eefocus_3931621 发表于 2025-10-17 16:02:02

【AIMB-2210】(Part.5最后结果)

本帖最后由 eefocus_3931621 于 2025-10-17 16:08 编辑

在上节中,我将ONNX(32)和ONNX(8)放到了实际的CPU和GPU中各跑了一回,然后与Keras在CPU上跑的结果做了对比。

这是对比结果:
Keras(CPU):OK,≈95 ms/次。
Keras(GPU):不可用。
ONNX FP32(CPU/GPU):OK,且预测分布与 Keras 完全一致
延迟:CPU ≈4.21 ms;GPU ≈3.14 ms。
ONNX INT8(CPU/GPU):能跑、但预测错位(High 91%)。
延迟:CPU ≈9.07 ms、GPU ≈6.22 ms


ONNX(NPU):不可用(环境没加载 NPU EP)
那就只需要将环境切换到ryzen-ai-1.6.0这个环境下就可以正常使用了,结果如下图所示:

CPU:150 / NPU:283 / VITIS_EP_CPU:72    模型共有 505 个算子,其中 283 个成功映射到 NPU
NPU 21 Actually running on NPU 21          模型被拆成 21 个子图全部运行在 NPU
pe=tensor(uint8)                                  输入格式 uint8,说明量化模型正确
其中会跳出不少的提示和警告,只是看着吓人,下面是具体展示




Logging before InitGoogleLogging() is written to STDERR这是 ONNX Runtime 的常规警告,不影响运行
Registering Custom Operator: com.amd:SSMLPNPU 在注册自定义算子
Registering Custom Operator: com.amd:MatMulNBits注册低比特矩阵乘法算子,用于 INT8/INT4 计算
Vitis AI EP Load ONNX Model Success模型成功加载进 NPU 执行器
Graph Input Node Name/Shape输入节点信息
image_u8 : [-1 x 288 x 288 x 3]输入格式为 UINT8,符合 INT8 模型要求
Graph Output Node Name/Shape输出节点信息
out0 : [-1 x 5]输出是一个长度为 5 的分类向量(5 个分类)

data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABVIAAAERCAIAAAAWosv4AAAQAElEQVR4AeydB3xb1fX479NeliwPeSiORxJvx3GsJATIcCBtSdijlFUoLf1RKPwZhbaEMtpCSym0v5ZZKKWDUcqGQAg/SEia5diJZ2wn8UriJQ9ZkrXH/d+nZcmW9Z5sWdjJ8ef6rXvvOed+73lH974hcUrKlgXSwuw8SEAACAABIAAEgAAQAAJAAAgAASAABIDAaUOAg3x/sAICQAAIAAEgAASAABAAAkAACAABIAAETjcCk6f9p1sLoT1AAAgAASAABIAAEAACQAAIAAEgAATOWAIRpv1nLBNoOBAAAkAACAABIAAEgAAQAAJAAAgAgdOEAJtp/2nSVGgGEAACQAAIAAEgAASAABAAAkAACACB***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***80smxdVnCOv/ls5BDhGFMlSXnPF511YPm65so1u0vLf5umSEU+RaRArJLXnuqcpGCBG3LWBLcrOGuqbczNfJ3wyVcn4tgbOZVSOO4lcFHe+lbNynvEE8kbx4b22pwW29AXRpe35Om3nKrtsWopRqKLs5ZuXbqmodJ3ak84WWKl6EyW442cwXEyLI055c8sbQ7bkDPk4JzqrwnMZxI3ZjsmpKqWkWFDIEX+LJ65H3rH***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***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***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***6oNmds4O9mt/cA5RzeanQiSpIv8h5***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***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***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***EAtziJN87pZckKZOcure6aq7rMZ4284ozoQuhjV8XAb4i4xsCZBjt3zb7l8kwpoqlYoxNdcbpPuL/dWGKpBfiTyQ6kAcEvARg2u/lMNtLkA8EgMB0CIT9DoXpCII6QAAIzCYBirI9e8T3Tmlx7e6q5vqHhsa833Yxm2pBNhA4HQg4DW2ra3as7Bia/DVMpHlh3/Ulx6eXKAq/dnRnYc2B3/m/42N6cuZULYg/c6o7wJg5SwCm/XHuGlAHBIAAEAACQAAIAAEgAASAABAAAkAgfgRg2h8/1qGaYA8IAAEgAASAABAAAkAACAABIAAEgMCsE4Bp/6wjZlIA+UAACAABIAAEgAAQAAJAAAgAASAABGaLAEz7Z4ts9***hBhAAAkAACAABIAAEgAAQAAJAAAgAgRgTgGl/jIHGQhzIAAJAAAgAASAABIAAEAACQAAIAAEgEBsCMO2PDcfZkQJSgQAQAAJAAAgAASAABIAAEAACQAAIzIgATPtnhC9elUEPEAACQAAIAAEgAASAABAAAkAACACB6RCAaf90qH19dUAzEAACQAAIAAEgAASAABAAAkAACACBKAjAtD8KWHOpKNgCBIAAEAACQAAIAAEgAASAABAAAkCAmQBM+5kZze0SYB0QAAJAAAgAASAABIAAEAACQAAIAIEpCcC0f0o08y0D7AUCQAAIAAEgAASAABAAAkAACAABIDCRQCyn/RiLLlMXPJYdSJnlGE9UeKbuYyy7YZxMwWNqVd5swTlTEUO7gQAQAAJAAAgAASAABIAAEAACQGASgVhO+xESalIzr1SpvemK1KS8SfrO4AOSc0LgKDNmnQUomE8EMC/5F/mVH+TnnceFi2XzqePA1rAEwJ/DYpmzB6G/5mzXgGFAAAgAASAABGJCILbTftok7Oi5ufqLgoNfFtY0vUdR9CH4R4iitLfW7CBY8qtr33bEeV6H4G/uE0hIVF+vUBQqcq5XchH8AYF5TiAB/BnNp78E6C8Ef0AACAABIAAETmcCsZ/2h6WlyTqrVaO5TUhPdzFKfa6yqlVTcRPPs8tJf1VT9YU6IbiiJKm0UUPKrPtLCif4ONnGwpytmqq2FRu8qaVy7f6y5c+q0/I5tDRSgCQsXbRTQ1d/NZVHdr1p1cLVrZrVD0p9xTBWPLZsXI5XGlm2Lis4x//4PRs5RDjGVElS3vNFZx1Yvq65cs3u0vLfpilSkU8RKRCr5LWnOicpWOCGnDXB7QrOmrTtO4C5ma8TPvnqRBx7I306YDUFgYvy1rdqVt4jnkjeODa01+a02Ia+MLqmqDrvD0/V9lg1DCPRxVlLty5d01DpO7UnnCyxUnQmy/FGzuA4GZbGnPJnljaHbcgZcnBO9dcE5jOJG7MdE1JVy8iwIZAifxbP3A+9Y4BWzboIY5sJ9ObRbmQ+GKte0PgCewC4d+N11fhIbx61F0wFAkAACMSZwMRJ9Syp77bbEBL4IrNQkkW5rG5hpsCjTSBUIdTnsHh26AWZip6rUPLdjlE3p1KexCX79OGQf5d16G1tD0nvj4y0Y+n5mSVvFeaWh860KYq7MiUjI1x1jyxbzWAvkfC2drDTjbF7bJdH4DuDuj5PdmARWQ4RX5ZR8a+87CoRbtdrt+n0I9zES7Mq/p2ToiB5ASlzawOsmXMEKGvv9xp2LWto+JcNnpGZZu8UZJT8Ji051TX62ZD31O750EAizzSlQbWZEAB/ngm9+Nc9XftrtmOC2TLsGUXQo5HdljhdsY08Jom/88RTI3aMbvUM1QLYycYOizueNoAuIAAEgMA8JRCnab/WarGSab/QM58RidVOc5dTlCny7ApEqcjVZ3MEEUw4O4GHzT3vmJE0IUkTlBHYdJn6tnS3kfTzzqZrm6ofGrGLJNn3q4SBAmSj32bhSNMuF5HNMImirO/10BIe6DpVTz6sXYZ/dLUSgVt6tB2h7yZEloOo1NsyFWLn8CNHDlzb3nJvR8PFjXVvWlFmSu4NojB659ghMAcInCYEMKbKpXIuMrx6vOE+T3Agp/OvR0ynSfOgGUAACERJIA4xwWQ8SeKMN70+FqfJJ8OYJEpK86y4fehp71DNH+QJ/JeMcSI/z1iBuUAACACBUAJxmvYju3UAUWkCelquEoklTmOzg0oX0Lf7JUJhArKcCr4nJ05eJUBdBu02ownxE8+VhJo8aY9Ctje1Wj3ilMkUCI8/Oz2kH25DCRcmyybViO4AgxxJQjEH2Qy9b1p9qim3/vXBkZM2TsrXMe3H4pxtmqrGvFS1IvevpasPLV+7p3T5nzOU6aGPQkxAgDFenFZRp6nak5ei9DBkKQdjqiRp0QvFZ1UvX9dUuWZHcemWJKkE+1CgxKJ6zZrH5fQuRqrnl1e1Li+9xGMJluR+rln7lMKTNS2bJzSB7GIs+FFRVaum/Fqh/LZFlTuXrWtcfu72/IKrxZ4LTKSEJ+HINiPkfZBywvPhE16mYMsHCS/MKttavraxcs3O4tLbE/guTDfZYwi9wJNeNpn8vCJbXViwIaP0/aVriK7dJWV3KwSeh2NX3Ol5uYZWxvSPsfDOkqrWopxLMit2L1+7I39hBUdy3aKVNcvXbF+SvSrouwYxE0OiCjO1nS6D0WJl7rPFqw4sX0866/OiknsTRQIcgogUY5n4dD9jB7mKF64CZrIZs/OfcLJDjrHur4jnDvHDWJ0X7ORgJDg3Lf+VklV7K9bVV6zeXrz04RRZ4D0g7HkzqG3FhqMrK6/kUxRf/crK88iuNwWcltGfMeb/sIh+z+X+0PdcsCj7E03VkcKsNOzrfbKeoW+wsRlj3k35xJ6ztkh8er196e3E5nx1KrEjqC/S5DnPFa+uqVx/uHzFS1kpOZ5o5q1ClqTsDG0mQtgkNjGKyMFc2XcWLv1w6dm***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***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***5zZNi95s5znNndc1VR3d1fblq4jNzbVPmMw2aTJqyifZDb95S1K2h7pMyVW8Sc2cYNlTGDweW/DZ75k6YfsFTGMSdicO0zne5AxEeMhG11MfhgdH0***PTnjF3bpy7sqOc8fSWIbWxh8PogRbAIBIAAE5gWBkBnIbFps7rEjLl+YjqTZQqrXZumy2iiRaCGiMgR8ZLd0BXRTynMSOE7jyH/JhQA8ssfo5iUo1/j***IFSXGkGHe7JLb7c0tdKV/4ySWAxdz096B8yespxudTwSP9et/AbKcmBGzKenOgW7OVIE7K8VnmX3/XdaIxOXUxKc8wDfzP5BuJ268l***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***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***BJwJgjJXyhVeG91WnwYkQl6+iZsRjRKetcaOixLRL5Ykct27bSGg4iLFvsLDZqX2XXIiQZN6RKELWgXcJj0ntc0pVN/p/iQPzkjcn8JDbfDQQE2Js8yT1wQesLGKUeOFfy8/empcW+GQkl3IKREKEXK5gUTHZjlX8YRMzY8SZlc+z4ewHOOQgQxl+eqSHrFj4oV8am3X4MQkLPqzazsYCFrpQFH4YGz7xjS1sMEEZIAAEgMCcIBDHab/V1oc4O***mM2io8if45TVlSaRJWJrL/msRORGKD5bkShEljpjYBhFM+o36E8hzgp5EilB70/6t4x2vmHGYsXCwCRtYhFr31YTzhKFfDk4Hv+57wXl5D4uV/5d76/CqOnXTSdK8O6Hk4Nc2ud69RZu8oMlq15fVPRUXvnW0rJNAtzR3/GG3VstdkvX0Iv9Bhs36YHiVf9YVPT0ovJPivM1HHdzf/dnM5hLUhQ62NP6HxtOT8m/Tx6NS7i0fyZt56keL1v5T48920pLNvBcdT0dH7n8rcbmThsqECc4rKaj9DFTuwUVS+SUzdRK78b9n4XNFNK90DOspxR3FJ31xqKiPyyu+LQot4Ry7DzZtQdFM9dxaV/QmjA/7emyFa/kFdJy8pXG0OkEFqc/6v8a9p8m0d9snpW0xP997Fnnctj2K0WZXuw60e7mr1Iv21pRVVux8iHZ6DZjNNay7woWDMl5wdh25Br8355RE1/1RNkq4j9P5pa9s1TzY7nQONq7nUws2dvDpiQbm9nIiVWZOWbPUe2J3U6Ul7F8e3HZ07lFLxSs+nxJQk/4h1tMXxnMmEr9WWn5n3OL/uBJ3xX7HDUKf3YObTNijmTBTTKO3ajdNqHHY+wbkWz2dikJg9uHBrcfmZ8AABAASURBVIaRMJmPmof6jpN9b0bQ0jrmWJ2/6t+LfXH+G3x0crDrg8AcOhqbMRbeWVLVqln/nHI6JymrGGUZ2Gp2ixWFH5YsfTqn4LGcopdLVj6s5DktA+8bfa2Kor98NcKvYhZ/WMTMWMUNNj7PirMfScvo0AnM3ZBd+UJugT+GZ5Z7rqP5izD7ob8ku3X4MQlzXGXTdlYWsPF5Fn7o18WCjyBl4g/4ZRfckhA6bolrbPHbDmsgAASAwJwnEBorZ9Vcl6XPicRcXp/N4tVzwm5NE4g5DtsJ34hRfo6cj9yG2tB5ETKPHnYihVy5zFtt0pKirK/2DY4h6VXqtOAnMAMFKcr+9pDOEfLpSzKFGt/XX6fmciiKI1urUl+pUl+RqswgmeFSWDlkcNjQV3d9R/dOK7U4Me1bSnmCY+Q/Jw5de2rUQvLCyZn2MSKvqbf+xq6efXYOuUv2zUS50D7yVtehG3vHMMmbtlyEKGT4XXdvPxJ/OztPM/5iPor8R3Q29h2+rqP7KxunMFH1jUS5wD74j/ba7/WbXCTPV9l03IqFHO5JM/38MEU5j9psIi531Dw2OF7GVzQOK6KThc2oU9tw7fGuLyyI9OlGhcxl0b547OCPh61RWUhR+MDJ+p8MDHViyQplqkbo/LjzyLsTLgYJlZf7/FB9UQI97VclZBA/JOmK1NSiaE5Qs6njsua6R091vz7Q9Xx3/eUtHS2+Mysqq5kLs2HIpu1ETmt/3TUd3TusVEFi2jcTExKdI290H7qua4hcGWS2I5oSRBebfo9G5IzKzjl7nNq7Wptf05uwMOl8ZfJijvHltuYPHWHaSCzfd6rx4UGdgZd4XnL6ppSMC5LTKsgtZG9Z1v5MQsEnumEHR5jMwwd0QwYi1yvBsyR7MfQNIi2SzR6NZOE0DH5Frj7g0Y+Hwp/pXFf/vZ39OqFyvVKpxqbdA423nNQ7iHRSGSGyjsJmKiFfhBAy1oe/tkKyGBJjjKKQ6Y9H634/qNPzFVXJmVckp5bxHYcGj/2grWP8V29Y9xeDNQjFJP7EM25Q7HyekXOAjH2s40cd3fudAo0ykwRwkq5ITcoLZCPaQ/admvrcQVH/TTUmYfRDlm1nNIiNz1Ns/NCjiUhj5EPxJ/6AH+FcJQ75pIxnbPEYDgsgAASAwPwgEBIrY2MyR+G7bZ6dGXydm6J0P/X8vPZFvb5pfVNPdXHtzsKGY7Uk2CPyiWj8VcOOwkNHPkMhdz8oauS+uh2FDe113mK2rs01O8o6BlHQn0HXrKnZoTk+4B07er/aev0JQ6DI4GB9ac2O4C+4pijfz30XHPwyOBXWte3xKCJ12cihi1Hu5pGOW4/sX1m7s6R299rmhl9oDaN+IaQASRjLbvDc1H08Z2HFDKiTz7O6oaM3N+9b4dG1rrn+oSHjWJAuytL1rUl8vuzaHdJ2V++1hMbRnmAjTYaj62t2FDe113j4s5FD2kVGaUc8bV9R+1Vp7e6qI02P60zB1zuIae+17ySEN/X6nvvf072X7J7VrSPVvYmlLm/hCEsyBnq+hfRy/evuEBeaUIXRZlKemN0+2nl7y/4VtTtJu85vaf6D3hZ47ZkuwIIzXQzZtp5svLB+V1nt7jXNjU/p7R917CysqX7a4rOQGm0pqwn5GnYCx5sKaw695KSLsedjt+le72t/9ETHH7XDx10cAWkGwoGbkcSeyImibH9qJucafUoST/vb0R2FHiehKMMj5Nxs7uqkBdIyWDFkajsRROQcHem4rWU/OXeWHt57/pHGRwcNg34tpAD7RES9foz0vg/a5IqkAJOv2p9n4T+TJU84wrK/mO1h52MTtE/eZWmPyar91bGaqrpdSw/9d2Nry4sm56edu4J9NSCZcpvf6q7bWLer2OO6hTU77x6lHZUUYOPPpJg3GYYaifOT6rcMkdm299j4kvCJlW8QoRFsJrm+JJaX85DDOPBBuOsdpAwXoT59163Neytrd1bUH7zl5FCXJ1qSLG+KwmaxbAlh5jAcnHAd0CuIxZKcJZFjFJGBnfqXu+s31/+3onZHYe2us+oP3th9an8QbDb9xdJ/iLoZxh8igSQqdnGDdEfkmMDG59lwJmaTRJfUddzctFdzyBfSC2ua3iNHSZ4/sfJDf+HJa9ZjEsx47jC2nf3nKaMuRj8MtDQCH4rS3uoJON7Px+Dltdogn/bImmFsYe/zHm2wAAJAAAjMDwIzmIBO0UCKK1vvu20ecp17iuJnzmHJOb6buqmLfN+xdOa0fUJLYTcuBPgp62QIuc3HPS/RxEUlKAEC85jAstS0Rci9d0g7EjpVCzSJCp3kB45PY0Moli1AyGrU1U+j8ryoAvFnXnQTGAkEgAAQAAJnDIFYTvsn***+ffJ37jKEapqETLlQHP1MQpvSZcgjaGUsCGPOq0n3vlP4mt/TdkpLzePhY/4n/m51H/WNpOsgCAl83AYzllyulyD388YQvF5wdw0rEUh5FHRnTu6a4xDA7amdRKsSfWYQLooEAEAACQAAIzJhALKf9MzYGBJyxBKDhMSHALU7yvVN6SZIyyal7q6vmuh7jaTOviAkjEAIEwhLgKzK+IUCG0f5ts3+ZDGOqWCrG2FRnnO4j/mHb8DUfhPjzNXcAqAcCQAAIAAEgEIEATPsjwIGs+BMAjdMnQFG2Z4/43iktrt1d1Vz/0NCY99supi8UagKB***OA09C2umbHyo6hwFf0Bbc77Lu+wQWi2qYo/NrRnYU1B37n/46PqKrPzcIQf+Zmv4BVQAAIAAEgAAS8BGDa7+UAy7lGAOwBAkAACAABIAAEgAAQAAJAAAgAgRgQgGl/DCCCiNkkALKBABAAAkAACAABIAAEgAAQAAJAYPoEYNo/fXZQM74EQBsQAAJAAAgAASAABIAAEAACQAAIRE0Apv1RI4MKXzcB0A8EgAAQAAJAAAgAASAABIAAEAACbAnAtJ8tKSg39wiARUAACAABIAAEgAAQAAJAAAgAASDAQACm/QyAIHs+EAAbgQAQAAJAAAgAASAABIAAEAACQCA8AZj2h+cCR+cnAbAaCAABIAAEgAAQAAJAAAgAASAABEIIwLQ/BAfsnC4EoB1AAAgAASAABIAAEAACQAAIAAEgQBOAaT9NAf5PXwLQMiAABIAAEAACQAAIAAEgAASAwBlN***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***80smxdVnCO//F7NnKIcIypkqS854vOOrB8XXPlmt2l5b9NU6QinyJSIFbJa091TlKwwA05a4LbFZw11TbmZr5O+OSrE3HsjZxK6bw6PovGXpS3vlWz8h7xRPLGsaG9NqfFNvSF0TWL6r9W0VO1PVZGYSS6OGvp1qVrGip9p/aEkyVWis5kOd7IGRwnw9KYU/7M0uawDTlDDs6p/prAfCZxY7ZjQqpqGRk2BFLkz+KZ+6F***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***IPM8LDgvXCXGbXrt91GAXpN6QV/lqhsz7aga2mE8g3kIRn26mRLoYOU2UJF9M7/FFkgxk7gjq98i66Dps/zkbskqvFtjrDIPVVnemPPPR/ML1HN+YntFmtkqQpyADH2pVVvmTaSk5lPmgbuiwnX/VouIL+W5PzcAi8LJJz0dGS+BomA0GXbhYvfRP6tQCrq1+dKjWyr80r+jS6b3wyFddo***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***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***ObzV6ESUJF/kPYBQPG3264y0pjjkioTLbh/2FyLR6Lmj1Rub2j7197I/h3kd2X+QKEbxJxZxg2VMiKvPMwOOogTDmISFH0bT9ojxkIUuFFM/pPiJm+mLvL4Lu1eq1FcoZOOPtcU0tjD4fBQ9BkWBABAAAnOCgH+UM+vG2PrsGAlEaiTOErp6rPZRu22ML85ConQBstks3gc7aSsSkjUc1GQYGaPIn/srgwFxyIUAOif4nytKIeGepCtSVBqRq3bgyI1tnXWThzIu7Qc6pyIx45u+oWywjGi22cmRiJOJSYG0VjxDrdFYGFrWYbcFntWnKDTsJKNXrmRCb4tVW3IKH88t/71KhqwnH+geMZOiUcnh8sg8UOcgs8PxaloHGbnz5L7PYUu7xc0RSXIRp0gq7jPrm6y2TEmCBAvyRNwxq6knSCMrm8f1RNiyh9yis5tarKbBwMSS2eYIkidmTWGzvxhfIEfI4CJAfEcoMldwYt9OlCtGXUqEjC479iMlugbs09TFYBobhmzazqP9RyYPuVh2E+06PHrBYESU2Wxs9omM6D++Mswrhv5ibQ+DHGIIT7HJ97yDbyh8RWp6he8EJNm+xChHJk7/Vf7KvcvXtWh8v5L1uyQSMig+WfhkxGZFPPPjUZ0bSc8jd9Q9IrMTUwsRrg1+oj6OvkHOmP9q+04i7pqUNDm5DorQqhRVBnJ+OTxkJXkeC70Lh9OuDzoy6nQixFfwvZkI8eLoz36dkdaOwV0mzE9c8l5ByeNZuber0jbLpalBL/ZHqjspj8F/+ILYxJ/4xo24+fwknDM+EGFMws4PWbc9YjxkoyumfohNx8+rHr+wSy7vFh7rDZynsY0tDD4/4z4EAUAACACBOBPgxEcfGSmdtNsQT5ApEqs5lpNWhKyWfq5wAU+cxkcDNrLvM6RcrlQiF1+ivk+dS9J1Eo4F8VfKE3zZ/pV9uJGE+/zqXY+OkoEX7hjtbwjM6/xlyJro3T6sHeUmX5wy8avUSC77xFLOoLaOWEXSeSdG2Qv/ukpSAuXF5Kp5anImhzJbx7rwNAwhYMLX8l7woCiqzWJCQskiJFsiQh22sRaLiSOWFiNpthB1mMfCV47pUcpy8oam6m/3GvxSKa9t/t3x9VTHx0tEvRXXCpPtn06XsjI5VgxpOcmyjMCVMrKxWUbfPJ3cFlZ2RSpE6wqbH1nXJP8JK2MaB6dpz2RNlKl9fQ39vAOJPN5UWLPv16bIzZooBgvVLxQWXSUXjo0NfjTY+7bnJ7L2WX13tieWnvG+dmToEEZLlKo8TP4Em5LkFNZ9pnMECab5JMfJNxAy935gRkJ5+qV8hLF8c6IYObTv66NtfnxtDoIVdpOibM8dq//TsMEmSt6syrkzu+TpglW7KlY+oRSSRoatMpODkx1uVuPPzH0jzj4/E7aT6xJXm3psQzJRZD7TbvukeMisK85+OOdiy+TOgyNAAAgAga+JQJym/aR13WRuTwnTpeIF2Ep/b7/N2ouFmSK+iod67b5pP8bCNQoJRfFKU3J/kOlJKfT+QkXSAs9NGCInOJEru2/19/cj0cXp6rRwBUhhh753m51zdpJK4o52DEdqj6dpyMHTva8yrnU2t7C+bVX1F/kH979gcickLnkoKXDTir3WKaCj8Za3Wy0OSpwjSVgisBw3uXVmy4hAWiiSLOQ5O62+fmevLxYlmW2OMCaesjKDZbOf7cbkAhgHjZ/RxFTB+F5sDSCywwuMcqBPy2k4scc7WQ0sC2t23qGbPIkIr5H1UVpX2MJR2hxWxjQOzi17lqaoNVx8rPfQprbm+/2/jPWOaRrtYleFfhbXjcQpFwgQ4quqJJTDOLQ1eNbvOQnj5RuIzEz+M6RzUYkXJYs48vTzBahP17cnas+g+zRONtOqwqMOzsFO3XOd9Rc17C6v3V3VePCW9o6DbtklufmXT3oYJLws9kfjHn9mzpmVzwfTDKUxdU5ouVnbm3pMQpsWmQ+rtrOynFkXERM/PyTK5lhsIRZBAgJAAAjMEQKcuNnRb7PakDA7QaRwWLvJcAqbex3iTJk4FTl7bf7hHi/5LDGy65rKq30PceVXf/lznQuJleumGKY4DF2vjWGBPOt/ZOHnCRRlfHfYzEtIr+K5ZtLYKeW4nDaEErj84G+BVvH4GLssLtLOmeicVNfttiMk5fF49EctnUvWSh4XIfe0b8tRyPxMZ3c75m9cuGQjN0qDXU5yv15J/xYDbYz3X8XnI+TUkzmoZ99pMZ1C4iylLA+bjxFS1rEuJMtPki5EpuOzN6nwqA6/YGEzcrvMCMn4AgHh65GCMaXiE87OsaiuHTnsRoTkXALEIwUhjHnJvPCO6isx7ZXN0oeQUizzfesekUMllEpmRxcbhmza7qT9J4knIMbOemJj86wbEaRgjtmTKRQhZD9kHHPSd+9oOzHmKXmz4z+ITLOdH4/onChhQ7JIlZRcRrkP6gZG/aoR+YunbxB1CPUP9+51U2XJGVcnJScj86eDemKlJ2d8wecJvG8BeA8l8sjHkkPv//hC8bSZRYzCiJfNF2ZyvZ3o7LUad410PTlkQhxFBf0tq95GxGgZq/gTx7jByudZcI4RwajFTDkmYeGHrNrOxiIWuuLqh4ictXMutiD4AwJAAAjMDQLxm/Yju1WL+EVSEbJbOujGW3sdVJpMloosPWQ2SB9BYnnSUgq1GPVBb2qhPUYDohJXK7xjF0+5oAVF2f/ZN6BD4ssy05Nw+Flr/VD/cUqxZsavC4eXYx1rcSOhIvM6kd9CXvL1yRKEDXVjQYbGZNNmbHUhbkLGNX5dfJH6MjmFXMYmy/QV2M2dD/eb3Pz0LVnJ0ikYhpc+H756agAAEABJREFUNlrnRknKzMvI6NdTguKprlEKkXu0NjClt5o63bzFiTKlzUSMR05Th4O/RCFVOs2tgeGyp26cFqxsNjQ4EUeeeYvE16diSfZVhLPDUBPVAwpWUwdGEnnaN/3XU8RS9YUyr5fGurkO3T4LpmTZT6mTF/MoGU92ZfbiDdyorlKwNokVQxZtN+lq3UidsvBiv/9gJP1x/up95WVX+4mxtompIBubmWTEMn+O2dNhJVe6hCvkcoEnAmCMlfKFV4b3VafBiRCXr6JmxGNEp61xo6LEtEvliRy3bttIaDiIsW+wsNmpfZdciJBk3pEoQtaBdwmPSe1zSlU3+n+JA/OSNyfwkNt8NBATYmzzJPXBB6wsYpR44V/Lz96alxb4ZCSXcgpEQoRcrmBRMdmOVfxhEzNjxJmVz7Ph7Ac45CBDGX56pIesWPihXxqbdfgxCQs+rNrOxgIWulAUfhgbPvGNLWwwQRkgAASAwJwgEMdpv9XWhzg5ItGYzaKjyJ/jlNWVJpElYmsv+axECGN8tiJRiCx1xsAwimbUb9CfQpwV8iRSgt6f9G8Z7XzDjMWKhYFJ2sQi1r6tJpwlCvlycDz+c98Lysl9XK78u95fhVHTr5tOlODdDycHubTP9eot3OQHS1a9vqjoqbzyraVlmwS4o7/jDbu3WuyWrqEX+w02btIDxav+sajo6UXlnxTnazju5v7uz2Ywl6QodLCn9T82nJ6Sf588Gpdwaf9M2s5TPV628p8ee7aVlmzguep6Oj4KjCuxudOGCsQJDqvpKE3C1G5BxRI5ZTO10rtx/2dh***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***1+pQknva3ozsKPU5CUYZHyLnZ3NVJC6RlsGLI1HYiiMg5OtJxW8t+cu4sPbz3/CONjw4aBv1aSAH2iYh6/RjpfR+0yRVJASZftT/Pwn8mS55whGV/MdvDzscmaJ+8y9Iek1X7q2M1VXW7lh7678bWlhdNzk87dwX7akAy5Ta/1V23sW5Xscd1C2t23j1KOyopwMafSTFvMgw1Eucn1W8ZIrNt77HxJeETK98gQiPYTHJ9SSwv5yGHceCDcNc7SBkuQn36rlub91bW7qyoP3jLyaEuT7QkWd4Uhc1i2RLCzGE4OOE6oFcQiyU5SyL***CIDO/Uvd9dvrv9vRe2OwtpdZ9UfvLH71P4g2Gz6i6X/EHUzjD9EAklU7OIG6Y7IMYGNz7PhTMwmiS6p67i5aa/mkC+kF9Y0vUeOkjx/YuWH/sKT16zHJJjx3GFsO/vPU0ZdjH4YaGkEPhSlvdUTcMj4YUK6Vhvk0x5Z***wt7H3eow0WQAAIAIH5QWAGE9ApGkhxZet9t81DrnNPUfzMOSw5x3dTN3WR7zuWzpy2Q0unR2Bmtfgp62QIuc3HPS/RzEwW1AYCpz+BZalpi5B775B2JHSqFmg5FTrJDxyfxoZQLFuAkNWoq59G5XlRBeLPvOgmMBIIAAEgAATOG***xnPZPuH8++Tr3GUM1TEMnXKgOfqYgTGk4BARCCLDawZhXle57p/Q3uaXvlpScx8PH+k/83+w86s/K***EBOYJAYzllyulyD388YQvF5wd+0vEUh5FHRnTu6a4xDA7amdRKsSfWYQLooEAEAACQAAIzJhALKf9MzYGBAABIBCZQORcbnGS753SS5KUSU7dW1011/UYT5t5ReTGQy4QmAkBviLjGwJkGO3fNvuXyTCmiqVijE11xuk+4j+Tps5WXYg/s0UW5AIBIAAEgAAQmDkBmPbPnCFIAALxJxBGI0XZnj3ie6e0uHZ3VXP9Q0Nj3m+7CFMaDgEBIBBEwGloW12zY2XHUOAr+oIyUdh3fYMLRLVNUfi1ozsLaw78zv8dH1FVn5uFIf7MzX4Bq4AAEAACQAAIeAnAtN/LAZZAYJ4SALOBABAAAkAACAABIAAEgAAQA***RCMC0PxIdyAMC84cAWAoEgAAQAAJAAAgAASAABIAAEAhD***b9YaDAISAwnwmA7UAACAABIAAEgAAQAAJAAAgAgXECMO0fZwFbQOD0IgCtAQJAAAgAASAABIAAEAACQAAIIJj2gxMAgdOeADQQCAABIAAEgAAQAAJAAAgAgTOXAEz7z9y+h5afeQSgxUAACAABIAAEgAAQAAJAAAiccQRg2n/GdTk0GAggBAyAABAAAkAACAABIAAEgAAQOFMIwLT/TOlpaCcQCEcAjgEBIAAEgAAQAAJAAAgAASBwmhOAaf9p3sHQPCDAjgCUAgJAAAgAASAABIAAEAACQOD0JADT/tOzX6FVQGC6BKAeEAACQAAIAAEgAASAABAAAqcVAZj2n1bdCY0BArEjAJKAABAAAkAACAABIAAEgAAQOB0IxHLaj7HoMnXBY9mBlFmO8ek***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***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***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***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***SSPDVpnJwckON6vxZ+a+EWefnwnbyXWJq009tiGZKDKfabd9Ujxk1hVnP5xzsWVy58ERIAAEgMDXRCBO037Sum4yt6eE6VLxAmylv7ffZu3FwkwRX8VDvXbftB9j4RqFhKJ4pSm5P8j0pBR6f6EiaYHnJgyRE5zIld23+vv7kejidHVau***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***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***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***ILjb9Ph3R06oz5+xxau9qbX5Nb8LCpPOVyYs5xpfbmj90hGkbsXzfqcaHB3UGXuJ5yembUjIuSE6rILeQvWVZ+zMJBZ/ohh0cYTIPH9ANGYhcrwTPkuzF0DeItEg2ezSShdMw+BW5+oBHPx4Kf6ZzXf33dvbrhMr1SqUam3YPNN5yUu8g0kllhMg6CpuphHwRQshYH/7aCsliSIwxikKmPx6t+/2gTs9XVCVnXpGcWsZ3HBo89oO2jvFfvWHdXwzWIBST+BPPuEGx83lGzgEy9rGOH3V073cKNMpMEsBJuiI1KS+QjWgP2Xdq6nMHRf031ZiE0Q9Ztp3RIDY+T7HxQ48mIo2RD8Wf+AN+hHOVOOSTMp6xxW***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***w+RQBIVu7hBuiNyTGDj82w4E7NJokvqOm5u2qs55AvphTVN75GjJM+fWPmhv/DkNesxCWY8dxjbzv7zlFEXox8GWhqBD0Vpb/UEHO/nY/DyWm2QT3tkzTC2sPd5jzZYAAEgAATmB4EZTECnaCDFla333TYPuc49RfEz57DkHN9N3dRFvu9YOnPaDi39OgjwU9bJE***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***IATPvPiG6GRgIBIDA1AcgBAkAACAABIAAEgAAQA***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***2vu9hl3LGhr+ZYNnZCKSmjqzIKPkN2nJqa7Rz4a8p3bPhwYSeaau8DXknCkqwZ/nV0+frv012zHBbBn2jCLo0chuS5yu2EYek8wvx4vWWuwY3eoZqgWwk40dFne0cqA8EAACQOAMJBCnab/WarGSab/QM58RidVOc5dTlCny7ApEqcjVZ3ME0U84O4GHzT3vmJE0IUkTlBHYdJn6tnS3kfTzzqZrm6ofGrGLJNn3q4SBAmSj32bhSNMuF5HNMImirO/10BIe6DpVTz6sXYZ/dLUSgVt6tB2h7yZEloOo1NsyFWLn8CNHDlzb3nJvR8PFjXVvWlFmSu4NojB64RAQA***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***4/RBdJOKZxgx85JkT0edoYzwuDkT8LSLHIiY0fRpYwIZdhTELclUVcxYxtZxcP2fh8ZD+MFR8cu9jiPf2jHUdN6CbYBQJAAAjMNQLxmvbbrH0IpQroeXCeUOS2jtba3BlCKcGxgE8m/7YeK9n0pUyFMhfZDhrHGg2jo0i6Sk7X8uVFXLmxGwXdqJc6hz4ew7kp6RXkcylixciZD***4PHIxw+hyBKs+OtCwsbH6ET094ogsfLZyeRm/zU2XW/U79QYzX7FRXf53tZw/NQeeJPuJBYkie9/D3YO6IIYoohwiz/OCw8J1Qtym124fNdgFqTfkVb6aIfO+moEt5hOIt1DEp5spkS5GThMlyRfTe3yRJAOZO4L6PbIuug7bf86GrNKrBfY6w2C11Z0pz3w0v3A9xzemZ7SZrRJvOQY+1Kqs8ifTUnIo80Hd0GE7/6pFxRfy3d6q/mXgZZOej4wW/8FwawZduFi99E/q1***urX50qNbKvzSv6NLpvfDIV12jcNSOWZPkix7NX/Jt7tgBi2uBIu/xdLnXLDYMMWZuO8aoIH3Zm4tyqgTuFv3A53qjXZh6y+IVf0uXev3Hqy7yEmOR93dDH88puFBCyorOX1gY+BnRB5PoIEOOEl2RfZWU8adI/uMvw2LN0F9okj0h5864gohyxosxbkWUgzHvsjzNS1nqco69nj6Xx/Q85TU5mjcWKHxXYbBlz***/J0N9nwwNd7sxdo/to7fJLp32WANezeDPFOX4cETvRtINSSEXZJckpeYhXKcbGPDEH9JfM/cNxMJminK+OzRkQ+ILUpMootWPcWmSikzpD+gGBj32+A7z0p9YlJFi1+/SjfRQ0jVpZS9lKQJxldSOgc0+TTFYYSy8flHFI6qkNJdp5***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***cMGd+zVtsb/19b0mhXlcw33tTXf1nL0SxdSJyR673wiNgxZtB1xU+9SK6X2vtsbq2/y+M/mxoYP7LxKdd5FXv9hMNSbLdSken83NLNSQFGUaFmy7zdEr1SpL5YLvYVY2ewrGtF/fGWYVwz9FYlhiHAGOSFlI+0wyOEqlvLMh4bbrmw89KOOlvs6G69sOPyWncpNX+iNG5Rb92xny92dLXd1dB10IeTSv9RxhOx607MG37SfjT/***WsbMMpJVOX7AzuZoF6QmICw/rNh/3NfsfANljbrR/q+dKIUZfp5fq/DWHYRuWDkHv5o2BHMlDA81Lr/2ySudjRsbmrc7kBZqpxL/LVi5M/BCme2zUveLOe5zR1XNdXd3dW2pevIjU21zxhMNmnyKsonmU1/eYuStkf6TIlV/IlN3GAZExh83tvwmS9Z+iF7RQxjEjbnDtP5HmRMxHjIRheTH0bHR5ByT874hV36Cq9KzvNHktjGFgafD2IEm0AACACBeUEgZAYymxabe+yIyxemI2m2kOq1WbqsNkokWoioDAEf2S1dAd2U8pwEjt***8l9yIQCP7DG6eQnKNf4xSqAUV5pBh/vsgsdzS18rXfnLJIHF3PX0oH/I6CnH5VLDI/173cJvpCQHbsh4cqJbsJcjTcjyWuVdftd3ozE6dTEpzTEP/M3kG4jbrSffMWDEkeR5brNPkE8+LjVZxd8To5ODrY/pyXA+JJ9BjixxGQeN6Hrfc/pqYaf2DZ0NcRIrfW03tduQSiAWYFwklCDr8D4btUhM3+VbTHYtphZfPXrFYW0zXTrSv3m7Vm+iaKehKPfnOt0YorLF/sYz2xxJ9IQ8BptF0lwKmQ0Dn7loY0hds7nnE9M0TzomXbLFXGTT9/7TSs4cogqNjZ340ERvRP3vcgzSjmAftCPksGtJfWwfIke4XLrnyC4bhmzaLlVWctDJ4VM7/HyQa+S1YRPxH43Pf4gyhkRR+i113p/G3PHoKMZ49PeH6R8QLTj4JUkru0Z89dnY7Csa0X98ZZhXDP3Fyh5aC4MchLAw5f7sAm/M8S9zN096syOyHMo9/Mujddd19nYin69SyFBrwogSL/BfOaGticm/Y+AzI0bi1E3+kxKJVBskyGXUfuLwK4iFb/hlMa3x8NskavFSL1X4z02paqMQmUb7PyVuH1SbMzbwd7Pbe4ByDm81OhElyRd5DyAUT5v9OiOtKQ65IuGy24f9hUg0eu5o9camtk/9vezPYV5H9h8kilH8iUXcYBkT4urzzICjKMEwJmHhh9G0PWI8ZKELxdQPKX7iZtX4hV1ybfcKhWz8sbaYxhYGn4+ix6AoEAACQGBOEPCPcmbdGFufHSOBSI3EWUJXj9U+areN8cVZSJQuQDabxftgJ21FQrKGg5oMI2MU+XN/ZTAgDrkQQOcE/3NFKSTck3RFikojctUOHLmxrbNu8lDGpf1A51QkZnzTN5QNlhHNNjs5EnEyMSmQ1opnqDUaC0PLOuy2wLP6FIWGnWT0ypVM6G2xaktO4eO55b9XyZD15APdI2ZSNCo5XB6ZB+ocZHY4Xk3rICN3ntz3OWxpt7g5Ikku4hRJxX1mfZPVlilJkGBBnog7ZjX1BGlkZfO4nghb9pBbdHZTi9U0GJhYMtscQfLELAab+QI5QgYXAeKrSJG5ghP7dqJcMepSImR02bEfKdE1YJ+mLgbT2DBk03Ye7T8yecjFspto1+HRCwYjosxmY7NPZET/8ZVhXjH0F2t7PJb7474AABAASURBVHJ8kYT0bZhzmafY5HvewTcaviI1vcJ3Ao7byShHJk7/Vf7KvcvXtWh8v5L1uyQSMig+WYyLicEW8cyPR3VuJD2P3FH3yMtOTC1EuDb4ifo4+gah+l9t30nEXZOSJifXQRFalaLKQ***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***O/S92+ycs5NUEne0YzhSezxNQw6e7n2Vca2zuYX1bauqv8g/uP8FkzshcclDSYGbVuy1TgEdjbe83WpxUOIcScISgeW4ya0zW0YE0kKRZCHP2Wn19Tt7fbEoyWxzhDHxlJVjYdmMZLgxuQDGQeNnNDFVML43I9mTKhPZk455DkQ50KflNJzY452sBpaFNTvv0E2eRHgUTH9B6wpbO0qbw8qYxsEZ2jMNjZGqLE1Ra7j4WO+hTW3N9/t/GesdU6QqM8qjn8V1I3***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***g+LmBmruMHG51lx9iNpGR06gbkbsitfyC3wx/DMcs91NH8RZj/0l2S***j8mYY6rbNrOygI2Ps/CD/26WPARpEz8Ab/sglsSQsctcY0tftthDQSAABCY8wRCY+Wsmuuy9DmRmMvrs1m8ek7YrWkCMcdhO+EbMcrPkfOR21AbOi9C5tHDTqSQK5d5q01aUpT11b7BMSS9Sp0W/ARmoCBF2d8e0jlCPn1JplDj+/rr1FwORXFka1XqK1XqK1KVGSQzXAorhwwOG/rqru/o3mmlFiemfUspT3CM/OfEoWtPjVpIXjg50z5G5DX11t/Y1bPPziF3yb6ZKBfaR97qOnRj7xgmedOWixCFDL/r7u1H4m9n52nGX8xHkf+Izsa+w9d1dH9l4xQmqr6RKBfYB//RXvu9fpOL5Pkqm45bsZDDPWmmnx+mKOdRm03E5Y6axwbHy/iKxmFFdLKwGXVqG6493vWFBZE+3aiQuSzaF48d/PGwNSoLKQofOFn/k4GhTixZoUzVCJ0fdx55d8LFIKHycp8fqi9KoKf9qoQ***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***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***RB/4ggbVAEBIAAEgAAQiJpALKf9USuHCkAACMSSALc4yfdO6SVJyiSn7q2umut6jKfNvCKWqECWjwCsfAT4ioxvCJBhtH/b7F8mw5gqlooxNtUZp/uIv8/qObWC+DOnugOMAQJAAAgAASAQQgCm/SE4YAcIzF8CFGV79ojvndLi2t1VzfUPDY15v+1i/jYKLI8XgTNdj9PQtrpmx8qOocBX9AUTCfuub3CBqLYpCr92dGdhzYHf+b/jI6rqc7MwxJ+52S9gFRAAAkAACAABLwGY9ns5wBIIAAEgAAQQQgABCAABIAAEgAAQAAJA4HQjANP+061HoT1AAAgAgVgQABlAAAgAASAABIAAEAACpwkBmPafJh0JzQACQAAIzA4BkAoEgAAQAAJAAAgAASAwvwnAtH9+9x9YDwSAABCIFwHQAwSAABAAAkAACAABIDAvCcC0f152GxgNBIAAEPj6CIBmIAAEgAAQAAJAAAgAgflE***b986m3wFYgAASAwFwiALYAASAABIAAEAACQAAIzAMCMO2fB50EJgIBIAAE5jYBsA4IAAEgAASAABAAAkBg7hKAaf/c7RuwDAgAASAw3wiAvUAACAABIAAEgAAQAAJzjgBM++dcl4BBQAAIAIH5TwBaAASAABAAAkAACAABIDBXCMC0f670BNgBBIAAEDgdCUCbgAAQAAJAAAgAASAABL5mAjDt/5o7ANQDASAAB***MAtBKIAAEgAAQAAJAAAgAga+HQCyn/RiLLlMXPJYdSJnlGH89zZp7WjGW3TBOpuAxtSoP4My9bgKLgAAQmH0CoAEIAAEgAASAABAAAkAgrgRiOe1HSKhJzbxSpfamK1KT8uLaljmuTHJOCBxlxhy3F8yLLwHMS/5FfuUH+XnnceFiWXzRg7ZZIMDOn2dBMYicFgHor2lhg0pAAAgAASAABOYNgdhO++lmY0fPzdVfFBz8srCm6T2Kog/BP0IUpb21ZgfBkl9d+7YD5nUI/iYQSEhUX69QFCpyrldyEfwBgXlOICE6f0bw9/USSID+QvAHBIAAEAACQOB0JhD7aX9YWpqss1o1mtuE9HQXo9TnKqtaNRU38Ty7nPRXNVVfqBOCK0qSShs1pMy6v6Rwgo+TbSzM2aqpaluxwZtaKtfuL1v+rDotn0NLIwVIwtJFOzV09VdTeWTXm1YtXN2qWf2g1FcMY8Vjy8bleKWRZeuygnP8j9+zkUOEY0yVJOU9X3TWgeXrmivX7C4t/22aIhX5FJECsUpee6pzkoIFbshZE9yu4KyptjE383XCJ1+diGNv5FRK4biXwEV561s1K+8RTyRvHBvaa3NabENfGF3ekqffcqq2x6qlGIkuzlq6demahkrfqT3hZImVojNZjjdyBsfJsDSm689hhc30IEubZ6pmPtefU/01AeR***sZsx4RU1TIybAikyJ/FM/dD7xigVbMuwthmAr15tBuZD8aqFzS+wB4A7t14XTU+0ptH7QVTgQAQAAJxJjBxUj1L6rvtNoQEvsgslGRRLqtbmCnwaBMIVQj1OSyeHXpBpqLnKpR8t2PUzamUJ3HJPn045N9lHXpb20PS+yMj7Vh6fmbJW4W55aEzbYrirkzJyAhX3SPLVjPYSyS8rR3sdGPsHtvlEfjOoK7Pkx1YRJZDxJdlVPwrL7tKhN***m06/Qg38dKsin/npChIXk***bACBiAQoa+/3GnYta2j4lw2ekYlIaurMgoyS36Qlp7pGPxvynto9HxpI5Jm6AuTMGoEZ+/OsWQaCwxE4XftrtmOC2TLsGUXQo5HdljhdsY08JgnXvafPMewY3eoZqgWwk40dFvfp00JoCRAAAkBg1gjEadqvtVqsZNov9MxnRGK109zlFGWKPLsCUSpy9dkcQW1MODuBh80975iRNCFJE5QR2HSZ+rZ0t5H0886ma5uqHxqxiyTZ96uEgQJko99m4UjTLheRzTCJoqzv9dASHug6VU8+rF2Gf3S1EoFberQdoe8mRJaDqNTbMhVi5/AjRw5c295yb0fDxY11b1pRZkruDaIweuEQEAACs0EAY6pcKuciw6vHG+7zBAdyOv96xDQbukBmHAm***iAwTQJxiAkm40kSZ7zp9bE4TT4ZxiTTpDVPqtmHnvYO1fxBnsB/yRgn8vOEEZgJBIAAEAhPIE7TfmS***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***w/RRRKOadzgR44JEX2eNsbzwmDkzwJSLHJi44eRJUzIZRiTEHdlEVcxY9vZxUM2Ph/ZD2PFB8cutnhP/2jHURO6CXaBABAAAnONQLym/TZrH0KpAnoenCcUua2jtTZ3hlBKcCzgk8m/rcdKNn0pU6HMRbaDxrFGw+gokq6S07V8eRFXbuxGQTfqpc6hj8dwbkp6BflcilgxciaDHC6PXMwwuhzBqo8ONGxsrH5ET484IgufrVxexm9z0+VW/U69wcxXbFSX/10t50/NgSfJfmJBosje9***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***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***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***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***lsHWq+29S/3wtXZud9WavOCoz/5dyJOy9MePC5RHLmfAzLax9subdv4IhfgO+SfSlbLfWPv9Z34t5BJ8Ln5iwXAAjsP+0fHAbyrxSX1U++mA+S/2GdbUMn7zL1f+ITVGYbvpitlvhH/9jT9PVhVwif4wq7znqRVCA872aeH4Yw2O3zyYTCCbdzdDIPlzUDK6yTwGbQa26982zfxx6A2/QajSrkMf/2zPFvj3lTshBC9On5lv89YulFio3a3Hpp8L3eU29OmwySam/h/NB4fRYz7DdkFWA/xOnW3NyqVC5Qt8t0c0fzkxf6Xxnpe76/5ZZOUyd3Zc1i9VwPkzAkqTuWc3q4+Q5T/46YgggAABAASURBVD4vrMjO+1J2VnZw/NX+E3f1WfD***FytS1wO6yJp98SFF+DoorMnaH7odMfLNheS6q7W6lcKHL/r6ngnkKDm2PIjF9qeGLXaRdlX6fO35xRcq89bh28hs3mJ/RmHgvetYwGBVC9Cn1otdiyXlRBZ4r00+gaWlszmiEa8CNpHP8GzD2jiPUviK10YGv5e77BVqr1SqzUi18GRtgfO2wJYOi4MAF6nYDPMKpcBABwtiedW8CmexBujIHD9W3fzz0etNrGmQV94qz63Vhw4MXrm77tMk796Q9xePNYAkJb4k8m4Acl8npdzjIzfafqGqf9oUFKvLcQB***dbc3VlsdOA8ZAjF2a/dkDKf7P1SXj9kLDuvAaR+Dwk8cOIJiyNlw8UT/8BP8y5QT7lkzKTsSViOF1QApQAJbA0CEyJlekxWaDhbpsXF8bPc0No/YfIz2tfP8gN69sHjlU37a9sPdOEgz3An4iOH7fuqzxx6kMw5e4HhOOPNu+rbO1pZrP5+nY07qs1jYK4P7u1o75xX/3ZEbbvyH619ZXn7LEso6Mtqxv3xX/BNYTcz31XHN8bnyqbuw5FFOGyJ***YbDDcMW568NTRTU37a5oOXtHR+k9m+0RUCM6AE0KqeyI3dXeWLF8***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***UACWwNAjMYwA6SwWhUHUld9t8yjz3LNkvnsOKy7mburkruO9YunjqTmv6WRAQ52xVARB2n428RENkAc1ECVzEBNbm5q0A4cMW8/jUoVoMCZw6yI8dn8OGVK5aBoDXYW2ZQ+ElUYTGnyXRTNRISoASoAQogYuGQDqH/dPun8+c575oqCao6LSJ6vhnChLkpocogdQJICRqyOfeKf1J6eo3a2quEqEzw+f+ew6P+qeunZagBJY0AYTUt2iVIDz23rQvF1yYWtXIlSIITzltoVmmGBZG7QJKpfFnAeFS0ZQAJUAJU***UwLwJpHPYP29jqABKgBKYDwFhtY57p/RGnVYXtL7W13jXgGNe44r5mEPLUgJLh4BYU/BFCbBPDO9e+GkyhGC1Uo6Qq9kx10f8FyNYGn8WY6tQmygBSoASoAQoAZYAHfazHOiSEljyBCD0PXuKe6e0uulgQ0fL4xYn+20XaagbFUEJfK4JBO1dlzbu22SyxL6iL766Cd/1jc+Q0jaE6OXu/ZWNn/40+h0fKRVfnJlp/Fmc7UKtogQoAUqAEqAEWAJ02M9yoEtKgBIgI0BzUQKUACVACVAClAAlQAlQApTAkiJAh/1LqrmosZTA4iFALaEEKAFKgBKgBCgBSoASoAQogaVAgA77l0IrURspgcVMgNpGCVAClAAlQAlQApQAJUAJU***LmAAd9i/ixqGmUQJLiwC1lhKgBCgBSoASoAQoAUqAEqAEFh8BOuxffG1CLaIEljoBaj8lQAlQApQAJUAJU***UACVACSwaAnTYv2iaghpCCXz+CNAaUQKUACVACVAClAAlQAlQApTAZ02ADvs/6xag+imBi4EArSMlQAlQApQAJUAJU***UACVACXxGBOiw/zMCT9VSAhcnAVprSoASoAQoAUqAEqAEKAFKgBLILAE67M8sb6qNEqAEWAJ0SQlQApQAJUAJU***UACVACVACGSFAh/0ZwUyVU***UwGwE6HFKgBKgBCgBSoASoAQoAUqAElhIAnTYv5B0qWxKgBIgJ0BzUgKUACVACVAClAAlQAlQApTAAhBI57AfIdnNxoqnimOpsA6hBbB5SYpESHXPJJmKp4yGMgpnSbYkNXrhCVANlAAlQAlQApQAJUAJU***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***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***g7gb9cqg5T0nKs3JX4c/l5IWTH6SR45QhCcz***FAvOrukdZr2o79yMb0OJILX6izooJ/Lc1Xe237bXa3WHONse4/jGrx7BxEiuKnl2XL/ENP9I9a4xiCp***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***elJ3idBBHGV/3qfNChZPCTTxeeHaeKT/tiS1OcnCdEtSoASoASWCIFMDftDvqEg0Etk+H5hsURq9nt6Ah6dWIo7lAViGQh4z3ODMny3XrBVrQbhicMOgBzjjWFQrdar8GfL7EARkP6dwYBv9Lc6HfG5xCDwhmU8IMm7RT2v4Xe65MTbttDbQpX4ZPfR28+eeqSnefups81hWJxXvGMWDAgoHy4rq4HeN/q6/zs0JROP***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***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***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***sXnIhayi0DQb4s7MhEMAiDWiNmTAIgy6M9RncnWgdEDLiTOXvVWRc3OotJvGfJ2qJW5cS/2Jys74xyP/4gl6Yk/mY0bGfP5GTjnfSBJn4TMD4nrnjQekuhKqx8i19mrjk1O7OK53cozg7HrNL2xhcfn5***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***htOrilo+0XNv+7pv2Vjcee8XAWwonO2kbmusBMpqXKxhMvBpls5Hz8PusrQz1PnjP9m3nsbEggwdU***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***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***fBQE67P8sqFOdlAAlcDEToHWnBCgBSoASoAQoAUqAEqAEMkiADvszCJuqogQoAUogngDdpgQoAUqAEqAEKAFKgBKgBBaeAB32LzxjqoESoAQogeQE6FlKgBKgBCgBSoASoAQoAUpgwQjQYf+CoaWCKQFKgBJIlQDNTwlQApQAJUAJU***UACVACaSbAB32p5solUcJU***UwPwJUAmUACVACVAClAAlQAlQApRAmgjQYX+aQFIxlAAlQAksBAEqkxKgBCgBSoASoAQoAUqAEpgfATrsnx8/WpoSoAQogcwQoFooAUqAEqAEKAFKgBKgBCiBORGgw/45YaOFKAFKgBL4rAhQvZQAJUAJU***UACVACVAClEAqBNI57EdIdrOx4qniWCqsQygVYz7PeRFS3TNJpuIpo6GMwvk8NzitGyWw8ASoBkqAEqAEKAFKgBKgBCgBSoCAQDqH/QBI63MLbzMY2XRrrq6MwIKLJovi8ilwtAUXTc1pRUkIIJH+n8o3vF1edpWQTpaR***N54ggsvk3qz4uvTZJZRNsrGR16jhKgBCgBSoASWPoE0jvsZ3igwMD9xz6uOL63srH9LQiZQ/QfAAjNDzbuw1jKjzW9HqDjOkD/phHIyjberdFUakru1goB/aME5kZg0ZTKov4MltJfFm0vQP8oAUqAEqAEKIHP***H0D/sT0qovuuR0ff03pcxwF4Hc5zY0nK5fd58osivIf6m+4WNjVnxBhW51Wz3Os/X/5Qjij+NtJC3ZVd/QtXEbmzo3XHG0dv2zxrxyASMNZ8AJKVfsr2eKv5Qrwrts2rz80tP1l/5QyWVDSPPU2kk5rDS8PL224vLo4/ckcrBwhGCNruz5qks+Xb+1Y8OWg6vr/jVPkws4RThDuhJrz7ESXbzAbSVb4usVf2q2bSQsfAXzKTdmo/QbOZtSepwlcH3ZlafrNz0in07e4bQc9gU9PsvHjhCb8/O3nK3u6aopArIbitbsWrOldQN3aU+7WNKlaAnIWTAT2cgZHycTqlpU/kxoc8KKXCQHF1V7TWM+n7ix0DEh17AWdxtiKfln8fz9kO0DnK7fmqRv***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***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***UwJIgMGUEspAWuwf8QCiW5gNlsRQO+jx9Xh+UyZYDWCARA7+nL6Ybai/PEgQd43/DEwFo/JAjLMrSbon2UWK5hMoCJtwXV+wsXf3y6k3/rJN43H3PjEa7jJF8QiEcGx8+HJZ+MUcfuyETOZPaglyOMquItYpdfo270ZiaurTkFrhH/uDiOuJ+7/k37AgIFGWR2+zT5OOPy/qi6q/LwfnR00/ZcHd+ynkeOarstQIwbh18K8iVQkHzq1YfEGRv4Oru6vEBg0QuQahKqgDesSM+uELO3OVbiXc9rk6uHLMSENvM5E72795jtrkg4zQQhj+yWp0AFsujlee3OZnoaed4bJYpSyFw20c+DDHG4LJu98D7rjledHy6VCuFwGcb/JMXXzlYFXA6z73jYjZS/g8FRhlH8I/6AQj4zbg88lvwEaGQaTm8S8KQpO5K7QYBOD92YV+UDwiNvzzmwv5Tz/kPVsaTILQ91sz+NOa+JycQQhM/P8n8gGjF8b04beob58qT2MxlTeo/XB7+FU97EdvDIwcAJM35fnEFG3Oiy9IdM97sSC4Hhsf+ubv5rt7BXsD5KgT2JhcCUL4sOnPCX2fCHIGRDx0IyHO3Ry9KIDNsU4CQw/x+ICoiHb4RlcW3RmOv46glyr1JE702lYZrpMA1MfwBdvu40gLnyH+4w+wBGBzb5QgCqCiXsQcAyKTNUZ3J1lCAZyRCfv9YNBOORs91H7umveuDaCtHz/Cvk/sPkKUp/qQjbhDGhIz6PD/gFHLw9EkI/DCVuieNhwS6QFr9EIqzdxgmJ3bx3O6tGtXkY21pjS08Pp9Ci9GslAAlQAksCgLRXs6CG+Mb8iMgkRmBvEgaGvD6J/w+p1heBGT5EuDzedgHOxkrsvT1AtBuH3dC/Bf+xG4HAjwRwJyJ/xfKcnC4x+nWHEO9LNQ0curert7mmV2ZkPlta1CTXfAlrisbLyOVbTI5CrkemxRLV8jnqTUVC6fmDfh9sWf1IQRjQdx7FSqmtbbc8FhJ5c7Sup8bVMB7/gf9426cNSU5QhEeB1oDeHQ4WcwcwD13kZr7HPb0eMICmaIUCKqU8iG3rd3rK1RkKZCkTCZ0el0DcRqJbJ7Uk2TLP+UWnd/V6XWNxgaW/DYnkTz9FI/NYokaAHsIA+EKQjxWCCJuJ8UVry4tAI6QH0WRYl0j/jnq4jGNhCFJ3UWM/6jUUybL7mNcR8QseIxI8TSJzZzIpP7D5eFf8bQXsT08crAhIs127nkHrjd8a27+Ou4CxKe5xCtHJc//cfmmw+u3dtY3dG3c1rVx2091OGRAMV5wMtKzwp753oQ1DJRX4TvqEZHF2bmVADXFP1GfQd/AV8zfzEPngXBLTp4az4MCsDnHUACCe8csXnwuYiG7CAT9trgjE8EgAGKNmD0JgCiD/hzVmWwdGD3gQuLsVW9V1OwsKv2WIW+HWpkb92J/srIzzvH4j1iSnviT2biRMZ+fgXPeB5L0Scj8kLjuSeMhia60+iFynb3q2OTELp7brTwzGLtO0xtbeHx+3m1IBVAClAAlkGECgszowz2l834fEEkKZXKjwHPeC4DXMyyULhPJ88RgxIf3OUPq1FotCIkVxkeNpTjdpRB4gHiTOos7HV35x9pwuC8/duDJCdzxQqaJ4dbYuC6aB6+x3j1j5gmh/oac6V+lhs+SJ0I5o+ZmbBVOV52bIBf+WeWEEu0NeNY8V18ogG6vsw/NwRAMJnEpdsIDQtjlcQGpYgVQrZIBk8/Z6XEJ5MpqoCyWApPbmbhwWo9Cz/l72o99ZdAelQpZ26K7k+vZjk/mWNxbM+2fS5MS1TFdDBk5elVBbKYMb+xQMTdPZ9aFyK5kmRhdCc8n1zXDfxLKmMPBOdozUxN09VzZyDzvgCMPmyobj/yLK3m1potBUuMLlVW3q6VO5+i73C+bDhzxhsH0jOnZN49bTiCwSmsoQ/hPsl2nhsj6oTUQJ53ho8+QbwDgHnzbDaTq/JvEACH1jmw5CJj/auNu7MdZlXwzszYntwUACH3PnWn51ZjdJ9PvMJR8t7jmmYrNB9ZtelorxZUE6f6b6XALGn/m7xsZ9vn08sauNnvfBp8EyfnMue4z4iG/rgz74aKLLelteCqNEqAEKIF5EMjQsB9b2I/H9lCar5QvQ17me/t93kEkLZSJDSIw6OeG/QhJt2gUEIpW55T+fWEk5TD7yzW6ZZGbMFhOfMIzu68NDw8D2Q35xrxEGXDmgG1wt19wmc6gCKfah8OlJ9Mc5KC53leZ1LqQW8jWtfnYx+XHj77gCmdlr3pcF7tpRa51FuhgsuY9Xk8AyksUWasknrOusNXtGZcoK2WK5aJgr5drd3J96cjJb3OSPvGshdNh2bxkhBGeABOAySsamyqZ3JuX7BmFsewZxyIHUuzoM3Jazx1iB6uxZWXj/u9YZw4iIgrmvmB0JSydos0JZczh4OKyZ02OsV6Izgye2N7V8f3oL2O94YqrV3o3mWdxw0Cec60EALGhQQEDDsuu+FF/5CLMlG8wI+S/WKwhmH29XiZQ518tAUPWoUMpewbTphmymVGVuEniz6Cg9bnelutbD9Y1HWxoO/5Aj+l4WHVjafktMx4GSSyL/GjG48/8ORP5fDzNqTRmPzM134Ltzd4nYUxLzoeo7kSW8+vCYjLnh1jZIost2CKaKAFKgBJYJAQEGbNj2Of1AWlxlkwT8Pbj7hRyDwbkhSp5LggO+qLdPZH+EjnwW9vrjnEPcZUf2/uP1hCQa7fO0k0J2PtediKJuuh/qhKPEyB0vDnmFmXlN4hC86nsrHJCQR8AWUJx/LdAG0RihEKeEK7nfHTOKBsO+wFQikQi5qOWOYvXWpEQgLB3rnMaELh/09vfg8TXLF91jTBFg0NBfL9ey/wWA2MM+28QiwEI2vAYNLIf9LguAHmRVlWG3GcwKa+zD6jKdcrlwHV24QYVEdWJFwQ2g***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***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***VVdyt82nzHPPkv3iOay4nLupm7uC+46li6futKafBQFxzlYVAGH32chLNJ+FBVTnRU9gSQFYm5u3AoQPW8zjU4dqsUrAqYP82PE5bEjlqmUAeB3WljkUXhJFaPxZEs1EjaQEKAFKgBK4aAikc9g/7f75zHnui4ZqgopOm6iOf6YgQW56iBJInQBCooZ87p3Sn5SufrOm5ioROjN87r8X5lH/1A2kJS5iAou+6gipb9EqQXjsvWlfLrgwltfIlSIITzltoVmmGBZG7QJKpfFnAeFS0ZQAJUAJU***UwLwJpHPYP29jqABKgBKYDwFhtY57p/RGnVYXtL7W13jXgONzM66YDxpadrEQWKx2iDUFX5QA+8Tw7oWfJkMIVivlCLmaHXN9xH8xYqTxZzG2CrWJEqAEKAFKgBJgCdBhP8uBLimBJU8AQt+zp7h3SqubDjZ0tDxucbLfdrHk60Yr8PkjsMhqFLR3Xdq4b5PJEvuKvngDE77rG58hpW0I0cvd+ysbP/1p9Ds+Uiq+ODPT+L***24VaRQlQApQAJUAJsATosJ/lQJeUACVACVACnwUBqpMSoAQoAUqAEqAEKAFKYIEJ/H8AAAD//xfO5UAAAAAGSURBVAMA/FISN9Wj7XMAAAAASUVORK5CYII=
这张日志显示的是 AMD Ryzen AI NPU 在执行 INT8 量化模型时打印的内部警告信息,这些不是错误,不会影响结果,也不会导致程序崩溃。
这些只是 NPU 内部在处理一些量化算子(INT8 或更低精度)时的浮点舍入逻辑提示,属于 Vitis AI 的默认行为。


我后续学习了一下,但是没来得及做,如果想把NPU的计算进一步加快需要启用 NPU 缓存编译目录, 开启 Session 复用,固定 InferenceSession ,首帧优化等操作。





实际上但是经过我的测试,这个量化其实并不成功:它只在部分图上的输出结果是正确的,准确的说,它把所有分类都归成了end这一个分类了,这说明我的量化模型不好,或者说就是不对。后续怎么量化这么模型,怎么才能正确量化我目前还没什么头绪。

不管怎么样,这次的AIMB-2210的测试和学习,让我收获颇丰,无论是卓越的性能还是NPU的掌握,对我的工作有了相当大的帮助,在边缘计算上还是有很多的东西要学习的。最后再感谢一下工作人员和此次活动的主办方。







页: [1]
查看完整版本: 【AIMB-2210】(Part.5最后结果)