///! Conversion utilities between different Floating point formats. const std = @import("std"); test { std.testing.refAllDecls(@This()); } fn FloatHelpers(Float: type) type { const info = @typeInfo(Float); const err_msg = "FloatHelpers expect a packed struct { mantissa: uXX, exponent: uXX, sign: u1}"; if (info != .@"struct" or info.@"struct".backing_integer == null) { @compileError(err_msg); } comptime { for (info.@"struct".fields, &.{ "mantissa", "exponent", "sign" }) |field, expected_name| { if (!std.mem.eql(u8, field.name, expected_name)) @compileError(err_msg); } } return struct { const mantissa_bits: u8 = @typeInfo(@FieldType(Float, "mantissa")).int.bits; const exponent_bits: u8 = @typeInfo(@FieldType(Float, "exponent")).int.bits; const f32_mantissa_bits: u8 = @typeInfo(@FieldType(Float32, "mantissa")).int.bits; const exp_bias: i16 = std.math.maxInt(std.meta.Int(.unsigned, exponent_bits - 1)); const exp_off: u8 = FloatHelpers(Float32).exp_bias - exp_bias; pub const zero: Float = .{ .sign = 0, .exponent = 0, .mantissa = 0 }; pub fn neg(x: Float) Float { return .{ .sign = x.sign ^ 1, .exponent = x.exponent, .mantissa = x.mantissa, }; } /// Lossy conversion from f32, similar to @floatCast pub fn fromF32(f: f32) Float { @setRuntimeSafety(false); const vf32: Float32 = @bitCast(f); const exponent: i16 = @as(i16, vf32.exponent) - exp_off; const overflow = exponent > std.math.maxInt(@FieldType(Float, "exponent")); if (overflow) { @branchHint(.unlikely); return if (@hasDecl(Float, "inf")) if (vf32.sign == 0) Float.inf else Float.minus_inf else Float.nan; } return if (exponent <= 0) .{ .sign = vf32.sign, .exponent = 0, .mantissa = shiftMantissa(vf32.mantissa, @intCast(-exponent)), } else .{ .sign = vf32.sign, .exponent = @intCast(exponent), .mantissa = truncMantissa(vf32.mantissa), }; } /// Lossless conversion to f32. pub fn toF32(x: Float) f32 { @setRuntimeSafety(false); if (x == zero) return 0.0; if (isInf(x)) { @branchHint(.unlikely); return if (x.sign == 0) std.math.inf(f32) else -std.math.inf(f32); } const vf32: Float32 = if (x.exponent > 0) .{ .sign = x.sign, .exponent = @as(u8, x.exponent) + exp_off, .mantissa = f32Mantissa(x), } else .{ .sign = x.sign, .exponent = exp_off - @clz(x.mantissa), .mantissa = @as(u23, x.mantissa) << @clz(x.mantissa), }; return @bitCast(vf32); } fn truncMantissa(f32_mantissa: u32) @FieldType(Float, "mantissa") { const rounding_val: u32 = @as(u32, 1) << (f32_mantissa_bits - mantissa_bits - 1); return @truncate((f32_mantissa + rounding_val) >> (f32_mantissa_bits - mantissa_bits)); } fn shiftMantissa(f32_mantissa: u32, underflow: u8) @FieldType(Float, "mantissa") { const upper_bit: u32 = @as(u32, 1) << f32_mantissa_bits; const full_mant32: u32 = f32_mantissa | upper_bit; // divide the mantissa proportionally to the exponent underflow const shifted_mant: u32 = full_mant32 >> @truncate(underflow + 1); return truncMantissa(shifted_mant); } fn f32Mantissa(x: Float) @FieldType(Float32, "mantissa") { const T = @FieldType(Float32, "mantissa"); return @as(T, x.mantissa) << f32_mantissa_bits - mantissa_bits; } pub fn formatNumber(x: Float, writer: *std.io.Writer, n: std.fmt.Number) std.io.Writer.Error!void { switch (n.mode) { .binary, .octal, .hex => try writer.print("{{ .sign={}, .exp={}, .mantissa={} }}", .{ x.sign, x.exponent, x.mantissa }), else => try writer.printFloat(x.toF32(), n), } } }; } pub const Float32 = packed struct(u32) { mantissa: u23, exponent: u8, sign: u1, pub const inf: Float32 = .{ .sign = 0, .exponent = std.math.maxInt(u8), .mantissa = 0 }; pub const minus_inf = neg(inf); const Helpers = FloatHelpers(@This()); pub const zero = Helpers.zero; pub const neg = Helpers.neg; pub const fromF32 = Helpers.fromF32; pub const toF32 = Helpers.toF32; pub const formatNumber = Helpers.formatNumber; }; const f32_exp_bias = FloatHelpers(Float32).expBias(); pub const Float64 = packed struct(u64) { mantissa: u52, exponent: u11, sign: u1, const Helpers = FloatHelpers(@This()); pub const zero = Helpers.zero; pub const neg = Helpers.neg; pub const fromF32 = Helpers.fromF32; pub const toF32 = Helpers.toF32; pub const formatNumber = Helpers.formatNumber; }; pub const Float8E4M3B11FNUZ = packed struct(u8) { mantissa: u3, exponent: u4, sign: u1, pub const nan: Float8E4M3B11FNUZ = .{ .sign = 1, .exponent = 0, .mantissa = 0 }; pub fn isNan(self: Float8E4M3B11FNUZ) bool { return self.sign == 1 and self.exponent == 0 and self.mantissa == 0; } const Helpers = FloatHelpers(@This()); pub const zero = Helpers.zero; pub const neg = Helpers.neg; pub const fromF32 = Helpers.fromF32; pub const toF32 = Helpers.toF32; pub const formatNumber = Helpers.formatNumber; }; pub const Float8E4M3FN = packed struct(u8) { mantissa: u3, exponent: u4, sign: u1, pub const nan: Float8E4M3FN = .{ .sign = 0, .exponent = std.math.maxInt(u4), .mantissa = std.math.maxInt(u3) }; pub fn isNan(self: Float8E4M3FN) bool { return self.exponent == nan.exponent and self.mantissa == nan.mantissa; } const Helpers = FloatHelpers(@This()); pub const zero = Helpers.zero; pub const neg = Helpers.neg; pub const fromF32 = Helpers.fromF32; pub const toF32 = Helpers.toF32; pub const formatNumber = Helpers.formatNumber; }; pub const Float8E4M3FNUZ = packed struct(u8) { mantissa: u3, exponent: u4, sign: u1, pub const nan: Float8E4M3FNUZ = .{ .sign = 1, .exponent = 0, .mantissa = 0 }; pub fn isNan(self: Float8E4M3FNUZ) bool { return self.sign == 1 and self.exponent == 0 and self.mantissa == 0; } const Helpers = FloatHelpers(@This()); pub const zero = Helpers.zero; pub const neg = Helpers.neg; pub const fromF32 = Helpers.fromF32; pub const toF32 = Helpers.toF32; pub const formatNumber = Helpers.formatNumber; }; test "Float8E4" { // With 4 bits of exponents power of two can be represented exactly up to 64. const test_case_e4: TestCase = .{ .lossless = &[_]f32{ 0, 1.0, -2, 1.0 / 64.0, -128, -1.125 / 64.0 }, .lossy = &[_]f32{ 3.02344107628, 1.0 / 128.0, 1.0 / 512.0 }, }; inline for (.{ Float8E4M3B11FNUZ, Float8E4M3FN, Float8E4M3FNUZ, }) |Float8T| { try testCustomFloat(Float8T, test_case_e4); try std.testing.expectEqual(0.0, Float8T.fromF32(1.0 / 2048.0).toF32()); if (@hasDecl(Float8T, "inf")) { try std.testing.expectEqual(Float8T.inf, Float8T.fromF32(128.0)); try std.testing.expectEqual(Float8T.inf.neg(), Float8T.fromF32(-128.0)); } } } pub const Float8E5M2 = packed struct(u8) { mantissa: u2, exponent: u5, sign: u1, pub const nan: Float8E5M2 = .{ .sign = 0, .exponent = std.math.maxInt(u5), .mantissa = 1 }; pub fn isNan(self: Float8E5M2) bool { return self.exponent == nan.exponent and self.mantissa != 0; } pub const inf: Float8E5M2 = .{ .sign = 0, .exponent = std.math.maxInt(u5), .mantissa = 0, }; pub const minus_inf: Float8E5M2 = .neg(inf); const Helpers = FloatHelpers(@This()); pub const zero = Helpers.zero; pub const neg = Helpers.neg; pub const fromF32 = Helpers.fromF32; pub const toF32 = Helpers.toF32; pub const formatNumber = Helpers.formatNumber; }; pub const Float8E5M2FNUZ = packed struct(u8) { mantissa: u2, exponent: u5, sign: u1, pub const nan: Float8E5M2FNUZ = .{ .sign = 1, .exponent = 0, .mantissa = 0 }; pub fn isNan(self: Float8E5M2FNUZ) bool { return self.sign == 1 and self.exponent == 0 and self.mantissa == 0; } const Helpers = FloatHelpers(@This()); pub const zero = Helpers.zero; pub const neg = Helpers.neg; pub const fromF32 = Helpers.fromF32; pub const toF32 = Helpers.toF32; pub const formatNumber = Helpers.formatNumber; }; test "Float8E5" { const test_case_e5: TestCase = .{ .lossless = &[_]f32{ 0, 1.0, -2, 1.0 / 128.0, -128 }, .lossy = &[_]f32{3.02344107628}, }; inline for (.{ Float8E5M2, Float8E5M2FNUZ }) |Float8T| { try testCustomFloat(Float8T, test_case_e5); } } pub const BFloat16 = packed struct(u16) { mantissa: u7, exponent: u8, sign: u1, pub const nan: BFloat16 = .{ .sign = 0, .exponent = std.math.maxInt(u8), .mantissa = 1 }; pub fn isNan(self: BFloat16) bool { return allBitsOne(self.exponent) and self.mantissa != 0; } pub const inf: BFloat16 = .{ .sign = 0, .exponent = std.math.maxInt(u8), .mantissa = 0, }; pub const minus_inf: BFloat16 = .neg(inf); // Specialized versions of to/from F32. Since BFloat16 has the same exponent range than F32, // no overflow/underflow can happen, simplifiying conversion logic. pub fn toF32(self: BFloat16) f32 { // Pad the BF16 with zeros 0 return @bitCast([2]u16{ 0, @bitCast(self) }); } pub fn fromF32(float32: f32) BFloat16 { var int: u32 = @bitCast(float32); // Round up if needed. int += 0x8000; const parts: [2]u16 = @bitCast(int); return @bitCast(parts[1]); } const Helpers = FloatHelpers(@This()); pub const zero = Helpers.zero; pub const neg = Helpers.neg; pub const formatNumber = Helpers.formatNumber; }; test BFloat16 { // From https://en.wikipedia.org/wiki/Bfloat16_floating-point_format#Examples try std.testing.expectEqual(BFloat16.fromF32(0), BFloat16{ .sign = 0, .exponent = 0, .mantissa = 0 }); try std.testing.expectEqual(BFloat16.fromF32(-2), BFloat16{ .sign = 1, .exponent = 127 + 1, .mantissa = 0 }); try std.testing.expectEqual(BFloat16.fromF32(3.02344107628), BFloat16{ .sign = 0, .exponent = 127 + 1, .mantissa = 66 }); try std.testing.expectEqual(BFloat16.fromF32(1.0 / 128.0), BFloat16{ .sign = 0, .exponent = 127 - 7, .mantissa = 0 }); try std.testing.expectEqual(std.mem.toBytes(BFloat16.inf.neg()), [_]u8{ 0x80, 0xff }); try std.testing.expectEqual(BFloat16.inf, BFloat16.fromF32(std.math.inf(f32))); try testCustomFloat(BFloat16, .{ .lossless = &[_]f32{ 0, -2, 1.0 / 128.0, -1e64, std.math.inf(f32) }, .lossy = &[_]f32{3.02344107628}, }); } pub const Float8E4M3 = packed struct(u8) { mantissa: u3, exponent: u4, sign: u1, pub const nan: Float8E4M3 = @bitCast(0xFF); pub fn isNan(self: Float8E4M3) bool { return self == nan or self == comptime nan.neg(); } pub const inf: Float8E4M3 = .{ .sign = 0, .exponent = std.math.maxInt(u4), .mantissa = 0, }; pub const minus_inf = neg(inf); const Helpers = FloatHelpers(@This()); pub const zero = Helpers.zero; pub const neg = Helpers.neg; pub const fromF32 = Helpers.fromF32; pub const toF32 = Helpers.toF32; pub const formatNumber = Helpers.formatNumber; }; pub const Float8E3M4 = packed struct(u8) { mantissa: u4, exponent: u3, sign: u1, pub const nan: Float8E3M4 = @bitCast(0xFF); pub fn isNan(self: Float8E3M4) bool { return self == nan or self == comptime nan.neg(); } pub const inf: Float8E3M4 = .{ .sign = 0, .exponent = std.math.maxInt(u3), .mantissa = 0, }; pub const minus_inf = neg(inf); const Helpers = FloatHelpers(@This()); pub const zero = Helpers.zero; pub const neg = Helpers.neg; pub const fromF32 = Helpers.fromF32; pub const toF32 = Helpers.toF32; pub const formatNumber = Helpers.formatNumber; }; pub const Float8E8M0 = packed struct(u8) { mantissa: u0 = 0, exponent: u8, sign: u0 = 0, pub const min_scale: f32 = @bitCast(Float32{ .sign = 0, .exponent = 0, .mantissa = 0b1 << 22 }); /// Lossy conversion from f32, similar to @floatCast pub fn fromF32(f: f32) Float8E8M0 { const vf32: Float32 = @bitCast(f); return .{ .exponent = @intCast(vf32.exponent) }; } /// Lossless conversion to f32. pub fn toF32(x: Float8E8M0) f32 { if (x.exponent == 0) return min_scale; const vf32: Float32 = .{ .sign = 0, .exponent = x.exponent, .mantissa = 0, }; return @bitCast(vf32); } const Helpers = FloatHelpers(@This()); pub const formatNumber = Helpers.formatNumber; }; test Float8E8M0 { try std.testing.expectEqual(Float8E8M0{ .exponent = 127 }, Float8E8M0.fromF32(1.0)); // try std.testing.expectEqual(5.877472e-39, Float8E8M0.toF32(.{ .exponent = 0})); try testCustomFloat(Float8E8M0, .{ .lossless = &[_]f32{ Float8E8M0.min_scale, 1.0, 64.0, 1.0 / 128.0, std.math.pow(f32, 2.0, 127) }, .lossy = &[_]f32{1.00001}, }); } pub const Float4E2M1 = packed struct(u4) { mantissa: u1, exponent: u2, sign: u1, pub const nan: Float4E2M1 = @bitCast(@as(u4, 0xF)); const Helpers = FloatHelpers(@This()); pub const zero = Helpers.zero; pub const neg = Helpers.neg; pub const fromF32 = Helpers.fromF32; pub const formatNumber = Helpers.formatNumber; pub const values = [_]f32{ 0.0, 0.5, 1, 1.5, 2, 3, 4, 6, -0.0, -0.5, -1, -1.5, -2, -3, -4, -6 }; pub fn toF32(x: Float4E2M1) f32 { // faster implementation return values[@as(u4, @bitCast(x))]; } test toF32 { var to_f32_res: [16]f32 = undefined; for (&to_f32_res, 0..) |*r, i| { const x_f4: Float4E2M1 = @bitCast(@as(u4, @intCast(i))); r.* = x_f4.toF32(); } try std.testing.expectEqualSlices(f32, &Float4E2M1.values, &to_f32_res); } test fromF32 { var from_f32_res: [16]Float4E2M1 = undefined; for (&from_f32_res, 0..) |*r, i| { r.* = .fromF32(Float4E2M1.values[i]); } try std.testing.expectEqualSlices(u4, &.{ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15 }, @ptrCast(&from_f32_res)); } }; pub fn floatCast(T: type, x: anytype) T { return switch (T) { f64, f32, f16 => switch (@TypeOf(x)) { f64, f32, f16 => @floatCast(x), else => @floatCast(x.toF32()), }, else => switch (@TypeOf(x)) { f64, f32, f16 => .fromF32(x), else => .fromF32(x.toF32()), }, }; } pub fn isInf(x: anytype) bool { const Float = @TypeOf(x); switch (Float) { f64, f32, f16 => return std.math.isInf(x), else => {}, } if (!@hasDecl(Float, "inf")) return false; const FBits = std.meta.Int(.unsigned, @bitSizeOf(Float)); const remove_sign = ~@as(FBits, 0) >> 1; return @as(FBits, @bitCast(x)) & remove_sign == @as(FBits, @bitCast(Float.inf)); } fn allBitsOne(v: anytype) bool { return v == std.math.maxInt(@TypeOf(v)); } const TestCase = struct { lossless: []const f32, lossy: []const f32, tolerance: f32 = 1e-2, }; fn testCustomFloat(FloatT: type, test_case: TestCase) !void { for (test_case.lossless) |x| { try std.testing.expectEqual(x, FloatT.fromF32(x).toF32()); } for (test_case.lossy) |x| { try expectApproxEqRel(f32, x, FloatT.fromF32(x).toF32(), test_case.tolerance); } } fn expectApproxEqRel(FloatT: type, x: FloatT, y: FloatT, tolerance: FloatT) !void { if (!std.math.approxEqRel(f32, x, y, tolerance)) { std.log.err("expected ~{d}, got {d}", .{ x, y }); return error.TestUnexpectedResult; } }