{"id":17872,"url":"https://patchwork.libcamera.org/api/patches/17872/?format=json","web_url":"https://patchwork.libcamera.org/patch/17872/","project":{"id":1,"url":"https://patchwork.libcamera.org/api/projects/1/?format=json","name":"libcamera","link_name":"libcamera","list_id":"libcamera_core","list_email":"libcamera-devel@lists.libcamera.org","web_url":"","scm_url":"","webscm_url":""},"msgid":"<20221124113550.2182342-7-paul.elder@ideasonboard.com>","date":"2022-11-24T11:35:44","name":"[libcamera-devel,v4,06/12] utils: libtuning: modules: alsc: Add rkisp1 LSC module","commit_ref":null,"pull_url":null,"state":"accepted","archived":false,"hash":"8f5a3a14c9d6d4364d3ff3b5540716a22f04cbcf","submitter":{"id":17,"url":"https://patchwork.libcamera.org/api/people/17/?format=json","name":"Paul Elder","email":"paul.elder@ideasonboard.com"},"delegate":null,"mbox":"https://patchwork.libcamera.org/patch/17872/mbox/","series":[{"id":3636,"url":"https://patchwork.libcamera.org/api/series/3636/?format=json","web_url":"https://patchwork.libcamera.org/project/libcamera/list/?series=3636","date":"2022-11-24T11:35:38","name":"utils: tuning: Add a new tuning infrastructure","version":4,"mbox":"https://patchwork.libcamera.org/series/3636/mbox/"}],"comments":"https://patchwork.libcamera.org/api/patches/17872/comments/","check":"pending","checks":"https://patchwork.libcamera.org/api/patches/17872/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 1E5BCBDE6B\n\tfor <parsemail@patchwork.libcamera.org>;\n\tThu, 24 Nov 2022 11:36:15 +0000 (UTC)","from lancelot.ideasonboard.com (localhost [IPv6:::1])\n\tby lancelot.ideasonboard.com (Postfix) with ESMTP id DCDE26331A;\n\tThu, 24 Nov 2022 12:36:14 +0100 (CET)","from perceval.ideasonboard.com (perceval.ideasonboard.com\n\t[IPv6:2001:4b98:dc2:55:216:3eff:fef7:d647])\n\tby lancelot.ideasonboard.com (Postfix) with ESMTPS id 0575663319\n\tfor <libcamera-devel@lists.libcamera.org>;\n\tThu, 24 Nov 2022 12:36:13 +0100 (CET)","from pyrite.tail37cf.ts.net (h175-177-042-159.catv02.itscom.jp\n\t[175.177.42.159])\n\tby perceval.ideasonboard.com (Postfix) with ESMTPSA id 7C2987FA;\n\tThu, 24 Nov 2022 12:36:11 +0100 (CET)"],"DKIM-Signature":["v=1; 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dkim=pass (1024-bit key; \n\tunprotected) header.d=ideasonboard.com\n\theader.i=@ideasonboard.com\n\theader.b=\"qsqLaKRS\"; dkim-atps=neutral","To":"libcamera-devel@lists.libcamera.org","Date":"Thu, 24 Nov 2022 20:35:44 +0900","Message-Id":"<20221124113550.2182342-7-paul.elder@ideasonboard.com>","X-Mailer":"git-send-email 2.35.1","In-Reply-To":"<20221124113550.2182342-1-paul.elder@ideasonboard.com>","References":"<20221124113550.2182342-1-paul.elder@ideasonboard.com>","MIME-Version":"1.0","Content-Transfer-Encoding":"8bit","Subject":"[libcamera-devel] [PATCH v4 06/12] utils: libtuning: modules: alsc:\n\tAdd rkisp1 LSC module","X-BeenThere":"libcamera-devel@lists.libcamera.org","X-Mailman-Version":"2.1.29","Precedence":"list","List-Id":"<libcamera-devel.lists.libcamera.org>","List-Unsubscribe":"<https://lists.libcamera.org/options/libcamera-devel>,\n\t<mailto:libcamera-devel-request@lists.libcamera.org?subject=unsubscribe>","List-Archive":"<https://lists.libcamera.org/pipermail/libcamera-devel/>","List-Post":"<mailto:libcamera-devel@lists.libcamera.org>","List-Help":"<mailto:libcamera-devel-request@lists.libcamera.org?subject=help>","List-Subscribe":"<https://lists.libcamera.org/listinfo/libcamera-devel>,\n\t<mailto:libcamera-devel-request@lists.libcamera.org?subject=subscribe>","From":"Paul Elder via libcamera-devel <libcamera-devel@lists.libcamera.org>","Reply-To":"Paul Elder <paul.elder@ideasonboard.com>","Errors-To":"libcamera-devel-bounces@lists.libcamera.org","Sender":"\"libcamera-devel\" <libcamera-devel-bounces@lists.libcamera.org>"},"content":"Add an LSC module for RkISP1.\n\nSigned-off-by: Paul Elder <paul.elder@ideasonboard.com>\nReviewed-by: Laurent Pinchart <laurent.pinchart@ideasonboard.com>\n\n---\nChanges in v4:\n- remove cli args from module.process parameters\n- inline output_map_func parameters as they are only used once\n\nChanges in v3:\n- rename ALSC to LSC\n- add file description\n\nNew in v2\n---\n .../tuning/libtuning/modules/lsc/__init__.py  |   1 +\n utils/tuning/libtuning/modules/lsc/rkisp1.py  | 112 ++++++++++++++++++\n 2 files changed, 113 insertions(+)\n create mode 100644 utils/tuning/libtuning/modules/lsc/rkisp1.py","diff":"diff --git a/utils/tuning/libtuning/modules/lsc/__init__.py b/utils/tuning/libtuning/modules/lsc/__init__.py\nindex 7cdecdb8..0ba4411b 100644\n--- a/utils/tuning/libtuning/modules/lsc/__init__.py\n+++ b/utils/tuning/libtuning/modules/lsc/__init__.py\n@@ -4,3 +4,4 @@\n \n from libtuning.modules.lsc.lsc import LSC\n from libtuning.modules.lsc.raspberrypi import ALSCRaspberryPi\n+from libtuning.modules.lsc.rkisp1 import LSCRkISP1\ndiff --git a/utils/tuning/libtuning/modules/lsc/rkisp1.py b/utils/tuning/libtuning/modules/lsc/rkisp1.py\nnew file mode 100644\nindex 00000000..5701ae0a\n--- /dev/null\n+++ b/utils/tuning/libtuning/modules/lsc/rkisp1.py\n@@ -0,0 +1,112 @@\n+# SPDX-License-Identifier: BSD-2-Clause\n+#\n+# Copyright (C) 2019, Raspberry Pi Ltd\n+# Copyright (C) 2022, Paul Elder <paul.elder@ideasonboard.com>\n+#\n+# rkisp1.py - LSC module for tuning rkisp1\n+\n+from .lsc import LSC\n+\n+import libtuning as lt\n+import libtuning.utils as utils\n+\n+from numbers import Number\n+import numpy as np\n+\n+\n+class LSCRkISP1(LSC):\n+    hr_name = 'LSC (RkISP1)'\n+    out_name = 'LensShadingCorrection'\n+    # \\todo Not sure if this is useful. Probably will remove later.\n+    compatible = ['rkisp1']\n+\n+    def __init__(self, *args, **kwargs):\n+        super().__init__(**kwargs)\n+\n+    # We don't actually need anything from the config file\n+    def validate_config(self, config: dict) -> bool:\n+        return True\n+\n+    # @return Image color temperature, flattened array of red calibration table\n+    #         (containing {sector size} elements), flattened array of blue\n+    #         calibration table, flattened array of (red's) green calibration\n+    #         table, flattened array of (blue's) green calibration table\n+\n+    def _do_single_lsc(self, image: lt.Image):\n+        cgr, gr = self._lsc_single_channel(image.channels[lt.Color.GR], image)\n+        cgb, gb = self._lsc_single_channel(image.channels[lt.Color.GB], image)\n+\n+        # \\todo Should these ratio against the average of both greens or just\n+        # each green like we've done here?\n+        cr, _ = self._lsc_single_channel(image.channels[lt.Color.R], image, gr)\n+        cb, _ = self._lsc_single_channel(image.channels[lt.Color.B], image, gb)\n+\n+        return image.color, cr.flatten(), cb.flatten(), cgr.flatten(), cgb.flatten()\n+\n+    # @return List of dictionaries of color temperature, red table, red's green\n+    #         table, blue's green table, and blue table\n+\n+    def _do_all_lsc(self, images: list) -> list:\n+        output_list = []\n+        output_map_func = lt.gradient.Linear().map\n+\n+        # List of colour temperatures\n+        list_col = []\n+        # Associated calibration tables\n+        list_cr = []\n+        list_cb = []\n+        list_cgr = []\n+        list_cgb = []\n+        for image in self._enumerate_lsc_images(images):\n+            col, cr, cb, cgr, cgb = self._do_single_lsc(image)\n+            list_col.append(col)\n+            list_cr.append(cr)\n+            list_cb.append(cb)\n+            list_cgr.append(cgr)\n+            list_cgb.append(cgb)\n+\n+        # Convert to numpy array for data manipulation\n+        list_col = np.array(list_col)\n+        list_cr = np.array(list_cr)\n+        list_cb = np.array(list_cb)\n+        list_cgr = np.array(list_cgr)\n+        list_cgb = np.array(list_cgb)\n+\n+        for color_temperature in sorted(set(list_col)):\n+            # Average tables for the same colour temperature\n+            indices = np.where(list_col == color_temperature)\n+            color_temperature = int(color_temperature)\n+\n+            tables = []\n+            for lis in [list_cr, list_cgr, list_cgb, list_cb]:\n+                table = np.mean(lis[indices], axis=0)\n+                table = output_map_func((1, 3.999), (1024, 4095), table)\n+                table = np.round(table).astype('int32').tolist()\n+                tables.append(table)\n+\n+            entry = {\n+                'ct': color_temperature,\n+                'r': tables[0],\n+                'gr': tables[1],\n+                'gb': tables[2],\n+                'b': tables[3],\n+            }\n+\n+            output_list.append(entry)\n+\n+        return output_list\n+\n+    def process(self, config: dict, images: list, outputs: dict) -> dict:\n+        output = {}\n+\n+        # \\todo This should actually come from self.sector_{x,y}_gradient\n+        size_gradient = lt.gradient.Linear(lt.Remainder.Float)\n+        output['x-size'] = size_gradient.distribute(0.5, 8)\n+        output['y-size'] = size_gradient.distribute(0.5, 8)\n+\n+        output['sets'] = self._do_all_lsc(images)\n+\n+        # \\todo Validate images from greyscale camera and force grescale mode\n+        # \\todo Debug functionality\n+\n+        return output\n","prefixes":["libcamera-devel","v4","06/12"]}