Compare commits

..

10 Commits
v0.1.3 ... main

Author SHA1 Message Date
34e05476ba add hint for missing models 2025-11-21 07:17:31 +01:00
9f5ea4af5f bump to v0.1.5 2025-11-21 07:08:24 +01:00
507e94a73f add dep dotenv to please anomalib, closes #18 2025-11-21 07:04:42 +01:00
6e3192885b adapted anomaly threshold constant based on tests (#19)
ANOMALY_THRESHOLD changed

Co-authored-by: frasu <frasu@noreply.localhost>
Reviewed-on: #19
2025-11-21 05:58:46 +00:00
80ce3dd46d bump version to v0.1.4 2025-11-20 17:13:09 +01:00
8884ef69be fix result reproduction error on different computers (#17)
fixes #16

Co-authored-by: frasu <frasu@noreply.localhost>
Reviewed-on: #17
Co-authored-by: foefl <f.foerster@d-opt.com>
Co-committed-by: foefl <f.foerster@d-opt.com>
2025-11-20 16:04:26 +00:00
24bba92caf generated by Cython v3.2.1 2025-11-18 15:44:47 +01:00
22296a7bc3 docs: fix typo 2025-11-13 09:07:40 +01:00
4050de98c9 update docs 2025-11-13 09:00:48 +01:00
8ed9c07817 add manual as documentation 2025-11-11 11:39:35 +01:00
15 changed files with 754 additions and 643 deletions

1
.gitattributes vendored Normal file
View File

@ -0,0 +1 @@
*.pth filter=lfs diff=lfs merge=lfs -text

1
.gitignore vendored
View File

@ -5,6 +5,7 @@ reports/
*.code-workspace *.code-workspace
# credentials # credentials
CREDENTIALS* CREDENTIALS*
*.pth
# Byte-compiled / optimized / DLL files # Byte-compiled / optimized / DLL files
__pycache__/ __pycache__/

View File

@ -12,7 +12,7 @@ Die im Rahmen des Projekts erstellte Anwendung erlaubt es, Bilder von Sensoren,
- Abmessungen der Elektroden eines jeden Sensors auf Basis von Kalibrierungswerten (in der Form Pixel/Maßeinheit) - Abmessungen der Elektroden eines jeden Sensors auf Basis von Kalibrierungswerten (in der Form Pixel/Maßeinheit)
- Erkennung von Anomalien und damit möglichen Defekten eines Sensors - Erkennung von Anomalien und damit möglichen Defekten eines Sensors
Ein zu analysierendes Bild enthält zwei Sensoren mit ihrer jeweils definierten Anzahl an Elektroden. Ein solches Bild kann über die bereitgestellte CLI analysiert werden. Ist die Analyse erfolgreich, wird eine nach dem Bild benannte CSV-Datei im selben Verzeichnis, in welchem sich das Bild befindet, abgelegt. Diese CSV-Datei enthält die ermittelten Werte für die Abmessungen der Elektroden sowie deren Flächeninhalte. Jeder Sensor besitzt drei Elektroden. Demzufolge ergeben sich 2x3x3 = 18 Kennwerte. Ein zu analysierendes Bild enthält zwei Sensoren mit ihrer jeweils definierten Anzahl an Elektroden. Ein solches Bild kann über das bereitgestellte Command-Line-Interface (CLI) analysiert werden. Ist die Analyse erfolgreich, wird eine nach dem Bild benannte CSV-Datei im selben Verzeichnis, in welchem sich das Bild befindet, abgelegt. Diese CSV-Datei enthält die ermittelten Werte für die Abmessungen der Elektroden sowie deren Flächeninhalte. Jeder Sensor besitzt drei Elektroden. Demzufolge ergeben sich 2x3x3 = 18 Kennwerte.
Darüber hinaus wird ermittelt, ob die Sensoren jeweils Anomalien aufweisen. Die CSV-Datei enthält zusätzlich zu den 18 Maß-Kennwerten zwei Einträge mit jeweils ``0`` oder ``1``, ein Ergebnis der Anomaliedetektion für jeden Sensor. Bei einem Ergebnis von ``0`` wurde keine Anomalie festgestellt, bei ``1`` hingegen schon. Darüber hinaus wird ermittelt, ob die Sensoren jeweils Anomalien aufweisen. Die CSV-Datei enthält zusätzlich zu den 18 Maß-Kennwerten zwei Einträge mit jeweils ``0`` oder ``1``, ein Ergebnis der Anomaliedetektion für jeden Sensor. Bei einem Ergebnis von ``0`` wurde keine Anomalie festgestellt, bei ``1`` hingegen schon.
@ -22,11 +22,11 @@ Im Zuge der Analyse wird eine Heatmap für das Bild erzeugt, welche Rückschlüs
Die Anwendung ist vollständig in Python implementiert. Zur Nutzung wird eine vollständige Python-Standalone-Umgebung mit allen erforderlichen Abhängigkeiten bereitgestellt. Das Anwendungsverzeichnis wird als gepacktes ZIP-Archiv bereitgestellt. Die entpackte Größe liegt bei etwa 1,3 GB. Die Anwendung ist vollständig in Python implementiert. Zur Nutzung wird eine vollständige Python-Standalone-Umgebung mit allen erforderlichen Abhängigkeiten bereitgestellt. Das Anwendungsverzeichnis wird als gepacktes ZIP-Archiv bereitgestellt. Die entpackte Größe liegt bei etwa 1,3 GB.
Die Nutzung erfolgt über ein Command-Line-Interface (CLI), das über ein Python-Skript abgerufen werden kann. Dieses liegt im Wurzelverzeichnis der Python-Umgebung als ``cli.py`` ab. Die Nutzung erfolgt über ein CLI, das über ein Python-Skript abgerufen werden kann. Dieses liegt im Wurzelverzeichnis der Python-Umgebung als ``cli.py`` ab.
## Command-Line-Interface (CLI) ## Command-Line-Interface
Die Funktionalität wird über ein CLI nutzbar gemacht. Hierfür liegt in der bereitgestellten Distribution im Ordner "python" ein Python-Skript ab. Dieses muss durch den ebenfalls in diesem Ordner befindlichen Interpreter "python.exe" aufgerufen werden. Erfolgt der Aufruf mit einem anderen Interpreter, werden die installierten Abhängigkeiten nicht gefunden und das Programm funktioniert nicht. Ausgehend vom Ordner, in dem das entpackte Applikationsverzeichnis abliegt, kann der Aufruf folgendermaßen stattfinden: Die Funktionalität wird über ein CLI nutzbar gemacht. Hierfür liegt in der bereitgestellten Distribution im Ordner "python" ein Python-Skript ab. Dieses muss durch den ebenfalls in diesem Ordner befindlichen Interpreter "python.exe" aufgerufen werden. Erfolgt der Aufruf mit einem anderen Interpreter, werden die installierten Abhängigkeiten nicht gefunden und das Programm funktioniert nicht. Ausgehend vom Ordner, in dem das entpackte Applikationsverzeichnis abliegt, kann die Applikation folgendermaßen aufgerufen werden:
```pwsh ```pwsh
cd ekf-sensor-anomalies-deployment\python cd ekf-sensor-anomalies-deployment\python

13
docs/header.tex Normal file
View File

@ -0,0 +1,13 @@
\usepackage{listings}
\usepackage[scaled=0.9]{DejaVuSansMono} % or another monospaced font
\renewcommand{\ttdefault}{pcr} % 'pcr' = Courier
\lstset{
basicstyle=\ttfamily\small,
columns=fullflexible,
keepspaces=true,
breaklines=true,
breakatwhitespace=true,
showstringspaces=false,
frame=none,
backgroundcolor=\color{white}
}

63
docs/manual.md Normal file
View File

@ -0,0 +1,63 @@
# EKF Diagnostic: Detektion von Sensor-Anomalien
## Übersicht
### Funktion
Die im Rahmen des Projekts erstellte Anwendung erlaubt es, Bilder von Sensoren, die in der laufenden Fertigung während der Inline-Qualitätskontrolle erstellt werden, auf folgende Eigenschaften hin zu überprüfen:
- Abmessungen der Elektroden eines jeden Sensors auf Basis von Kalibrierungswerten (in der Form Pixel/Maßeinheit)
- Erkennung von Anomalien und damit möglichen Defekten eines Sensors
Ein zu analysierendes Bild enthält zwei Sensoren mit ihrer jeweils definierten Anzahl an Elektroden. Ein solches Bild kann über das bereitgestellte Command-Line-Interface (CLI) analysiert werden. Ist die Analyse erfolgreich, wird eine nach dem Bild benannte CSV-Datei im selben Verzeichnis, in welchem sich das Bild befindet, abgelegt. Diese CSV-Datei enthält die ermittelten Werte für die Abmessungen der Elektroden sowie deren Flächeninhalte. Jeder Sensor besitzt drei Elektroden. Demzufolge ergeben sich 2x3x3 = 18 Kennwerte.
Darüber hinaus wird ermittelt, ob die Sensoren jeweils Anomalien aufweisen. Die CSV-Datei enthält zusätzlich zu den 18 Maß-Kennwerten zwei Einträge mit jeweils ``0`` oder ``1``, ein Ergebnis der Anomaliedetektion für jeden Sensor. Bei einem Ergebnis von ``0`` wurde keine Anomalie festgestellt, bei ``1`` hingegen schon.
Im Zuge der Analyse wird eine Heatmap für das Bild erzeugt, welche Rückschlüsse auf Anomaliebereiche erlaubt. Die Datei wird analog der CSV-Datei im entsprechenden Ordner der ursprünglichen Bilddatei mit einem Suffix abgelegt.
### Architektur und Implementierung
Die Anwendung ist vollständig in Python implementiert. Zur Nutzung wird eine vollständige Python-Standalone-Umgebung mit allen erforderlichen Abhängigkeiten bereitgestellt. Das Anwendungsverzeichnis wird als gepacktes ZIP-Archiv bereitgestellt. Die entpackte Größe liegt bei etwa 1,3 GB.
Die Nutzung erfolgt über ein CLI, das über ein Python-Skript abgerufen werden kann. Dieses liegt im Wurzelverzeichnis der Python-Umgebung als ``cli.py`` ab.
## Command-Line-Interface
Die Funktionalität wird über ein CLI nutzbar gemacht. Hierfür liegt in der bereitgestellten Distribution im Ordner "python" ein Python-Skript ab. Dieses muss durch den ebenfalls in diesem Ordner befindlichen Interpreter "python.exe" aufgerufen werden. Erfolgt der Aufruf mit einem anderen Interpreter, werden die installierten Abhängigkeiten nicht gefunden und das Programm funktioniert nicht. Ausgehend vom Ordner, in dem das entpackte Applikationsverzeichnis abliegt, kann die Applikation folgendermaßen aufgerufen werden:
```pwsh
cd ekf-sensor-anomalies-deployment\python
.\python.exe .\cli.py --help
```
Dieser Befehl gibt den folgenden Hilfetext aus:
```
usage: cli.py [-h] img_path calib_value_x calib_value_y
simple CLI tool to analyse single sensor images for anomalies
positional arguments:
img_path file path to the image which is to be analysed
calib_value_x calibration value in pixels per mcm for x axis, type: float
calib_value_y calibration value in pixels per mcm for y axis, type: float
```
\newpage
```
options:
-h, --help show this help message and exit
```
Das CLI besteht entsprechend der obigen Beschreibung aus einer Funktion. Diese benötigt die folgenden Parameter:
- ``img_path``: den Pfad zur Bilddatei, in diesem Projekt Bitmap-Dateien (``.bmp``)
- ``calib_value_x``: den Kalibrierwert in x-Richtung zur Ermittlung der Abmessungen, angegeben in Pixel/µm als Gleitkommazahl
- ``calib_value_y``: den Kalibrierwert in y-Richtung zur Ermittlung der Abmessungen, angegeben in Pixel/µm als Gleitkommazahl
Alle Parameter sind obligatorisch und müssen bereitgestellt werden. Die Analyse ist stets für nur ein Bild zur selben Zeit durchführbar. Eine Übergabe mehrerer Dateien ist nicht möglich. Ausgaben, die nicht auf Fehler zurückzuführen sind, werden standardmäßig über ``STDOUT`` ausgegeben.
### Fehlermeldungen
Die Anwendung führt zahlreiche Verarbeitungsschritte durch. Treten hierbei Fehler auf, werden diese mit ihrer Bezeichnung und einer Fehlerbeschreibung ausgegeben. Dies erlaubt Rückschlüsse, an welcher Stelle der Verarbeitungs-Pipeline Fehler aufgetreten sind und aus welchen Gründen das geschah. Die Fehlerausgabe erfolgt über ``STDERR``.
Ein separates Loggen weiterer Ausgaben erfolgt nicht.

BIN
docs/manual.pdf Normal file

Binary file not shown.

341
pdm.lock generated
View File

@ -5,7 +5,7 @@
groups = ["default", "dev", "lint", "nb", "tests"] groups = ["default", "dev", "lint", "nb", "tests"]
strategy = ["inherit_metadata"] strategy = ["inherit_metadata"]
lock_version = "4.5.0" lock_version = "4.5.0"
content_hash = "sha256:2d4e7f16674111930c2b086fcc38a75340a0fe6373dcda206b781a3bb05e73cc" content_hash = "sha256:68a0d82fb8cdbb8c525191dfbd6b290c14ccb7b60e44ae1d07760f21fe43bb5e"
[[metadata.targets]] [[metadata.targets]]
requires_python = ">=3.11,<3.14" requires_python = ">=3.11,<3.14"
@ -23,7 +23,7 @@ files = [
[[package]] [[package]]
name = "aiohttp" name = "aiohttp"
version = "3.13.0" version = "3.13.2"
requires_python = ">=3.9" requires_python = ">=3.9"
summary = "Async http client/server framework (asyncio)" summary = "Async http client/server framework (asyncio)"
groups = ["default"] groups = ["default"]
@ -38,58 +38,58 @@ dependencies = [
"yarl<2.0,>=1.17.0", "yarl<2.0,>=1.17.0",
] ]
files = [ files = [
{file = "aiohttp-3.13.0-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:99eb94e97a42367fef5fc11e28cb2362809d3e70837f6e60557816c7106e2e20"}, {file = "aiohttp-3.13.2-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:4647d02df098f6434bafd7f32ad14942f05a9caa06c7016fdcc816f343997dd0"},
{file = "aiohttp-3.13.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:4696665b2713021c6eba3e2b882a86013763b442577fe5d2056a42111e732eca"}, {file = "aiohttp-3.13.2-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:e3403f24bcb9c3b29113611c3c16a2a447c3953ecf86b79775e7be06f7ae7ccb"},
{file = "aiohttp-3.13.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:3e6a38366f7f0d0f6ed7a1198055150c52fda552b107dad4785c0852ad7685d1"}, {file = "aiohttp-3.13.2-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:43dff14e35aba17e3d6d5ba628858fb8cb51e30f44724a2d2f0c75be492c55e9"},
{file = "aiohttp-3.13.0-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:aab715b1a0c37f7f11f9f1f579c6fbaa51ef569e47e3c0a4644fba46077a9409"}, {file = "aiohttp-3.13.2-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:e2a9ea08e8c58bb17655630198833109227dea914cd20be660f52215f6de5613"},
{file = "aiohttp-3.13.0-cp311-cp311-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:7972c82bed87d7bd8e374b60a6b6e816d75ba4f7c2627c2d14eed216e62738e1"}, {file = "aiohttp-3.13.2-cp311-cp311-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:53b07472f235eb80e826ad038c9d106c2f653584753f3ddab907c83f49eedead"},
{file = "aiohttp-3.13.0-cp311-cp311-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:ca8313cb852af788c78d5afdea24c40172cbfff8b35e58b407467732fde20390"}, {file = "aiohttp-3.13.2-cp311-cp311-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:e736c93e9c274fce6419af4aac199984d866e55f8a4cec9114671d0ea9688780"},
{file = "aiohttp-3.13.0-cp311-cp311-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:6c333a2385d2a6298265f4b3e960590f787311b87f6b5e6e21bb8375914ef504"}, {file = "aiohttp-3.13.2-cp311-cp311-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:ff5e771f5dcbc81c64898c597a434f7682f2259e0cd666932a913d53d1341d1a"},
{file = "aiohttp-3.13.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:cc6d5fc5edbfb8041d9607f6a417997fa4d02de78284d386bea7ab767b5ea4f3"}, {file = "aiohttp-3.13.2-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a3b6fb0c207cc661fa0bf8c66d8d9b657331ccc814f4719468af61034b478592"},
{file = "aiohttp-3.13.0-cp311-cp311-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:7ddedba3d0043349edc79df3dc2da49c72b06d59a45a42c1c8d987e6b8d175b8"}, {file = "aiohttp-3.13.2-cp311-cp311-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:97a0895a8e840ab3520e2288db7cace3a1981300d48babeb50e7425609e2e0ab"},
{file = "aiohttp-3.13.0-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:23ca762140159417a6bbc959ca1927f6949711851e56f2181ddfe8d63512b5ad"}, {file = "aiohttp-3.13.2-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:9e8f8afb552297aca127c90cb840e9a1d4bfd6a10d7d8f2d9176e1acc69bad30"},
{file = "aiohttp-3.13.0-cp311-cp311-musllinux_1_2_armv7l.whl", hash = "sha256:bfe824d6707a5dc3c5676685f624bc0c63c40d79dc0239a7fd6c034b98c25ebe"}, {file = "aiohttp-3.13.2-cp311-cp311-musllinux_1_2_armv7l.whl", hash = "sha256:ed2f9c7216e53c3df02264f25d824b079cc5914f9e2deba94155190ef648ee40"},
{file = "aiohttp-3.13.0-cp311-cp311-musllinux_1_2_ppc64le.whl", hash = "sha256:3c11fa5dd2ef773a8a5a6daa40243d83b450915992eab021789498dc87acc114"}, {file = "aiohttp-3.13.2-cp311-cp311-musllinux_1_2_ppc64le.whl", hash = "sha256:99c5280a329d5fa18ef30fd10c793a190d996567667908bef8a7f81f8202b948"},
{file = "aiohttp-3.13.0-cp311-cp311-musllinux_1_2_riscv64.whl", hash = "sha256:00fdfe370cffede3163ba9d3f190b32c0cfc8c774f6f67395683d7b0e48cdb8a"}, {file = "aiohttp-3.13.2-cp311-cp311-musllinux_1_2_riscv64.whl", hash = "sha256:2ca6ffef405fc9c09a746cb5d019c1672cd7f402542e379afc66b370833170cf"},
{file = "aiohttp-3.13.0-cp311-cp311-musllinux_1_2_s390x.whl", hash = "sha256:6475e42ef92717a678bfbf50885a682bb360a6f9c8819fb1a388d98198fdcb80"}, {file = "aiohttp-3.13.2-cp311-cp311-musllinux_1_2_s390x.whl", hash = "sha256:47f438b1a28e926c37632bff3c44df7d27c9b57aaf4e34b1def3c07111fdb782"},
{file = "aiohttp-3.13.0-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:77da5305a410910218b99f2a963092f4277d8a9c1f429c1ff1b026d1826bd0b6"}, {file = "aiohttp-3.13.2-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:9acda8604a57bb60544e4646a4615c1866ee6c04a8edef9b8ee6fd1d8fa2ddc8"},
{file = "aiohttp-3.13.0-cp311-cp311-win32.whl", hash = "sha256:2f9d9ea547618d907f2ee6670c9a951f059c5994e4b6de8dcf7d9747b420c820"}, {file = "aiohttp-3.13.2-cp311-cp311-win32.whl", hash = "sha256:868e195e39b24aaa930b063c08bb0c17924899c16c672a28a65afded9c46c6ec"},
{file = "aiohttp-3.13.0-cp311-cp311-win_amd64.whl", hash = "sha256:0f19f7798996d4458c669bd770504f710014926e9970f4729cf55853ae200469"}, {file = "aiohttp-3.13.2-cp311-cp311-win_amd64.whl", hash = "sha256:7fd19df530c292542636c2a9a85854fab93474396a52f1695e799186bbd7f24c"},
{file = "aiohttp-3.13.0-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:1c272a9a18a5ecc48a7101882230046b83023bb2a662050ecb9bfcb28d9ab53a"}, {file = "aiohttp-3.13.2-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:b1e56bab2e12b2b9ed300218c351ee2a3d8c8fdab5b1ec6193e11a817767e47b"},
{file = "aiohttp-3.13.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:97891a23d7fd4e1afe9c2f4473e04595e4acb18e4733b910b6577b74e7e21985"}, {file = "aiohttp-3.13.2-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:364e25edaabd3d37b1db1f0cbcee8c73c9a3727bfa262b83e5e4cf3489a2a9dc"},
{file = "aiohttp-3.13.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:475bd56492ce5f4cffe32b5533c6533ee0c406d1d0e6924879f83adcf51da0ae"}, {file = "aiohttp-3.13.2-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:c5c94825f744694c4b8db20b71dba9a257cd2ba8e010a803042123f3a25d50d7"},
{file = "aiohttp-3.13.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:c32ada0abb4bc94c30be2b681c42f058ab104d048da6f0148280a51ce98add8c"}, {file = "aiohttp-3.13.2-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:ba2715d842ffa787be87cbfce150d5e88c87a98e0b62e0f5aa489169a393dbbb"},
{file = "aiohttp-3.13.0-cp312-cp312-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:4af1f8877ca46ecdd0bc0d4a6b66d4b2bddc84a79e2e8366bc0d5308e76bceb8"}, {file = "aiohttp-3.13.2-cp312-cp312-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:585542825c4bc662221fb257889e011a5aa00f1ae4d75d1d246a5225289183e3"},
{file = "aiohttp-3.13.0-cp312-cp312-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:e04ab827ec4f775817736b20cdc8350f40327f9b598dec4e18c9ffdcbea88a93"}, {file = "aiohttp-3.13.2-cp312-cp312-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:39d02cb6025fe1aabca329c5632f48c9532a3dabccd859e7e2f110668972331f"},
{file = "aiohttp-3.13.0-cp312-cp312-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:a6d9487b9471ec36b0faedf52228cd732e89be0a2bbd649af890b5e2ce422353"}, {file = "aiohttp-3.13.2-cp312-cp312-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:e67446b19e014d37342f7195f592a2a948141d15a312fe0e700c2fd2f03124f6"},
{file = "aiohttp-3.13.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:2e66c57416352f36bf98f6641ddadd47c93740a22af7150d3e9a1ef6e983f9a8"}, {file = "aiohttp-3.13.2-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:4356474ad6333e41ccefd39eae869ba15a6c5299c9c01dfdcfdd5c107be4363e"},
{file = "aiohttp-3.13.0-cp312-cp312-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:469167d5372f5bb3aedff4fc53035d593884fff2617a75317740e885acd48b04"}, {file = "aiohttp-3.13.2-cp312-cp312-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:eeacf451c99b4525f700f078becff32c32ec327b10dcf31306a8a52d78166de7"},
{file = "aiohttp-3.13.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:a9f3546b503975a69b547c9fd1582cad10ede1ce6f3e313a2f547c73a3d7814f"}, {file = "aiohttp-3.13.2-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:d8a9b889aeabd7a4e9af0b7f4ab5ad94d42e7ff679aaec6d0db21e3b639ad58d"},
{file = "aiohttp-3.13.0-cp312-cp312-musllinux_1_2_armv7l.whl", hash = "sha256:6b4174fcec98601f0cfdf308ee29a6ae53c55f14359e848dab4e94009112ee7d"}, {file = "aiohttp-3.13.2-cp312-cp312-musllinux_1_2_armv7l.whl", hash = "sha256:fa89cb11bc71a63b69568d5b8a25c3ca25b6d54c15f907ca1c130d72f320b76b"},
{file = "aiohttp-3.13.0-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:a533873a7a4ec2270fb362ee5a0d3b98752e4e1dc9042b257cd54545a96bd8ed"}, {file = "aiohttp-3.13.2-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:8aa7c807df234f693fed0ecd507192fc97692e61fee5702cdc11155d2e5cadc8"},
{file = "aiohttp-3.13.0-cp312-cp312-musllinux_1_2_riscv64.whl", hash = "sha256:ce887c5e54411d607ee0959cac15bb31d506d86a9bcaddf0b7e9d63325a7a802"}, {file = "aiohttp-3.13.2-cp312-cp312-musllinux_1_2_riscv64.whl", hash = "sha256:9eb3e33fdbe43f88c3c75fa608c25e7c47bbd80f48d012763cb67c47f39a7e16"},
{file = "aiohttp-3.13.0-cp312-cp312-musllinux_1_2_s390x.whl", hash = "sha256:d871f6a30d43e32fc9252dc7b9febe1a042b3ff3908aa83868d7cf7c9579a59b"}, {file = "aiohttp-3.13.2-cp312-cp312-musllinux_1_2_s390x.whl", hash = "sha256:9434bc0d80076138ea986833156c5a48c9c7a8abb0c96039ddbb4afc93184169"},
{file = "aiohttp-3.13.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:222c828243b4789d79a706a876910f656fad4381661691220ba57b2ab4547865"}, {file = "aiohttp-3.13.2-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:ff15c147b2ad66da1f2cbb0622313f2242d8e6e8f9b79b5206c84523a4473248"},
{file = "aiohttp-3.13.0-cp312-cp312-win32.whl", hash = "sha256:682d2e434ff2f1108314ff7f056ce44e457f12dbed0249b24e106e385cf154b9"}, {file = "aiohttp-3.13.2-cp312-cp312-win32.whl", hash = "sha256:27e569eb9d9e95dbd55c0fc3ec3a9335defbf1d8bc1d20171a49f3c4c607b93e"},
{file = "aiohttp-3.13.0-cp312-cp312-win_amd64.whl", hash = "sha256:0a2be20eb23888df130214b91c262a90e2de1553d6fb7de9e9010cec994c0ff2"}, {file = "aiohttp-3.13.2-cp312-cp312-win_amd64.whl", hash = "sha256:8709a0f05d59a71f33fd05c17fc11fcb8c30140506e13c2f5e8ee1b8964e1b45"},
{file = "aiohttp-3.13.0-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:00243e51f16f6ec0fb021659d4af92f675f3cf9f9b39efd142aa3ad641d8d1e6"}, {file = "aiohttp-3.13.2-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:7519bdc7dfc1940d201651b52bf5e03f5503bda45ad6eacf64dda98be5b2b6be"},
{file = "aiohttp-3.13.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:059978d2fddc462e9211362cbc8446747ecd930537fa559d3d25c256f032ff54"}, {file = "aiohttp-3.13.2-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:088912a78b4d4f547a1f19c099d5a506df17eacec3c6f4375e2831ec1d995742"},
{file = "aiohttp-3.13.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:564b36512a7da3b386143c611867e3f7cfb249300a1bf60889bd9985da67ab77"}, {file = "aiohttp-3.13.2-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:5276807b9de9092af38ed23ce120539ab0ac955547b38563a9ba4f5b07b95293"},
{file = "aiohttp-3.13.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:4aa995b9156ae499393d949a456a7ab0b994a8241a96db73a3b73c7a090eff6a"}, {file = "aiohttp-3.13.2-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:1237c1375eaef0db4dcd7c2559f42e8af7b87ea7d295b118c60c36a6e61cb811"},
{file = "aiohttp-3.13.0-cp313-cp313-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:55ca0e95a3905f62f00900255ed807c580775174252999286f283e646d675a49"}, {file = "aiohttp-3.13.2-cp313-cp313-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:96581619c57419c3d7d78703d5b78c1e5e5fc0172d60f555bdebaced82ded19a"},
{file = "aiohttp-3.13.0-cp313-cp313-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:49ce7525853a981fc35d380aa2353536a01a9ec1b30979ea4e35966316cace7e"}, {file = "aiohttp-3.13.2-cp313-cp313-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:a2713a95b47374169409d18103366de1050fe0ea73db358fc7a7acb2880422d4"},
{file = "aiohttp-3.13.0-cp313-cp313-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:2117be9883501eaf95503bd313eb4c7a23d567edd44014ba15835a1e9ec6d852"}, {file = "aiohttp-3.13.2-cp313-cp313-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:228a1cd556b3caca590e9511a89444925da87d35219a49ab5da0c36d2d943a6a"},
{file = "aiohttp-3.13.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:d169c47e40c911f728439da853b6fd06da83761012e6e76f11cb62cddae7282b"}, {file = "aiohttp-3.13.2-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:ac6cde5fba8d7d8c6ac963dbb0256a9854e9fafff52fbcc58fdf819357892c3e"},
{file = "aiohttp-3.13.0-cp313-cp313-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:703ad3f742fc81e543638a7bebddd35acadaa0004a5e00535e795f4b6f2c25ca"}, {file = "aiohttp-3.13.2-cp313-cp313-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:f2bef8237544f4e42878c61cef4e2839fee6346dc60f5739f876a9c50be7fcdb"},
{file = "aiohttp-3.13.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:5bf635c3476f4119b940cc8d94ad454cbe0c377e61b4527f0192aabeac1e9370"}, {file = "aiohttp-3.13.2-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:16f15a4eac3bc2d76c45f7ebdd48a65d41b242eb6c31c2245463b40b34584ded"},
{file = "aiohttp-3.13.0-cp313-cp313-musllinux_1_2_armv7l.whl", hash = "sha256:cfe6285ef99e7ee51cef20609be2bc1dd0e8446462b71c9db8bb296ba632810a"}, {file = "aiohttp-3.13.2-cp313-cp313-musllinux_1_2_armv7l.whl", hash = "sha256:bb7fb776645af5cc58ab804c58d7eba545a97e047254a52ce89c157b5af6cd0b"},
{file = "aiohttp-3.13.0-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:34d8af6391c5f2e69749d7f037b614b8c5c42093c251f336bdbfa4b03c57d6c4"}, {file = "aiohttp-3.13.2-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:e1b4951125ec10c70802f2cb09736c895861cd39fd9dcb35107b4dc8ae6220b8"},
{file = "aiohttp-3.13.0-cp313-cp313-musllinux_1_2_riscv64.whl", hash = "sha256:12f5d820fadc5848d4559ea838aef733cf37ed2a1103bba148ac2f5547c14c29"}, {file = "aiohttp-3.13.2-cp313-cp313-musllinux_1_2_riscv64.whl", hash = "sha256:550bf765101ae721ee1d37d8095f47b1f220650f85fe1af37a90ce75bab89d04"},
{file = "aiohttp-3.13.0-cp313-cp313-musllinux_1_2_s390x.whl", hash = "sha256:0f1338b61ea66f4757a0544ed8a02ccbf60e38d9cfb3225888888dd4475ebb96"}, {file = "aiohttp-3.13.2-cp313-cp313-musllinux_1_2_s390x.whl", hash = "sha256:fe91b87fc295973096251e2d25a811388e7d8adf3bd2b97ef6ae78bc4ac6c476"},
{file = "aiohttp-3.13.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:582770f82513419512da096e8df21ca44f86a2e56e25dc93c5ab4df0fe065bf0"}, {file = "aiohttp-3.13.2-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:e0c8e31cfcc4592cb200160344b2fb6ae0f9e4effe06c644b5a125d4ae5ebe23"},
{file = "aiohttp-3.13.0-cp313-cp313-win32.whl", hash = "sha256:3194b8cab8dbc882f37c13ef1262e0a3d62064fa97533d3aa124771f7bf1ecee"}, {file = "aiohttp-3.13.2-cp313-cp313-win32.whl", hash = "sha256:0740f31a60848d6edb296a0df827473eede90c689b8f9f2a4cdde74889eb2254"},
{file = "aiohttp-3.13.0-cp313-cp313-win_amd64.whl", hash = "sha256:7897298b3eedc790257fef8a6ec582ca04e9dbe568ba4a9a890913b925b8ea21"}, {file = "aiohttp-3.13.2-cp313-cp313-win_amd64.whl", hash = "sha256:a88d13e7ca367394908f8a276b89d04a3652044612b9a408a0bb22a5ed976a1a"},
{file = "aiohttp-3.13.0.tar.gz", hash = "sha256:378dbc57dd8cf341ce243f13fa1fa5394d68e2e02c15cd5f28eae35a70ec7f67"}, {file = "aiohttp-3.13.2.tar.gz", hash = "sha256:40176a52c186aefef6eb3cad2cdd30cd06e3afbe88fe8ab2af9c0b90f228daca"},
] ]
[[package]] [[package]]
@ -153,21 +153,6 @@ files = [
{file = "anomalib-2.1.0.tar.gz", hash = "sha256:b3e21cd6a7a5119151fe0b2b4ccf891b823f62ba540c1ec46b3538d7abdc8940"}, {file = "anomalib-2.1.0.tar.gz", hash = "sha256:b3e21cd6a7a5119151fe0b2b4ccf891b823f62ba540c1ec46b3538d7abdc8940"},
] ]
[[package]]
name = "anomalib"
version = "2.1.0"
extras = ["vlm_clip"]
requires_python = ">=3.10"
summary = "anomalib - Anomaly Detection Library"
groups = ["default"]
dependencies = [
"anomalib==2.1.0",
]
files = [
{file = "anomalib-2.1.0-py3-none-any.whl", hash = "sha256:b1689a7e50f2be9fc802cd079165f13c3f5708518151702b31bf5cc1512545fd"},
{file = "anomalib-2.1.0.tar.gz", hash = "sha256:b3e21cd6a7a5119151fe0b2b4ccf891b823f62ba540c1ec46b3538d7abdc8940"},
]
[[package]] [[package]]
name = "antlr4-python3-runtime" name = "antlr4-python3-runtime"
version = "4.9.3" version = "4.9.3"
@ -916,6 +901,18 @@ files = [
{file = "dopt_basics-0.2.4.tar.gz", hash = "sha256:c21fbe183bec5eab4cfd1404e10baca670035801596960822d0019e6e885983f"}, {file = "dopt_basics-0.2.4.tar.gz", hash = "sha256:c21fbe183bec5eab4cfd1404e10baca670035801596960822d0019e6e885983f"},
] ]
[[package]]
name = "dotenv"
version = "0.9.9"
summary = "Deprecated package"
groups = ["default"]
dependencies = [
"python-dotenv",
]
files = [
{file = "dotenv-0.9.9-py2.py3-none-any.whl", hash = "sha256:29cf74a087b31dafdb5a446b6d7e11cbce8ed2741540e2339c69fbef92c94ce9"},
]
[[package]] [[package]]
name = "einops" name = "einops"
version = "0.8.1" version = "0.8.1"
@ -1111,29 +1108,29 @@ files = [
[[package]] [[package]]
name = "fsspec" name = "fsspec"
version = "2025.9.0" version = "2025.10.0"
requires_python = ">=3.9" requires_python = ">=3.9"
summary = "File-system specification" summary = "File-system specification"
groups = ["default"] groups = ["default"]
files = [ files = [
{file = "fsspec-2025.9.0-py3-none-any.whl", hash = "sha256:530dc2a2af60a414a832059574df4a6e10cce927f6f4a78209390fe38955cfb7"}, {file = "fsspec-2025.10.0-py3-none-any.whl", hash = "sha256:7c7712353ae7d875407f97715f0e1ffcc21e33d5b24556cb1e090ae9409ec61d"},
{file = "fsspec-2025.9.0.tar.gz", hash = "sha256:19fd429483d25d28b65ec68f9f4adc16c17ea2c7c7bf54ec61360d478fb19c19"}, {file = "fsspec-2025.10.0.tar.gz", hash = "sha256:b6789427626f068f9a83ca4e8a3cc050850b6c0f71f99ddb4f542b8266a26a59"},
] ]
[[package]] [[package]]
name = "fsspec" name = "fsspec"
version = "2025.9.0" version = "2025.10.0"
extras = ["http"] extras = ["http"]
requires_python = ">=3.9" requires_python = ">=3.9"
summary = "File-system specification" summary = "File-system specification"
groups = ["default"] groups = ["default"]
dependencies = [ dependencies = [
"aiohttp!=4.0.0a0,!=4.0.0a1", "aiohttp!=4.0.0a0,!=4.0.0a1",
"fsspec==2025.9.0", "fsspec==2025.10.0",
] ]
files = [ files = [
{file = "fsspec-2025.9.0-py3-none-any.whl", hash = "sha256:530dc2a2af60a414a832059574df4a6e10cce927f6f4a78209390fe38955cfb7"}, {file = "fsspec-2025.10.0-py3-none-any.whl", hash = "sha256:7c7712353ae7d875407f97715f0e1ffcc21e33d5b24556cb1e090ae9409ec61d"},
{file = "fsspec-2025.9.0.tar.gz", hash = "sha256:19fd429483d25d28b65ec68f9f4adc16c17ea2c7c7bf54ec61360d478fb19c19"}, {file = "fsspec-2025.10.0.tar.gz", hash = "sha256:b6789427626f068f9a83ca4e8a3cc050850b6c0f71f99ddb4f542b8266a26a59"},
] ]
[[package]] [[package]]
@ -1245,17 +1242,17 @@ files = [
[[package]] [[package]]
name = "imageio" name = "imageio"
version = "2.37.0" version = "2.37.2"
requires_python = ">=3.9" requires_python = ">=3.9"
summary = "Library for reading and writing a wide range of image, video, scientific, and volumetric data formats." summary = "Read and write images and video across all major formats. Supports scientific and volumetric data."
groups = ["default"] groups = ["default"]
dependencies = [ dependencies = [
"numpy", "numpy",
"pillow>=8.3.2", "pillow>=8.3.2",
] ]
files = [ files = [
{file = "imageio-2.37.0-py3-none-any.whl", hash = "sha256:11efa15b87bc7871b61590326b2d635439acc321cf7f8ce996f812543ce10eed"}, {file = "imageio-2.37.2-py3-none-any.whl", hash = "sha256:ad9adfb20335d718c03de457358ed69f141021a333c40a53e57273d8a5bd0b9b"},
{file = "imageio-2.37.0.tar.gz", hash = "sha256:71b57b3669666272c818497aebba2b4c5f20d5b37c81720e5e1a56d59c492996"}, {file = "imageio-2.37.2.tar.gz", hash = "sha256:0212ef2727ac9caa5ca4b2c75ae89454312f440a756fcfc8ef1993e718f50f8a"},
] ]
[[package]] [[package]]
@ -1440,7 +1437,7 @@ files = [
[[package]] [[package]]
name = "jsonargparse" name = "jsonargparse"
version = "4.41.0" version = "4.43.0"
requires_python = ">=3.9" requires_python = ">=3.9"
summary = "Implement minimal boilerplate CLIs derived from type hints and parse from command line, config files and environment variables." summary = "Implement minimal boilerplate CLIs derived from type hints and parse from command line, config files and environment variables."
groups = ["default"] groups = ["default"]
@ -1448,42 +1445,42 @@ dependencies = [
"PyYAML>=3.13", "PyYAML>=3.13",
] ]
files = [ files = [
{file = "jsonargparse-4.41.0-py3-none-any.whl", hash = "sha256:cd49b6a2fea723ee4d80f9df034f51af226128a7f166be8755d6acdeb3e077a7"}, {file = "jsonargparse-4.43.0-py3-none-any.whl", hash = "sha256:9b0d427277ddf87fd6b7160fe83e83dc4418b0fe71b649b0586e7c56effa49f1"},
{file = "jsonargparse-4.41.0.tar.gz", hash = "sha256:ba1806bf0ed0ad1975e403dffb18b3a755fee3bfe4e7b36d8cce2f297b552b5f"}, {file = "jsonargparse-4.43.0.tar.gz", hash = "sha256:b1a4b4a5f938d2902d5f65e84ba361fb4a451c1f4609aac2c07e9c75d42e111f"},
] ]
[[package]] [[package]]
name = "jsonargparse" name = "jsonargparse"
version = "4.41.0" version = "4.43.0"
extras = ["signatures"] extras = ["signatures"]
requires_python = ">=3.9" requires_python = ">=3.9"
summary = "Implement minimal boilerplate CLIs derived from type hints and parse from command line, config files and environment variables." summary = "Implement minimal boilerplate CLIs derived from type hints and parse from command line, config files and environment variables."
groups = ["default"] groups = ["default"]
dependencies = [ dependencies = [
"docstring-parser>=0.17", "docstring-parser>=0.17",
"jsonargparse==4.41.0", "jsonargparse==4.43.0",
"jsonargparse[typing-extensions]", "jsonargparse[typing-extensions]",
"typeshed-client>=2.8.2", "typeshed-client>=2.8.2",
] ]
files = [ files = [
{file = "jsonargparse-4.41.0-py3-none-any.whl", hash = "sha256:cd49b6a2fea723ee4d80f9df034f51af226128a7f166be8755d6acdeb3e077a7"}, {file = "jsonargparse-4.43.0-py3-none-any.whl", hash = "sha256:9b0d427277ddf87fd6b7160fe83e83dc4418b0fe71b649b0586e7c56effa49f1"},
{file = "jsonargparse-4.41.0.tar.gz", hash = "sha256:ba1806bf0ed0ad1975e403dffb18b3a755fee3bfe4e7b36d8cce2f297b552b5f"}, {file = "jsonargparse-4.43.0.tar.gz", hash = "sha256:b1a4b4a5f938d2902d5f65e84ba361fb4a451c1f4609aac2c07e9c75d42e111f"},
] ]
[[package]] [[package]]
name = "jsonargparse" name = "jsonargparse"
version = "4.41.0" version = "4.43.0"
extras = ["typing-extensions"] extras = ["typing-extensions"]
requires_python = ">=3.9" requires_python = ">=3.9"
summary = "Implement minimal boilerplate CLIs derived from type hints and parse from command line, config files and environment variables." summary = "Implement minimal boilerplate CLIs derived from type hints and parse from command line, config files and environment variables."
groups = ["default"] groups = ["default"]
dependencies = [ dependencies = [
"jsonargparse==4.41.0", "jsonargparse==4.43.0",
"typing-extensions>=3.10.0.0; python_version < \"3.10\"", "typing-extensions>=3.10.0.0; python_version < \"3.10\"",
] ]
files = [ files = [
{file = "jsonargparse-4.41.0-py3-none-any.whl", hash = "sha256:cd49b6a2fea723ee4d80f9df034f51af226128a7f166be8755d6acdeb3e077a7"}, {file = "jsonargparse-4.43.0-py3-none-any.whl", hash = "sha256:9b0d427277ddf87fd6b7160fe83e83dc4418b0fe71b649b0586e7c56effa49f1"},
{file = "jsonargparse-4.41.0.tar.gz", hash = "sha256:ba1806bf0ed0ad1975e403dffb18b3a755fee3bfe4e7b36d8cce2f297b552b5f"}, {file = "jsonargparse-4.43.0.tar.gz", hash = "sha256:b1a4b4a5f938d2902d5f65e84ba361fb4a451c1f4609aac2c07e9c75d42e111f"},
] ]
[[package]] [[package]]
@ -1809,48 +1806,48 @@ files = [
[[package]] [[package]]
name = "kornia" name = "kornia"
version = "0.8.1" version = "0.8.2"
requires_python = ">=3.9" requires_python = ">=3.9"
summary = "Open Source Differentiable Computer Vision Library for PyTorch" summary = "Open Source Differentiable Computer Vision Library for PyTorch"
groups = ["default"] groups = ["default"]
dependencies = [ dependencies = [
"kornia-rs>=0.1.9", "kornia-rs>=0.1.9",
"packaging", "packaging",
"torch>=1.9.1", "torch>=2.0.0",
] ]
files = [ files = [
{file = "kornia-0.8.1-py2.py3-none-any.whl", hash = "sha256:5dcb00faa795dfb45a3630d771387290bc4f40473451352ca250e5bcc81af3d1"}, {file = "kornia-0.8.2-py2.py3-none-any.whl", hash = "sha256:32dfe77c9c74a87a2de49395aa3c2c376a1b63c27611a298b394d02d13905819"},
{file = "kornia-0.8.1.tar.gz", hash = "sha256:9ce5a54a11df661794934a293f89f8b8d49e83dd09b0b9419f6082ab07afe433"}, {file = "kornia-0.8.2.tar.gz", hash = "sha256:5411b2ce0dd909d1608016308cd68faeef90f88c47f47e8ecd40553fd4d8b937"},
] ]
[[package]] [[package]]
name = "kornia-rs" name = "kornia-rs"
version = "0.1.9" version = "0.1.10"
requires_python = ">=3.8" requires_python = ">=3.8"
summary = "Low level implementations for computer vision in Rust" summary = "Low level implementations for computer vision in Rust"
groups = ["default"] groups = ["default"]
files = [ files = [
{file = "kornia_rs-0.1.9-cp311-cp311-macosx_10_12_x86_64.whl", hash = "sha256:a0f45987702e816f34bc0fcac253c504932d8ca877c9ab644d8445e7de737aec"}, {file = "kornia_rs-0.1.10-cp311-cp311-macosx_10_12_x86_64.whl", hash = "sha256:6757940733f13c52c4f142b9b11e3e9bd12ef9d209e333300602e86e21f5ae2f"},
{file = "kornia_rs-0.1.9-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:9bb863f3ff42919749b7db4a56f2adb076a10d3c57907305898c72e643fa3d5d"}, {file = "kornia_rs-0.1.10-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:68e90101a34ba2bbce920332b25fd4d25c8c546d9a241b2606a6d886df2dd1ed"},
{file = "kornia_rs-0.1.9-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:54604bc8eb7d4d703eac19963378b4d6a72432a3f0da765edb1b0396d10def01"}, {file = "kornia_rs-0.1.10-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:6b0adb81858a8963455f2f0da01fcd6ea3296147b918306488edeeaf6bc2a979"},
{file = "kornia_rs-0.1.9-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6cdda9133297c4cff2c2c54be44d5c39bce715306d0bccb8ab1fae7c0dc7cf63"}, {file = "kornia_rs-0.1.10-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0c3e237a8428524ad9f86599c0c47b355bc3007669fe297ea3fbd59cd64bc2f7"},
{file = "kornia_rs-0.1.9-cp311-cp311-win_amd64.whl", hash = "sha256:689929d8dab80928feedbcdc2375060a3fe02b32fbf0dba12ae3fefb605fd089"}, {file = "kornia_rs-0.1.10-cp311-cp311-win_amd64.whl", hash = "sha256:1d300ea6d4666e47302fba6cc438556d91e37ce41caf291a9a04a8f74c231d0b"},
{file = "kornia_rs-0.1.9-cp312-cp312-macosx_10_12_x86_64.whl", hash = "sha256:889b4121f830d8827260f0246554f8bd722137d98db0bf3c2b0f5b1812cf5c63"}, {file = "kornia_rs-0.1.10-cp312-cp312-macosx_10_12_x86_64.whl", hash = "sha256:f0809277e51156d59be3c39605ba9659e94f7a4cf3b0b6c035ec2f06f6067881"},
{file = "kornia_rs-0.1.9-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:a0834f6aa44a35b486fe9802516dde24ec5d8b3b51563f18b488098062074671"}, {file = "kornia_rs-0.1.10-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:8ecf2ba0291cc1bb178073d56e46b16296a8864a20272b63af02ee88771cb574"},
{file = "kornia_rs-0.1.9-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8e52ead233c9d0b924eee4b906f26f32fde1e236a30723525dfb2b1a610bd48b"}, {file = "kornia_rs-0.1.10-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d874ca12dd58871f9849672d9bf9fa998398470a88b52d61223ce2133b196662"},
{file = "kornia_rs-0.1.9-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e74a8901843e8e5e47f495927462288c7b7b8dc8a253495051c72a5fbda5f664"}, {file = "kornia_rs-0.1.10-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f332a2a034cc791006f25c2d85e342a060887145e9236e8e43562badcadededf"},
{file = "kornia_rs-0.1.9-cp312-cp312-win_amd64.whl", hash = "sha256:fdfe0baa04800e541425730d03f3b3d217a1a6f0303926889b443b4562c0fda5"}, {file = "kornia_rs-0.1.10-cp312-cp312-win_amd64.whl", hash = "sha256:34111ce1c8abe930079b4b0aeb8d372f876c621a867ed03f77181de685e71a8f"},
{file = "kornia_rs-0.1.9-cp313-cp313-macosx_10_12_x86_64.whl", hash = "sha256:e82f5d90ad5b3d02d28535d19bf612e25ca559003d56fad1d12cd173be5d8418"}, {file = "kornia_rs-0.1.10-cp313-cp313-macosx_10_12_x86_64.whl", hash = "sha256:950a943f91c2cff94d80282886b0d48bbc15ef4a7cc4b15ac819724dfdb2f414"},
{file = "kornia_rs-0.1.9-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:876f0805ed8d05bd94d6b9a6c43161cdc74bc5c4508f5b737d6975d1dcf9016d"}, {file = "kornia_rs-0.1.10-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:63b802aaf95590276d3426edc6d23ff11caf269d2bc2ec37cb6c679b7b2a8ee0"},
{file = "kornia_rs-0.1.9-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:00021bb1941766e1e9e8c2cdbebcf33a08f8de3586e6efc791b9580a7e52b5ed"}, {file = "kornia_rs-0.1.10-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:38087da7cdf2bffe10530c0d53335dd1fc107fae6521f2dd4797c6522b6d11b3"},
{file = "kornia_rs-0.1.9-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9feaa6d410bc4d0609f3c1f2c0c010743706c2f5eed6f5ded10f2b8fec32acdf"}, {file = "kornia_rs-0.1.10-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fa3464de8f9920d87415721c36840ceea23e054dcb54dd9f69189ba9eabce0c7"},
{file = "kornia_rs-0.1.9-cp313-cp313-win_amd64.whl", hash = "sha256:4d063e9d74d2b198f080940cd1679cfb66004cd59bb7cc20e0bcf5874ce3d200"}, {file = "kornia_rs-0.1.10-cp313-cp313-win_amd64.whl", hash = "sha256:c57d157bebe64c22e2e44c72455b1c7365eee4d767e0c187dc28f22d072ebaf7"},
{file = "kornia_rs-0.1.9-cp313-cp313t-macosx_10_12_x86_64.whl", hash = "sha256:f8d03da3dba89fd290f4df012f49262cde128e3682632b5c498b34909d875190"}, {file = "kornia_rs-0.1.10-cp313-cp313t-macosx_10_12_x86_64.whl", hash = "sha256:0b375f02422ef5986caed612799b4ddcc91f57f303906868b0a8c397a17e7607"},
{file = "kornia_rs-0.1.9-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:cef15e7db4cd05ebedc25cd62616c38346f71f7e8a2fb751feacc8726e7e417e"}, {file = "kornia_rs-0.1.10-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:f2bcfa438d6b5dbe07d573afc980f2871f6639b2eac5148b8c0bba4f82357b9a"},
{file = "kornia_rs-0.1.9-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0d6ea40aa2027f62e90c590112fc4be4a787092359ed041479d2b015c0483c97"}, {file = "kornia_rs-0.1.10-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:021b0a02b2356b12b3954a298f369ed4fe2dd522dcf8b6d72f91bf3bd8eea201"},
{file = "kornia_rs-0.1.9-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e9282a70c9e81710f04fdb23617c73191324ccc070c7f96d62efb5bf66dc242a"}, {file = "kornia_rs-0.1.10-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8d9b07e2ae79e423b3248d94afd092e324c5ddfe3157fafc047531cc8bffa6a3"},
{file = "kornia_rs-0.1.9-cp313-cp313t-win_amd64.whl", hash = "sha256:cd6b9860ca2fd6103340f4f977f74fa96562d89563e36c00059f2d96c7cea464"}, {file = "kornia_rs-0.1.10-cp313-cp313t-win_amd64.whl", hash = "sha256:b80a037e34d63cb021bcd5fc571e41aff804a2981311f66e883768c6b8e5f8de"},
{file = "kornia_rs-0.1.9.tar.gz", hash = "sha256:c7e45e84eb3c2454055326f86329e48a68743507460fb7e39315397fa6eeb9a0"}, {file = "kornia_rs-0.1.10.tar.gz", hash = "sha256:5fd3fbc65240fa751975f5870b079f98e7fdcaa2885ea577b3da324d8bf01d81"},
] ]
[[package]] [[package]]
@ -1881,7 +1878,7 @@ files = [
[[package]] [[package]]
name = "lightning" name = "lightning"
version = "2.5.5" version = "2.5.6"
requires_python = ">=3.9" requires_python = ">=3.9"
summary = "The Deep Learning framework to train, deploy, and ship AI products Lightning fast." summary = "The Deep Learning framework to train, deploy, and ship AI products Lightning fast."
groups = ["default"] groups = ["default"]
@ -1897,8 +1894,8 @@ dependencies = [
"typing-extensions<6.0,>4.5.0", "typing-extensions<6.0,>4.5.0",
] ]
files = [ files = [
{file = "lightning-2.5.5-py3-none-any.whl", hash = "sha256:69eb248beadd7b600bf48eff00a0ec8af171ec7a678d23787c4aedf12e225e8f"}, {file = "lightning-2.5.6-py3-none-any.whl", hash = "sha256:25bb2053078c2efc57c082fda89dfbd975dfa76beb08def191947c2b571a8c8a"},
{file = "lightning-2.5.5.tar.gz", hash = "sha256:4d3d66c5b1481364a7e6a1ce8ddde1777a04fa740a3145ec218a9941aed7dd30"}, {file = "lightning-2.5.6.tar.gz", hash = "sha256:57b6abe87080895bc237fb7f36b7b4abaa2793760cbca00e3907e56607e0ed27"},
] ]
[[package]] [[package]]
@ -3176,7 +3173,7 @@ name = "python-dotenv"
version = "1.1.1" version = "1.1.1"
requires_python = ">=3.9" requires_python = ">=3.9"
summary = "Read key-value pairs from a .env file and set them as environment variables" summary = "Read key-value pairs from a .env file and set them as environment variables"
groups = ["dev"] groups = ["default", "dev"]
files = [ files = [
{file = "python_dotenv-1.1.1-py3-none-any.whl", hash = "sha256:31f23644fe2602f88ff55e1f5c79ba497e01224ee7737937930c448e4d0e24dc"}, {file = "python_dotenv-1.1.1-py3-none-any.whl", hash = "sha256:31f23644fe2602f88ff55e1f5c79ba497e01224ee7737937930c448e4d0e24dc"},
{file = "python_dotenv-1.1.1.tar.gz", hash = "sha256:a8a6399716257f45be6a007360200409fce5cda2661e3dec71d23dc15f6189ab"}, {file = "python_dotenv-1.1.1.tar.gz", hash = "sha256:a8a6399716257f45be6a007360200409fce5cda2661e3dec71d23dc15f6189ab"},
@ -3198,7 +3195,7 @@ files = [
[[package]] [[package]]
name = "pytorch-lightning" name = "pytorch-lightning"
version = "2.5.5" version = "2.5.6"
requires_python = ">=3.9" requires_python = ">=3.9"
summary = "PyTorch Lightning is the lightweight PyTorch wrapper for ML researchers. Scale your models. Write less boilerplate." summary = "PyTorch Lightning is the lightweight PyTorch wrapper for ML researchers. Scale your models. Write less boilerplate."
groups = ["default"] groups = ["default"]
@ -3213,8 +3210,8 @@ dependencies = [
"typing-extensions>4.5.0", "typing-extensions>4.5.0",
] ]
files = [ files = [
{file = "pytorch_lightning-2.5.5-py3-none-any.whl", hash = "sha256:0b533991df2353c0c6ea9ca10a7d0728b73631fd61f5a15511b19bee2aef8af0"}, {file = "pytorch_lightning-2.5.6-py3-none-any.whl", hash = "sha256:037bad1e2fd94d5eb6c5144f045fd4c1070c3d38fc9c14d9f3774a3a9be54dff"},
{file = "pytorch_lightning-2.5.5.tar.gz", hash = "sha256:d6fc8173d1d6e49abfd16855ea05d2eb2415e68593f33d43e59028ecb4e64087"}, {file = "pytorch_lightning-2.5.6.tar.gz", hash = "sha256:c428faaceef74be50b870814d0d7e9f9c6ee748b8769a2afd3366bc69daf3a0f"},
] ]
[[package]] [[package]]
@ -3518,7 +3515,7 @@ files = [
[[package]] [[package]]
name = "rich-argparse" name = "rich-argparse"
version = "1.7.1" version = "1.7.2"
requires_python = ">=3.8" requires_python = ">=3.8"
summary = "Rich help formatters for argparse and optparse" summary = "Rich help formatters for argparse and optparse"
groups = ["default"] groups = ["default"]
@ -3526,8 +3523,8 @@ dependencies = [
"rich>=11.0.0", "rich>=11.0.0",
] ]
files = [ files = [
{file = "rich_argparse-1.7.1-py3-none-any.whl", hash = "sha256:a8650b42e4a4ff72127837632fba6b7da40784842f08d7395eb67a9cbd7b4bf9"}, {file = "rich_argparse-1.7.2-py3-none-any.whl", hash = "sha256:0559b1f47a19bbeb82bf15f95a057f99bcbbc98385532f57937f9fc57acc501a"},
{file = "rich_argparse-1.7.1.tar.gz", hash = "sha256:d7a493cde94043e41ea68fb43a74405fa178de981bf7b800f7a3bd02ac5c27be"}, {file = "rich_argparse-1.7.2.tar.gz", hash = "sha256:64fd2e948fc96e8a1a06e0e72c111c2ce7f3af74126d75c0f5f63926e7289cd1"},
] ]
[[package]] [[package]]
@ -3754,7 +3751,7 @@ files = [
[[package]] [[package]]
name = "scipy" name = "scipy"
version = "1.16.2" version = "1.16.3"
requires_python = ">=3.11" requires_python = ">=3.11"
summary = "Fundamental algorithms for scientific computing in Python" summary = "Fundamental algorithms for scientific computing in Python"
groups = ["default"] groups = ["default"]
@ -3762,47 +3759,47 @@ dependencies = [
"numpy<2.6,>=1.25.2", "numpy<2.6,>=1.25.2",
] ]
files = [ files = [
{file = "scipy-1.16.2-cp311-cp311-macosx_10_14_x86_64.whl", hash = "sha256:6ab88ea43a57da1af33292ebd04b417e8e2eaf9d5aa05700be8d6e1b6501cd92"}, {file = "scipy-1.16.3-cp311-cp311-macosx_10_14_x86_64.whl", hash = "sha256:40be6cf99e68b6c4321e9f8782e7d5ff8265af28ef2cd56e9c9b2638fa08ad97"},
{file = "scipy-1.16.2-cp311-cp311-macosx_12_0_arm64.whl", hash = "sha256:c95e96c7305c96ede73a7389f46ccd6c659c4da5ef1b2789466baeaed3622b6e"}, {file = "scipy-1.16.3-cp311-cp311-macosx_12_0_arm64.whl", hash = "sha256:8be1ca9170fcb6223cc7c27f4305d680ded114a1567c0bd2bfcbf947d1b17511"},
{file = "scipy-1.16.2-cp311-cp311-macosx_14_0_arm64.whl", hash = "sha256:87eb178db04ece7c698220d523c170125dbffebb7af0345e66c3554f6f60c173"}, {file = "scipy-1.16.3-cp311-cp311-macosx_14_0_arm64.whl", hash = "sha256:bea0a62734d20d67608660f69dcda23e7f90fb4ca20974ab80b6ed40df87a005"},
{file = "scipy-1.16.2-cp311-cp311-macosx_14_0_x86_64.whl", hash = "sha256:4e409eac067dcee96a57fbcf424c13f428037827ec7ee3cb671ff525ca4fc34d"}, {file = "scipy-1.16.3-cp311-cp311-macosx_14_0_x86_64.whl", hash = "sha256:2a207a6ce9c24f1951241f4693ede2d393f59c07abc159b2cb2be980820e01fb"},
{file = "scipy-1.16.2-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:e574be127bb760f0dad24ff6e217c80213d153058372362ccb9555a10fc5e8d2"}, {file = "scipy-1.16.3-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:532fb5ad6a87e9e9cd9c959b106b73145a03f04c7d57ea3e6f6bb60b86ab0876"},
{file = "scipy-1.16.2-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:f5db5ba6188d698ba7abab982ad6973265b74bb40a1efe1821b58c87f73892b9"}, {file = "scipy-1.16.3-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:0151a0749efeaaab78711c78422d413c583b8cdd2011a3c1d6c794938ee9fdb2"},
{file = "scipy-1.16.2-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:ec6e74c4e884104ae006d34110677bfe0098203a3fec2f3faf349f4cb05165e3"}, {file = "scipy-1.16.3-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:b7180967113560cca57418a7bc719e30366b47959dd845a93206fbed693c867e"},
{file = "scipy-1.16.2-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:912f46667d2d3834bc3d57361f854226475f695eb08c08a904aadb1c936b6a88"}, {file = "scipy-1.16.3-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:deb3841c925eeddb6afc1e4e4a45e418d19ec7b87c5df177695224078e8ec733"},
{file = "scipy-1.16.2-cp311-cp311-win_amd64.whl", hash = "sha256:91e9e8a37befa5a69e9cacbe0bcb79ae5afb4a0b130fd6db6ee6cc0d491695fa"}, {file = "scipy-1.16.3-cp311-cp311-win_amd64.whl", hash = "sha256:53c3844d527213631e886621df5695d35e4f6a75f620dca412bcd292f6b87d78"},
{file = "scipy-1.16.2-cp311-cp311-win_arm64.whl", hash = "sha256:f3bf75a6dcecab62afde4d1f973f1692be013110cad5338007927db8da73249c"}, {file = "scipy-1.16.3-cp311-cp311-win_arm64.whl", hash = "sha256:9452781bd879b14b6f055b26643703551320aa8d79ae064a71df55c00286a184"},
{file = "scipy-1.16.2-cp312-cp312-macosx_10_14_x86_64.whl", hash = "sha256:89d6c100fa5c48472047632e06f0876b3c4931aac1f4291afc81a3644316bb0d"}, {file = "scipy-1.16.3-cp312-cp312-macosx_10_14_x86_64.whl", hash = "sha256:81fc5827606858cf71446a5e98715ba0e11f0dbc83d71c7409d05486592a45d6"},
{file = "scipy-1.16.2-cp312-cp312-macosx_12_0_arm64.whl", hash = "sha256:ca748936cd579d3f01928b30a17dc474550b01272d8046e3e1ee593f23620371"}, {file = "scipy-1.16.3-cp312-cp312-macosx_12_0_arm64.whl", hash = "sha256:c97176013d404c7346bf57874eaac5187d969293bf40497140b0a2b2b7482e07"},
{file = "scipy-1.16.2-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:fac4f8ce2ddb40e2e3d0f7ec36d2a1e7f92559a2471e59aec37bd8d9de01fec0"}, {file = "scipy-1.16.3-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:2b71d93c8a9936046866acebc915e2af2e292b883ed6e2cbe5c34beb094b82d9"},
{file = "scipy-1.16.2-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:033570f1dcefd79547a88e18bccacff025c8c647a330381064f561d43b821232"}, {file = "scipy-1.16.3-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:3d4a07a8e785d80289dfe66b7c27d8634a773020742ec7187b85ccc4b0e7b686"},
{file = "scipy-1.16.2-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:ea3421209bf00c8a5ef2227de496601087d8f638a2363ee09af059bd70976dc1"}, {file = "scipy-1.16.3-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:0553371015692a898e1aa858fed67a3576c34edefa6b7ebdb4e9dde49ce5c203"},
{file = "scipy-1.16.2-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:f66bd07ba6f84cd4a380b41d1bf3c59ea488b590a2ff96744845163309ee8e2f"}, {file = "scipy-1.16.3-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:72d1717fd3b5e6ec747327ce9bda32d5463f472c9dce9f54499e81fbd50245a1"},
{file = "scipy-1.16.2-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:5e9feab931bd2aea4a23388c962df6468af3d808ddf2d40f94a81c5dc38f32ef"}, {file = "scipy-1.16.3-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:1fb2472e72e24d1530debe6ae078db70fb1605350c88a3d14bc401d6306dbffe"},
{file = "scipy-1.16.2-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:03dfc75e52f72cf23ec2ced468645321407faad8f0fe7b1f5b49264adbc29cb1"}, {file = "scipy-1.16.3-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:c5192722cffe15f9329a3948c4b1db789fbb1f05c97899187dcf009b283aea70"},
{file = "scipy-1.16.2-cp312-cp312-win_amd64.whl", hash = "sha256:0ce54e07bbb394b417457409a64fd015be623f36e330ac49306433ffe04bc97e"}, {file = "scipy-1.16.3-cp312-cp312-win_amd64.whl", hash = "sha256:56edc65510d1331dae01ef9b658d428e33ed48b4f77b1d51caf479a0253f96dc"},
{file = "scipy-1.16.2-cp312-cp312-win_arm64.whl", hash = "sha256:2a8ffaa4ac0df81a0b94577b18ee079f13fecdb924df3328fc44a7dc5ac46851"}, {file = "scipy-1.16.3-cp312-cp312-win_arm64.whl", hash = "sha256:a8a26c78ef223d3e30920ef759e25625a0ecdd0d60e5a8818b7513c3e5384cf2"},
{file = "scipy-1.16.2-cp313-cp313-macosx_10_14_x86_64.whl", hash = "sha256:84f7bf944b43e20b8a894f5fe593976926744f6c185bacfcbdfbb62736b5cc70"}, {file = "scipy-1.16.3-cp313-cp313-macosx_10_14_x86_64.whl", hash = "sha256:d2ec56337675e61b312179a1ad124f5f570c00f920cc75e1000025451b88241c"},
{file = "scipy-1.16.2-cp313-cp313-macosx_12_0_arm64.whl", hash = "sha256:5c39026d12edc826a1ef2ad35ad1e6d7f087f934bb868fc43fa3049c8b8508f9"}, {file = "scipy-1.16.3-cp313-cp313-macosx_12_0_arm64.whl", hash = "sha256:16b8bc35a4cc24db80a0ec836a9286d0e31b2503cb2fd7ff7fb0e0374a97081d"},
{file = "scipy-1.16.2-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:e52729ffd45b68777c5319560014d6fd251294200625d9d70fd8626516fc49f5"}, {file = "scipy-1.16.3-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:5803c5fadd29de0cf27fa08ccbfe7a9e5d741bf63e4ab1085437266f12460ff9"},
{file = "scipy-1.16.2-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:024dd4a118cccec09ca3209b7e8e614931a6ffb804b2a601839499cb88bdf925"}, {file = "scipy-1.16.3-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:b81c27fc41954319a943d43b20e07c40bdcd3ff7cf013f4fb86286faefe546c4"},
{file = "scipy-1.16.2-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:7a5dc7ee9c33019973a470556081b0fd3c9f4c44019191039f9769183141a4d9"}, {file = "scipy-1.16.3-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:0c3b4dd3d9b08dbce0f3440032c52e9e2ab9f96ade2d3943313dfe51a7056959"},
{file = "scipy-1.16.2-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:c2275ff105e508942f99d4e3bc56b6ef5e4b3c0af970386ca56b777608ce95b7"}, {file = "scipy-1.16.3-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:7dc1360c06535ea6116a2220f760ae572db9f661aba2d88074fe30ec2aa1ff88"},
{file = "scipy-1.16.2-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:af80196eaa84f033e48444d2e0786ec47d328ba00c71e4299b602235ffef9acb"}, {file = "scipy-1.16.3-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:663b8d66a8748051c3ee9c96465fb417509315b99c71550fda2591d7dd634234"},
{file = "scipy-1.16.2-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:9fb1eb735fe3d6ed1f89918224e3385fbf6f9e23757cacc35f9c78d3b712dd6e"}, {file = "scipy-1.16.3-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:eab43fae33a0c39006a88096cd7b4f4ef545ea0447d250d5ac18202d40b6611d"},
{file = "scipy-1.16.2-cp313-cp313-win_amd64.whl", hash = "sha256:fda714cf45ba43c9d3bae8f2585c777f64e3f89a2e073b668b32ede412d8f52c"}, {file = "scipy-1.16.3-cp313-cp313-win_amd64.whl", hash = "sha256:062246acacbe9f8210de8e751b16fc37458213f124bef161a5a02c7a39284304"},
{file = "scipy-1.16.2-cp313-cp313-win_arm64.whl", hash = "sha256:2f5350da923ccfd0b00e07c3e5cfb316c1c0d6c1d864c07a72d092e9f20db104"}, {file = "scipy-1.16.3-cp313-cp313-win_arm64.whl", hash = "sha256:50a3dbf286dbc7d84f176f9a1574c705f277cb6565069f88f60db9eafdbe3ee2"},
{file = "scipy-1.16.2-cp313-cp313t-macosx_10_14_x86_64.whl", hash = "sha256:53d8d2ee29b925344c13bda64ab51785f016b1b9617849dac10897f0701b20c1"}, {file = "scipy-1.16.3-cp313-cp313t-macosx_10_14_x86_64.whl", hash = "sha256:fb4b29f4cf8cc5a8d628bc8d8e26d12d7278cd1f219f22698a378c3d67db5e4b"},
{file = "scipy-1.16.2-cp313-cp313t-macosx_12_0_arm64.whl", hash = "sha256:9e05e33657efb4c6a9d23bd8300101536abd99c85cca82da0bffff8d8764d08a"}, {file = "scipy-1.16.3-cp313-cp313t-macosx_12_0_arm64.whl", hash = "sha256:8d09d72dc92742988b0e7750bddb8060b0c7079606c0d24a8cc8e9c9c11f9079"},
{file = "scipy-1.16.2-cp313-cp313t-macosx_14_0_arm64.whl", hash = "sha256:7fe65b36036357003b3ef9d37547abeefaa353b237e989c21027b8ed62b12d4f"}, {file = "scipy-1.16.3-cp313-cp313t-macosx_14_0_arm64.whl", hash = "sha256:03192a35e661470197556de24e7cb1330d84b35b94ead65c46ad6f16f6b28f2a"},
{file = "scipy-1.16.2-cp313-cp313t-macosx_14_0_x86_64.whl", hash = "sha256:6406d2ac6d40b861cccf57f49592f9779071655e9f75cd4f977fa0bdd09cb2e4"}, {file = "scipy-1.16.3-cp313-cp313t-macosx_14_0_x86_64.whl", hash = "sha256:57d01cb6f85e34f0946b33caa66e892aae072b64b034183f3d87c4025802a119"},
{file = "scipy-1.16.2-cp313-cp313t-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:ff4dc42bd321991fbf611c23fc35912d690f731c9914bf3af8f417e64aca0f21"}, {file = "scipy-1.16.3-cp313-cp313t-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:96491a6a54e995f00a28a3c3badfff58fd093bf26cd5fb34a2188c8c756a3a2c"},
{file = "scipy-1.16.2-cp313-cp313t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:654324826654d4d9133e10675325708fb954bc84dae6e9ad0a52e75c6b1a01d7"}, {file = "scipy-1.16.3-cp313-cp313t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:cd13e354df9938598af2be05822c323e97132d5e6306b83a3b4ee6724c6e522e"},
{file = "scipy-1.16.2-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:63870a84cd15c44e65220eaed2dac0e8f8b26bbb991456a033c1d9abfe8a94f8"}, {file = "scipy-1.16.3-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:63d3cdacb8a824a295191a723ee5e4ea7768ca5ca5f2838532d9f2e2b3ce2135"},
{file = "scipy-1.16.2-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:fa01f0f6a3050fa6a9771a95d5faccc8e2f5a92b4a2e5440a0fa7264a2398472"}, {file = "scipy-1.16.3-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:e7efa2681ea410b10dde31a52b18b0154d66f2485328830e45fdf183af5aefc6"},
{file = "scipy-1.16.2-cp313-cp313t-win_amd64.whl", hash = "sha256:116296e89fba96f76353a8579820c2512f6e55835d3fad7780fece04367de351"}, {file = "scipy-1.16.3-cp313-cp313t-win_amd64.whl", hash = "sha256:2d1ae2cf0c350e7705168ff2429962a89ad90c2d49d1dd300686d8b2a5af22fc"},
{file = "scipy-1.16.2-cp313-cp313t-win_arm64.whl", hash = "sha256:98e22834650be81d42982360382b43b17f7ba95e0e6993e2a4f5b9ad9283a94d"}, {file = "scipy-1.16.3-cp313-cp313t-win_arm64.whl", hash = "sha256:0c623a54f7b79dd88ef56da19bc2873afec9673a48f3b85b18e4d402bdd29a5a"},
{file = "scipy-1.16.2.tar.gz", hash = "sha256:af029b153d243a80afb6eabe40b0a07f8e35c9adc269c019f364ad747f826a6b"}, {file = "scipy-1.16.3.tar.gz", hash = "sha256:01e87659402762f43bd2fee13370553a17ada367d42e7487800bf2916535aecb"},
] ]
[[package]] [[package]]
@ -3918,7 +3915,7 @@ files = [
[[package]] [[package]]
name = "tifffile" name = "tifffile"
version = "2025.10.4" version = "2025.10.16"
requires_python = ">=3.11" requires_python = ">=3.11"
summary = "Read and write TIFF files" summary = "Read and write TIFF files"
groups = ["default"] groups = ["default"]
@ -3926,8 +3923,8 @@ dependencies = [
"numpy", "numpy",
] ]
files = [ files = [
{file = "tifffile-2025.10.4-py3-none-any.whl", hash = "sha256:7687d691e49026053181470cec70fa9250e3a586b2041041297e38b10bbd34e1"}, {file = "tifffile-2025.10.16-py3-none-any.whl", hash = "sha256:41463d979c1c262b0a5cdef2a7f95f0388a072ad82d899458b154a48609d759c"},
{file = "tifffile-2025.10.4.tar.gz", hash = "sha256:2e437c16ab211be5bcdc79f71b4907359115f1f83b5d919e7c297c29725d3e38"}, {file = "tifffile-2025.10.16.tar.gz", hash = "sha256:425179ec7837ac0e07bc95d2ea5bea9b179ce854967c12ba07fc3f093e58efc1"},
] ]
[[package]] [[package]]

View File

@ -1,11 +1,11 @@
[project] [project]
name = "dopt-sensor-anomalies" name = "dopt-sensor-anomalies"
version = "0.1.3" version = "0.1.5"
description = "anomaly detection for sensor images for quality assurance processes" description = "anomaly detection for sensor images for quality assurance processes"
authors = [ authors = [
{name = "d-opt GmbH (resp.: Florian Foerster)", email = "f.foerster@d-opt.com"}, {name = "d-opt GmbH (resp.: Florian Foerster)", email = "f.foerster@d-opt.com"},
] ]
dependencies = ["imutils>=0.5.4", "dopt-basics>=0.2.4", "numpy>=2.2.6", "anomalib[vlm_clip]>=2.1.0", "open-clip-torch>=3.2.0"] dependencies = ["imutils>=0.5.4", "dopt-basics>=0.2.4", "numpy>=2.2.6", "open-clip-torch>=3.2.0", "anomalib==2.1.0", "dotenv>=0.9.9"]
requires-python = "<3.14,>=3.11" requires-python = "<3.14,>=3.11"
readme = "README.md" readme = "README.md"
license = {text = "LicenseRef-Proprietary"} license = {text = "LicenseRef-Proprietary"}
@ -77,7 +77,7 @@ directory = "reports/coverage"
[tool.bumpversion] [tool.bumpversion]
current_version = "0.1.3" current_version = "0.1.5"
parse = """(?x) parse = """(?x)
(?P<major>0|[1-9]\\d*)\\. (?P<major>0|[1-9]\\d*)\\.
(?P<minor>0|[1-9]\\d*)\\. (?P<minor>0|[1-9]\\d*)\\.

2
scripts/cvt_manual.ps1 Normal file
View File

@ -0,0 +1,2 @@
# covert the manual Markdown file to PDF
pandoc .\docs\manual.md -o .\docs\manual.pdf -V geometry:"a4paper, margin=2.5cm" -V header-includes="\usepackage[none]{hyphenat}" # -V header-includes="\lstset{escapeinside={(*@}{@*)}}" --include-in-header=.\docs\header.tex # --syntax-highlighting=idiomatic

View File

@ -6,9 +6,10 @@ STOP_FOLDER_NAME: Final[str] = "python"
MODEL_FOLDER_NAME: Final[str] = "models" MODEL_FOLDER_NAME: Final[str] = "models"
THRESHOLD_BW: Final[int] = 63 THRESHOLD_BW: Final[int] = 63
BACKBONE: Final[str] = "resnet18" BACKBONE: Final[str] = "wide_resnet50_2"
LAYERS: Final[tuple[str, str]] = ("layer1", "layer2") LAYERS: Final[tuple[str, ...]] = ("layer1", "layer2", "layer3")
RATIO: Final[float] = 0.05 RATIO: Final[float] = 0.01
ANOMALY_THRESHOLD: Final[float] = 0.14
NUM_VALID_ELECTRODES: Final[int] = 6 NUM_VALID_ELECTRODES: Final[int] = 6
HEATMAP_FILENAME_SUFFIX: Final[str] = "_Heatmap" HEATMAP_FILENAME_SUFFIX: Final[str] = "_Heatmap"

File diff suppressed because one or more lines are too long

View File

@ -176,7 +176,7 @@ def infer_image(
output = model(input_tensor) output = model(input_tensor)
anomaly_score = output.pred_score.item() anomaly_score = output.pred_score.item()
anomaly_label = bool(1 if anomaly_score >= 0.2 else 0) anomaly_label = bool(1 if anomaly_score >= const.ANOMALY_THRESHOLD else 0)
anomaly_map = output.anomaly_map.squeeze().cpu().numpy() anomaly_map = output.anomaly_map.squeeze().cpu().numpy()
img_np = np.array(pil_image) img_np = np.array(pil_image)

3
tests/_models/README.md Normal file
View File

@ -0,0 +1,3 @@
**PLACE MODELS IN THIS FOLDER**
The model files are too large. Download the files from our internal distribution channel (primarily cloud).