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{
    "id": 22627,
    "url": "https://patchwork.libcamera.org/api/1.1/patches/22627/?format=api",
    "web_url": "https://patchwork.libcamera.org/patch/22627/",
    "project": {
        "id": 1,
        "url": "https://patchwork.libcamera.org/api/1.1/projects/1/?format=api",
        "name": "libcamera",
        "link_name": "libcamera",
        "list_id": "libcamera_core",
        "list_email": "libcamera-devel@lists.libcamera.org",
        "web_url": "",
        "scm_url": "",
        "webscm_url": ""
    },
    "msgid": "<20250123114204.79321-13-stefan.klug@ideasonboard.com>",
    "date": "2025-01-23T11:41:02",
    "name": "[v2,12/17] libtuning: Add module for lux calibration",
    "commit_ref": null,
    "pull_url": null,
    "state": "accepted",
    "archived": false,
    "hash": "507ee47552d4d09720cbeff1bc09af5fe5c07bcc",
    "submitter": {
        "id": 184,
        "url": "https://patchwork.libcamera.org/api/1.1/people/184/?format=api",
        "name": "Stefan Klug",
        "email": "stefan.klug@ideasonboard.com"
    },
    "delegate": null,
    "mbox": "https://patchwork.libcamera.org/patch/22627/mbox/",
    "series": [
        {
            "id": 4966,
            "url": "https://patchwork.libcamera.org/api/1.1/series/4966/?format=api",
            "web_url": "https://patchwork.libcamera.org/project/libcamera/list/?series=4966",
            "date": "2025-01-23T11:40:50",
            "name": "Add Bayesian AWB algorithm to libipa and rkisp1",
            "version": 2,
            "mbox": "https://patchwork.libcamera.org/series/4966/mbox/"
        }
    ],
    "comments": "https://patchwork.libcamera.org/api/patches/22627/comments/",
    "check": "pending",
    "checks": "https://patchwork.libcamera.org/api/patches/22627/checks/",
    "tags": {},
    "headers": {
        "Return-Path": "<libcamera-devel-bounces@lists.libcamera.org>",
        "X-Original-To": "parsemail@patchwork.libcamera.org",
        "Delivered-To": "parsemail@patchwork.libcamera.org",
        "Received": [
            "from lancelot.ideasonboard.com (lancelot.ideasonboard.com\n\t[92.243.16.209])\n\tby patchwork.libcamera.org (Postfix) with ESMTPS id 12725C3226\n\tfor <parsemail@patchwork.libcamera.org>;\n\tThu, 23 Jan 2025 11:42:49 +0000 (UTC)",
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        ],
        "Authentication-Results": "lancelot.ideasonboard.com; dkim=pass (1024-bit key;\n\tunprotected) header.d=ideasonboard.com header.i=@ideasonboard.com\n\theader.b=\"ZW/2AJ59\"; dkim-atps=neutral",
        "DKIM-Signature": "v=1; a=rsa-sha256; c=relaxed/simple; d=ideasonboard.com;\n\ts=mail; t=1737632502;\n\tbh=hE1vGg38bFWOkotuhQlyejuYp84mGRWyKxg/1RbB5jI=;\n\th=From:To:Cc:Subject:Date:In-Reply-To:References:From;\n\tb=ZW/2AJ59OOfw35s/jkEDW0Slyq3qQ5gdjoqBQ9jHqLavAHeh2IaK9YobPOeqQhWXa\n\tSpdE8q1EyAhmDYIV9zq30vvpB/If1g1C5X/yUNJPRjDkPiZdRRh7zW2cUYAgyS6aPr\n\t9bPncvX2hOMCMMKcKmtENRDEUSvULRBQOSe0pzy0=",
        "From": "Stefan Klug <stefan.klug@ideasonboard.com>",
        "To": "libcamera-devel@lists.libcamera.org",
        "Cc": "Stefan Klug <stefan.klug@ideasonboard.com>",
        "Subject": "[PATCH v2 12/17] libtuning: Add module for lux calibration",
        "Date": "Thu, 23 Jan 2025 12:41:02 +0100",
        "Message-ID": "<20250123114204.79321-13-stefan.klug@ideasonboard.com>",
        "X-Mailer": "git-send-email 2.43.0",
        "In-Reply-To": "<20250123114204.79321-1-stefan.klug@ideasonboard.com>",
        "References": "<20250123114204.79321-1-stefan.klug@ideasonboard.com>",
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        "X-BeenThere": "libcamera-devel@lists.libcamera.org",
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        "Precedence": "list",
        "List-Id": "<libcamera-devel.lists.libcamera.org>",
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        "List-Archive": "<https://lists.libcamera.org/pipermail/libcamera-devel/>",
        "List-Post": "<mailto:libcamera-devel@lists.libcamera.org>",
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        "List-Subscribe": "<https://lists.libcamera.org/listinfo/libcamera-devel>,\n\t<mailto:libcamera-devel-request@lists.libcamera.org?subject=subscribe>",
        "Errors-To": "libcamera-devel-bounces@lists.libcamera.org",
        "Sender": "\"libcamera-devel\" <libcamera-devel-bounces@lists.libcamera.org>"
    },
    "content": "For the lux algorithm, reference values get calculated based on a tuning\nimage taken at a known lux level. The reference data contains the mean Y\nof the image, lux level, exposure time, gain and aperture. This module\ncalculates these values for insertion into the tuning file.\n\nSigned-off-by: Stefan Klug <stefan.klug@ideasonboard.com>\n\n---\n\nChanges in v2:\n- Added this patch\n---\n .../tuning/libtuning/modules/lux/__init__.py  |  6 ++\n utils/tuning/libtuning/modules/lux/lux.py     | 70 +++++++++++++++++++\n utils/tuning/libtuning/modules/lux/rkisp1.py  | 22 ++++++\n 3 files changed, 98 insertions(+)\n create mode 100644 utils/tuning/libtuning/modules/lux/__init__.py\n create mode 100644 utils/tuning/libtuning/modules/lux/lux.py\n create mode 100644 utils/tuning/libtuning/modules/lux/rkisp1.py",
    "diff": "diff --git a/utils/tuning/libtuning/modules/lux/__init__.py b/utils/tuning/libtuning/modules/lux/__init__.py\nnew file mode 100644\nindex 000000000000..af9d4e08e64f\n--- /dev/null\n+++ b/utils/tuning/libtuning/modules/lux/__init__.py\n@@ -0,0 +1,6 @@\n+# SPDX-License-Identifier: GPL-2.0-or-later\n+#\n+# Copyright (C) 2025, Ideas on Board\n+\n+from libtuning.modules.lux.lux import Lux\n+from libtuning.modules.lux.rkisp1 import LuxRkISP1\ndiff --git a/utils/tuning/libtuning/modules/lux/lux.py b/utils/tuning/libtuning/modules/lux/lux.py\nnew file mode 100644\nindex 000000000000..5cf7d3baeb5d\n--- /dev/null\n+++ b/utils/tuning/libtuning/modules/lux/lux.py\n@@ -0,0 +1,70 @@\n+# SPDX-License-Identifier: GPL-2.0-or-later\n+#\n+# Copyright (C) 2019, Raspberry Pi Ltd\n+# Copyright (C) 2025, Ideas on Board\n+#\n+# Base Lux tuning module\n+\n+from ..module import Module\n+\n+import logging\n+import numpy as np\n+\n+logger = logging.getLogger(__name__)\n+\n+\n+class Lux(Module):\n+    type = 'lux'\n+    hr_name = 'LUX (Base)'\n+    out_name = 'GenericLux'\n+\n+    def __init__(self, debug: list):\n+        super().__init__()\n+\n+        self.debug = debug\n+\n+    def calculate_lux_reference_values(self, images):\n+        # The lux calibration is done on a single image. For best effects, the\n+        # image with lux level closest to 1000 is chosen.\n+        imgs = [img for img in images if img.macbeth is not None]\n+        lux_values = [img.lux for img in imgs]\n+        index = lux_values.index(min(lux_values, key=lambda l: abs(1000 - l)))\n+        img = imgs[index]\n+        logger.info(f'Selected image {img.name} for lux calibration')\n+\n+        if img.lux < 50:\n+            logger.warning(f'A Lux level of {img.lux} is very low for proper lux calibration')\n+\n+        ref_y = self.calculate_y(img)\n+        exposure_time = img.exposure\n+        gain = img.againQ8_norm\n+        aperture = 1\n+        logger.info(f'RefY:{ref_y} Exposure time:{exposure_time}µs Gain:{gain} Aperture:{aperture}')\n+        return {'referenceY': ref_y,\n+                'referenceExposureTime': exposure_time,\n+                'referenceAnalogueGain': gain,\n+                'referenceDigitalGain': 1.0,\n+                'referenceLux': img.lux}\n+\n+    def calculate_y(self, img):\n+        max16Bit = 0xffff\n+        # Average over all grey patches.\n+        ap_r = np.mean(img.patches[0][3::4]) / max16Bit\n+        ap_g = (np.mean(img.patches[1][3::4]) + np.mean(img.patches[2][3::4])) / 2 / max16Bit\n+        ap_b = np.mean(img.patches[3][3::4]) / max16Bit\n+        logger.debug(f'Averaged grey patches: Red: {ap_r}, Green: {ap_g}, Blue: {ap_b}')\n+\n+        # Calculate white balance gains.\n+        gr = ap_g / ap_r\n+        gb = ap_g / ap_b\n+        logger.debug(f'WB gains: Red: {gr} Blue: {gb}')\n+\n+        # Calculate the mean Y value of the whole image\n+        a_r = np.mean(img.channels[0]) * gr\n+        a_g = (np.mean(img.channels[1]) + np.mean(img.channels[2])) / 2\n+        a_b = np.mean(img.channels[3]) * gb\n+        y = 0.299 * a_r + 0.587 * a_g + 0.114 * a_b\n+        y /= max16Bit\n+\n+        return y\n+\ndiff --git a/utils/tuning/libtuning/modules/lux/rkisp1.py b/utils/tuning/libtuning/modules/lux/rkisp1.py\nnew file mode 100644\nindex 000000000000..62d3f94cabd8\n--- /dev/null\n+++ b/utils/tuning/libtuning/modules/lux/rkisp1.py\n@@ -0,0 +1,22 @@\n+# SPDX-License-Identifier: GPL-2.0-or-later\n+#\n+# Copyright (C) 2024, Ideas on Board\n+#\n+# Lux module for tuning rkisp1\n+\n+from .lux import Lux\n+\n+\n+class LuxRkISP1(Lux):\n+    hr_name = 'Lux (RkISP1)'\n+    out_name = 'Lux'\n+\n+    def __init__(self, **kwargs):\n+        super().__init__(**kwargs)\n+\n+    # We don't need anything from the config file.\n+    def validate_config(self, config: dict) -> bool:\n+        return True\n+\n+    def process(self, config: dict, images: list, outputs: dict) -> dict:\n+        return self.calculate_lux_reference_values(images)\n",
    "prefixes": [
        "v2",
        "12/17"
    ]
}