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Machine learning models installed on macOS is part of Vision.framework

Machine learning models installed on macOS is part of Vision.framework

I found these while poking around at the list of open files for photoanalysisd in Activity Monitor.

% ls -lahS /System/Library/Frameworks/Vision.framework/Versions/A/Resources
total 465616
-rw-r--r--    1 root  wheel    40M Dec 13 16:32 landmarks_v2.bin
-rw-r--r--    1 root  wheel    31M Dec 13 16:32 scenenet_sc2.4_sa1.4_ae1.4_r9_opt_int8.espresso.weights
-rw-r--r--    1 root  wheel    29M Dec 13 16:32 scenenet_sc2.4_sa1.4_ae1.6_r13.4_opt_int8_asymetric.espresso.weights
-rw-r--r--    1 root  wheel    18M Dec 13 16:32 scenenet_sc2.4_sa1.4_ae1.6_r13.5_opt_int8_fp16-sp_ae_sa_only.espresso.weights
-rw-r--r--    1 root  wheel    18M Dec 13 16:32 scene-descriptor.bin
-rw-r--r--    1 root  wheel    18M Dec 13 16:32 rpn_template_v4.espresso.weights
-rw-r--r--    1 root  wheel    11M Dec 13 16:32 landmarkRefinerAndPupil_v2.bin
-rw-r--r--    1 root  wheel    10M Dec 13 16:32 scene-classifier.bin
-rw-r--r--    1 root  wheel   9.0M Dec 13 16:32 pumtc2j5f7_wide_u8.espresso.weights
-rw-r--r--    1 root  wheel   8.9M Dec 13 16:32 gazeflow-mcbdnde3m8_225900_opt_quantized_w_conv_u16_fc_fp16.espresso.weights
-rw-r--r--    1 root  wheel   7.3M Dec 13 16:32 combined_classification_smartCamfanet_0-0011_saliency_bhutc68tnd_aesthetics_3eqm2xn28k.espresso.weights
-rw-r--r--    1 root  wheel   7.0M Dec 13 16:32 facerec_fp2.2_fa1.1_r2_optimize.espresso.weights
-rw-r--r--    1 root  wheel   4.7M Dec 13 16:32 smartcam-descriptor.bin
-rw-r--r--    1 root  wheel   4.6M Dec 13 16:32 smartCam_v3.8.1_quantized.espresso.weights
-rw-r--r--    1 root  wheel   4.2M Dec 13 16:32 faceSemantics_v1.1.espresso.weights
-rw-r--r--    1 root  wheel   3.7M Dec 13 16:32 shotflow-8k6zuzd9wy_46860_opt_quantized.espresso.weights
-rw-r--r--    1 root  wheel   2.9M Dec 13 16:32 landmarksflow-gwkf986dmy_63053_plus_8dtz95rnyx_quantized.espresso.weights
-rw-r--r--    1 root  wheel   2.9M Dec 13 16:32 faceBoxPoseAligner-current.bin
-rw-r--r--    1 root  wheel   2.4M Dec 13 16:32 rpn_track_v4.espresso.weights
-rw-r--r--    1 root  wheel   2.0M Dec 13 16:32 face_quality_v1.0.espresso.weights
-rw-r--r--    1 root  wheel   2.0M Dec 13 16:32 scenenet_sc2.4_sa1.4_ae1.4_r9_opt_int8_pca256.pcadata
-rw-r--r--    1 root  wheel   1.7M Dec 13 16:32 bodynet_v1.0.espresso.weights
-rw-r--r--    1 root  wheel   1.5M Dec 13 16:32 faceDescriptor-current.bin
-rw-r--r--    1 root  wheel   1.2M Dec 13 16:32 6ziz6uinva_opt.espresso.weights
-rw-r--r--    1 root  wheel   863K Dec 13 16:32 junk-descriptor-current.bin
-rw-r--r--    1 root  wheel   814K Dec 13 16:32 scenenet_op-v8d.plist
-rw-r--r--    1 root  wheel   747K Dec 13 16:32 solo_landmarks_s9min6ugm8_opt.espresso.bin
-rw-r--r--    1 root  wheel   731K Dec 13 16:32 solo_landmarks_s9min6ugm8_opt.espresso.weights
-rw-r--r--    1 root  wheel   697K Dec 13 16:32 model8c_.espresso.bin
-rw-r--r--    1 root  wheel   484K Dec 13 16:32 human_3_model.adb
-rw-r--r--    1 root  wheel   258K Dec 13 16:32 faceRegionMap-current.bin
-rw-r--r--    1 root  wheel   156K Dec 13 16:32 saliency_objectness_boxes_head_ecvqeduzc7_46800_fp16.espresso.weights
-rw-r--r--    1 root  wheel   153K Dec 13 16:32 saliency_attention_box_head_i4fgq3rswb_fp16.espresso.weights
-rw-r--r--    1 root  wheel   149K Dec 13 16:32 y4w25g79av_mask2boxes.espresso.weights
-rw-r--r--    1 root  wheel   110K Dec 13 16:32 cla20k512_01f.bin
-rw-r--r--    1 root  wheel    96K Dec 13 16:32 junk_leaf.r13.j7.espresso.weights
-rw-r--r--    1 root  wheel    50K Feb 29 00:27 default.metallib
-rw-r--r--    1 root  wheel    32K Dec 13 16:32 junk_hierarchical.r13.j7.espresso.weights
-rw-r--r--    1 root  wheel    31K Dec 13 16:32 scenenet_relationships-v8d.txt
-rw-r--r--    1 root  wheel    31K Dec 13 16:32 scene-classifier-relationships.txt
-rw-r--r--    1 root  wheel    29K Dec 13 16:32 scene-classifier-labels.csv
-rw-r--r--    1 root  wheel    29K Dec 13 16:32 scenenet_labels_basic-v8d.csv
-rw-r--r--    1 root  wheel    24K Dec 13 16:32 facerec-v2.2-bgr-att-308_chk-0050__0__faceBoxPoseAligner-current__faceDetectorV2-current__ageClassifier.bin
-rw-r--r--    1 root  wheel    18K Dec 13 16:32 eigenshape.bin
-rw-r--r--    1 root  wheel    17K Dec 13 16:32 smartcam-classifier.bin
-rw-r--r--    1 root  wheel    16K Dec 13 16:32 perspective.r13.p3.0.espresso.weights
-rw-r--r--    1 root  wheel    10K Dec 13 16:32 shotflow-8k6zuzd9wy_46860_opt_quantized.espresso.net
-rw-r--r--    1 root  wheel   9.0K Dec 13 16:32 scenenet_sc2.4_sa1.4_ae1.4_r9_opt_int8.espresso.net
-rw-r--r--    1 root  wheel   6.9K Dec 13 16:32 scenenet_sc2.4_sa1.4_ae1.6_r13.4_opt_int8_asymetric.espresso.net
-rw-r--r--    1 root  wheel   6.8K Dec 13 16:32 scenenet_sc2.4_sa1.4_ae1.6_r13.5_opt_int8_fp16-sp_ae_sa_only.espresso.net
-rw-r--r--    1 root  wheel   5.9K Dec 13 16:32 combined_classification_smartCamfanet_0-0011_saliency_bhutc68tnd_aesthetics_3eqm2xn28k.espresso.net
-rw-r--r--    1 root  wheel   5.0K Dec 13 16:32 scenenet_sceneprint_r9_opt_int8.espresso.net
-rw-r--r--    1 root  wheel   4.3K Dec 13 16:32 facerec_fp2.2_fa1.1_r2_optimize.espresso.net
-rw-r--r--    1 root  wheel   4.2K Dec 13 16:32 smartCam_v3.8.1_quantized.espresso.net
-rw-r--r--    1 root  wheel   4.1K Dec 13 16:32 y4w25g79av_mask2boxes.espresso.net
-rw-r--r--    1 root  wheel   3.8K Dec 13 16:32 gazeflow-mcbdnde3m8_225900_opt_quantized_w_conv_u16_fc_fp16.espresso.net
-rw-r--r--    1 root  wheel   3.7K Dec 13 16:32 pumtc2j5f7_wide_u8.espresso.net
drwxr-xr-x  112 root  wheel   3.5K Apr 20 16:39 .
-rw-r--r--    1 root  wheel   3.5K Dec 13 16:32 landmarksflow-gwkf986dmy_63053_plus_8dtz95rnyx_quantized.espresso.net
-rw-r--r--    1 root  wheel   3.4K Dec 13 16:32 scenenet_sc2.4_sa1.4_ae1.4_r9_opt_int8.espresso.shape
-rw-r--r--    1 root  wheel   3.4K Dec 13 16:32 scenenet_sceneprint_r9_opt_int8.espresso.shape
-rw-r--r--    1 root  wheel   2.6K Dec 13 16:32 bodynet_v1.0.espresso.net
-rw-r--r--    1 root  wheel   2.3K Dec 13 16:32 combined_classification_smartCamfanet_0-0011_saliency_bhutc68tnd_aesthetics_3eqm2xn28k.espresso.shape
-rw-r--r--    1 root  wheel   2.1K Dec 13 16:32 scenenet_sc2.4_sa1.4_ae1.6_r13.4_opt_int8_asymetric.espresso.shape
-rw-r--r--    1 root  wheel   2.0K Dec 13 16:32 scenenet_sc2.4_sa1.4_ae1.6_r13.5_opt_int8_fp16-sp_ae_sa_only.espresso.shape
-rw-r--r--    1 root  wheel   2.0K Dec 13 16:32 6ziz6uinva_opt.espresso.net
-rw-r--r--    1 root  wheel   2.0K Dec 13 16:32 saliency_attention_box_head_i4fgq3rswb_fp16.espresso.net
-rw-r--r--    1 root  wheel   2.0K Dec 13 16:32 saliency_objectness_boxes_head_ecvqeduzc7_46800_fp16.espresso.net
-rw-r--r--    1 root  wheel   2.0K Dec 13 16:32 shotflow-8k6zuzd9wy_46860_opt_quantized.espresso.shape
-rw-r--r--    1 root  wheel   1.6K Dec 13 16:32 face_quality_v1.0.espresso.net
-rw-r--r--    1 root  wheel   1.6K Dec 13 16:32 049c_chk-0300_1_faceBoxAligner-current_ageClassifier.bin
-rw-r--r--    1 root  wheel   1.5K Dec 13 16:32 facerec_fp2.2_fa1.1_r2_optimize.espresso.shape
-rw-r--r--    1 root  wheel   1.4K Dec 13 16:32 faceSemantics_v1.1.espresso.net
-rw-r--r--    1 root  wheel   1.4K Feb 29 00:27 Info.plist
-rw-r--r--    1 root  wheel   1.3K Dec 13 16:32 solo_landmarks_s9min6ugm8_opt.espresso.net
-rw-r--r--    1 root  wheel   1.2K Dec 13 16:32 y4w25g79av_mask2boxes.espresso.shape
-rw-r--r--    1 root  wheel   1.0K Dec 13 16:32 gazeflow-mcbdnde3m8_225900_opt_quantized_w_conv_u16_fc_fp16.espresso.shape
-rw-r--r--    1 root  wheel   1.0K Dec 13 16:32 rpn_track_v4.espresso.net
-rw-r--r--    1 root  wheel   1.0K Dec 13 16:32 pumtc2j5f7_wide_u8.espresso.shape
-rw-r--r--    1 root  wheel   960B Dec 13 16:32 bodynet_v1.0.espresso.shape
-rw-r--r--    1 root  wheel   935B Dec 13 16:32 perspective.r13.p3.0.espresso.net
-rw-r--r--    1 root  wheel   915B Dec 13 16:32 rpn_template_v4.espresso.net
-rw-r--r--    1 root  wheel   854B Dec 13 16:32 landmarksflow-gwkf986dmy_63053_plus_8dtz95rnyx_quantized.espresso.shape
-rw-r--r--    1 root  wheel   844B Dec 13 16:32 6ziz6uinva_opt.espresso.shape
-rw-r--r--    1 root  wheel   830B Dec 13 16:32 smartCam_v3.8.1_quantized.espresso.shape
-rw-r--r--    1 root  wheel   643B Dec 13 16:32 saliency_attention_box_head_i4fgq3rswb_fp16.espresso.shape
drwxr-xr-x   20 root  wheel   640B Dec 13 16:32 Wisdom
-rw-r--r--    1 root  wheel   626B Dec 13 16:32 face_quality_v1.0.espresso.shape
-rw-r--r--    1 root  wheel   612B Dec 13 16:32 saliency_objectness_boxes_head_ecvqeduzc7_46800_fp16.espresso.shape
-rw-r--r--    1 root  wheel   592B Dec 13 16:32 junk_hierarchical.r13.j7.espresso.net
-rw-r--r--    1 root  wheel   581B Dec 13 16:32 junk_leaf.r13.j7.espresso.net
-rw-r--r--    1 root  wheel   508B Feb 29 00:33 version.plist
-rw-r--r--    1 root  wheel   482B Dec 13 16:32 solo_landmarks_s9min6ugm8_opt.espresso.shape
-rw-r--r--    1 root  wheel   481B Dec 13 16:32 faceSemantics_v1.1.espresso.shape
-rw-r--r--    1 root  wheel   465B Dec 13 16:32 rpn_track_v4.espresso.shape
-rw-r--r--    1 root  wheel   427B Dec 13 16:32 smartcam-classifier-relationships.txt
-rw-r--r--    1 root  wheel   427B Dec 13 16:32 smartcam_relationships-v3b.txt
-rw-r--r--    1 root  wheel   417B Dec 13 16:32 smartcam-classifier-labels.csv
-rw-r--r--    1 root  wheel   352B Dec 13 16:32 rpn_template_v4.espresso.shape
-rw-r--r--    1 root  wheel   334B Dec 13 16:32 perspective.r13.p3.0.espresso.shape
-rw-r--r--    1 root  wheel   256B Dec 13 16:32 junk-classifier-current.bin
-rw-r--r--    1 root  wheel   250B Dec 13 16:32 scenenet_aesthetic_labels_basic-v8e.txt
-rw-r--r--    1 root  wheel   208B Dec 13 16:32 smartcam_labels_basic-v3b.txt
-rw-r--r--    1 root  wheel   204B Dec 13 16:32 junk_hierarchical.r13.j7.espresso.shape
-rw-r--r--    1 root  wheel   197B Dec 13 16:32 junk_leaf.r13.j7.espresso.shape
-rw-r--r--    1 root  wheel   173B Dec 13 16:32 junk_leaf.labels_basic-v2e.txt
drwxr-xr-x    5 root  wheel   160B Apr 20 16:39 ..
drwxr-xr-x    3 root  wheel    96B Jan 23 03:12 BridgeSupport
-rw-r--r--    1 root  wheel    71B Dec 13 16:32 junk_hierarchical.labels_higher_order-v2e.txt
lrwxr-xr-x    1 root  wheel    55B Apr 20 16:38 scenenet_sceneprint_r9_opt_int8.espresso.weights -> scenenet_sc2.4_sa1.4_ae1.4_r9_opt_int8.espresso.weights
-rw-r--r--    1 root  wheel    26B Dec 13 16:32 perspective_labels-v1a.txt
-rw-r--r--    1 root  wheel     4B Dec 13 16:32 junk-classifier-labels-current.txt
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