Removed superfluous media join in biometrics.

Fixed avatar source in biometrics query.
Removed superfluous actor_id from biometrics query, should prevent dupes being processed unnecessarily.
2026-07-06 00:26:03 +02:00 · 2026-07-06 00:24:05 +02:00 · 2026-07-06 00:20:32 +02:00 · 2026-07-06 00:12:27 +02:00 · 2026-07-06 00:09:41 +02:00 · 2026-07-06 00:09:39 +02:00
12 changed files with 976 additions and 64 deletions
--- a/2
+++ b/2
--- a/config/default.js
+++ b/config/default.js
@@ -286,6 +286,9 @@ module.exports = {
 			excludeHostnames: [],
 			selectIndex: {},
 		},
+		biometrics: {
+			enabled: true,
+		},
 	},
 	titleSlugLength: 50,
 };
--- a/migrations/20190325001339_releases.js
+++ b/migrations/20190325001339_releases.js
@@ -76,7 +76,7 @@ exports.up = async (knex) => {
 	});

 	await knex.schema.createTable('media', (table) => {
-		table.text('id', 21)
+		table.string('id', 21)
 			.primary();

 		table.text('path');
--- a/migrations/20260704023524_biometrics.js
+++ b/migrations/20260704023524_biometrics.js
@@ -0,0 +1,35 @@
+exports.up = async function(knex) {
+	await knex.schema.createTable('media_biometrics', (table) => {
+		table.increments('id');
+
+		table.string('media_id', 21)
+			.references('id')
+			.inTable('media')
+			.notNullable()
+			.onDelete('cascade');
+
+		table.integer('width');
+		table.integer('height');
+
+		table.integer('face_index')
+			.notNullable()
+			.defaultTo(0);
+
+		table.json('biometrics');
+		table.specificType('embedding', 'vector(1024)');
+
+		table.datetime('updated_at')
+			.notNullable()
+			.defaultTo(knex.fn.now());
+
+		table.datetime('created_at')
+			.notNullable()
+			.defaultTo(knex.fn.now());
+
+		table.unique(['media_id', 'face_index']);
+	});
+};
+
+exports.down = async function(knex) {
+	await knex.schema.dropTable('media_biometrics');
+};
--- a/package-lock.json
+++ b/package-lock.json
@@ -1,12 +1,12 @@
 {
    "name": "traxxx",
-    "version": "1.253.2",
+    "version": "1.254.3",
    "lockfileVersion": 3,
    "requires": true,
    "packages": {
        "": {
            "name": "traxxx",
-            "version": "1.253.2",
+            "version": "1.254.3",
            "license": "ISC",
            "dependencies": {
                "@aws-sdk/client-s3": "^3.458.0",
@@ -17,6 +17,8 @@
                "@graphile-contrib/pg-order-by-related": "^1.0.0",
                "@graphile-contrib/pg-simplify-inflector": "^6.1.0",
                "@graphile/pg-aggregates": "^0.1.1",
+                "@tensorflow/tfjs-node": "^4.22.0",
+                "@vladmandic/human": "^3.3.6",
                "acorn": "^8.11.2",
                "array-equal": "^1.0.2",
                "babel-polyfill": "^6.26.0",
@@ -25,7 +27,6 @@
                "bluebird": "^3.7.2",
                "body-parser": "^1.20.2",
                "bottleneck": "^2.19.5",
-                "canvas": "^2.11.2",
                "casual": "^1.6.2",
                "cheerio": "^1.0.0-rc.12",
                "cli-confirm": "^1.0.1",
@@ -3811,6 +3812,8 @@
            "version": "1.0.11",
            "resolved": "https://registry.npmjs.org/@mapbox/node-pre-gyp/-/node-pre-gyp-1.0.11.tgz",
            "integrity": "sha512-Yhlar6v9WQgUp/He7BdgzOz8lqMQ8sU+jkCq7Wx8Myc5YFJLbEe7lgui/V7G1qB1DJykHSGwreceSaD60Y0PUQ==",
+            "optional": true,
+            "peer": true,
            "dependencies": {
                "detect-libc": "^2.0.0",
                "https-proxy-agent": "^5.0.0",
@@ -3830,6 +3833,8 @@
            "version": "5.0.1",
            "resolved": "https://registry.npmjs.org/https-proxy-agent/-/https-proxy-agent-5.0.1.tgz",
            "integrity": "sha512-dFcAjpTQFgoLMzC2VwU+C/CbS7uRL0lWmxDITmqm7C+7F0Odmj6s9l6alZc6AELXhrnggM2CeWSXHGOdX2YtwA==",
+            "optional": true,
+            "peer": true,
            "dependencies": {
                "agent-base": "6",
                "debug": "4"
@@ -3842,6 +3847,8 @@
            "version": "6.0.0",
            "resolved": "https://registry.npmjs.org/lru-cache/-/lru-cache-6.0.0.tgz",
            "integrity": "sha512-Jo6dJ04CmSjuznwJSS3pUeWmd/H0ffTlkXXgwZi+eq1UCmqQwCh+eLsYOYCwY991i2Fah4h1BEMCx4qThGbsiA==",
+            "optional": true,
+            "peer": true,
            "dependencies": {
                "yallist": "^4.0.0"
            },
@@ -3853,6 +3860,8 @@
            "version": "3.1.0",
            "resolved": "https://registry.npmjs.org/make-dir/-/make-dir-3.1.0.tgz",
            "integrity": "sha512-g3FeP20LNwhALb/6Cz6Dd4F2ngze0jz7tbzrD2wAV+o9FeNHe4rL+yK2md0J/fiSf1sa1ADhXqi5+oVwOM/eGw==",
+            "optional": true,
+            "peer": true,
            "dependencies": {
                "semver": "^6.0.0"
            },
@@ -3867,6 +3876,8 @@
            "version": "6.3.1",
            "resolved": "https://registry.npmjs.org/semver/-/semver-6.3.1.tgz",
            "integrity": "sha512-BR7VvDCVHO+q2xBEWskxS6DJE1qRnb7DxzUrogb71CWoSficBxYsiAGd+Kl0mmq/MprG9yArRkyrQxTO6XjMzA==",
+            "optional": true,
+            "peer": true,
            "bin": {
                "semver": "bin/semver.js"
            }
@@ -3875,6 +3886,8 @@
            "version": "2.7.0",
            "resolved": "https://registry.npmjs.org/node-fetch/-/node-fetch-2.7.0.tgz",
            "integrity": "sha512-c4FRfUm/dbcWZ7U+1Wq0AwCyFL+3nt2bEw05wfxSz+DWpWsitgmSgYmy2dQdWyKC1694ELPqMs/YzUSNozLt8A==",
+            "optional": true,
+            "peer": true,
            "dependencies": {
                "whatwg-url": "^5.0.0"
            },
@@ -3894,6 +3907,8 @@
            "version": "7.5.4",
            "resolved": "https://registry.npmjs.org/semver/-/semver-7.5.4.tgz",
            "integrity": "sha512-1bCSESV6Pv+i21Hvpxp3Dx+pSD8lIPt8uVjRrxAUt/nbswYc+tK6Y2btiULjd4+fnq15PX+nqQDC7Oft7WkwcA==",
+            "optional": true,
+            "peer": true,
            "dependencies": {
                "lru-cache": "^6.0.0"
            },
@@ -3907,17 +3922,23 @@
        "node_modules/@mapbox/node-pre-gyp/node_modules/tr46": {
            "version": "0.0.3",
            "resolved": "https://registry.npmjs.org/tr46/-/tr46-0.0.3.tgz",
-            "integrity": "sha512-N3WMsuqV66lT30CrXNbEjx4GEwlow3v6rr4mCcv6prnfwhS01rkgyFdjPNBYd9br7LpXV1+Emh01fHnq2Gdgrw=="
+            "integrity": "sha512-N3WMsuqV66lT30CrXNbEjx4GEwlow3v6rr4mCcv6prnfwhS01rkgyFdjPNBYd9br7LpXV1+Emh01fHnq2Gdgrw==",
+            "optional": true,
+            "peer": true
        },
        "node_modules/@mapbox/node-pre-gyp/node_modules/webidl-conversions": {
            "version": "3.0.1",
            "resolved": "https://registry.npmjs.org/webidl-conversions/-/webidl-conversions-3.0.1.tgz",
-            "integrity": "sha512-2JAn3z8AR6rjK8Sm8orRC0h/bcl/DqL7tRPdGZ4I1CjdF+EaMLmYxBHyXuKL849eucPFhvBoxMsflfOb8kxaeQ=="
+            "integrity": "sha512-2JAn3z8AR6rjK8Sm8orRC0h/bcl/DqL7tRPdGZ4I1CjdF+EaMLmYxBHyXuKL849eucPFhvBoxMsflfOb8kxaeQ==",
+            "optional": true,
+            "peer": true
        },
        "node_modules/@mapbox/node-pre-gyp/node_modules/whatwg-url": {
            "version": "5.0.0",
            "resolved": "https://registry.npmjs.org/whatwg-url/-/whatwg-url-5.0.0.tgz",
            "integrity": "sha512-saE57nupxk6v3HY35+jzBwYa0rKSy0XR8JSxZPwgLr7ys0IBzhGviA1/TUGJLmSVqs8pb9AnvICXEuOHLprYTw==",
+            "optional": true,
+            "peer": true,
            "dependencies": {
                "tr46": "~0.0.3",
                "webidl-conversions": "^3.0.0"
@@ -3926,7 +3947,9 @@
        "node_modules/@mapbox/node-pre-gyp/node_modules/yallist": {
            "version": "4.0.0",
            "resolved": "https://registry.npmjs.org/yallist/-/yallist-4.0.0.tgz",
-            "integrity": "sha512-3wdGidZyq5PB084XLES5TpOSRA3wjXAlIWMhum2kRcv/41Sn2emQ0dycQW4uZXLejwKvg6EsvbdlVL+FYEct7A=="
+            "integrity": "sha512-3wdGidZyq5PB084XLES5TpOSRA3wjXAlIWMhum2kRcv/41Sn2emQ0dycQW4uZXLejwKvg6EsvbdlVL+FYEct7A==",
+            "optional": true,
+            "peer": true
        },
        "node_modules/@nicolo-ribaudo/chokidar-2": {
            "version": "2.1.8-no-fsevents.3",
@@ -5051,6 +5074,27 @@
            "resolved": "https://registry.npmjs.org/tslib/-/tslib-2.6.2.tgz",
            "integrity": "sha512-AEYxH93jGFPn/a2iVAwW87VuUIkR1FVUKB77NwMF7nBTDkDrrT/Hpt/IrCJ0QXhW27jTBDcf5ZY7w6RiqTMw2Q=="
        },
+        "node_modules/@tensorflow/tfjs": {
+            "version": "4.22.0",
+            "resolved": "https://registry.npmjs.org/@tensorflow/tfjs/-/tfjs-4.22.0.tgz",
+            "integrity": "sha512-0TrIrXs6/b7FLhLVNmfh8Sah6JgjBPH4mZ8JGb7NU6WW+cx00qK5BcAZxw7NCzxj6N8MRAIfHq+oNbPUNG5VAg==",
+            "dependencies": {
+                "@tensorflow/tfjs-backend-cpu": "4.22.0",
+                "@tensorflow/tfjs-backend-webgl": "4.22.0",
+                "@tensorflow/tfjs-converter": "4.22.0",
+                "@tensorflow/tfjs-core": "4.22.0",
+                "@tensorflow/tfjs-data": "4.22.0",
+                "@tensorflow/tfjs-layers": "4.22.0",
+                "argparse": "^1.0.10",
+                "chalk": "^4.1.0",
+                "core-js": "3.29.1",
+                "regenerator-runtime": "^0.13.5",
+                "yargs": "^16.0.3"
+            },
+            "bin": {
+                "tfjs-custom-module": "dist/tools/custom_module/cli.js"
+            }
+        },
        "node_modules/@tensorflow/tfjs-core": {
            "version": "1.7.0",
            "resolved": "https://registry.npmjs.org/@tensorflow/tfjs-core/-/tfjs-core-1.7.0.tgz",
@@ -5075,6 +5119,493 @@
                "node": "4.x || >=6.0.0"
            }
        },
+        "node_modules/@tensorflow/tfjs-node": {
+            "version": "4.22.0",
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+            "hasInstallScript": true,
+            "dependencies": {
+                "@mapbox/node-pre-gyp": "1.0.9",
+                "@tensorflow/tfjs": "4.22.0",
+                "adm-zip": "^0.5.2",
+                "google-protobuf": "^3.9.2",
+                "https-proxy-agent": "^2.2.1",
+                "progress": "^2.0.0",
+                "rimraf": "^2.6.2",
+                "tar": "^6.2.1"
+            },
+            "engines": {
+                "node": ">=8.11.0"
+            }
+        },
+        "node_modules/@tensorflow/tfjs-node/node_modules/@mapbox/node-pre-gyp": {
+            "version": "1.0.9",
+            "resolved": "https://registry.npmjs.org/@mapbox/node-pre-gyp/-/node-pre-gyp-1.0.9.tgz",
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+            "dependencies": {
+                "detect-libc": "^2.0.0",
+                "https-proxy-agent": "^5.0.0",
+                "make-dir": "^3.1.0",
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+                "nopt": "^5.0.0",
+                "npmlog": "^5.0.1",
+                "rimraf": "^3.0.2",
+                "semver": "^7.3.5",
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+            }
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+            "version": "2.1.0",
+            "resolved": "https://registry.npmjs.org/es-set-tostringtag/-/es-set-tostringtag-2.1.0.tgz",
+            "integrity": "sha512-j6vWzfrGVfyXxge+O0x5sh6cvxAog0a/4Rdd2K36zCMV5eJ+/+tOAngRO8cODMNWbVRdVlmGZQL2YS3yR8bIUA==",
            "dependencies": {
-                "get-intrinsic": "^1.2.2",
-                "has-tostringtag": "^1.0.0",
-                "hasown": "^2.0.0"
+                "es-errors": "^1.3.0",
+                "get-intrinsic": "^1.2.6",
+                "has-tostringtag": "^1.0.2",
+                "hasown": "^2.0.2"
            },
            "engines": {
                "node": ">= 0.4"
@@ -8851,6 +9423,19 @@
                "url": "https://github.com/sponsors/ljharb"
            }
        },
+        "node_modules/es6-promise": {
+            "version": "4.2.8",
+            "resolved": "https://registry.npmjs.org/es6-promise/-/es6-promise-4.2.8.tgz",
+            "integrity": "sha512-HJDGx5daxeIvxdBxvG2cb9g4tEvwIk3i8+nhX0yGrYmZUzbkdg8QbDevheDB8gd0//uPj4c1EQua8Q+MViT0/w=="
+        },
+        "node_modules/es6-promisify": {
+            "version": "5.0.0",
+            "resolved": "https://registry.npmjs.org/es6-promisify/-/es6-promisify-5.0.0.tgz",
+            "integrity": "sha512-C+d6UdsYDk0lMebHNR4S2NybQMMngAOnOwYBQjTOiv0MkoJMP0Myw2mgpDLBcpfCmRLxyFqYhS/CfOENq4SJhQ==",
+            "dependencies": {
+                "es6-promise": "^4.0.3"
+            }
+        },
        "node_modules/escalade": {
            "version": "3.2.0",
            "resolved": "https://registry.npmjs.org/escalade/-/escalade-3.2.0.tgz",
@@ -10250,13 +10835,15 @@
            }
        },
        "node_modules/form-data": {
-            "version": "4.0.0",
-            "resolved": "https://registry.npmjs.org/form-data/-/form-data-4.0.0.tgz",
-            "integrity": "sha512-ETEklSGi5t0QMZuiXoA/Q6vcnxcLQP5vdugSpuAyi6SVGi2clPPp+xgEhuMaHC+zGgn31Kd235W35f7Hykkaww==",
+            "version": "4.0.6",
+            "resolved": "https://registry.npmjs.org/form-data/-/form-data-4.0.6.tgz",
+            "integrity": "sha512-vKatAh4SlVfgbv+YtmhiRjhEMJsYpsG1Y2rMQtR+SVSbytsSD1YGzDIcrAJmdFec88u/+VoGmxnl+80gL1tRCQ==",
            "dependencies": {
                "asynckit": "^0.4.0",
                "combined-stream": "^1.0.8",
-                "mime-types": "^2.1.12"
+                "es-set-tostringtag": "^2.1.0",
+                "hasown": "^2.0.4",
+                "mime-types": "^2.1.35"
            },
            "engines": {
                "node": ">= 6"
@@ -10733,6 +11320,11 @@
                "node": "*"
            }
        },
+        "node_modules/google-protobuf": {
+            "version": "3.21.4",
+            "resolved": "https://registry.npmjs.org/google-protobuf/-/google-protobuf-3.21.4.tgz",
+            "integrity": "sha512-MnG7N936zcKTco4Jd2PX2U96Kf9PxygAPKBug+74LHzmHXmceN16MmRcdgZv+DGef/S9YvQAfRsNCn4cjf9yyQ=="
+        },
        "node_modules/gopd": {
            "version": "1.2.0",
            "resolved": "https://registry.npmjs.org/gopd/-/gopd-1.2.0.tgz",
@@ -10984,11 +11576,11 @@
            }
        },
        "node_modules/has-tostringtag": {
-            "version": "1.0.0",
-            "resolved": "https://registry.npmjs.org/has-tostringtag/-/has-tostringtag-1.0.0.tgz",
-            "integrity": "sha512-kFjcSNhnlGV1kyoGk7OXKSawH5JOb/LzUc5w9B02hOTO0dfFRjbHQKvg1d6cf3HbeUmtU9VbbV3qzZ2Teh97WQ==",
+            "version": "1.0.2",
+            "resolved": "https://registry.npmjs.org/has-tostringtag/-/has-tostringtag-1.0.2.tgz",
+            "integrity": "sha512-NqADB8VjPFLM2V0VvHUewwwsw0ZWBaIdgo+ieHtK3hasLz4qeCRjYcqfB6AQrBggRKppKF8L52/VqdVsO47Dlw==",
            "dependencies": {
-                "has-symbols": "^1.0.2"
+                "has-symbols": "^1.0.3"
            },
            "engines": {
                "node": ">= 0.4"
@@ -11009,9 +11601,9 @@
            "dev": true
        },
        "node_modules/hasown": {
-            "version": "2.0.2",
-            "resolved": "https://registry.npmjs.org/hasown/-/hasown-2.0.2.tgz",
-            "integrity": "sha512-0hJU9SCPvmMzIBdZFqNPXWa6dqh7WdH0cII9y+CyS8rG3nL48Bclra9HmKhVVUHyPWNH5Y7xDwAB7bfgSjkUMQ==",
+            "version": "2.0.4",
+            "resolved": "https://registry.npmjs.org/hasown/-/hasown-2.0.4.tgz",
+            "integrity": "sha512-T2UbfbBEF32wiepXIsMlTW9+dDYC6wMh/t/vYA4tuOMKqWz/n3vr1NFSxQiyP+zk2mXsoMA/i/7qV6LKut1t1A==",
            "dependencies": {
                "function-bind": "^1.1.2"
            },
@@ -13030,6 +13622,11 @@
                "node": ">= 12.0.0"
            }
        },
+        "node_modules/long": {
+            "version": "4.0.0",
+            "resolved": "https://registry.npmjs.org/long/-/long-4.0.0.tgz",
+            "integrity": "sha512-XsP+KhQif4bjX1kbuSiySJFNAehNxgLb6hPRGJ9QsUr8ajHkuXGdrHmFUTUUXhDwVX2R5bY4JNZEwbUiMhV+MA=="
+        },
        "node_modules/longjohn": {
            "version": "0.2.12",
            "resolved": "https://registry.npmjs.org/longjohn/-/longjohn-0.2.12.tgz",
@@ -13422,6 +14019,8 @@
            "version": "2.1.0",
            "resolved": "https://registry.npmjs.org/mimic-response/-/mimic-response-2.1.0.tgz",
            "integrity": "sha512-wXqjST+SLt7R009ySCglWBCFpjUygmCIfD790/kVbiGmUgfYGuB14PiTd5DwVxSV4NcYHjzMkoj5LjQZwTQLEA==",
+            "optional": true,
+            "peer": true,
            "engines": {
                "node": ">=8"
            },
@@ -19475,12 +20074,16 @@
                    "type": "consulting",
                    "url": "https://feross.org/support"
                }
-            ]
+            ],
+            "optional": true,
+            "peer": true
        },
        "node_modules/simple-get": {
            "version": "3.1.1",
            "resolved": "https://registry.npmjs.org/simple-get/-/simple-get-3.1.1.tgz",
            "integrity": "sha512-CQ5LTKGfCpvE1K0n2us+kuMPbk/q0EKl82s4aheV9oXjFEz6W/Y7oQFVJuU6QG77hRT4Ghb5RURteF5vnWjupA==",
+            "optional": true,
+            "peer": true,
            "dependencies": {
                "decompress-response": "^4.2.0",
                "once": "^1.3.1",
@@ -20130,9 +20733,10 @@
            }
        },
        "node_modules/tar": {
-            "version": "6.2.0",
-            "resolved": "https://registry.npmjs.org/tar/-/tar-6.2.0.tgz",
-            "integrity": "sha512-/Wo7DcT0u5HUV486xg675HtjNd3BXZ6xDbzsCUZPt5iw8bTQ63bP0Raut3mvro9u+CUyq7YQd8Cx55fsZXxqLQ==",
+            "version": "6.2.1",
+            "resolved": "https://registry.npmjs.org/tar/-/tar-6.2.1.tgz",
+            "integrity": "sha512-DZ4yORTwrbTj/7MZYq2w+/ZFdI6OZ/f9SFHR+71gIVUZhOQPHzVCLpvRnPgyaMpfWxxk/4ONva3GQSyNIKRv6A==",
+            "deprecated": "Old versions of tar are not supported, and contain widely publicized security vulnerabilities, which have been fixed in the current version. Please update. Support for old versions may be purchased (at exorbitant rates) by contacting i@izs.me",
            "dependencies": {
                "chownr": "^2.0.0",
                "fs-minipass": "^2.0.0",
@@ -22729,7 +23333,6 @@
            "version": "20.2.9",
            "resolved": "https://registry.npmjs.org/yargs-parser/-/yargs-parser-20.2.9.tgz",
            "integrity": "sha512-y11nGElTIV+CT3Zv9t7VKl+Q3hTQoT9a1Qzezhhl6Rp21gJ/IVTW7Z3y9EWXhuUBC2Shnf+DX0antecpAwSP8w==",
-            "dev": true,
            "engines": {
                "node": ">=10"
            }
--- a/package.json
+++ b/package.json
@@ -1,6 +1,6 @@
 {
    "name": "traxxx",
-    "version": "1.253.2",
+    "version": "1.254.3",
    "description": "All the latest porn releases in one place",
    "main": "src/app.js",
    "scripts": {
@@ -76,6 +76,8 @@
        "@graphile-contrib/pg-order-by-related": "^1.0.0",
        "@graphile-contrib/pg-simplify-inflector": "^6.1.0",
        "@graphile/pg-aggregates": "^0.1.1",
+        "@tensorflow/tfjs-node": "^4.22.0",
+        "@vladmandic/human": "^3.3.6",
        "acorn": "^8.11.2",
        "array-equal": "^1.0.2",
        "babel-polyfill": "^6.26.0",
@@ -84,7 +86,6 @@
        "bluebird": "^3.7.2",
        "body-parser": "^1.20.2",
        "bottleneck": "^2.19.5",
-        "canvas": "^2.11.2",
        "casual": "^1.6.2",
        "cheerio": "^1.0.0-rc.12",
        "cli-confirm": "^1.0.1",
--- a/seeds/00_tags.js
+++ b/seeds/00_tags.js
@@ -3097,6 +3097,7 @@ const aliases = [
 ];

 const priorities = [ // higher index is higher priority
+	['blonde', 'brunette', 'black-hair', 'redhead'],
 	['double-dildo', 'double-dildo-blowjob', 'double-dildo-kiss', 'double-dildo-anal', 'double-dildo-dp'],
 	['toys', 'toy-anal', 'toy-dp', 'piss-drinking'],
 	['family'],
--- a/seeds/08_abilities.js
+++ b/seeds/08_abilities.js
@@ -0,0 +1,28 @@
+exports.seed = async (knex) => {
+	await knex('users_roles')
+		.update('abilities', JSON.stringify([
+			{ subject: 'scene', action: 'create' },
+			{ subject: 'scene', action: 'update' },
+			{ subject: 'scene', action: 'delete' },
+			{ subject: 'actor', action: 'create' },
+			{ subject: 'actor', action: 'update' },
+			{ subject: 'actor', action: 'delete' },
+			{ subject: 'actor', action: 'merge' },
+			{ subject: 'sync' },
+			{ subject: 'plainUrls' },
+		]))
+		.where('role', 'admin');
+
+	await knex('users_roles')
+		.update('abilities', JSON.stringify([
+			{ subject: 'scene', action: 'create' },
+			{ subject: 'scene', action: 'update' },
+			{ subject: 'scene', action: 'delete' },
+			{ subject: 'actor', action: 'create' },
+			{ subject: 'actor', action: 'update' },
+			{ subject: 'actor', action: 'delete' },
+			{ subject: 'actor', action: 'merge' },
+			{ subject: 'plainUrls' },
+		]))
+		.where('role', 'editor');
+};
--- a/src/actors.js
+++ b/src/actors.js
@@ -31,6 +31,7 @@ const { associateAvatars, flushOrphanedMedia } = require('./media');
 const { fetchEntitiesBySlug } = require('./entities');
 const { deleteScenes } = require('./releases');
 const { updateActorSearch } = require('./update-search');
+const { setBiometrics } = require('./biometrics');

 const actorsCommon = import('../common/actors.mjs'); // eslint-disable-line import/extensions, import/no-relative-packages
 const geoCommon = import('../common/geo.mjs'); // eslint-disable-line import/extensions, import/no-relative-packages
@@ -824,6 +825,11 @@ async function storeProfiles(profiles) {

 	await upsertProfiles(profilesWithAvatarIds);
 	await interpolateProfiles(actorIds);
+
+	setBiometrics(Array.from(new Set(profiles.map((profile) => profile.actorId)))).catch((error) => {
+		// biometrics are courtesy, don't await
+		logger.error(`Biometrics failed: ${error.message}`);
+	});
 }

 async function scrapeActors(argNames) {
@@ -913,7 +919,7 @@ async function getOrCreateActors(baseActors, batchId) {
 		.whereRaw(`
 			actors.slug = base_actors.slug
 			AND actors.entity_id IS NULL
-			AND NOT base_actors.collision_likely
+			AND (NOT base_actors.collision_likely OR actors.allow_global_match)
 		`)
 		.orWhereRaw(`
 			actors.slug = base_actors.slug
@@ -981,7 +987,7 @@ async function getOrCreateActors(baseActors, batchId) {

 	await storeProfiles(newActorProfiles);

-	if (Array.isArray(newActors)) {
+	if (Array.isArray(newActors) && newActors.length > 0) {
 		await updateActorSearch(newActors.map((actor) => actor.id));
 		return newActors.concat(existingActors);
 	}
--- a/src/biometrics.js
+++ b/src/biometrics.js
@@ -0,0 +1,213 @@
+'use strict';
+
+const config = require('config');
+const path = require('path');
+const fsPromises = require('fs').promises;
+const Human = require('@vladmandic/human').default;
+
+const knex = require('./knex');
+const logger = require('./logger')(__filename);
+
+const humanConfig = {
+	modelBasePath: `file://${path.join(__dirname, '../node_modules/@vladmandic/human/models')}/`,
+	backend: 'tensorflow', // uses tfjs-node under the hood
+	face: {
+		enabled: true,
+		detector: { rotation: false },
+		mesh: { enabled: false },
+		iris: { enabled: false },
+		description: { enabled: true },
+		emotion: { enabled: true },
+	},
+	body: { enabled: false },
+	hand: { enabled: false },
+	gesture: { enabled: false },
+};
+
+let humanInstance = null;
+const nsPerSec = 1e9;
+const remainingTimeWindow = 30; // number of recent entries used to estimate time remaining
+
+async function getHumanInstance() {
+	if (!humanInstance) {
+		humanInstance = new Human(humanConfig);
+
+		await humanInstance.load();
+		await humanInstance.warmup();
+	}
+
+	return humanInstance;
+}
+
+async function getImageBuffer(mediaEntry) {
+	if (mediaEntry.is_s3) {
+		if (!config.s3.enabled) {
+			logger.verbose(`Skipping biometrics for ${mediaEntry.media_id}, S3 not enabled`);
+			return null;
+		}
+
+		const res = await fetch(`https://${config.s3.bucket}/${mediaEntry.path}`);
+
+		if (res.ok) {
+			return Buffer.from(await res.arrayBuffer());
+		}
+
+		return null;
+	}
+
+	try {
+		const buffer = await fsPromises.readFile(path.join(config.media.path, mediaEntry.path));
+
+		return buffer;
+	} catch (_error) {
+		return null;
+	}
+}
+
+async function getBiometrics(avatarEntry) {
+	if (!avatarEntry) {
+		return null;
+	}
+
+	const human = await getHumanInstance();
+	const buffer = await getImageBuffer(avatarEntry);
+
+	if (!buffer) {
+		return null;
+	}
+
+	let tensor;
+
+	try {
+		tensor = human.tf.node.decodeImage(buffer, 3);
+		const result = await human.detect(tensor);
+
+		return result;
+	} catch (error) {
+		logger.error(`Failed to decode or detect ${avatarEntry.media_id}: ${error.message}`);
+
+		return null;
+	} finally {
+		tensor?.dispose();
+	}
+}
+
+function getAvatarSource(actorIds, includePhotos) {
+	if (includePhotos) {
+		return knex('actors_avatars')
+			.select('media_id')
+			.modify((builder) => {
+				if (actorIds) {
+					builder.whereIn('actor_id', actorIds);
+				}
+			});
+	}
+
+	return knex('actors')
+		.select('avatar_media_id as media_id')
+		.whereNotNull('avatar_media_id')
+		.modify((builder) => {
+			if (actorIds) {
+				builder.whereIn('id', actorIds);
+			}
+		});
+}
+
+async function setBiometrics(actorIds, shouldUpdate = false, includePhotos = false) {
+	if (!config.media.biometrics.enabled) {
+		return;
+	}
+
+	const startTime = process.hrtime();
+	const recentDurationsMs = [];
+
+	const avatarSource = getAvatarSource(actorIds, includePhotos);
+
+	const avatarEntries = await knex('media')
+		.select(
+			'media.id as media_id',
+			'media.path',
+			'media.is_s3',
+			knex.raw('coalesce(json_agg(media_biometrics.biometrics) filter (where media_biometrics.id is not null), \'[]\') as biometrics'),
+		)
+		.leftJoin('media_biometrics', 'media_biometrics.media_id', 'media.id')
+		.whereIn('media.id', avatarSource)
+		.groupBy('media.id', 'media.path', 'media.is_s3');
+
+	await avatarEntries.reduce(async (chain, avatarEntry, avatarIndex) => {
+		await chain;
+
+		if (avatarEntry.biometrics.length > 0 && !shouldUpdate) {
+			logger.verbose(`Skipping biometrics for ${avatarEntry.media_id}, already present`);
+			return;
+		}
+
+		const entryStartTime = process.hrtime();
+
+		const biometrics = await getBiometrics(avatarEntry);
+
+		if (!biometrics) {
+			return;
+		}
+
+		const curatedBiometrics = biometrics.face.map((face) => ({
+			biometrics: {
+				age: face.age,
+				gender: face.gender,
+				genderScore: face.genderScore,
+				emotion: face.emotion,
+				box: face.box,
+				score: face.score,
+				...Object.fromEntries(Object.entries(face.annotations).map(([key, annotation]) => [key, annotation.filter(Boolean)[0] || null])),
+			},
+			embedding: face.embedding,
+		}));
+
+		if (curatedBiometrics.length === 0) {
+			return;
+		}
+
+		if (shouldUpdate) {
+			await knex('media_biometrics')
+				.where('media_id', avatarEntry.media_id)
+				.delete();
+		}
+
+		await knex('media_biometrics')
+			.insert(curatedBiometrics.map((face, index) => ({
+				media_id: avatarEntry.media_id,
+				face_index: index,
+				width: biometrics.width,
+				height: biometrics.height,
+				biometrics: JSON.stringify(face.biometrics),
+				embedding: knex.raw('?::vector', [JSON.stringify(face.embedding)]),
+				updated_at: knex.raw('now()'),
+			})))
+			.onConflict(['media_id', 'face_index'])
+			.ignore();
+
+		const [entrySec, entryNs] = process.hrtime(entryStartTime);
+		const entryMs = (entrySec * nsPerSec + entryNs) / 1e6;
+
+		recentDurationsMs.push(entryMs);
+
+		if (recentDurationsMs.length > remainingTimeWindow) {
+			recentDurationsMs.shift();
+		}
+
+		const avgMsPerEntry = recentDurationsMs.reduce((sum, ms) => sum + ms, 0) / recentDurationsMs.length;
+		const remainingMs = avgMsPerEntry * (avatarEntries.length - (avatarIndex + 1));
+		const remainingMinutes = (remainingMs / 1000 / 60).toFixed(1);
+
+		logger.info(`Set biometrics for ${avatarEntry.media_id} (${avatarIndex + 1}/${avatarEntries.length}, ~${remainingMinutes}m remaining)`);
+	}, Promise.resolve());
+
+	const diffTime = process.hrtime(startTime);
+	const totalMs = (diffTime[0] * nsPerSec + diffTime[1]) / 1e6;
+
+	logger.info(`Biometrics done in ${(totalMs / 1000).toFixed(1)}s for ${actorIds?.length || 'all'} actors and ${avatarEntries.length} avatars`);
+}
+
+module.exports = {
+	setBiometrics,
+};
--- a/src/media.js
+++ b/src/media.js
@@ -28,7 +28,6 @@ const chunk = require('./utils/chunk');
 const { get } = require('./utils/qu');
 const { fetchEntityReleaseIds } = require('./entity-releases');

-// const pipeline = util.promisify(stream.pipeline);
 const streamQueue = taskQueue();

 const s3 = new S3Client({
@@ -516,16 +515,6 @@ async function storeImageFile(media, hashDir, hashSubDir, filename, filedir, fil
 			writeLazy(image, lazypath, info),
 		]);

-		/*
-		if (isProcessed) {
-			// file already stored, remove temporary file
-			await fsPromises.unlink(media.file.path);
-		} else {
-			// image not processed, simply move temporary file to final location
-			await fsPromises.rename(media.file.path, path.join(config.media.path, filepath));
-		}
-		*/
-
 		await fsPromises.unlink(media.file.path);

 		if (config.s3.enabled) {
@@ -731,31 +720,31 @@ async function fetchSource(source, baseMedia) {
 	}

 	async function attempt(attempts = 1) {
-		const hasher = new blake2.Hash('blake2b', { digestLength: 24 });
-		let hasherReady = true;
-		hasher.setEncoding('hex');
+		const tempFilePath = path.join(config.media.path, 'temp', `${baseMedia.id}`);
+		let tempFileTarget;
+
+		const hasher = blake2.createHash('blake2b', { digestLength: 24 });
+
+		let size = 0;
+
+		const hashStream = new stream.Transform({
+			transform(streamChunk, _encoding, callback) {
+				size += streamChunk.length;
+				hasher.update(streamChunk);
+				this.push(streamChunk);
+				callback();
+			},
+		});

 		try {
-			const tempFilePath = path.join(config.media.path, 'temp', `${baseMedia.id}`);
-			const tempFileTarget = fs.createWriteStream(tempFilePath);
-			const hashStream = new stream.PassThrough();
-			let size = 0;
-
-			hashStream.on('data', (streamChunk) => {
-				size += streamChunk.length;
-
-				if (hasherReady) {
-					hasher.write(streamChunk);
-				}
-			});
+			tempFileTarget = fs.createWriteStream(tempFilePath);

 			const { mimetype } = source.stream
 				? await streamQueue.push('fetchStreamSource', { source, tempFileTarget, hashStream })
 				: await fetchHttpSource(source, tempFileTarget, hashStream);

-			hasher.end();
+			const hash = hasher.digest('hex');

-			const hash = hasher.read();
 			const [type, subtype] = mimetype.split('/');
 			const extension = mime.getExtension(mimetype);

@@ -778,8 +767,10 @@ async function fetchSource(source, baseMedia) {
 				},
 			};
 		} catch (error) {
-			hasherReady = false;
-			hasher.end();
+			// hasherReady = false;
+			// hasher.end();
+			hashStream.destroy();
+			tempFileTarget?.destroy();

 			if (error.code !== 'VERIFY_TYPE') {
 				logger.warn(`Failed attempt ${attempts}/${maxAttempts} to fetch ${source.src}: ${error.message}`);
--- a/src/tools/biometrics.js
+++ b/src/tools/biometrics.js
@@ -0,0 +1,31 @@
+'use strict';
+
+const yargs = require('yargs');
+const { hideBin } = require('yargs/helpers');
+
+const knex = require('../knex');
+const { setBiometrics } = require('../biometrics');
+
+const argv = yargs(hideBin(process.argv))
+	.option('actor-ids', {
+		alias: 'actors',
+		type: 'array',
+		describe: 'List of actor IDs to derive biometrics for',
+	})
+	.option('update', {
+		alias: 'force',
+		type: 'boolean',
+		describe: 'Re-compute biometrics when already present',
+	})
+	.option('photos', {
+		type: 'boolean',
+		describe: 'Include secondary actor photos',
+	})
+	.argv;
+
+async function init() {
+	await setBiometrics(argv.actorIds, argv.update, argv.photos);
+	knex.destroy();
+}
+
+init();
Author	SHA1	Message	Date
DebaucheryLibrarian	e9500f6d0e	Removed superfluous media join in biometrics.	2026-07-06 00:26:03 +02:00
DebaucheryLibrarian	db8edf1010	Fixed avatar source in biometrics query.	2026-07-06 00:24:05 +02:00
DebaucheryLibrarian	f538d8b62a	Removed superfluous actor_id from biometrics query, should prevent dupes being processed unnecessarily.	2026-07-06 00:20:32 +02:00
DebaucheryLibrarian	e0a89f0b15	Mapped biometric decode error to media ID.	2026-07-06 00:12:27 +02:00
DebaucheryLibrarian	b895ce5a49	1.254.3	2026-07-06 00:09:41 +02:00
DebaucheryLibrarian	b9a8d49063	Biometric time remaining accounting for skipped files.	2026-07-06 00:09:39 +02:00
DebaucheryLibrarian	708c02b410	Tensor dispose optionally chained in case it wasn't set.	2026-07-05 20:57:40 +02:00
DebaucheryLibrarian	c6a3c3aba3	1.254.2	2026-07-05 20:57:03 +02:00
DebaucheryLibrarian	fe2b63878c	Catching biometric tensor decode errors.	2026-07-05 20:57:00 +02:00
DebaucheryLibrarian	dd48ef9194	1.254.1	2026-07-05 04:41:38 +02:00
DebaucheryLibrarian	a888acf0b7	Fixed missing slash in biometrics bucket path.	2026-07-05 04:41:36 +02:00
DebaucheryLibrarian	b66ee3095d	1.254.0	2026-07-05 04:02:10 +02:00
DebaucheryLibrarian	525bca255b	Added biometrics for avatars.	2026-07-05 04:02:00 +02:00
DebaucheryLibrarian	32a3f876e3	Added abilities seed file to repo.	2026-06-17 00:58:21 +02:00
DebaucheryLibrarian	ccf815b71f	1.253.6	2026-06-17 00:57:48 +02:00
DebaucheryLibrarian	da6b54079f	Hashing media in transform in an attempt to improve reliability. Added seed file for user abilities.	2026-06-17 00:57:45 +02:00
DebaucheryLibrarian	43d58ff093	1.253.5	2026-06-09 05:54:11 +02:00
DebaucheryLibrarian	677f72df33	Utilizing allow global match into scene actor association.	2026-06-09 05:54:09 +02:00
DebaucheryLibrarian	18d6832f95	1.253.4	2026-06-09 04:23:16 +02:00
DebaucheryLibrarian	170c42c282	Updated common.	2026-06-09 04:23:11 +02:00
DebaucheryLibrarian	51eafc9a07	1.253.3	2026-06-09 03:19:10 +02:00
DebaucheryLibrarian	01213afd8b	Updated common.	2026-06-09 03:19:08 +02:00