From 75af55dbdae28db7c2585b2cdc321f5f02e9e1fb Mon Sep 17 00:00:00 2001
From: Julius Unverfehrt <julius.unverfehrt@knecon.com>
Date: Fri, 9 Feb 2024 08:17:09 +0100
Subject: [PATCH] chore(project structure): use src/ structure

---
 Dockerfile                                    | 11 ++---
 Dockerfile_tests                              |  5 ++-
 config.yaml                                   | 24 -----------
 image_prediction/config.py                    |  6 ---
 image_prediction/locations.py                 | 16 -------
 poetry.lock                                   | 42 ++++++++++---------
 pyproject.toml                                |  4 +-
 .../image_prediction}/__init__.py             |  0
 .../image_prediction}/classifier/__init__.py  |  0
 .../classifier/classifier.py                  |  0
 .../classifier/image_classifier.py            |  0
 .../image_prediction}/compositor/__init__.py  |  0
 .../compositor/compositor.py                  |  0
 src/image_prediction/config.py                |  7 ++++
 .../image_prediction}/default_objects.py      |  0
 .../image_prediction}/encoder/__init__.py     |  0
 .../image_prediction}/encoder/encoder.py      |  0
 .../encoder/encoders/__init__.py              |  0
 .../encoder/encoders/hash_encoder.py          |  0
 .../image_prediction}/estimator/__init__.py   |  0
 .../estimator/adapter/__init__.py             |  0
 .../estimator/adapter/adapter.py              |  0
 .../estimator/adapter/adapters/__init__.py    |  0
 .../estimator/preprocessor/__init__.py        |  0
 .../estimator/preprocessor/preprocessor.py    |  0
 .../preprocessor/preprocessors/__init__.py    |  0
 .../preprocessor/preprocessors/basic.py       |  0
 .../preprocessor/preprocessors/identity.py    |  0
 .../estimator/preprocessor/utils.py           |  0
 .../image_prediction}/exceptions.py           |  0
 .../image_prediction}/extraction.py           |  0
 .../image_prediction}/flask.py                |  0
 .../image_prediction}/formatter/__init__.py   |  0
 .../image_prediction}/formatter/formatter.py  |  0
 .../formatter/formatters/__init__.py          |  0
 .../formatter/formatters/camel_case.py        |  0
 .../formatter/formatters/enum.py              |  0
 .../formatter/formatters/identity.py          |  0
 .../formatter/formatters/key_formatter.py     |  0
 .../image_extractor/__init__.py               |  0
 .../image_extractor/extractor.py              |  0
 .../image_extractor/extractors/__init__.py    |  0
 .../image_extractor/extractors/mock.py        |  0
 .../image_extractor/extractors/parsable.py    |  0
 .../image_prediction}/info.py                 |  0
 .../label_mapper/__init__.py                  |  0
 .../image_prediction}/label_mapper/mapper.py  |  0
 .../label_mapper/mappers/__init__.py          |  0
 .../label_mapper/mappers/numeric.py           |  0
 .../label_mapper/mappers/probability.py       |  0
 src/image_prediction/locations.py             | 18 ++++++++
 .../model_loader/__init__.py                  |  0
 .../model_loader/database/__init__.py         |  0
 .../model_loader/database/connector.py        |  0
 .../database/connectors/__init__.py           |  0
 .../model_loader/database/connectors/mock.py  |  0
 .../image_prediction}/model_loader/loader.py  |  0
 .../model_loader/loaders/__init__.py          |  0
 .../model_loader/loaders/mlflow.py            |  0
 .../image_prediction}/pipeline.py             |  0
 .../redai_adapter/__init__.py                 |  0
 .../redai_adapter/efficient_net_wrapper.py    |  0
 .../image_prediction}/redai_adapter/mlflow.py |  0
 .../image_prediction}/redai_adapter/model.py  |  0
 .../redai_adapter/model_wrapper.py            |  0
 .../image_prediction}/stitching/__init__.py   |  0
 .../image_prediction}/stitching/grouping.py   |  0
 .../image_prediction}/stitching/merging.py    |  0
 .../stitching/split_mapper.py                 |  0
 .../image_prediction}/stitching/stitching.py  |  0
 .../image_prediction}/stitching/utils.py      |  0
 .../image_prediction}/transformer/__init__.py |  0
 .../transformer/transformer.py                |  0
 .../transformer/transformers/__init__.py      |  0
 .../transformers/coordinate/__init__.py       |  0
 .../coordinate/coordinate_transformer.py      |  0
 .../transformers/coordinate/fitz.py           |  0
 .../transformers/coordinate/fpdf.py           |  0
 .../transformers/coordinate/pdfnet.py         |  0
 .../transformer/transformers/response.py      |  0
 .../image_prediction}/utils.py                |  0
 .../image_prediction}/utils/__init__.py       |  0
 .../image_prediction}/utils/banner.py         |  0
 .../image_prediction}/utils/generic.py        |  0
 .../image_prediction}/utils/logger.py         |  0
 .../image_prediction}/utils/pdf_annotation.py |  0
 .../utils/process_wrapping.py                 |  0
 87 files changed, 59 insertions(+), 74 deletions(-)
 delete mode 100644 config.yaml
 delete mode 100644 image_prediction/config.py
 delete mode 100644 image_prediction/locations.py
 rename {image_prediction => src/image_prediction}/__init__.py (100%)
 rename {image_prediction => src/image_prediction}/classifier/__init__.py (100%)
 rename {image_prediction => src/image_prediction}/classifier/classifier.py (100%)
 rename {image_prediction => src/image_prediction}/classifier/image_classifier.py (100%)
 rename {image_prediction => src/image_prediction}/compositor/__init__.py (100%)
 rename {image_prediction => src/image_prediction}/compositor/compositor.py (100%)
 create mode 100644 src/image_prediction/config.py
 rename {image_prediction => src/image_prediction}/default_objects.py (100%)
 rename {image_prediction => src/image_prediction}/encoder/__init__.py (100%)
 rename {image_prediction => src/image_prediction}/encoder/encoder.py (100%)
 rename {image_prediction => src/image_prediction}/encoder/encoders/__init__.py (100%)
 rename {image_prediction => src/image_prediction}/encoder/encoders/hash_encoder.py (100%)
 rename {image_prediction => src/image_prediction}/estimator/__init__.py (100%)
 rename {image_prediction => src/image_prediction}/estimator/adapter/__init__.py (100%)
 rename {image_prediction => src/image_prediction}/estimator/adapter/adapter.py (100%)
 rename {image_prediction => src/image_prediction}/estimator/adapter/adapters/__init__.py (100%)
 rename {image_prediction => src/image_prediction}/estimator/preprocessor/__init__.py (100%)
 rename {image_prediction => src/image_prediction}/estimator/preprocessor/preprocessor.py (100%)
 rename {image_prediction => src/image_prediction}/estimator/preprocessor/preprocessors/__init__.py (100%)
 rename {image_prediction => src/image_prediction}/estimator/preprocessor/preprocessors/basic.py (100%)
 rename {image_prediction => src/image_prediction}/estimator/preprocessor/preprocessors/identity.py (100%)
 rename {image_prediction => src/image_prediction}/estimator/preprocessor/utils.py (100%)
 rename {image_prediction => src/image_prediction}/exceptions.py (100%)
 rename {image_prediction => src/image_prediction}/extraction.py (100%)
 rename {image_prediction => src/image_prediction}/flask.py (100%)
 rename {image_prediction => src/image_prediction}/formatter/__init__.py (100%)
 rename {image_prediction => src/image_prediction}/formatter/formatter.py (100%)
 rename {image_prediction => src/image_prediction}/formatter/formatters/__init__.py (100%)
 rename {image_prediction => src/image_prediction}/formatter/formatters/camel_case.py (100%)
 rename {image_prediction => src/image_prediction}/formatter/formatters/enum.py (100%)
 rename {image_prediction => src/image_prediction}/formatter/formatters/identity.py (100%)
 rename {image_prediction => src/image_prediction}/formatter/formatters/key_formatter.py (100%)
 rename {image_prediction => src/image_prediction}/image_extractor/__init__.py (100%)
 rename {image_prediction => src/image_prediction}/image_extractor/extractor.py (100%)
 rename {image_prediction => src/image_prediction}/image_extractor/extractors/__init__.py (100%)
 rename {image_prediction => src/image_prediction}/image_extractor/extractors/mock.py (100%)
 rename {image_prediction => src/image_prediction}/image_extractor/extractors/parsable.py (100%)
 rename {image_prediction => src/image_prediction}/info.py (100%)
 rename {image_prediction => src/image_prediction}/label_mapper/__init__.py (100%)
 rename {image_prediction => src/image_prediction}/label_mapper/mapper.py (100%)
 rename {image_prediction => src/image_prediction}/label_mapper/mappers/__init__.py (100%)
 rename {image_prediction => src/image_prediction}/label_mapper/mappers/numeric.py (100%)
 rename {image_prediction => src/image_prediction}/label_mapper/mappers/probability.py (100%)
 create mode 100644 src/image_prediction/locations.py
 rename {image_prediction => src/image_prediction}/model_loader/__init__.py (100%)
 rename {image_prediction => src/image_prediction}/model_loader/database/__init__.py (100%)
 rename {image_prediction => src/image_prediction}/model_loader/database/connector.py (100%)
 rename {image_prediction => src/image_prediction}/model_loader/database/connectors/__init__.py (100%)
 rename {image_prediction => src/image_prediction}/model_loader/database/connectors/mock.py (100%)
 rename {image_prediction => src/image_prediction}/model_loader/loader.py (100%)
 rename {image_prediction => src/image_prediction}/model_loader/loaders/__init__.py (100%)
 rename {image_prediction => src/image_prediction}/model_loader/loaders/mlflow.py (100%)
 rename {image_prediction => src/image_prediction}/pipeline.py (100%)
 rename {image_prediction => src/image_prediction}/redai_adapter/__init__.py (100%)
 rename {image_prediction => src/image_prediction}/redai_adapter/efficient_net_wrapper.py (100%)
 rename {image_prediction => src/image_prediction}/redai_adapter/mlflow.py (100%)
 rename {image_prediction => src/image_prediction}/redai_adapter/model.py (100%)
 rename {image_prediction => src/image_prediction}/redai_adapter/model_wrapper.py (100%)
 rename {image_prediction => src/image_prediction}/stitching/__init__.py (100%)
 rename {image_prediction => src/image_prediction}/stitching/grouping.py (100%)
 rename {image_prediction => src/image_prediction}/stitching/merging.py (100%)
 rename {image_prediction => src/image_prediction}/stitching/split_mapper.py (100%)
 rename {image_prediction => src/image_prediction}/stitching/stitching.py (100%)
 rename {image_prediction => src/image_prediction}/stitching/utils.py (100%)
 rename {image_prediction => src/image_prediction}/transformer/__init__.py (100%)
 rename {image_prediction => src/image_prediction}/transformer/transformer.py (100%)
 rename {image_prediction => src/image_prediction}/transformer/transformers/__init__.py (100%)
 rename {image_prediction => src/image_prediction}/transformer/transformers/coordinate/__init__.py (100%)
 rename {image_prediction => src/image_prediction}/transformer/transformers/coordinate/coordinate_transformer.py (100%)
 rename {image_prediction => src/image_prediction}/transformer/transformers/coordinate/fitz.py (100%)
 rename {image_prediction => src/image_prediction}/transformer/transformers/coordinate/fpdf.py (100%)
 rename {image_prediction => src/image_prediction}/transformer/transformers/coordinate/pdfnet.py (100%)
 rename {image_prediction => src/image_prediction}/transformer/transformers/response.py (100%)
 rename {image_prediction => src/image_prediction}/utils.py (100%)
 rename {image_prediction => src/image_prediction}/utils/__init__.py (100%)
 rename {image_prediction => src/image_prediction}/utils/banner.py (100%)
 rename {image_prediction => src/image_prediction}/utils/generic.py (100%)
 rename {image_prediction => src/image_prediction}/utils/logger.py (100%)
 rename {image_prediction => src/image_prediction}/utils/pdf_annotation.py (100%)
 rename {image_prediction => src/image_prediction}/utils/process_wrapping.py (100%)

diff --git a/Dockerfile b/Dockerfile
index b5b1d25..589d8d9 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -20,9 +20,9 @@ ENV PATH="$POETRY_HOME/bin:$PATH"
 RUN curl -sSL https://install.python-poetry.org | python3 -
 
 COPY ./data ./data
-COPY ./scripts ./scripts
-COPY ./image_prediction ./image_prediction
-COPY pyproject.toml poetry.lock banner.txt config.yaml ./src ./
+COPY ./config ./config
+COPY ./src ./src
+COPY pyproject.toml poetry.lock banner.txt ./
 
 RUN poetry config virtualenvs.create false && \
     poetry config installer.max-workers 10 && \
@@ -30,9 +30,10 @@ RUN poetry config virtualenvs.create false && \
     poetry config http-basic.${POETRY_SOURCE_REF_RESEARCH} ${USERNAME} ${TOKEN} && \
     poetry config repositories.${POETRY_SOURCE_REF_RED} ${PYPI_REGISTRY_RED} && \
     poetry config http-basic.${POETRY_SOURCE_REF_RED} ${USERNAME} ${TOKEN} && \
-    poetry install --without=dev -vv --no-interaction --no-root
+    poetry install --without=dev -vv --no-interaction
 
 EXPOSE 5000
 EXPOSE 8080
 
-CMD [ "python", "serve.py"]
+
+CMD [ "python", "src/serve.py"]
diff --git a/Dockerfile_tests b/Dockerfile_tests
index 4d3e6fd..a322919 100644
--- a/Dockerfile_tests
+++ b/Dockerfile_tests
@@ -20,9 +20,10 @@ ENV PATH="$POETRY_HOME/bin:$PATH"
 RUN curl -sSL https://install.python-poetry.org | python3 -
 
 COPY ./data ./data
-COPY ./image_prediction ./image_prediction
 COPY ./test ./test
-COPY pyproject.toml poetry.lock banner.txt config.yaml ./src ./
+COPY ./config ./config
+COPY ./src ./src
+COPY pyproject.toml poetry.lock banner.txt config.yaml./
 
 RUN poetry config virtualenvs.create false && \
     poetry config installer.max-workers 10 && \
diff --git a/config.yaml b/config.yaml
deleted file mode 100644
index b0e5aa2..0000000
--- a/config.yaml
+++ /dev/null
@@ -1,24 +0,0 @@
-webserver:
-  host: $SERVER_HOST|"127.0.0.1" # webserver address
-  port: $SERVER_PORT|5000 # webserver port
-
-service:
-  logging_level: $LOGGING_LEVEL_ROOT|INFO # Logging level for service logger
-  verbose: $VERBOSE|False # Service DOES NOT prints document processing progress to stdout
-  batch_size: $BATCH_SIZE|16 # Number of images in memory simultaneously
-  mlflow_run_id: $MLFLOW_RUN_ID|fabfb1f192c745369b88cab34471aba7 # The ID of the mlflow run to load the service_estimator from
-
-# 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:
-  image_to_page_quotient: # Image size to page size ratio (ratio of geometric means of areas)
-    min: $MIN_REL_IMAGE_SIZE|0.05 # Minimum permissible
-    max: $MAX_REL_IMAGE_SIZE|0.75 # Maximum permissible
-
-  image_width_to_height_quotient: # Image width to height ratio
-    min: $MIN_IMAGE_FORMAT|0.1 # Minimum permissible
-    max: $MAX_IMAGE_FORMAT|10 # Maximum permissible
-
-  min_confidence: $MIN_CONFIDENCE|0.5 # Minimum permissible prediction confidence
diff --git a/image_prediction/config.py b/image_prediction/config.py
deleted file mode 100644
index e0cfa8b..0000000
--- a/image_prediction/config.py
+++ /dev/null
@@ -1,6 +0,0 @@
-from pathlib import Path
-
-from pyinfra.config.loader import load_settings
-
-local_root_path = Path(__file__).parents[1]
-CONFIG = load_settings(root_path=local_root_path, settings_path="config")
diff --git a/image_prediction/locations.py b/image_prediction/locations.py
deleted file mode 100644
index 9374ace..0000000
--- a/image_prediction/locations.py
+++ /dev/null
@@ -1,16 +0,0 @@
-"""Defines constant paths relative to the module root path."""
-
-from pathlib import Path
-
-MODULE_DIR = Path(__file__).resolve().parents[0]
-PACKAGE_ROOT_DIR = MODULE_DIR.parents[0]
-
-CONFIG_FILE = PACKAGE_ROOT_DIR / "config.yaml"
-BANNER_FILE = PACKAGE_ROOT_DIR / "banner.txt"
-
-DATA_DIR = PACKAGE_ROOT_DIR / "data"
-MLRUNS_DIR = str(DATA_DIR / "mlruns")
-
-TEST_DIR = PACKAGE_ROOT_DIR / "test"
-TEST_DATA_DIR = TEST_DIR / "data"
-TEST_DATA_DIR_DVC = TEST_DIR / "data.dvc"
diff --git a/poetry.lock b/poetry.lock
index 80e4911..8008429 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1097,29 +1097,33 @@ urllib3 = ">=1.26.7,<3"
 
 [[package]]
 name = "debugpy"
-version = "1.8.0"
+version = "1.8.1"
 description = "An implementation of the Debug Adapter Protocol for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "debugpy-1.8.0-cp310-cp310-macosx_11_0_x86_64.whl", hash = "sha256:7fb95ca78f7ac43393cd0e0f2b6deda438ec7c5e47fa5d38553340897d2fbdfb"},
-    {file = "debugpy-1.8.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ef9ab7df0b9a42ed9c878afd3eaaff471fce3fa73df96022e1f5c9f8f8c87ada"},
-    {file = "debugpy-1.8.0-cp310-cp310-win32.whl", hash = "sha256:a8b7a2fd27cd9f3553ac112f356ad4ca93338feadd8910277aff71ab24d8775f"},
-    {file = "debugpy-1.8.0-cp310-cp310-win_amd64.whl", hash = "sha256:5d9de202f5d42e62f932507ee8b21e30d49aae7e46d5b1dd5c908db1d7068637"},
-    {file = "debugpy-1.8.0-cp311-cp311-macosx_11_0_universal2.whl", hash = "sha256:ef54404365fae8d45cf450d0544ee40cefbcb9cb85ea7afe89a963c27028261e"},
-    {file = "debugpy-1.8.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:60009b132c91951354f54363f8ebdf7457aeb150e84abba5ae251b8e9f29a8a6"},
-    {file = "debugpy-1.8.0-cp311-cp311-win32.whl", hash = "sha256:8cd0197141eb9e8a4566794550cfdcdb8b3db0818bdf8c49a8e8f8053e56e38b"},
-    {file = "debugpy-1.8.0-cp311-cp311-win_amd64.whl", hash = "sha256:a64093656c4c64dc6a438e11d59369875d200bd5abb8f9b26c1f5f723622e153"},
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-    {file = "debugpy-1.8.0.zip", hash = "sha256:12af2c55b419521e33d5fb21bd022df0b5eb267c3e178f1d374a63a2a6bdccd0"},
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+    {file = "debugpy-1.8.1-cp312-cp312-win_amd64.whl", hash = "sha256:edcc9f58ec0fd121a25bc950d4578df47428d72e1a0d66c07403b04eb93bcf98"},
+    {file = "debugpy-1.8.1-cp38-cp38-macosx_11_0_x86_64.whl", hash = "sha256:7a3afa222f6fd3d9dfecd52729bc2e12c93e22a7491405a0ecbf9e1d32d45b39"},
+    {file = "debugpy-1.8.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d915a18f0597ef685e88bb35e5d7ab968964b7befefe1aaea1eb5b2640b586c7"},
+    {file = "debugpy-1.8.1-cp38-cp38-win32.whl", hash = "sha256:92116039b5500633cc8d44ecc187abe2dfa9b90f7a82bbf81d079fcdd506bae9"},
+    {file = "debugpy-1.8.1-cp38-cp38-win_amd64.whl", hash = "sha256:e38beb7992b5afd9d5244e96ad5fa9135e94993b0c551ceebf3fe1a5d9beb234"},
+    {file = "debugpy-1.8.1-cp39-cp39-macosx_11_0_x86_64.whl", hash = "sha256:bfb20cb57486c8e4793d41996652e5a6a885b4d9175dd369045dad59eaacea42"},
+    {file = "debugpy-1.8.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:efd3fdd3f67a7e576dd869c184c5dd71d9aaa36ded271939da352880c012e703"},
+    {file = "debugpy-1.8.1-cp39-cp39-win32.whl", hash = "sha256:58911e8521ca0c785ac7a0539f1e77e0ce2df753f786188f382229278b4cdf23"},
+    {file = "debugpy-1.8.1-cp39-cp39-win_amd64.whl", hash = "sha256:6df9aa9599eb05ca179fb0b810282255202a66835c6efb1d112d21ecb830ddd3"},
+    {file = "debugpy-1.8.1-py2.py3-none-any.whl", hash = "sha256:28acbe2241222b87e255260c76741e1fbf04fdc3b6d094fcf57b6c6f75ce1242"},
+    {file = "debugpy-1.8.1.zip", hash = "sha256:f696d6be15be87aef621917585f9bb94b1dc9e8aced570db1b8a6fc14e8f9b42"},
 ]
 
 [[package]]
diff --git a/pyproject.toml b/pyproject.toml
index 08db5b4..ae30bc5 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,10 +1,10 @@
 [tool.poetry]
 name = "image-classification-service"
-version = "1.34.0"
+version = "2.0.0"
 description = ""
 authors = ["Team Research <research@knecon.com>"]
 readme = "README.md"
-packages = [{ include = "image_prediction" }]
+packages = [{ include = "image_prediction", from = "src" }]
 
 [tool.poetry.dependencies]
 python = ">=3.10,<3.11"
diff --git a/image_prediction/__init__.py b/src/image_prediction/__init__.py
similarity index 100%
rename from image_prediction/__init__.py
rename to src/image_prediction/__init__.py
diff --git a/image_prediction/classifier/__init__.py b/src/image_prediction/classifier/__init__.py
similarity index 100%
rename from image_prediction/classifier/__init__.py
rename to src/image_prediction/classifier/__init__.py
diff --git a/image_prediction/classifier/classifier.py b/src/image_prediction/classifier/classifier.py
similarity index 100%
rename from image_prediction/classifier/classifier.py
rename to src/image_prediction/classifier/classifier.py
diff --git a/image_prediction/classifier/image_classifier.py b/src/image_prediction/classifier/image_classifier.py
similarity index 100%
rename from image_prediction/classifier/image_classifier.py
rename to src/image_prediction/classifier/image_classifier.py
diff --git a/image_prediction/compositor/__init__.py b/src/image_prediction/compositor/__init__.py
similarity index 100%
rename from image_prediction/compositor/__init__.py
rename to src/image_prediction/compositor/__init__.py
diff --git a/image_prediction/compositor/compositor.py b/src/image_prediction/compositor/compositor.py
similarity index 100%
rename from image_prediction/compositor/compositor.py
rename to src/image_prediction/compositor/compositor.py
diff --git a/src/image_prediction/config.py b/src/image_prediction/config.py
new file mode 100644
index 0000000..b0f872b
--- /dev/null
+++ b/src/image_prediction/config.py
@@ -0,0 +1,7 @@
+from pathlib import Path
+
+from pyinfra.config.loader import load_settings
+
+from image_prediction.locations import PROJECT_ROOT_DIR
+
+CONFIG = load_settings(root_path=PROJECT_ROOT_DIR, settings_path="config")
diff --git a/image_prediction/default_objects.py b/src/image_prediction/default_objects.py
similarity index 100%
rename from image_prediction/default_objects.py
rename to src/image_prediction/default_objects.py
diff --git a/image_prediction/encoder/__init__.py b/src/image_prediction/encoder/__init__.py
similarity index 100%
rename from image_prediction/encoder/__init__.py
rename to src/image_prediction/encoder/__init__.py
diff --git a/image_prediction/encoder/encoder.py b/src/image_prediction/encoder/encoder.py
similarity index 100%
rename from image_prediction/encoder/encoder.py
rename to src/image_prediction/encoder/encoder.py
diff --git a/image_prediction/encoder/encoders/__init__.py b/src/image_prediction/encoder/encoders/__init__.py
similarity index 100%
rename from image_prediction/encoder/encoders/__init__.py
rename to src/image_prediction/encoder/encoders/__init__.py
diff --git a/image_prediction/encoder/encoders/hash_encoder.py b/src/image_prediction/encoder/encoders/hash_encoder.py
similarity index 100%
rename from image_prediction/encoder/encoders/hash_encoder.py
rename to src/image_prediction/encoder/encoders/hash_encoder.py
diff --git a/image_prediction/estimator/__init__.py b/src/image_prediction/estimator/__init__.py
similarity index 100%
rename from image_prediction/estimator/__init__.py
rename to src/image_prediction/estimator/__init__.py
diff --git a/image_prediction/estimator/adapter/__init__.py b/src/image_prediction/estimator/adapter/__init__.py
similarity index 100%
rename from image_prediction/estimator/adapter/__init__.py
rename to src/image_prediction/estimator/adapter/__init__.py
diff --git a/image_prediction/estimator/adapter/adapter.py b/src/image_prediction/estimator/adapter/adapter.py
similarity index 100%
rename from image_prediction/estimator/adapter/adapter.py
rename to src/image_prediction/estimator/adapter/adapter.py
diff --git a/image_prediction/estimator/adapter/adapters/__init__.py b/src/image_prediction/estimator/adapter/adapters/__init__.py
similarity index 100%
rename from image_prediction/estimator/adapter/adapters/__init__.py
rename to src/image_prediction/estimator/adapter/adapters/__init__.py
diff --git a/image_prediction/estimator/preprocessor/__init__.py b/src/image_prediction/estimator/preprocessor/__init__.py
similarity index 100%
rename from image_prediction/estimator/preprocessor/__init__.py
rename to src/image_prediction/estimator/preprocessor/__init__.py
diff --git a/image_prediction/estimator/preprocessor/preprocessor.py b/src/image_prediction/estimator/preprocessor/preprocessor.py
similarity index 100%
rename from image_prediction/estimator/preprocessor/preprocessor.py
rename to src/image_prediction/estimator/preprocessor/preprocessor.py
diff --git a/image_prediction/estimator/preprocessor/preprocessors/__init__.py b/src/image_prediction/estimator/preprocessor/preprocessors/__init__.py
similarity index 100%
rename from image_prediction/estimator/preprocessor/preprocessors/__init__.py
rename to src/image_prediction/estimator/preprocessor/preprocessors/__init__.py
diff --git a/image_prediction/estimator/preprocessor/preprocessors/basic.py b/src/image_prediction/estimator/preprocessor/preprocessors/basic.py
similarity index 100%
rename from image_prediction/estimator/preprocessor/preprocessors/basic.py
rename to src/image_prediction/estimator/preprocessor/preprocessors/basic.py
diff --git a/image_prediction/estimator/preprocessor/preprocessors/identity.py b/src/image_prediction/estimator/preprocessor/preprocessors/identity.py
similarity index 100%
rename from image_prediction/estimator/preprocessor/preprocessors/identity.py
rename to src/image_prediction/estimator/preprocessor/preprocessors/identity.py
diff --git a/image_prediction/estimator/preprocessor/utils.py b/src/image_prediction/estimator/preprocessor/utils.py
similarity index 100%
rename from image_prediction/estimator/preprocessor/utils.py
rename to src/image_prediction/estimator/preprocessor/utils.py
diff --git a/image_prediction/exceptions.py b/src/image_prediction/exceptions.py
similarity index 100%
rename from image_prediction/exceptions.py
rename to src/image_prediction/exceptions.py
diff --git a/image_prediction/extraction.py b/src/image_prediction/extraction.py
similarity index 100%
rename from image_prediction/extraction.py
rename to src/image_prediction/extraction.py
diff --git a/image_prediction/flask.py b/src/image_prediction/flask.py
similarity index 100%
rename from image_prediction/flask.py
rename to src/image_prediction/flask.py
diff --git a/image_prediction/formatter/__init__.py b/src/image_prediction/formatter/__init__.py
similarity index 100%
rename from image_prediction/formatter/__init__.py
rename to src/image_prediction/formatter/__init__.py
diff --git a/image_prediction/formatter/formatter.py b/src/image_prediction/formatter/formatter.py
similarity index 100%
rename from image_prediction/formatter/formatter.py
rename to src/image_prediction/formatter/formatter.py
diff --git a/image_prediction/formatter/formatters/__init__.py b/src/image_prediction/formatter/formatters/__init__.py
similarity index 100%
rename from image_prediction/formatter/formatters/__init__.py
rename to src/image_prediction/formatter/formatters/__init__.py
diff --git a/image_prediction/formatter/formatters/camel_case.py b/src/image_prediction/formatter/formatters/camel_case.py
similarity index 100%
rename from image_prediction/formatter/formatters/camel_case.py
rename to src/image_prediction/formatter/formatters/camel_case.py
diff --git a/image_prediction/formatter/formatters/enum.py b/src/image_prediction/formatter/formatters/enum.py
similarity index 100%
rename from image_prediction/formatter/formatters/enum.py
rename to src/image_prediction/formatter/formatters/enum.py
diff --git a/image_prediction/formatter/formatters/identity.py b/src/image_prediction/formatter/formatters/identity.py
similarity index 100%
rename from image_prediction/formatter/formatters/identity.py
rename to src/image_prediction/formatter/formatters/identity.py
diff --git a/image_prediction/formatter/formatters/key_formatter.py b/src/image_prediction/formatter/formatters/key_formatter.py
similarity index 100%
rename from image_prediction/formatter/formatters/key_formatter.py
rename to src/image_prediction/formatter/formatters/key_formatter.py
diff --git a/image_prediction/image_extractor/__init__.py b/src/image_prediction/image_extractor/__init__.py
similarity index 100%
rename from image_prediction/image_extractor/__init__.py
rename to src/image_prediction/image_extractor/__init__.py
diff --git a/image_prediction/image_extractor/extractor.py b/src/image_prediction/image_extractor/extractor.py
similarity index 100%
rename from image_prediction/image_extractor/extractor.py
rename to src/image_prediction/image_extractor/extractor.py
diff --git a/image_prediction/image_extractor/extractors/__init__.py b/src/image_prediction/image_extractor/extractors/__init__.py
similarity index 100%
rename from image_prediction/image_extractor/extractors/__init__.py
rename to src/image_prediction/image_extractor/extractors/__init__.py
diff --git a/image_prediction/image_extractor/extractors/mock.py b/src/image_prediction/image_extractor/extractors/mock.py
similarity index 100%
rename from image_prediction/image_extractor/extractors/mock.py
rename to src/image_prediction/image_extractor/extractors/mock.py
diff --git a/image_prediction/image_extractor/extractors/parsable.py b/src/image_prediction/image_extractor/extractors/parsable.py
similarity index 100%
rename from image_prediction/image_extractor/extractors/parsable.py
rename to src/image_prediction/image_extractor/extractors/parsable.py
diff --git a/image_prediction/info.py b/src/image_prediction/info.py
similarity index 100%
rename from image_prediction/info.py
rename to src/image_prediction/info.py
diff --git a/image_prediction/label_mapper/__init__.py b/src/image_prediction/label_mapper/__init__.py
similarity index 100%
rename from image_prediction/label_mapper/__init__.py
rename to src/image_prediction/label_mapper/__init__.py
diff --git a/image_prediction/label_mapper/mapper.py b/src/image_prediction/label_mapper/mapper.py
similarity index 100%
rename from image_prediction/label_mapper/mapper.py
rename to src/image_prediction/label_mapper/mapper.py
diff --git a/image_prediction/label_mapper/mappers/__init__.py b/src/image_prediction/label_mapper/mappers/__init__.py
similarity index 100%
rename from image_prediction/label_mapper/mappers/__init__.py
rename to src/image_prediction/label_mapper/mappers/__init__.py
diff --git a/image_prediction/label_mapper/mappers/numeric.py b/src/image_prediction/label_mapper/mappers/numeric.py
similarity index 100%
rename from image_prediction/label_mapper/mappers/numeric.py
rename to src/image_prediction/label_mapper/mappers/numeric.py
diff --git a/image_prediction/label_mapper/mappers/probability.py b/src/image_prediction/label_mapper/mappers/probability.py
similarity index 100%
rename from image_prediction/label_mapper/mappers/probability.py
rename to src/image_prediction/label_mapper/mappers/probability.py
diff --git a/src/image_prediction/locations.py b/src/image_prediction/locations.py
new file mode 100644
index 0000000..0bab502
--- /dev/null
+++ b/src/image_prediction/locations.py
@@ -0,0 +1,18 @@
+"""Defines constant paths relative to the module root path."""
+
+from pathlib import Path
+
+# FIXME: move these paths to config, only depending on 'ROOT_PATH' environment variable.
+MODULE_DIR = Path(__file__).resolve().parents[0]
+PACKAGE_ROOT_DIR = MODULE_DIR.parents[0]
+PROJECT_ROOT_DIR = PACKAGE_ROOT_DIR.parents[0]
+
+CONFIG_FILE = PROJECT_ROOT_DIR / "config" / "settings.toml"
+BANNER_FILE = PROJECT_ROOT_DIR / "banner.txt"
+
+DATA_DIR = PROJECT_ROOT_DIR / "data"
+MLRUNS_DIR = str(DATA_DIR / "mlruns")
+
+TEST_DIR = PROJECT_ROOT_DIR / "test"
+TEST_DATA_DIR = TEST_DIR / "data"
+TEST_DATA_DIR_DVC = TEST_DIR / "data.dvc"
diff --git a/image_prediction/model_loader/__init__.py b/src/image_prediction/model_loader/__init__.py
similarity index 100%
rename from image_prediction/model_loader/__init__.py
rename to src/image_prediction/model_loader/__init__.py
diff --git a/image_prediction/model_loader/database/__init__.py b/src/image_prediction/model_loader/database/__init__.py
similarity index 100%
rename from image_prediction/model_loader/database/__init__.py
rename to src/image_prediction/model_loader/database/__init__.py
diff --git a/image_prediction/model_loader/database/connector.py b/src/image_prediction/model_loader/database/connector.py
similarity index 100%
rename from image_prediction/model_loader/database/connector.py
rename to src/image_prediction/model_loader/database/connector.py
diff --git a/image_prediction/model_loader/database/connectors/__init__.py b/src/image_prediction/model_loader/database/connectors/__init__.py
similarity index 100%
rename from image_prediction/model_loader/database/connectors/__init__.py
rename to src/image_prediction/model_loader/database/connectors/__init__.py
diff --git a/image_prediction/model_loader/database/connectors/mock.py b/src/image_prediction/model_loader/database/connectors/mock.py
similarity index 100%
rename from image_prediction/model_loader/database/connectors/mock.py
rename to src/image_prediction/model_loader/database/connectors/mock.py
diff --git a/image_prediction/model_loader/loader.py b/src/image_prediction/model_loader/loader.py
similarity index 100%
rename from image_prediction/model_loader/loader.py
rename to src/image_prediction/model_loader/loader.py
diff --git a/image_prediction/model_loader/loaders/__init__.py b/src/image_prediction/model_loader/loaders/__init__.py
similarity index 100%
rename from image_prediction/model_loader/loaders/__init__.py
rename to src/image_prediction/model_loader/loaders/__init__.py
diff --git a/image_prediction/model_loader/loaders/mlflow.py b/src/image_prediction/model_loader/loaders/mlflow.py
similarity index 100%
rename from image_prediction/model_loader/loaders/mlflow.py
rename to src/image_prediction/model_loader/loaders/mlflow.py
diff --git a/image_prediction/pipeline.py b/src/image_prediction/pipeline.py
similarity index 100%
rename from image_prediction/pipeline.py
rename to src/image_prediction/pipeline.py
diff --git a/image_prediction/redai_adapter/__init__.py b/src/image_prediction/redai_adapter/__init__.py
similarity index 100%
rename from image_prediction/redai_adapter/__init__.py
rename to src/image_prediction/redai_adapter/__init__.py
diff --git a/image_prediction/redai_adapter/efficient_net_wrapper.py b/src/image_prediction/redai_adapter/efficient_net_wrapper.py
similarity index 100%
rename from image_prediction/redai_adapter/efficient_net_wrapper.py
rename to src/image_prediction/redai_adapter/efficient_net_wrapper.py
diff --git a/image_prediction/redai_adapter/mlflow.py b/src/image_prediction/redai_adapter/mlflow.py
similarity index 100%
rename from image_prediction/redai_adapter/mlflow.py
rename to src/image_prediction/redai_adapter/mlflow.py
diff --git a/image_prediction/redai_adapter/model.py b/src/image_prediction/redai_adapter/model.py
similarity index 100%
rename from image_prediction/redai_adapter/model.py
rename to src/image_prediction/redai_adapter/model.py
diff --git a/image_prediction/redai_adapter/model_wrapper.py b/src/image_prediction/redai_adapter/model_wrapper.py
similarity index 100%
rename from image_prediction/redai_adapter/model_wrapper.py
rename to src/image_prediction/redai_adapter/model_wrapper.py
diff --git a/image_prediction/stitching/__init__.py b/src/image_prediction/stitching/__init__.py
similarity index 100%
rename from image_prediction/stitching/__init__.py
rename to src/image_prediction/stitching/__init__.py
diff --git a/image_prediction/stitching/grouping.py b/src/image_prediction/stitching/grouping.py
similarity index 100%
rename from image_prediction/stitching/grouping.py
rename to src/image_prediction/stitching/grouping.py
diff --git a/image_prediction/stitching/merging.py b/src/image_prediction/stitching/merging.py
similarity index 100%
rename from image_prediction/stitching/merging.py
rename to src/image_prediction/stitching/merging.py
diff --git a/image_prediction/stitching/split_mapper.py b/src/image_prediction/stitching/split_mapper.py
similarity index 100%
rename from image_prediction/stitching/split_mapper.py
rename to src/image_prediction/stitching/split_mapper.py
diff --git a/image_prediction/stitching/stitching.py b/src/image_prediction/stitching/stitching.py
similarity index 100%
rename from image_prediction/stitching/stitching.py
rename to src/image_prediction/stitching/stitching.py
diff --git a/image_prediction/stitching/utils.py b/src/image_prediction/stitching/utils.py
similarity index 100%
rename from image_prediction/stitching/utils.py
rename to src/image_prediction/stitching/utils.py
diff --git a/image_prediction/transformer/__init__.py b/src/image_prediction/transformer/__init__.py
similarity index 100%
rename from image_prediction/transformer/__init__.py
rename to src/image_prediction/transformer/__init__.py
diff --git a/image_prediction/transformer/transformer.py b/src/image_prediction/transformer/transformer.py
similarity index 100%
rename from image_prediction/transformer/transformer.py
rename to src/image_prediction/transformer/transformer.py
diff --git a/image_prediction/transformer/transformers/__init__.py b/src/image_prediction/transformer/transformers/__init__.py
similarity index 100%
rename from image_prediction/transformer/transformers/__init__.py
rename to src/image_prediction/transformer/transformers/__init__.py
diff --git a/image_prediction/transformer/transformers/coordinate/__init__.py b/src/image_prediction/transformer/transformers/coordinate/__init__.py
similarity index 100%
rename from image_prediction/transformer/transformers/coordinate/__init__.py
rename to src/image_prediction/transformer/transformers/coordinate/__init__.py
diff --git a/image_prediction/transformer/transformers/coordinate/coordinate_transformer.py b/src/image_prediction/transformer/transformers/coordinate/coordinate_transformer.py
similarity index 100%
rename from image_prediction/transformer/transformers/coordinate/coordinate_transformer.py
rename to src/image_prediction/transformer/transformers/coordinate/coordinate_transformer.py
diff --git a/image_prediction/transformer/transformers/coordinate/fitz.py b/src/image_prediction/transformer/transformers/coordinate/fitz.py
similarity index 100%
rename from image_prediction/transformer/transformers/coordinate/fitz.py
rename to src/image_prediction/transformer/transformers/coordinate/fitz.py
diff --git a/image_prediction/transformer/transformers/coordinate/fpdf.py b/src/image_prediction/transformer/transformers/coordinate/fpdf.py
similarity index 100%
rename from image_prediction/transformer/transformers/coordinate/fpdf.py
rename to src/image_prediction/transformer/transformers/coordinate/fpdf.py
diff --git a/image_prediction/transformer/transformers/coordinate/pdfnet.py b/src/image_prediction/transformer/transformers/coordinate/pdfnet.py
similarity index 100%
rename from image_prediction/transformer/transformers/coordinate/pdfnet.py
rename to src/image_prediction/transformer/transformers/coordinate/pdfnet.py
diff --git a/image_prediction/transformer/transformers/response.py b/src/image_prediction/transformer/transformers/response.py
similarity index 100%
rename from image_prediction/transformer/transformers/response.py
rename to src/image_prediction/transformer/transformers/response.py
diff --git a/image_prediction/utils.py b/src/image_prediction/utils.py
similarity index 100%
rename from image_prediction/utils.py
rename to src/image_prediction/utils.py
diff --git a/image_prediction/utils/__init__.py b/src/image_prediction/utils/__init__.py
similarity index 100%
rename from image_prediction/utils/__init__.py
rename to src/image_prediction/utils/__init__.py
diff --git a/image_prediction/utils/banner.py b/src/image_prediction/utils/banner.py
similarity index 100%
rename from image_prediction/utils/banner.py
rename to src/image_prediction/utils/banner.py
diff --git a/image_prediction/utils/generic.py b/src/image_prediction/utils/generic.py
similarity index 100%
rename from image_prediction/utils/generic.py
rename to src/image_prediction/utils/generic.py
diff --git a/image_prediction/utils/logger.py b/src/image_prediction/utils/logger.py
similarity index 100%
rename from image_prediction/utils/logger.py
rename to src/image_prediction/utils/logger.py
diff --git a/image_prediction/utils/pdf_annotation.py b/src/image_prediction/utils/pdf_annotation.py
similarity index 100%
rename from image_prediction/utils/pdf_annotation.py
rename to src/image_prediction/utils/pdf_annotation.py
diff --git a/image_prediction/utils/process_wrapping.py b/src/image_prediction/utils/process_wrapping.py
similarity index 100%
rename from image_prediction/utils/process_wrapping.py
rename to src/image_prediction/utils/process_wrapping.py