Files
Immich/machine-learning/pyproject.toml
T
MertandGitHub 23f1f87dd0 feat(ml): optimized model inference (#31750)
* add immich_model

* graph per shape

* decouple ocr from ort

* prepared graphs

* use f16 for accelerators

* preload all shapes

* warm-up pass after preload

* keep precision for fp32 graphs

* ensure padding for text recognition

* optimize postprocessing for fp16 outputs

* handle raw ctc logits

* use f16 output for rknn

* mmap token embedding

* read device metadata
2026-09-25 14:56:44 -04:00

107 lines
2.8 KiB
TOML

[project]
name = "immich-ml"
version = "3.2.0"
description = ""
authors = [{ name = "Hau Tran", email = "alex.tran1502@gmail.com" }]
requires-python = ">=3.12,<4.0"
readme = "README.md"
dependencies = [
"fastapi>=0.95.2,<1.0",
"gunicorn>=21.1.0",
"huggingface-hub>=1.0,<2.0",
"immich-model",
"numpy>=2.4.0,<3.0",
"onnx>=1.22.0",
"opencv-python-headless>=4.7.0.72,<5.0",
"orjson>=3.9.5",
"pillow>=12.2,<13",
"pydantic>=2.0.0,<3",
"pydantic-settings>=2.5.2,<3",
"python-multipart>=0.0.6,<1.0",
"rich>=13.4.2",
"tokenizers>=0.15.0,<1.0",
"uvicorn[standard]>=0.22.0,<1.0",
"rapidocr>=3.1.0",
]
[dependency-groups]
test = [
"httpx>=0.24.1",
"pytest>=7.3.1",
"pytest-asyncio>=0.21.0",
"pytest-cov>=4.1.0",
"pytest-mock>=3.11.1",
]
types = [
"types-pyyaml>=6.0.12.20241230",
"types-requests>=2.32.0.20250306",
"types-setuptools>=75.8.2.20250305",
"types-simplejson>=3.20.0.20250218",
"types-ujson>=5.10.0.20240515",
]
lint = [
"mypy>=1.3.0",
"ruff>=0.0.272",
{ include-group = "types" },
]
dev = ["locust>=2.15.1", { include-group = "test" }, { include-group = "lint" }]
[project.optional-dependencies]
cpu = ["onnxruntime>=1.23.2,<2"]
cuda = ["onnxruntime-gpu>=1.27.1,<1.28"] # TODO: last ORT release supporting CUDA 12.2, also need to handle CUDA 13
openvino = ["onnxruntime-openvino>=1.24.1,<2"]
armnn = ["onnxruntime>=1.23.2,<2"]
rknn = ["onnxruntime>=1.23.2,<2", "rknn-toolkit-lite2>=2.3.0,<3"]
rocm = ["onnxruntime-migraphx>=1.23.2,<2"]
[tool.uv]
compile-bytecode = true
override-dependencies = ["opencv-python ; sys_platform == 'never'"] # only install the headless version
[tool.uv.sources]
immich-model = { git = "https://github.com/immich-app/ml-models.git", rev = "88d2b64ff95ce7117760660681d95e0e1308819b" }
onnxruntime-gpu = { index = "onnxruntime-cuda-12" }
[[tool.uv.index]]
name = "onnxruntime-cuda-12"
url = "https://aiinfra.pkgs.visualstudio.com/PublicPackages/_packaging/onnxruntime-cuda-12/pypi/simple/"
explicit = true
[tool.hatch.build.targets.sdist]
include = ["immich_ml"]
[tool.hatch.build.targets.wheel]
include = ["immich_ml"]
[build-system]
requires = ["hatchling"]
build-backend = "hatchling.build"
[tool.mypy]
python_version = "3.12"
plugins = "pydantic.mypy"
follow_imports = "silent"
warn_redundant_casts = true
disallow_any_generics = true
check_untyped_defs = true
disallow_untyped_defs = true
ignore_missing_imports = true
[tool.pydantic-mypy]
init_forbid_extra = true
init_typed = true
warn_required_dynamic_aliases = true
warn_untyped_fields = true
[tool.ruff]
line-length = 120
target-version = "py312"
[tool.ruff.lint]
select = ["E", "F", "I"]
per-file-ignores = { "test_main.py" = ["F403"] }
[tool.pytest.ini_options]
markers = ["providers", "ov_device_ids"]