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{
"model_name_or_path": "nateraw/vit-base-beans",
"task": "image-classification",
"task_args": null,
"dataset": {
"path": "beans",
"eval_split": "validation",
"data_keys": {
"primary": "image",
"secondary": null
},
"ref_keys": [
"labels"
],
"name": null,
"calibration_split": "train"
},
"apply_quantization": true,
"quantization_approach": "dynamic",
"operators_to_quantize": [
"Add"
],
"node_exclusion": [],
"aware_training": null,
"per_channel": false,
"weights_dtype": null,
"reduce_range": false,
"calibration": {
"method": "percentile",
"num_calibration_samples": 128,
"calibration_histogram_percentile": 99.999,
"calibration_moving_average": null,
"calibration_moving_average_constant": null
},
"framework": "onnxruntime",
"framework_args": {
"opset": 13,
"optimization_level": 1,
"intra_op_num_threads": 4
},
"hardware": "Architecture: x86_64\nCPU op-mode(s): 32-bit, 64-bit\nByte Order: Little Endian\nAddress sizes: 46 bits physical, 48 bits virtual\nCPU(s): 8\nOn-line CPU(s) list: 0-7\nThread(s) per core: 2\nCore(s) per socket: 4\nSocket(s): 1\nNUMA node(s): 1\nVendor ID: GenuineIntel\nCPU family: 6\nModel: 85\nModel name: Intel(R) Xeon(R) Platinum 8259CL CPU @ 2.50GHz\nStepping: 7\nCPU MHz: 3100.998\nBogoMIPS: 4999.99\nHypervisor vendor: KVM\nVirtualization type: full\nL1d cache: 128 KiB\nL1i cache: 128 KiB\nL2 cache: 4 MiB\nL3 cache: 35.8 MiB\nNUMA node0 CPU(s): 0-7\nVulnerability Itlb multihit: KVM: Vulnerable\nVulnerability L1tf: Mitigation; PTE Inversion\nVulnerability Mds: Vulnerable: Clear CPU buffers attempted, no microcode; SMT Host state unknown\nVulnerability Meltdown: Mitigation; PTI\nVulnerability Mmio stale data: Vulnerable: Clear CPU buffers attempted, no microcode; SMT Host state unknown\nVulnerability Spec store bypass: Vulnerable\nVulnerability Spectre v1: Mitigation; usercopy/swapgs barriers and __user pointer sanitization\nVulnerability Spectre v2: Mitigation; Retpolines, STIBP disabled, RSB filling\nVulnerability Srbds: Not affected\nVulnerability Tsx async abort: Not affected\nFlags: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ss ht syscall nx pdpe1gb rdtscp lm constant_tsc rep_good nopl xtopology nonstop_tsc cpuid aperfmperf tsc_known_freq pni pclmulqdq ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt tsc_deadline_timer aes xsave avx f16c rdrand hypervisor lahf_lm abm 3dnowprefetch invpcid_single pti fsgsbase tsc_adjust bmi1 avx2 smep bmi2 erms invpcid mpx avx512f avx512dq rdseed adx smap clflushopt clwb avx512cd avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves ida arat pku ospke\nprocessor\t: 0\nvendor_id\t: GenuineIntel\ncpu family\t: 6\nmodel\t\t: 85\nmodel name\t: Intel(R) Xeon(R) Platinum 8259CL CPU @ 2.50GHz\nstepping\t: 7\nmicrocode\t: 0x500320a\ncpu MHz\t\t: 3100.998\ncache size\t: 36608 KB\nphysical id\t: 0\nsiblings\t: 8\ncore id\t\t: 0\ncpu cores\t: 4\napicid\t\t: 0\ninitial apicid\t: 0\nfpu\t\t: yes\nfpu_exception\t: yes\ncpuid level\t: 13\nwp\t\t: yes\nflags\t\t: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ss ht syscall nx pdpe1gb rdtscp lm constant_tsc rep_good nopl xtopology nonstop_tsc cpuid aperfmperf tsc_known_freq pni pclmulqdq ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt tsc_deadline_timer aes xsave avx f16c rdrand hypervisor lahf_lm abm 3dnowprefetch invpcid_single pti fsgsbase tsc_adjust bmi1 avx2 smep bmi2 erms invpcid mpx avx512f avx512dq rdseed adx smap clflushopt clwb avx512cd avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves ida arat pku ospke\nbugs\t\t: cpu_meltdown spectre_v1 spectre_v2 spec_store_bypass l1tf mds swapgs itlb_multihit mmio_stale_data\nbogomips\t: 4999.99\nclflush size\t: 64\ncache_alignment\t: 64\naddress sizes\t: 46 bits physical, 48 bits virtual\npower management:\n\nprocessor\t: 1\nvendor_id\t: GenuineIntel\ncpu family\t: 6\nmodel\t\t: 85\nmodel name\t: Intel(R) Xeon(R) Platinum 8259CL CPU @ 2.50GHz\nstepping\t: 7\nmicrocode\t: 0x500320a\ncpu MHz\t\t: 3099.949\ncache size\t: 36608 KB\nphysical id\t: 0\nsiblings\t: 8\ncore id\t\t: 1\ncpu cores\t: 4\napicid\t\t: 2\ninitial apicid\t: 2\nfpu\t\t: yes\nfpu_exception\t: yes\ncpuid level\t: 13\nwp\t\t: yes\nflags\t\t: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ss ht syscall nx pdpe1gb rdtscp lm constant_tsc rep_good nopl xtopology nonstop_tsc cpuid aperfmperf tsc_known_freq pni pclmulqdq ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt tsc_deadline_timer aes xsave avx f16c rdrand hypervisor lahf_lm abm 3dnowprefetch invpcid_single pti fsgsbase tsc_adjust bmi1 avx2 smep bmi2 erms invpcid mpx avx512f avx512dq rdseed adx smap clflushopt clwb avx512cd avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves ida arat pku ospke\nbugs\t\t: cpu_meltdown spectre_v1 spectre_v2 spec_store_bypass l1tf mds swapgs itlb_multihit mmio_stale_data\nbogomips\t: 4999.99\nclflush size\t: 64\ncache_alignment\t: 64\naddress sizes\t: 46 bits physical, 48 bits virtual\npower management:\n\nprocessor\t: 2\nvendor_id\t: GenuineIntel\ncpu family\t: 6\nmodel\t\t: 85\nmodel name\t: Intel(R) Xeon(R) Platinum 8259CL CPU @ 2.50GHz\nstepping\t: 7\nmicrocode\t: 0x500320a\ncpu MHz\t\t: 3099.920\ncache size\t: 36608 KB\nphysical id\t: 0\nsiblings\t: 8\ncore id\t\t: 2\ncpu cores\t: 4\napicid\t\t: 4\ninitial apicid\t: 4\nfpu\t\t: yes\nfpu_exception\t: yes\ncpuid level\t: 13\nwp\t\t: yes\nflags\t\t: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ss ht syscall nx pdpe1gb rdtscp lm constant_tsc rep_good nopl xtopology nonstop_tsc cpuid aperfmperf tsc_known_freq pni pclmulqdq ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt tsc_deadline_timer aes xsave avx f16c rdrand hypervisor lahf_lm abm 3dnowprefetch invpcid_single pti fsgsbase tsc_adjust bmi1 avx2 smep bmi2 erms invpcid mpx avx512f avx512dq rdseed adx smap clflushopt clwb avx512cd avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves ida arat pku ospke\nbugs\t\t: cpu_meltdown spectre_v1 spectre_v2 spec_store_bypass l1tf mds swapgs itlb_multihit mmio_stale_data\nbogomips\t: 4999.99\nclflush size\t: 64\ncache_alignment\t: 64\naddress sizes\t: 46 bits physical, 48 bits virtual\npower management:\n\nprocessor\t: 3\nvendor_id\t: GenuineIntel\ncpu family\t: 6\nmodel\t\t: 85\nmodel name\t: Intel(R) Xeon(R) Platinum 8259CL CPU @ 2.50GHz\nstepping\t: 7\nmicrocode\t: 0x500320a\ncpu MHz\t\t: 3099.723\ncache size\t: 36608 KB\nphysical id\t: 0\nsiblings\t: 8\ncore id\t\t: 3\ncpu cores\t: 4\napicid\t\t: 6\ninitial apicid\t: 6\nfpu\t\t: yes\nfpu_exception\t: yes\ncpuid level\t: 13\nwp\t\t: yes\nflags\t\t: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ss ht syscall nx pdpe1gb rdtscp lm constant_tsc rep_good nopl xtopology nonstop_tsc cpuid aperfmperf tsc_known_freq pni pclmulqdq ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt tsc_deadline_timer aes xsave avx f16c rdrand hypervisor lahf_lm abm 3dnowprefetch invpcid_single pti fsgsbase tsc_adjust bmi1 avx2 smep bmi2 erms invpcid mpx avx512f avx512dq rdseed adx smap clflushopt clwb avx512cd avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves ida arat pku ospke\nbugs\t\t: cpu_meltdown spectre_v1 spectre_v2 spec_store_bypass l1tf mds swapgs itlb_multihit mmio_stale_data\nbogomips\t: 4999.99\nclflush size\t: 64\ncache_alignment\t: 64\naddress sizes\t: 46 bits physical, 48 bits virtual\npower management:\n\nprocessor\t: 4\nvendor_id\t: GenuineIntel\ncpu family\t: 6\nmodel\t\t: 85\nmodel name\t: Intel(R) Xeon(R) Platinum 8259CL CPU @ 2.50GHz\nstepping\t: 7\nmicrocode\t: 0x500320a\ncpu MHz\t\t: 3100.329\ncache size\t: 36608 KB\nphysical id\t: 0\nsiblings\t: 8\ncore id\t\t: 0\ncpu cores\t: 4\napicid\t\t: 1\ninitial apicid\t: 1\nfpu\t\t: yes\nfpu_exception\t: yes\ncpuid level\t: 13\nwp\t\t: yes\nflags\t\t: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ss ht syscall nx pdpe1gb rdtscp lm constant_tsc rep_good nopl xtopology nonstop_tsc cpuid aperfmperf tsc_known_freq pni pclmulqdq ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt tsc_deadline_timer aes xsave avx f16c rdrand hypervisor lahf_lm abm 3dnowprefetch invpcid_single pti fsgsbase tsc_adjust bmi1 avx2 smep bmi2 erms invpcid mpx avx512f avx512dq rdseed adx smap clflushopt clwb avx512cd avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves ida arat pku ospke\nbugs\t\t: cpu_meltdown spectre_v1 spectre_v2 spec_store_bypass l1tf mds swapgs itlb_multihit mmio_stale_data\nbogomips\t: 4999.99\nclflush size\t: 64\ncache_alignment\t: 64\naddress sizes\t: 46 bits physical, 48 bits virtual\npower management:\n\nprocessor\t: 5\nvendor_id\t: GenuineIntel\ncpu family\t: 6\nmodel\t\t: 85\nmodel name\t: Intel(R) Xeon(R) Platinum 8259CL CPU @ 2.50GHz\nstepping\t: 7\nmicrocode\t: 0x500320a\ncpu MHz\t\t: 3100.381\ncache size\t: 36608 KB\nphysical id\t: 0\nsiblings\t: 8\ncore id\t\t: 1\ncpu cores\t: 4\napicid\t\t: 3\ninitial apicid\t: 3\nfpu\t\t: yes\nfpu_exception\t: yes\ncpuid level\t: 13\nwp\t\t: yes\nflags\t\t: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ss ht syscall nx pdpe1gb rdtscp lm constant_tsc rep_good nopl xtopology nonstop_tsc cpuid aperfmperf tsc_known_freq pni pclmulqdq ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt tsc_deadline_timer aes xsave avx f16c rdrand hypervisor lahf_lm abm 3dnowprefetch invpcid_single pti fsgsbase tsc_adjust bmi1 avx2 smep bmi2 erms invpcid mpx avx512f avx512dq rdseed adx smap clflushopt clwb avx512cd avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves ida arat pku ospke\nbugs\t\t: cpu_meltdown spectre_v1 spectre_v2 spec_store_bypass l1tf mds swapgs itlb_multihit mmio_stale_data\nbogomips\t: 4999.99\nclflush size\t: 64\ncache_alignment\t: 64\naddress sizes\t: 46 bits physical, 48 bits virtual\npower management:\n\nprocessor\t: 6\nvendor_id\t: GenuineIntel\ncpu family\t: 6\nmodel\t\t: 85\nmodel name\t: Intel(R) Xeon(R) Platinum 8259CL CPU @ 2.50GHz\nstepping\t: 7\nmicrocode\t: 0x500320a\ncpu MHz\t\t: 3100.084\ncache size\t: 36608 KB\nphysical id\t: 0\nsiblings\t: 8\ncore id\t\t: 2\ncpu cores\t: 4\napicid\t\t: 5\ninitial apicid\t: 5\nfpu\t\t: yes\nfpu_exception\t: yes\ncpuid level\t: 13\nwp\t\t: yes\nflags\t\t: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ss ht syscall nx pdpe1gb rdtscp lm constant_tsc rep_good nopl xtopology nonstop_tsc cpuid aperfmperf tsc_known_freq pni pclmulqdq ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt tsc_deadline_timer aes xsave avx f16c rdrand hypervisor lahf_lm abm 3dnowprefetch invpcid_single pti fsgsbase tsc_adjust bmi1 avx2 smep bmi2 erms invpcid mpx avx512f avx512dq rdseed adx smap clflushopt clwb avx512cd avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves ida arat pku ospke\nbugs\t\t: cpu_meltdown spectre_v1 spectre_v2 spec_store_bypass l1tf mds swapgs itlb_multihit mmio_stale_data\nbogomips\t: 4999.99\nclflush size\t: 64\ncache_alignment\t: 64\naddress sizes\t: 46 bits physical, 48 bits virtual\npower management:\n\nprocessor\t: 7\nvendor_id\t: GenuineIntel\ncpu family\t: 6\nmodel\t\t: 85\nmodel name\t: Intel(R) Xeon(R) Platinum 8259CL CPU @ 2.50GHz\nstepping\t: 7\nmicrocode\t: 0x500320a\ncpu MHz\t\t: 3100.086\ncache size\t: 36608 KB\nphysical id\t: 0\nsiblings\t: 8\ncore id\t\t: 3\ncpu cores\t: 4\napicid\t\t: 7\ninitial apicid\t: 7\nfpu\t\t: yes\nfpu_exception\t: yes\ncpuid level\t: 13\nwp\t\t: yes\nflags\t\t: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ss ht syscall nx pdpe1gb rdtscp lm constant_tsc rep_good nopl xtopology nonstop_tsc cpuid aperfmperf tsc_known_freq pni pclmulqdq ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt tsc_deadline_timer aes xsave avx f16c rdrand hypervisor lahf_lm abm 3dnowprefetch invpcid_single pti fsgsbase tsc_adjust bmi1 avx2 smep bmi2 erms invpcid mpx avx512f avx512dq rdseed adx smap clflushopt clwb avx512cd avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves ida arat pku ospke\nbugs\t\t: cpu_meltdown spectre_v1 spectre_v2 spec_store_bypass l1tf mds swapgs itlb_multihit mmio_stale_data\nbogomips\t: 4999.99\nclflush size\t: 64\ncache_alignment\t: 64\naddress sizes\t: 46 bits physical, 48 bits virtual\npower management:\n\n",
"versions": {
"transformers": "4.21.3",
"optimum": "1.4.1.dev0",
"optimum_hash": "9b0474973cecbf15f1ba8280e2d0f25f5e8c4021"
},
"evaluation": {
"time": [
{
"batch_size": 1,
"input_length": 224,
"nb_forwards": 115,
"throughput": 7.67,
"latency_mean": 130.67298698260868,
"latency_std": 2.018680489197716,
"latency_50": 130.646101,
"latency_90": 133.1954134,
"latency_95": 134.2754418,
"latency_99": 135.57370912000002,
"latency_999": 136.239816848
}
],
"others": {
"accuracy": 0.9774436090225563,
"total_time_in_seconds": 20.55649201799997,
"samples_per_second": 6.4699755135039885,
"latency_in_seconds": 0.15456009036090204
}
},
"max_eval_samples": null,
"time_benchmark_args": {
"duration": 15,
"warmup_runs": 10
},
"from_transformers": true,
"model_type": "vit"
}