| 54 | float* outputs[] = {expectedOutput0.data(), expectedOutput1.data(), expectedOutput2.data(), expectedOutput3.data()}; |
| 55 | |
| 56 | static bool checkProbAndOrder(float* gotOutput, const float* expectedOutput, const int* expectedOrder, int size, |
| 57 | std::vector<int> shape = {}, int axis = -1) { |
| 58 | float expectedSum = 0, gotSum = 0; |
| 59 | std::vector<int> gotOrder(size, 0); |
| 60 | |
| 61 | int outside = 1, inside = 1; |
| 62 | for (int i = 0; i < axis; ++i) { |
| 63 | outside *= shape[i]; |
| 64 | } |
| 65 | for (int i = axis + 1; i < shape.size(); ++i) { |
| 66 | inside *= shape[i]; |
| 67 | } |
| 68 | |
| 69 | float errorCase = 0; |
| 70 | for (int z = 0; z < outside; ++z) { |
| 71 | for (int x = 0; x < inside; ++x) { |
| 72 | std::vector<int> orderY(shape[axis], 0); |
| 73 | float expectedSumY = 0; |
| 74 | float gotSumY = 0; |
| 75 | |
| 76 | int xz = x + z * inside * shape[axis]; |
| 77 | for (int y = 0; y < shape[axis]; ++y) { |
| 78 | int idx = xz + y * inside; |
| 79 | orderY[y] = idx; |
| 80 | expectedSumY += expectedOutput[idx]; |
| 81 | gotSumY += gotOutput[idx]; |
| 82 | } |
| 83 | sort(orderY.begin(), orderY.end(), [&](const int &a, const int &b) { |
| 84 | return gotOutput[a] < gotOutput[b]; |
| 85 | }); |
| 86 | float rateY = 0; |
| 87 | for (int y = 0; y < shape[axis]; ++y) { |
| 88 | if (expectedOrder[(x + z *inside) * shape[axis] + y] == orderY[y]) { |
| 89 | rateY += 1; |
| 90 | } |
| 91 | } |
| 92 | rateY /= shape[axis]; |
| 93 | float pointRate = gotSumY / expectedSumY; |
| 94 | if (rateY < 0.5 || pointRate < 0.5 || pointRate > 2.0) { |
| 95 | errorCase += 1; |
| 96 | } |
| 97 | } |
| 98 | } |
| 99 | if (errorCase / size > 0.03) { |
| 100 | MNN_PRINT("softmaxInt8 test on axis = %d, ErrorRate = %f, failed\n", axis, errorCase/size); |
| 101 | return false; |
| 102 | } |
| 103 | |
| 104 | return true; |
| 105 | } |
| 106 | |
| 107 | static std::vector<float> naiveSoftmax(const float* input, const int outside, const int axis, const int inside) { |
| 108 | std::vector<float> output(outside * axis * inside, 0); |