9.1"
+version = "3.9.3"
 description = "Async http client/server framework (asyncio)"
 optional = false
 python-versions = ">=3.8"
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 [package.dependencies]
@@ -159,13 +159,13 @@ frozenlist = ">=1.1.0"
 
 [[package]]
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 description = "A database migration tool for SQLAlchemy."
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 ]
 
 [package.dependencies]
@@ -211,6 +211,28 @@ files = [
     {file = "antlr4-python3-runtime-4.9.3.tar.gz", hash = "sha256:f224469b4168294902bb1efa80a8bf7855f24c99aef99cbefc1bcd3cce77881b"},
 ]
 
+[[package]]
+name = "anyio"
+version = "4.2.0"
+description = "High level compatibility layer for multiple asynchronous event loop implementations"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "anyio-4.2.0-py3-none-any.whl", hash = "sha256:745843b39e829e108e518c489b31dc757de7d2131d53fac32bd8df268227bfee"},
+    {file = "anyio-4.2.0.tar.gz", hash = "sha256:e1875bb4b4e2de1669f4bc7869b6d3f54231cdced71605e6e64c9be77e3be50f"},
+]
+
+[package.dependencies]
+exceptiongroup = {version = ">=1.0.2", markers = "python_version < \"3.11\""}
+idna = ">=2.8"
+sniffio = ">=1.1"
+typing-extensions = {version = ">=4.1", markers = "python_version < \"3.11\""}
+
+[package.extras]
+doc = ["Sphinx (>=7)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme"]
+test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.17)"]
+trio = ["trio (>=0.23)"]
+
 [[package]]
 name = "appdirs"
 version = "1.4.4"
@@ -224,24 +246,24 @@ files = [
 
 [[package]]
 name = "appnope"
-version = "0.1.3"
+version = "0.1.4"
 description = "Disable App Nap on macOS >= 10.9"
 optional = false
-python-versions = "*"
+python-versions = ">=3.6"
 files = [
-    {file = "appnope-0.1.3-py2.py3-none-any.whl", hash = "sha256:265a455292d0bd8a72453494fa24df5a11eb18373a60c7c0430889f22548605e"},
-    {file = "appnope-0.1.3.tar.gz", hash = "sha256:02bd91c4de869fbb1e1c50aafc4098827a7a54ab2f39d9dcba6c9547ed920e24"},
+    {file = "appnope-0.1.4-py2.py3-none-any.whl", hash = "sha256:502575ee11cd7a28c0205f379b525beefebab9d161b7c964670864014ed7213c"},
+    {file = "appnope-0.1.4.tar.gz", hash = "sha256:1de3860566df9caf38f01f86f65e0e13e379af54f9e4bee1e66b48f2efffd1ee"},
 ]
 
 [[package]]
 name = "argcomplete"
-version = "3.2.1"
+version = "3.2.2"
 description = "Bash tab completion for argparse"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "argcomplete-3.2.1-py3-none-any.whl", hash = "sha256:30891d87f3c1abe091f2142613c9d33cac84a5e15404489f033b20399b691fec"},
-    {file = "argcomplete-3.2.1.tar.gz", hash = "sha256:437f67fb9b058da5a090df505ef9be0297c4883993f3f56cb186ff087778cfb4"},
+    {file = "argcomplete-3.2.2-py3-none-any.whl", hash = "sha256:e44f4e7985883ab3e73a103ef0acd27299dbfe2dfed00142c35d4ddd3005901d"},
+    {file = "argcomplete-3.2.2.tar.gz", hash = "sha256:f3e49e8ea59b4026ee29548e24488af46e30c9de57d48638e24f54a1ea1000a2"},
 ]
 
 [package.extras]
@@ -304,6 +326,23 @@ cffi = ">=1.0.1"
 dev = ["cogapp", "pre-commit", "pytest", "wheel"]
 tests = ["pytest"]
 
+[[package]]
+name = "asgiref"
+version = "3.7.2"
+description = "ASGI specs, helper code, and adapters"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "asgiref-3.7.2-py3-none-any.whl", hash = "sha256:89b2ef2247e3b562a16eef663bc0e2e703ec6468e2fa8a5cd61cd449786d4f6e"},
+    {file = "asgiref-3.7.2.tar.gz", hash = "sha256:9e0ce3aa93a819ba5b45120216b23878cf6e8525eb3848653452b4192b92afed"},
+]
+
+[package.dependencies]
+typing-extensions = {version = ">=4", markers = "python_version < \"3.11\""}
+
+[package.extras]
+tests = ["mypy (>=0.800)", "pytest", "pytest-asyncio"]
+
 [[package]]
 name = "astroid"
 version = "2.15.8"
@@ -366,13 +405,13 @@ files = [
 
 [[package]]
 name = "asyncssh"
-version = "2.14.1"
+version = "2.14.2"
 description = "AsyncSSH: Asynchronous SSHv2 client and server library"
 optional = false
 python-versions = ">= 3.6"
 files = [
-    {file = "asyncssh-2.14.1-py3-none-any.whl", hash = "sha256:9611368f5db62d9adb0deaa3ff37080277f142acd101693a3a9d2b47a84d0e8b"},
-    {file = "asyncssh-2.14.1.tar.gz", hash = "sha256:1ac31c333a0d83c88831523245500caa814503423741b0e465339ef6da5b5e29"},
+    {file = "asyncssh-2.14.2-py3-none-any.whl", hash = "sha256:6ff9923389a16bda4f681c1fc253386cc4e1f19fb74fd0684dd0d31943ebe5e4"},
+    {file = "asyncssh-2.14.2.tar.gz", hash = "sha256:e956bf8988d07a06ba3305f6604e261f4ca014c4a232f0873f1c7692fbe3cfc2"},
 ]
 
 [package.dependencies]
@@ -402,35 +441,36 @@ files = [
 
 [[package]]
 name = "attrs"
-version = "23.1.0"
+version = "23.2.0"
 description = "Classes Without Boilerplate"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "attrs-23.1.0-py3-none-any.whl", hash = "sha256:1f28b4522cdc2fb4256ac1a020c78acf9cba2c6b461ccd2c126f3aa8e8335d04"},
-    {file = "attrs-23.1.0.tar.gz", hash = "sha256:6279836d581513a26f1bf235f9acd333bc9115683f14f7e8fae46c98fc50e015"},
+    {file = "attrs-23.2.0-py3-none-any.whl", hash = "sha256:99b87a485a5820b23b879f04c2305b44b951b502fd64be915879d77a7e8fc6f1"},
+    {file = "attrs-23.2.0.tar.gz", hash = "sha256:935dc3b529c262f6cf76e50877d35a4bd3c1de194fd41f47a2b7ae8f19971f30"},
 ]
 
 [package.extras]
 cov = ["attrs[tests]", "coverage[toml] (>=5.3)"]
-dev = ["attrs[docs,tests]", "pre-commit"]
+dev = ["attrs[tests]", "pre-commit"]
 docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier", "zope-interface"]
 tests = ["attrs[tests-no-zope]", "zope-interface"]
-tests-no-zope = ["cloudpickle", "hypothesis", "mypy (>=1.1.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+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 = "azure-core"
-version = "1.29.5"
+version = "1.30.0"
 description = "Microsoft Azure Core Library for Python"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "azure-core-1.29.5.tar.gz", hash = "sha256:52983c89d394c6f881a121e5101c5fa67278ca3b1f339c8fb2ef39230c70e9ac"},
-    {file = "azure_core-1.29.5-py3-none-any.whl", hash = "sha256:0fa04b7b1f7d44a4fb8468c4093deb2ea01fdf4faddbf802ed9205615f99d68c"},
+    {file = "azure-core-1.30.0.tar.gz", hash = "sha256:6f3a7883ef184722f6bd997262eddaf80cfe7e5b3e0caaaf8db1695695893d35"},
+    {file = "azure_core-1.30.0-py3-none-any.whl", hash = "sha256:3dae7962aad109610e68c9a7abb31d79720e1d982ddf61363038d175a5025e89"},
 ]
 
 [package.dependencies]
-requests = ">=2.18.4"
+requests = ">=2.21.0"
 six = ">=1.11.0"
 typing-extensions = ">=4.6.0"
 
@@ -490,30 +530,51 @@ typing-extensions = ">=4.3.0"
 [package.extras]
 aio = ["azure-core[aio] (>=1.28.0,<2.0.0)"]
 
+[[package]]
+name = "backoff"
+version = "2.2.1"
+description = "Function decoration for backoff and retry"
+optional = false
+python-versions = ">=3.7,<4.0"
+files = [
+    {file = "backoff-2.2.1-py3-none-any.whl", hash = "sha256:63579f9a0628e06278f7e47b7d7d5b6ce20dc65c5e96a6f3ca99a6adca0396e8"},
+    {file = "backoff-2.2.1.tar.gz", hash = "sha256:03f829f5bb1923180821643f8753b0502c3b682293992485b0eef2807afa5cba"},
+]
+
 [[package]]
 name = "bcrypt"
-version = "4.1.1"
+version = "4.1.2"
 description = "Modern password hashing for your software and your servers"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "bcrypt-4.1.1-cp37-abi3-macosx_10_12_universal2.whl", hash = "sha256:196008d91201bbb1aa4e666fee5e610face25d532e433a560cabb33bfdff958b"},
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+    {file = "bcrypt-4.1.2-pp310-pypy310_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:a97e07e83e3262599434816f631cc4c7ca2aa8e9c072c1b1a7fec2ae809a1d2d"},
+    {file = "bcrypt-4.1.2-pp39-pypy39_pp73-manylinux_2_28_aarch64.whl", hash = "sha256:e51c42750b7585cee7892c2614be0d14107fad9581d1738d954a262556dd1aab"},
+    {file = "bcrypt-4.1.2-pp39-pypy39_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:ba4e4cc26610581a6329b3937e02d319f5ad4b85b074846bf4fef8a8cf51e7bb"},
+    {file = "bcrypt-4.1.2.tar.gz", hash = "sha256:33313a1200a3ae90b75587ceac502b048b840fc69e7f7a0905b5f87fac7a1258"},
 ]
 
 [package.extras]
@@ -608,26 +669,15 @@ yaml = ["PyYAML (>=3.10)"]
 zookeeper = ["kazoo (>=1.3.1)"]
 zstd = ["zstandard (==0.22.0)"]
 
-[[package]]
-name = "cerberus"
-version = "1.3.5"
-description = "Lightweight, extensible schema and data validation tool for Pythondictionaries."
-optional = false
-python-versions = "*"
-files = [
-    {file = "Cerberus-1.3.5-py3-none-any.whl", hash = "sha256:7649a5815024d18eb7c6aa5e7a95355c649a53aacfc9b050e9d0bf6bfa2af372"},
-    {file = "Cerberus-1.3.5.tar.gz", hash = "sha256:81011e10266ef71b6ec6d50e60171258a5b134d69f8fb387d16e4936d0d47642"},
-]
-
 [[package]]
 name = "certifi"
-version = "2023.11.17"
+version = "2024.2.2"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "certifi-2023.11.17-py3-none-any.whl", hash = "sha256:e036ab49d5b79556f99cfc2d9320b34cfbe5be05c5871b51de9329f0603b0474"},
-    {file = "certifi-2023.11.17.tar.gz", hash = "sha256:9b469f3a900bf28dc19b8cfbf8019bf47f7fdd1a65a1d4ffb98fc14166beb4d1"},
+    {file = "certifi-2024.2.2-py3-none-any.whl", hash = "sha256:dc383c07b76109f368f6106eee2b593b04a011ea4d55f652c6ca24a754d1cdd1"},
+    {file = "certifi-2024.2.2.tar.gz", hash = "sha256:0569859f95fc761b18b45ef421b1290a0f65f147e92a1e5eb3e635f9a5e4e66f"},
 ]
 
 [[package]]
@@ -880,13 +930,13 @@ files = [
 
 [[package]]
 name = "comm"
-version = "0.2.0"
+version = "0.2.1"
 description = "Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "comm-0.2.0-py3-none-any.whl", hash = "sha256:2da8d9ebb8dd7bfc247adaff99f24dce705638a8042b85cb995066793e391001"},
-    {file = "comm-0.2.0.tar.gz", hash = "sha256:a517ea2ca28931c7007a7a99c562a0fa5883cfb48963140cf642c41c948498be"},
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 ]
 
 [package.dependencies]
@@ -973,47 +1023,56 @@ toml = ["tomli"]
 
 [[package]]
 name = "cryptography"
-version = "41.0.7"
+version = "42.0.2"
 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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+    {file = "cryptography-42.0.2.tar.gz", hash = "sha256:e0ec52ba3c7f1b7d813cd52649a5b3ef1fc0d433219dc8c93827c57eab6cf888"},
 ]
 
 [package.dependencies]
-cffi = ">=1.12"
+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]]
@@ -1085,6 +1144,23 @@ files = [
     {file = "dependency_check-0.6.0-py2.py3-none-any.whl", hash = "sha256:e237d12d038463b0b85d6ef89e6ccda512aaffd1c638904f1f28c5745fa9a56d"},
 ]
 
+[[package]]
+name = "deprecated"
+version = "1.2.14"
+description = "Python @deprecated decorator to deprecate old python classes, functions or methods."
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+files = [
+    {file = "Deprecated-1.2.14-py2.py3-none-any.whl", hash = "sha256:6fac8b097794a90302bdbb17b9b815e732d3c4720583ff1b198499d78470466c"},
+    {file = "Deprecated-1.2.14.tar.gz", hash = "sha256:e5323eb936458dccc2582dc6f9c322c852a775a27065ff2b0c4970b9d53d01b3"},
+]
+
+[package.dependencies]
+wrapt = ">=1.10,<2"
+
+[package.extras]
+dev = ["PyTest", "PyTest-Cov", "bump2version (<1)", "sphinx (<2)", "tox"]
+
 [[package]]
 name = "dictdiffer"
 version = "0.9.0"
@@ -1104,17 +1180,18 @@ tests = ["check-manifest (>=0.42)", "mock (>=1.3.0)", "pytest (==5.4.3)", "pytes
 
 [[package]]
 name = "dill"
-version = "0.3.7"
+version = "0.3.8"
 description = "serialize all of Python"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "dill-0.3.7-py3-none-any.whl", hash = "sha256:76b122c08ef4ce2eedcd4d1abd8e641114bfc6c2867f49f3c41facf65bf19f5e"},
-    {file = "dill-0.3.7.tar.gz", hash = "sha256:cc1c8b182eb3013e24bd475ff2e9295af86c1a38eb1aff128dac8962a9ce3c03"},
+    {file = "dill-0.3.8-py3-none-any.whl", hash = "sha256:c36ca9ffb54365bdd2f8eb3eff7d2a21237f8452b57ace88b1ac615b7e815bd7"},
+    {file = "dill-0.3.8.tar.gz", hash = "sha256:3ebe3c479ad625c4553aca177444d89b486b1d84982eeacded644afc0cf797ca"},
 ]
 
 [package.extras]
 graph = ["objgraph (>=1.7.2)"]
+profile = ["gprof2dot (>=2022.7.29)"]
 
 [[package]]
 name = "diskcache"
@@ -1127,26 +1204,15 @@ files = [
     {file = "diskcache-5.6.3.tar.gz", hash = "sha256:2c3a3fa2743d8535d832ec61c2054a1641f41775aa7c556758a109941e33e4fc"},
 ]
 
-[[package]]
-name = "distlib"
-version = "0.3.7"
-description = "Distribution utilities"
-optional = false
-python-versions = "*"
-files = [
-    {file = "distlib-0.3.7-py2.py3-none-any.whl", hash = "sha256:2e24928bc811348f0feb63014e97aaae3037f2cf48712d51ae61df7fd6075057"},
-    {file = "distlib-0.3.7.tar.gz", hash = "sha256:9dafe54b34a028eafd95039d5e5d4851a13734540f1331060d31c9916e7147a8"},
-]
-
 [[package]]
 name = "distro"
-version = "1.8.0"
+version = "1.9.0"
 description = "Distro - an OS platform information API"
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "distro-1.8.0-py3-none-any.whl", hash = "sha256:99522ca3e365cac527b44bde033f64c6945d90eb9f769703caaec52b09bbd3ff"},
-    {file = "distro-1.8.0.tar.gz", hash = "sha256:02e111d1dc6a50abb8eed6bf31c3e48ed8b0830d1ea2a1b78c61765c2513fdd8"},
+    {file = "distro-1.9.0-py3-none-any.whl", hash = "sha256:7bffd925d65168f85027d8da9af6bddab658135b840670a223589bc0c8ef02b2"},
+    {file = "distro-1.9.0.tar.gz", hash = "sha256:2fa77c6fd8940f116ee1d6b94a2f90b13b5ea8d019b98bc8bafdcabcdd9bdbed"},
 ]
 
 [[package]]
@@ -1170,16 +1236,6 @@ urllib3 = ">=1.26.0"
 ssh = ["paramiko (>=2.4.3)"]
 websockets = ["websocket-client (>=1.3.0)"]
 
-[[package]]
-name = "docopt"
-version = "0.6.2"
-description = "Pythonic argument parser, that will make you smile"
-optional = false
-python-versions = "*"
-files = [
-    {file = "docopt-0.6.2.tar.gz", hash = "sha256:49b3a825280bd66b3aa83585ef59c4a8c82f2c8a522dbe754a8bc8d08c85c491"},
-]
-
 [[package]]
 name = "dpath"
 version = "2.1.6"
@@ -1394,13 +1450,13 @@ tests = ["mypy (==0.971)", "pylint (==2.15.0)", "pytest (==7.2.0)", "pytest-benc
 
 [[package]]
 name = "dvc-http"
-version = "2.31.0"
+version = "2.32.0"
 description = "http plugin for dvc"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "dvc-http-2.31.0.tar.gz", hash = "sha256:5b24b3edaee25b7a08f8cf260e63ead445ab18150faff0c033365dc8b9fb787f"},
-    {file = "dvc_http-2.31.0-py3-none-any.whl", hash = "sha256:84e3a68aa50231ebff7bfdb91698ad0d6afd8e933fe3dfd8f462e57b3ec97dd1"},
+    {file = "dvc-http-2.32.0.tar.gz", hash = "sha256:f714f8435634aab943c625f659ddac1188c6ddaf3ff161b39715b83ff39637fc"},
+    {file = "dvc_http-2.32.0-py3-none-any.whl", hash = "sha256:1bfd57a9eae3cbfa1db564d90d87003841921a644ab35f3f7735c641cc93d72e"},
 ]
 
 [package.dependencies]
@@ -1472,13 +1528,13 @@ tests = ["Pygments (==2.10.0)", "collective.checkdocs (==0.2)", "dvc[testing]",
 
 [[package]]
 name = "dvc-studio-client"
-version = "0.17.1"
+version = "0.18.0"
 description = "Small library to post data from DVC/DVCLive to Iterative Studio"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "dvc-studio-client-0.17.1.tar.gz", hash = "sha256:afda43f563c85ae4b60f01456d0ce1bd6a498880b9c5e48bf5ff3b033fa86f81"},
-    {file = "dvc_studio_client-0.17.1-py3-none-any.whl", hash = "sha256:bfdb2ed3e3a8f1f6a7dbfb45896053b10196a49d06d971d3e06571ca13677167"},
+    {file = "dvc-studio-client-0.18.0.tar.gz", hash = "sha256:41d2ee96bfb3784fad2d71508938197b0917445946090b3bb5ad53354fa35fcc"},
+    {file = "dvc_studio_client-0.18.0-py3-none-any.whl", hash = "sha256:eac41a74af46a313553b09948e0dc47d1be8ccfbea4513d54cd82bc32a480c4e"},
 ]
 
 [package.dependencies]
@@ -1588,6 +1644,25 @@ files = [
 [package.extras]
 tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipython", "littleutils", "pytest", "rich"]
 
+[[package]]
+name = "fastapi"
+version = "0.109.2"
+description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
+optional = false
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 ]
 
 [[package]]
@@ -1843,13 +1933,13 @@ files = [
 
 [[package]]
 name = "gast"
-version = "0.5.4"
+version = "0.4.0"
 description = "Python AST that abstracts the underlying Python version"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 files = [
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+    {file = "gast-0.4.0.tar.gz", hash = "sha256:40feb7b8b8434785585ab224d1568b857edb18297e5a3047f1ba012bc83b42c1"},
 ]
 
 [[package]]
@@ -1868,30 +1958,30 @@ smmap = ">=3.0.1,<6"
 
 [[package]]
 name = "gitpython"
-version = "3.1.40"
+version = "3.1.41"
 description = "GitPython is a Python library used to interact with Git repositories"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
 gitdb = ">=4.0.1,<5"
 
 [package.extras]
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+test = ["black", "coverage[toml]", "ddt (>=1.1.1,!=1.4.3)", "mock", "mypy", "pre-commit", "pytest (>=7.3.1)", "pytest-cov", "pytest-instafail", "pytest-mock", "pytest-sugar", "sumtypes"]
 
 [[package]]
 name = "google-auth"
-version = "2.25.2"
+version = "2.27.0"
 description = "Google Authentication Library"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -1908,17 +1998,17 @@ requests = ["requests (>=2.20.0,<3.0.0.dev0)"]
 
 [[package]]
 name = "google-auth-oauthlib"
-version = "1.1.0"
+version = "0.4.6"
 description = "Google Authentication Library"
 optional = false
 python-versions = ">=3.6"
 files = [
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 ]
 
 [package.dependencies]
-google-auth = ">=2.15.0"
+google-auth = ">=1.0.0"
 requests-oauthlib = ">=0.7.0"
 
 [package.extras]
@@ -1939,6 +2029,23 @@ files = [
 [package.dependencies]
 six = "*"
 
+[[package]]
+name = "googleapis-common-protos"
+version = "1.62.0"
+description = "Common protobufs used in Google APIs"
+optional = false
+python-versions = ">=3.7"
+files = [
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+]
+
+[package.dependencies]
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+
+[package.extras]
+grpc = ["grpcio (>=1.44.0,<2.0.0.dev0)"]
+
 [[package]]
 name = "grandalf"
 version = "0.8"
@@ -1958,140 +2065,140 @@ full = ["numpy", "ply"]
 
 [[package]]
 name = "greenlet"
-version = "3.0.2"
+version = "3.0.3"
 description = "Lightweight in-process concurrent programming"
 optional = false
 python-versions = ">=3.7"
 files = [
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 [package.extras]
-docs = ["Sphinx"]
+docs = ["Sphinx", "furo"]
 test = ["objgraph", "psutil"]
 
 [[package]]
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+    {file = "grpcio-1.60.1-cp39-cp39-win_amd64.whl", hash = "sha256:61b7199cd2a55e62e45bfb629a35b71fc2c0cb88f686a047f25b1112d3810904"},
+    {file = "grpcio-1.60.1.tar.gz", hash = "sha256:dd1d3a8d1d2e50ad9b59e10aa7f07c7d1be2b367f3f2d33c5fade96ed5460962"},
 ]
 
 [package.extras]
-protobuf = ["grpcio-tools (>=1.60.0)"]
+protobuf = ["grpcio-tools (>=1.60.1)"]
 
 [[package]]
 name = "gunicorn"
@@ -2113,6 +2220,17 @@ gevent = ["gevent (>=1.4.0)"]
 setproctitle = ["setproctitle"]
 tornado = ["tornado (>=0.2)"]
 
+[[package]]
+name = "h11"
+version = "0.14.0"
+description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "h11-0.14.0-py3-none-any.whl", hash = "sha256:e3fe4ac4b851c468cc8363d500db52c2ead036020723024a109d37346efaa761"},
+    {file = "h11-0.14.0.tar.gz", hash = "sha256:8f19fbbe99e72420ff35c00b27a34cb9937e902a8b810e2c88300c6f0a3b699d"},
+]
+
 [[package]]
 name = "h5py"
 version = "3.10.0"
@@ -2179,13 +2297,13 @@ files = [
 
 [[package]]
 name = "importlib-metadata"
-version = "7.0.0"
+version = "6.11.0"
 description = "Read metadata from Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "importlib_metadata-7.0.0-py3-none-any.whl", hash = "sha256:d97503976bb81f40a193d41ee6570868479c69d5068651eb039c40d850c59d67"},
-    {file = "importlib_metadata-7.0.0.tar.gz", hash = "sha256:7fc841f8b8332803464e5dc1c63a2e59121f46ca186c0e2e182e80bf8c1319f7"},
+    {file = "importlib_metadata-6.11.0-py3-none-any.whl", hash = "sha256:f0afba6205ad8f8947c7d338b5342d5db2afbfd82f9cbef7879a9539cc12eb9b"},
+    {file = "importlib_metadata-6.11.0.tar.gz", hash = "sha256:1231cf92d825c9e03cfc4da076a16de6422c863558229ea0b22b675657463443"},
 ]
 
 [package.dependencies]
@@ -2209,13 +2327,13 @@ files = [
 
 [[package]]
 name = "ipykernel"
-version = "6.27.1"
+version = "6.29.2"
 description = "IPython Kernel for Jupyter"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "ipykernel-6.27.1-py3-none-any.whl", hash = "sha256:dab88b47f112f9f7df62236511023c9bdeef67abc73af7c652e4ce4441601686"},
-    {file = "ipykernel-6.27.1.tar.gz", hash = "sha256:7d5d594b6690654b4d299edba5e872dc17bb7396a8d0609c97cb7b8a1c605de6"},
+    {file = "ipykernel-6.29.2-py3-none-any.whl", hash = "sha256:50384f5c577a260a1d53f1f59a828c7266d321c9b7d00d345693783f66616055"},
+    {file = "ipykernel-6.29.2.tar.gz", hash = "sha256:3bade28004e3ff624ed57974948116670604ac5f676d12339693f3142176d3f0"},
 ]
 
 [package.dependencies]
@@ -2229,7 +2347,7 @@ matplotlib-inline = ">=0.1"
 nest-asyncio = "*"
 packaging = "*"
 psutil = "*"
-pyzmq = ">=20"
+pyzmq = ">=24"
 tornado = ">=6.1"
 traitlets = ">=5.4.0"
 
@@ -2238,17 +2356,17 @@ cov = ["coverage[toml]", "curio", "matplotlib", "pytest-cov", "trio"]
 docs = ["myst-parser", "pydata-sphinx-theme", "sphinx", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling", "trio"]
 pyqt5 = ["pyqt5"]
 pyside6 = ["pyside6"]
-test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio", "pytest-cov", "pytest-timeout"]
+test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio (==0.23.4)", "pytest-cov", "pytest-timeout"]
 
 [[package]]
 name = "ipython"
-version = "8.18.1"
+version = "8.21.0"
 description = "IPython: Productive Interactive Computing"
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.10"
 files = [
-    {file = "ipython-8.18.1-py3-none-any.whl", hash = "sha256:e8267419d72d81955ec1177f8a29aaa90ac80ad647499201119e2f05e99aa397"},
-    {file = "ipython-8.18.1.tar.gz", hash = "sha256:ca6f079bb33457c66e233e4580ebfc4128855b4cf6370dddd73842a9563e8a27"},
+    {file = "ipython-8.21.0-py3-none-any.whl", hash = "sha256:1050a3ab8473488d7eee163796b02e511d0735cf43a04ba2a8348bd0f2eaf8a5"},
+    {file = "ipython-8.21.0.tar.gz", hash = "sha256:48fbc236fbe0e138b88773fa0437751f14c3645fb483f1d4c5dee58b37e5ce73"},
 ]
 
 [package.dependencies]
@@ -2264,17 +2382,17 @@ stack-data = "*"
 traitlets = ">=5"
 
 [package.extras]
-all = ["black", "curio", "docrepr", "exceptiongroup", "ipykernel", "ipyparallel", "ipywidgets", "matplotlib", "matplotlib (!=3.2.0)", "nbconvert", "nbformat", "notebook", "numpy (>=1.22)", "pandas", "pickleshare", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio (<0.22)", "qtconsole", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "trio", "typing-extensions"]
+all = ["black", "curio", "docrepr", "exceptiongroup", "ipykernel", "ipyparallel", "ipywidgets", "matplotlib", "matplotlib (!=3.2.0)", "nbconvert", "nbformat", "notebook", "numpy (>=1.23)", "pandas", "pickleshare", "pytest (<8)", "pytest-asyncio (<0.22)", "qtconsole", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "trio", "typing-extensions"]
 black = ["black"]
-doc = ["docrepr", "exceptiongroup", "ipykernel", "matplotlib", "pickleshare", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio (<0.22)", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "typing-extensions"]
+doc = ["docrepr", "exceptiongroup", "ipykernel", "matplotlib", "pickleshare", "pytest (<8)", "pytest-asyncio (<0.22)", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "typing-extensions"]
 kernel = ["ipykernel"]
 nbconvert = ["nbconvert"]
 nbformat = ["nbformat"]
 notebook = ["ipywidgets", "notebook"]
 parallel = ["ipyparallel"]
 qtconsole = ["qtconsole"]
-test = ["pickleshare", "pytest (<7.1)", "pytest-asyncio (<0.22)", "testpath"]
-test-extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.22)", "pandas", "pickleshare", "pytest (<7.1)", "pytest-asyncio (<0.22)", "testpath", "trio"]
+test = ["pickleshare", "pytest (<8)", "pytest-asyncio (<0.22)", "testpath"]
+test-extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.23)", "pandas", "pickleshare", "pytest (<8)", "pytest-asyncio (<0.22)", "testpath", "trio"]
 
 [[package]]
 name = "isodate"
@@ -2292,23 +2410,17 @@ six = "*"
 
 [[package]]
 name = "isort"
-version = "5.13.0"
+version = "5.13.2"
 description = "A Python utility / library to sort Python imports."
 optional = false
 python-versions = ">=3.8.0"
 files = [
-    {file = "isort-5.13.0-py3-none-any.whl", hash = "sha256:15e0e937819b350bc256a7ae13bb25f4fe4f8871a0bc335b20c3627dba33f458"},
-    {file = "isort-5.13.0.tar.gz", hash = "sha256:d67f78c6a1715f224cca46b29d740037bdb6eea15323a133e897cda15876147b"},
+    {file = "isort-5.13.2-py3-none-any.whl", hash = "sha256:8ca5e72a8d85860d5a3fa69b8745237f2939afe12dbf656afbcb47fe72d947a6"},
+    {file = "isort-5.13.2.tar.gz", hash = "sha256:48fdfcb9face5d58a4f6dde2e72a1fb8dcaf8ab26f95ab49fab84c2ddefb0109"},
 ]
 
-[package.dependencies]
-pip-api = "*"
-pipreqs = "*"
-requirementslib = "*"
-
 [package.extras]
 colors = ["colorama (>=0.4.6)"]
-plugins = ["setuptools"]
 
 [[package]]
 name = "iteration-utilities"
@@ -2410,13 +2522,13 @@ testing = ["Django", "attrs", "colorama", "docopt", "pytest (<7.0.0)"]
 
 [[package]]
 name = "jinja2"
-version = "3.1.2"
+version = "3.1.3"
 description = "A very fast and expressive template engine."
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "Jinja2-3.1.2-py3-none-any.whl", hash = "sha256:6088930bfe239f0e6710546ab9c19c9ef35e29792895fed6e6e31a023a182a61"},
-    {file = "Jinja2-3.1.2.tar.gz", hash = "sha256:31351a702a408a9e7595a8fc6150fc3f43bb6bf7e319770cbc0db9df9437e852"},
+    {file = "Jinja2-3.1.3-py3-none-any.whl", hash = "sha256:7d6d50dd97d52cbc355597bd845fabfbac3f551e1f99619e39a35ce8c370b5fa"},
+    {file = "Jinja2-3.1.3.tar.gz", hash = "sha256:ac8bd6544d4bb2c9792bf3a159e80bba8fda7f07e81bc3aed565432d5925ba90"},
 ]
 
 [package.dependencies]
@@ -2460,13 +2572,13 @@ test = ["coverage", "ipykernel (>=6.14)", "mypy", "paramiko", "pre-commit", "pyt
 
 [[package]]
 name = "jupyter-core"
-version = "5.5.0"
+version = "5.7.1"
 description = "Jupyter core package. A base package on which Jupyter projects rely."
 optional = false
 python-versions = ">=3.8"
 files = [
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-    {file = "jupyter_core-5.5.0.tar.gz", hash = "sha256:880b86053bf298a8724994f95e99b99130659022a4f7f45f563084b6223861d3"},
+    {file = "jupyter_core-5.7.1-py3-none-any.whl", hash = "sha256:c65c82126453a723a2804aa52409930434598fd9d35091d63dfb919d2b765bb7"},
+    {file = "jupyter_core-5.7.1.tar.gz", hash = "sha256:de61a9d7fc71240f688b2fb5ab659fbb56979458dc66a71decd098e03c79e218"},
 ]
 
 [package.dependencies]
@@ -2480,15 +2592,34 @@ test = ["ipykernel", "pre-commit", "pytest", "pytest-cov", "pytest-timeout"]
 
 [[package]]
 name = "keras"
-version = "2.15.0"
+version = "2.9.0"
 description = "Deep learning for humans."
 optional = false
-python-versions = ">=3.8"
+python-versions = "*"
 files = [
-    {file = "keras-2.15.0-py3-none-any.whl", hash = "sha256:2dcc6d2e30cf9c951064b63c1f4c404b966c59caf09e01f3549138ec8ee0dd1f"},
-    {file = "keras-2.15.0.tar.gz", hash = "sha256:81871d298c064dc4ac6b58440fdae67bfcf47c8d7ad28580fab401834c06a575"},
+    {file = "keras-2.9.0-py2.py3-none-any.whl", hash = "sha256:55911256f89cfc9343c9fbe4b61ec45a2d33d89729cbe1ab9dcacf8b07b8b6ab"},
 ]
 
+[[package]]
+name = "keras-preprocessing"
+version = "1.1.2"
+description = "Easy data preprocessing and data augmentation for deep learning models"
+optional = false
+python-versions = "*"
+files = [
+    {file = "Keras_Preprocessing-1.1.2-py2.py3-none-any.whl", hash = "sha256:7b82029b130ff61cc99b55f3bd27427df4838576838c5b2f65940e4fcec99a7b"},
+    {file = "Keras_Preprocessing-1.1.2.tar.gz", hash = "sha256:add82567c50c8bc648c14195bf544a5ce7c1f76761536956c3d2978970179ef3"},
+]
+
+[package.dependencies]
+numpy = ">=1.9.1"
+six = ">=1.9.0"
+
+[package.extras]
+image = ["Pillow (>=5.2.0)", "scipy (>=0.14)"]
+pep8 = ["flake8"]
+tests = ["Pillow", "keras", "pandas", "pytest", "pytest-cov", "pytest-xdist", "tensorflow"]
+
 [[package]]
 name = "kn-utils"
 version = "0.2.7"
@@ -2535,13 +2666,13 @@ tabulate = "*"
 
 [[package]]
 name = "kombu"
-version = "5.3.4"
+version = "5.3.5"
 description = "Messaging library for Python."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "kombu-5.3.4-py3-none-any.whl", hash = "sha256:63bb093fc9bb80cfb3a0972336a5cec1fa7ac5f9ef7e8237c6bf8dda9469313e"},
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+    {file = "kombu-5.3.5-py3-none-any.whl", hash = "sha256:0eac1bbb464afe6fb0924b21bf79460416d25d8abc52546d4f16cad94f789488"},
+    {file = "kombu-5.3.5.tar.gz", hash = "sha256:30e470f1a6b49c70dc6f6d13c3e4cc4e178aa6c469ceb6bcd55645385fc84b93"},
 ]
 
 [package.dependencies]
@@ -2567,47 +2698,48 @@ zookeeper = ["kazoo (>=2.8.0)"]
 
 [[package]]
 name = "lazy-object-proxy"
-version = "1.9.0"
+version = "1.10.0"
 description = "A fast and thorough lazy object proxy."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 [[package]]
@@ -2650,13 +2782,13 @@ dev = ["Sphinx (==7.2.5)", "colorama (==0.4.5)", "colorama (==0.4.6)", "exceptio
 
 [[package]]
 name = "mako"
-version = "1.3.0"
+version = "1.3.2"
 description = "A super-fast templating language that borrows the best ideas from the existing templating languages."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -2669,13 +2801,13 @@ testing = ["pytest"]
 
 [[package]]
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-version = "3.5.1"
+version = "3.5.2"
 description = "Python implementation of John Gruber's Markdown."
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 ]
 
 [package.extras]
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@@ -2803,53 +2945,22 @@ files = [
 
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 [[package]]
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 PyYAML = ">=5.1.0"
 
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 ]
 
 [[package]]
@@ -3288,13 +3704,13 @@ files = [
 
 [[package]]
 name = "pdf2image"
-version = "1.16.3"
+version = "1.17.0"
 description = "A wrapper around the pdftoppm and pdftocairo command line tools to convert PDF to a PIL Image list."
 optional = false
 python-versions = "*"
 files = [
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 ]
 
 [package.dependencies]
@@ -3365,20 +3781,6 @@ files = [
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-[[package]]
-name = "pep517"
-version = "0.13.1"
-description = "Wrappers to build Python packages using PEP 517 hooks"
-optional = false
-python-versions = ">=3.6"
-files = [
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-
-[package.dependencies]
-tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
-
 [[package]]
 name = "pexpect"
 version = "4.9.0"
@@ -3488,46 +3890,6 @@ files = [
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 tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout"]
 
-[[package]]
-name = "pip"
-version = "23.3.1"
-description = "The PyPA recommended tool for installing Python packages."
-optional = false
-python-versions = ">=3.7"
-files = [
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-
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-description = "An unofficial, importable pip API"
-optional = false
-python-versions = ">=3.7"
-files = [
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-
-[package.dependencies]
-pip = "*"
-
-[[package]]
-name = "pipreqs"
-version = "0.4.13"
-description = "Pip requirements.txt generator based on imports in project"
-optional = false
-python-versions = ">=3.7"
-files = [
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-
-[package.dependencies]
-docopt = "*"
-yarg = "*"
-
 [[package]]
 name = "platformdirs"
 version = "3.11.0"
@@ -3543,34 +3905,15 @@ files = [
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 test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.4)", "pytest-cov (>=4.1)", "pytest-mock (>=3.11.1)"]
 
-[[package]]
-name = "plette"
-version = "0.4.4"
-description = "Structured Pipfile and Pipfile.lock models."
-optional = false
-python-versions = ">=3.7"
-files = [
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-]
-
-[package.dependencies]
-cerberus = {version = "*", optional = true, markers = "extra == \"validation\""}
-tomlkit = "*"
-
-[package.extras]
-tests = ["pytest", "pytest-cov", "pytest-xdist"]
-validation = ["cerberus"]
-
 [[package]]
 name = "pluggy"
-version = "1.3.0"
+version = "1.4.0"
 description = "plugin and hook calling mechanisms for python"
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "pluggy-1.4.0-py3-none-any.whl", hash = "sha256:7db9f7b503d67d1c5b95f59773ebb58a8c1c288129a88665838012cfb07b8981"},
+    {file = "pluggy-1.4.0.tar.gz", hash = "sha256:8c85c2876142a764e5b7548e7d9a0e0ddb46f5185161049a79b7e974454223be"},
 ]
 
 [package.extras]
@@ -3627,13 +3970,13 @@ prometheus-client = "*"
 
 [[package]]
 name = "prompt-toolkit"
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+version = "3.0.43"
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 ]
 
 [package.dependencies]
@@ -4027,25 +4348,37 @@ files = [
 
 [[package]]
 name = "pyinfra"
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+version = "2.0.0"
 description = ""
 optional = false
 python-versions = ">=3.10,<3.11"
 files = [
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 [package.dependencies]
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 azure-storage-blob = ">=12.13,<13.0"
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 funcy = ">=2,<3"
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+kn-utils = ">=0.2.7,<0.3.0"
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+opentelemetry-api = ">=1.22.0,<2.0.0"
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+opentelemetry-exporter-otlp-proto-http = ">=1.22.0,<2.0.0"
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 prometheus-client = ">=0.18,<0.19"
 pycryptodome = ">=3.19,<4.0"
 retry = ">=0.9,<0.10"
+uvicorn = ">=0.26.0,<0.27.0"
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 [package.source]
 type = "legacy"
@@ -4110,60 +4443,60 @@ files = [
 
 [[package]]
 name = "pymupdf"
-version = "1.23.7"
+version = "1.23.21"
 description = "A high performance Python library for data extraction, analysis, conversion & manipulation of PDF (and other) documents."
 optional = false
 python-versions = ">=3.8"
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 [[package]]
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@@ -4232,13 +4565,13 @@ six = ">=1.5"
 
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@@ -4471,33 +4814,6 @@ requests = ">=2.0.0"
 [package.extras]
 rsa = ["oauthlib[signedtoken] (>=3.0.0)"]
 
-[[package]]
-name = "requirementslib"
-version = "3.0.0"
-description = "A tool for converting between pip-style and pipfile requirements."
-optional = false
-python-versions = ">=3.7"
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-pip = ">=23.1"
-platformdirs = "*"
-plette = {version = "*", extras = ["validation"]}
-pydantic = "*"
-requests = "*"
-setuptools = ">=40.8"
-tomlkit = ">=0.5.3"
-
-[package.extras]
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-docs = ["sphinx", "sphinx-rtd-theme"]
-tests = ["coverage", "hypothesis", "pytest", "pytest-cov", "pytest-timeout", "pytest-xdist", "readme-renderer[md]"]
-
 [[package]]
 name = "retry"
 version = "0.9.2"
@@ -4547,13 +4863,13 @@ pyasn1 = ">=0.1.3"
 
 [[package]]
 name = "ruamel-yaml"
-version = "0.18.5"
+version = "0.18.6"
 description = "ruamel.yaml is a YAML parser/emitter that supports roundtrip preservation of comments, seq/map flow style, and map key order"
 optional = false
 python-versions = ">=3.7"
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 ]
 
 [package.dependencies]
@@ -4624,45 +4940,45 @@ files = [
 
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+version = "1.12.0"
 description = "Fundamental algorithms for scientific computing in Python"
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 python-versions = ">=3.9"
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 ]
 
 [package.dependencies]
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+numpy = ">=1.22.4,<1.29.0"
 
 [package.extras]
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 doc = ["jupytext", "matplotlib (>2)", "myst-nb", "numpydoc", "pooch", "pydata-sphinx-theme (==0.9.0)", "sphinx (!=4.1.0)", "sphinx-design (>=0.2.0)"]
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+test = ["asv", "gmpy2", "hypothesis", "mpmath", "pooch", "pytest", "pytest-cov", "pytest-timeout", "pytest-xdist", "scikit-umfpack", "threadpoolctl"]
 
 [[package]]
 name = "scmrepo"
@@ -4692,13 +5008,13 @@ tests = ["mock (==5.1.0)", "mypy (==0.971)", "paramiko (==3.3.1)", "pylint (==2.
 
 [[package]]
 name = "setuptools"
-version = "69.0.2"
+version = "69.0.3"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.extras]
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+    {file = "SQLAlchemy-2.0.25.tar.gz", hash = "sha256:a2c69a7664fb2d54b8682dd774c3b54f67f84fa123cf84dda2a5f40dcaa04e08"},
 ]
 
 [package.dependencies]
 greenlet = {version = "!=0.4.17", markers = "platform_machine == \"aarch64\" or platform_machine == \"ppc64le\" or platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"AMD64\" or platform_machine == \"win32\" or platform_machine == \"WIN32\""}
-typing-extensions = ">=4.2.0"
+typing-extensions = ">=4.6.0"
 
 [package.extras]
 aiomysql = ["aiomysql (>=0.2.0)", "greenlet (!=0.4.17)"]
 aioodbc = ["aioodbc", "greenlet (!=0.4.17)"]
-aiosqlite = ["aiosqlite", "greenlet (!=0.4.17)", "typing-extensions (!=3.10.0.1)"]
+aiosqlite = ["aiosqlite", "greenlet (!=0.4.17)", "typing_extensions (!=3.10.0.1)"]
 asyncio = ["greenlet (!=0.4.17)"]
 asyncmy = ["asyncmy (>=0.2.3,!=0.2.4,!=0.2.6)", "greenlet (!=0.4.17)"]
 mariadb-connector = ["mariadb (>=1.0.1,!=1.1.2,!=1.1.5)"]
@@ -4828,7 +5155,7 @@ mssql-pyodbc = ["pyodbc"]
 mypy = ["mypy (>=0.910)"]
 mysql = ["mysqlclient (>=1.4.0)"]
 mysql-connector = ["mysql-connector-python"]
-oracle = ["cx-oracle (>=8)"]
+oracle = ["cx_oracle (>=8)"]
 oracle-oracledb = ["oracledb (>=1.0.1)"]
 postgresql = ["psycopg2 (>=2.7)"]
 postgresql-asyncpg = ["asyncpg", "greenlet (!=0.4.17)"]
@@ -4838,7 +5165,7 @@ postgresql-psycopg2binary = ["psycopg2-binary"]
 postgresql-psycopg2cffi = ["psycopg2cffi"]
 postgresql-psycopgbinary = ["psycopg[binary] (>=3.0.7)"]
 pymysql = ["pymysql"]
-sqlcipher = ["sqlcipher3-binary"]
+sqlcipher = ["sqlcipher3_binary"]
 
 [[package]]
 name = "sqlparse"
@@ -4858,13 +5185,13 @@ test = ["pytest", "pytest-cov"]
 
 [[package]]
 name = "sqltrie"
-version = "0.10.0"
+version = "0.11.0"
 description = "SQL-based prefix tree inspired by pygtrie and python-diskcache"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -4922,6 +5249,23 @@ pure-eval = "*"
 [package.extras]
 tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
 
+[[package]]
+name = "starlette"
+version = "0.36.3"
+description = "The little ASGI library that shines."
+optional = false
+python-versions = ">=3.8"
+files = [
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+]
+
+[package.dependencies]
+anyio = ">=3.4.0,<5"
+
+[package.extras]
+full = ["httpx (>=0.22.0)", "itsdangerous", "jinja2", "python-multipart (>=0.0.7)", "pyyaml"]
+
 [[package]]
 name = "tabulate"
 version = "0.9.0"
@@ -4938,135 +5282,134 @@ widechars = ["wcwidth"]
 
 [[package]]
 name = "tensorboard"
-version = "2.15.1"
+version = "2.9.0"
 description = "TensorBoard lets you watch Tensors Flow"
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-python-versions = ">=3.9"
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 google-auth = ">=1.6.3,<3"
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-grpcio = ">=1.48.2"
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 markdown = ">=2.6.8"
 numpy = ">=1.12.0"
-protobuf = ">=3.19.6,<4.24"
+protobuf = ">=3.9.2"
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 setuptools = ">=41.0.0"
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-tensorboard-data-server = ">=0.7.0,<0.8.0"
+tensorboard-data-server = ">=0.6.0,<0.7.0"
+tensorboard-plugin-wit = ">=1.6.0"
 werkzeug = ">=1.0.1"
+wheel = ">=0.26"
 
 [[package]]
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+version = "0.6.1"
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+[[package]]
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+python-versions = "*"
+files = [
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 ]
 
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-python-versions = ">=3.9"
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 [[package]]
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 python-versions = ">=3.7, <3.12"
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+    {file = "wrapt-1.16.0-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:db2e408d983b0e61e238cf579c09ef7020560441906ca990fe8412153e3b291f"},
+    {file = "wrapt-1.16.0-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:edfad1d29c73f9b863ebe7082ae9321374ccb10879eeabc84ba3b69f2579d537"},
+    {file = "wrapt-1.16.0-cp39-cp39-win32.whl", hash = "sha256:ed867c42c268f876097248e05b6117a65bcd1e63b779e916fe2e33cd6fd0d3c3"},
+    {file = "wrapt-1.16.0-cp39-cp39-win_amd64.whl", hash = "sha256:eb1b046be06b0fce7249f1d025cd359b4b80fc1c3e24ad9eca33e0dcdb2e4a35"},
+    {file = "wrapt-1.16.0-py3-none-any.whl", hash = "sha256:6906c4100a8fcbf2fa735f6059214bb13b97f75b1a61777fcf6432121ef12ef1"},
+    {file = "wrapt-1.16.0.tar.gz", hash = "sha256:5f370f952971e7d17c7d1ead40e49f32345a7f7a5373571ef44d800d06b1899d"},
 ]
 
-[[package]]
-name = "yarg"
-version = "0.1.9"
-description = "A semi hard Cornish cheese, also queries PyPI (PyPI client)"
-optional = false
-python-versions = "*"
-files = [
-    {file = "yarg-0.1.9-py2.py3-none-any.whl", hash = "sha256:4f9cebdc00fac946c9bf2783d634e538a71c7d280a4d806d45fd4dc0ef441492"},
-    {file = "yarg-0.1.9.tar.gz", hash = "sha256:55695bf4d1e3e7f756496c36a69ba32c40d18f821e38f61d028f6049e5e15911"},
-]
-
-[package.dependencies]
-requests = "*"
-
 [[package]]
 name = "yarl"
 version = "1.9.4"
@@ -5515,4 +5870,4 @@ testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "p
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.10,<3.11"
-content-hash = "c0b5c18dc78b051e0214e50903ec0a4f6d9af7dfe6251463212e6e3b16aa5144"
+content-hash = "af7acdc34d32780fd3da2000db7d24c7ba18104861bd931d2bf3f244b46dc8c6"
diff --git a/pyproject.toml b/pyproject.toml
index 596ca71..08db5b4 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -8,7 +8,7 @@ packages = [{ include = "image_prediction" }]
 
 [tool.poetry.dependencies]
 python = ">=3.10,<3.11"
-pyinfra = { version = "1.10.0", source = "gitlab-research" }
+pyinfra = { version = "2.0.0", source = "gitlab-research" }
 kn-utils = { version = "0.2.7", source = "gitlab-research" }
 dvc = "^2.34.0"
 dvc-ssh = "^2.20.0"
diff --git a/src/serve.py b/src/serve.py
index 1c18cec..8652f5b 100644
--- a/src/serve.py
+++ b/src/serve.py
@@ -1,17 +1,16 @@
-from image_prediction import logger
-from image_prediction.config import Config
-from image_prediction.locations import CONFIG_FILE
+from sys import stdout
+
+from kn_utils.logging import logger
+from pyinfra.examples import start_standard_queue_consumer
+from pyinfra.queue.callback import make_download_process_upload_callback
+
+from image_prediction.config import CONFIG
 from image_prediction.pipeline import load_pipeline
 from image_prediction.utils.banner import load_banner
 from image_prediction.utils.process_wrapping import wrap_in_process
-from pyinfra import config
-from pyinfra.payload_processing.processor import make_payload_processor
-from pyinfra.queue.queue_manager import QueueManager
 
-PYINFRA_CONFIG = config.get_config()
-IMAGE_CONFIG = Config(CONFIG_FILE)
-
-logger.setLevel(PYINFRA_CONFIG.logging_level_root)
+logger.remove()
+logger.add(sink=stdout, level=CONFIG.logging.level)
 
 
 # A component of the processing pipeline (probably tensorflow) does not release allocated memory (see RED-4206).
@@ -19,18 +18,16 @@ logger.setLevel(PYINFRA_CONFIG.logging_level_root)
 # Workaround: Manage Memory with the operating system, by wrapping the processing in a sub-process.
 # FIXME: Find more fine-grained solution or if the problem occurs persistently for python services,
 @wrap_in_process
-def process_data(data: bytes) -> list:
-    pipeline = load_pipeline(verbose=IMAGE_CONFIG.service.verbose, batch_size=IMAGE_CONFIG.service.batch_size)
+def process_data(data: bytes, _message: dict) -> list:
+    pipeline = load_pipeline(verbose=CONFIG.service.verbose, batch_size=CONFIG.service.batch_size)
     return list(pipeline(data))
 
 
 def main():
     logger.info(load_banner())
 
-    process_payload = make_payload_processor(process_data, config=PYINFRA_CONFIG)
-
-    queue_manager = QueueManager(PYINFRA_CONFIG)
-    queue_manager.start_consuming(process_payload)
+    callback = make_download_process_upload_callback(process_data, CONFIG)
+    start_standard_queue_consumer(callback, CONFIG)
 
 
 if __name__ == "__main__":