/** * \breif atan2 is implemented by atan, you can refer * [wiki](https://en.wikipedia.org/wiki/Atan2) for more details */ #include #include #define OUT #define IN #include #include #include #include #include #include //#define DBG /** * pre_data means we test fixed pattern, it should be same sa lut */ enum TEST_MODE { PRE_DATA_COMPARE_FIX = 0, // pre-data + fix compare DATA_COMPARE_ACCURACY, // generate \range_start to \range_end value that // check epsilon, default set x > 0, y > 0 DATA_COMPARE_ACCURACY_X_GT_0, // atan(y/x), x > 0, y = 0 DATA_COMPARE_ACCURACY_X_LT_0_Y_GE_0, // atan(y/x) + PI , x < 0 and y >= 0 DATA_COMPARE_ACCURACY_X_LT_0_Y_LT_0, // atan(y/x) - PI , x < 0 and y < 0 DATA_COMPARE_ACCURACY_X_0_Y_GT_0, // pi / 2, x = 0 and y > 0 DATA_COMPARE_ACCURACY_X_0_Y_LT_0, // -pi / 2, x = 0 and y < 0 DATA_COMPARE_U8, // generate \range_start to \range_end value that check // epsilon, result bf16->uint8_t TEST_MODE_MAX, }; static TEST_MODE mode; static uint16_t test_pattern[] = { 0x0000, 0x38D2, 0x3952, 0x399D, 0x39D2, 0x3A03, 0x3A1D, 0x3A38, 0x3A52, 0x3A6C, 0x3A83, 0x3A90, 0x3A9D, 0x3AAA, 0x3AB8, 0x3AC5, 0x3AD2, 0x3ADF, 0x3AEC, 0x3AF9, 0x3B03, 0x3B0A, 0x3B10, 0x3B17, 0x3B1D, 0x3B24, 0x3B2A, 0x3B31, 0x3B38, 0x3B3E, 0x3B45, 0x3B4B, 0x3B52, 0x3B58, 0x3B5F, 0x3B65, 0x3B6C, 0x3B72, 0x3B79, 0x3B80, 0x3B83, 0x3B86, 0x3B8A, 0x3B8D, 0x3B90, 0x3B93, 0x3B97, 0x3B9A, 0x3B9D, 0x3BA1, 0x3BA4, 0x3BA7, 0x3BAA, 0x3BAE, 0x3BB1, 0x3BB4, 0x3BB8, 0x3BBB, 0x3BBE, 0x3BC1, 0x3BC5, 0x3BC8, 0x3BCB, 0x3BCE, 0x3BD2, 0x3BD5, 0x3BD8, 0x3BDC, 0x3BDF, 0x3BE2, 0x3BE5, 0x3BE9, 0x3BEC, 0x3BEF, 0x3BF2, 0x3BF6, 0x3BF9, 0x3BFC, 0x3C00, 0x3C01, 0x3C03, 0x3C05, 0x3C06, 0x3C08, 0x3C0A, 0x3C0B, 0x3C0D, 0x3C0F, 0x3C10, 0x3C12, 0x3C13, 0x3C15, 0x3C17, 0x3C18, 0x3C1A, 0x3C1C, 0x3C1D, 0x3C1F, 0x3C21, 0x3C22, 0x3C24, 0x3C25, 0x3C27, 0x3C29, 0x3C2A, 0x3C2C, 0x3C2E, 0x3C2F, 0x3C31, 0x3C33, 0x3C34, 0x3C36, 0x3C38, 0x3C39, 0x3C3B, 0x3C3C, 0x3C3E, 0x3C40, 0x3C41, 0x3C43, 0x3C45, 0x3C46, 0x3C48, 0x3C4A, 0x3C4B, 0x3C4D, 0x3C4E, 0x3C50, 0x3C52, 0x3C53, 0x3C55, 0x3C57, 0x3C58, 0x3C5A, 0x3C5C, 0x3C5D, 0x3C5F, 0x3C60, 0x3C62, 0x3C64, 0x3C65, 0x3C67, 0x3C69, 0x3C6A, 0x3C6C, 0x3C6E, 0x3C6F, 0x3C71, 0x3C72, 0x3C74, 0x3C76, 0x3C77, 0x3C79, 0x3C7B, 0x3C7C, 0x3C7E, 0x3C80, 0x3C81, 0x3C81, 0x3C82, 0x3C83, 0x3C84, 0x3C85, 0x3C86, 0x3C86, 0x3C87, 0x3C88, 0x3C89, 0x3C8A, 0x3C8A, 0x3C8B, 0x3C8C, 0x3C8D, 0x3C8E, 0x3C8F, 0x3C8F, 0x3C90, 0x3C91, 0x3C92, 0x3C93, 0x3C93, 0x3C94, 0x3C95, 0x3C96, 0x3C97, 0x3C98, 0x3C98, 0x3C99, 0x3C9A, 0x3C9B, 0x3C9C, 0x3C9C, 0x3C9D, 0x3C9E, 0x3C9F, 0x3CA0, 0x3CA1, 0x3CA1, 0x3CA2, 0x3CA3, 0x3CA4, 0x3CA5, 0x3CA5, 0x3CA6, 0x3CA7, 0x3CA8, 0x3CA9, 0x3CAA, 0x3CAA, 0x3CAB, 0x3CAC, 0x3CAD, 0x3CAE, 0x3CAE, 0x3CAF, 0x3CB0, 0x3CB1, 0x3CB2, 0x3CB3, 0x3CB3, 0x3CB4, 0x3CB5, 0x3CB6, 0x3CB7, 0x3CB8, 0x3CB8, 0x3CB9, 0x3CBA, 0x3CBB, 0x3CBC, 0x3CBC, 0x3CBD, 0x3CBE, 0x3CBF, 0x3CC0, 0x3CC1, 0x3CC1, 0x3CC2, 0x3CC3, 0x3CC4, 0x3CC5, 0x3CC5, 0x3CC6, 0x3CC7, 0x3CC8, 0x3CC9, 0x3CCA, 0x3CCA, 0x3CCB, 0x3CCC, 0x3CCD, 0x3CCE, 0x3CCE, 0x3CCF, 0x3CD0, 0x3CD1, 0x3CD2, 0x3CD3, 0x3CD3, 0x3CD4, 0x3CD5, 0x3CD6, 0x3CD7, 0x3CD7, 0x3CD8, 0x3CD9, 0x3CDA, 0x3CDB, 0x3CDC, 0x3CDC, 0x3CDD, 0x3CDE, 0x3CDF, 0x3CE0, 0x3CE0, 0x3CE1, 0x3CE2, 0x3CE3, 0x3CE4, 0x3CE5, 0x3CE5, 0x3CE6, 0x3CE7, 0x3CE8, 0x3CE9, 0x3CE9, 0x3CEA, 0x3CEB, 0x3CEC, 0x3CED, 0x3CEE, 0x3CEE, 0x3CEF, 0x3CF0, 0x3CF1, 0x3CF2, 0x3CF2, 0x3CF3, 0x3CF4, 0x3CF5, 0x3CF6, 0x3CF7, 0x3CF7, 0x3CF8, 0x3CF9, 0x3CFA, 0x3CFB, 0x3CFB, 0x3CFC, 0x3CFD, 0x3CFE, 0x3CFF, 0x3D00, 0x3D00, 0x3D01, 0x3D01, 0x3D01, 0x3D02, 0x3D02, 0x3D03, 0x3D03, 0x3D03, 0x3D04, 0x3D04, 0x3D05, 0x3D05, 0x3D06, 0x3D06, 0x3D06, 0x3D07, 0x3D07, 0x3D08, 0x3D08, 0x3D08, 0x3D09, 0x3D09, 0x3D0A, 0x3D0A, 0x3D0A, 0x3D0B, 0x3D0B, 0x3D0C, 0x3D0C, 0x3D0C, 0x3D0D, 0x3D0D, 0x3D0E, 0x3D0E, 0x3D0F, 0x3D0F, 0x3D0F, 0x3D10, 0x3D10, 0x3D11, 0x3D11, 0x3D11, 0x3D12, 0x3D12, 0x3D13, 0x3D13, 0x3D13, 0x3D14, 0x3D14, 0x3D15, 0x3D15, 0x3D16, 0x3D16, 0x3D16, 0x3D17, 0x3D17, 0x3D18, 0x3D18, 0x3D18, 0x3D19, 0x3D19, 0x3D1A, 0x3D1A, 0x3D1A, 0x3D1B, 0x3D1B, 0x3D1C, 0x3D1C, 0x3D1C, 0x3D1D, 0x3D1D, 0x3D1E, 0x3D1E, 0x3D1F, 0x3D1F, 0x3D1F, 0x3D20, 0x3D20, 0x3D21, 0x3D21, 0x3D21, 0x3D22, 0x3D22, 0x3D23, 0x3D23, 0x3D23, 0x3D24, 0x3D24, 0x3D25, 0x3D25, 0x3D25, 0x3D26, 0x3D26, 0x3D27, 0x3D27, 0x3D28, 0x3D28, 0x3D28, 0x3D29, 0x3D29, 0x3D2A, 0x3D2A, 0x3D2A, 0x3D2B, 0x3D2B, 0x3D2C, 0x3D2C, 0x3D2C, 0x3D2D, 0x3D2D, 0x3D2E, 0x3D2E, 0x3D2E, 0x3D2F, 0x3D2F, 0x3D30, 0x3D30, 0x3D31, 0x3D31, 0x3D31, 0x3D32, 0x3D32, 0x3D33, 0x3D33, 0x3D33, 0x3D34, 0x3D34, 0x3D35, 0x3D35, 0x3D35, 0x3D36, 0x3D36, 0x3D37, 0x3D37, 0x3D38, 0x3D38, 0x3D38, 0x3D39, 0x3D39, 0x3D3A, 0x3D3A, 0x3D3A, 0x3D3B, 0x3D3B, 0x3D3C, 0x3D3C, 0x3D3C, 0x3D3D, 0x3D3D, 0x3D3E, 0x3D3E, 0x3D3E, 0x3D3F, 0x3D3F, 0x3D40, 0x3D40, 0x3D41, 0x3D41, 0x3D41, 0x3D42, 0x3D42, 0x3D43, 0x3D43, 0x3D43, 0x3D44, 0x3D44, 0x3D45, 0x3D45, 0x3D45, 0x3D46, 0x3D46, 0x3D47, 0x3D47, 0x3D47, 0x3D48, 0x3D48, 0x3D49, 0x3D49, 0x3D4A, 0x3D4A, 0x3D4A, 0x3D4B, 0x3D4B, 0x3D4C, 0x3D4C, 0x3D4C, 0x3D4D, 0x3D4D, 0x3D4E, 0x3D4E, 0x3D4E, 0x3D4F, 0x3D4F, 0x3D50, 0x3D50, 0x3D50, 0x3D51, 0x3D51, 0x3D52, 0x3D52, 0x3D53, 0x3D53, 0x3D53, 0x3D54, 0x3D54, 0x3D55, 0x3D55, 0x3D55, 0x3D56, 0x3D56, 0x3D57, 0x3D57, 0x3D57, 0x3D58, 0x3D58, 0x3D59, 0x3D59, 0x3D59, 0x3D5A, 0x3D5A, 0x3D5B, 0x3D5B, 0x3D5C, 0x3D5C, 0x3D5C, 0x3D5D, 0x3D5D, 0x3D5E, 0x3D5E, 0x3D5E, 0x3D5F, 0x3D5F, 0x3D60, 0x3D60, 0x3D60, 0x3D61, 0x3D61, 0x3D62, 0x3D62, 0x3D63, 0x3D63, 0x3D63, 0x3D64, 0x3D64, 0x3D65, 0x3D65, 0x3D65, 0x3D66, 0x3D66, 0x3D67, 0x3D67, 0x3D67, 0x3D68, 0x3D68, 0x3D69, 0x3D69, 0x3D69, 0x3D6A, 0x3D6A, 0x3D6B, 0x3D6B, 0x3D6C, 0x3D6C, 0x3D6C, 0x3D6D, 0x3D6D, 0x3D6E, 0x3D6E, 0x3D6E, 0x3D6F, 0x3D6F, 0x3D70, 0x3D70, 0x3D70, 0x3D71, 0x3D71, 0x3D72, 0x3D72, 0x3D72, 0x3D73, 0x3D73, 0x3D74, 0x3D74, 0x3D75, 0x3D75, 0x3D75, 0x3D76, 0x3D76, 0x3D77, 0x3D77, 0x3D77, 0x3D78, 0x3D78, 0x3D79, 0x3D79, 0x3D79, 0x3D7A, 0x3D7A, 0x3D7B, 0x3D7B, 0x3D7B, 0x3D7C, 0x3D7C, 0x3D7D, 0x3D7D, 0x3D7E, 0x3D7E, 0x3D7E, 0x3D7F, 0x3D7F, 0x3D80, 0x3D80, 0x3D80, 0x3D80, 0x3D81, 0x3D81, 0x3D81, 0x3D81, 0x3D81, 0x3D82, 0x3D82, 0x3D82, 0x3D82, 0x3D82, 0x3D83, 0x3D83, 0x3D83, 0x3D83, 0x3D83, 0x3D84, 0x3D84, 0x3D84, 0x3D84, 0x3D85, 0x3D85, 0x3D85, 0x3D85, 0x3D85, 0x3D86, 0x3D86, 0x3D86, 0x3D86, 0x3D86, 0x3D87, 0x3D87, 0x3D87, 0x3D87, 0x3D87, 0x3D88, 0x3D88, 0x3D88, 0x3D88, 0x3D88, 0x3D89, 0x3D89, 0x3D89, 0x3D89, 0x3D89, 0x3D8A, 0x3D8A, 0x3D8A, 0x3D8A, 0x3D8A, 0x3D8B, 0x3D8B, 0x3D8B, 0x3D8B, 0x3D8B, 0x3D8C, 0x3D8C, 0x3D8C, 0x3D8C, 0x3D8C, 0x3D8D, 0x3D8D, 0x3D8D, 0x3D8D, 0x3D8E, 0x3D8E, 0x3D8E, 0x3D8E, 0x3D8E, 0x3D8F, 0x3D8F, 0x3D8F, 0x3D8F, 0x3D8F, 0x3D90, 0x3D90, 0x3D90, 0x3D90, 0x3D90, 0x3D91, 0x3D91, 0x3D91, 0x3D91, 0x3D91, 0x3D92, 0x3D92, 0x3D92, 0x3D92, 0x3D92, 0x3D93, 0x3D93, 0x3D93, 0x3D93, 0x3D93, 0x3D94, 0x3D94, 0x3D94, 0x3D94, 0x3D94, 0x3D95, 0x3D95, 0x3D95, 0x3D95, 0x3D96, 0x3D96, 0x3D96, 0x3D96, 0x3D96, 0x3D97, 0x3D97, 0x3D97, 0x3D97, 0x3D97, 0x3D98, 0x3D98, 0x3D98, 0x3D98, 0x3D98, 0x3D99, 0x3D99, 0x3D99, 0x3D99, 0x3D99, 0x3D9A, 0x3D9A, 0x3D9A, 0x3D9A, 0x3D9A, 0x3D9B, 0x3D9B, 0x3D9B, 0x3D9B, 0x3D9B, 0x3D9C, 0x3D9C, 0x3D9C, 0x3D9C, 0x3D9C, 0x3D9D, 0x3D9D, 0x3D9D, 0x3D9D, 0x3D9D, 0x3D9E, 0x3D9E, 0x3D9E, 0x3D9E, 0x3D9F, 0x3D9F, 0x3D9F, 0x3D9F, 0x3D9F, 0x3DA0, 0x3DA0, 0x3DA0, 0x3DA0, 0x3DA0, 0x3DA1, 0x3DA1, 0x3DA1, 0x3DA1, 0x3DA1, 0x3DA2, 0x3DA2, 0x3DA2, 0x3DA2, 0x3DA2, 0x3DA3, 0x3DA3, 0x3DA3, 0x3DA3, 0x3DA3, 0x3DA4, 0x3DA4, 0x3DA4, 0x3DA4, 0x3DA4, 0x3DA5, 0x3DA5, 0x3DA5, 0x3DA5, 0x3DA5, 0x3DA6, 0x3DA6, 0x3DA6, 0x3DA6, 0x3DA7, 0x3DA7, 0x3DA7, 0x3DA7, 0x3DA7, 0x3DA8, 0x3DA8, 0x3DA8, 0x3DA8, 0x3DA8, 0x3DA9, 0x3DA9, 0x3DA9, 0x3DA9, 0x3DA9, 0x3DAA, 0x3DAA, 0x3DAA, 0x3DAA, 0x3DAA, 0x3DAB, 0x3DAB, 0x3DAB, 0x3DAB, 0x3DAB, 0x3DAC, 0x3DAC, 0x3DAC, 0x3DAC, 0x3DAC, 0x3DAD, 0x3DAD, 0x3DAD, 0x3DAD, 0x3DAD, 0x3DAE, 0x3DAE, 0x3DAE, 0x3DAE, 0x3DAE, 0x3DAF, 0x3DAF, 0x3DAF, 0x3DAF, 0x3DB0, 0x3DB0, 0x3DB0, 0x3DB0, 0x3DB0, 0x3DB1, 0x3DB1, 0x3DB1, 0x3DB1, 0x3DB1, 0x3DB2, 0x3DB2, 0x3DB2, 0x3DB2, 0x3DB2, 0x3DB3, 0x3DB3, 0x3DB3, 0x3DB3, 0x3DB3, 0x3DB4, 0x3DB4, 0x3DB4, 0x3DB4, 0x3DB4, 0x3DB5, 0x3DB5, 0x3DB5, 0x3DB5, 0x3DB5, 0x3DB6, 0x3DB6, 0x3DB6, 0x3DB6, 0x3DB6, 0x3DB7, 0x3DB7, 0x3DB7, 0x3DB7, 0x3DB8, 0x3DB8, 0x3DB8, 0x3DB8, 0x3DB8, 0x3DB9, 0x3DB9, 0x3DB9, 0x3DB9, 0x3DB9, 0x3DBA, 0x3DBA, 0x3DBA, 0x3DBA, 0x3DBA, 0x3DBB, 0x3DBB, 0x3DBB, 0x3DBB, 0x3DBB, 0x3DBC, 0x3DBC, 0x3DBC, 0x3DBC, 0x3DBC, 0x3DBD, 0x3DBD, 0x3DBD, 0x3DBD, 0x3DBD, 0x3DBE, 0x3DBE, 0x3DBE, 0x3DBE, 0x3DBE, 0x3DBF, 0x3DBF, 0x3DBF, 0x3DBF, 0x3DBF, 0x3DC0, 0x3DC0, 0x3DC0, 0x3DC0, 0x3DC1, 0x3DC1, 0x3DC1, 0x3DC1, 0x3DC1, 0x3DC2, 0x3DC2, 0x3DC2, 0x3DC2, 0x3DC2, 0x3DC3, 0x3DC3, 0x3DC3, 0x3DC3, 0x3DC3, 0x3DC4, 0x3DC4, 0x3DC4, 0x3DC4, 0x3DC4, 0x3DC5, 0x3DC5, 0x3DC5, 0x3DC5, 0x3DC5, 0x3DC6, 0x3DC6, 0x3DC6, 0x3DC6, 0x3DC6, 0x3DC7, 0x3DC7, 0x3DC7, 0x3DC7, 0x3DC7, 0x3DC8, 0x3DC8, 0x3DC8, 0x3DC8, 0x3DC8, 0x3DC9, 0x3DC9, 0x3DC9, 0x3DC9, 0x3DCA, 0x3DCA, 0x3DCA, 0x3DCA, 0x3DCA, 0x3DCB, 0x3DCB, 0x3DCB, 0x3DCB, 0x3DCB, 0x3DCC, 0x3DCC, 0x3DCC, 0x3DCC, 0x3DCC, 0x3DCD, 0x3DCE, 0x3DCF, 0x3DD0, 0x3DD1, 0x3DD2, 0x3DD3, 0x3DD4, 0x3DD5, 0x3DD6, 0x3DD7, 0x3DD8, 0x3DD9, 0x3DDA, 0x3DDB, 0x3DDC, 0x3DDD, 0x3DDE, 0x3DDF, 0x3DE0, 0x3DE1, 0x3DE2, 0x3DE3, 0x3DE4, 0x3DE5, }; static uint16_t golden_bf16[] = { 0x3fc9, 0x3fc9, 0x3fc9, 0x3fc9, 0x3fc9, 0x3fc9, 0x3fc8, 0x3fc8, 0x3fc8, 0x3fc8, 0x3fc8, 0x3fc8, 0x3fc8, 0x3fc8, 0x3fc8, 0x3fc8, 0x3fc7, 0x3fc7, 0x3fc7, 0x3fc7, 0x3fc7, 0x3fc7, 0x3fc7, 0x3fc7, 0x3fc7, 0x3fc5, 0x3fc5, 0x3fc5, 0x3fc5, 0x3fc5, 0x3fc5, 0x3fc5, 0x3fc5, 0x3fc5, 0x3fc5, 0x3fc4, 0x3fc4, 0x3fc4, 0x3fc4, 0x3fc4, 0x3fc4, 0x3fc4, 0x3fc4, 0x3fc4, 0x3fc4, 0x3fc3, 0x3fc3, 0x3fc3, 0x3fc3, 0x3fc3, 0x3fc3, 0x3fc3, 0x3fc3, 0x3fc3, 0x3fc1, 0x3fc1, 0x3fc1, 0x3fc1, 0x3fc1, 0x3fc1, 0x3fc1, 0x3fc1, 0x3fc1, 0x3fc0, 0x3fc0, 0x3fc0, 0x3fc0, 0x3fc0, 0x3fc0, 0x3fc0, 0x3fc0, 0x3fc0, 0x3fbf, 0x3fbf, 0x3fbf, 0x3fbf, 0x3fbf, 0x3fbf, 0x3fbf, 0x3fbf, 0x3fbf, 0x3fbe, 0x3fbe, 0x3fbe, 0x3fbe, 0x3fbe, 0x3fbe, 0x3fbe, 0x3fbe, 0x3fbc, 0x3fbc, 0x3fbc, 0x3fbc, 0x3fbc, 0x3fbc, 0x3fbc, 0x3fbc, 0x3fbc, 0x3fbb, 0x3fbb, 0x3fbb, 0x3fbb, 0x3fbb, 0x3fbb, 0x3fbb, 0x3fbb, 0x3fba, 0x3fba, 0x3fba, 0x3fba, 0x3fba, 0x3fba, 0x3fba, 0x3fba, 0x3fb9, 0x3fb9, 0x3fb9, 0x3fb9, 0x3fb9, 0x3fb9, 0x3fb9, 0x3fb7, 0x3fb7, 0x3fb7, 0x3fb7, 0x3fb7, 0x3fb7, 0x3fb7, 0x3fb7, 0x3fb7, 0x3fb6, 0x3fb6, 0x3fb6, 0x3fb6, 0x3fb6, 0x3fb6, 0x3fb6, 0x3fb5, 0x3fb5, 0x3fb5, 0x3fb5, 0x3fb5, 0x3fb5, 0x3fb5, 0x3fb5, 0x3fb5, 0x3fb4, 0x3fb4, 0x3fb4, 0x3fb4, 0x3fb4, 0x3fb4, 0x3fb4, 0x3fb2, 0x3fb2, 0x3fb2, 0x3fb2, 0x3fb2, 0x3fb2, 0x3fb2, 0x3fb2, 0x3fb1, 0x3fb1, 0x3fb1, 0x3fb1, 0x3fb1, 0x3fb1, 0x3fb0, 0x3fb0, 0x3fb0, 0x3fb0, 0x3fb0, 0x3fb0, 0x3fb0, 0x3fb0, 0x3fb0, 0x3faf, 0x3faf, 0x3faf, 0x3faf, 0x3faf, 0x3fad, 0x3fad, 0x3fad, 0x3fad, 0x3fad, 0x3fad, 0x3fad, 0x3fad, 0x3fac, 0x3fac, 0x3fac, 0x3fac, 0x3fac, 0x3fac, 0x3fab, 0x3fab, 0x3fab, 0x3fab, 0x3fab, 0x3fab, 0x3fab, 0x3fab, 0x3faa, 0x3faa, 0x3faa, 0x3faa, 0x3faa, 0x3faa, 0x3fa9, 0x3fa9, 0x3fa9, 0x3fa9, 0x3fa9, 0x3fa9, 0x3fa7, 0x3fa7, 0x3fa7, 0x3fa7, 0x3fa7, 0x3fa6, 0x3fa6, 0x3fa6, 0x3fa6, 0x3fa6, 0x3fa6, 0x3fa6, 0x3fa6, 0x3fa5, 0x3fa5, 0x3fa5, 0x3fa5, 0x3fa5, 0x3fa5, 0x3fa4, 0x3fa4, 0x3fa4, 0x3fa4, 0x3fa4, 0x3fa4, 0x3fa3, 0x3fa3, 0x3fa3, 0x3fa3, 0x3fa3, 0x3fa1, 0x3fa1, 0x3fa1, 0x3fa1, 0x3fa1, 0x3fa1, 0x3fa1, 0x3fa1, 0x3fa0, 0x3fa0, 0x3fa0, 0x3f9f, 0x3f9f, 0x3f9f, 0x3f9f, 0x3f9f, 0x3f9f, 0x3f9f, 0x3f9f, 0x3f9e, 0x3f9e, 0x3f9e, 0x3f9e, 0x3f9d, 0x3f9d, 0x3f9d, 0x3f9d, 0x3f9d, 0x3f9d, 0x3f9d, 0x3f9d, 0x3f9c, 0x3f9c, 0x3f9c, 0x3f9b, 0x3f9b, 0x3f9b, 0x3f9b, 0x3f9b, 0x3f9b, 0x3f9b, 0x3f99, 0x3f99, 0x3f99, 0x3f98, 0x3f98, 0x3f98, 0x3f98, 0x3f98, 0x3f98, 0x3f97, 0x3f97, 0x3f97, 0x3f97, 0x3f97, 0x3f96, 0x3f96, 0x3f96, 0x3f96, 0x3f96, 0x3f96, 0x3f96, 0x3f96, 0x3f95, 0x3f95, 0x3f94, 0x3f94, 0x3f94, 0x3f94, 0x3f94, 0x3f94, 0x3f94, 0x3f93, 0x3f93, 0x3f93, 0x3f93, 0x3f93, 0x3f92, 0x3f92, 0x3f91, 0x3f91, 0x3f91, 0x3f91, 0x3f91, 0x3f90, 0x3f90, 0x3f90, 0x3f90, 0x3f90, 0x3f90, 0x3f90, 0x3f8f, 0x3f8f, 0x3f8f, 0x3f8e, 0x3f8e, 0x3f8e, 0x3f8e, 0x3f8e, 0x3f8d, 0x3f8d, 0x3f8d, 0x3f8c, 0x3f8c, 0x3f8c, 0x3f8c, 0x3f8c, 0x3f8c, 0x3f8b, 0x3f8b, 0x3f8b, 0x3f8a, 0x3f8a, 0x3f8a, 0x3f8a, 0x3f8a, 0x3f8a, 0x3f89, 0x3f89, 0x3f89, 0x3f88, 0x3f88, 0x3f88, 0x3f88, 0x3f88, 0x3f87, 0x3f87, 0x3f87, 0x3f86, 0x3f86, 0x3f86, 0x3f86, 0x3f86, 0x3f86, 0x3f86, 0x3f85, 0x3f84, 0x3f84, 0x3f84, 0x3f84, 0x3f84, 0x3f83, 0x3f83, 0x3f83, 0x3f83, 0x3f82, 0x3f82, 0x3f82, 0x3f82, 0x3f82, 0x3f81, 0x3f81, 0x3f80, 0x3f80, 0x3f80, 0x3f80, 0x3f80, 0x3f7f, 0x3f7f, 0x3f7f, 0x3f7d, 0x3f7d, 0x3f7d, 0x3f7d, 0x3f7b, 0x3f7b, 0x3f7b, 0x3f79, 0x3f79, 0x3f79, 0x3f79, 0x3f79, 0x3f78, 0x3f78, 0x3f76, 0x3f76, 0x3f76, 0x3f76, 0x3f76, 0x3f74, 0x3f74, 0x3f74, 0x3f72, 0x3f72, 0x3f72, 0x3f72, 0x3f71, 0x3f71, 0x3f71, 0x3f6f, 0x3f6f, 0x3f6f, 0x3f6f, 0x3f6f, 0x3f6c, 0x3f6c, 0x3f6c, 0x3f6c, 0x3f6c, 0x3f6c, 0x3f6c, 0x3f69, 0x3f69, 0x3f69, 0x3f69, 0x3f69, 0x3f67, 0x3f67, 0x3f65, 0x3f65, 0x3f65, 0x3f65, 0x3f65, 0x3f62, 0x3f62, 0x3f62, 0x3f62, 0x3f62, 0x3f61, 0x3f61, 0x3f61, 0x3f5f, 0x3f5f, 0x3f5f, 0x3f5f, 0x3f5e, 0x3f5e, 0x3f5e, 0x3f5c, 0x3f5c, 0x3f5b, 0x3f5b, 0x3f5b, 0x3f59, 0x3f59, 0x3f58, 0x3f58, 0x3f58, 0x3f57, 0x3f57, 0x3f57, 0x3f57, 0x3f57, 0x3f54, 0x3f54, 0x3f54, 0x3f54, 0x3f51, 0x3f51, 0x3f51, 0x3f51, 0x3f51, 0x3f50, 0x3f50, 0x3f50, 0x3f4e, 0x3f4e, 0x3f4d, 0x3f4d, 0x3f4d, 0x3f4c, 0x3f4c, 0x3f4c, 0x3f4c, 0x3f4c, 0x3f4a, 0x3f4a, 0x3f49, 0x3f49, 0x3f46, 0x3f46, 0x3f46, 0x3f46, 0x3f46, 0x3f45, 0x3f45, 0x3f45, 0x3f44, 0x3f44, 0x3f41, 0x3f41, 0x3f41, 0x3f41, 0x3f41, 0x3f40, 0x3f40, 0x3f40, 0x3f3e, 0x3f3e, 0x3f3e, 0x3f3e, 0x3f3c, 0x3f3c, 0x3f3c, 0x3f3c, 0x3f3c, 0x3f3a, 0x3f3a, 0x3f3a, 0x3f39, 0x3f39, 0x3f36, 0x3f36, 0x3f36, 0x3f36, 0x3f36, 0x3f36, 0x3f36, 0x3f34, 0x3f33, 0x3f33, 0x3f33, 0x3f33, 0x3f31, 0x3f31, 0x3f31, 0x3f30, 0x3f30, 0x3f30, 0x3f30, 0x3f30, 0x3f2d, 0x3f2d, 0x3f2d, 0x3f2d, 0x3f2d, 0x3f2b, 0x3f2b, 0x3f2a, 0x3f2a, 0x3f2a, 0x3f2a, 0x3f2a, 0x3f26, 0x3f26, 0x3f26, 0x3f26, 0x3f26, 0x3f26, 0x3f26, 0x3f25, 0x3f25, 0x3f25, 0x3f23, 0x3f23, 0x3f21, 0x3f21, 0x3f21, 0x3f20, 0x3f20, 0x3f20, 0x3f20, 0x3f1e, 0x3f1e, 0x3f1e, 0x3f1c, 0x3f1c, 0x3f1c, 0x3f1c, 0x3f1c, 0x3f1b, 0x3f1b, 0x3f19, 0x3f19, 0x3f19, 0x3f19, 0x3f19, 0x3f17, 0x3f17, 0x3f17, 0x3f15, 0x3f15, 0x3f15, 0x3f15, 0x3f14, 0x3f14, 0x3f14, 0x3f12, 0x3f12, 0x3f12, 0x3f12, 0x3f12, 0x3f10, 0x3f10, 0x3f0e, 0x3f0e, 0x3f0e, 0x3f0e, 0x3f0e, 0x3f0c, 0x3f0c, 0x3f0c, 0x3f0c, 0x3f0a, 0x3f0a, 0x3f0a, 0x3f0a, 0x3f0a, 0x3f08, 0x3f07, 0x3f07, 0x3f07, 0x3f07, 0x3f07, 0x3f07, 0x3f07, 0x3f05, 0x3f05, 0x3f05, 0x3f05, 0x3f05, 0x3f03, 0x3f03, 0x3f03, 0x3f01, 0x3f01, 0x3f01, 0x3efe, 0x3efe, 0x3efe, 0x3efe, 0x3efe, 0x3efa, 0x3efa, 0x3efa, 0x3efa, 0x3ef6, 0x3ef6, 0x3ef6, 0x3ef6, 0x3ef6, 0x3ef1, 0x3ef1, 0x3ef1, 0x3ef1, 0x3eed, 0x3eed, 0x3eed, 0x3eed, 0x3eed, 0x3ee9, 0x3ee9, 0x3ee9, 0x3ee5, 0x3ee5, 0x3ee5, 0x3ee5, 0x3ee5, 0x3ee5, 0x3ee5, 0x3ee1, 0x3ee1, 0x3ee1, 0x3edd, 0x3edd, 0x3edd, 0x3edd, 0x3edd, 0x3edd, 0x3edd, 0x3ed9, 0x3ed9, 0x3ed4, 0x3ed4, 0x3ed4, 0x3ed4, 0x3ed4, 0x3ed4, 0x3ed0, 0x3ed0, 0x3ed0, 0x3ed0, 0x3ed0, 0x3ecc, 0x3ecc, 0x3ecc, 0x3ecc, 0x3ecc, 0x3ecc, 0x3ecc, 0x3ec7, 0x3ec7, 0x3ec3, 0x3ec3, 0x3ec3, 0x3ec3, 0x3ec3, 0x3ec3, 0x3ec3, 0x3ec3, 0x3ebe, 0x3ebe, 0x3ebe, 0x3ebe, 0x3ebe, 0x3eba, 0x3eba, 0x3eba, 0x3eba, 0x3eba, 0x3eb5, 0x3eb5, 0x3eb5, 0x3eb5, 0x3eb1, 0x3eb1, 0x3eb1, 0x3eb1, 0x3eb1, 0x3eb1, 0x3eac, 0x3eac, 0x3eac, 0x3eac, 0x3eac, 0x3ea8, 0x3ea8, 0x3ea8, 0x3ea8, 0x3ea8, 0x3ea8, 0x3ea8, 0x3ea8, 0x3ea8, 0x3ea3, 0x3e9f, 0x3e9f, 0x3e9f, 0x3e9f, 0x3e9f, 0x3e9f, 0x3e9f, 0x3e9f, 0x3e9f, 0x3e9a, 0x3e9a, 0x3e9a, 0x3e9a, 0x3e9a, 0x3e95, 0x3e95, 0x3e95, 0x3e95, 0x3e95, 0x3e95, 0x3e95, 0x3e91, 0x3e91, 0x3e91, 0x3e91, 0x3e91, 0x3e8c, 0x3e8c, 0x3e8c, 0x3e8c, 0x3e8c, 0x3e8c, 0x3e8c, 0x3e8c, 0x3e87, 0x3e87, 0x3e87, 0x3e87, 0x3e87, 0x3e82, 0x3e82, 0x3e82, 0x3e82, 0x3e82, 0x3e82, 0x3e7b, 0x3e7b, 0x3e7b, 0x3e7b, 0x3e7b, 0x3e7b, 0x3e71, 0x3e71, 0x3e71, 0x3e71, 0x3e71, 0x3e71, 0x3e71, 0x3e71, 0x3e71, 0x3e67, 0x3e67, 0x3e67, 0x3e67, 0x3e67, 0x3e5e, 0x3e5e, 0x3e5e, 0x3e5e, 0x3e5e, 0x3e5e, 0x3e5e, 0x3e5e, 0x3e54, 0x3e54, 0x3e54, 0x3e54, 0x3e54, 0x3e4a, 0x3e4a, 0x3e4a, 0x3e4a, 0x3e4a, 0x3e4a, 0x3e4a, 0x3e4a, 0x3e4a, 0x3e40, 0x3e40, 0x3e40, 0x3e40, 0x3e40, 0x3e40, 0x3e36, 0x3e36, 0x3e36, 0x3e36, 0x3e36, 0x3e36, 0x3e36, 0x3e36, 0x3e36, 0x3e2c, 0x3e2c, 0x3e2c, 0x3e2c, 0x3e2c, 0x3e2c, 0x3e22, 0x3e22, 0x3e22, 0x3e22, 0x3e22, 0x3e22, 0x3e22, 0x3e22, 0x3e18, 0x3e18, 0x3e18, 0x3e18, 0x3e18, 0x3e18, 0x3e18, 0x3e18, 0x3e0e, 0x3e0e, 0x3e0e, 0x3e0e, 0x3e0e, 0x3e0e, 0x3e0e, 0x3e0e, 0x3e04, 0x3e04, 0x3e04, 0x3e04, 0x3e04, 0x3e04, 0x3e04, 0x3e04, 0x3df5, 0x3df5, 0x3df5, 0x3df5, 0x3df5, 0x3df5, 0x3df5, 0x3df5, 0x3de0, 0x3de0, 0x3de0, 0x3de0, 0x3de0, 0x3de0, 0x3de0, 0x3de0, 0x3dcc, 0x3dcc, 0x3dcc, 0x3dcc, 0x3dcc, 0x3dcc, 0x3dcc, 0x3dcc, 0x3dcc, 0x3dcc, 0x3db8, 0x3db8, 0x3db8, 0x3db8, 0x3db8, 0x3db8, 0x3db8, 0x3da3, 0x3da3, 0x3da3, 0x3da3, 0x3da3, 0x3da3, 0x3da3, 0x3da3, 0x3da3, 0x3d8f, 0x3d8f, 0x3d8f, 0x3d8f, 0x3d8f, 0x3d8f, 0x3d8f, 0x3d8f, 0x3d8f, 0x3d75, 0x3d75, 0x3d75, 0x3d75, 0x3d75, 0x3d75, 0x3d75, 0x3d75, 0x3d75, 0x3d4d, 0x3d4d, 0x3d4d, 0x3d4d, 0x3d4d, 0x3d4d, 0x3d4d, 0x3d4d, 0x3d4d, 0x3d24, 0x3d24, 0x3d24, 0x3d24, 0x3d24, 0x3d24, 0x3d24, 0x3d24, 0x3d24, 0x3d24, 0x3cf6, 0x3cf6, 0x3cf6, 0x3cf6, 0x3cf6, 0x3cf6, 0x3cf6, 0x3cf6, 0x3cf6, 0x3cf6, 0x3ca4, 0x3ca4, 0x3ca4, 0x3ca4, 0x3ca4, 0x3ca4, 0x3ca4, 0x3ca4, 0x3ca4, 0x3c24, 0x3c24, 0x3c24, 0x3c24, 0x3c24, 0x3c24, 0x3c24, 0x3c24, 0x3c24, 0x3c24, 0x0, 0x0, 0x0, 0x0, 0x0, }; // = tolerant_max) { exit(-1); } } } return true; } static void _gen_input(uint16_t *input_data, uint64_t ifmap_size, int range_start, int range_end) { std::random_device rd; std::mt19937 e2(rd()); std::uniform_real_distribution<> dist(range_start, range_end); float LO = pow(2, range_start); float HI = pow(2, range_end); for (uint64_t i = 0; i < ifmap_size; i++) { // input range is -8 ~ +8 int table_hw = 256; float input = ((int)i % (range_end - 2)) * (((int)i % 2) ? 1 : -1) + 0.03 + (i % table_hw) * 0.002; input = ((int)i % (range_end - 2)) * (((int)i % 2) ? 1 : 1) + 0.03 + (i % table_hw) * 0.002; input_data[i] = convert_fp32_bf16(input); input = dist(e2); input = LO + static_cast(rand()) / (static_cast(RAND_MAX / (HI - LO))); } } static void gen_input(uint16_t *x, uint16_t *y, uint64_t ifmap_size, TEST_MODE mode, int range_start, int range_end) { if (mode == PRE_DATA_COMPARE_FIX) { memcpy(x, &test_pattern, sizeof(test_pattern)); } else { range_start = abs(range_start); range_end = abs(range_end); _gen_input(x, ifmap_size, range_start, range_end); } // invert for test for (uint64_t i = 0; i < ifmap_size; i++) { y[i] = x[(ifmap_size - 1) - i]; } if (mode == DATA_COMPARE_ACCURACY_X_GT_0) { // y = any uint32_t i = 0; for (; i < ifmap_size / 4; i++) { // y < 0 y[i] = convert_fp32_bf16(-1 * convert_fp32_bf16(y[i])); y[i + ifmap_size / 4] = convert_fp32_bf16(0); } } else if (mode == DATA_COMPARE_ACCURACY_X_LT_0_Y_GE_0) { // x < 0 and y >= 0 for (uint32_t i = 0; i < ifmap_size; i++) { x[i] = convert_fp32_bf16(-1 * convert_fp32_bf16(x[i])); } for (uint32_t i = 0; i < ifmap_size / 4; i++) { y[i + ifmap_size / 4] = convert_fp32_bf16(0); } } else if (mode == DATA_COMPARE_ACCURACY_X_LT_0_Y_LT_0) { // x < 0 and y < 0 for (uint32_t i = 0; i < ifmap_size; i++) { x[i] = convert_fp32_bf16(-1 * convert_fp32_bf16(x[i])); y[i] = convert_fp32_bf16(-1 * convert_fp32_bf16(y[i])); } } else if (mode == DATA_COMPARE_ACCURACY_X_0_Y_GT_0) { // pi / 2, x = 0 and y > 0 for (uint32_t i = 0; i < ifmap_size; i++) { x[i] = convert_fp32_bf16(0); } } else if (mode == DATA_COMPARE_ACCURACY_X_0_Y_LT_0) { // -pi / 2, x = 0 and y < 0 for (uint32_t i = 0; i < ifmap_size; i++) { x[i] = convert_fp32_bf16(0); y[i] = convert_fp32_bf16(-1 * convert_fp32_bf16(y[i])); } } #if 1 if (mode != PRE_DATA_COMPARE_FIX) { int i = 0; x[i] = convert_fp32_bf16(0); y[i++] = convert_fp32_bf16(1.394531); x[i] = convert_fp32_bf16(0); y[i++] = convert_fp32_bf16(0.394531); x[i] = convert_fp32_bf16(0); y[i++] = convert_fp32_bf16(0.594531); x[i] = convert_fp32_bf16(-10.0); y[i++] = convert_fp32_bf16(6.0); x[i] = convert_fp32_bf16(1.0); y[i++] = convert_fp32_bf16(-1.); x[i] = convert_fp32_bf16(-1.0); y[i++] = convert_fp32_bf16(1.); x[i] = convert_fp32_bf16(0.111816); y[i++] = convert_fp32_bf16(0); x[i] = convert_fp32_bf16(2.031250); y[i++] = convert_fp32_bf16(0.0); x[i] = convert_fp32_bf16(-2.031250); x[i] = convert_fp32_bf16(0); y[i++] = convert_fp32_bf16(-1.394531); y[i++] = convert_fp32_bf16(0.0); x[i] = convert_fp32_bf16(0); y[i++] = convert_fp32_bf16(-6.0); x[i] = convert_fp32_bf16(0); y[i++] = convert_fp32_bf16(-0.394531); x[i] = convert_fp32_bf16(0); y[i++] = convert_fp32_bf16(-0.594531); x[i] = convert_fp32_bf16(0); y[i++] = convert_fp32_bf16(0.0); x[i] = convert_fp32_bf16(-8); y[i++] = convert_fp32_bf16(0); x[i] = convert_fp32_bf16(0); y[i++] = convert_fp32_bf16(3.0); x[i] = convert_fp32_bf16(-1.0); y[i++] = convert_fp32_bf16(-5.0); x[i] = convert_fp32_bf16(-2.484375); y[i++] = convert_fp32_bf16(-7.531250); x[i++] = convert_fp32_bf16(-125.000000); y[i] = convert_fp32_bf16(5.000000); x[i++] = convert_fp32_bf16(-8.000000); y[i] = convert_fp32_bf16(1.000000); x[i++] = convert_fp32_bf16(19.000000); y[i] = convert_fp32_bf16(1.070312); x[i++] = convert_fp32_bf16(0.498046); y[i] = convert_fp32_bf16(0.000000); x[i] = convert_fp32_bf16(424.000); y[i++] = convert_fp32_bf16(-1.00); x[i] = convert_fp32_bf16(2.484375); y[i++] = convert_fp32_bf16(-7.531250); x[i] = convert_fp32_bf16(0); y[i++] = convert_fp32_bf16(7.531250); x[i] = convert_fp32_bf16(0); y[i++] = convert_fp32_bf16(-7.531250); x[i] = convert_fp32_bf16(0); y[i++] = convert_fp32_bf16(0.394531); y[i] = convert_fp32_bf16(-4.000000); x[i++] = convert_fp32_bf16(-64.000000); y[i] = convert_fp32_bf16(0.000000); x[i++] = convert_fp32_bf16(-4.000000); y[i] = convert_fp32_bf16(0.000000); x[i++] = convert_fp32_bf16(-40.000000); y[i] = convert_fp32_bf16(1.000000); x[i++] = convert_fp32_bf16(-53.000000); y[i] = convert_fp32_bf16(-9.000000); x[i++] = convert_fp32_bf16(-91.000000); y[i] = convert_fp32_bf16(12.000000); x[i++] = convert_fp32_bf16(-164.000000); y[i] = convert_fp32_bf16(-20.000000); x[i++] = convert_fp32_bf16(-320.000000); y[i] = convert_fp32_bf16(1.000000); x[i++] = convert_fp32_bf16(-71.000000); y[i] = convert_fp32_bf16(1.000000); x[i++] = convert_fp32_bf16(-155.000000); y[i] = convert_fp32_bf16(1.000000); x[i++] = convert_fp32_bf16(-247.000000); y[i] = convert_fp32_bf16(-2.000000); x[i++] = convert_fp32_bf16(-118.000000); y[i] = convert_fp32_bf16(-2.000000); x[i++] = convert_fp32_bf16(-54.000000); y[i] = convert_fp32_bf16(-5.000000); x[i++] = convert_fp32_bf16(-392.000000); y[i] = convert_fp32_bf16(-37.000000); x[i++] = convert_fp32_bf16(-520.000000); y[i] = convert_fp32_bf16(-1.000000); x[i++] = convert_fp32_bf16(-19.000000); y[i] = convert_fp32_bf16(0.000000); x[i++] = convert_fp32_bf16(-10.000000); y[i] = convert_fp32_bf16(0.000000); x[i++] = convert_fp32_bf16(-8.000000); y[i] = convert_fp32_bf16(0.000000); x[i++] = convert_fp32_bf16(-2.000000); y[i] = convert_fp32_bf16(0.000000); x[i++] = convert_fp32_bf16(-14.000000); y[i] = convert_fp32_bf16(0.000000); x[i++] = convert_fp32_bf16(-2.000000); y[i] = convert_fp32_bf16(0.000000); x[i++] = convert_fp32_bf16(-6.000000); y[i] = convert_fp32_bf16(-1.000000); x[i++] = convert_fp32_bf16(-21.000000); y[i] = convert_fp32_bf16(0.000000); x[i++] = convert_fp32_bf16(-14.000000); y[i] = convert_fp32_bf16(-1.000000); x[i++] = convert_fp32_bf16(-17.000000); y[i] = convert_fp32_bf16(-1.000000); x[i++] = convert_fp32_bf16(-17.000000); y[i] = convert_fp32_bf16(0.000000); x[i++] = convert_fp32_bf16(-8.000000); y[i] = convert_fp32_bf16(0.000000); x[i++] = convert_fp32_bf16(-4.000000); y[i] = convert_fp32_bf16(0.000000); x[i++] = convert_fp32_bf16(-10.000000); y[i] = convert_fp32_bf16(0.000000); x[i++] = convert_fp32_bf16(-8.000000); y[i] = convert_fp32_bf16(0.000000); x[i++] = convert_fp32_bf16(-14.000000); y[i] = convert_fp32_bf16(0.000000); x[i++] = convert_fp32_bf16(-4.000000); y[i] = convert_fp32_bf16(0.000000); x[i++] = convert_fp32_bf16(-2.000000); y[i] = convert_fp32_bf16(1.000000); x[i++] = convert_fp32_bf16(-41.000000); y[i] = convert_fp32_bf16(1.000000); x[i++] = convert_fp32_bf16(-69.000000); y[i] = convert_fp32_bf16(4.000000); x[i++] = convert_fp32_bf16(-86.000000); y[i] = convert_fp32_bf16(1.000000); x[i++] = convert_fp32_bf16(-41.000000); y[i] = convert_fp32_bf16(-2.000000); x[i++] = convert_fp32_bf16(-34.000000); y[i] = convert_fp32_bf16(0.000000); x[i++] = convert_fp32_bf16(-6.000000); y[i] = convert_fp32_bf16(1.000000); x[i++] = convert_fp32_bf16(-41.000000); y[i] = convert_fp32_bf16(0.000000); x[i++] = convert_fp32_bf16(-136.000000); y[i] = convert_fp32_bf16(-3.000000); x[i++] = convert_fp32_bf16(-79.000000); y[i] = convert_fp32_bf16(0.000000); x[i++] = convert_fp32_bf16(-38.000000); y[i] = convert_fp32_bf16(5.000000); x[i++] = convert_fp32_bf16(-173.000000); y[i] = convert_fp32_bf16(0.000000); x[i++] = convert_fp32_bf16(-78.000000); y[i] = convert_fp32_bf16(-2.000000); x[i++] = convert_fp32_bf16(-60.000000); y[i] = convert_fp32_bf16(3.000000); x[i++] = convert_fp32_bf16(-123.000000); y[i] = convert_fp32_bf16(-9.000000); x[i++] = convert_fp32_bf16(-280.000000); y[i] = convert_fp32_bf16(3.000000); x[i++] = convert_fp32_bf16(-39.000000); y[i] = convert_fp32_bf16(2.000000); x[i++] = convert_fp32_bf16(-524.000000); y[i] = convert_fp32_bf16(11.000000); x[i++] = convert_fp32_bf16(-376.000000); y[i] = convert_fp32_bf16(5.000000); x[i++] = convert_fp32_bf16(-131.000000); y[i] = convert_fp32_bf16(11.000000); x[i++] = convert_fp32_bf16(-324.000000); y[i] = convert_fp32_bf16(9.000000); x[i++] = convert_fp32_bf16(-125.000000); y[i] = convert_fp32_bf16(0.000000); x[i++] = convert_fp32_bf16(-92.000000); y[i] = convert_fp32_bf16(-7.000000); x[i++] = convert_fp32_bf16(-233.000000); y[i] = convert_fp32_bf16(10.000000); x[i++] = convert_fp32_bf16(-170.000000); y[i] = convert_fp32_bf16(0.000000); x[i++] = convert_fp32_bf16(-4.000000); y[i] = convert_fp32_bf16(0.000000); x[i++] = convert_fp32_bf16(-4.000000); y[i] = convert_fp32_bf16(0.000000); x[i++] = convert_fp32_bf16(-10.000000); y[i] = convert_fp32_bf16(-1.000000); x[i++] = convert_fp32_bf16(-23.000000); y[i] = convert_fp32_bf16(0.000000); x[i++] = convert_fp32_bf16(-6.000000); y[i] = convert_fp32_bf16(0.000000); x[i++] = convert_fp32_bf16(-6.000000); y[i] = convert_fp32_bf16(-3.000000); x[i++] = convert_fp32_bf16(-37.000000); y[i] = convert_fp32_bf16(-9); x[i++] = convert_fp32_bf16(-1); y[i] = convert_fp32_bf16(7.0); x[i++] = convert_fp32_bf16(-1); y[i] = convert_fp32_bf16(0); x[i++] = convert_fp32_bf16(-1); } #else for (uint64_t i = 0; i < ifmap_size; i++) { x[i] = convert_fp32_bf16(5.375000); y[i] = convert_fp32_bf16(2.203125); } #endif #ifdef DBG for (uint64_t i = 0; i < ifmap_size; i++) { printf("source[%ld] y %f x %f\n", i, convert_bf16_fp32(y[i]), convert_bf16_fp32(x[i])); } #endif /* ifdef DBG */ } static void testbench(CVI_RT_HANDLE *ctx, cvk_context_t *bmk) { // TODO: check more shape / align cvk_chip_info_t chip_info = bmk->info; uint32_t input_n = 1; uint32_t input_c = chip_info.npu_num; uint32_t input_h = 16; uint32_t input_w = 16; float epsilon = 0.1; int range_start = -8; int range_end = 8; if (mode == PRE_DATA_COMPARE_FIX) { input_h = 4; input_w = 8; } cvk_fmt_t fmt = CVK_FMT_BF16; cvk_tl_shape_t ifmap_shape = {input_n, input_c, input_h, input_w}; cvk_tl_shape_t ofmap_shape = ifmap_shape; // get lut table shape and size cvk_tl_shape_t table_shape; uint64_t table_bytesize = cvm_lut_tbl_bytesize(bmk, &table_shape, fmt); // get input / output size uint64_t ifmap_size = tl_shape_size(&ifmap_shape); uint64_t ofmap_size = tl_shape_size(&ofmap_shape); int data_type_size = bytesize_of_fmt(fmt); uint64_t ifmap_bytesize = ifmap_size * data_type_size; uint64_t ofmap_bytesize = ofmap_size * data_type_size; if (mode == PRE_DATA_COMPARE_FIX) { ofmap_bytesize = sizeof(golden_bf16) / sizeof(golden_bf16[0]) * data_type_size; } // atan2 was two inputs cvk_tl_t *tl_ifmap = test_alloc_tl(bmk, ifmap_shape, fmt, /*align*/ 1); cvk_tl_t *tl_ifmap2 = test_alloc_tl(bmk, ifmap_shape, fmt, /*align*/ 1); cvk_tl_t *tl_ofmap_bf16 = test_alloc_tl(bmk, ofmap_shape, fmt, /*align*/ 1); cvk_tl_t *out = tl_ofmap_bf16; // atan buf cvk_tl_t *tl_y0_buf = test_alloc_tl(bmk, table_shape, fmt, /*align*/ 1); cvk_tl_t *tl_invert_buf = test_alloc_tl(bmk, table_shape, fmt, /*align*/ 1); cvk_tl_t *tl_pos_neg_buf = test_alloc_tl(bmk, table_shape, fmt, /*align*/ 1); // reciprocal buf cvk_tl_t *tl_reciprocal_table_answer = test_alloc_tl(bmk, table_shape, fmt, /*align*/ 1); cvk_tl_t *tl_reciprocal_table_answer_mantissa = test_alloc_tl(bmk, table_shape, fmt, /*align*/ 1); // temp buf cvk_tl_t *tl_buf = test_alloc_tl(bmk, ofmap_shape, fmt, /*align*/ 1); cvk_tl_t *tl_buf2 = test_alloc_tl(bmk, tl_ofmap_bf16->shape, fmt, /*align*/ 1); cvk_tl_t *tl_buf3 = test_alloc_tl(bmk, tl_ofmap_bf16->shape, fmt, /*align*/ 1); uint16_t *input_data = (uint16_t *)xmalloc(ifmap_bytesize); uint16_t *input_data2 = (uint16_t *)xmalloc(ifmap_bytesize); uint16_t *ref_data = (uint16_t *)xmalloc(ofmap_bytesize); // for reciprocal uint16_t *table_reciprocal_data = (uint16_t *)xmalloc(table_bytesize); uint16_t *table_reciprocal_data_mantissa = (uint16_t *)xmalloc(table_bytesize); // for atan uint16_t *table_data_atan_y0 = (uint16_t *)xmalloc(table_bytesize); uint16_t *table_data_atan_invert = (uint16_t *)xmalloc(table_bytesize); uint16_t *table_data_atan_pos_neg = (uint16_t *)xmalloc(table_bytesize); // for search '0' index uint16_t *idx_0_table_data = (uint16_t *)xmalloc(table_bytesize); // init input / ref // input_data is x, input_data2 is y gen_input(input_data, input_data2, ifmap_size, mode, range_start, range_end); tl_lut_ref(ref_data, input_data, input_data2, ifmap_shape); // init lut table cvm_reciprocal_tbl(table_reciprocal_data, table_reciprocal_data_mantissa, &table_shape); cvm_atan_tbl(table_data_atan_y0, NULL, table_data_atan_invert, table_data_atan_pos_neg, &table_shape); cvm_gen_0_tbl(idx_0_table_data, &table_shape); // sys->local test_put_tensor_g2l_comp(ctx, bmk, tl_ifmap, (uint8_t *)input_data); test_put_tensor_g2l_comp(ctx, bmk, tl_ifmap2, (uint8_t *)input_data2); test_put_tensor_g2l_comp(ctx, bmk, tl_reciprocal_table_answer, (uint8_t *)table_reciprocal_data); test_put_tensor_g2l_comp(ctx, bmk, tl_reciprocal_table_answer_mantissa, (uint8_t *)table_reciprocal_data_mantissa); test_put_tensor_g2l_comp(ctx, bmk, tl_y0_buf, (uint8_t *)table_data_atan_y0); test_put_tensor_g2l_comp(ctx, bmk, tl_invert_buf, (uint8_t *)table_data_atan_invert); test_put_tensor_g2l_comp(ctx, bmk, tl_pos_neg_buf, (uint8_t *)table_data_atan_pos_neg); cvm_atan2_merge_emit(bmk, tl_ifmap2, tl_ifmap, tl_buf, tl_buf2, tl_buf3, tl_y0_buf, tl_invert_buf, tl_pos_neg_buf, tl_reciprocal_table_answer, tl_reciprocal_table_answer_mantissa, OUT tl_ofmap_bf16, fmt); uint16_t *ofmap_data = (uint16_t *)test_get_tensor_l2g_comp(ctx, bmk, out); verify(ofmap_data, ref_data, input_data, input_data2, ifmap_size, epsilon); free_tl(bmk, tl_buf3); free_tl(bmk, tl_buf2); free_tl(bmk, tl_buf); free_tl(bmk, tl_reciprocal_table_answer_mantissa); free_tl(bmk, tl_reciprocal_table_answer); free_tl(bmk, tl_pos_neg_buf); free_tl(bmk, tl_invert_buf); free_tl(bmk, tl_y0_buf); free_tl(bmk, tl_ofmap_bf16); free_tl(bmk, tl_ifmap2); free_tl(bmk, tl_ifmap); free(idx_0_table_data); free(table_data_atan_y0); free(table_data_atan_invert); free(table_data_atan_pos_neg); free(table_reciprocal_data); free(table_reciprocal_data_mantissa); free(input_data); free(ref_data); free(ofmap_data); free(input_data2); } int main() { CVI_RT_HANDLE ctx; cvk_context_t *bmk; int round_mode; round_mode = set_store_feround(); test_init(&ctx, &bmk); // for (int i = PRE_DATA_COMPARE_FIX; i < TEST_MODE_MAX; i++) // for (int i = PRE_DATA_COMPARE_FIX; i < DATA_COMPARE_ACCURACY; i++) { // for (int i = DATA_COMPARE_ACCURACY; i < DATA_COMPARE_U8; i++) { // for (int i = DATA_COMPARE_ACCURACY; i < DATA_COMPARE_ACCURACY_X_GT_0; i++) // { for (int i = PRE_DATA_COMPARE_FIX; i < DATA_COMPARE_U8; i++) { mode = static_cast(i); printf("test mode %d...\n", mode); testbench(&ctx, bmk); } printf("pass\n"); test_exit(&ctx, bmk); restore_feround(round_mode); return 0; }