Instructions to use mangalarora/moderation-models with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- LiteRT
How to use mangalarora/moderation-models with LiteRT:
# No code snippets available yet for this library. # To use this model, check the repository files and the library's documentation. # Want to help? PRs adding snippets are welcome at: # https://github.com/huggingface/huggingface.js
- Notebooks
- Google Colab
- Kaggle
Signed manifest for models@3b8117462cc2
Browse files- manifest/v1/manifest.json +780 -0
- manifest/v1/manifest.json.sig +2 -0
manifest/v1/manifest.json
ADDED
|
@@ -0,0 +1,780 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"baseUrl": "https://huggingface.co/mangalarora/moderation-models/resolve/3b8117462cc25bd08380262cef72feeea26a8eef/",
|
| 3 |
+
"generatedAt": "2026-09-15T06:18:39Z",
|
| 4 |
+
"keyId": "2026-09",
|
| 5 |
+
"manifestVersion": 202609150618,
|
| 6 |
+
"models": [
|
| 7 |
+
{
|
| 8 |
+
"capability": "video.nsfw",
|
| 9 |
+
"family": "vision.body_regions",
|
| 10 |
+
"id": "nudenet-320n",
|
| 11 |
+
"labels": [
|
| 12 |
+
"FEMALE_GENITALIA_COVERED",
|
| 13 |
+
"FACE_FEMALE",
|
| 14 |
+
"BUTTOCKS_EXPOSED",
|
| 15 |
+
"FEMALE_BREAST_EXPOSED",
|
| 16 |
+
"FEMALE_GENITALIA_EXPOSED",
|
| 17 |
+
"MALE_BREAST_EXPOSED",
|
| 18 |
+
"ANUS_EXPOSED",
|
| 19 |
+
"FEET_EXPOSED",
|
| 20 |
+
"BELLY_COVERED",
|
| 21 |
+
"FEET_COVERED",
|
| 22 |
+
"ARMPITS_COVERED",
|
| 23 |
+
"ARMPITS_EXPOSED",
|
| 24 |
+
"FACE_MALE",
|
| 25 |
+
"BELLY_EXPOSED",
|
| 26 |
+
"MALE_GENITALIA_EXPOSED",
|
| 27 |
+
"ANUS_COVERED",
|
| 28 |
+
"FEMALE_BREAST_COVERED",
|
| 29 |
+
"BUTTOCKS_COVERED"
|
| 30 |
+
],
|
| 31 |
+
"license": {
|
| 32 |
+
"notes": "Upstream AGPL-3.0; distributed under Prixaro's licence (D1).",
|
| 33 |
+
"spdx": "LicenseRef-NudeNet-Commercial"
|
| 34 |
+
},
|
| 35 |
+
"metadata": {
|
| 36 |
+
"colorOrder": "RGB",
|
| 37 |
+
"inputLayout": "NHWC",
|
| 38 |
+
"inputSize": 320,
|
| 39 |
+
"letterbox": "pad-bottom-right-black",
|
| 40 |
+
"nmsIouThreshold": 0.45,
|
| 41 |
+
"output": "[1, 22, N] per anchor: cx, cy, w, h (input pixels) + 18 class scores",
|
| 42 |
+
"scale": 0.003921568627,
|
| 43 |
+
"scoreThreshold": 0.25
|
| 44 |
+
},
|
| 45 |
+
"notes": "",
|
| 46 |
+
"variants": [
|
| 47 |
+
{
|
| 48 |
+
"accelerators": [
|
| 49 |
+
"GPU",
|
| 50 |
+
"CPU"
|
| 51 |
+
],
|
| 52 |
+
"files": [
|
| 53 |
+
{
|
| 54 |
+
"path": "vision/nudenet-320n/3.4.0/nudenet-320n_fp16.tflite",
|
| 55 |
+
"sha256": "749cc59ba4cbbf6a83b689b0aacf43aee373c6eabafbb3b5d014cfca11e7e767",
|
| 56 |
+
"sizeBytes": 6130000
|
| 57 |
+
}
|
| 58 |
+
],
|
| 59 |
+
"id": "fp16",
|
| 60 |
+
"io": {
|
| 61 |
+
"inputs": [
|
| 62 |
+
{
|
| 63 |
+
"dtype": "float32",
|
| 64 |
+
"name": "images",
|
| 65 |
+
"shape": [
|
| 66 |
+
1,
|
| 67 |
+
320,
|
| 68 |
+
320,
|
| 69 |
+
3
|
| 70 |
+
]
|
| 71 |
+
}
|
| 72 |
+
],
|
| 73 |
+
"outputs": [
|
| 74 |
+
{
|
| 75 |
+
"dtype": "float32",
|
| 76 |
+
"name": "output0",
|
| 77 |
+
"shape": [
|
| 78 |
+
1,
|
| 79 |
+
22,
|
| 80 |
+
2100
|
| 81 |
+
]
|
| 82 |
+
}
|
| 83 |
+
]
|
| 84 |
+
},
|
| 85 |
+
"parity": {
|
| 86 |
+
"maxAbsDiff": 0.082366943359375,
|
| 87 |
+
"minCosine": 0.9999999948739063,
|
| 88 |
+
"reference": "onnx"
|
| 89 |
+
},
|
| 90 |
+
"precision": "fp16",
|
| 91 |
+
"runtime": "litert"
|
| 92 |
+
},
|
| 93 |
+
{
|
| 94 |
+
"accelerators": [
|
| 95 |
+
"CPU"
|
| 96 |
+
],
|
| 97 |
+
"files": [
|
| 98 |
+
{
|
| 99 |
+
"path": "vision/nudenet-320n/3.4.0/nudenet-320n_dynamic_int8.tflite",
|
| 100 |
+
"sha256": "5d48a1b0447caaaeed9b415d0acaeafe3bbcb727d7d6ca754ae1d4b87d07ecf7",
|
| 101 |
+
"sizeBytes": 3185216
|
| 102 |
+
}
|
| 103 |
+
],
|
| 104 |
+
"id": "dynamic_int8",
|
| 105 |
+
"io": {
|
| 106 |
+
"inputs": [
|
| 107 |
+
{
|
| 108 |
+
"dtype": "float32",
|
| 109 |
+
"name": "images",
|
| 110 |
+
"shape": [
|
| 111 |
+
1,
|
| 112 |
+
320,
|
| 113 |
+
320,
|
| 114 |
+
3
|
| 115 |
+
]
|
| 116 |
+
}
|
| 117 |
+
],
|
| 118 |
+
"outputs": [
|
| 119 |
+
{
|
| 120 |
+
"dtype": "float32",
|
| 121 |
+
"name": "output0",
|
| 122 |
+
"shape": [
|
| 123 |
+
1,
|
| 124 |
+
22,
|
| 125 |
+
2100
|
| 126 |
+
]
|
| 127 |
+
}
|
| 128 |
+
]
|
| 129 |
+
},
|
| 130 |
+
"parity": {
|
| 131 |
+
"maxAbsDiff": 9.564788818359375,
|
| 132 |
+
"minCosine": 0.9999496010042742,
|
| 133 |
+
"reference": "onnx"
|
| 134 |
+
},
|
| 135 |
+
"precision": "dynamic_int8",
|
| 136 |
+
"runtime": "litert"
|
| 137 |
+
}
|
| 138 |
+
],
|
| 139 |
+
"version": "3.4.0"
|
| 140 |
+
},
|
| 141 |
+
{
|
| 142 |
+
"capability": "video.nsfw",
|
| 143 |
+
"family": "vision.body_regions",
|
| 144 |
+
"id": "nudenet-640m",
|
| 145 |
+
"labels": [
|
| 146 |
+
"FEMALE_GENITALIA_COVERED",
|
| 147 |
+
"FACE_FEMALE",
|
| 148 |
+
"BUTTOCKS_EXPOSED",
|
| 149 |
+
"FEMALE_BREAST_EXPOSED",
|
| 150 |
+
"FEMALE_GENITALIA_EXPOSED",
|
| 151 |
+
"MALE_BREAST_EXPOSED",
|
| 152 |
+
"ANUS_EXPOSED",
|
| 153 |
+
"FEET_EXPOSED",
|
| 154 |
+
"BELLY_COVERED",
|
| 155 |
+
"FEET_COVERED",
|
| 156 |
+
"ARMPITS_COVERED",
|
| 157 |
+
"ARMPITS_EXPOSED",
|
| 158 |
+
"FACE_MALE",
|
| 159 |
+
"BELLY_EXPOSED",
|
| 160 |
+
"MALE_GENITALIA_EXPOSED",
|
| 161 |
+
"ANUS_COVERED",
|
| 162 |
+
"FEMALE_BREAST_COVERED",
|
| 163 |
+
"BUTTOCKS_COVERED"
|
| 164 |
+
],
|
| 165 |
+
"license": {
|
| 166 |
+
"notes": "Upstream AGPL-3.0; distributed under Prixaro's licence (D1).",
|
| 167 |
+
"spdx": "LicenseRef-NudeNet-Commercial"
|
| 168 |
+
},
|
| 169 |
+
"metadata": {
|
| 170 |
+
"colorOrder": "RGB",
|
| 171 |
+
"inputLayout": "NHWC",
|
| 172 |
+
"inputSize": 640,
|
| 173 |
+
"letterbox": "pad-bottom-right-black",
|
| 174 |
+
"nmsIouThreshold": 0.45,
|
| 175 |
+
"output": "[1, 22, N] per anchor: cx, cy, w, h (input pixels) + 18 class scores",
|
| 176 |
+
"scale": 0.003921568627,
|
| 177 |
+
"scoreThreshold": 0.25
|
| 178 |
+
},
|
| 179 |
+
"notes": "",
|
| 180 |
+
"variants": [
|
| 181 |
+
{
|
| 182 |
+
"accelerators": [
|
| 183 |
+
"GPU",
|
| 184 |
+
"CPU"
|
| 185 |
+
],
|
| 186 |
+
"files": [
|
| 187 |
+
{
|
| 188 |
+
"path": "vision/nudenet-640m/3.4.0/nudenet-640m_fp16.tflite",
|
| 189 |
+
"sha256": "15d9ea42e5a52ad28f1e0e0c6f891a8f545ad8b8c22645824027dd80c8a73834",
|
| 190 |
+
"sizeBytes": 51930560
|
| 191 |
+
}
|
| 192 |
+
],
|
| 193 |
+
"id": "fp16",
|
| 194 |
+
"io": {
|
| 195 |
+
"inputs": [
|
| 196 |
+
{
|
| 197 |
+
"dtype": "float32",
|
| 198 |
+
"name": "images",
|
| 199 |
+
"shape": [
|
| 200 |
+
1,
|
| 201 |
+
640,
|
| 202 |
+
640,
|
| 203 |
+
3
|
| 204 |
+
]
|
| 205 |
+
}
|
| 206 |
+
],
|
| 207 |
+
"outputs": [
|
| 208 |
+
{
|
| 209 |
+
"dtype": "float32",
|
| 210 |
+
"name": "output0",
|
| 211 |
+
"shape": [
|
| 212 |
+
1,
|
| 213 |
+
22,
|
| 214 |
+
8400
|
| 215 |
+
]
|
| 216 |
+
}
|
| 217 |
+
]
|
| 218 |
+
},
|
| 219 |
+
"parity": {
|
| 220 |
+
"maxAbsDiff": 0.09722900390625,
|
| 221 |
+
"minCosine": 0.9999999990422106,
|
| 222 |
+
"reference": "onnx"
|
| 223 |
+
},
|
| 224 |
+
"precision": "fp16",
|
| 225 |
+
"runtime": "litert"
|
| 226 |
+
},
|
| 227 |
+
{
|
| 228 |
+
"accelerators": [
|
| 229 |
+
"CPU"
|
| 230 |
+
],
|
| 231 |
+
"files": [
|
| 232 |
+
{
|
| 233 |
+
"path": "vision/nudenet-640m/3.4.0/nudenet-640m_dynamic_int8.tflite",
|
| 234 |
+
"sha256": "f9a60093484f0cdcacf5b85968098fe4cee76ccaf5e917e14de181510e54bebb",
|
| 235 |
+
"sizeBytes": 26290400
|
| 236 |
+
}
|
| 237 |
+
],
|
| 238 |
+
"id": "dynamic_int8",
|
| 239 |
+
"io": {
|
| 240 |
+
"inputs": [
|
| 241 |
+
{
|
| 242 |
+
"dtype": "float32",
|
| 243 |
+
"name": "images",
|
| 244 |
+
"shape": [
|
| 245 |
+
1,
|
| 246 |
+
640,
|
| 247 |
+
640,
|
| 248 |
+
3
|
| 249 |
+
]
|
| 250 |
+
}
|
| 251 |
+
],
|
| 252 |
+
"outputs": [
|
| 253 |
+
{
|
| 254 |
+
"dtype": "float32",
|
| 255 |
+
"name": "output0",
|
| 256 |
+
"shape": [
|
| 257 |
+
1,
|
| 258 |
+
22,
|
| 259 |
+
8400
|
| 260 |
+
]
|
| 261 |
+
}
|
| 262 |
+
]
|
| 263 |
+
},
|
| 264 |
+
"parity": {
|
| 265 |
+
"maxAbsDiff": 12.94940185546875,
|
| 266 |
+
"minCosine": 0.9999839623429961,
|
| 267 |
+
"reference": "onnx"
|
| 268 |
+
},
|
| 269 |
+
"precision": "dynamic_int8",
|
| 270 |
+
"runtime": "litert"
|
| 271 |
+
}
|
| 272 |
+
],
|
| 273 |
+
"version": "3.4.0"
|
| 274 |
+
},
|
| 275 |
+
{
|
| 276 |
+
"capability": "video.nsfw",
|
| 277 |
+
"family": "vision.nsfw_classifier",
|
| 278 |
+
"id": "falcons-nsfw-vit",
|
| 279 |
+
"labels": [
|
| 280 |
+
"normal",
|
| 281 |
+
"nsfw"
|
| 282 |
+
],
|
| 283 |
+
"license": {
|
| 284 |
+
"notes": "",
|
| 285 |
+
"spdx": "Apache-2.0"
|
| 286 |
+
},
|
| 287 |
+
"metadata": {
|
| 288 |
+
"colorOrder": "RGB",
|
| 289 |
+
"inputLayout": "NHWC",
|
| 290 |
+
"inputSize": 224,
|
| 291 |
+
"mean": [
|
| 292 |
+
0.5,
|
| 293 |
+
0.5,
|
| 294 |
+
0.5
|
| 295 |
+
],
|
| 296 |
+
"output": "[1, 2] logits (normal, nsfw); apply softmax",
|
| 297 |
+
"resize": "bilinear",
|
| 298 |
+
"std": [
|
| 299 |
+
0.5,
|
| 300 |
+
0.5,
|
| 301 |
+
0.5
|
| 302 |
+
]
|
| 303 |
+
},
|
| 304 |
+
"notes": "",
|
| 305 |
+
"variants": [
|
| 306 |
+
{
|
| 307 |
+
"accelerators": [
|
| 308 |
+
"GPU",
|
| 309 |
+
"CPU"
|
| 310 |
+
],
|
| 311 |
+
"files": [
|
| 312 |
+
{
|
| 313 |
+
"path": "vision/falcons-nsfw-vit/1.0.0/falcons-nsfw-vit_weight_only_int8.tflite",
|
| 314 |
+
"sha256": "25163b5c372a421d437f4d519750635329ef1a187713b9c5e43544ad047b4e88",
|
| 315 |
+
"sizeBytes": 87810192
|
| 316 |
+
},
|
| 317 |
+
{
|
| 318 |
+
"path": "vision/falcons-nsfw-vit/1.0.0/preprocessor_config.json",
|
| 319 |
+
"sha256": "a34861a24e781942424ad790b82bc99348404a2e64ea882de88c40905851698d",
|
| 320 |
+
"sizeBytes": 325
|
| 321 |
+
}
|
| 322 |
+
],
|
| 323 |
+
"id": "weight_only_int8",
|
| 324 |
+
"io": {
|
| 325 |
+
"inputs": [
|
| 326 |
+
{
|
| 327 |
+
"dtype": "float32",
|
| 328 |
+
"name": "pixel_values",
|
| 329 |
+
"shape": [
|
| 330 |
+
1,
|
| 331 |
+
224,
|
| 332 |
+
224,
|
| 333 |
+
3
|
| 334 |
+
]
|
| 335 |
+
}
|
| 336 |
+
],
|
| 337 |
+
"outputs": [
|
| 338 |
+
{
|
| 339 |
+
"dtype": "float32",
|
| 340 |
+
"name": "logits",
|
| 341 |
+
"shape": [
|
| 342 |
+
1,
|
| 343 |
+
2
|
| 344 |
+
]
|
| 345 |
+
}
|
| 346 |
+
]
|
| 347 |
+
},
|
| 348 |
+
"parity": {
|
| 349 |
+
"maxAbsDiff": 0.005246639251708984,
|
| 350 |
+
"minCosine": 0.9999999339660616,
|
| 351 |
+
"reference": "onnx"
|
| 352 |
+
},
|
| 353 |
+
"precision": "weight_only_int8",
|
| 354 |
+
"runtime": "litert"
|
| 355 |
+
},
|
| 356 |
+
{
|
| 357 |
+
"accelerators": [
|
| 358 |
+
"CPU"
|
| 359 |
+
],
|
| 360 |
+
"files": [
|
| 361 |
+
{
|
| 362 |
+
"path": "vision/falcons-nsfw-vit/1.0.0/falcons-nsfw-vit_dynamic_int8.tflite",
|
| 363 |
+
"sha256": "bcb093a75f0fca6cd511a2ded5cf1b8e8bc2432c3f9cffceafb85a5b04275108",
|
| 364 |
+
"sizeBytes": 87805920
|
| 365 |
+
},
|
| 366 |
+
{
|
| 367 |
+
"path": "vision/falcons-nsfw-vit/1.0.0/preprocessor_config.json",
|
| 368 |
+
"sha256": "a34861a24e781942424ad790b82bc99348404a2e64ea882de88c40905851698d",
|
| 369 |
+
"sizeBytes": 325
|
| 370 |
+
}
|
| 371 |
+
],
|
| 372 |
+
"id": "dynamic_int8",
|
| 373 |
+
"io": {
|
| 374 |
+
"inputs": [
|
| 375 |
+
{
|
| 376 |
+
"dtype": "float32",
|
| 377 |
+
"name": "pixel_values",
|
| 378 |
+
"shape": [
|
| 379 |
+
1,
|
| 380 |
+
224,
|
| 381 |
+
224,
|
| 382 |
+
3
|
| 383 |
+
]
|
| 384 |
+
}
|
| 385 |
+
],
|
| 386 |
+
"outputs": [
|
| 387 |
+
{
|
| 388 |
+
"dtype": "float32",
|
| 389 |
+
"name": "logits",
|
| 390 |
+
"shape": [
|
| 391 |
+
1,
|
| 392 |
+
2
|
| 393 |
+
]
|
| 394 |
+
}
|
| 395 |
+
]
|
| 396 |
+
},
|
| 397 |
+
"parity": {
|
| 398 |
+
"maxAbsDiff": 0.06010913848876953,
|
| 399 |
+
"minCosine": 0.9999998872553433,
|
| 400 |
+
"reference": "onnx"
|
| 401 |
+
},
|
| 402 |
+
"precision": "dynamic_int8",
|
| 403 |
+
"runtime": "litert"
|
| 404 |
+
}
|
| 405 |
+
],
|
| 406 |
+
"version": "1.0.0"
|
| 407 |
+
},
|
| 408 |
+
{
|
| 409 |
+
"capability": "video.age_gender",
|
| 410 |
+
"family": "vision.age_gender",
|
| 411 |
+
"id": "mivolo-v2",
|
| 412 |
+
"labels": [],
|
| 413 |
+
"license": {
|
| 414 |
+
"notes": "",
|
| 415 |
+
"spdx": "Apache-2.0"
|
| 416 |
+
},
|
| 417 |
+
"metadata": {
|
| 418 |
+
"ageFormula": "age = age_raw * (ageMax - ageMin) + ageMean",
|
| 419 |
+
"ageMax": 122,
|
| 420 |
+
"ageMean": 61.0,
|
| 421 |
+
"ageMin": 0,
|
| 422 |
+
"channels": "6 = face crop RGB (0-2) ++ person crop RGB (3-5); zeros when a crop is missing",
|
| 423 |
+
"inputLayout": "NHWC",
|
| 424 |
+
"inputSize": 384,
|
| 425 |
+
"mean": [
|
| 426 |
+
0.485,
|
| 427 |
+
0.456,
|
| 428 |
+
0.406
|
| 429 |
+
],
|
| 430 |
+
"output": "[1, 3] = male_logit, female_logit, age_raw",
|
| 431 |
+
"std": [
|
| 432 |
+
0.229,
|
| 433 |
+
0.224,
|
| 434 |
+
0.225
|
| 435 |
+
]
|
| 436 |
+
},
|
| 437 |
+
"notes": "Minor likelihood is a CSAM-risk escalator only; never a standalone verdict (PLAN §3).",
|
| 438 |
+
"variants": [
|
| 439 |
+
{
|
| 440 |
+
"accelerators": [
|
| 441 |
+
"GPU",
|
| 442 |
+
"CPU"
|
| 443 |
+
],
|
| 444 |
+
"files": [
|
| 445 |
+
{
|
| 446 |
+
"path": "vision/mivolo-v2/2.0.0/mivolo-v2_weight_only_int8.tflite",
|
| 447 |
+
"sha256": "3f9c68e86e43173310d8b929f7da63522ced0a463a971d7ecfeb1adf57c28a4e",
|
| 448 |
+
"sizeBytes": 120910752
|
| 449 |
+
},
|
| 450 |
+
{
|
| 451 |
+
"path": "vision/mivolo-v2/2.0.0/preprocessor_config.json",
|
| 452 |
+
"sha256": "e89b04cf5516faf28a434f5ee098281ef5d0e52c942b5d85b240bf89be32c567",
|
| 453 |
+
"sizeBytes": 96
|
| 454 |
+
}
|
| 455 |
+
],
|
| 456 |
+
"id": "weight_only_int8",
|
| 457 |
+
"io": {
|
| 458 |
+
"inputs": [
|
| 459 |
+
{
|
| 460 |
+
"dtype": "float32",
|
| 461 |
+
"name": "pixel_values",
|
| 462 |
+
"shape": [
|
| 463 |
+
1,
|
| 464 |
+
384,
|
| 465 |
+
384,
|
| 466 |
+
6
|
| 467 |
+
]
|
| 468 |
+
}
|
| 469 |
+
],
|
| 470 |
+
"outputs": [
|
| 471 |
+
{
|
| 472 |
+
"dtype": "float32",
|
| 473 |
+
"name": "head_outputs",
|
| 474 |
+
"shape": [
|
| 475 |
+
1,
|
| 476 |
+
3
|
| 477 |
+
]
|
| 478 |
+
}
|
| 479 |
+
]
|
| 480 |
+
},
|
| 481 |
+
"parity": {
|
| 482 |
+
"maxAbsDiff": 0.007625821977853775,
|
| 483 |
+
"minCosine": 0.9992118954315659,
|
| 484 |
+
"reference": "onnx"
|
| 485 |
+
},
|
| 486 |
+
"precision": "weight_only_int8",
|
| 487 |
+
"runtime": "litert"
|
| 488 |
+
},
|
| 489 |
+
{
|
| 490 |
+
"accelerators": [
|
| 491 |
+
"CPU"
|
| 492 |
+
],
|
| 493 |
+
"files": [
|
| 494 |
+
{
|
| 495 |
+
"path": "vision/mivolo-v2/2.0.0/mivolo-v2_dynamic_int8.tflite",
|
| 496 |
+
"sha256": "301b04a82bb187f20e828800172bff698472be8d3d78d702e90a2c773904ef66",
|
| 497 |
+
"sizeBytes": 120901040
|
| 498 |
+
},
|
| 499 |
+
{
|
| 500 |
+
"path": "vision/mivolo-v2/2.0.0/preprocessor_config.json",
|
| 501 |
+
"sha256": "e89b04cf5516faf28a434f5ee098281ef5d0e52c942b5d85b240bf89be32c567",
|
| 502 |
+
"sizeBytes": 96
|
| 503 |
+
}
|
| 504 |
+
],
|
| 505 |
+
"id": "dynamic_int8",
|
| 506 |
+
"io": {
|
| 507 |
+
"inputs": [
|
| 508 |
+
{
|
| 509 |
+
"dtype": "float32",
|
| 510 |
+
"name": "pixel_values",
|
| 511 |
+
"shape": [
|
| 512 |
+
1,
|
| 513 |
+
384,
|
| 514 |
+
384,
|
| 515 |
+
6
|
| 516 |
+
]
|
| 517 |
+
}
|
| 518 |
+
],
|
| 519 |
+
"outputs": [
|
| 520 |
+
{
|
| 521 |
+
"dtype": "float32",
|
| 522 |
+
"name": "head_outputs",
|
| 523 |
+
"shape": [
|
| 524 |
+
1,
|
| 525 |
+
3
|
| 526 |
+
]
|
| 527 |
+
}
|
| 528 |
+
]
|
| 529 |
+
},
|
| 530 |
+
"parity": {
|
| 531 |
+
"maxAbsDiff": 0.01584620028734207,
|
| 532 |
+
"minCosine": 0.9974238118757288,
|
| 533 |
+
"reference": "onnx"
|
| 534 |
+
},
|
| 535 |
+
"precision": "dynamic_int8",
|
| 536 |
+
"runtime": "litert"
|
| 537 |
+
}
|
| 538 |
+
],
|
| 539 |
+
"version": "2.0.0"
|
| 540 |
+
},
|
| 541 |
+
{
|
| 542 |
+
"capability": "video.face",
|
| 543 |
+
"family": "vision.face_detector",
|
| 544 |
+
"id": "yunet-face",
|
| 545 |
+
"labels": [],
|
| 546 |
+
"license": {
|
| 547 |
+
"notes": "YuNet (libfacedetection); LiteRT build by litert-community.",
|
| 548 |
+
"spdx": "BSD-3-Clause"
|
| 549 |
+
},
|
| 550 |
+
"metadata": {
|
| 551 |
+
"colorOrder": "BGR",
|
| 552 |
+
"inputLayout": "NCHW",
|
| 553 |
+
"inputSize": 640,
|
| 554 |
+
"output": "12 tensors: cls/obj/bbox/kps at strides 8, 16, 32 (faces + 5 landmarks)",
|
| 555 |
+
"range": "0-255"
|
| 556 |
+
},
|
| 557 |
+
"notes": "",
|
| 558 |
+
"variants": [
|
| 559 |
+
{
|
| 560 |
+
"accelerators": [
|
| 561 |
+
"GPU",
|
| 562 |
+
"CPU"
|
| 563 |
+
],
|
| 564 |
+
"files": [
|
| 565 |
+
{
|
| 566 |
+
"path": "vision/yunet-face/2023.3.0/yunet_fp16.tflite",
|
| 567 |
+
"sha256": "ced5f52bef6e76ad4a66d1055b2b404336ceafbae8eeac8fed6aa9c7b2e4d776",
|
| 568 |
+
"sizeBytes": 256228
|
| 569 |
+
}
|
| 570 |
+
],
|
| 571 |
+
"id": "fp16",
|
| 572 |
+
"precision": "fp16",
|
| 573 |
+
"runtime": "litert"
|
| 574 |
+
}
|
| 575 |
+
],
|
| 576 |
+
"version": "2023.3.0"
|
| 577 |
+
},
|
| 578 |
+
{
|
| 579 |
+
"capability": "video.liveness",
|
| 580 |
+
"family": "vision.liveness",
|
| 581 |
+
"id": "minifasnet-v2-liveness",
|
| 582 |
+
"labels": [
|
| 583 |
+
"spoof_print",
|
| 584 |
+
"live",
|
| 585 |
+
"spoof_replay"
|
| 586 |
+
],
|
| 587 |
+
"license": {
|
| 588 |
+
"notes": "minivision-ai Silent-Face-Anti-Spoofing 2.7_80x80_MiniFASNetV2; LiteRT build by litert-community.",
|
| 589 |
+
"spdx": "Apache-2.0"
|
| 590 |
+
},
|
| 591 |
+
"metadata": {
|
| 592 |
+
"colorOrder": "BGR",
|
| 593 |
+
"faceCropScale": 2.7,
|
| 594 |
+
"inputLayout": "NCHW",
|
| 595 |
+
"inputSize": 80,
|
| 596 |
+
"output": "[1, 3] softmax; live = index 1",
|
| 597 |
+
"scale": 0.003921568627
|
| 598 |
+
},
|
| 599 |
+
"notes": "",
|
| 600 |
+
"variants": [
|
| 601 |
+
{
|
| 602 |
+
"accelerators": [
|
| 603 |
+
"CPU"
|
| 604 |
+
],
|
| 605 |
+
"files": [
|
| 606 |
+
{
|
| 607 |
+
"path": "vision/minifasnet-v2-liveness/1.0.0/silentface.tflite",
|
| 608 |
+
"sha256": "4ff758f470b757d9005b418c9978693f09b8f2a5e7b7ee848c160db21208e1b2",
|
| 609 |
+
"sizeBytes": 1850744
|
| 610 |
+
}
|
| 611 |
+
],
|
| 612 |
+
"id": "fp32",
|
| 613 |
+
"precision": "fp32",
|
| 614 |
+
"runtime": "litert"
|
| 615 |
+
}
|
| 616 |
+
],
|
| 617 |
+
"version": "1.0.0"
|
| 618 |
+
},
|
| 619 |
+
{
|
| 620 |
+
"capability": "video.ocr",
|
| 621 |
+
"family": "vision.ocr",
|
| 622 |
+
"id": "ppocr-v5",
|
| 623 |
+
"labels": [],
|
| 624 |
+
"license": {
|
| 625 |
+
"notes": "PaddleOCR PP-OCRv5; LiteRT build by litert-community. Devanagari recognizer to follow.",
|
| 626 |
+
"spdx": "Apache-2.0"
|
| 627 |
+
},
|
| 628 |
+
"metadata": {
|
| 629 |
+
"detector": "ppocr_det_fp16.tflite",
|
| 630 |
+
"dictionary": "ppocrv5_dict.txt",
|
| 631 |
+
"recognizer": "ppocr_rec_fp16.tflite",
|
| 632 |
+
"recognizerDecoding": "CTC greedy",
|
| 633 |
+
"scripts": "Chinese, English/Latin, Japanese (Devanagari recognizer pending)"
|
| 634 |
+
},
|
| 635 |
+
"notes": "",
|
| 636 |
+
"variants": [
|
| 637 |
+
{
|
| 638 |
+
"accelerators": [
|
| 639 |
+
"GPU",
|
| 640 |
+
"CPU"
|
| 641 |
+
],
|
| 642 |
+
"files": [
|
| 643 |
+
{
|
| 644 |
+
"path": "vision/ppocr-v5/5.0.0/ppocr_det_fp16.tflite",
|
| 645 |
+
"sha256": "b635b1d7f0e171a19beda7e8f386a62d4f0a3a1c46ed42a09603a902f2059ccc",
|
| 646 |
+
"sizeBytes": 10094464
|
| 647 |
+
},
|
| 648 |
+
{
|
| 649 |
+
"path": "vision/ppocr-v5/5.0.0/ppocr_rec_fp16.tflite",
|
| 650 |
+
"sha256": "ef7bb5aba20a1717101f0f112dd8cb1ed8b043ebaf96af05a395c6905ca66456",
|
| 651 |
+
"sizeBytes": 17173552
|
| 652 |
+
},
|
| 653 |
+
{
|
| 654 |
+
"path": "vision/ppocr-v5/5.0.0/ppocrv5_dict.txt",
|
| 655 |
+
"sha256": "d1979e9f794c464c0d2e0b70a7fe14dd978e9dc644c0e71f14158cdf8342af1b",
|
| 656 |
+
"sizeBytes": 74012
|
| 657 |
+
}
|
| 658 |
+
],
|
| 659 |
+
"id": "fp16",
|
| 660 |
+
"precision": "fp16",
|
| 661 |
+
"runtime": "litert"
|
| 662 |
+
}
|
| 663 |
+
],
|
| 664 |
+
"version": "5.0.0"
|
| 665 |
+
},
|
| 666 |
+
{
|
| 667 |
+
"capability": "audio.transcription",
|
| 668 |
+
"family": "audio.vad",
|
| 669 |
+
"id": "silero-vad",
|
| 670 |
+
"labels": [],
|
| 671 |
+
"license": {
|
| 672 |
+
"notes": "snakers4/silero-vad v5; LiteRT build by soniqo with explicit LSTM state I/O.",
|
| 673 |
+
"spdx": "MIT"
|
| 674 |
+
},
|
| 675 |
+
"metadata": {
|
| 676 |
+
"chunkSamples": 512,
|
| 677 |
+
"contextSamples": 64,
|
| 678 |
+
"output": "speech probability [1, 1] + next LSTM state",
|
| 679 |
+
"sampleRate": 16000,
|
| 680 |
+
"stateShape": [
|
| 681 |
+
2,
|
| 682 |
+
1,
|
| 683 |
+
128
|
| 684 |
+
]
|
| 685 |
+
},
|
| 686 |
+
"notes": "",
|
| 687 |
+
"variants": [
|
| 688 |
+
{
|
| 689 |
+
"accelerators": [
|
| 690 |
+
"CPU"
|
| 691 |
+
],
|
| 692 |
+
"files": [
|
| 693 |
+
{
|
| 694 |
+
"path": "audio/silero-vad/5.0.0/silero-vad.tflite",
|
| 695 |
+
"sha256": "4559669e3423afaa11b3716d01d1421c0bf52add8b6891846ca73cc9bae875d2",
|
| 696 |
+
"sizeBytes": 1261248
|
| 697 |
+
},
|
| 698 |
+
{
|
| 699 |
+
"path": "audio/silero-vad/5.0.0/config.json",
|
| 700 |
+
"sha256": "690c9cd5e2ae05c4faf913d8b1adc7690d763b0adcba5df4e8358f8afe10d91b",
|
| 701 |
+
"sizeBytes": 818
|
| 702 |
+
}
|
| 703 |
+
],
|
| 704 |
+
"id": "fp32",
|
| 705 |
+
"precision": "fp32",
|
| 706 |
+
"runtime": "litert"
|
| 707 |
+
}
|
| 708 |
+
],
|
| 709 |
+
"version": "5.0.0"
|
| 710 |
+
},
|
| 711 |
+
{
|
| 712 |
+
"capability": "audio.language_id",
|
| 713 |
+
"family": "audio.language_id",
|
| 714 |
+
"id": "whisper-tiny",
|
| 715 |
+
"labels": [],
|
| 716 |
+
"license": {
|
| 717 |
+
"notes": "openai/whisper-tiny (MIT); LiteRT INT8 build by litert-community. Used for spoken language ID.",
|
| 718 |
+
"spdx": "Apache-2.0"
|
| 719 |
+
},
|
| 720 |
+
"metadata": {
|
| 721 |
+
"sampleRate": 16000,
|
| 722 |
+
"use": "spoken language ID from first-token language logits; offline ASR fallback",
|
| 723 |
+
"windowSeconds": 30
|
| 724 |
+
},
|
| 725 |
+
"notes": "",
|
| 726 |
+
"variants": [
|
| 727 |
+
{
|
| 728 |
+
"accelerators": [
|
| 729 |
+
"CPU"
|
| 730 |
+
],
|
| 731 |
+
"files": [
|
| 732 |
+
{
|
| 733 |
+
"path": "audio/whisper-tiny/1.0.0/whisper_tiny_30s_i8.tflite",
|
| 734 |
+
"sha256": "6748ac565a228c4a00b18d11ea1e2fd7cead3db6fba94e3f0bf35756b13ba4a9",
|
| 735 |
+
"sizeBytes": 41116288
|
| 736 |
+
}
|
| 737 |
+
],
|
| 738 |
+
"id": "dynamic_int8",
|
| 739 |
+
"precision": "dynamic_int8",
|
| 740 |
+
"runtime": "litert"
|
| 741 |
+
}
|
| 742 |
+
],
|
| 743 |
+
"version": "1.0.0"
|
| 744 |
+
},
|
| 745 |
+
{
|
| 746 |
+
"capability": "text.abuse",
|
| 747 |
+
"family": "text.language_id",
|
| 748 |
+
"id": "fasttext-lid176",
|
| 749 |
+
"labels": [],
|
| 750 |
+
"license": {
|
| 751 |
+
"notes": "",
|
| 752 |
+
"spdx": "CC-BY-SA-3.0"
|
| 753 |
+
},
|
| 754 |
+
"metadata": {
|
| 755 |
+
"format": "fastText supervised (quantized .ftz)",
|
| 756 |
+
"languages": 176
|
| 757 |
+
},
|
| 758 |
+
"notes": "Not a neural graph; loaded by the C++ fastText-compatible reader.",
|
| 759 |
+
"variants": [
|
| 760 |
+
{
|
| 761 |
+
"accelerators": [
|
| 762 |
+
"CPU"
|
| 763 |
+
],
|
| 764 |
+
"files": [
|
| 765 |
+
{
|
| 766 |
+
"path": "text/fasttext-lid176/1.0.0/lid.176.ftz",
|
| 767 |
+
"sha256": "8f3472cfe8738a7b6099e8e999c3cbfae0dcd15696aac7d7738a8039db603e83",
|
| 768 |
+
"sizeBytes": 938013
|
| 769 |
+
}
|
| 770 |
+
],
|
| 771 |
+
"id": "native",
|
| 772 |
+
"precision": "fp32",
|
| 773 |
+
"runtime": "litert"
|
| 774 |
+
}
|
| 775 |
+
],
|
| 776 |
+
"version": "1.0.0"
|
| 777 |
+
}
|
| 778 |
+
],
|
| 779 |
+
"schemaVersion": 1
|
| 780 |
+
}
|
manifest/v1/manifest.json.sig
ADDED
|
@@ -0,0 +1,2 @@
|
|
|
|
|
|
|
|
|
|
| 1 |
+
�iRi��p:��F�hR\�[>��G�&Q���`Qx|I<
|
| 2 |
+
�������6�jTʏ�[Mr�rG
|