#ifndef NATIVE_TREE_INTERPRETER_CLANG_H #define NATIVE_TREE_INTERPRETER_CLANG_H #include "vector_operations.h" #include "instruction.h" inline double evaluate(instruction *code, int len, int row) noexcept { for (int i = len - 1; i >= 0; --i) { instruction &in = code[i]; switch (in.opcode) { case OpCodes::Number: /* nothing to do */ break; case OpCodes::Constant: /* nothing to do */ break; case OpCodes::Var: { in.value = in.weight * in.data[row]; break; } case OpCodes::Add: { in.value = code[in.childIndex].value; for (int j = 1; j < in.narg; ++j) { in.value += code[in.childIndex + j].value; } break; } case OpCodes::Sub: { in.value = code[in.childIndex].value; for (int j = 1; j < in.narg; ++j) { in.value -= code[in.childIndex + j].value; } if (in.narg == 1) { in.value = -in.value; } break; } case OpCodes::Mul: { in.value = code[in.childIndex].value; for (int j = 1; j < in.narg; ++j) { in.value *= code[in.childIndex + j].value; } break; } case OpCodes::Div: { in.value = code[in.childIndex].value; for (int j = 1; j < in.narg; ++j) { in.value /= code[in.childIndex + j].value; } if (in.narg == 1) { in.value = 1 / in.value; } break; } case OpCodes::Exp: { in.value = hl_exp(code[in.childIndex].value); break; } case OpCodes::Log: { in.value = hl_log(code[in.childIndex].value); break; } case OpCodes::Sin: { in.value = hl_sin(code[in.childIndex].value); break; } case OpCodes::Cos: { in.value = hl_cos(code[in.childIndex].value); break; } case OpCodes::Tan: { in.value = hl_tan(code[in.childIndex].value); break; } case OpCodes::Tanh: { in.value = hl_tanh(code[in.childIndex].value); break; } case OpCodes::Power: { double x = code[in.childIndex].value; double y = hl_round(code[in.childIndex + 1].value); in.value = hl_pow(x, y); break; } case OpCodes::Root: { double x = code[in.childIndex].value; double y = hl_round(code[in.childIndex + 1].value); in.value = hl_pow(x, 1 / y); break; } case OpCodes::Sqrt: { in.value = hl_pow(code[in.childIndex].value, 1./2.); break; } case OpCodes::Square: { in.value = hl_pow(code[in.childIndex].value, 2.); break; } case OpCodes::CubeRoot: { in.value = hl_cbrt(code[in.childIndex].value); break; } case OpCodes::Cube: { in.value = hl_pow(code[in.childIndex].value, 3.); break; } case OpCodes::Absolute: { in.value = std::fabs(code[in.childIndex].value); break; } case OpCodes::AnalyticalQuotient: { double x = code[in.childIndex].value; double y = code[in.childIndex + 1].value; in.value = x / hl_sqrt(1 + y*y); break; } case OpCodes::SubFunction: { in.value = code[in.childIndex].value; break; } default: in.value = NAN; } } return code[0].value; } inline void load_data(instruction &in, int* __restrict rows, int rowIndex, int batchSize) noexcept { for (int i = 0; i < batchSize; ++i) { auto row = rows[rowIndex + i]; in.buf[i] = in.weight * in.data[row]; } } inline void evaluate(instruction* code, int len, int* __restrict rows, int rowIndex, int batchSize) noexcept { for (int i = len - 1; i >= 0; --i) { instruction &in = code[i]; switch (in.opcode) { case OpCodes::Var: { load_data(in, rows, rowIndex, batchSize); // buffer data break; } case OpCodes::Number: /* nothing to do because buffers for numbers are already set */ break; case OpCodes::Constant: /* nothing to do because buffers for constants are already set */ break; case OpCodes::Add: { load(in.buf, code[in.childIndex].buf); for (int j = 1; j < in.narg; ++j) { add(in.buf, code[in.childIndex + j].buf); } break; } case OpCodes::Sub: { if (in.narg == 1) { neg(in.buf, code[in.childIndex].buf); break; } else { load(in.buf, code[in.childIndex].buf); for (int j = 1; j < in.narg; ++j) { sub(in.buf, code[in.childIndex + j].buf); } } break; } case OpCodes::Mul: { load(in.buf, code[in.childIndex].buf); for (int j = 1; j < in.narg; ++j) { mul(in.buf, code[in.childIndex + j].buf); } break; } case OpCodes::Div: { if (in.narg == 1) { inv(in.buf, code[in.childIndex].buf); break; } else { load(in.buf, code[in.childIndex].buf); for (int j = 1; j < in.narg; ++j) { div(in.buf, code[in.childIndex + j].buf); } } break; } case OpCodes::Sin: { sin(in.buf, code[in.childIndex].buf); break; } case OpCodes::Cos: { cos(in.buf, code[in.childIndex].buf); break; } case OpCodes::Tan: { tan(in.buf, code[in.childIndex].buf); break; } case OpCodes::Tanh: { tanh(in.buf, code[in.childIndex].buf); break; } case OpCodes::Log: { log(in.buf, code[in.childIndex].buf); break; } case OpCodes::Exp: { exp(in.buf, code[in.childIndex].buf); break; } case OpCodes::Power: { load(in.buf, code[in.childIndex].buf); pow(in.buf, code[in.childIndex + 1].buf); break; } case OpCodes::Root: { load(in.buf, code[in.childIndex].buf); root(in.buf, code[in.childIndex + 1].buf); break; } case OpCodes::Square: { pow(in.buf, code[in.childIndex].buf, 2.); break; } case OpCodes::Sqrt: { pow(in.buf, code[in.childIndex].buf, 1./2.); break; } case OpCodes::CubeRoot: { cbrt(in.buf, code[in.childIndex].buf); break; } case OpCodes::Cube: { pow(in.buf, code[in.childIndex].buf, 3.); break; } case OpCodes::Absolute: { abs(in.buf, code[in.childIndex].buf); break; } case OpCodes::AnalyticalQuotient: { load(in.buf, code[in.childIndex].buf); analytical_quotient(in.buf, code[in.childIndex + 1].buf); break; } case OpCodes::SubFunction: { load(in.buf, code[in.childIndex].buf); break; } default: load(in.buf, NAN); } } } #endif