From 43d8adc98e0840f412a73bdff27c5a0bbcdeb114 Mon Sep 17 00:00:00 2001
From: Dave Bunten <dave.bunten@cuanschutz.edu>
Date: Thu, 22 Feb 2024 11:20:14 -0700
Subject: [PATCH] Initialize repo and add simple memory tests (#1)

* add initial scaffold

* add pre-commit checks workflow

* update linting, add pipeline and runner modules

* linting

* move dockerfile, add a baseline test, pipeline cfg

* rename / typo

* readd dockerfile

* Update pyproject.toml

* update pipeline

* move dockerfile again

* adjust pipeline for multiple input

* linting

* move test; add fire; adjust for multiple input

* add pandas; add debug_leak test; linting cfg

* remove pandas; rename basic tests

* add callbacks to gc test

* update docs

* updates for linting

* update to show the stdout from container

* change dockerfile path

* move to solely list-based execution

* avoid the use of runner env group with tests

* add poethepoet workflow for tests

* remove no longer used union

* remove print, adjust language

* simplify the prints for async ops

* add github actions workflow for running tests

* move to main for running tests

* add guidance and overview in readme

* add python fire mentions

* set the platform of the container

* update naming and docs

* typo

* add poethepoet as a runner dependency

* bandit skip tests for assert linting

* update tests with asserts for garbage

* add debug config; add lines for visual clarity

* expand readme with some definitions + new sections

* add memory allocation definitions

* assumption about python memory

* add more detail to python garbage collection

* reorganizing and adding test module documentation

* add extra cli arg capabilities

* reorganize for better flow; specify allocators

* further details on allocators

* add diagrams

* additional diagrams, specificity

* add blocks content

* Update README.md

* modifications; adding reference counting guide

* add analogy; memray; begin scalene content

* add scalene content

* remove content and images ported to blog post
---
 .github/workflows/pre-commit-checks.yaml      |  19 +
 .github/workflows/run-memory-tests.yaml       |  27 +
 .gitignore                                    |   3 +
 .pre-commit-config.yaml                       |  67 ++
 README.md                                     |  87 ++-
 poetry.lock                                   | 624 ++++++++++++++++++
 pyproject.toml                                |  46 ++
 src/pymaccounter/Dockerfile                   |  22 +
 src/pymaccounter/__init__.py                  |   5 +
 src/pymaccounter/pipeline.py                  |  66 ++
 src/pymaccounter/runner.py                    |  27 +
 src/pymaccounter/tests/test_baseline.py       |   5 +
 .../tests/test_multiply_gc.callbacks.py       |  46 ++
 .../tests/test_multiply_gc.collect.py         |  30 +
 .../tests/test_multiply_gc.debug_leak.py      |  35 +
 15 files changed, 1107 insertions(+), 2 deletions(-)
 create mode 100644 .github/workflows/pre-commit-checks.yaml
 create mode 100644 .github/workflows/run-memory-tests.yaml
 create mode 100644 .pre-commit-config.yaml
 create mode 100644 poetry.lock
 create mode 100644 pyproject.toml
 create mode 100644 src/pymaccounter/Dockerfile
 create mode 100644 src/pymaccounter/__init__.py
 create mode 100644 src/pymaccounter/pipeline.py
 create mode 100644 src/pymaccounter/runner.py
 create mode 100644 src/pymaccounter/tests/test_baseline.py
 create mode 100644 src/pymaccounter/tests/test_multiply_gc.callbacks.py
 create mode 100644 src/pymaccounter/tests/test_multiply_gc.collect.py
 create mode 100644 src/pymaccounter/tests/test_multiply_gc.debug_leak.py

diff --git a/.github/workflows/pre-commit-checks.yaml b/.github/workflows/pre-commit-checks.yaml
new file mode 100644
index 0000000..ab43ff1
--- /dev/null
+++ b/.github/workflows/pre-commit-checks.yaml
@@ -0,0 +1,19 @@
+---
+# used for running pre-commit checks
+name: pre-commit checks
+
+on:
+  push:
+    branches: [main]
+  pull_request:
+    branches: [main]
+
+jobs:
+  run_pre_commit_tests:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+      - uses: actions/setup-python@v5
+        with:
+          python-version: "3.11"
+      - uses: pre-commit/action@v3.0.0
diff --git a/.github/workflows/run-memory-tests.yaml b/.github/workflows/run-memory-tests.yaml
new file mode 100644
index 0000000..deea4cf
--- /dev/null
+++ b/.github/workflows/run-memory-tests.yaml
@@ -0,0 +1,27 @@
+---
+# used for running memory checks through GitHub Actions for open observability
+name: run memory tests
+
+on:
+  push:
+    branches: [main]
+  pull_request:
+    branches: [main]
+
+jobs:
+  run_memory_tests:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+      - uses: actions/setup-python@v5
+        with:
+          python-version: "3.11"
+      - name: Setup poetry and poethepoet
+        run: |
+          python -m pip install poetry
+      - name: Install poetry runner env
+        run: |
+          poetry install --with runner -v --no-interaction
+      - name: Run memory tests through Dagger pipeline
+        run: |
+          poetry run poe run_all_tests
diff --git a/.gitignore b/.gitignore
index 68bc17f..281bd61 100644
--- a/.gitignore
+++ b/.gitignore
@@ -158,3 +158,6 @@ cython_debug/
 #  and can be added to the global gitignore or merged into this file.  For a more nuclear
 #  option (not recommended) you can uncomment the following to ignore the entire idea folder.
 #.idea/
+
+# customizations
+.python-version
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
new file mode 100644
index 0000000..f49eceb
--- /dev/null
+++ b/.pre-commit-config.yaml
@@ -0,0 +1,67 @@
+# See https://pre-commit.com for more information
+# See https://pre-commit.com/hooks.html for more hooks
+default_language_version:
+  python: python3.11
+repos:
+  - repo: https://github.com/pre-commit/pre-commit-hooks
+    rev: v4.5.0
+    hooks:
+      - id: trailing-whitespace
+      - id: end-of-file-fixer
+      - id: check-added-large-files
+  - repo: https://github.com/codespell-project/codespell
+    rev: v2.2.6
+    hooks:
+      - id: codespell
+  - repo: https://github.com/executablebooks/mdformat
+    rev: 0.7.17
+    hooks:
+      - id: mdformat
+  - repo: https://github.com/hadolint/hadolint
+    rev: v2.12.1-beta
+    hooks:
+      - id: hadolint-docker
+  - repo: https://github.com/rhysd/actionlint
+    rev: v1.6.26
+    hooks:
+      - id: actionlint-docker
+  - repo: https://github.com/adrienverge/yamllint
+    rev: v1.33.0
+    hooks:
+      - id: yamllint
+  - repo: https://github.com/psf/black
+    rev: 23.12.1
+    hooks:
+      - id: black
+  - repo: https://github.com/PyCQA/bandit
+    rev: 1.7.6
+    hooks:
+      - id: bandit
+        args: ["-c", "pyproject.toml"]
+        additional_dependencies: ["bandit[toml]"]
+  - repo: https://github.com/PyCQA/isort
+    rev: 5.13.2
+    hooks:
+      - id: isort
+  - repo: https://github.com/jendrikseipp/vulture
+    rev: v2.10
+    hooks:
+      - id: vulture
+  - repo: https://github.com/pre-commit/mirrors-mypy
+    rev: v1.8.0
+    hooks:
+      - id: mypy
+  - repo: https://github.com/PyCQA/pylint
+    rev: v3.0.3
+    hooks:
+      - id: pylint
+        name: pylint
+        entry: pylint
+        language: python
+        types: [python]
+        # note: we install additional dependencies for
+        # pylint due to it's dynamic analysis capabilities
+        # and the way pre-commit references virtual environments.
+        additional_dependencies:
+          - "dagger-io"
+          - "fire"
diff --git a/README.md b/README.md
index 9b40998..7d44a16 100644
--- a/README.md
+++ b/README.md
@@ -1,2 +1,85 @@
-# demo-python-memory-reference-accounting
-Demonstrating Python memory allocator reference counting and debug
+# Demonstrating Python Memory Allocator Reference Counting (and Related)
+
+Demonstrating Python memory allocator reference counting and debug.
+The goal of this repository is to help demonstrate Python memory allocation using source controlled code.
+Work for this project was originally inspired by [cytomining/CytoTable#75](https://github.com/cytomining/CytoTable/issues/75) which explores related topics.
+
+## Development
+
+The following are suggested steps to get started with development for this project.
+
+1. (Suggested) Install Python from [pyenv](https://github.com/pyenv/pyenv?tab=readme-ov-file#installation) (or another way).
+1. [Install Poetry](https://python-poetry.org/docs/#installation)
+1. [Install Docker Desktop](https://www.docker.com/products/docker-desktop/)
+1. Run Poe the Poet workflow(s): e.g. `poetry run poe run_all_tests`
+   _(Poe the Poet is installed as a Poetry env dependency for the `runner` group)_
+
+## Project outline
+
+```mermaid
+---
+title: Project Overview
+---
+flowchart LR
+
+pyproject["pyproject.toml"]
+poeworkflow["poethepoet\nworkflows"]
+dockerfile["Dockerfile"]
+subgraph test_container["test container"]
+    subgraph tests
+        test_env["Python environment\n(for tests)"]
+        test_modules["Test module(s)"]
+    end
+end
+subgraph runner
+    runner_env["Python environment\n(for runner)"]
+    runner_cli["Runner CLI\n(Python Fire)"]
+    pipeline["Container pipeline\n(through Dagger)"]
+end
+
+
+pyproject --> |defines| test_env
+pyproject --> |defines| runner_env
+
+test_env --> |runs| test_modules
+test_modules -.-> |display\nresults through| pipeline
+runner_env --> |enables| runner_cli
+runner_cli --> |runs| pipeline
+
+dockerfile -.-> |defines\ncontainer for| pipeline
+
+pipeline --> |executes| test_container
+
+pyproject --> poeworkflow
+poeworkflow -.-> |declarative\nworkflows for| runner
+```
+
+See above for a quick overview of project components and their relationship.
+[Poetry](https://python-poetry.org/docs/) is used to define Python environment dependencies within [dependency groups](https://python-poetry.org/docs/master/managing-dependencies/#dependency-groups) in a `pyproject.toml` file.
+Declarative [Poe the Poet tasks](https://poethepoet.natn.io/index.html) may also be found in the same `pyproject.toml` file to help define reproducible workflows.
+A "runner" command-line interface (CLI) is provided through [Python Fire](https://github.com/google/python-fire) to help enable the use of the container-based pipelines.
+Container-based pipelines are provided through [Dagger's Python SDK](https://docs.dagger.io/sdk/python/) to help isolate potential OS-specific distinctions for memory allocation work in Python.
+Testing workflows are designed to run "locally" within a developer's environment (for example, leveraging [pyenv](https://github.com/pyenv/pyenv), [poetry](https://python-poetry.org/docs/), and [Docker Desktop](https://www.docker.com/products/docker-desktop/)) or within [GitHub Actions images](https://github.com/actions/runner-images) (`dagger-io` installs the necessary dependencies).
+
+## Test Modules
+
+This project focuses on leveraging Python memory observability tools to illustrate what happens as code is executed.
+See the `src/pymaccounter/tests` folder for a full list of test modules.
+Each test module includes a description of what it tests and expects in a [docstring](https://docs.python.org/3/glossary.html#term-docstring) near the top of the file.
+
+### Running Test Modules
+
+Test modules may be executed individually or in groups.
+Test modules are provided in a list to be run by containerized pipelines.
+Each test provided in this way is run in an isolated container instance.
+
+In addition to test module specification, a test module base directory and debug mode may also be specified.
+The test module base directory is where the container pipeline will look for test modules listed by name in the list.
+Debug mode may be used to view container pipeline debug log messages.
+
+See the following examples for more details on the suggested way to run tests through this project.
+
+- Individual test: `poetry run python src/pymaccounter/runner.py '["test_baseline.py"]'`
+- Multiple tests: `poetry run python src/pymaccounter/runner.py '["test_baseline.py", "test_multiply_gc.collect.py"]'`
+- Individual test with debug mode: `poetry run python src/pymaccounter/runner.py '["test_baseline.py"]' --debug True`
+- Individual test with non-default base test directory specification: `poetry run python src/pymaccounter/runner.py '["test_baseline.py"]' --test_dir 'src/another_test_dir'`
diff --git a/poetry.lock b/poetry.lock
new file mode 100644
index 0000000..1963583
--- /dev/null
+++ b/poetry.lock
@@ -0,0 +1,624 @@
+# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand.
+
+[[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 = "attrs"
+version = "23.2.0"
+description = "Classes Without Boilerplate"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {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[tests]", "pre-commit"]
+docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier", "zope-interface"]
+tests = ["attrs[tests-no-zope]", "zope-interface"]
+tests-mypy = ["mypy (>=1.6)", "pytest-mypy-plugins"]
+tests-no-zope = ["attrs[tests-mypy]", "cloudpickle", "hypothesis", "pympler", "pytest (>=4.3.0)", "pytest-xdist[psutil]"]
+
+[[package]]
+name = "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 = "beartype"
+version = "0.16.4"
+description = "Unbearably fast runtime type checking in pure Python."
+optional = false
+python-versions = ">=3.8.0"
+files = [
+    {file = "beartype-0.16.4-py3-none-any.whl", hash = "sha256:64865952f9dff1e17f22684b3c7286fc79754553b47eaefeb1286224ae8c1bd9"},
+    {file = "beartype-0.16.4.tar.gz", hash = "sha256:1ada89cf2d6eb30eb6e156eed2eb5493357782937910d74380918e53c2eae0bf"},
+]
+
+[package.extras]
+all = ["typing-extensions (>=3.10.0.0)"]
+dev = ["autoapi (>=0.9.0)", "coverage (>=5.5)", "mypy (>=0.800)", "numpy", "pandera", "pydata-sphinx-theme (<=0.7.2)", "pytest (>=4.0.0)", "sphinx", "sphinx (>=4.2.0,<6.0.0)", "sphinxext-opengraph (>=0.7.5)", "tox (>=3.20.1)", "typing-extensions (>=3.10.0.0)"]
+doc-rtd = ["autoapi (>=0.9.0)", "pydata-sphinx-theme (<=0.7.2)", "sphinx (>=4.2.0,<6.0.0)", "sphinxext-opengraph (>=0.7.5)"]
+test-tox = ["mypy (>=0.800)", "numpy", "pandera", "pytest (>=4.0.0)", "sphinx", "typing-extensions (>=3.10.0.0)"]
+test-tox-coverage = ["coverage (>=5.5)"]
+
+[[package]]
+name = "cattrs"
+version = "23.2.3"
+description = "Composable complex class support for attrs and dataclasses."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "cattrs-23.2.3-py3-none-any.whl", hash = "sha256:0341994d94971052e9ee70662542699a3162ea1e0c62f7ce1b4a57f563685108"},
+    {file = "cattrs-23.2.3.tar.gz", hash = "sha256:a934090d95abaa9e911dac357e3a8699e0b4b14f8529bcc7d2b1ad9d51672b9f"},
+]
+
+[package.dependencies]
+attrs = ">=23.1.0"
+exceptiongroup = {version = ">=1.1.1", markers = "python_version < \"3.11\""}
+typing-extensions = {version = ">=4.1.0,<4.6.3 || >4.6.3", markers = "python_version < \"3.11\""}
+
+[package.extras]
+bson = ["pymongo (>=4.4.0)"]
+cbor2 = ["cbor2 (>=5.4.6)"]
+msgpack = ["msgpack (>=1.0.5)"]
+orjson = ["orjson (>=3.9.2)"]
+pyyaml = ["pyyaml (>=6.0)"]
+tomlkit = ["tomlkit (>=0.11.8)"]
+ujson = ["ujson (>=5.7.0)"]
+
+[[package]]
+name = "certifi"
+version = "2023.11.17"
+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"},
+]
+
+[[package]]
+name = "dagger-io"
+version = "0.9.5"
+description = "A client package for running Dagger pipelines in Python."
+optional = false
+python-versions = ">=3.10"
+files = [
+    {file = "dagger_io-0.9.5-py3-none-any.whl", hash = "sha256:e7f075997af3eaef742bab9ad7c862c92c0965029679805ae12ab7a613d97fd1"},
+    {file = "dagger_io-0.9.5.tar.gz", hash = "sha256:90593bb6a419f64d3c468adbbffbb907a1dd14eed9b852b65ff60a14da0b37a8"},
+]
+
+[package.dependencies]
+anyio = ">=3.6.2"
+beartype = ">=0.11.0"
+cattrs = ">=22.2.0"
+gql = ">=3.4.0"
+graphql-core = ">=3.2.3"
+httpx = ">=0.23.1"
+platformdirs = ">=2.6.2"
+rich = ">=10.11.0"
+typing-extensions = ">=4.8.0"
+
+[[package]]
+name = "exceptiongroup"
+version = "1.2.0"
+description = "Backport of PEP 654 (exception groups)"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "exceptiongroup-1.2.0-py3-none-any.whl", hash = "sha256:4bfd3996ac73b41e9b9628b04e079f193850720ea5945fc96a08633c66912f14"},
+    {file = "exceptiongroup-1.2.0.tar.gz", hash = "sha256:91f5c769735f051a4290d52edd0858999b57e5876e9f85937691bd4c9fa3ed68"},
+]
+
+[package.extras]
+test = ["pytest (>=6)"]
+
+[[package]]
+name = "fire"
+version = "0.5.0"
+description = "A library for automatically generating command line interfaces."
+optional = false
+python-versions = "*"
+files = [
+    {file = "fire-0.5.0.tar.gz", hash = "sha256:a6b0d49e98c8963910021f92bba66f65ab440da2982b78eb1bbf95a0a34aacc6"},
+]
+
+[package.dependencies]
+six = "*"
+termcolor = "*"
+
+[[package]]
+name = "gql"
+version = "3.5.0"
+description = "GraphQL client for Python"
+optional = false
+python-versions = "*"
+files = [
+    {file = "gql-3.5.0-py2.py3-none-any.whl", hash = "sha256:70dda5694a5b194a8441f077aa5fb70cc94e4ec08016117523f013680901ecb7"},
+    {file = "gql-3.5.0.tar.gz", hash = "sha256:ccb9c5db543682b28f577069950488218ed65d4ac70bb03b6929aaadaf636de9"},
+]
+
+[package.dependencies]
+anyio = ">=3.0,<5"
+backoff = ">=1.11.1,<3.0"
+graphql-core = ">=3.2,<3.3"
+yarl = ">=1.6,<2.0"
+
+[package.extras]
+aiohttp = ["aiohttp (>=3.8.0,<4)", "aiohttp (>=3.9.0b0,<4)"]
+all = ["aiohttp (>=3.8.0,<4)", "aiohttp (>=3.9.0b0,<4)", "botocore (>=1.21,<2)", "httpx (>=0.23.1,<1)", "requests (>=2.26,<3)", "requests-toolbelt (>=1.0.0,<2)", "websockets (>=10,<12)"]
+botocore = ["botocore (>=1.21,<2)"]
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+    {file = "yarl-1.9.4-py3-none-any.whl", hash = "sha256:928cecb0ef9d5a7946eb6ff58417ad2fe9375762382f1bf5c55e61645f2c43ad"},
+    {file = "yarl-1.9.4.tar.gz", hash = "sha256:566db86717cf8080b99b58b083b773a908ae40f06681e87e589a976faf8246bf"},
+]
+
+[package.dependencies]
+idna = ">=2.0"
+multidict = ">=4.0"
+
+[metadata]
+lock-version = "2.0"
+python-versions = ">=3.10,<4.0"
+content-hash = "ac6670e7e7f530d09e893c2af507e515df90377f875bbc632c8f7961b50dc1bd"
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000..7491c97
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,46 @@
+[tool.poetry]
+name = "demo-python-memory-reference-accounting"
+version = "0.0.1"
+description = "Demonstrating Python memory allocator reference counting and debug."
+authors = ["d33bs <dave.bunten@cuanschutz.edu>"]
+license = "BSD-3-Clause"
+readme = "README.md"
+packages = [{include = "pymaccounter", from="src"}]
+
+[tool.poetry.dependencies]
+python = ">=3.10,<4.0"
+
+[tool.poetry.group.runner.dependencies]
+dagger-io = "^0.9.5"
+anyio = "^4.2.0"
+fire = "^0.5.0"
+poethepoet = "^0.24.4"
+
+# define poethepoet convenience access
+# to test runner workflow definition
+[tool.poe.tasks.run_all_tests]
+cmd = """
+python src/pymaccounter/runner.py \
+'["test_baseline.py", \
+"test_multiply_gc.collect.py", \
+"test_multiply_gc.debug_leak.py", \
+"test_multiply_gc.callbacks.py"]'
+"""
+
+[build-system]
+requires = ["poetry-core"]
+build-backend = "poetry.core.masonry.api"
+
+[tool.vulture]
+min_confidence = 80
+paths = ["src"]
+sort_by_size = true
+verbose = true
+
+[tool.isort]
+profile = "black"
+
+[tool.bandit.assert_used]
+skips =  ['*_test.py', '*test_*.py']
+
+[tool.setuptools_scm]
diff --git a/src/pymaccounter/Dockerfile b/src/pymaccounter/Dockerfile
new file mode 100644
index 0000000..3821e73
--- /dev/null
+++ b/src/pymaccounter/Dockerfile
@@ -0,0 +1,22 @@
+# base image for running tests
+FROM python:3.11
+
+# set the workdir to /app
+WORKDIR /app
+
+# copy pyproject and poetry lockfile for stepped installation
+COPY pyproject.toml poetry.lock ./
+
+# install poetry and poetry dynamic versioning
+# hadolint ignore=DL3013
+RUN pip install --no-cache-dir poetry
+
+# copy the rest of the repository
+COPY . .
+
+# install env from poetry
+RUN poetry install --without runner -v --no-interaction
+
+# set an alias for running python through the poetry env
+# hadolint ignore=DL3059
+RUN echo 'alias python="poetry run python"' >> ~/.bashrc
diff --git a/src/pymaccounter/__init__.py b/src/pymaccounter/__init__.py
new file mode 100644
index 0000000..fd3f30d
--- /dev/null
+++ b/src/pymaccounter/__init__.py
@@ -0,0 +1,5 @@
+"""
+__init__.py for pymaccounter
+"""
+
+from .runner import pipeline_run_tests
diff --git a/src/pymaccounter/pipeline.py b/src/pymaccounter/pipeline.py
new file mode 100644
index 0000000..d637072
--- /dev/null
+++ b/src/pymaccounter/pipeline.py
@@ -0,0 +1,66 @@
+"""
+Dagger pipelines using the Python SDK for pymaccounter
+"""
+
+# referenced with modifications from:
+# https://docs.dagger.io/sdk/python/628797/get-started
+
+import shutil
+import sys
+from typing import List
+
+import anyio
+import dagger
+
+
+async def pipeline_run_tests(
+    tests_to_run: List[str], test_dir: str, debug: bool
+) -> None:
+    """
+    Dagger pipeline for running reproducible tests in python.
+    """
+
+    # create dagger conf based on debug arg
+    dagger_conf = dagger.Config(log_output=sys.stderr) if debug else dagger.Config()
+
+    async with dagger.Connection(dagger_conf) as client:
+        # get reference to the local project
+        dockerfile_dir = client.host().directory(".")
+
+        async def run_test(test_to_run: str, test_dir: str):
+            """
+            Run a test in a container via dagger
+            """
+            full_test_to_run = f"{test_dir}/{test_to_run}"
+
+            # gather the terminal width for result display purposes
+            terminal_width, _ = shutil.get_terminal_size()
+
+            # build a python container based on Dockerfile and run test
+            python = (
+                client.container(
+                    # explicitly set the container to be a certain platform type
+                    platform=dagger.Platform("linux/amd64")
+                ).build(
+                    context=dockerfile_dir,
+                    # uses a dockerfile to create the container
+                    dockerfile="./src/pymaccounter/Dockerfile",
+                )
+                # run the python test through a poetry environment
+                .with_exec(["poetry", "run", "python", full_test_to_run])
+            )
+
+            # execute and show the results of the last executed command
+            results = await python.stdout()
+
+            # surround the output with terminal-width lines for reading clarity
+            print("_" * terminal_width)
+            print(f"Test results for {full_test_to_run}:\n{results}")
+
+        # when this block exits, all tasks will be awaited (i.e., executed)
+        async with anyio.create_task_group() as tg:
+            # run each test provided individually
+            for test_to_run in tests_to_run:
+                tg.start_soon(run_test, test_to_run, test_dir)
+
+    print("All tests have finished")
diff --git a/src/pymaccounter/runner.py b/src/pymaccounter/runner.py
new file mode 100644
index 0000000..e4d75b9
--- /dev/null
+++ b/src/pymaccounter/runner.py
@@ -0,0 +1,27 @@
+"""
+Defines runner convenience functions and interface for pymaccounter.
+"""
+
+from typing import List
+
+import anyio
+import fire
+
+from pymaccounter.pipeline import pipeline_run_tests
+
+
+def run_tests(
+    tests_to_run: List[str],
+    test_dir: str = "src/pymaccounter/tests",
+    debug: bool = False,
+) -> None:
+    """
+    Helper function to run dagger testing pipeline
+    """
+
+    anyio.run(pipeline_run_tests, tests_to_run, test_dir, debug)
+
+
+if __name__ == "__main__":
+    # creates a CLI through Python Fire for run_test
+    fire.Fire(run_tests)
diff --git a/src/pymaccounter/tests/test_baseline.py b/src/pymaccounter/tests/test_baseline.py
new file mode 100644
index 0000000..1e8d424
--- /dev/null
+++ b/src/pymaccounter/tests/test_baseline.py
@@ -0,0 +1,5 @@
+"""
+A baseline test for Python memory
+"""
+
+print("Hello! This is a quick test of a print statement!")
diff --git a/src/pymaccounter/tests/test_multiply_gc.callbacks.py b/src/pymaccounter/tests/test_multiply_gc.callbacks.py
new file mode 100644
index 0000000..8a50121
--- /dev/null
+++ b/src/pymaccounter/tests/test_multiply_gc.callbacks.py
@@ -0,0 +1,46 @@
+"""
+Module for testing Python garbage collection with customized callbacks.
+"""
+import gc
+
+# pylint: disable=R0801
+
+
+def info_callback(phase, info):
+    """
+    Leverage gc.callbacks to show collection start and stop along with info
+    see: https://docs.python.org/3/library/gc.html#gc.callbacks
+    """
+    if phase == "start":
+        print("Garbage collection started. Info: ", info, sep="\n", end="\n\n")
+
+    elif phase == "stop":
+        print("Garbage collection stopped. Info: ", info, sep="\n", end="\n\n")
+
+
+# append the callback for use by gc
+gc.callbacks.append(info_callback)
+
+
+def multiply(a, b):
+    """
+    Basic python function
+    """
+    return a * b
+
+
+print(f"Function output: {multiply(5, 9)}")
+
+# collect garbage
+# see here for more info:
+# https://docs.python.org/3/library/gc.html#gc.collect
+COLLECTED = gc.collect()
+
+# print the unreachable objects
+print(COLLECTED)
+assert COLLECTED == 0
+
+# print the len of gc garbage to reference unreachable objects
+GC_LEN = len(gc.garbage)
+print(GC_LEN)
+assert GC_LEN == 0
diff --git a/src/pymaccounter/tests/test_multiply_gc.collect.py b/src/pymaccounter/tests/test_multiply_gc.collect.py
new file mode 100644
index 0000000..dd8670e
--- /dev/null
+++ b/src/pymaccounter/tests/test_multiply_gc.collect.py
@@ -0,0 +1,30 @@
+"""
+Module for testing Python garbage collection.
+"""
+import gc
+
+# pylint: disable=R0801
+
+
+def multiply(a, b):
+    """
+    Basic python function
+    """
+    return a * b
+
+
+print(f"Function output: {multiply(5, 9)}")
+
+# collect garbage
+# see here for more info:
+# https://docs.python.org/3/library/gc.html#gc.collect
+COLLECTED = gc.collect()
+
+# print the unreachable objects
+print(COLLECTED)
+assert COLLECTED == 0
+
+# print the len of gc garbage to reference unreachable objects
+GC_LEN = len(gc.garbage)
+print(GC_LEN)
+assert GC_LEN == 0
diff --git a/src/pymaccounter/tests/test_multiply_gc.debug_leak.py b/src/pymaccounter/tests/test_multiply_gc.debug_leak.py
new file mode 100644
index 0000000..716fd92
--- /dev/null
+++ b/src/pymaccounter/tests/test_multiply_gc.debug_leak.py
@@ -0,0 +1,35 @@
+"""
+Module for testing Python garbage collection with DEBUG_LEAK
+"""
+import gc
+
+# pylint: disable=R0801
+
+# set gc to debug leak mode
+# see here for more info:
+# https://docs.python.org/3/library/gc.html#gc.DEBUG_LEAK
+gc.set_debug(gc.DEBUG_LEAK)
+
+
+def multiply(a, b):
+    """
+    Basic python function
+    """
+    return a * b
+
+
+print(f"Function output: {multiply(5, 9)}")
+
+# collect garbage
+# see here for more info:
+# https://docs.python.org/3/library/gc.html#gc.collect
+COLLECTED = gc.collect()
+
+# print the unreachable objects
+print(COLLECTED)
+assert COLLECTED == 0
+
+# print the len of gc garbage to reference unreachable objects
+GC_LEN = len(gc.garbage)
+print(GC_LEN)
+assert GC_LEN == 0