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Comments (8)

cansik avatar cansik commented on May 31, 2024

There should be no need to install multiple versions of onnxruntime. Either you install the onnxruntime-silicon or onnxruntime-coreml.

After correct installation, try to check what kind of providers are available:

import onnxruntime as rt
rt.get_available_providers()

from onnxruntime-silicon.

DeepFace-user avatar DeepFace-user commented on May 31, 2024

@cansik Thank you
rt.InferenceSession(onnx_model_or_path, providers= rt.get_available_providers(), sess_options=options)

Thank you very much, I have changed according to your form, but I am currently not sure whether to go CoreML, because the reasoning onnx is still very slow, no change

logcat:

2023-07-25 15:13:37.023599 [I:onnxruntime:, inference_session.cc:263 operator()] Flush-to-zero and denormal-as-zero are off
2023-07-25 15:13:37.023621 [I:onnxruntime:, inference_session.cc:271 ConstructorCommon] Creating and using per session threadpools since use_per_session_threads_ is true
2023-07-25 15:13:37.023630 [I:onnxruntime:, inference_session.cc:292 ConstructorCommon] Dynamic block base set to 0
2023-07-25 15:13:37.023842 [I:onnxruntime:, inference_session.cc:263 operator()] Flush-to-zero and denormal-as-zero are off
2023-07-25 15:13:37.023858 [I:onnxruntime:, inference_session.cc:271 ConstructorCommon] Creating and using per session threadpools since use_per_session_threads_ is true
2023-07-25 15:13:37.023865 [I:onnxruntime:, inference_session.cc:292 ConstructorCommon] Dynamic block base set to 0
2023-07-25 15:13:37.031563 [I:onnxruntime:, inference_session.cc:263 operator()] Flush-to-zero and denormal-as-zero are off
2023-07-25 15:13:37.031580 [I:onnxruntime:, inference_session.cc:271 ConstructorCommon] Creating and using per session threadpools since use_per_session_threads_ is true
2023-07-25 15:13:37.031588 [I:onnxruntime:, inference_session.cc:292 ConstructorCommon] Dynamic block base set to 0
2023-07-25 15:13:37.102138 [I:onnxruntime:, inference_session.cc:1222 Initialize] Initializing session.
2023-07-25 15:13:37.102163 [I:onnxruntime:, session_state.cc:31 SetupAllocators] Allocator already registered for OrtMemoryInfo:[name:Cpu id:0 OrtMemType:0 OrtAllocatorType:1 Device:[DeviceType:0 MemoryType:0 DeviceId:0]]. Ignoring allocator from CPUExecutionProvider
2023-07-25 15:13:37.103430 [I:onnxruntime:, reshape_fusion.cc:42 ApplyImpl] Total fused reshape node count: 0
2023-07-25 15:13:37.103527 [V:onnxruntime:, helper.cc:116 HasNeuralEngine] Current Apple hardware info: arm64
2023-07-25 15:13:37.103553 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Transpose] index: [0] name: [conv2d_1__50] supported: [1]
2023-07-25 15:13:37.103561 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Conv] index: [1] name: [conv2d_1] supported: [1]
2023-07-25 15:13:37.103567 [V:onnxruntime:, activation_op_builder.cc:149 IsPReluOpSupported] PRelu 'slope' input must either have shape [C, 1, 1] or have a single value
2023-07-25 15:13:37.103572 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [PRelu] index: [2] name: [p_re_lu_1] supported: [0]
2023-07-25 15:13:37.103577 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Conv] index: [3] name: [depthwise_conv2d_1] supported: [1]
2023-07-25 15:13:37.103582 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Conv] index: [4] name: [conv2d_2] supported: [1]
2023-07-25 15:13:37.103587 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Add] index: [5] name: [add_1] supported: [1]
2023-07-25 15:13:37.103592 [V:onnxruntime:, activation_op_builder.cc:149 IsPReluOpSupported] PRelu 'slope' input must either have shape [C, 1, 1] or have a single value
2023-07-25 15:13:37.103597 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [PRelu] index: [6] name: [p_re_lu_2] supported: [0]
2023-07-25 15:13:37.103626 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Conv] index: [7] name: [depthwise_conv2d_2] supported: [1]
2023-07-25 15:13:37.103631 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Conv] index: [8] name: [conv2d_3] supported: [1]
2023-07-25 15:13:37.103635 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Add] index: [9] name: [add_2] supported: [1]
2023-07-25 15:13:37.103640 [V:onnxruntime:, activation_op_builder.cc:149 IsPReluOpSupported] PRelu 'slope' input must either have shape [C, 1, 1] or have a single value
2023-07-25 15:13:37.103646 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [PRelu] index: [10] name: [p_re_lu_3] supported: [0]
2023-07-25 15:13:37.103653 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [MaxPool] index: [11] name: [max_pooling2d_1] supported: [1]
2023-07-25 15:13:37.103657 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Pad] index: [12] name: [channel_padding_1] supported: [0]
2023-07-25 15:13:37.103662 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Conv] index: [13] name: [depthwise_conv2d_3] supported: [1]
2023-07-25 15:13:37.103667 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Conv] index: [14] name: [conv2d_4] supported: [1]
2023-07-25 15:13:37.103673 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Add] index: [15] name: [add_3] supported: [1]
2023-07-25 15:13:37.103678 [V:onnxruntime:, activation_op_builder.cc:149 IsPReluOpSupported] PRelu 'slope' input must either have shape [C, 1, 1] or have a single value
2023-07-25 15:13:37.103682 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [PRelu] index: [16] name: [p_re_lu_4] supported: [0]
2023-07-25 15:13:37.103687 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Conv] index: [17] name: [depthwise_conv2d_4] supported: [1]
2023-07-25 15:13:37.103692 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Conv] index: [18] name: [conv2d_5] supported: [1]
2023-07-25 15:13:37.103696 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Add] index: [19] name: [add_4] supported: [1]
2023-07-25 15:13:37.103701 [V:onnxruntime:, activation_op_builder.cc:149 IsPReluOpSupported] PRelu 'slope' input must either have shape [C, 1, 1] or have a single value
2023-07-25 15:13:37.103705 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [PRelu] index: [20] name: [p_re_lu_5] supported: [0]
2023-07-25 15:13:37.103710 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Conv] index: [21] name: [depthwise_conv2d_5] supported: [1]
2023-07-25 15:13:37.103714 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Conv] index: [22] name: [conv2d_6] supported: [1]
2023-07-25 15:13:37.103719 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Add] index: [23] name: [add_5] supported: [1]
2023-07-25 15:13:37.103723 [V:onnxruntime:, activation_op_builder.cc:149 IsPReluOpSupported] PRelu 'slope' input must either have shape [C, 1, 1] or have a single value
2023-07-25 15:13:37.103727 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [PRelu] index: [24] name: [p_re_lu_6] supported: [0]
2023-07-25 15:13:37.103733 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [MaxPool] index: [25] name: [max_pooling2d_2] supported: [1]
2023-07-25 15:13:37.103737 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Pad] index: [26] name: [channel_padding_2] supported: [0]
2023-07-25 15:13:37.103741 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Conv] index: [27] name: [depthwise_conv2d_6] supported: [1]
2023-07-25 15:13:37.103746 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Conv] index: [28] name: [conv2d_7] supported: [1]
2023-07-25 15:13:37.103751 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Add] index: [29] name: [add_6] supported: [1]
2023-07-25 15:13:37.103755 [V:onnxruntime:, activation_op_builder.cc:149 IsPReluOpSupported] PRelu 'slope' input must either have shape [C, 1, 1] or have a single value
2023-07-25 15:13:37.103759 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [PRelu] index: [30] name: [p_re_lu_7] supported: [0]
2023-07-25 15:13:37.103764 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Conv] index: [31] name: [depthwise_conv2d_7] supported: [1]
2023-07-25 15:13:37.103768 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Conv] index: [32] name: [conv2d_8] supported: [1]
2023-07-25 15:13:37.103774 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Add] index: [33] name: [add_7] supported: [1]
2023-07-25 15:13:37.103778 [V:onnxruntime:, activation_op_builder.cc:149 IsPReluOpSupported] PRelu 'slope' input must either have shape [C, 1, 1] or have a single value
2023-07-25 15:13:37.103782 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [PRelu] index: [34] name: [p_re_lu_8] supported: [0]
2023-07-25 15:13:37.103787 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Conv] index: [35] name: [depthwise_conv2d_8] supported: [1]
2023-07-25 15:13:37.103792 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Conv] index: [36] name: [conv2d_9] supported: [1]
2023-07-25 15:13:37.103796 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Add] index: [37] name: [add_8] supported: [1]
2023-07-25 15:13:37.103801 [V:onnxruntime:, activation_op_builder.cc:149 IsPReluOpSupported] PRelu 'slope' input must either have shape [C, 1, 1] or have a single value
2023-07-25 15:13:37.103804 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [PRelu] index: [38] name: [p_re_lu_9] supported: [0]
2023-07-25 15:13:37.103809 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [MaxPool] index: [39] name: [max_pooling2d_3] supported: [1]
2023-07-25 15:13:37.103814 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Pad] index: [40] name: [channel_padding_3] supported: [0]
2023-07-25 15:13:37.103820 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Conv] index: [41] name: [depthwise_conv2d_9] supported: [1]
2023-07-25 15:13:37.103825 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Conv] index: [42] name: [conv2d_10] supported: [1]
2023-07-25 15:13:37.103830 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Add] index: [43] name: [add_9] supported: [1]
2023-07-25 15:13:37.103835 [V:onnxruntime:, activation_op_builder.cc:149 IsPReluOpSupported] PRelu 'slope' input must either have shape [C, 1, 1] or have a single value
2023-07-25 15:13:37.103839 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [PRelu] index: [44] name: [p_re_lu_10] supported: [0]
2023-07-25 15:13:37.103844 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Conv] index: [45] name: [depthwise_conv2d_10] supported: [1]
2023-07-25 15:13:37.103850 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Conv] index: [46] name: [conv2d_11] supported: [1]
2023-07-25 15:13:37.103857 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Add] index: [47] name: [add_10] supported: [1]
2023-07-25 15:13:37.103861 [V:onnxruntime:, activation_op_builder.cc:149 IsPReluOpSupported] PRelu 'slope' input must either have shape [C, 1, 1] or have a single value
2023-07-25 15:13:37.103865 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [PRelu] index: [48] name: [p_re_lu_11] supported: [0]
2023-07-25 15:13:37.103870 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Conv] index: [49] name: [depthwise_conv2d_11] supported: [1]
2023-07-25 15:13:37.103876 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Conv] index: [50] name: [conv2d_12] supported: [1]
2023-07-25 15:13:37.103880 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Add] index: [51] name: [add_11] supported: [1]
2023-07-25 15:13:37.103885 [V:onnxruntime:, activation_op_builder.cc:149 IsPReluOpSupported] PRelu 'slope' input must either have shape [C, 1, 1] or have a single value
2023-07-25 15:13:37.103889 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [PRelu] index: [52] name: [p_re_lu_12] supported: [0]
2023-07-25 15:13:37.103894 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [MaxPool] index: [53] name: [max_pooling2d_4] supported: [1]
2023-07-25 15:13:37.103899 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Conv] index: [54] name: [depthwise_conv2d_12] supported: [1]
2023-07-25 15:13:37.103904 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Conv] index: [55] name: [conv2d_13] supported: [1]
2023-07-25 15:13:37.103909 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Add] index: [56] name: [add_12] supported: [1]
2023-07-25 15:13:37.103913 [V:onnxruntime:, activation_op_builder.cc:149 IsPReluOpSupported] PRelu 'slope' input must either have shape [C, 1, 1] or have a single value
2023-07-25 15:13:37.103918 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [PRelu] index: [57] name: [p_re_lu_13] supported: [0]
2023-07-25 15:13:37.103923 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Conv] index: [58] name: [depthwise_conv2d_13] supported: [1]
2023-07-25 15:13:37.103927 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Conv] index: [59] name: [conv2d_14] supported: [1]
2023-07-25 15:13:37.103933 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Add] index: [60] name: [add_13] supported: [1]
2023-07-25 15:13:37.103937 [V:onnxruntime:, activation_op_builder.cc:149 IsPReluOpSupported] PRelu 'slope' input must either have shape [C, 1, 1] or have a single value
2023-07-25 15:13:37.103941 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [PRelu] index: [61] name: [p_re_lu_14] supported: [0]
2023-07-25 15:13:37.103946 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Conv] index: [62] name: [depthwise_conv2d_14] supported: [1]
2023-07-25 15:13:37.103951 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Conv] index: [63] name: [conv2d_15] supported: [1]
2023-07-25 15:13:37.103955 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Add] index: [64] name: [add_14] supported: [1]
2023-07-25 15:13:37.103961 [V:onnxruntime:, activation_op_builder.cc:149 IsPReluOpSupported] PRelu 'slope' input must either have shape [C, 1, 1] or have a single value
2023-07-25 15:13:37.103965 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [PRelu] index: [65] name: [p_re_lu_15] supported: [0]
2023-07-25 15:13:37.103970 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [MaxPool] index: [66] name: [max_pooling2d_5] supported: [1]
2023-07-25 15:13:37.103974 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Conv] index: [67] name: [depthwise_conv2d_15] supported: [1]
2023-07-25 15:13:37.103979 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Conv] index: [68] name: [conv2d_16] supported: [1]
2023-07-25 15:13:37.103984 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Add] index: [69] name: [add_15] supported: [1]
2023-07-25 15:13:37.103989 [V:onnxruntime:, activation_op_builder.cc:149 IsPReluOpSupported] PRelu 'slope' input must either have shape [C, 1, 1] or have a single value
2023-07-25 15:13:37.103993 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [PRelu] index: [70] name: [p_re_lu_16] supported: [0]
2023-07-25 15:13:37.103998 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Conv] index: [71] name: [depthwise_conv2d_16] supported: [1]
2023-07-25 15:13:37.104003 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Conv] index: [72] name: [conv2d_17] supported: [1]
2023-07-25 15:13:37.104008 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Add] index: [73] name: [add_16] supported: [1]
2023-07-25 15:13:37.104012 [V:onnxruntime:, activation_op_builder.cc:149 IsPReluOpSupported] PRelu 'slope' input must either have shape [C, 1, 1] or have a single value
2023-07-25 15:13:37.104017 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [PRelu] index: [74] name: [p_re_lu_17] supported: [0]
2023-07-25 15:13:37.104022 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Conv] index: [75] name: [depthwise_conv2d_17] supported: [1]
2023-07-25 15:13:37.104027 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Conv] index: [76] name: [conv2d_18] supported: [1]
2023-07-25 15:13:37.104032 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Add] index: [77] name: [add_17] supported: [1]
2023-07-25 15:13:37.104036 [V:onnxruntime:, activation_op_builder.cc:149 IsPReluOpSupported] PRelu 'slope' input must either have shape [C, 1, 1] or have a single value
2023-07-25 15:13:37.104041 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [PRelu] index: [78] name: [p_re_lu_18] supported: [0]
2023-07-25 15:13:37.104046 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Conv] index: [79] name: [conv2d_19] supported: [1]
2023-07-25 15:13:37.104050 [V:onnxruntime:, activation_op_builder.cc:149 IsPReluOpSupported] PRelu 'slope' input must either have shape [C, 1, 1] or have a single value
2023-07-25 15:13:37.104055 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [PRelu] index: [80] name: [p_re_lu_19] supported: [0]
2023-07-25 15:13:37.104060 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Conv] index: [81] name: [depthwise_conv2d_18] supported: [1]
2023-07-25 15:13:37.104064 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Conv] index: [82] name: [conv2d_20] supported: [1]
2023-07-25 15:13:37.104069 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Add] index: [83] name: [add_18] supported: [1]
2023-07-25 15:13:37.104074 [V:onnxruntime:, activation_op_builder.cc:149 IsPReluOpSupported] PRelu 'slope' input must either have shape [C, 1, 1] or have a single value
2023-07-25 15:13:37.104078 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [PRelu] index: [84] name: [p_re_lu_20] supported: [0]
2023-07-25 15:13:37.104083 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Conv] index: [85] name: [conv2d_21] supported: [1]
2023-07-25 15:13:37.104100 [V:onnxruntime:, helper.cc:97 GetSupportedNodes] Operator type: [Reshape] index: [86] name: [conv2d_21__212] supported: [1]
2023-07-25 15:13:37.104186 [W:onnxruntime:, coreml_execution_provider.cc:91 GetCapability] CoreMLExecutionProvider::GetCapability, number of partitions supported by CoreML: 24 number of nodes in the graph: 87 number of nodes supported by CoreML: 64
2023-07-25 15:13:37.105129 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [conv2d_1__50] type: [Transpose] was added
2023-07-25 15:13:37.105157 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [conv2d_1] type: [Conv] was added
2023-07-25 15:13:37.200696 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [depthwise_conv2d_1] type: [Conv] was added
2023-07-25 15:13:37.200718 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [conv2d_2] type: [Conv] was added
2023-07-25 15:13:37.200724 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [add_1] type: [Add] was added
2023-07-25 15:13:37.235617 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [depthwise_conv2d_2] type: [Conv] was added
2023-07-25 15:13:37.235638 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [conv2d_3] type: [Conv] was added
2023-07-25 15:13:37.235646 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [add_2] type: [Add] was added
2023-07-25 15:13:37.268791 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [depthwise_conv2d_3] type: [Conv] was added
2023-07-25 15:13:37.268812 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [conv2d_4] type: [Conv] was added
2023-07-25 15:13:37.268824 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [max_pooling2d_1] type: [MaxPool] was added
2023-07-25 15:13:37.298577 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [add_3] type: [Add] was added
2023-07-25 15:13:37.313610 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [depthwise_conv2d_4] type: [Conv] was added
2023-07-25 15:13:37.313627 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [conv2d_5] type: [Conv] was added
2023-07-25 15:13:37.313633 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [add_4] type: [Add] was added
2023-07-25 15:13:37.339378 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [depthwise_conv2d_5] type: [Conv] was added
2023-07-25 15:13:37.339403 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [conv2d_6] type: [Conv] was added
2023-07-25 15:13:37.339411 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [add_5] type: [Add] was added
2023-07-25 15:13:37.363342 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [depthwise_conv2d_6] type: [Conv] was added
2023-07-25 15:13:37.363362 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [conv2d_7] type: [Conv] was added
2023-07-25 15:13:37.363374 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [max_pooling2d_2] type: [MaxPool] was added
2023-07-25 15:13:37.369459 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [add_6] type: [Add] was added
2023-07-25 15:13:37.384202 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [depthwise_conv2d_7] type: [Conv] was added
2023-07-25 15:13:37.384220 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [conv2d_8] type: [Conv] was added
2023-07-25 15:13:37.384231 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [add_7] type: [Add] was added
2023-07-25 15:13:37.408780 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [depthwise_conv2d_8] type: [Conv] was added
2023-07-25 15:13:37.408799 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [conv2d_9] type: [Conv] was added
2023-07-25 15:13:37.408805 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [add_8] type: [Add] was added
2023-07-25 15:13:37.437406 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [depthwise_conv2d_9] type: [Conv] was added
2023-07-25 15:13:37.437433 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [conv2d_10] type: [Conv] was added
2023-07-25 15:13:37.437444 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [max_pooling2d_3] type: [MaxPool] was added
2023-07-25 15:13:37.443400 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [add_9] type: [Add] was added
2023-07-25 15:13:37.459471 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [depthwise_conv2d_10] type: [Conv] was added
2023-07-25 15:13:37.459506 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [conv2d_11] type: [Conv] was added
2023-07-25 15:13:37.459515 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [add_10] type: [Add] was added
2023-07-25 15:13:37.489535 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [depthwise_conv2d_11] type: [Conv] was added
2023-07-25 15:13:37.489649 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [conv2d_12] type: [Conv] was added
2023-07-25 15:13:37.489657 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [add_11] type: [Add] was added
2023-07-25 15:13:37.526022 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [depthwise_conv2d_12] type: [Conv] was added
2023-07-25 15:13:37.526059 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [conv2d_13] type: [Conv] was added
2023-07-25 15:13:37.526072 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [max_pooling2d_4] type: [MaxPool] was added
2023-07-25 15:13:37.526078 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [add_12] type: [Add] was added
2023-07-25 15:13:37.533552 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [depthwise_conv2d_13] type: [Conv] was added
2023-07-25 15:13:37.533582 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [conv2d_14] type: [Conv] was added
2023-07-25 15:13:37.533588 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [add_13] type: [Add] was added
2023-07-25 15:13:37.540067 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [depthwise_conv2d_14] type: [Conv] was added
2023-07-25 15:13:37.540105 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [conv2d_15] type: [Conv] was added
2023-07-25 15:13:37.540114 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [add_14] type: [Add] was added
2023-07-25 15:13:37.546036 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [depthwise_conv2d_15] type: [Conv] was added
2023-07-25 15:13:37.546060 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [conv2d_16] type: [Conv] was added
2023-07-25 15:13:37.546071 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [max_pooling2d_5] type: [MaxPool] was added
2023-07-25 15:13:37.546077 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [add_15] type: [Add] was added
2023-07-25 15:13:37.552087 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [depthwise_conv2d_16] type: [Conv] was added
2023-07-25 15:13:37.552112 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [conv2d_17] type: [Conv] was added
2023-07-25 15:13:37.552118 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [add_16] type: [Add] was added
2023-07-25 15:13:37.557808 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [depthwise_conv2d_17] type: [Conv] was added
2023-07-25 15:13:37.557827 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [conv2d_18] type: [Conv] was added
2023-07-25 15:13:37.557833 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [add_17] type: [Add] was added
2023-07-25 15:13:37.563942 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [conv2d_19] type: [Conv] was added
2023-07-25 15:13:37.577759 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [depthwise_conv2d_18] type: [Conv] was added
2023-07-25 15:13:37.577776 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [conv2d_20] type: [Conv] was added
2023-07-25 15:13:37.577782 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [add_18] type: [Add] was added
2023-07-25 15:13:37.582941 [I:onnxruntime:, inference_session.cc:1222 Initialize] Initializing session.
2023-07-25 15:13:37.582961 [I:onnxruntime:, session_state.cc:31 SetupAllocators] Allocator already registered for OrtMemoryInfo:[name:Cpu id:0 OrtMemType:0 OrtAllocatorType:1 Device:[DeviceType:0 MemoryType:0 DeviceId:0]]. Ignoring allocator from CPUExecutionProvider
2023-07-25 15:13:37.583839 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [conv2d_21] type: [Conv] was added
2023-07-25 15:13:37.583858 [V:onnxruntime:, base_op_builder.cc:52 AddToModelBuilder] Operator name: [conv2d_21__212] type: [Reshape] was added
2023-07-25 15:13:37.584443 [I:onnxruntime:, reshape_fusion.cc:42 ApplyImpl] Total fused reshape node count: 0
2023-07-25 15:13:37.584638 [V:onnxruntime:, helper.cc:116 HasNeuralEngine] Current Apple hardware info: arm64
2023-07-25 15:13:37.584646 [W:onnxruntime:, helper.cc:61 IsInputSupported] Dynamic shape is not supported for now, for input:in
2023-07-25 15:13:37.584674 [I:onnxruntime:, coreml_execution_provider.cc:93 GetCapability] CoreMLExecutionProvider::GetCapability, number of partitions supported by CoreML: 0 number of nodes in the graph: 213 number of nodes supported by CoreML: 0
2023-07-25 15:13:37.590487 [V:onnxruntime:, session_state.cc:1010 VerifyEachNodeIsAssignedToAnEp] Node placements
2023-07-25 15:13:37.590500 [V:onnxruntime:, session_state.cc:1013 VerifyEachNodeIsAssignedToAnEp] All nodes placed on [CPUExecutionProvider]. Number of nodes: 213
2023-07-25 15:13:37.590735 [V:onnxruntime:, session_state.cc:66 CreateGraphInfo] SaveMLValueNameIndexMapping
2023-07-25 15:13:37.590788 [V:onnxruntime:, session_state.cc:112 CreateGraphInfo] Done saving OrtValue mappings.
2023-07-25 15:13:37.596353 [I:onnxruntime:, session_state_utils.cc:199 SaveInitializedTensors] Saving initialized tensors.
2023-07-25 15:13:37.598506 [V:onnxruntime:, session_state.cc:1010 VerifyEachNodeIsAssignedToAnEp] Node placements
2023-07-25 15:13:37.598518 [V:onnxruntime:, session_state.cc:1016 VerifyEachNodeIsAssignedToAnEp] Node(s) placed on [CoreMLExecutionProvider]. Number of nodes: 24
2023-07-25 15:13:37.598523 [V:onnxruntime:, session_state.cc:1018 VerifyEachNodeIsAssignedToAnEp] CoreML_18221836647193573136_0 (CoreMLExecutionProvider_CoreML_18221836647193573136_0_0)
2023-07-25 15:13:37.598528 [V:onnxruntime:, session_state.cc:1018 VerifyEachNodeIsAssignedToAnEp] CoreML_18221836647193573136_1 (CoreMLExecutionProvider_CoreML_18221836647193573136_1_1)
2023-07-25 15:13:37.598532 [V:onnxruntime:, session_state.cc:1018 VerifyEachNodeIsAssignedToAnEp] CoreML_18221836647193573136_2 (CoreMLExecutionProvider_CoreML_18221836647193573136_2_2)
2023-07-25 15:13:37.598536 [V:onnxruntime:, session_state.cc:1018 VerifyEachNodeIsAssignedToAnEp] CoreML_18221836647193573136_3 (CoreMLExecutionProvider_CoreML_18221836647193573136_3_3)
2023-07-25 15:13:37.598540 [V:onnxruntime:, session_state.cc:1018 VerifyEachNodeIsAssignedToAnEp] CoreML_18221836647193573136_4 (CoreMLExecutionProvider_CoreML_18221836647193573136_4_4)
2023-07-25 15:13:37.598544 [V:onnxruntime:, session_state.cc:1018 VerifyEachNodeIsAssignedToAnEp] CoreML_18221836647193573136_5 (CoreMLExecutionProvider_CoreML_18221836647193573136_5_5)
2023-07-25 15:13:37.598548 [V:onnxruntime:, session_state.cc:1018 VerifyEachNodeIsAssignedToAnEp] CoreML_18221836647193573136_6 (CoreMLExecutionProvider_CoreML_18221836647193573136_6_6)
2023-07-25 15:13:37.598552 [V:onnxruntime:, session_state.cc:1018 VerifyEachNodeIsAssignedToAnEp] CoreML_18221836647193573136_7 (CoreMLExecutionProvider_CoreML_18221836647193573136_7_7)
2023-07-25 15:13:37.598555 [V:onnxruntime:, session_state.cc:1018 VerifyEachNodeIsAssignedToAnEp] CoreML_18221836647193573136_8 (CoreMLExecutionProvider_CoreML_18221836647193573136_8_8)
2023-07-25 15:13:37.598559 [V:onnxruntime:, session_state.cc:1018 VerifyEachNodeIsAssignedToAnEp] CoreML_18221836647193573136_9 (CoreMLExecutionProvider_CoreML_18221836647193573136_9_9)
2023-07-25 15:13:37.598563 [V:onnxruntime:, session_state.cc:1018 VerifyEachNodeIsAssignedToAnEp] CoreML_18221836647193573136_10 (CoreMLExecutionProvider_CoreML_18221836647193573136_10_10)
2023-07-25 15:13:37.598567 [V:onnxruntime:, session_state.cc:1018 VerifyEachNodeIsAssignedToAnEp] CoreML_18221836647193573136_11 (CoreMLExecutionProvider_CoreML_18221836647193573136_11_11)
2023-07-25 15:13:37.598571 [V:onnxruntime:, session_state.cc:1018 VerifyEachNodeIsAssignedToAnEp] CoreML_18221836647193573136_12 (CoreMLExecutionProvider_CoreML_18221836647193573136_12_12)
2023-07-25 15:13:37.598574 [V:onnxruntime:, session_state.cc:1018 VerifyEachNodeIsAssignedToAnEp] CoreML_18221836647193573136_13 (CoreMLExecutionProvider_CoreML_18221836647193573136_13_13)
2023-07-25 15:13:37.598578 [V:onnxruntime:, session_state.cc:1018 VerifyEachNodeIsAssignedToAnEp] CoreML_18221836647193573136_14 (CoreMLExecutionProvider_CoreML_18221836647193573136_14_14)
2023-07-25 15:13:37.598586 [V:onnxruntime:, session_state.cc:1018 VerifyEachNodeIsAssignedToAnEp] CoreML_18221836647193573136_15 (CoreMLExecutionProvider_CoreML_18221836647193573136_15_15)
2023-07-25 15:13:37.598590 [V:onnxruntime:, session_state.cc:1018 VerifyEachNodeIsAssignedToAnEp] CoreML_18221836647193573136_16 (CoreMLExecutionProvider_CoreML_18221836647193573136_16_16)
2023-07-25 15:13:37.598594 [V:onnxruntime:, session_state.cc:1018 VerifyEachNodeIsAssignedToAnEp] CoreML_18221836647193573136_17 (CoreMLExecutionProvider_CoreML_18221836647193573136_17_17)
2023-07-25 15:13:37.598597 [V:onnxruntime:, session_state.cc:1018 VerifyEachNodeIsAssignedToAnEp] CoreML_18221836647193573136_18 (CoreMLExecutionProvider_CoreML_18221836647193573136_18_18)
2023-07-25 15:13:37.598601 [V:onnxruntime:, session_state.cc:1018 VerifyEachNodeIsAssignedToAnEp] CoreML_18221836647193573136_19 (CoreMLExecutionProvider_CoreML_18221836647193573136_19_19)
2023-07-25 15:13:37.598605 [V:onnxruntime:, session_state.cc:1018 VerifyEachNodeIsAssignedToAnEp] CoreML_18221836647193573136_20 (CoreMLExecutionProvider_CoreML_18221836647193573136_20_20)
2023-07-25 15:13:37.598633 [V:onnxruntime:, session_state.cc:1018 VerifyEachNodeIsAssignedToAnEp] CoreML_18221836647193573136_21 (CoreMLExecutionProvider_CoreML_18221836647193573136_21_21)
2023-07-25 15:13:37.598638 [V:onnxruntime:, session_state.cc:1018 VerifyEachNodeIsAssignedToAnEp] CoreML_18221836647193573136_22 (CoreMLExecutionProvider_CoreML_18221836647193573136_22_22)
2023-07-25 15:13:37.598642 [V:onnxruntime:, session_state.cc:1018 VerifyEachNodeIsAssignedToAnEp] CoreML_18221836647193573136_23 (CoreMLExecutionProvider_CoreML_18221836647193573136_23_23)
2023-07-25 15:13:37.598646 [V:onnxruntime:, session_state.cc:1016 VerifyEachNodeIsAssignedToAnEp] Node(s) placed on [CPUExecutionProvider]. Number of nodes: 23
2023-07-25 15:13:37.598651 [V:onnxruntime:, session_state.cc:1018 VerifyEachNodeIsAssignedToAnEp] PRelu (p_re_lu_1)
2023-07-25 15:13:37.598655 [V:onnxruntime:, session_state.cc:1018 VerifyEachNodeIsAssignedToAnEp] PRelu (p_re_lu_2)
2023-07-25 15:13:37.598659 [V:onnxruntime:, session_state.cc:1018 VerifyEachNodeIsAssignedToAnEp] PRelu (p_re_lu_3)
2023-07-25 15:13:37.598663 [V:onnxruntime:, session_state.cc:1018 VerifyEachNodeIsAssignedToAnEp] Pad (channel_padding_1)
2023-07-25 15:13:37.598667 [V:onnxruntime:, session_state.cc:1018 VerifyEachNodeIsAssignedToAnEp] PRelu (p_re_lu_4)
2023-07-25 15:13:37.598671 [V:onnxruntime:, session_state.cc:1018 VerifyEachNodeIsAssignedToAnEp] PRelu (p_re_lu_5)
2023-07-25 15:13:37.598675 [V:onnxruntime:, session_state.cc:1018 VerifyEachNodeIsAssignedToAnEp] PRelu (p_re_lu_6)
2023-07-25 15:13:37.598679 [V:onnxruntime:, session_state.cc:1018 VerifyEachNodeIsAssignedToAnEp] Pad (channel_padding_2)
2023-07-25 15:13:37.598683 [V:onnxruntime:, session_state.cc:1018 VerifyEachNodeIsAssignedToAnEp] PRelu (p_re_lu_7)
2023-07-25 15:13:37.598687 [V:onnxruntime:, session_state.cc:1018 VerifyEachNodeIsAssignedToAnEp] PRelu (p_re_lu_8)
2023-07-25 15:13:37.598691 [V:onnxruntime:, session_state.cc:1018 VerifyEachNodeIsAssignedToAnEp] PRelu (p_re_lu_9)
2023-07-25 15:13:37.598695 [V:onnxruntime:, session_state.cc:1018 VerifyEachNodeIsAssignedToAnEp] Pad (channel_padding_3)
2023-07-25 15:13:37.598699 [V:onnxruntime:, session_state.cc:1018 VerifyEachNodeIsAssignedToAnEp] PRelu (p_re_lu_10)
2023-07-25 15:13:37.598703 [V:onnxruntime:, session_state.cc:1018 VerifyEachNodeIsAssignedToAnEp] PRelu (p_re_lu_11)
2023-07-25 15:13:37.598707 [V:onnxruntime:, session_state.cc:1018 VerifyEachNodeIsAssignedToAnEp] PRelu (p_re_lu_12)
2023-07-25 15:13:37.598711 [V:onnxruntime:, session_state.cc:1018 VerifyEachNodeIsAssignedToAnEp] PRelu (p_re_lu_13)
2023-07-25 15:13:37.598715 [V:onnxruntime:, session_state.cc:1018 VerifyEachNodeIsAssignedToAnEp] PRelu (p_re_lu_14)
2023-07-25 15:13:37.598719 [V:onnxruntime:, session_state.cc:1018 VerifyEachNodeIsAssignedToAnEp] PRelu (p_re_lu_15)
2023-07-25 15:13:37.598722 [V:onnxruntime:, session_state.cc:1018 VerifyEachNodeIsAssignedToAnEp] PRelu (p_re_lu_16)
2023-07-25 15:13:37.598726 [V:onnxruntime:, session_state.cc:1018 VerifyEachNodeIsAssignedToAnEp] PRelu (p_re_lu_17)
2023-07-25 15:13:37.598730 [V:onnxruntime:, session_state.cc:1018 VerifyEachNodeIsAssignedToAnEp] PRelu (p_re_lu_18)
2023-07-25 15:13:37.598734 [V:onnxruntime:, session_state.cc:1018 VerifyEachNodeIsAssignedToAnEp] PRelu (p_re_lu_19)
2023-07-25 15:13:37.598738 [V:onnxruntime:, session_state.cc:1018 VerifyEachNodeIsAssignedToAnEp] PRelu (p_re_lu_20)
2023-07-25 15:13:37.598829 [V:onnxruntime:, session_state.cc:66 CreateGraphInfo] SaveMLValueNameIndexMapping
2023-07-25 15:13:37.598854 [V:onnxruntime:, session_state.cc:112 CreateGraphInfo] Done saving OrtValue mappings.
2023-07-25 15:13:37.598983 [I:onnxruntime:, session_state_utils.cc:199 SaveInitializedTensors] Saving initialized tensors.
2023-07-25 15:13:37.599461 [I:onnxruntime:, session_state_utils.cc:342 SaveInitializedTensors] Done saving initialized tensors
2023-07-25 15:13:37.599524 [I:onnxruntime:, inference_session.cc:1488 Initialize] Session successfully initialized.
2023-07-25 15:13:37.601751 [I:onnxruntime:, session_state_utils.cc:342 SaveInitializedTensors] Done saving initialized tensors
2023-07-25 15:13:37.601944 [I:onnxruntime:, inference_session.cc:1488 Initialize] Session successfully initialized.
2023-07-25 15:13:38.582414 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
2023-07-25 15:13:38.686510 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
2023-07-25 15:13:38.687307 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
2023-07-25 15:13:38.782663 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
2023-07-25 15:13:38.783662 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
2023-07-25 15:13:38.859740 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
2023-07-25 15:13:38.861441 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
2023-07-25 15:13:38.923815 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
2023-07-25 15:13:38.925756 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
2023-07-25 15:13:38.983028 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
2023-07-25 15:13:38.983911 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
2023-07-25 15:13:39.039490 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
2023-07-25 15:13:39.040741 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
2023-07-25 15:13:39.094919 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
2023-07-25 15:13:39.144409 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
2023-07-25 15:13:44.886884 [I:onnxruntime:, inference_session.cc:1222 Initialize] Initializing session.
2023-07-25 15:13:44.886927 [I:onnxruntime:, session_state.cc:31 SetupAllocators] Allocator already registered for OrtMemoryInfo:[name:Cpu id:0 OrtMemType:0 OrtAllocatorType:1 Device:[DeviceType:0 MemoryType:0 DeviceId:0]]. Ignoring allocator from CPUExecutionProvider
2023-07-25 15:13:44.889241 [I:onnxruntime:, graph.cc:3490 CleanUnusedInitializersAndNodeArgs] Removing initializer 'Reshape_102__47'. It is no longer used by any node.
2023-07-25 15:13:44.889255 [I:onnxruntime:, graph.cc:3490 CleanUnusedInitializersAndNodeArgs] Removing initializer 'Reshape_104__49'. It is no longer used by any node.
2023-07-25 15:13:44.889260 [I:onnxruntime:, graph.cc:3490 CleanUnusedInitializersAndNodeArgs] Removing initializer 'Reshape_108__53'. It is no longer used by any node.
2023-07-25 15:13:44.889265 [I:onnxruntime:, graph.cc:3490 CleanUnusedInitializersAndNodeArgs] Removing initializer 'Reshape_116__58'. It is no longer used by any node.
2023-07-25 15:13:44.889269 [I:onnxruntime:, graph.cc:3490 CleanUnusedInitializersAndNodeArgs] Removing initializer 'Reshape_103__48'. It is no longer used by any node.
2023-07-25 15:13:44.889273 [I:onnxruntime:, graph.cc:3490 CleanUnusedInitializersAndNodeArgs] Removing initializer 'Reshape_119__59'. It is no longer used by any node.
2023-07-25 15:13:44.889276 [I:onnxruntime:, graph.cc:3490 CleanUnusedInitializersAndNodeArgs] Removing initializer 'Reshape_106__51'. It is no longer used by any node.
2023-07-25 15:13:44.889281 [I:onnxruntime:, graph.cc:3490 CleanUnusedInitializersAndNodeArgs] Removing initializer 'Reshape_125__63'. It is no longer used by any node.
2023-07-25 15:13:44.889285 [I:onnxruntime:, graph.cc:3490 CleanUnusedInitializersAndNodeArgs] Removing initializer 'Reshape_126__64'. It is no longer used by any node.
2023-07-25 15:13:44.889289 [I:onnxruntime:, graph.cc:3490 CleanUnusedInitializersAndNodeArgs] Removing initializer 'Reshape_130__66'. It is no longer used by any node.
2023-07-25 15:13:44.889293 [I:onnxruntime:, graph.cc:3490 CleanUnusedInitializersAndNodeArgs] Removing initializer 'Reshape_134__68'. It is no longer used by any node.
2023-07-25 15:13:44.889296 [I:onnxruntime:, graph.cc:3490 CleanUnusedInitializersAndNodeArgs] Removing initializer 'Reshape_129__65'. It is no longer used by any node.
2023-07-25 15:13:44.889300 [I:onnxruntime:, graph.cc:3490 CleanUnusedInitializersAndNodeArgs] Removing initializer 'Reshape_142__74'. It is no longer used by any node.
2023-07-25 15:13:44.889304 [I:onnxruntime:, graph.cc:3490 CleanUnusedInitializersAndNodeArgs] Removing initializer 'Reshape_157__79'. It is no longer used by any node.
2023-07-25 15:13:44.889308 [I:onnxruntime:, graph.cc:3490 CleanUnusedInitializersAndNodeArgs] Removing initializer 'Reshape_196__84'. It is no longer used by any node.
2023-07-25 15:13:44.889311 [I:onnxruntime:, graph.cc:3490 CleanUnusedInitializersAndNodeArgs] Removing initializer 'Reshape_135__69'. It is no longer used by any node.
2023-07-25 15:13:44.889316 [I:onnxruntime:, graph.cc:3490 CleanUnusedInitializersAndNodeArgs] Removing initializer 'Reshape_101__46'. It is no longer used by any node.
2023-07-25 15:13:44.889320 [I:onnxruntime:, graph.cc:3490 CleanUnusedInitializersAndNodeArgs] Removing initializer 'Reshape_138__72'. It is no longer used by any node.
2023-07-25 15:13:44.889324 [I:onnxruntime:, graph.cc:3490 CleanUnusedInitializersAndNodeArgs] Removing initializer 'Reshape_120__60'. It is no longer used by any node.
2023-07-25 15:13:44.889329 [I:onnxruntime:, graph.cc:3490 CleanUnusedInitializersAndNodeArgs] Removing initializer 'Reshape_137__71'. It is no longer used by any node.
2023-07-25 15:13:44.889333 [I:onnxruntime:, graph.cc:3490 CleanUnusedInitializersAndNodeArgs] Removing initializer 'Reshape_145__75'. It is no longer used by any node.
2023-07-25 15:13:44.889337 [I:onnxruntime:, graph.cc:3490 CleanUnusedInitializersAndNodeArgs] Removing initializer 'Reshape_151__77'. It is no longer used by any node.
2023-07-25 15:13:44.889342 [I:onnxruntime:, graph.cc:3490 CleanUnusedInitializersAndNodeArgs] Removing initializer 'Reshape_190__82'. It is no longer used by any node.
2023-07-25 15:13:44.889345 [I:onnxruntime:, graph.cc:3490 CleanUnusedInitializersAndNodeArgs] Removing initializer 'Reshape_121__61'. It is no longer used by any node.
2023-07-25 15:13:44.889349 [I:onnxruntime:, graph.cc:3490 CleanUnusedInitializersAndNodeArgs] Removing initializer 'Reshape_139__73'. It is no longer used by any node.
2023-07-25 15:13:44.889354 [I:onnxruntime:, graph.cc:3490 CleanUnusedInitializersAndNodeArgs] Removing initializer 'Reshape_124__62'. It is no longer used by any node.
2023-07-25 15:13:44.889358 [I:onnxruntime:, graph.cc:3490 CleanUnusedInitializersAndNodeArgs] Removing initializer 'Reshape_100__45'. It is no longer used by any node.
2023-07-25 15:13:44.889361 [I:onnxruntime:, graph.cc:3490 CleanUnusedInitializersAndNodeArgs] Removing initializer 'Reshape_136__70'. It is no longer used by any node.
2023-07-25 15:13:44.889366 [I:onnxruntime:, graph.cc:3490 CleanUnusedInitializersAndNodeArgs] Removing initializer 'Reshape_105__50'. It is no longer used by any node.
2023-07-25 15:13:44.889369 [I:onnxruntime:, graph.cc:3490 CleanUnusedInitializersAndNodeArgs] Removing initializer 'Reshape_107__52'. It is no longer used by any node.
2023-07-25 15:13:44.889373 [I:onnxruntime:, graph.cc:3490 CleanUnusedInitializersAndNodeArgs] Removing initializer 'Reshape_131__67'. It is no longer used by any node.
2023-07-25 15:13:44.890302 [I:onnxruntime:, reshape_fusion.cc:42 ApplyImpl] Total fused reshape node count: 0
2023-07-25 15:13:44.890678 [I:onnxruntime:, reshape_fusion.cc:42 ApplyImpl] Total fused reshape node count: 0
2023-07-25 15:13:44.890756 [V:onnxruntime:, helper.cc:116 HasNeuralEngine] Current Apple hardware info: arm64
2023-07-25 15:13:44.890767 [W:onnxruntime:, helper.cc:61 IsInputSupported] Dynamic shape is not supported for now, for input:in_face:0
2023-07-25 15:13:44.890793 [I:onnxruntime:, coreml_execution_provider.cc:93 GetCapability] CoreMLExecutionProvider::GetCapability, number of partitions supported by CoreML: 0 number of nodes in the graph: 142 number of nodes supported by CoreML: 0
2023-07-25 15:13:44.891141 [V:onnxruntime:, selector_action_transformer.cc:129 MatchAndProcess] Matched Conv
2023-07-25 15:13:44.891174 [V:onnxruntime:, selector_action_transformer.cc:129 MatchAndProcess] Matched Conv
2023-07-25 15:13:44.891186 [V:onnxruntime:, selector_action_transformer.cc:129 MatchAndProcess] Matched Conv
2023-07-25 15:13:44.891198 [V:onnxruntime:, selector_action_transformer.cc:129 MatchAndProcess] Matched Conv
2023-07-25 15:13:44.891211 [V:onnxruntime:, selector_action_transformer.cc:129 MatchAndProcess] Matched Conv
2023-07-25 15:13:44.891221 [V:onnxruntime:, selector_action_transformer.cc:129 MatchAndProcess] Matched Conv
2023-07-25 15:13:44.891230 [V:onnxruntime:, selector_action_transformer.cc:129 MatchAndProcess] Matched Conv
2023-07-25 15:13:44.891240 [V:onnxruntime:, selector_action_transformer.cc:129 MatchAndProcess] Matched Conv
2023-07-25 15:13:44.891250 [V:onnxruntime:, selector_action_transformer.cc:129 MatchAndProcess] Matched Conv
2023-07-25 15:13:44.891263 [V:onnxruntime:, selector_action_transformer.cc:129 MatchAndProcess] Matched Conv
2023-07-25 15:13:44.891274 [V:onnxruntime:, selector_action_transformer.cc:129 MatchAndProcess] Matched Conv
2023-07-25 15:13:44.891284 [V:onnxruntime:, selector_action_transformer.cc:129 MatchAndProcess] Matched Conv
2023-07-25 15:13:44.891292 [V:onnxruntime:, selector_action_transformer.cc:129 MatchAndProcess] Matched Conv
2023-07-25 15:13:44.891302 [V:onnxruntime:, selector_action_transformer.cc:129 MatchAndProcess] Matched Conv
2023-07-25 15:13:44.891311 [V:onnxruntime:, selector_action_transformer.cc:129 MatchAndProcess] Matched Conv
2023-07-25 15:13:44.891323 [V:onnxruntime:, selector_action_transformer.cc:129 MatchAndProcess] Matched Conv
2023-07-25 15:13:44.891333 [V:onnxruntime:, selector_action_transformer.cc:129 MatchAndProcess] Matched Conv
2023-07-25 15:13:44.891342 [V:onnxruntime:, selector_action_transformer.cc:129 MatchAndProcess] Matched Conv
2023-07-25 15:13:44.891350 [V:onnxruntime:, selector_action_transformer.cc:129 MatchAndProcess] Matched Conv
2023-07-25 15:13:44.891359 [V:onnxruntime:, selector_action_transformer.cc:129 MatchAndProcess] Matched Conv
2023-07-25 15:13:44.891369 [V:onnxruntime:, selector_action_transformer.cc:129 MatchAndProcess] Matched Conv
2023-07-25 15:13:44.891381 [V:onnxruntime:, selector_action_transformer.cc:129 MatchAndProcess] Matched Conv
2023-07-25 15:13:44.891391 [V:onnxruntime:, selector_action_transformer.cc:129 MatchAndProcess] Matched Conv
2023-07-25 15:13:44.891400 [V:onnxruntime:, selector_action_transformer.cc:129 MatchAndProcess] Matched Conv
2023-07-25 15:13:44.891408 [V:onnxruntime:, selector_action_transformer.cc:129 MatchAndProcess] Matched Conv
2023-07-25 15:13:44.891416 [V:onnxruntime:, selector_action_transformer.cc:129 MatchAndProcess] Matched Conv
2023-07-25 15:13:44.891494 [V:onnxruntime:, selector_action_transformer.cc:129 MatchAndProcess] Matched Conv
2023-07-25 15:13:44.895237 [V:onnxruntime:, selector_action_transformer.cc:129 MatchAndProcess] Matched Conv
2023-07-25 15:13:44.895336 [V:onnxruntime:, selector_action_transformer.cc:129 MatchAndProcess] Matched Conv
2023-07-25 15:13:44.896166 [V:onnxruntime:, session_state.cc:1010 VerifyEachNodeIsAssignedToAnEp] Node placements
2023-07-25 15:13:44.896178 [V:onnxruntime:, session_state.cc:1013 VerifyEachNodeIsAssignedToAnEp] All nodes placed on [CPUExecutionProvider]. Number of nodes: 111
2023-07-25 15:13:44.896354 [V:onnxruntime:, session_state.cc:66 CreateGraphInfo] SaveMLValueNameIndexMapping
2023-07-25 15:13:44.896395 [V:onnxruntime:, session_state.cc:112 CreateGraphInfo] Done saving OrtValue mappings.
2023-07-25 15:13:44.897220 [I:onnxruntime:, session_state_utils.cc:199 SaveInitializedTensors] Saving initialized tensors.
2023-07-25 15:13:45.261807 [I:onnxruntime:, session_state_utils.cc:342 SaveInitializedTensors] Done saving initialized tensors
2023-07-25 15:13:45.404007 [I:onnxruntime:, inference_session.cc:1488 Initialize] Session successfully initialized.
2023-07-25 15:13:45.409184 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
2023-07-25 15:13:45.412338 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
2023-07-25 15:13:45.418836 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
Inference time: 0.34565114974975586
2023-07-25 15:13:45.762798 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
2023-07-25 15:13:45.764231 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
2023-07-25 15:13:45.766013 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
Inference time: 0.33748316764831543
2023-07-25 15:13:46.103497 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
2023-07-25 15:13:46.107523 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
2023-07-25 15:13:46.109584 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
Inference time: 0.32191991806030273
2023-07-25 15:13:46.428478 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
2023-07-25 15:13:46.431696 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
2023-07-25 15:13:46.434949 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
Inference time: 0.326063871383667
2023-07-25 15:13:46.758027 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
2023-07-25 15:13:46.761174 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
2023-07-25 15:13:46.762743 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
Inference time: 0.3824460506439209
2023-07-25 15:13:47.143977 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
2023-07-25 15:13:47.147762 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
2023-07-25 15:13:47.152520 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
Inference time: 0.33515191078186035
2023-07-25 15:13:47.482870 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
2023-07-25 15:13:47.486949 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
2023-07-25 15:13:47.488378 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
Inference time: 0.3151569366455078
2023-07-25 15:13:47.800475 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
2023-07-25 15:13:47.804915 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
2023-07-25 15:13:47.806531 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
Inference time: 0.31312990188598633
2023-07-25 15:13:48.115801 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
2023-07-25 15:13:48.118541 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
2023-07-25 15:13:48.120665 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
Inference time: 0.3171267509460449
2023-07-25 15:13:48.437076 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
2023-07-25 15:13:48.441256 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
2023-07-25 15:13:48.443328 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
Inference time: 0.3099219799041748
2023-07-25 15:13:48.751070 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
2023-07-25 15:13:48.755203 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
2023-07-25 15:13:48.758245 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
Inference time: 0.3237898349761963
2023-07-25 15:13:49.080865 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
2023-07-25 15:13:49.084352 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
2023-07-25 15:13:49.086698 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
Inference time: 0.3256380558013916
2023-07-25 15:13:49.411045 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
2023-07-25 15:13:49.414144 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
2023-07-25 15:13:49.416076 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
Inference time: 0.3165450096130371
2023-07-25 15:13:49.730704 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
2023-07-25 15:13:49.734061 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
2023-07-25 15:13:49.735937 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
Inference time: 0.352567195892334
2023-07-25 15:13:50.094736 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
2023-07-25 15:13:50.099081 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
2023-07-25 15:13:50.105752 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
Inference time: 0.39165639877319336
2023-07-25 15:13:50.490516 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
2023-07-25 15:13:50.495620 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
2023-07-25 15:13:50.498348 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
Inference time: 0.3437769412994385
2023-07-25 15:13:50.837517 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
2023-07-25 15:13:50.840798 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
2023-07-25 15:13:50.842634 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
Inference time: 0.3185160160064697
2023-07-25 15:13:51.159570 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
2023-07-25 15:13:51.169393 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
2023-07-25 15:13:51.187829 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
Inference time: 0.346325159072876
2023-07-25 15:13:51.508474 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
2023-07-25 15:13:51.512589 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
2023-07-25 15:13:51.514546 [I:onnxruntime:, sequential_executor.cc:176 Execute] Begin execution
Inference time: 0.32715582847595215

.....

I don't know where the problem is, the speed is very slow, each inference needs: 0.352567195892334* 1000 ≈ 305.686 milliseconds

Thanks in advance! 提前感谢!

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cansik avatar cansik commented on May 31, 2024

Could it be because of the supported ops for the CoreML backend? If they are not implemented, the CPU is used, which can lead to a fragmentation of the calculation and data.

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heliumsoft avatar heliumsoft commented on May 31, 2024

When I install this dependency, I got this error. what is a solution?

ERROR: Could not find a version that satisfies the requirement onnxruntime-silicon (from versions: none)
ERROR: No matching distribution found for onnxruntime-silicon

from onnxruntime-silicon.

cansik avatar cansik commented on May 31, 2024

@heliumsoft Instead of writing into a random issue, please read the FAQ first. If there are still questions, open an issue where you describe the problem, the environment you are working in and what you have already tried.

from onnxruntime-silicon.

heliumsoft avatar heliumsoft commented on May 31, 2024

@cansik Thank you. Do you have experience with installing onnxruntime-coreml? Also, can we use onnxruntime-silicon on MacBook Pro Intel Core i7?

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