From e946447f82953c933a201dafffda8c3913e486a0 Mon Sep 17 00:00:00 2001
From: "Yang, Bo" <bo@preemo.io>
Date: Wed, 15 Nov 2023 23:55:33 +0000
Subject: [PATCH 01/10] Test if CUDA is available

---
 examples/devenv-python/flake.nix              |   3 +-
 examples/poetry-docker-job-azure/flake.nix    |  11 +-
 examples/poetry-docker-job-azure/poetry.lock  | 857 +++++-------------
 .../poetry_docker_job_azure/__init__.py       |   0
 .../poetry-docker-job-azure/pyproject.toml    |  15 +-
 5 files changed, 247 insertions(+), 639 deletions(-)
 create mode 100644 examples/poetry-docker-job-azure/poetry_docker_job_azure/__init__.py

diff --git a/examples/devenv-python/flake.nix b/examples/devenv-python/flake.nix
index 5e792b8..8fb981d 100644
--- a/examples/devenv-python/flake.nix
+++ b/examples/devenv-python/flake.nix
@@ -16,8 +16,9 @@
         inputs.nix-ml-ops.flakeModules.devcontainer
       ];
       perSystem = { pkgs, ... }: {
+        ml-ops.common.pythonPackage.base-package = pkgs.python310;
+
         ml-ops.devcontainer = {
-          pythonPackage.base-package = pkgs.python310;
           devenvShellModule.languages.python = {
             enable = true;
             venv.enable = true;
diff --git a/examples/poetry-docker-job-azure/flake.nix b/examples/poetry-docker-job-azure/flake.nix
index e6649bd..e5556df 100644
--- a/examples/poetry-docker-job-azure/flake.nix
+++ b/examples/poetry-docker-job-azure/flake.nix
@@ -26,15 +26,24 @@
           inputs.nix-ml-ops.flakeModules.kubernetesJob
           inputs.nix-ml-ops.flakeModules.aksCredential
           inputs.nix-ml-ops.flakeModules.devcontainerAzureCliTools
+          inputs.nix-ml-ops.flakeModules.devenvPythonWithLibstdcxx
         ];
 
         perSystem = { pkgs, config, lib, ... }: {
+          ml-ops.common.pythonPackage.base-package = pkgs.python310;
           ml-ops.jobs.my-job.launchers.my-launcher.kubernetes = {
             aks = { };
             imageRegistry = { };
             helmTemplates.job.spec.template.spec.containers.master-node.args = [
               "python"
-              "--version"
+              "-c"
+              ''
+                import torch
+                print(
+                  "torch.cuda.is_available() = "
+                  torch.cuda.is_available(),
+                )
+              ''
             ];
           };
           ml-ops.devcontainer.devenvShellModule.packages = [
diff --git a/examples/poetry-docker-job-azure/poetry.lock b/examples/poetry-docker-job-azure/poetry.lock
index f07257f..f5d1ed1 100644
--- a/examples/poetry-docker-job-azure/poetry.lock
+++ b/examples/poetry-docker-job-azure/poetry.lock
@@ -1,725 +1,316 @@
-# This file is automatically @generated by Poetry 1.4.2 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand.
 
 [[package]]
-name = "certifi"
-version = "2022.12.7"
-description = "Python package for providing Mozilla's CA Bundle."
-category = "main"
+name = "cmake"
+version = "3.27.7"
+description = "CMake is an open-source, cross-platform family of tools designed to build, test and package software"
 optional = false
-python-versions = ">=3.6"
-files = [
-    {file = "certifi-2022.12.7-py3-none-any.whl", hash = "sha256:4ad3232f5e926d6718ec31cfc1fcadfde020920e278684144551c91769c7bc18"},
-    {file = "certifi-2022.12.7.tar.gz", hash = "sha256:35824b4c3a97115964b408844d64aa14db1cc518f6562e8d7261699d1350a9e3"},
-]
-
-[[package]]
-name = "charset-normalizer"
-version = "3.1.0"
-description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
-category = "main"
-optional = false
-python-versions = ">=3.7.0"
+python-versions = "*"
 files = [
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+    {file = "triton-2.0.0-1-pp39-pypy39_pp73-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:e3e13aa8b527c9b642e3a9defcc0fbd8ffbe1c80d8ac8c15a01692478dc64d8a"},
+    {file = "triton-2.0.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8f05a7e64e4ca0565535e3d5d3405d7e49f9d308505bb7773d21fb26a4c008c2"},
+    {file = "triton-2.0.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:bb4b99ca3c6844066e516658541d876c28a5f6e3a852286bbc97ad57134827fd"},
+    {file = "triton-2.0.0-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:47b4d70dc92fb40af553b4460492c31dc7d3a114a979ffb7a5cdedb7eb546c08"},
+    {file = "triton-2.0.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fedce6a381901b1547e0e7e1f2546e4f65dca6d91e2d8a7305a2d1f5551895be"},
+    {file = "triton-2.0.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:75834f27926eab6c7f00ce73aaf1ab5bfb9bec6eb57ab7c0bfc0a23fac803b4c"},
+    {file = "triton-2.0.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0117722f8c2b579cd429e0bee80f7731ae05f63fe8e9414acd9a679885fcbf42"},
+    {file = "triton-2.0.0-pp37-pypy37_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:bcd9be5d0c2e45d2b7e6ddc6da20112b6862d69741576f9c3dbaf941d745ecae"},
+    {file = "triton-2.0.0-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:42a0d2c3fc2eab4ba71384f2e785fbfd47aa41ae05fa58bf12cb31dcbd0aeceb"},
+    {file = "triton-2.0.0-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:52c47b72c72693198163ece9d90a721299e4fb3b8e24fd13141e384ad952724f"},
 ]
 
 [package.dependencies]
+cmake = "*"
 filelock = "*"
-huggingface-hub = ">=0.11.0,<1.0"
-numpy = ">=1.17"
-packaging = ">=20.0"
-pyyaml = ">=5.1"
-regex = "!=2019.12.17"
-requests = "*"
-tokenizers = ">=0.11.1,<0.11.3 || >0.11.3,<0.14"
-tqdm = ">=4.27"
+lit = "*"
+torch = "*"
 
 [package.extras]
-accelerate = ["accelerate (>=0.10.0)"]
-all = ["Pillow", "accelerate (>=0.10.0)", "av (==9.2.0)", "codecarbon (==1.2.0)", "decord (==0.6.0)", "flax (>=0.4.1)", "jax (>=0.2.8,!=0.3.2,<=0.3.6)", "jaxlib (>=0.1.65,<=0.3.6)", "kenlm", "keras-nlp (>=0.3.1)", "librosa", "onnxconverter-common", "optax (>=0.0.8)", "optuna", "phonemizer", "protobuf (<=3.20.2)", "pyctcdecode (>=0.4.0)", "ray[tune]", "sentencepiece (>=0.1.91,!=0.1.92)", "sigopt", "tensorflow (>=2.4,<2.13)", "tensorflow-text (<2.13)", "tf2onnx", "timm", "tokenizers (>=0.11.1,!=0.11.3,<0.14)", "torch (>=1.9,!=1.12.0)", "torchaudio", "torchvision"]
-audio = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)"]
-codecarbon = ["codecarbon (==1.2.0)"]
-deepspeed = ["accelerate (>=0.10.0)", "deepspeed (>=0.8.3)"]
-deepspeed-testing = ["GitPython (<3.1.19)", "accelerate (>=0.10.0)", "beautifulsoup4", "black (>=23.1,<24.0)", "cookiecutter (==1.7.3)", "datasets (!=2.5.0)", "deepspeed (>=0.8.3)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "hf-doc-builder (>=0.3.0)", "nltk", "optuna", "parameterized", "protobuf (<=3.20.2)", "psutil", "pytest", "pytest-timeout", "pytest-xdist", "rjieba", "rouge-score (!=0.0.7,!=0.0.8,!=0.1,!=0.1.1)", "sacrebleu (>=1.4.12,<2.0.0)", "sacremoses", "safetensors (>=0.2.1)", "sentencepiece (>=0.1.91,!=0.1.92)", "timeout-decorator"]
-dev = ["GitPython (<3.1.19)", "Pillow", "accelerate (>=0.10.0)", "av (==9.2.0)", "beautifulsoup4", "black (>=23.1,<24.0)", "codecarbon (==1.2.0)", "cookiecutter (==1.7.3)", "datasets (!=2.5.0)", "decord (==0.6.0)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "flax (>=0.4.1)", "fugashi (>=1.0)", "hf-doc-builder", "hf-doc-builder (>=0.3.0)", "ipadic (>=1.0.0,<2.0)", "isort (>=5.5.4)", "jax (>=0.2.8,!=0.3.2,<=0.3.6)", "jaxlib (>=0.1.65,<=0.3.6)", "kenlm", "keras-nlp (>=0.3.1)", "librosa", "nltk", "onnxconverter-common", "optax (>=0.0.8)", "optuna", "parameterized", "phonemizer", "protobuf (<=3.20.2)", "psutil", "pyctcdecode (>=0.4.0)", "pytest", "pytest-timeout", "pytest-xdist", "ray[tune]", "rhoknp (>=1.1.0)", "rjieba", "rouge-score (!=0.0.7,!=0.0.8,!=0.1,!=0.1.1)", "ruff (>=0.0.241,<=0.0.259)", "sacrebleu (>=1.4.12,<2.0.0)", "sacremoses", "safetensors (>=0.2.1)", "scikit-learn", "sentencepiece (>=0.1.91,!=0.1.92)", "sigopt", "sudachidict-core (>=20220729)", "sudachipy (>=0.6.6)", "tensorflow (>=2.4,<2.13)", "tensorflow-text (<2.13)", "tf2onnx", "timeout-decorator", "timm", "tokenizers (>=0.11.1,!=0.11.3,<0.14)", "torch (>=1.9,!=1.12.0)", "torchaudio", "torchvision", "unidic (>=1.0.2)", "unidic-lite (>=1.0.7)"]
-dev-tensorflow = ["GitPython (<3.1.19)", "Pillow", "beautifulsoup4", "black (>=23.1,<24.0)", "cookiecutter (==1.7.3)", "datasets (!=2.5.0)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "hf-doc-builder", "hf-doc-builder (>=0.3.0)", "isort (>=5.5.4)", "kenlm", "keras-nlp (>=0.3.1)", "librosa", "nltk", "onnxconverter-common", "onnxruntime (>=1.4.0)", "onnxruntime-tools (>=1.4.2)", "parameterized", "phonemizer", "protobuf (<=3.20.2)", "psutil", "pyctcdecode (>=0.4.0)", "pytest", "pytest-timeout", "pytest-xdist", "rjieba", "rouge-score (!=0.0.7,!=0.0.8,!=0.1,!=0.1.1)", "ruff (>=0.0.241,<=0.0.259)", "sacrebleu (>=1.4.12,<2.0.0)", "sacremoses", "safetensors (>=0.2.1)", "scikit-learn", "sentencepiece (>=0.1.91,!=0.1.92)", "tensorflow (>=2.4,<2.13)", "tensorflow-text (<2.13)", "tf2onnx", "timeout-decorator", "tokenizers (>=0.11.1,!=0.11.3,<0.14)"]
-dev-torch = ["GitPython (<3.1.19)", "Pillow", "beautifulsoup4", "black (>=23.1,<24.0)", "codecarbon (==1.2.0)", "cookiecutter (==1.7.3)", "datasets (!=2.5.0)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "fugashi (>=1.0)", "hf-doc-builder", "hf-doc-builder (>=0.3.0)", "ipadic (>=1.0.0,<2.0)", "isort (>=5.5.4)", "kenlm", "librosa", "nltk", "onnxruntime (>=1.4.0)", "onnxruntime-tools (>=1.4.2)", "optuna", "parameterized", "phonemizer", "protobuf (<=3.20.2)", "psutil", "pyctcdecode (>=0.4.0)", "pytest", "pytest-timeout", "pytest-xdist", "ray[tune]", "rhoknp (>=1.1.0)", "rjieba", "rouge-score (!=0.0.7,!=0.0.8,!=0.1,!=0.1.1)", "ruff (>=0.0.241,<=0.0.259)", "sacrebleu (>=1.4.12,<2.0.0)", "sacremoses", "safetensors (>=0.2.1)", "scikit-learn", "sentencepiece (>=0.1.91,!=0.1.92)", "sigopt", "sudachidict-core (>=20220729)", "sudachipy (>=0.6.6)", "timeout-decorator", "timm", "tokenizers (>=0.11.1,!=0.11.3,<0.14)", "torch (>=1.9,!=1.12.0)", "torchaudio", "torchvision", "unidic (>=1.0.2)", "unidic-lite (>=1.0.7)"]
-docs = ["Pillow", "accelerate (>=0.10.0)", "av (==9.2.0)", "codecarbon (==1.2.0)", "decord (==0.6.0)", "flax (>=0.4.1)", "hf-doc-builder", "jax (>=0.2.8,!=0.3.2,<=0.3.6)", "jaxlib (>=0.1.65,<=0.3.6)", "kenlm", "keras-nlp (>=0.3.1)", "librosa", "onnxconverter-common", "optax (>=0.0.8)", "optuna", "phonemizer", "protobuf (<=3.20.2)", "pyctcdecode (>=0.4.0)", "ray[tune]", "sentencepiece (>=0.1.91,!=0.1.92)", "sigopt", "tensorflow (>=2.4,<2.13)", "tensorflow-text (<2.13)", "tf2onnx", "timm", "tokenizers (>=0.11.1,!=0.11.3,<0.14)", "torch (>=1.9,!=1.12.0)", "torchaudio", "torchvision"]
-docs-specific = ["hf-doc-builder"]
-fairscale = ["fairscale (>0.3)"]
-flax = ["flax (>=0.4.1)", "jax (>=0.2.8,!=0.3.2,<=0.3.6)", "jaxlib (>=0.1.65,<=0.3.6)", "optax (>=0.0.8)"]
-flax-speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)"]
-ftfy = ["ftfy"]
-integrations = ["optuna", "ray[tune]", "sigopt"]
-ja = ["fugashi (>=1.0)", "ipadic (>=1.0.0,<2.0)", "rhoknp (>=1.1.0)", "sudachidict-core (>=20220729)", "sudachipy (>=0.6.6)", "unidic (>=1.0.2)", "unidic-lite (>=1.0.7)"]
-modelcreation = ["cookiecutter (==1.7.3)"]
-natten = ["natten (>=0.14.6)"]
-onnx = ["onnxconverter-common", "onnxruntime (>=1.4.0)", "onnxruntime-tools (>=1.4.2)", "tf2onnx"]
-onnxruntime = ["onnxruntime (>=1.4.0)", "onnxruntime-tools (>=1.4.2)"]
-optuna = ["optuna"]
-quality = ["GitPython (<3.1.19)", "black (>=23.1,<24.0)", "datasets (!=2.5.0)", "hf-doc-builder (>=0.3.0)", "isort (>=5.5.4)", "ruff (>=0.0.241,<=0.0.259)"]
-ray = ["ray[tune]"]
-retrieval = ["datasets (!=2.5.0)", "faiss-cpu"]
-sagemaker = ["sagemaker (>=2.31.0)"]
-sentencepiece = ["protobuf (<=3.20.2)", "sentencepiece (>=0.1.91,!=0.1.92)"]
-serving = ["fastapi", "pydantic", "starlette", "uvicorn"]
-sigopt = ["sigopt"]
-sklearn = ["scikit-learn"]
-speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)", "torchaudio"]
-testing = ["GitPython (<3.1.19)", "beautifulsoup4", "black (>=23.1,<24.0)", "cookiecutter (==1.7.3)", "datasets (!=2.5.0)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "hf-doc-builder (>=0.3.0)", "nltk", "parameterized", "protobuf (<=3.20.2)", "psutil", "pytest", "pytest-timeout", "pytest-xdist", "rjieba", "rouge-score (!=0.0.7,!=0.0.8,!=0.1,!=0.1.1)", "sacrebleu (>=1.4.12,<2.0.0)", "sacremoses", "safetensors (>=0.2.1)", "timeout-decorator"]
-tf = ["keras-nlp (>=0.3.1)", "onnxconverter-common", "tensorflow (>=2.4,<2.13)", "tensorflow-text (<2.13)", "tf2onnx"]
-tf-cpu = ["keras-nlp (>=0.3.1)", "onnxconverter-common", "tensorflow-cpu (>=2.4,<2.13)", "tensorflow-text (<2.13)", "tf2onnx"]
-tf-speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)"]
-timm = ["timm"]
-tokenizers = ["tokenizers (>=0.11.1,!=0.11.3,<0.14)"]
-torch = ["torch (>=1.9,!=1.12.0)"]
-torch-speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)", "torchaudio"]
-torch-vision = ["Pillow", "torchvision"]
-torchhub = ["filelock", "huggingface-hub (>=0.11.0,<1.0)", "importlib-metadata", "numpy (>=1.17)", "packaging (>=20.0)", "protobuf (<=3.20.2)", "regex (!=2019.12.17)", "requests", "sentencepiece (>=0.1.91,!=0.1.92)", "tokenizers (>=0.11.1,!=0.11.3,<0.14)", "torch (>=1.9,!=1.12.0)", "tqdm (>=4.27)"]
-video = ["av (==9.2.0)", "decord (==0.6.0)"]
-vision = ["Pillow"]
+tests = ["autopep8", "flake8", "isort", "numpy", "pytest", "scipy (>=1.7.1)"]
+tutorials = ["matplotlib", "pandas", "tabulate"]
 
 [[package]]
 name = "typing-extensions"
-version = "4.5.0"
-description = "Backported and Experimental Type Hints for Python 3.7+"
-category = "main"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "typing_extensions-4.5.0-py3-none-any.whl", hash = "sha256:fb33085c39dd998ac16d1431ebc293a8b3eedd00fd4a32de0ff79002c19511b4"},
-    {file = "typing_extensions-4.5.0.tar.gz", hash = "sha256:5cb5f4a79139d699607b3ef622a1dedafa84e115ab0024e0d9c044a9479ca7cb"},
-]
-
-[[package]]
-name = "urllib3"
-version = "1.26.15"
-description = "HTTP library with thread-safe connection pooling, file post, and more."
-category = "main"
+version = "4.8.0"
+description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
+python-versions = ">=3.8"
 files = [
-    {file = "urllib3-1.26.15-py2.py3-none-any.whl", hash = "sha256:aa751d169e23c7479ce47a0cb0da579e3ede798f994f5816a74e4f4500dcea42"},
-    {file = "urllib3-1.26.15.tar.gz", hash = "sha256:8a388717b9476f934a21484e8c8e61875ab60644d29b9b39e11e4b9dc1c6b305"},
+    {file = "typing_extensions-4.8.0-py3-none-any.whl", hash = "sha256:8f92fc8806f9a6b641eaa5318da32b44d401efaac0f6678c9bc448ba3605faa0"},
+    {file = "typing_extensions-4.8.0.tar.gz", hash = "sha256:df8e4339e9cb77357558cbdbceca33c303714cf861d1eef15e1070055ae8b7ef"},
 ]
 
-[package.extras]
-brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)", "brotlipy (>=0.6.0)"]
-secure = ["certifi", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "ipaddress", "pyOpenSSL (>=0.14)", "urllib3-secure-extra"]
-socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
-
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.10"
-content-hash = "9ddd12d67ccfe7c2c373067ab77f07a1d3f396f81ca251d36d692f07bf212c32"
+content-hash = "f32528ab1b977e851b5d1d2aa3ccfdfa8e5a2c36b3e78016f2a3220c81f8d802"
diff --git a/examples/poetry-docker-job-azure/poetry_docker_job_azure/__init__.py b/examples/poetry-docker-job-azure/poetry_docker_job_azure/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/examples/poetry-docker-job-azure/pyproject.toml b/examples/poetry-docker-job-azure/pyproject.toml
index 16b67f7..38df7ef 100644
--- a/examples/poetry-docker-job-azure/pyproject.toml
+++ b/examples/poetry-docker-job-azure/pyproject.toml
@@ -1,15 +1,22 @@
 [tool.poetry]
-name = "poetry-docker-job"
+name = "poetry-docker-job-azure"
 version = "0.1.0"
 description = ""
 authors = ["Yang, Bo <bo@preemo.io>"]
 readme = "README.md"
-packages = [{include = "poetry_docker_job"}]
+
+[[tool.poetry.source]]
+name = "cuda-torch"
+url = "https://download.pytorch.org/whl/cu118"
+# Don't set the priority to "explicit", because `custom-kernels/pyproject.toml`'s build-system cannot find packages from a explicit source.
+priority = "supplemental"
 
 [tool.poetry.dependencies]
 python = "^3.10"
-transformers = "^4.28.1"
-
+torch = [
+  { platform = "darwin", version = "2.0.1", source = "pypi" },
+  { platform = "linux", version = "2.0.1+cu118", source = "cuda-torch" },
+]
 
 [build-system]
 requires = ["poetry-core"]

From 3332397d17dbc2c9d07bf0203f8257d20953891b Mon Sep 17 00:00:00 2001
From: "Yang, Bo" <bo@preemo.io>
Date: Wed, 15 Nov 2023 23:55:33 +0000
Subject: [PATCH 02/10] Run job on GPU

---
 examples/poetry-docker-job-azure/flake.nix | 32 ++++++++++++++--------
 1 file changed, 21 insertions(+), 11 deletions(-)

diff --git a/examples/poetry-docker-job-azure/flake.nix b/examples/poetry-docker-job-azure/flake.nix
index e5556df..d11c983 100644
--- a/examples/poetry-docker-job-azure/flake.nix
+++ b/examples/poetry-docker-job-azure/flake.nix
@@ -34,17 +34,27 @@
           ml-ops.jobs.my-job.launchers.my-launcher.kubernetes = {
             aks = { };
             imageRegistry = { };
-            helmTemplates.job.spec.template.spec.containers.master-node.args = [
-              "python"
-              "-c"
-              ''
-                import torch
-                print(
-                  "torch.cuda.is_available() = "
-                  torch.cuda.is_available(),
-                )
-              ''
-            ];
+            helmTemplates.job.spec.template.spec.containers.master-node = {
+              resources.limits."nvidia.com/gpu" = 1;
+              tolerations = [
+                {
+                  key = "sku";
+                  operator = "Equal";
+                  value = "gpu";
+                  effect = "NoSchedule";
+                }
+              ];
+              args = [
+                "python"
+                "-c"
+                ''
+                  import sys
+                  import torch
+                  print("sys.version =", sys.version)
+                  print("torch.cuda.is_available() = ", torch.cuda.is_available())
+                ''
+              ];
+            };
           };
           ml-ops.devcontainer.devenvShellModule.packages = [
             pkgs.kubectl

From 7d119dfa7575e9daef4df12cc07914dc6dadaa49 Mon Sep 17 00:00:00 2001
From: "Yang, Bo" <bo@preemo.io>
Date: Wed, 15 Nov 2023 23:55:33 +0000
Subject: [PATCH 03/10] Allow running the job on spot VM

---
 examples/poetry-docker-job-azure/flake.nix | 32 ++++++++++++++--------
 1 file changed, 20 insertions(+), 12 deletions(-)

diff --git a/examples/poetry-docker-job-azure/flake.nix b/examples/poetry-docker-job-azure/flake.nix
index d11c983..e1670b2 100644
--- a/examples/poetry-docker-job-azure/flake.nix
+++ b/examples/poetry-docker-job-azure/flake.nix
@@ -34,8 +34,7 @@
           ml-ops.jobs.my-job.launchers.my-launcher.kubernetes = {
             aks = { };
             imageRegistry = { };
-            helmTemplates.job.spec.template.spec.containers.master-node = {
-              resources.limits."nvidia.com/gpu" = 1;
+            helmTemplates.job.spec.template.spec = {
               tolerations = [
                 {
                   key = "sku";
@@ -43,17 +42,26 @@
                   value = "gpu";
                   effect = "NoSchedule";
                 }
+                {
+                  key = "kubernetes.azure.com/scalesetpriority";
+                  operator = "Equal";
+                  value = "spot";
+                  effect = "NoSchedule";
+                }
               ];
-              args = [
-                "python"
-                "-c"
-                ''
-                  import sys
-                  import torch
-                  print("sys.version =", sys.version)
-                  print("torch.cuda.is_available() = ", torch.cuda.is_available())
-                ''
-              ];
+              containers.master-node = {
+                resources.limits."nvidia.com/gpu" = 1;
+                args = [
+                  "python"
+                  "-c"
+                  ''
+                    import sys
+                    import torch
+                    print("sys.version =", sys.version)
+                    print("torch.cuda.is_available() = ", torch.cuda.is_available())
+                  ''
+                ];
+              };
             };
           };
           ml-ops.devcontainer.devenvShellModule.packages = [

From 92380dbf928f7016e716f12adf12b5eda4671d9f Mon Sep 17 00:00:00 2001
From: "Yang, Bo" <bo@preemo.io>
Date: Wed, 15 Nov 2023 23:55:33 +0000
Subject: [PATCH 04/10] Use `ml-ops.common.pythonPackage` when running
 poetry2nix

---
 flake-modules/python-envs-poetry.nix | 7 ++++---
 1 file changed, 4 insertions(+), 3 deletions(-)

diff --git a/flake-modules/python-envs-poetry.nix b/flake-modules/python-envs-poetry.nix
index f391be1..ad1cc71 100644
--- a/flake-modules/python-envs-poetry.nix
+++ b/flake-modules/python-envs-poetry.nix
@@ -42,20 +42,21 @@ topLevel@{ inputs, flake-parts-lib, ... }: {
           devenvShellModule.languages.python.enable = true;
           devenvShellModule.languages.python.poetry.enable = true;
         };
-        ml-ops.runtime = { config, ... }: {
+        ml-ops.runtime = runtime: {
           options.poetryEnvArgs = lib.mkOption {
             type = lib.types.attrsOf lib.types.anything;
           };
           config.poetryEnvArgs = {
             preferWheels = lib.mkDefault true;
             projectDir = lib.mkDefault "${flakeModule.self}";
+            python = runtime.config.pythonPackage.overridden-package;
             groups = [ ];
           };
           options.poetryEnv = lib.mkOption {
-            default = poetry2nix.mkPoetryEnv config.poetryEnvArgs;
+            default = poetry2nix.mkPoetryEnv runtime.config.poetryEnvArgs;
           };
           config.devenvShellModule.packages = lib.mkIf (builtins.pathExists "${flakeModule.self}/poetry.lock") [
-            config.poetryEnv
+            runtime.config.poetryEnv
           ];
         };
       });

From ab5e293aef403e696b7f41d1e8b8e3021d8bc41e Mon Sep 17 00:00:00 2001
From: "Yang, Bo" <bo@preemo.io>
Date: Wed, 15 Nov 2023 23:55:33 +0000
Subject: [PATCH 05/10] Update .envrc

---
 .envrc | 4 +---
 1 file changed, 1 insertion(+), 3 deletions(-)

diff --git a/.envrc b/.envrc
index 4a56da3..b3e5cbc 100644
--- a/.envrc
+++ b/.envrc
@@ -2,6 +2,4 @@ if ! has nix_direnv_version || ! nix_direnv_version 2.3.0; then
   source_url "https://raw.githubusercontent.com/nix-community/nix-direnv/2.3.0/direnvrc" "sha256-Dmd+j63L84wuzgyjITIfSxSD57Tx7v51DMxVZOsiUD8="
 fi
 
-# Environment variables are cached by direnv, so we don't need Nix's eval-cache.
-# Disable Nix's eval-cache so that we can always see error messages if any.
-use flake --no-eval-cache --show-trace
+use flake . '--no-eval-cache' '--show-trace'

From 7cf2bf33436d2525de262c3e3e3264d9dc675272 Mon Sep 17 00:00:00 2001
From: "Yang, Bo" <bo@preemo.io>
Date: Wed, 15 Nov 2023 23:55:33 +0000
Subject: [PATCH 06/10] Fix a typo

`--gpu` is not a valid `nvidia-docker` flag
---
 flake-modules/link-nvidia-drivers.nix | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/flake-modules/link-nvidia-drivers.nix b/flake-modules/link-nvidia-drivers.nix
index 3e6d90a..90d6f52 100644
--- a/flake-modules/link-nvidia-drivers.nix
+++ b/flake-modules/link-nvidia-drivers.nix
@@ -29,7 +29,7 @@ topLevel@{ flake-parts-lib, inputs, ... }: {
             )
           then
             # Create the symbolic links to drivers when running the container
-            # with --gpu=all
+            # with `nvidia-docker --gpus=all`
             mkdir -p /run/opengl-driver/lib
 
             (

From b57303583e85487fbbae49947c454366eb7dd3b8 Mon Sep 17 00:00:00 2001
From: "Yang, Bo" <bo@preemo.io>
Date: Wed, 15 Nov 2023 23:55:33 +0000
Subject: [PATCH 07/10] Introduce `ml-ops.overridablePackage.pipe` to replace
 `ml-ops.overridablePackage.override` and
 `ml-ops.overridablePackage.overrideAttrs`

---
 flake-modules/aks-credential.nix              | 67 +++++++++---------
 .../devenv-python-with-libstdc++.nix          | 26 +++----
 flake-modules/gke-credential.nix              | 69 ++++++++++---------
 flake-modules/overridable-package.nix         | 28 +++-----
 flake-modules/python-package.nix              | 12 +++-
 5 files changed, 104 insertions(+), 98 deletions(-)

diff --git a/flake-modules/aks-credential.nix b/flake-modules/aks-credential.nix
index 2cbb224..7526d04 100644
--- a/flake-modules/aks-credential.nix
+++ b/flake-modules/aks-credential.nix
@@ -17,27 +17,29 @@ topLevel@{ flake-parts-lib, inputs, lib, ... }: {
                   (kubernetes:
                     let
                       authModule = {
-                        overrideAttrs =
+                        pipe =
                           lib.mkIf (kubernetes.config.aks != null)
                             (lib.mkDerivedConfig kubernetes.options.aks (aks:
                               [
-                                (old: {
-                                  aksCluster = kubernetes.config.aks.cluster;
-                                  aksResourceGroup = kubernetes.config.aks.resourcegroup;
-                                  buildCommand = ''
-                                    # TODO(bo@preemo.io, 11/09/2023): Supports credentials other than managed identity. See https://nixos.wiki/wiki/Comparison_of_secret_managing_schemes
-                                    az login --identity
-                                    az aks get-credentials \
-                                      --name "$aksCluster" \
-                                      --resource-group "$aksResourceGroup"
+                                (previousPackage: previousPackage.overrideAttrs
+                                  (previousAttrs: {
+                                    aksCluster = kubernetes.config.aks.cluster;
+                                    aksResourceGroup = kubernetes.config.aks.resourcegroup;
+                                    buildCommand = ''
+                                      # TODO(bo@preemo.io, 11/09/2023): Supports credentials other than managed identity. See https://nixos.wiki/wiki/Comparison_of_secret_managing_schemes
+                                      az login --identity
+                                      az aks get-credentials \
+                                        --name "$aksCluster" \
+                                        --resource-group "$aksResourceGroup"
 
-                                    ${old.buildCommand}
-                                  '';
-                                  nativeBuildInputs = old.nativeBuildInputs ++ [
-                                    # pkgs.cacert
-                                    pkgs.azure-cli
-                                  ];
-                                })
+                                      ${previousAttrs.buildCommand}
+                                    '';
+                                    nativeBuildInputs = previousAttrs.nativeBuildInputs ++ [
+                                      # pkgs.cacert
+                                      pkgs.azure-cli
+                                    ];
+                                  })
+                                )
                               ]
                             ));
                       };
@@ -79,26 +81,29 @@ topLevel@{ flake-parts-lib, inputs, lib, ... }: {
                             )
                           );
 
-                      config.pushImage.overrideAttrs =
+                      config.pushImage.pipe =
                         lib.mkIf (kubernetes.config.aks != null)
                           (lib.mkDerivedConfig
                             kubernetes.options.aks
                             (aks: [
-                              (old: {
-                                aksRegistryName = aks.registryName;
+                              (previousPackage: previousPackage.overrideAttrs
+                                (previousAttrs: {
+                                  aksRegistryName = aks.registryName;
 
-                                buildCommand = ''
-                                  # TODO(bo@preemo.io, 11/09/2023): Supports credentials other than managed identity. See https://nixos.wiki/wiki/Comparison_of_secret_managing_schemes
-                                  az login --identity
+                                  buildCommand = ''
+                                    # TODO(bo@preemo.io, 11/09/2023): Supports credentials other than managed identity. See https://nixos.wiki/wiki/Comparison_of_secret_managing_schemes
+                                    az login --identity
 
-                                  export skopeoCopyArgs="$(printf "%q " --dest-username 00000000-0000-0000-0000-000000000000 --dest-password "$(az acr login --name "$aksRegistryName" --expose-token --output tsv --query accessToken)")"
-                                  ${old.buildCommand}
-                                '';
-                                nativeBuildInputs = old.nativeBuildInputs ++ [
-                                  # pkgs.cacert
-                                  pkgs.azure-cli
-                                ];
-                              })
+                                    export skopeoCopyArgs="$(printf "%q " --dest-username 00000000-0000-0000-0000-000000000000 --dest-password "$(az acr login --name "$aksRegistryName" --expose-token --output tsv --query accessToken)")"
+
+                                    ${previousAttrs.buildCommand}
+                                  '';
+                                  nativeBuildInputs = previousAttrs.nativeBuildInputs ++ [
+                                    # pkgs.cacert
+                                    pkgs.azure-cli
+                                  ];
+                                })
+                              )
                             ]));
 
                       config.helmUpgrade.imports = [
diff --git a/flake-modules/devenv-python-with-libstdc++.nix b/flake-modules/devenv-python-with-libstdc++.nix
index 88fa458..96b820b 100644
--- a/flake-modules/devenv-python-with-libstdc++.nix
+++ b/flake-modules/devenv-python-with-libstdc++.nix
@@ -9,18 +9,20 @@ topLevel@{ flake-parts-lib, lib, inputs, ... }: {
     ];
     options.perSystem = flake-parts-lib.mkPerSystemOption
       (perSystem@{ pkgs, system, ... }: {
-        ml-ops.common.pythonPackage = pythonPackage: {
-          override = [
-            (old: lib.attrsets.optionalAttrs old.stdenv.isLinux {
-              self = old.self.overrideAttrs
-                (self: super: {
-                  env = super.env // {
-                    # Link libstdc++ to python interpreter so that packages in manylinux ABI can find it out-of-the-box without LD_LIBRARY_PATH
-                    # TODO: Add more libraries here when encountering an ImportError
-                    NIX_LDFLAGS = "--no-as-needed -lstdc++ --as-needed ${super.env.NIX_LDFLAGS}";
-                  };
-                });
-            })
+        ml-ops.common.pythonPackage = {
+          pipe = [
+            (python:
+              if python.stdenv.isLinux then
+                python.overrideAttrs
+                  (self: super: {
+                    env = super.env // {
+                      # Link libstdc++ to python interpreter so that packages in manylinux ABI can find it out-of-the-box without LD_LIBRARY_PATH
+                      # TODO: Add more libraries here when encountering an ImportError
+                      NIX_LDFLAGS = "--no-as-needed -lstdc++ --as-needed ${super.env.NIX_LDFLAGS}";
+                    };
+                  })
+              else
+                python)
           ];
         };
       });
diff --git a/flake-modules/gke-credential.nix b/flake-modules/gke-credential.nix
index efc635d..77c5a19 100644
--- a/flake-modules/gke-credential.nix
+++ b/flake-modules/gke-credential.nix
@@ -17,28 +17,30 @@ topLevel@{ flake-parts-lib, inputs, lib, ... }: {
                   (kubernetes:
                     let
                       authModule = {
-                        overrideAttrs = [
-                          (old: {
-                            gkeCluster = kubernetes.config.gke.cluster;
-                            gkeRegion = kubernetes.config.gke.region;
-                            USE_GKE_GCLOUD_AUTH_PLUGIN = "True";
-                            buildCommand = ''
-                              gcloud container clusters get-credentials \
-                                "$gkeCluster" \
-                                --region "$gkeRegion"
+                        pipe = [
+                          (previousPackage: previousPackage.overrideAttrs
+                            (previousAttrs: {
+                              gkeCluster = kubernetes.config.gke.cluster;
+                              gkeRegion = kubernetes.config.gke.region;
+                              USE_GKE_GCLOUD_AUTH_PLUGIN = "True";
+                              buildCommand = ''
+                                gcloud container clusters get-credentials \
+                                  "$gkeCluster" \
+                                  --region "$gkeRegion"
 
-                              ${old.buildCommand}
-                            '';
-                            nativeBuildInputs = old.nativeBuildInputs ++ [
-                              pkgs.cacert
-                              (
-                                pkgs.google-cloud-sdk.withExtraComponents [
-                                  pkgs.google-cloud-sdk.components.gke-gcloud-auth-plugin
-                                  pkgs.google-cloud-sdk.components.kubectl
-                                ]
-                              )
-                            ];
-                          })
+                                ${previousAttrs.buildCommand}
+                              '';
+                              nativeBuildInputs = previousAttrs.nativeBuildInputs ++ [
+                                pkgs.cacert
+                                (
+                                  pkgs.google-cloud-sdk.withExtraComponents [
+                                    pkgs.google-cloud-sdk.components.gke-gcloud-auth-plugin
+                                    pkgs.google-cloud-sdk.components.kubectl
+                                  ]
+                                )
+                              ];
+                            })
+                          )
                         ];
                       };
                     in
@@ -52,18 +54,19 @@ topLevel@{ flake-parts-lib, inputs, lib, ... }: {
                         type = lib.types.str;
                       };
 
-
-                      config.pushImage.overrideAttrs = [
-                        (old: {
-                          buildCommand = ''
-                            export skopeoCopyArgs="$(printf "%q " --dest-registry-token "$(gcloud auth print-access-token)")"
-                            ${old.buildCommand}
-                          '';
-                          nativeBuildInputs = old.nativeBuildInputs ++ [
-                            pkgs.cacert
-                            pkgs.google-cloud-sdk
-                          ];
-                        })
+                      config.pushImage.pipe = [
+                        (previousPackage: previousPackage.overrideAttrs
+                          (previousAttrs: {
+                            buildCommand = ''
+                              export skopeoCopyArgs="$(printf "%q " --dest-registry-token "$(gcloud auth print-access-token)")"
+                              ${previousAttrs.buildCommand}
+                            '';
+                            nativeBuildInputs = previousAttrs.nativeBuildInputs ++ [
+                              pkgs.cacert
+                              pkgs.google-cloud-sdk
+                            ];
+                          })
+                        )
                       ];
 
                       config.helmUpgrade.imports = [
diff --git a/flake-modules/overridable-package.nix b/flake-modules/overridable-package.nix
index 54c2a5d..2128c7c 100644
--- a/flake-modules/overridable-package.nix
+++ b/flake-modules/overridable-package.nix
@@ -10,26 +10,14 @@ topLevel@{ flake-parts-lib, inputs, lib, ... }: {
                 type = lib.types.package;
                 example = pkgs.hello;
               };
-              options.overridden-package = lib.mkOption {
-                type = lib.types.package;
-                defaultText = lib.literalMD "applied `base-package` with `override` and `overrideAttrs`";
-                default =
-                  builtins.foldl'
-                    (package: package.overrideAttrs)
-                    (
-                      builtins.foldl'
-                        (package: package.override)
-                        overridablePackage.config.base-package
-                        overridablePackage.config.override
-                    )
-                    overridablePackage.config.overrideAttrs;
-              };
-              options.override = lib.mkOption {
-                type = lib.types.listOf lib.types.anything;
-                default = [ ];
-              };
-              options.overrideAttrs = lib.mkOption {
-                type = lib.types.listOf lib.types.anything;
+              options.overridden-package = lib.mkOption
+                {
+                  type = lib.types.package;
+                  defaultText = lib.literalMD "applied `base-package` with `pipe`";
+                  default = lib.trivial.pipe overridablePackage.config.base-package overridablePackage.config.pipe;
+                };
+              options.pipe = lib.mkOption {
+                type = lib.types.listOf (lib.types.functionTo lib.types.package);
                 default = [ ];
               };
             })
diff --git a/flake-modules/python-package.nix b/flake-modules/python-package.nix
index 23f883e..3ee4ab4 100644
--- a/flake-modules/python-package.nix
+++ b/flake-modules/python-package.nix
@@ -19,10 +19,18 @@ topLevel@{ flake-parts-lib, lib, inputs, ... }: {
                   default = { };
                   type = lib.types.submoduleWith {
                     modules = [
-                      {
+                      (pythonPackage: {
                         imports = [ perSystem.config.ml-ops.overridablePackage ];
                         config.base-package = lib.mkDefault pkgs.python3;
-                      }
+                        config.pipe = lib.mkAfter [
+                          (python:
+                            let
+                              self = python.override { inherit self; };
+                            in
+                            self
+                          )
+                        ];
+                      })
                     ];
                   };
                 };

From 054c6c2e9ac6f38d1ec93784d18ed92d7a7232e2 Mon Sep 17 00:00:00 2001
From: "Yang, Bo" <bo@preemo.io>
Date: Wed, 15 Nov 2023 23:55:33 +0000
Subject: [PATCH 08/10] Let Python's dependents be rebuilt against the custom
 Python specified in config.pythonPackage when using poetry2nix

---
 flake-modules/python-envs-poetry.nix | 77 ++++++++++++++++++----------
 flake-modules/python-package.nix     | 20 ++++----
 2 files changed, 59 insertions(+), 38 deletions(-)

diff --git a/flake-modules/python-envs-poetry.nix b/flake-modules/python-envs-poetry.nix
index ad1cc71..84680f5 100644
--- a/flake-modules/python-envs-poetry.nix
+++ b/flake-modules/python-envs-poetry.nix
@@ -3,6 +3,7 @@ topLevel@{ inputs, flake-parts-lib, ... }: {
     ./common.nix
     ./vscode.nix
     ./python-vscode.nix
+    ./python-package.nix
     inputs.flake-parts.flakeModules.flakeModules
   ];
   flake.flakeModules.pythonEnvsPoetry = flakeModule: {
@@ -10,38 +11,59 @@ topLevel@{ inputs, flake-parts-lib, ... }: {
       topLevel.config.flake.flakeModules.common
       topLevel.config.flake.flakeModules.vscode
       topLevel.config.flake.flakeModules.pythonVscode
+      topLevel.config.flake.flakeModules.pythonPackage
     ];
-    options.perSystem = flake-parts-lib.mkPerSystemOption ({ lib, system, pkgs, ... }:
-      let
-        poetry2nix = (inputs.poetry2nix.lib.mkPoetry2Nix { inherit pkgs; });
-
-        poetry-add-requirements-txt = poetry2nix.mkPoetryApplication {
-          projectDir = inputs.poetry-add-requirements-txt;
-          preferWheels = true;
+    options.perSystem = flake-parts-lib.mkPerSystemOption
+      ({ lib, system, pkgs, ... }: {
+        ml-ops.common = common: {
+          options.poetry2nix.pkgs = lib.mkOption {
+            default = pkgs.appendOverlays [
+              (self: super: {
+                # Set the config.pythonPackage to poetry2nix's `pkgs` so that Python's dependents are rebuilt against the custom Python specified in config.pythonPackage.
+                ${common.config.pythonPackage.base-package.pythonAttr} = lib.pipe super.${common.config.pythonPackage.base-package.pythonAttr} common.config.pythonPackage.pipe;
+              })
+            ];
+          };
+          options.poetry2nix.python = lib.mkOption {
+            default = common.config.poetry2nix.pkgs.${common.config.pythonPackage.base-package.pythonAttr};
+          };
+          options.poetry2nix.poetry2nixLib = lib.mkOption {
+            default = (inputs.poetry2nix.lib.mkPoetry2Nix {
+              pkgs = common.config.poetry2nix.pkgs;
+            });
+          };
         };
-      in
-      {
-        ml-ops.devcontainer = {
-          devenvShellModule.scripts.import-requirements-to-poetry.exec = ''
-            if [ ! -f ./pyproject.toml ]
-            then
-              poetry init --no-interaction
-            fi
-            if [ ! -f ./poetry.lock ]
-            then
-              if [ -f ./requirements.txt ]
+        ml-ops.devcontainer = devcontainer: {
+          options.poetry-add-requirements-txt = lib.mkOption {
+            type = lib.types.package;
+            default = devcontainer.config.poetry2nix.poetry2nixLib.mkPoetryApplication {
+              projectDir = inputs.poetry-add-requirements-txt;
+              preferWheels = true;
+            };
+          };
+          config.devenvShellModule = {
+            scripts.import-requirements-to-poetry.exec = ''
+              if [ ! -f ./pyproject.toml ]
               then
-                ${poetry-add-requirements-txt}/bin/poeareq ./requirements.txt
+                poetry init --no-interaction
               fi
-              if [ -f ./requirements-dev.txt ]
+              if [ ! -f ./poetry.lock ]
               then
-                ${poetry-add-requirements-txt}/bin/poeareq -D ./requirements-dev.txt
+                if [ -f ./requirements.txt ]
+                then
+                  ${devcontainer.config.poetry-add-requirements-txt}/bin/poeareq ./requirements.txt
+                fi
+                if [ -f ./requirements-dev.txt ]
+                then
+                  ${devcontainer.config.poetry-add-requirements-txt}/bin/poeareq -D ./requirements-dev.txt
+                fi
               fi
-            fi
-          '';
-          devenvShellModule.languages.python.enable = true;
-          devenvShellModule.languages.python.poetry.enable = true;
+            '';
+            languages.python.enable = true;
+            languages.python.poetry.enable = true;
+          };
         };
+
         ml-ops.runtime = runtime: {
           options.poetryEnvArgs = lib.mkOption {
             type = lib.types.attrsOf lib.types.anything;
@@ -49,11 +71,12 @@ topLevel@{ inputs, flake-parts-lib, ... }: {
           config.poetryEnvArgs = {
             preferWheels = lib.mkDefault true;
             projectDir = lib.mkDefault "${flakeModule.self}";
-            python = runtime.config.pythonPackage.overridden-package;
+            python = runtime.config.poetry2nix.python;
             groups = [ ];
           };
           options.poetryEnv = lib.mkOption {
-            default = poetry2nix.mkPoetryEnv runtime.config.poetryEnvArgs;
+            type = lib.types.package;
+            default = runtime.config.poetry2nix.poetry2nixLib.mkPoetryEnv runtime.config.poetryEnvArgs;
           };
           config.devenvShellModule.packages = lib.mkIf (builtins.pathExists "${flakeModule.self}/poetry.lock") [
             runtime.config.poetryEnv
diff --git a/flake-modules/python-package.nix b/flake-modules/python-package.nix
index 3ee4ab4..8e4a3ae 100644
--- a/flake-modules/python-package.nix
+++ b/flake-modules/python-package.nix
@@ -19,22 +19,20 @@ topLevel@{ flake-parts-lib, lib, inputs, ... }: {
                   default = { };
                   type = lib.types.submoduleWith {
                     modules = [
-                      (pythonPackage: {
+                      {
                         imports = [ perSystem.config.ml-ops.overridablePackage ];
                         config.base-package = lib.mkDefault pkgs.python3;
-                        config.pipe = lib.mkAfter [
-                          (python:
-                            let
-                              self = python.override { inherit self; };
-                            in
-                            self
-                          )
-                        ];
-                      })
+                      }
                     ];
                   };
                 };
-                config.devenvShellModule.languages.python.package = common.config.pythonPackage.overridden-package;
+                config.devenvShellModule.languages.python.package =
+                  let
+                    self = common.config.pythonPackage.overridden-package.override {
+                      inherit self;
+                    };
+                  in
+                  self;
               })
             ];
           };

From d560479b49e8d937274d838a6f6a7f953c7ba603 Mon Sep 17 00:00:00 2001
From: "Yang, Bo" <bo@preemo.io>
Date: Wed, 15 Nov 2023 23:55:33 +0000
Subject: [PATCH 09/10] Update devenv

---
 flake.lock | 6 +++---
 flake.nix  | 2 +-
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/flake.lock b/flake.lock
index 16c35c1..e5cd797 100644
--- a/flake.lock
+++ b/flake.lock
@@ -26,11 +26,11 @@
         "pre-commit-hooks": "pre-commit-hooks"
       },
       "locked": {
-        "lastModified": 1691777852,
-        "narHash": "sha256-DPufHYaJcArEJfuZ234sDXr8qUvqbN7zYSs5yhvU6jA=",
+        "lastModified": 1700068135,
+        "narHash": "sha256-MN/NqiEjCg3UeFAJ7Uz7t5LyBwRsUEolBwA1DrdSC5w=",
         "owner": "Preemo-Inc",
         "repo": "devenv",
-        "rev": "cea2fc8c82d29ab8bd0a3dbad0f8574052aeee8a",
+        "rev": "804f935a71811ece03ea489a4253593838900ae1",
         "type": "github"
       },
       "original": {
diff --git a/flake.nix b/flake.nix
index 69c893a..1f6af0b 100644
--- a/flake.nix
+++ b/flake.nix
@@ -26,7 +26,7 @@
     flake-parts.inputs.nixpkgs-lib.follows = "nixpkgs";
     systems.url = "github:nix-systems/default";
     devenv = {
-      # TODO: Use cachix/devenv when https://github.com/cachix/devenv/pull/718 gets merged
+      # TODO: Switch to `github:cachix/devenv` when https://github.com/cachix/devenv/pull/718, https://github.com/cachix/devenv/pull/820, https://github.com/cachix/devenv/pull/872 and https://github.com/cachix/devenv/pull/873 get merged
       # url = "github:cachix/devenv";
       url = "github:Preemo-Inc/devenv";
       inputs.nixpkgs.follows = "nixpkgs";

From 8155c73aad64219963723e6ea9b6dc8748cab958 Mon Sep 17 00:00:00 2001
From: "Yang, Bo" <bo@preemo.io>
Date: Wed, 15 Nov 2023 23:55:33 +0000
Subject: [PATCH 10/10] Set maxLayers to 1000

---
 examples/poetry-docker-job-azure/flake.nix | 106 +++++++++++----------
 1 file changed, 54 insertions(+), 52 deletions(-)

diff --git a/examples/poetry-docker-job-azure/flake.nix b/examples/poetry-docker-job-azure/flake.nix
index e1670b2..130689f 100644
--- a/examples/poetry-docker-job-azure/flake.nix
+++ b/examples/poetry-docker-job-azure/flake.nix
@@ -10,63 +10,65 @@
       };
       inputs = unlockedInputs // lockedInputs;
     in
-    inputs.nix-ml-ops.lib.mkFlake
-      {
-        inherit inputs;
-      }
-      {
-        debug = true;
+    inputs.nix-ml-ops.lib.mkFlake { inherit inputs; } {
+      debug = true;
 
-        imports = [
-          inputs.nix-ml-ops.flakeModules.cuda
-          inputs.nix-ml-ops.flakeModules.devcontainer
-          inputs.nix-ml-ops.flakeModules.nixIde
-          inputs.nix-ml-ops.flakeModules.nixLd
-          inputs.nix-ml-ops.flakeModules.pythonEnvsPoetry
-          inputs.nix-ml-ops.flakeModules.kubernetesJob
-          inputs.nix-ml-ops.flakeModules.aksCredential
-          inputs.nix-ml-ops.flakeModules.devcontainerAzureCliTools
-          inputs.nix-ml-ops.flakeModules.devenvPythonWithLibstdcxx
-        ];
+      imports = [
+        inputs.nix-ml-ops.flakeModules.cuda
+        inputs.nix-ml-ops.flakeModules.devcontainer
+        inputs.nix-ml-ops.flakeModules.nixIde
+        inputs.nix-ml-ops.flakeModules.nixLd
+        inputs.nix-ml-ops.flakeModules.pythonEnvsPoetry
+        inputs.nix-ml-ops.flakeModules.kubernetesJob
+        inputs.nix-ml-ops.flakeModules.aksCredential
+        inputs.nix-ml-ops.flakeModules.devcontainerAzureCliTools
+        inputs.nix-ml-ops.flakeModules.devenvPythonWithLibstdcxx
+      ];
 
-        perSystem = { pkgs, config, lib, ... }: {
-          ml-ops.common.pythonPackage.base-package = pkgs.python310;
-          ml-ops.jobs.my-job.launchers.my-launcher.kubernetes = {
-            aks = { };
-            imageRegistry = { };
-            helmTemplates.job.spec.template.spec = {
-              tolerations = [
-                {
-                  key = "sku";
-                  operator = "Equal";
-                  value = "gpu";
-                  effect = "NoSchedule";
-                }
-                {
-                  key = "kubernetes.azure.com/scalesetpriority";
-                  operator = "Equal";
-                  value = "spot";
-                  effect = "NoSchedule";
-                }
+      perSystem = perSystem@{ pkgs, inputs', ... }: {
+        ml-ops.common.pythonPackage.base-package = pkgs.python310;
+        ml-ops.jobs.my-job.launchers.my-launcher.kubernetes = {
+          aks = { };
+          imageRegistry = { };
+          helmTemplates.job.spec.template.spec = {
+            tolerations = [
+              {
+                key = "sku";
+                operator = "Equal";
+                value = "gpu";
+                effect = "NoSchedule";
+              }
+              {
+                key = "kubernetes.azure.com/scalesetpriority";
+                operator = "Equal";
+                value = "spot";
+                effect = "NoSchedule";
+              }
+            ];
+            containers.master-node = {
+              resources.limits."nvidia.com/gpu" = 1;
+              args = [
+                "python"
+                "-c"
+                ''
+                  import sys
+                  import torch
+                  print("sys.version =", sys.version)
+                  print("torch.cuda.is_available() = ", torch.cuda.is_available())
+                ''
               ];
-              containers.master-node = {
-                resources.limits."nvidia.com/gpu" = 1;
-                args = [
-                  "python"
-                  "-c"
-                  ''
-                    import sys
-                    import torch
-                    print("sys.version =", sys.version)
-                    print("torch.cuda.is_available() = ", torch.cuda.is_available())
-                  ''
-                ];
-              };
             };
           };
-          ml-ops.devcontainer.devenvShellModule.packages = [
-            pkgs.kubectl
-          ];
         };
+
+        # Set maxLayers to a large number to reuse layers from previous builds.
+        # Docker image layers limit is 127 by default, while containerd does not have such limit.
+        # See https://grahamc.com/blog/nix-and-layered-docker-images/
+        ml-ops.common.devenvShellModule.containers.processes.maxLayers = 1000;
+
+        ml-ops.devcontainer.devenvShellModule.packages = [
+          pkgs.kubectl
+        ];
       };
+    };
 }