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diff --git a/dev/bchlib/.buildinfo b/dev/bchlib/.buildinfo
@@ -1,4 +1,4 @@
 # Sphinx build info version 1
 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
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diff --git a/dev/yolo/.doctrees/api_doc/ascii/drawing.doctree b/dev/yolo/.doctrees/api_doc/ascii/drawing.doctree
diff --git a/dev/yolo/.doctrees/api_doc/ascii/index.doctree b/dev/yolo/.doctrees/api_doc/ascii/index.doctree
diff --git a/dev/yolo/.doctrees/api_doc/config/index.doctree b/dev/yolo/.doctrees/api_doc/config/index.doctree
diff --git a/dev/yolo/.doctrees/api_doc/config/meta.doctree b/dev/yolo/.doctrees/api_doc/config/meta.doctree
diff --git a/dev/yolo/.doctrees/api_doc/data/background.doctree b/dev/yolo/.doctrees/api_doc/data/background.doctree
diff --git a/dev/yolo/.doctrees/api_doc/data/decode.doctree b/dev/yolo/.doctrees/api_doc/data/decode.doctree
diff --git a/dev/yolo/.doctrees/api_doc/data/encode.doctree b/dev/yolo/.doctrees/api_doc/data/encode.doctree
diff --git a/dev/yolo/.doctrees/api_doc/data/image.doctree b/dev/yolo/.doctrees/api_doc/data/image.doctree
diff --git a/dev/yolo/.doctrees/api_doc/data/index.doctree b/dev/yolo/.doctrees/api_doc/data/index.doctree
diff --git a/dev/yolo/.doctrees/api_doc/data/layer.doctree b/dev/yolo/.doctrees/api_doc/data/layer.doctree
diff --git a/dev/yolo/.doctrees/api_doc/detect/booru_yolo.doctree b/dev/yolo/.doctrees/api_doc/detect/booru_yolo.doctree
diff --git a/dev/yolo/.doctrees/api_doc/detect/censor.doctree b/dev/yolo/.doctrees/api_doc/detect/censor.doctree
diff --git a/dev/yolo/.doctrees/api_doc/detect/eye.doctree b/dev/yolo/.doctrees/api_doc/detect/eye.doctree
diff --git a/dev/yolo/.doctrees/api_doc/detect/face.doctree b/dev/yolo/.doctrees/api_doc/detect/face.doctree
diff --git a/dev/yolo/.doctrees/api_doc/detect/halfbody.doctree b/dev/yolo/.doctrees/api_doc/detect/halfbody.doctree
diff --git a/dev/yolo/.doctrees/api_doc/detect/hand.doctree b/dev/yolo/.doctrees/api_doc/detect/hand.doctree
diff --git a/dev/yolo/.doctrees/api_doc/detect/head.doctree b/dev/yolo/.doctrees/api_doc/detect/head.doctree
diff --git a/dev/yolo/.doctrees/api_doc/detect/index.doctree b/dev/yolo/.doctrees/api_doc/detect/index.doctree
diff --git a/dev/yolo/.doctrees/api_doc/detect/nudenet.doctree b/dev/yolo/.doctrees/api_doc/detect/nudenet.doctree
diff --git a/dev/yolo/.doctrees/api_doc/detect/person.doctree b/dev/yolo/.doctrees/api_doc/detect/person.doctree
diff --git a/dev/yolo/.doctrees/api_doc/detect/text.doctree b/dev/yolo/.doctrees/api_doc/detect/text.doctree
diff --git a/dev/yolo/.doctrees/api_doc/detect/visual.doctree b/dev/yolo/.doctrees/api_doc/detect/visual.doctree
diff --git a/dev/yolo/.doctrees/api_doc/edge/canny.doctree b/dev/yolo/.doctrees/api_doc/edge/canny.doctree
diff --git a/dev/yolo/.doctrees/api_doc/edge/index.doctree b/dev/yolo/.doctrees/api_doc/edge/index.doctree
diff --git a/dev/yolo/.doctrees/api_doc/edge/lineart.doctree b/dev/yolo/.doctrees/api_doc/edge/lineart.doctree
diff --git a/dev/yolo/.doctrees/api_doc/edge/lineart_anime.doctree b/dev/yolo/.doctrees/api_doc/edge/lineart_anime.doctree
diff --git a/dev/yolo/.doctrees/api_doc/generic/classify.doctree b/dev/yolo/.doctrees/api_doc/generic/classify.doctree
diff --git a/dev/yolo/.doctrees/api_doc/generic/enhance.doctree b/dev/yolo/.doctrees/api_doc/generic/enhance.doctree
diff --git a/dev/yolo/.doctrees/api_doc/generic/index.doctree b/dev/yolo/.doctrees/api_doc/generic/index.doctree
diff --git a/dev/yolo/.doctrees/api_doc/generic/yolo.doctree b/dev/yolo/.doctrees/api_doc/generic/yolo.doctree
diff --git a/dev/yolo/.doctrees/api_doc/metadata/geninfo.doctree b/dev/yolo/.doctrees/api_doc/metadata/geninfo.doctree
diff --git a/dev/yolo/.doctrees/api_doc/metadata/index.doctree b/dev/yolo/.doctrees/api_doc/metadata/index.doctree
diff --git a/dev/yolo/.doctrees/api_doc/metadata/lsb.doctree b/dev/yolo/.doctrees/api_doc/metadata/lsb.doctree
diff --git a/dev/yolo/.doctrees/api_doc/metrics/aesthetic.doctree b/dev/yolo/.doctrees/api_doc/metrics/aesthetic.doctree
diff --git a/dev/yolo/.doctrees/api_doc/metrics/ccip.doctree b/dev/yolo/.doctrees/api_doc/metrics/ccip.doctree
diff --git a/dev/yolo/.doctrees/api_doc/metrics/dbaesthetic.doctree b/dev/yolo/.doctrees/api_doc/metrics/dbaesthetic.doctree
diff --git a/dev/yolo/.doctrees/api_doc/metrics/index.doctree b/dev/yolo/.doctrees/api_doc/metrics/index.doctree
diff --git a/dev/yolo/.doctrees/api_doc/metrics/laplacian.doctree b/dev/yolo/.doctrees/api_doc/metrics/laplacian.doctree
diff --git a/dev/yolo/.doctrees/api_doc/metrics/lpips.doctree b/dev/yolo/.doctrees/api_doc/metrics/lpips.doctree
diff --git a/dev/yolo/.doctrees/api_doc/metrics/psnr_.doctree b/dev/yolo/.doctrees/api_doc/metrics/psnr_.doctree
diff --git a/dev/yolo/.doctrees/api_doc/ocr/index.doctree b/dev/yolo/.doctrees/api_doc/ocr/index.doctree
diff --git a/dev/yolo/.doctrees/api_doc/operate/align.doctree b/dev/yolo/.doctrees/api_doc/operate/align.doctree
diff --git a/dev/yolo/.doctrees/api_doc/operate/censor.doctree b/dev/yolo/.doctrees/api_doc/operate/censor.doctree
diff --git a/dev/yolo/.doctrees/api_doc/operate/imgcensor.doctree b/dev/yolo/.doctrees/api_doc/operate/imgcensor.doctree
diff --git a/dev/yolo/.doctrees/api_doc/operate/index.doctree b/dev/yolo/.doctrees/api_doc/operate/index.doctree
diff --git a/dev/yolo/.doctrees/api_doc/operate/squeeze.doctree b/dev/yolo/.doctrees/api_doc/operate/squeeze.doctree
diff --git a/dev/yolo/.doctrees/api_doc/pose/dwpose.doctree b/dev/yolo/.doctrees/api_doc/pose/dwpose.doctree
diff --git a/dev/yolo/.doctrees/api_doc/pose/format.doctree b/dev/yolo/.doctrees/api_doc/pose/format.doctree
diff --git a/dev/yolo/.doctrees/api_doc/pose/index.doctree b/dev/yolo/.doctrees/api_doc/pose/index.doctree
diff --git a/dev/yolo/.doctrees/api_doc/pose/visual.doctree b/dev/yolo/.doctrees/api_doc/pose/visual.doctree
diff --git a/dev/yolo/.doctrees/api_doc/resource/background.doctree b/dev/yolo/.doctrees/api_doc/resource/background.doctree
diff --git a/dev/yolo/.doctrees/api_doc/resource/index.doctree b/dev/yolo/.doctrees/api_doc/resource/index.doctree
diff --git a/dev/yolo/.doctrees/api_doc/restore/adversarial.doctree b/dev/yolo/.doctrees/api_doc/restore/adversarial.doctree
diff --git a/dev/yolo/.doctrees/api_doc/restore/index.doctree b/dev/yolo/.doctrees/api_doc/restore/index.doctree
diff --git a/dev/yolo/.doctrees/api_doc/restore/nafnet.doctree b/dev/yolo/.doctrees/api_doc/restore/nafnet.doctree
diff --git a/dev/yolo/.doctrees/api_doc/restore/scunet.doctree b/dev/yolo/.doctrees/api_doc/restore/scunet.doctree
diff --git a/dev/yolo/.doctrees/api_doc/sd/index.doctree b/dev/yolo/.doctrees/api_doc/sd/index.doctree
diff --git a/dev/yolo/.doctrees/api_doc/sd/metadata.doctree b/dev/yolo/.doctrees/api_doc/sd/metadata.doctree
diff --git a/dev/yolo/.doctrees/api_doc/sd/model.doctree b/dev/yolo/.doctrees/api_doc/sd/model.doctree
diff --git a/dev/yolo/.doctrees/api_doc/sd/nai.doctree b/dev/yolo/.doctrees/api_doc/sd/nai.doctree
diff --git a/dev/yolo/.doctrees/api_doc/segment/index.doctree b/dev/yolo/.doctrees/api_doc/segment/index.doctree
diff --git a/dev/yolo/.doctrees/api_doc/segment/isnetis.doctree b/dev/yolo/.doctrees/api_doc/segment/isnetis.doctree
diff --git a/dev/yolo/.doctrees/api_doc/tagging/blacklist.doctree b/dev/yolo/.doctrees/api_doc/tagging/blacklist.doctree
diff --git a/dev/yolo/.doctrees/api_doc/tagging/character.doctree b/dev/yolo/.doctrees/api_doc/tagging/character.doctree
diff --git a/dev/yolo/.doctrees/api_doc/tagging/deepdanbooru.doctree b/dev/yolo/.doctrees/api_doc/tagging/deepdanbooru.doctree
diff --git a/dev/yolo/.doctrees/api_doc/tagging/format.doctree b/dev/yolo/.doctrees/api_doc/tagging/format.doctree
diff --git a/dev/yolo/.doctrees/api_doc/tagging/index.doctree b/dev/yolo/.doctrees/api_doc/tagging/index.doctree
diff --git a/dev/yolo/.doctrees/api_doc/tagging/match.doctree b/dev/yolo/.doctrees/api_doc/tagging/match.doctree
diff --git a/dev/yolo/.doctrees/api_doc/tagging/mldanbooru.doctree b/dev/yolo/.doctrees/api_doc/tagging/mldanbooru.doctree
diff --git a/dev/yolo/.doctrees/api_doc/tagging/order.doctree b/dev/yolo/.doctrees/api_doc/tagging/order.doctree
diff --git a/dev/yolo/.doctrees/api_doc/tagging/overlap.doctree b/dev/yolo/.doctrees/api_doc/tagging/overlap.doctree
diff --git a/dev/yolo/.doctrees/api_doc/tagging/wd14.doctree b/dev/yolo/.doctrees/api_doc/tagging/wd14.doctree
diff --git a/dev/yolo/.doctrees/api_doc/upscale/cdc.doctree b/dev/yolo/.doctrees/api_doc/upscale/cdc.doctree
diff --git a/dev/yolo/.doctrees/api_doc/upscale/index.doctree b/dev/yolo/.doctrees/api_doc/upscale/index.doctree
diff --git a/dev/yolo/.doctrees/api_doc/utils/index.doctree b/dev/yolo/.doctrees/api_doc/utils/index.doctree
diff --git a/dev/yolo/.doctrees/api_doc/utils/onnxruntime.doctree b/dev/yolo/.doctrees/api_doc/utils/onnxruntime.doctree
diff --git a/dev/yolo/.doctrees/api_doc/validate/aicheck.doctree b/dev/yolo/.doctrees/api_doc/validate/aicheck.doctree
diff --git a/dev/yolo/.doctrees/api_doc/validate/bangumi_char.doctree b/dev/yolo/.doctrees/api_doc/validate/bangumi_char.doctree
diff --git a/dev/yolo/.doctrees/api_doc/validate/classify.doctree b/dev/yolo/.doctrees/api_doc/validate/classify.doctree
diff --git a/dev/yolo/.doctrees/api_doc/validate/color.doctree b/dev/yolo/.doctrees/api_doc/validate/color.doctree
diff --git a/dev/yolo/.doctrees/api_doc/validate/completeness.doctree b/dev/yolo/.doctrees/api_doc/validate/completeness.doctree
diff --git a/dev/yolo/.doctrees/api_doc/validate/dbrating.doctree b/dev/yolo/.doctrees/api_doc/validate/dbrating.doctree
diff --git a/dev/yolo/.doctrees/api_doc/validate/index.doctree b/dev/yolo/.doctrees/api_doc/validate/index.doctree
diff --git a/dev/yolo/.doctrees/api_doc/validate/monochrome.doctree b/dev/yolo/.doctrees/api_doc/validate/monochrome.doctree
diff --git a/dev/yolo/.doctrees/api_doc/validate/nsfw.doctree b/dev/yolo/.doctrees/api_doc/validate/nsfw.doctree
diff --git a/dev/yolo/.doctrees/api_doc/validate/portrait.doctree b/dev/yolo/.doctrees/api_doc/validate/portrait.doctree
diff --git a/dev/yolo/.doctrees/api_doc/validate/rating.doctree b/dev/yolo/.doctrees/api_doc/validate/rating.doctree
diff --git a/dev/yolo/.doctrees/api_doc/validate/real.doctree b/dev/yolo/.doctrees/api_doc/validate/real.doctree
diff --git a/dev/yolo/.doctrees/api_doc/validate/safe.doctree b/dev/yolo/.doctrees/api_doc/validate/safe.doctree
diff --git a/dev/yolo/.doctrees/api_doc/validate/style_age.doctree b/dev/yolo/.doctrees/api_doc/validate/style_age.doctree
diff --git a/dev/yolo/.doctrees/api_doc/validate/teen.doctree b/dev/yolo/.doctrees/api_doc/validate/teen.doctree
diff --git a/dev/yolo/.doctrees/api_doc/validate/truncate.doctree b/dev/yolo/.doctrees/api_doc/validate/truncate.doctree
diff --git a/dev/yolo/.doctrees/environment.pickle b/dev/yolo/.doctrees/environment.pickle
diff --git a/dev/yolo/.doctrees/index.doctree b/dev/yolo/.doctrees/index.doctree
diff --git a/dev/yolo/.doctrees/information/environment.doctree b/dev/yolo/.doctrees/information/environment.doctree
diff --git a/dev/yolo/.doctrees/information/environment.result.doctree b/dev/yolo/.doctrees/information/environment.result.doctree
diff --git a/dev/yolo/.doctrees/nbsphinx/information/environment.ipynb b/dev/yolo/.doctrees/nbsphinx/information/environment.ipynb
@@ -29,10 +29,10 @@
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    "metadata": {
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-     "iopub.status.idle": "2024-09-16T18:41:38.695374Z",
-     "shell.execute_reply": "2024-09-16T18:41:38.694579Z"
+     "iopub.execute_input": "2024-09-16T19:08:45.579300Z",
+     "iopub.status.busy": "2024-09-16T19:08:45.578710Z",
+     "iopub.status.idle": "2024-09-16T19:08:46.747967Z",
+     "shell.execute_reply": "2024-09-16T19:08:46.747182Z"
     },
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      "name": "#%%\n"
@@ -53,7 +53,7 @@
      "text": [
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       "CPU Count: 4\n",
-      "CPU Freq: 2912.149 MHz\n",
+      "CPU Freq: 2917.98275 MHz\n",
       "Memory Size: 15.606 GiB\n",
       "Has CUDA: No\n"
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diff --git a/dev/yolo/.doctrees/nbsphinx/information/environment.result.ipynb b/dev/yolo/.doctrees/nbsphinx/information/environment.result.ipynb
@@ -29,10 +29,10 @@
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-     "iopub.status.idle": "2024-09-16T18:39:05.271718Z",
-     "shell.execute_reply": "2024-09-16T18:39:05.270907Z"
+     "iopub.execute_input": "2024-09-16T19:06:16.775915Z",
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+     "iopub.status.idle": "2024-09-16T19:06:17.950130Z",
+     "shell.execute_reply": "2024-09-16T19:06:17.949323Z"
     },
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      "name": "#%%\n"
@@ -53,7 +53,7 @@
      "text": [
       "CPU Brand: AMD EPYC 7763 64-Core Processor\n",
       "CPU Count: 4\n",
-      "CPU Freq: 2933.3495 MHz\n",
+      "CPU Freq: 3087.2605 MHz\n",
       "Memory Size: 15.606 GiB\n",
       "Has CUDA: No\n"
      ]

diff --git a/dev/yolo/.doctrees/tutorials/installation/index.doctree b/dev/yolo/.doctrees/tutorials/installation/index.doctree
diff --git a/dev/yolo/.doctrees/tutorials/quick_start/index.doctree b/dev/yolo/.doctrees/tutorials/quick_start/index.doctree