Note that it is not required that the first dimension be the number of batches. But it is required that the last dimension is the 'input_dim'. For this particular test, it is required for the output to be reformattable into a shape of form {4, 1, 5, ?} but since the output size (the product of output dimensions: units times batches) is 6, this is not possible.
| 897 | // into a shape of form {4, 1, 5, ?} but since the output size (the product of |
| 898 | // output dimensions: units times batches) is 6, this is not possible. |
| 899 | EXPECT_DEATH(FloatFullyConnectedOpModel m( |
| 900 | GetRegistration(), /*units=*/3, /*batches=*/2, |
| 901 | /*input=*/{TensorType_FLOAT32, {4, 1, 5, 1}}, |
| 902 | /*output=*/{TensorType_FLOAT32}, |
| 903 | /*keep_num_dims=*/true), |
| 904 | "Cannot allocate tensors"); |
| 905 | } |
| 906 | #endif |
| 907 | |
| 908 | TEST_P(QuantizedFullyConnectedOpTest, SimpleTest4dInputQuantizedUint8) { |
| 909 | QuantizedFullyConnectedOpModel m( |
| 910 | GetRegistration(), /*units=*/3, /*batches=*/2, |
| 911 | /*input=*/{TensorType_UINT8, {4, 1, 5, 1}, -63.5, 64}, |
| 912 | /*output=*/{TensorType_UINT8, {}, -127, 128}); |
| 913 | |
| 914 | // input_product_scale < output_scale was not true. |
| 915 | m.SetWeights<uint8_t>({ |
| 916 | 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, // u = 0 |
| 917 | 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, // u = 1 |
| 918 | 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, // u = 2 |
| 919 | }); |
| 920 | m.SetBias({1, 2, 3}); |
| 921 | |
| 922 | m.SetInput<uint8_t>({ |
| 923 | 1, 2, 3, 4, 5, 6, 7, 8, -9, -10, // b = 0 |
| 924 | 1, 2, 3, 4, 5, 6, 7, -8, 9, -10, // b = 1 |
| 925 | }); |
| 926 | |
| 927 | m.Invoke(); |
| 928 | |
| 929 | EXPECT_THAT(m.GetDequantizedOutput<uint8_t>(), |
| 930 | ElementsAreArray(ArrayFloatNear({ |
| 931 | 24, 25, 26, // |
| 932 | 58, 59, 60, // |
| 933 | }))); |
| 934 | EXPECT_THAT(m.GetOutput<uint8_t>(), |
| 935 | ElementsAre(151, 152, 153, 185, 186, 187)); |
| 936 | } |
| 937 | |
| 938 | TEST_P(QuantizedFullyConnectedOpTest, |
| 939 | SimpleTest4dInputQuantizedOutputMultiplierGreaterThan1Uint8) { |