From ae69a234896cd66c2c6e712db626a05ed43138ac Mon Sep 17 00:00:00 2001
From: Charles Martin <cpm@charlesmartin.com.au>
Date: Mon, 1 Jul 2024 16:25:55 +1000
Subject: [PATCH 1/9] passes tests in tensorflow 2.16 but it's a bit weird.

---
 keras_mdn_layer/__init__.py |   1 +
 poetry.lock                 | 892 ++++++++++++++----------------------
 pyproject.toml              |  14 +-
 3 files changed, 356 insertions(+), 551 deletions(-)

diff --git a/keras_mdn_layer/__init__.py b/keras_mdn_layer/__init__.py
index 02a4d05..39063c5 100644
--- a/keras_mdn_layer/__init__.py
+++ b/keras_mdn_layer/__init__.py
@@ -9,6 +9,7 @@
 Provided under MIT License
 """
 from .version import __version__
+import os;os.environ["TF_USE_LEGACY_KERAS"]="1"
 from tensorflow import keras
 from tensorflow.keras import backend as K
 from tensorflow.keras import layers
diff --git a/poetry.lock b/poetry.lock
index e808926..fc38b45 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -234,17 +234,6 @@ webencodings = "*"
 [package.extras]
 css = ["tinycss2 (>=1.1.0,<1.3)"]
 
-[[package]]
-name = "cachetools"
-version = "5.3.3"
-description = "Extensible memoizing collections and decorators"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "cachetools-5.3.3-py3-none-any.whl", hash = "sha256:0abad1021d3f8325b2fc1d2e9c8b9c9d57b04c3932657a72465447332c24d945"},
-    {file = "cachetools-5.3.3.tar.gz", hash = "sha256:ba29e2dfa0b8b556606f097407ed1aa62080ee108ab0dc5ec9d6a723a007d105"},
-]
-
 [[package]]
 name = "certifi"
 version = "2024.6.2"
@@ -538,33 +527,33 @@ tests = ["pytest", "pytest-cov", "pytest-xdist"]
 
 [[package]]
 name = "debugpy"
-version = "1.8.1"
+version = "1.8.2"
 description = "An implementation of the Debug Adapter Protocol for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "debugpy-1.8.1-cp310-cp310-macosx_11_0_x86_64.whl", hash = "sha256:3bda0f1e943d386cc7a0e71bfa59f4137909e2ed947fb3946c506e113000f741"},
-    {file = "debugpy-1.8.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:dda73bf69ea479c8577a0448f8c707691152e6c4de7f0c4dec5a4bc11dee516e"},
-    {file = "debugpy-1.8.1-cp310-cp310-win32.whl", hash = "sha256:3a79c6f62adef994b2dbe9fc2cc9cc3864a23575b6e387339ab739873bea53d0"},
-    {file = "debugpy-1.8.1-cp310-cp310-win_amd64.whl", hash = "sha256:7eb7bd2b56ea3bedb009616d9e2f64aab8fc7000d481faec3cd26c98a964bcdd"},
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+    {file = "debugpy-1.8.2-cp39-cp39-win32.whl", hash = "sha256:7f8d57a98c5a486c5c7824bc0b9f2f11189d08d73635c326abef268f83950326"},
+    {file = "debugpy-1.8.2-cp39-cp39-win_amd64.whl", hash = "sha256:16c8dcab02617b75697a0a925a62943e26a0330da076e2a10437edd9f0bf3755"},
+    {file = "debugpy-1.8.2-py2.py3-none-any.whl", hash = "sha256:16e16df3a98a35c63c3ab1e4d19be4cbc7fdda92d9ddc059294f18910928e0ca"},
+    {file = "debugpy-1.8.2.zip", hash = "sha256:95378ed08ed2089221896b9b3a8d021e642c24edc8fef20e5d4342ca8be65c00"},
 ]
 
 [[package]]
@@ -653,13 +642,13 @@ tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipyth
 
 [[package]]
 name = "fastjsonschema"
-version = "2.19.1"
+version = "2.20.0"
 description = "Fastest Python implementation of JSON schema"
 optional = false
 python-versions = "*"
 files = [
-    {file = "fastjsonschema-2.19.1-py3-none-any.whl", hash = "sha256:3672b47bc94178c9f23dbb654bf47440155d4db9df5f7bc47643315f9c405cd0"},
-    {file = "fastjsonschema-2.19.1.tar.gz", hash = "sha256:e3126a94bdc4623d3de4485f8d468a12f02a67921315ddc87836d6e456dc789d"},
+    {file = "fastjsonschema-2.20.0-py3-none-any.whl", hash = "sha256:5875f0b0fa7a0043a91e93a9b8f793bcbbba9691e7fd83dca95c28ba26d21f0a"},
+    {file = "fastjsonschema-2.20.0.tar.gz", hash = "sha256:3d48fc5300ee96f5d116f10fe6f28d938e6008f59a6a025c2649475b87f76a23"},
 ]
 
 [package.extras]
@@ -667,18 +656,18 @@ devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benc
 
 [[package]]
 name = "flake8"
-version = "7.0.0"
+version = "7.1.0"
 description = "the modular source code checker: pep8 pyflakes and co"
 optional = false
 python-versions = ">=3.8.1"
 files = [
-    {file = "flake8-7.0.0-py2.py3-none-any.whl", hash = "sha256:a6dfbb75e03252917f2473ea9653f7cd799c3064e54d4c8140044c5c065f53c3"},
-    {file = "flake8-7.0.0.tar.gz", hash = "sha256:33f96621059e65eec474169085dc92bf26e7b2d47366b70be2f67ab80dc25132"},
+    {file = "flake8-7.1.0-py2.py3-none-any.whl", hash = "sha256:2e416edcc62471a64cea09353f4e7bdba32aeb079b6e360554c659a122b1bc6a"},
+    {file = "flake8-7.1.0.tar.gz", hash = "sha256:48a07b626b55236e0fb4784ee69a465fbf59d79eec1f5b4785c3d3bc57d17aa5"},
 ]
 
 [package.dependencies]
 mccabe = ">=0.7.0,<0.8.0"
-pycodestyle = ">=2.11.0,<2.12.0"
+pycodestyle = ">=2.12.0,<2.13.0"
 pyflakes = ">=3.2.0,<3.3.0"
 
 [[package]]
@@ -770,56 +759,14 @@ files = [
 
 [[package]]
 name = "gast"
-version = "0.5.4"
+version = "0.6.0"
 description = "Python AST that abstracts the underlying Python version"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-files = [
-    {file = "gast-0.5.4-py3-none-any.whl", hash = "sha256:6fc4fa5fa10b72fb8aab4ae58bcb023058386e67b6fa2e3e34cec5c769360316"},
-    {file = "gast-0.5.4.tar.gz", hash = "sha256:9c270fe5f4b130969b54174de7db4e764b09b4f7f67ccfc32480e29f78348d97"},
-]
-
-[[package]]
-name = "google-auth"
-version = "2.30.0"
-description = "Google Authentication Library"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "google-auth-2.30.0.tar.gz", hash = "sha256:ab630a1320f6720909ad76a7dbdb6841cdf5c66b328d690027e4867bdfb16688"},
-    {file = "google_auth-2.30.0-py2.py3-none-any.whl", hash = "sha256:8df7da660f62757388b8a7f249df13549b3373f24388cb5d2f1dd91cc18180b5"},
-]
-
-[package.dependencies]
-cachetools = ">=2.0.0,<6.0"
-pyasn1-modules = ">=0.2.1"
-rsa = ">=3.1.4,<5"
-
-[package.extras]
-aiohttp = ["aiohttp (>=3.6.2,<4.0.0.dev0)", "requests (>=2.20.0,<3.0.0.dev0)"]
-enterprise-cert = ["cryptography (==36.0.2)", "pyopenssl (==22.0.0)"]
-pyopenssl = ["cryptography (>=38.0.3)", "pyopenssl (>=20.0.0)"]
-reauth = ["pyu2f (>=0.1.5)"]
-requests = ["requests (>=2.20.0,<3.0.0.dev0)"]
-
-[[package]]
-name = "google-auth-oauthlib"
-version = "1.2.0"
-description = "Google Authentication Library"
-optional = false
-python-versions = ">=3.6"
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
 files = [
-    {file = "google-auth-oauthlib-1.2.0.tar.gz", hash = "sha256:292d2d3783349f2b0734a0a0207b1e1e322ac193c2c09d8f7c613fb7cc501ea8"},
-    {file = "google_auth_oauthlib-1.2.0-py2.py3-none-any.whl", hash = "sha256:297c1ce4cb13a99b5834c74a1fe03252e1e499716718b190f56bcb9c4abc4faf"},
+    {file = "gast-0.6.0.tar.gz", hash = "sha256:88fc5300d32c7ac6ca7b515310862f71e6fdf2c029bbec7c66c0f5dd47b6b1fb"},
 ]
 
-[package.dependencies]
-google-auth = ">=2.15.0"
-requests-oauthlib = ">=0.7.0"
-
-[package.extras]
-tool = ["click (>=6.0.0)"]
-
 [[package]]
 name = "google-pasta"
 version = "0.2.0"
@@ -1062,13 +1009,13 @@ docs = ["myst-nb", "sphinx (>=1.5)", "sphinx-book-theme", "sphinx-copybutton", "
 
 [[package]]
 name = "ipython"
-version = "8.25.0"
+version = "8.26.0"
 description = "IPython: Productive Interactive Computing"
 optional = false
 python-versions = ">=3.10"
 files = [
-    {file = "ipython-8.25.0-py3-none-any.whl", hash = "sha256:53eee7ad44df903a06655871cbab66d156a051fd86f3ec6750470ac9604ac1ab"},
-    {file = "ipython-8.25.0.tar.gz", hash = "sha256:c6ed726a140b6e725b911528f80439c534fac915246af3efc39440a6b0f9d716"},
+    {file = "ipython-8.26.0-py3-none-any.whl", hash = "sha256:e6b347c27bdf9c32ee9d31ae85defc525755a1869f14057e900675b9e8d6e6ff"},
+    {file = "ipython-8.26.0.tar.gz", hash = "sha256:1cec0fbba8404af13facebe83d04436a7434c7400e59f47acf467c64abd0956c"},
 ]
 
 [package.dependencies]
@@ -1094,7 +1041,7 @@ nbformat = ["nbformat"]
 notebook = ["ipywidgets", "notebook"]
 parallel = ["ipyparallel"]
 qtconsole = ["qtconsole"]
-test = ["pickleshare", "pytest", "pytest-asyncio (<0.22)", "testpath"]
+test = ["packaging", "pickleshare", "pytest", "pytest-asyncio (<0.22)", "testpath"]
 test-extra = ["curio", "ipython[test]", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.23)", "pandas", "trio"]
 
 [[package]]
@@ -1192,13 +1139,13 @@ files = [
 
 [[package]]
 name = "jsonpointer"
-version = "2.4"
+version = "3.0.0"
 description = "Identify specific nodes in a JSON document (RFC 6901)"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
+python-versions = ">=3.7"
 files = [
-    {file = "jsonpointer-2.4-py2.py3-none-any.whl", hash = "sha256:15d51bba20eea3165644553647711d150376234112651b4f1811022aecad7d7a"},
-    {file = "jsonpointer-2.4.tar.gz", hash = "sha256:585cee82b70211fa9e6043b7bb89db6e1aa49524340dde8ad6b63206ea689d88"},
+    {file = "jsonpointer-3.0.0-py2.py3-none-any.whl", hash = "sha256:13e088adc14fca8b6aa8177c044e12701e6ad4b28ff10e65f2267a90109c9942"},
+    {file = "jsonpointer-3.0.0.tar.gz", hash = "sha256:2b2d729f2091522d61c3b31f82e11870f60b68f43fbc705cb76bf4b832af59ef"},
 ]
 
 [[package]]
@@ -1426,13 +1373,13 @@ test = ["jupyter-server (>=2.0.0)", "pytest (>=7.0)", "pytest-jupyter[server] (>
 
 [[package]]
 name = "jupyterlab"
-version = "4.2.1"
+version = "4.2.3"
 description = "JupyterLab computational environment"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jupyterlab-4.2.1-py3-none-any.whl", hash = "sha256:6ac6e3827b3c890e6e549800e8a4f4aaea6a69321e2240007902aa7a0c56a8e4"},
-    {file = "jupyterlab-4.2.1.tar.gz", hash = "sha256:a10fb71085a6900820c62d43324005046402ffc8f0fde696103e37238a839507"},
+    {file = "jupyterlab-4.2.3-py3-none-any.whl", hash = "sha256:0b59d11808e84bb84105c73364edfa867dd475492429ab34ea388a52f2e2e596"},
+    {file = "jupyterlab-4.2.3.tar.gz", hash = "sha256:df6e46969ea51d66815167f23d92f105423b7f1f06fa604d4f44aeb018c82c7b"},
 ]
 
 [package.dependencies]
@@ -1446,6 +1393,7 @@ jupyter-server = ">=2.4.0,<3"
 jupyterlab-server = ">=2.27.1,<3"
 notebook-shim = ">=0.2"
 packaging = "*"
+setuptools = ">=40.1.0"
 tornado = ">=6.2.0"
 traitlets = "*"
 
@@ -1505,15 +1453,25 @@ files = [
 
 [[package]]
 name = "keras"
-version = "2.15.0"
-description = "Deep learning for humans."
+version = "3.4.1"
+description = "Multi-backend Keras."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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+    {file = "keras-3.4.1-py3-none-any.whl", hash = "sha256:15599c51e2090c12f39de6db6489a0cf265ddf6653f0731b82db5af2bfa19105"},
+    {file = "keras-3.4.1.tar.gz", hash = "sha256:34cd9aeaa008914715149234c215657ca758e1b473bd2aab2e211ac967d1f8fe"},
 ]
 
+[package.dependencies]
+absl-py = "*"
+h5py = "*"
+ml-dtypes = "*"
+namex = "*"
+numpy = "*"
+optree = "*"
+packaging = "*"
+rich = "*"
+
 [[package]]
 name = "kiwisolver"
 version = "1.4.5"
@@ -1660,6 +1618,30 @@ files = [
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 testing = ["coverage", "pyyaml"]
 
+[[package]]
+name = "markdown-it-py"
+version = "3.0.0"
+description = "Python port of markdown-it. Markdown parsing, done right!"
+optional = false
+python-versions = ">=3.8"
+files = [
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+    {file = "markdown_it_py-3.0.0-py3-none-any.whl", hash = "sha256:355216845c60bd96232cd8d8c40e8f9765cc86f46880e43a8fd22dc1a1a8cab1"},
+]
+
+[package.dependencies]
+mdurl = ">=0.1,<1.0"
+
+[package.extras]
+benchmarking = ["psutil", "pytest", "pytest-benchmark"]
+code-style = ["pre-commit (>=3.0,<4.0)"]
+compare = ["commonmark (>=0.9,<1.0)", "markdown (>=3.4,<4.0)", "mistletoe (>=1.0,<2.0)", "mistune (>=2.0,<3.0)", "panflute (>=2.3,<3.0)"]
+linkify = ["linkify-it-py (>=1,<3)"]
+plugins = ["mdit-py-plugins"]
+profiling = ["gprof2dot"]
+rtd = ["jupyter_sphinx", "mdit-py-plugins", "myst-parser", "pyyaml", "sphinx", "sphinx-copybutton", "sphinx-design", "sphinx_book_theme"]
+testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
+
 [[package]]
 name = "markupsafe"
 version = "2.1.5"
@@ -1807,48 +1789,27 @@ files = [
 ]
 
 [[package]]
-name = "mistune"
-version = "3.0.2"
-description = "A sane and fast Markdown parser with useful plugins and renderers"
+name = "mdurl"
+version = "0.1.2"
+description = "Markdown URL utilities"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "mistune-3.0.2-py3-none-any.whl", hash = "sha256:71481854c30fdbc938963d3605b72501f5c10a9320ecd412c121c163a1c7d205"},
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+    {file = "mdurl-0.1.2.tar.gz", hash = "sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba"},
 ]
 
 [[package]]
-name = "ml-dtypes"
-version = "0.2.0"
-description = ""
+name = "mistune"
+version = "3.0.2"
+description = "A sane and fast Markdown parser with useful plugins and renderers"
 optional = false
 python-versions = ">=3.7"
 files = [
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+    {file = "mistune-3.0.2.tar.gz", hash = "sha256:fc7f93ded930c92394ef2cb6f04a8aabab4117a91449e72dcc8dfa646a508be8"},
 ]
 
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-numpy = {version = ">=1.23.3", markers = "python_version > \"3.10\""}
-
-[package.extras]
-dev = ["absl-py", "pyink", "pylint (>=2.6.0)", "pytest", "pytest-xdist"]
-
 [[package]]
 name = "ml-dtypes"
 version = "0.3.2"
@@ -1881,6 +1842,17 @@ numpy = {version = ">=1.23.3", markers = "python_version >= \"3.11\""}
 [package.extras]
 dev = ["absl-py", "pyink", "pylint (>=2.6.0)", "pytest", "pytest-xdist"]
 
+[[package]]
+name = "namex"
+version = "0.0.8"
+description = "A simple utility to separate the implementation of your Python package and its public API surface."
+optional = false
+python-versions = "*"
+files = [
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+    {file = "namex-0.0.8.tar.gz", hash = "sha256:32a50f6c565c0bb10aa76298c959507abdc0e850efe085dc38f3440fcb3aa90b"},
+]
+
 [[package]]
 name = "nbclient"
 version = "0.10.0"
@@ -1974,13 +1946,13 @@ files = [
 
 [[package]]
 name = "notebook"
-version = "7.2.0"
+version = "7.2.1"
 description = "Jupyter Notebook - A web-based notebook environment for interactive computing"
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "notebook-7.2.1.tar.gz", hash = "sha256:4287b6da59740b32173d01d641f763d292f49c30e7a51b89c46ba8473126341e"},
 ]
 
 [package.dependencies]
@@ -2057,22 +2029,6 @@ files = [
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 ]
 
-[[package]]
-name = "oauthlib"
-version = "3.2.2"
-description = "A generic, spec-compliant, thorough implementation of the OAuth request-signing logic"
-optional = false
-python-versions = ">=3.6"
-files = [
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-]
-
-[package.extras]
-rsa = ["cryptography (>=3.0.0)"]
-signals = ["blinker (>=1.4.0)"]
-signedtoken = ["cryptography (>=3.0.0)", "pyjwt (>=2.0.0,<3)"]
-
 [[package]]
 name = "opt-einsum"
 version = "3.3.0"
@@ -2091,6 +2047,66 @@ numpy = ">=1.7"
 docs = ["numpydoc", "sphinx (==1.2.3)", "sphinx-rtd-theme", "sphinxcontrib-napoleon"]
 tests = ["pytest", "pytest-cov", "pytest-pep8"]
 
+[[package]]
+name = "optree"
+version = "0.11.0"
+description = "Optimized PyTree Utilities."
+optional = false
+python-versions = ">=3.7"
+files = [
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+numpy = ["numpy"]
+test = ["pytest", "pytest-cov", "pytest-xdist"]
+torch = ["torch"]
+
 [[package]]
 name = "overrides"
 version = "7.7.0"
@@ -2104,13 +2120,13 @@ files = [
 
 [[package]]
 name = "packaging"
-version = "24.0"
+version = "24.1"
 description = "Core utilities for Python packages"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [[package]]
@@ -2355,13 +2371,13 @@ twisted = ["twisted"]
 
 [[package]]
 name = "prompt-toolkit"
-version = "3.0.46"
+version = "3.0.47"
 description = "Library for building powerful interactive command lines in Python"
 optional = false
 python-versions = ">=3.7.0"
 files = [
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 ]
 
 [package.dependencies]
@@ -2389,27 +2405,28 @@ files = [
 
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 name = "psutil"
-version = "5.9.8"
+version = "6.0.0"
 description = "Cross-platform lib for process and system monitoring in Python."
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
 files = [
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+    {file = "psutil-6.0.0-cp37-abi3-win_amd64.whl", hash = "sha256:33ea5e1c975250a720b3a6609c490db40dae5d83a4eb315170c4fe0d8b1f34b3"},
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 ]
 
 [package.extras]
@@ -2440,40 +2457,15 @@ files = [
 [package.extras]
 tests = ["pytest"]
 
-[[package]]
-name = "pyasn1"
-version = "0.6.0"
-description = "Pure-Python implementation of ASN.1 types and DER/BER/CER codecs (X.208)"
-optional = false
-python-versions = ">=3.8"
-files = [
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-]
-
-[[package]]
-name = "pyasn1-modules"
-version = "0.4.0"
-description = "A collection of ASN.1-based protocols modules"
-optional = false
-python-versions = ">=3.8"
-files = [
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-]
-
-[package.dependencies]
-pyasn1 = ">=0.4.6,<0.7.0"
-
 [[package]]
 name = "pycodestyle"
-version = "2.11.1"
+version = "2.12.0"
 description = "Python style guide checker"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "pycodestyle-2.11.1-py2.py3-none-any.whl", hash = "sha256:44fe31000b2d866f2e41841b18528a505fbd7fef9017b04eff4e2648a0fadc67"},
-    {file = "pycodestyle-2.11.1.tar.gz", hash = "sha256:41ba0e7afc9752dfb53ced5489e89f8186be00e599e712660695b7a75ff2663f"},
+    {file = "pycodestyle-2.12.0-py2.py3-none-any.whl", hash = "sha256:949a39f6b86c3e1515ba1787c2022131d165a8ad271b11370a8819aa070269e4"},
+    {file = "pycodestyle-2.12.0.tar.gz", hash = "sha256:442f950141b4f43df752dd303511ffded3a04c2b6fb7f65980574f0c31e6e79c"},
 ]
 
 [[package]]
@@ -2858,24 +2850,6 @@ urllib3 = ">=1.21.1,<3"
 socks = ["PySocks (>=1.5.6,!=1.5.7)"]
 use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
-[[package]]
-name = "requests-oauthlib"
-version = "2.0.0"
-description = "OAuthlib authentication support for Requests."
-optional = false
-python-versions = ">=3.4"
-files = [
-    {file = "requests-oauthlib-2.0.0.tar.gz", hash = "sha256:b3dffaebd884d8cd778494369603a9e7b58d29111bf6b41bdc2dcd87203af4e9"},
-    {file = "requests_oauthlib-2.0.0-py2.py3-none-any.whl", hash = "sha256:7dd8a5c40426b779b0868c404bdef9768deccf22749cde15852df527e6269b36"},
-]
-
-[package.dependencies]
-oauthlib = ">=3.0.0"
-requests = ">=2.0.0"
-
-[package.extras]
-rsa = ["oauthlib[signedtoken] (>=3.0.0)"]
-
 [[package]]
 name = "rfc3339-validator"
 version = "0.1.4"
@@ -2901,6 +2875,24 @@ files = [
     {file = "rfc3986_validator-0.1.1.tar.gz", hash = "sha256:3d44bde7921b3b9ec3ae4e3adca370438eccebc676456449b145d533b240d055"},
 ]
 
+[[package]]
+name = "rich"
+version = "13.7.1"
+description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
+optional = false
+python-versions = ">=3.7.0"
+files = [
+    {file = "rich-13.7.1-py3-none-any.whl", hash = "sha256:4edbae314f59eb482f54e9e30bf00d33350aaa94f4bfcd4e9e3110e64d0d7222"},
+    {file = "rich-13.7.1.tar.gz", hash = "sha256:9be308cb1fe2f1f57d67ce99e95af38a1e2bc71ad9813b0e247cf7ffbcc3a432"},
+]
+
+[package.dependencies]
+markdown-it-py = ">=2.2.0"
+pygments = ">=2.13.0,<3.0.0"
+
+[package.extras]
+jupyter = ["ipywidgets (>=7.5.1,<9)"]
+
 [[package]]
 name = "rpds-py"
 version = "0.18.1"
@@ -3009,20 +3001,6 @@ files = [
     {file = "rpds_py-0.18.1.tar.gz", hash = "sha256:dc48b479d540770c811fbd1eb9ba2bb66951863e448efec2e2c102625328e92f"},
 ]
 
-[[package]]
-name = "rsa"
-version = "4.9"
-description = "Pure-Python RSA implementation"
-optional = false
-python-versions = ">=3.6,<4"
-files = [
-    {file = "rsa-4.9-py3-none-any.whl", hash = "sha256:90260d9058e514786967344d0ef75fa8727eed8a7d2e43ce9f4bcf1b536174f7"},
-    {file = "rsa-4.9.tar.gz", hash = "sha256:e38464a49c6c85d7f1351b0126661487a7e0a14a50f1675ec50eb34d4f20ef21"},
-]
-
-[package.dependencies]
-pyasn1 = ">=0.1.3"
-
 [[package]]
 name = "send2trash"
 version = "1.8.3"
@@ -3041,18 +3019,18 @@ win32 = ["pywin32"]
 
 [[package]]
 name = "setuptools"
-version = "70.0.0"
+version = "70.1.1"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "setuptools-70.0.0-py3-none-any.whl", hash = "sha256:54faa7f2e8d2d11bcd2c07bed282eef1046b5c080d1c32add737d7b5817b1ad4"},
-    {file = "setuptools-70.0.0.tar.gz", hash = "sha256:f211a66637b8fa059bb28183da127d4e86396c991a942b028c6650d4319c3fd0"},
+    {file = "setuptools-70.1.1-py3-none-any.whl", hash = "sha256:a58a8fde0541dab0419750bcc521fbdf8585f6e5cb41909df3a472ef7b81ca95"},
+    {file = "setuptools-70.1.1.tar.gz", hash = "sha256:937a48c7cdb7a21eb53cd7f9b59e525503aa8abaf3584c730dc5f7a5bec3a650"},
 ]
 
 [package.extras]
 docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "pyproject-hooks (!=1.1)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
-testing = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "importlib-metadata", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "mypy (==1.9)", "packaging (>=23.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.1)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-home (>=0.5)", "pytest-mypy", "pytest-perf", "pytest-ruff (>=0.2.1)", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
+testing = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "importlib-metadata", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "jaraco.test", "mypy (==1.10.0)", "packaging (>=23.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.1)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-home (>=0.5)", "pytest-mypy", "pytest-perf", "pytest-ruff (>=0.3.2)", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
 
 [[package]]
 name = "six"
@@ -3119,23 +3097,20 @@ files = [
 
 [[package]]
 name = "tensorboard"
-version = "2.15.2"
+version = "2.16.2"
 description = "TensorBoard lets you watch Tensors Flow"
 optional = false
 python-versions = ">=3.9"
 files = [
-    {file = "tensorboard-2.15.2-py3-none-any.whl", hash = "sha256:a6f6443728064d962caea6d34653e220e34ef8df764cb06a8212c17e1a8f0622"},
+    {file = "tensorboard-2.16.2-py3-none-any.whl", hash = "sha256:9f2b4e7dad86667615c0e5cd072f1ea8403fc032a299f0072d6f74855775cc45"},
 ]
 
 [package.dependencies]
 absl-py = ">=0.4"
-google-auth = ">=1.6.3,<3"
-google-auth-oauthlib = ">=0.5,<2"
 grpcio = ">=1.48.2"
 markdown = ">=2.6.8"
 numpy = ">=1.12.0"
 protobuf = ">=3.19.6,<4.24.0 || >4.24.0"
-requests = ">=2.21.0,<3"
 setuptools = ">=41.0.0"
 six = ">1.9"
 tensorboard-data-server = ">=0.7.0,<0.8.0"
@@ -3155,108 +3130,31 @@ files = [
 
 [[package]]
 name = "tensorflow"
-version = "2.15.0.post1"
-description = "TensorFlow is an open source machine learning framework for everyone."
-optional = false
-python-versions = ">=3.9"
-files = [
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-
-[package.dependencies]
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-astunparse = ">=1.6.0"
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-gast = ">=0.2.1,<0.5.0 || >0.5.0,<0.5.1 || >0.5.1,<0.5.2 || >0.5.2"
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-h5py = ">=2.9.0"
-keras = ">=2.15.0,<2.16"
-libclang = ">=13.0.0"
-ml-dtypes = ">=0.2.0,<0.3.0"
-numpy = ">=1.23.5,<2.0.0"
-opt-einsum = ">=2.3.2"
-packaging = "*"
-protobuf = ">=3.20.3,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<5.0.0dev"
-setuptools = "*"
-six = ">=1.12.0"
-tensorboard = ">=2.15,<2.16"
-tensorflow-estimator = ">=2.15.0,<2.16"
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 [package.extras]
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+    {file = "wrapt-1.16.0.tar.gz", hash = "sha256:5f370f952971e7d17c7d1ead40e49f32345a7f7a5373571ef44d800d06b1899d"},
 ]
 
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.11,<3.12"
-content-hash = "183b806dec81fbf0c898dde5a59b8b11950dd01d106a046f5092375e46b04e9f"
+content-hash = "3aa1b90acc3ea92c664ff18aab125964f7bc57db111dbfb6941e6853c7f670ca"
diff --git a/pyproject.toml b/pyproject.toml
index d84ec66..024046a 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -13,14 +13,16 @@ classifiers = ['Topic :: Scientific/Engineering :: Artificial Intelligence']
 [tool.poetry.dependencies]
 python = ">=3.11,<3.12"
 numpy = "^1.26.4"
-tensorflow-probability = "0.23.0"
-tensorflow-macos = {markers="sys_platform == 'darwin' and platform_machine == 'aarch64'", version = "~2.15.0"}
+tensorflow-probability = "0.24.0"
+# tensorflow-macos = 
 tensorflow = [
-  {markers="sys_platform == 'darwin' and platform_machine == 'x86_64'", version = "~2.15.0"},
-  {markers="sys_platform == 'linux' and platform_machine == 'x86_64'", version = "~2.15.0"},
-  {platform = "win32", version = "~2.15.0"},
-  {markers="sys_platform == 'linux' and platform_machine == 'aarch64'", url="https://github.com/PINTO0309/Tensorflow-bin/releases/download/v2.15.0.post1/tensorflow-2.15.0.post1-cp311-none-linux_aarch64.whl"}, # this is specifically for Raspberry Pis.
+  {markers="sys_platform == 'darwin' and platform_machine == 'aarch64'", version = "~2.16.1"},
+  {markers="sys_platform == 'darwin' and platform_machine == 'x86_64'", version = "~2.16.1"},
+  {markers="sys_platform == 'linux' and platform_machine == 'x86_64'", version = "~2.16.1"},
+  {platform = "win32", version = "~2.16.1"},
+  {markers="sys_platform == 'linux' and platform_machine == 'aarch64'", version="~2.16.1"}, # this is specifically for Raspberry Pis.
   ]
+tf-keras = "^2.16.0"
 
 [tool.poetry.group.dev.dependencies]
 pytest = "^8.1.1"

From f3d157fc959d295bab1b0c2d82076b6f0da9c35b Mon Sep 17 00:00:00 2001
From: Charles Martin <cpm@charlesmartin.com.au>
Date: Mon, 1 Jul 2024 16:32:30 +1000
Subject: [PATCH 2/9] clean up dependencies file

---
 pyproject.toml | 1 -
 1 file changed, 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 024046a..0d39f08 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -14,7 +14,6 @@ classifiers = ['Topic :: Scientific/Engineering :: Artificial Intelligence']
 python = ">=3.11,<3.12"
 numpy = "^1.26.4"
 tensorflow-probability = "0.24.0"
-# tensorflow-macos = 
 tensorflow = [
   {markers="sys_platform == 'darwin' and platform_machine == 'aarch64'", version = "~2.16.1"},
   {markers="sys_platform == 'darwin' and platform_machine == 'x86_64'", version = "~2.16.1"},

From eb017ceba80da576d2c91b6ddaa9e54b43f3ac88 Mon Sep 17 00:00:00 2001
From: Charles Martin <cpm@charlesmartin.com.au>
Date: Fri, 21 Jun 2024 22:48:10 +1000
Subject: [PATCH 3/9] fixed lock issues for tensorflow-macos

---
 poetry.lock | 7 +++++++
 1 file changed, 7 insertions(+)

diff --git a/poetry.lock b/poetry.lock
index fc38b45..8a5b385 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -602,6 +602,13 @@ files = [
     {file = "dm_tree-0.1.8-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:fa42a605d099ee7d41ba2b5fb75e21423951fd26e5d50583a00471238fb3021d"},
     {file = "dm_tree-0.1.8-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:83b7764de0d855338abefc6e3ee9fe40d301668310aa3baea3f778ff051f4393"},
     {file = "dm_tree-0.1.8-cp311-cp311-win_amd64.whl", hash = "sha256:a5d819c38c03f0bb5b3b3703c60e4b170355a0fc6b5819325bf3d4ceb3ae7e80"},
+    {file = "dm_tree-0.1.8-cp312-cp312-macosx_10_9_universal2.whl", hash = "sha256:ea9e59e0451e7d29aece402d9f908f2e2a80922bcde2ebfd5dcb07750fcbfee8"},
+    {file = "dm_tree-0.1.8-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:94d3f0826311f45ee19b75f5b48c99466e4218a0489e81c0f0167bda50cacf22"},
+    {file = "dm_tree-0.1.8-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:435227cf3c5dc63f4de054cf3d00183790bd9ead4c3623138c74dde7f67f521b"},
+    {file = "dm_tree-0.1.8-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:09964470f76a5201aff2e8f9b26842976de7889300676f927930f6285e256760"},
+    {file = "dm_tree-0.1.8-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:75c5d528bb992981c20793b6b453e91560784215dffb8a5440ba999753c14ceb"},
+    {file = "dm_tree-0.1.8-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c0a94aba18a35457a1b5cd716fd7b46c5dafdc4cf7869b4bae665b91c4682a8e"},
+    {file = "dm_tree-0.1.8-cp312-cp312-win_amd64.whl", hash = "sha256:96a548a406a6fb15fe58f6a30a57ff2f2aafbf25f05afab00c8f5e5977b6c715"},
     {file = "dm_tree-0.1.8-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:8c60a7eadab64c2278861f56bca320b2720f163dca9d7558103c3b77f2416571"},
     {file = "dm_tree-0.1.8-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:af4b3d372f2477dcd89a6e717e4a575ca35ccc20cc4454a8a4b6f8838a00672d"},
     {file = "dm_tree-0.1.8-cp37-cp37m-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:de287fabc464b8734be251e46e06aa9aa1001f34198da2b6ce07bd197172b9cb"},

From 3ac7ec36d34e5ec8497e2cd7cf71fc54941751aa Mon Sep 17 00:00:00 2001
From: Charles Martin <cpm@charlesmartin.com.au>
Date: Tue, 23 Jul 2024 15:54:07 +1000
Subject: [PATCH 4/9] updated python version specification, hopefully works
 more variety of 3.11 patches

---
 keras_mdn_layer/version.py |   2 +-
 poetry.lock                | 509 +++++++++++++++++++------------------
 pyproject.toml             |   4 +-
 3 files changed, 260 insertions(+), 255 deletions(-)

diff --git a/keras_mdn_layer/version.py b/keras_mdn_layer/version.py
index a987347..908c0bb 100644
--- a/keras_mdn_layer/version.py
+++ b/keras_mdn_layer/version.py
@@ -1 +1 @@
-__version__ = '0.4.2'
+__version__ = '0.4.3'
diff --git a/poetry.lock b/poetry.lock
index 8a5b385..94141e7 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -236,13 +236,13 @@ css = ["tinycss2 (>=1.1.0,<1.3)"]
 
 [[package]]
 name = "certifi"
-version = "2024.6.2"
+version = "2024.7.4"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "certifi-2024.6.2-py3-none-any.whl", hash = "sha256:ddc6c8ce995e6987e7faf5e3f1b02b302836a0e5d98ece18392cb1a36c72ad56"},
-    {file = "certifi-2024.6.2.tar.gz", hash = "sha256:3cd43f1c6fa7dedc5899d69d3ad0398fd018ad1a17fba83ddaf78aa46c747516"},
+    {file = "certifi-2024.7.4-py3-none-any.whl", hash = "sha256:c198e21b1289c2ab85ee4e67bb4b4ef3ead0892059901a8d5b622f24a1101e90"},
+    {file = "certifi-2024.7.4.tar.gz", hash = "sha256:5a1e7645bc0ec61a09e26c36f6106dd4cf40c6db3a1fb6352b0244e7fb057c7b"},
 ]
 
 [[package]]
@@ -602,13 +602,6 @@ files = [
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     {file = "dm_tree-0.1.8-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:83b7764de0d855338abefc6e3ee9fe40d301668310aa3baea3f778ff051f4393"},
     {file = "dm_tree-0.1.8-cp311-cp311-win_amd64.whl", hash = "sha256:a5d819c38c03f0bb5b3b3703c60e4b170355a0fc6b5819325bf3d4ceb3ae7e80"},
-    {file = "dm_tree-0.1.8-cp312-cp312-macosx_10_9_universal2.whl", hash = "sha256:ea9e59e0451e7d29aece402d9f908f2e2a80922bcde2ebfd5dcb07750fcbfee8"},
-    {file = "dm_tree-0.1.8-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:94d3f0826311f45ee19b75f5b48c99466e4218a0489e81c0f0167bda50cacf22"},
-    {file = "dm_tree-0.1.8-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:435227cf3c5dc63f4de054cf3d00183790bd9ead4c3623138c74dde7f67f521b"},
-    {file = "dm_tree-0.1.8-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:09964470f76a5201aff2e8f9b26842976de7889300676f927930f6285e256760"},
-    {file = "dm_tree-0.1.8-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:75c5d528bb992981c20793b6b453e91560784215dffb8a5440ba999753c14ceb"},
-    {file = "dm_tree-0.1.8-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c0a94aba18a35457a1b5cd716fd7b46c5dafdc4cf7869b4bae665b91c4682a8e"},
-    {file = "dm_tree-0.1.8-cp312-cp312-win_amd64.whl", hash = "sha256:96a548a406a6fb15fe58f6a30a57ff2f2aafbf25f05afab00c8f5e5977b6c715"},
     {file = "dm_tree-0.1.8-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:8c60a7eadab64c2278861f56bca320b2720f163dca9d7558103c3b77f2416571"},
     {file = "dm_tree-0.1.8-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:af4b3d372f2477dcd89a6e717e4a575ca35ccc20cc4454a8a4b6f8838a00672d"},
     {file = "dm_tree-0.1.8-cp37-cp37m-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:de287fabc464b8734be251e46e06aa9aa1001f34198da2b6ce07bd197172b9cb"},
@@ -690,53 +683,53 @@ files = [
 
 [[package]]
 name = "fonttools"
-version = "4.53.0"
+version = "4.53.1"
 description = "Tools to manipulate font files"
 optional = false
 python-versions = ">=3.8"
 files = [
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-    {file = "fonttools-4.53.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:715b41c3e231f7334cbe79dfc698213dcb7211520ec7a3bc2ba20c8515e8a3b5"},
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 [[package]]
 name = "h11"
@@ -960,13 +953,13 @@ files = [
 
 [[package]]
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 [package.dependencies]
@@ -1157,13 +1150,13 @@ files = [
 
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 [package.dependencies]
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 uri-template = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
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 [package.extras]
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 [[package]]
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 [[package]]
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 [package.dependencies]
@@ -1409,7 +1402,7 @@ dev = ["build", "bump2version", "coverage", "hatch", "pre-commit", "pytest-cov",
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+upgrade-extension = ["copier (>=9,<10)", "jinja2-time (<0.3)", "pydantic (<3.0)", "pyyaml-include (<3.0)", "tomli-w (<2.0)"]
 
 [[package]]
 name = "jupyterlab-pygments"
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 [package.dependencies]
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 fpx = ["olefile"]
 mic = ["olefile"]
 tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout"]
@@ -2452,13 +2456,13 @@ files = [
 
 [[package]]
 name = "pure-eval"
-version = "0.2.2"
+version = "0.2.3"
 description = "Safely evaluate AST nodes without side effects"
 optional = false
 python-versions = "*"
 files = [
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 [package.extras]
@@ -2527,20 +2531,20 @@ diagrams = ["jinja2", "railroad-diagrams"]
 
 [[package]]
 name = "pytest"
-version = "8.2.2"
+version = "8.3.1"
 description = "pytest: simple powerful testing with Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
 colorama = {version = "*", markers = "sys_platform == \"win32\""}
 iniconfig = "*"
 packaging = "*"
-pluggy = ">=1.5,<2.0"
+pluggy = ">=1.5,<2"
 
 [package.extras]
 dev = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "pygments (>=2.7.2)", "requests", "setuptools", "xmlschema"]
@@ -2905,7 +2909,7 @@ name = "rpds-py"
 version = "0.18.1"
 description = "Python bindings to Rust's persistent data structures (rpds)"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.7.0"
 files = [
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@@ -3036,8 +3040,9 @@ files = [
 ]
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "pyproject-hooks (!=1.1)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
-testing = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "importlib-metadata", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "jaraco.test", "mypy (==1.10.0)", "packaging (>=23.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.1)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-home (>=0.5)", "pytest-mypy", "pytest-perf", "pytest-ruff (>=0.3.2)", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
+core = ["importlib-metadata (>=6)", "importlib-resources (>=5.10.2)", "jaraco.text (>=3.7)", "more-itertools (>=8.8)", "ordered-set (>=3.1.1)", "packaging (>=24)", "platformdirs (>=2.6.2)", "tomli (>=2.0.1)", "wheel (>=0.43.0)"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "pyproject-hooks (!=1.1)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
+test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "importlib-metadata", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "jaraco.test", "mypy (==1.11.*)", "packaging (>=23.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-home (>=0.5)", "pytest-mypy", "pytest-perf", "pytest-ruff (<0.4)", "pytest-ruff (>=0.2.1)", "pytest-ruff (>=0.3.2)", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
 
 [[package]]
 name = "six"
@@ -3193,27 +3198,27 @@ and-cuda = ["nvidia-cublas-cu12 (==12.3.4.1)", "nvidia-cuda-cupti-cu12 (==12.3.1
 
 [[package]]
 name = "tensorflow-io-gcs-filesystem"
-version = "0.37.0"
+version = "0.37.1"
 description = "TensorFlow IO"
 optional = false
-python-versions = "<3.12,>=3.7"
-files = [
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-    {file = "tensorflow_io_gcs_filesystem-0.37.0-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:677d6d7c84a94a3b27ea5d16633ea09adadef09c2630480e8e94209558828b02"},
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-    {file = "tensorflow_io_gcs_filesystem-0.37.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8385f4fe447812bd8e2e11ef523cf02765319100e5d9e4a9b5a876d4440c900c"},
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+python-versions = "<3.13,>=3.7"
+files = [
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+    {file = "tensorflow_io_gcs_filesystem-0.37.1-cp39-cp39-macosx_12_0_arm64.whl", hash = "sha256:8943036bbf84e7a2be3705cb56f9c9df7c48c9e614bb941f0936c58e3ca89d6f"},
+    {file = "tensorflow_io_gcs_filesystem-0.37.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:426de1173cb81fbd62becec2012fc00322a295326d90eb6c737fab636f182aed"},
+    {file = "tensorflow_io_gcs_filesystem-0.37.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0df00891669390078a003cedbdd3b8e645c718b111917535fa1d7725e95cdb95"},
 ]
 
 [package.extras]
diff --git a/pyproject.toml b/pyproject.toml
index 0d39f08..3959adb 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "keras-mdn-layer"
-version = "0.4.2"
+version = "0.4.3"
 description = "An MDN Layer for Keras using TensorFlow's distributions module"
 authors = ["Charles Martin <cpm@charlesmartin.au>"]
 license = "MIT"
@@ -11,7 +11,7 @@ keywords = ["mixture density layer", "neural network", "machine learning"]
 classifiers = ['Topic :: Scientific/Engineering :: Artificial Intelligence']
 
 [tool.poetry.dependencies]
-python = ">=3.11,<3.12"
+python = "~3.11"
 numpy = "^1.26.4"
 tensorflow-probability = "0.24.0"
 tensorflow = [

From a6f015f1d7eaeb510f4c1205410c5bc6c09de87e Mon Sep 17 00:00:00 2001
From: Charles Martin <cpm@charlesmartin.com.au>
Date: Tue, 23 Jul 2024 16:19:52 +1000
Subject: [PATCH 5/9] specifying python 3.11.*

---
 poetry.lock    | 4 ++--
 pyproject.toml | 2 +-
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 94141e7..92c6f24 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -3594,5 +3594,5 @@ files = [
 
 [metadata]
 lock-version = "2.0"
-python-versions = ">=3.11,<3.12"
-content-hash = "3aa1b90acc3ea92c664ff18aab125964f7bc57db111dbfb6941e6853c7f670ca"
+python-versions = "3.11.*"
+content-hash = "fa7f66d9a31ef164749e058c41df5eb2fb78eb857b33583806a334af58cf10d1"
diff --git a/pyproject.toml b/pyproject.toml
index 3959adb..47cee89 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -11,7 +11,7 @@ keywords = ["mixture density layer", "neural network", "machine learning"]
 classifiers = ['Topic :: Scientific/Engineering :: Artificial Intelligence']
 
 [tool.poetry.dependencies]
-python = "~3.11"
+python = "3.11.*"
 numpy = "^1.26.4"
 tensorflow-probability = "0.24.0"
 tensorflow = [

From 2c4ca8672efd2a5467b88cc0df472cd8da66bad2 Mon Sep 17 00:00:00 2001
From: Charles Martin <cpm@charlesmartin.com.au>
Date: Tue, 23 Jul 2024 16:26:01 +1000
Subject: [PATCH 6/9] cleaning up version number

---
 keras_mdn_layer/__init__.py | 1 -
 keras_mdn_layer/version.py  | 1 -
 pyproject.toml              | 2 +-
 3 files changed, 1 insertion(+), 3 deletions(-)
 delete mode 100644 keras_mdn_layer/version.py

diff --git a/keras_mdn_layer/__init__.py b/keras_mdn_layer/__init__.py
index 39063c5..95e87e8 100644
--- a/keras_mdn_layer/__init__.py
+++ b/keras_mdn_layer/__init__.py
@@ -8,7 +8,6 @@
 
 Provided under MIT License
 """
-from .version import __version__
 import os;os.environ["TF_USE_LEGACY_KERAS"]="1"
 from tensorflow import keras
 from tensorflow.keras import backend as K
diff --git a/keras_mdn_layer/version.py b/keras_mdn_layer/version.py
deleted file mode 100644
index 908c0bb..0000000
--- a/keras_mdn_layer/version.py
+++ /dev/null
@@ -1 +0,0 @@
-__version__ = '0.4.3'
diff --git a/pyproject.toml b/pyproject.toml
index 47cee89..a0b167c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "keras-mdn-layer"
-version = "0.4.3"
+version = "0.4.4"
 description = "An MDN Layer for Keras using TensorFlow's distributions module"
 authors = ["Charles Martin <cpm@charlesmartin.au>"]
 license = "MIT"

From 5268f92ca81c22ba747b6c9ccc7576cc16491627 Mon Sep 17 00:00:00 2001
From: Charles Martin <cpm@charlesmartin.com.au>
Date: Mon, 1 Jul 2024 16:25:55 +1000
Subject: [PATCH 7/9] passes tests in tensorflow 2.16 but it's a bit weird.

---
 poetry.lock | 1359 +++++++++++++++++++++++++++++++++------------------
 1 file changed, 874 insertions(+), 485 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 92c6f24..af47a55 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -164,22 +164,22 @@ files = [
 
 [[package]]
 name = "attrs"
-version = "23.2.0"
+version = "24.2.0"
 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"},
+    {file = "attrs-24.2.0-py3-none-any.whl", hash = "sha256:81921eb96de3191c8258c199618104dd27ac608d9366f5e35d011eae1867ede2"},
+    {file = "attrs-24.2.0.tar.gz", hash = "sha256:5cfb1b9148b5b086569baec03f20d7b6bf3bcacc9a42bebf87ffaaca362f6346"},
 ]
 
 [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]"]
+benchmark = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+cov = ["cloudpickle", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+dev = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pre-commit", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier (<24.7)"]
+tests = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"]
 
 [[package]]
 name = "babel"
@@ -247,63 +247,78 @@ files = [
 
 [[package]]
 name = "cffi"
-version = "1.16.0"
+version = "1.17.0"
 description = "Foreign Function Interface for Python calling C code."
 optional = false
 python-versions = ">=3.8"
 files = [
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 [[package]]
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@@ -656,13 +678,13 @@ devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benc
 
 [[package]]
 name = "flake8"
-version = "7.1.0"
+version = "7.1.1"
 description = "the modular source code checker: pep8 pyflakes and co"
 optional = false
 python-versions = ">=3.8.1"
 files = [
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 [package.dependencies]
@@ -764,6 +786,7 @@ description = "Python AST that abstracts the underlying Python version"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
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@@ -784,61 +807,61 @@ six = "*"
 
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 python-versions = ">=3.8"
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+
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 [[package]]
 name = "h11"
@@ -1455,11 +1478,16 @@ files = [
 name = "keras"
 version = "3.4.1"
 description = "Multi-backend Keras."
+version = "3.4.1"
+description = "Multi-backend Keras."
 optional = false
 python-versions = ">=3.9"
+python-versions = ">=3.9"
 files = [
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     {file = "keras-3.4.1.tar.gz", hash = "sha256:34cd9aeaa008914715149234c215657ca758e1b473bd2aab2e211ac967d1f8fe"},
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+    {file = "keras-3.4.1.tar.gz", hash = "sha256:34cd9aeaa008914715149234c215657ca758e1b473bd2aab2e211ac967d1f8fe"},
 ]
 
 [package.dependencies]
@@ -1472,6 +1500,16 @@ optree = "*"
 packaging = "*"
 rich = "*"
 
+[package.dependencies]
+absl-py = "*"
+h5py = "*"
+ml-dtypes = "*"
+namex = "*"
+numpy = "*"
+optree = "*"
+packaging = "*"
+rich = "*"
+
 [[package]]
 name = "kiwisolver"
 version = "1.4.5"
@@ -1592,6 +1630,7 @@ description = "Clang Python Bindings, mirrored from the official LLVM repo: http
 optional = false
 python-versions = "*"
 files = [
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@@ -1642,6 +1681,30 @@ profiling = ["gprof2dot"]
 rtd = ["jupyter_sphinx", "mdit-py-plugins", "myst-parser", "pyyaml", "sphinx", "sphinx-copybutton", "sphinx-design", "sphinx_book_theme"]
 testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
 
+[[package]]
+name = "markdown-it-py"
+version = "3.0.0"
+description = "Python port of markdown-it. Markdown parsing, done right!"
+optional = false
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@@ -2890,8 +3068,12 @@ files = [
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 version = "13.7.1"
 description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
+name = "rich"
+version = "13.7.1"
+description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
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+python-versions = ">=3.7.0"
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@@ -2901,115 +3083,129 @@ files = [
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 pygments = ">=2.13.0,<3.0.0"
 
+[package.extras]
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+
 [package.extras]
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 werkzeug = ">=1.0.1"
 
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+opt-einsum = ">=2.3.2"
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 typing-extensions = ">=3.6.6"
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 [[package]]
 name = "tensorflow-probability"
 version = "0.24.0"
+version = "0.24.0"
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 optional = false
 python-versions = ">=3.9"
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 [package.extras]
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 tf = ["tensorflow (>=2.16)", "tf-keras (>=2.16)"]
+tf = ["tensorflow (>=2.16)", "tf-keras (>=2.16)"]
 tfds = ["tensorflow-datasets (>=2.2.0)"]
 
 [[package]]
@@ -3301,6 +3604,20 @@ files = [
 [package.dependencies]
 tensorflow = ">=2.16,<2.17"
 
+[[package]]
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+version = "2.17.0"
+description = "Deep learning for humans."
+optional = false
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 version = "1.3.0"
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 [[package]]
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 python-versions = ">=3.6"
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+    {file = "wrapt-1.16.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:2076fad65c6736184e77d7d4729b63a6d1ae0b70da4868adeec40989858eb3fb"},
+    {file = "wrapt-1.16.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c5cd603b575ebceca7da5a3a251e69561bec509e0b46e4993e1cac402b7247b8"},
+    {file = "wrapt-1.16.0-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:b47cfad9e9bbbed2339081f4e346c93ecd7ab504299403320bf85f7f85c7d46c"},
+    {file = "wrapt-1.16.0-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f8212564d49c50eb4565e502814f694e240c55551a5f1bc841d4fcaabb0a9b8a"},
+    {file = "wrapt-1.16.0-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:5f15814a33e42b04e3de432e573aa557f9f0f56458745c2074952f564c50e664"},
+    {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"},
 ]
 
 [metadata]
 lock-version = "2.0"
 python-versions = "3.11.*"
-content-hash = "fa7f66d9a31ef164749e058c41df5eb2fb78eb857b33583806a334af58cf10d1"
+content-hash = "0ec2279d82182c44f273f71cf4a74041b2bde737cd507494af78576cdb0c0eac"

From 953fc82343d9ccd0f1469b6a1227fc5311a78019 Mon Sep 17 00:00:00 2001
From: Charles Martin <cpm@charlesmartin.com.au>
Date: Thu, 8 Aug 2024 16:08:34 +1000
Subject: [PATCH 8/9] simplified so that all platforms are on
 tensorflow="~2.16.1", resolves to 2.16.2 in practice.

---
 pyproject.toml | 8 +-------
 1 file changed, 1 insertion(+), 7 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index a0b167c..af407db 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -14,13 +14,7 @@ classifiers = ['Topic :: Scientific/Engineering :: Artificial Intelligence']
 python = "3.11.*"
 numpy = "^1.26.4"
 tensorflow-probability = "0.24.0"
-tensorflow = [
-  {markers="sys_platform == 'darwin' and platform_machine == 'aarch64'", version = "~2.16.1"},
-  {markers="sys_platform == 'darwin' and platform_machine == 'x86_64'", version = "~2.16.1"},
-  {markers="sys_platform == 'linux' and platform_machine == 'x86_64'", version = "~2.16.1"},
-  {platform = "win32", version = "~2.16.1"},
-  {markers="sys_platform == 'linux' and platform_machine == 'aarch64'", version="~2.16.1"}, # this is specifically for Raspberry Pis.
-  ]
+tensorflow = "~2.16.1"
 tf-keras = "^2.16.0"
 
 [tool.poetry.group.dev.dependencies]

From 69277224c9b9a3f3a98a132d40718c3249604bc9 Mon Sep 17 00:00:00 2001
From: Charles Martin <cpm@charlesmartin.com.au>
Date: Thu, 8 Aug 2024 16:08:44 +1000
Subject: [PATCH 9/9] locked

---
 poetry.lock | 317 +---------------------------------------------------
 1 file changed, 4 insertions(+), 313 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index af47a55..dcdb134 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1396,13 +1396,13 @@ test = ["jupyter-server (>=2.0.0)", "pytest (>=7.0)", "pytest-jupyter[server] (>
 
 [[package]]
 name = "jupyterlab"
-version = "4.2.3"
+version = "4.2.4"
 description = "JupyterLab computational environment"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jupyterlab-4.2.3-py3-none-any.whl", hash = "sha256:0b59d11808e84bb84105c73364edfa867dd475492429ab34ea388a52f2e2e596"},
-    {file = "jupyterlab-4.2.3.tar.gz", hash = "sha256:df6e46969ea51d66815167f23d92f105423b7f1f06fa604d4f44aeb018c82c7b"},
+    {file = "jupyterlab-4.2.4-py3-none-any.whl", hash = "sha256:807a7ec73637744f879e112060d4b9d9ebe028033b7a429b2d1f4fc523d00245"},
+    {file = "jupyterlab-4.2.4.tar.gz", hash = "sha256:343a979fb9582fd08c8511823e320703281cd072a0049bcdafdc7afeda7f2537"},
 ]
 
 [package.dependencies]
@@ -1478,16 +1478,11 @@ files = [
 name = "keras"
 version = "3.4.1"
 description = "Multi-backend Keras."
-version = "3.4.1"
-description = "Multi-backend Keras."
 optional = false
 python-versions = ">=3.9"
-python-versions = ">=3.9"
 files = [
     {file = "keras-3.4.1-py3-none-any.whl", hash = "sha256:15599c51e2090c12f39de6db6489a0cf265ddf6653f0731b82db5af2bfa19105"},
     {file = "keras-3.4.1.tar.gz", hash = "sha256:34cd9aeaa008914715149234c215657ca758e1b473bd2aab2e211ac967d1f8fe"},
-    {file = "keras-3.4.1-py3-none-any.whl", hash = "sha256:15599c51e2090c12f39de6db6489a0cf265ddf6653f0731b82db5af2bfa19105"},
-    {file = "keras-3.4.1.tar.gz", hash = "sha256:34cd9aeaa008914715149234c215657ca758e1b473bd2aab2e211ac967d1f8fe"},
 ]
 
 [package.dependencies]
@@ -1500,16 +1495,6 @@ optree = "*"
 packaging = "*"
 rich = "*"
 
-[package.dependencies]
-absl-py = "*"
-h5py = "*"
-ml-dtypes = "*"
-namex = "*"
-numpy = "*"
-optree = "*"
-packaging = "*"
-rich = "*"
-
 [[package]]
 name = "kiwisolver"
 version = "1.4.5"
@@ -1681,30 +1666,6 @@ profiling = ["gprof2dot"]
 rtd = ["jupyter_sphinx", "mdit-py-plugins", "myst-parser", "pyyaml", "sphinx", "sphinx-copybutton", "sphinx-design", "sphinx_book_theme"]
 testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
 
-[[package]]
-name = "markdown-it-py"
-version = "3.0.0"
-description = "Python port of markdown-it. Markdown parsing, done right!"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "markdown-it-py-3.0.0.tar.gz", hash = "sha256:e3f60a94fa066dc52ec76661e37c851cb232d92f9886b15cb560aaada2df8feb"},
-    {file = "markdown_it_py-3.0.0-py3-none-any.whl", hash = "sha256:355216845c60bd96232cd8d8c40e8f9765cc86f46880e43a8fd22dc1a1a8cab1"},
-]
-
-[package.dependencies]
-mdurl = ">=0.1,<1.0"
-
-[package.extras]
-benchmarking = ["psutil", "pytest", "pytest-benchmark"]
-code-style = ["pre-commit (>=3.0,<4.0)"]
-compare = ["commonmark (>=0.9,<1.0)", "markdown (>=3.4,<4.0)", "mistletoe (>=1.0,<2.0)", "mistune (>=2.0,<3.0)", "panflute (>=2.3,<3.0)"]
-linkify = ["linkify-it-py (>=1,<3)"]
-plugins = ["mdit-py-plugins"]
-profiling = ["gprof2dot"]
-rtd = ["jupyter_sphinx", "mdit-py-plugins", "myst-parser", "pyyaml", "sphinx", "sphinx-copybutton", "sphinx-design", "sphinx_book_theme"]
-testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
-
 [[package]]
 name = "markupsafe"
 version = "2.1.5"
@@ -1862,17 +1823,6 @@ files = [
     {file = "mdurl-0.1.2.tar.gz", hash = "sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba"},
 ]
 
-[[package]]
-name = "mdurl"
-version = "0.1.2"
-description = "Markdown URL utilities"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "mdurl-0.1.2-py3-none-any.whl", hash = "sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8"},
-    {file = "mdurl-0.1.2.tar.gz", hash = "sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba"},
-]
-
 [[package]]
 name = "mistune"
 version = "3.0.2"
@@ -1887,11 +1837,9 @@ files = [
 [[package]]
 name = "ml-dtypes"
 version = "0.3.2"
-version = "0.3.2"
 description = ""
 optional = false
 python-versions = ">=3.9"
-python-versions = ">=3.9"
 files = [
     {file = "ml_dtypes-0.3.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:7afde548890a92b41c0fed3a6c525f1200a5727205f73dc21181a2726571bb53"},
     {file = "ml_dtypes-0.3.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d1a746fe5fb9cd974a91070174258f0be129c592b93f9ce7df6cc336416c3fbd"},
@@ -1910,56 +1858,6 @@ files = [
     {file = "ml_dtypes-0.3.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:91f8783fd1f2c23fd3b9ee5ad66b785dafa58ba3cdb050c4458021fa4d1eb226"},
     {file = "ml_dtypes-0.3.2-cp39-cp39-win_amd64.whl", hash = "sha256:7ba8e1fafc7fff3e643f453bffa7d082df1678a73286ce8187d3e825e776eb94"},
     {file = "ml_dtypes-0.3.2.tar.gz", hash = "sha256:533059bc5f1764fac071ef54598db358c167c51a718f68f5bb55e3dee79d2967"},
-    {file = "ml_dtypes-0.3.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:7afde548890a92b41c0fed3a6c525f1200a5727205f73dc21181a2726571bb53"},
-    {file = "ml_dtypes-0.3.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d1a746fe5fb9cd974a91070174258f0be129c592b93f9ce7df6cc336416c3fbd"},
-    {file = "ml_dtypes-0.3.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:961134ea44c7b8ca63eda902a44b58cd8bd670e21d62e255c81fba0a8e70d9b7"},
-    {file = "ml_dtypes-0.3.2-cp310-cp310-win_amd64.whl", hash = "sha256:6b35c4e8ca957c877ac35c79ffa77724ecc3702a1e4b18b08306c03feae597bb"},
-    {file = "ml_dtypes-0.3.2-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:763697ab8a88d47443997a7cdf3aac7340049aed45f7521f6b0ec8a0594821fe"},
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-    {file = "ml_dtypes-0.3.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:91f8783fd1f2c23fd3b9ee5ad66b785dafa58ba3cdb050c4458021fa4d1eb226"},
-    {file = "ml_dtypes-0.3.2-cp39-cp39-win_amd64.whl", hash = "sha256:7ba8e1fafc7fff3e643f453bffa7d082df1678a73286ce8187d3e825e776eb94"},
-    {file = "ml_dtypes-0.3.2.tar.gz", hash = "sha256:533059bc5f1764fac071ef54598db358c167c51a718f68f5bb55e3dee79d2967"},
-]
-
-[package.dependencies]
-numpy = {version = ">=1.23.3", markers = "python_version >= \"3.11\""}
-numpy = {version = ">=1.23.3", markers = "python_version >= \"3.11\""}
-
-[package.extras]
-dev = ["absl-py", "pyink", "pylint (>=2.6.0)", "pytest", "pytest-xdist"]
-
-[[package]]
-name = "ml-dtypes"
-version = "0.4.0"
-description = ""
-optional = false
-python-versions = ">=3.9"
-files = [
-    {file = "ml_dtypes-0.4.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:93afe37f3a879d652ec9ef1fc47612388890660a2657fbb5747256c3b818fd81"},
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-    {file = "ml_dtypes-0.4.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f1724ddcdf5edbaf615a62110af47407f1719b8d02e68ccee60683acb5f74da1"},
-    {file = "ml_dtypes-0.4.0-cp39-cp39-win_amd64.whl", hash = "sha256:723af6346447268a3cf0b7356e963d80ecb5732b5279b2aa3fa4b9fc8297c85e"},
-    {file = "ml_dtypes-0.4.0.tar.gz", hash = "sha256:eaf197e72f4f7176a19fe3cb8b61846b38c6757607e7bf9cd4b1d84cd3e74deb"},
 ]
 
 [package.dependencies]
@@ -3068,12 +2966,8 @@ files = [
 name = "rich"
 version = "13.7.1"
 description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
-name = "rich"
-version = "13.7.1"
-description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
 optional = false
 python-versions = ">=3.7.0"
-python-versions = ">=3.7.0"
 files = [
     {file = "rich-13.7.1-py3-none-any.whl", hash = "sha256:4edbae314f59eb482f54e9e30bf00d33350aaa94f4bfcd4e9e3110e64d0d7222"},
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@@ -3083,16 +2977,6 @@ files = [
 markdown-it-py = ">=2.2.0"
 pygments = ">=2.13.0,<3.0.0"
 
-[package.extras]
-jupyter = ["ipywidgets (>=7.5.1,<9)"]
-    {file = "rich-13.7.1-py3-none-any.whl", hash = "sha256:4edbae314f59eb482f54e9e30bf00d33350aaa94f4bfcd4e9e3110e64d0d7222"},
-    {file = "rich-13.7.1.tar.gz", hash = "sha256:9be308cb1fe2f1f57d67ce99e95af38a1e2bc71ad9813b0e247cf7ffbcc3a432"},
-]
-
-[package.dependencies]
-markdown-it-py = ">=2.2.0"
-pygments = ">=2.13.0,<3.0.0"
-
 [package.extras]
 jupyter = ["ipywidgets (>=7.5.1,<9)"]
 
@@ -3306,13 +3190,11 @@ files = [
 [[package]]
 name = "tensorboard"
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