///! Conversion utilities between different Floating point formats. const std = @import("std"); test { std.testing.refAllDecls(@This()); } fn allBitsOne(v: anytype) bool { return v == std.math.maxInt(@TypeOf(v)); } fn FloatType(sign_bits: u1, exponent_bits: u8, mantissa_bits: u8, innerT: type) type { const bit_size = sign_bits + exponent_bits + mantissa_bits; if (bit_size % 8 != 0) @compileError("FloatType should have a number of bits divisible by 8"); return packed struct(std.meta.Int(.unsigned, bit_size)) { const Self = @This(); mantissa: std.meta.Int(.unsigned, mantissa_bits), exponent: std.meta.Int(.unsigned, exponent_bits), sign: std.meta.Int(.unsigned, sign_bits), pub fn zero() Self { return .{ .sign = 0, .exponent = 0, .mantissa = 0, }; } pub fn neg(self: Self) Self { return .{ .sign = self.sign ^ 1, .exponent = self.exponent, .mantissa = self.mantissa, }; } /// Lossy conversion from f32, similar to @floatCast pub fn fromF32(f: f32) Self { const vf32: Float32 = @bitCast(f); const exp_bias = comptime Self.expBias(); const exponent = @as(u16, vf32.exponent) + exp_bias -| Float32.expBias(); const overflow = exponent > std.math.maxInt(std.meta.Int(.unsigned, exponent_bits)); if (overflow) { return if (@hasDecl(Self, "inf")) { return if (vf32.sign == 0) Self.inf() else Self.minusInf(); } else Self.nan(); } return .{ .sign = vf32.sign, .exponent = @intCast(exponent), .mantissa = truncMantissa(vf32.mantissa), }; } /// Lossless conversion to f32. pub fn toF32(self: Self) f32 { var vf32: Float32 = undefined; if (@hasDecl(Self, "isInf") and self.isInf()) { return if (self.sign == 0) std.math.inf(f32) else -std.math.inf(f32); } vf32 = .{ .sign = self.sign, .exponent = if (self.exponent == 0) 0 else @intCast(@as(i16, self.exponent) + Float32.expBias() - Self.expBias()), .mantissa = self.f32Mantissa(), }; return @bitCast(vf32); } fn truncMantissa(x: anytype) std.meta.FieldType(Self, .mantissa) { @setRuntimeSafety(false); const off = @bitSizeOf(@TypeOf(x)) - mantissa_bits; return @intCast(x >> off); } fn f32Mantissa(self: Self) std.meta.FieldType(Float32, .mantissa) { @setRuntimeSafety(false); const f32_mantissa_bits = @bitSizeOf(std.meta.FieldType(Float32, .mantissa)); const Res = std.meta.FieldType(Float32, .mantissa); return @shlExact(@as(Res, self.mantissa), f32_mantissa_bits - mantissa_bits); } fn expBias() u8 { return std.math.maxInt(std.meta.Int(.unsigned, exponent_bits - 1)); } pub fn format( self: @This(), comptime fmt: []const u8, options: std.fmt.FormatOptions, writer: anytype, ) !void { _ = options; if (fmt.len == 1 and fmt[0] == '_') { try writer.print("{{ .sign={}, .exp={}, .mantissa={} }}", .{ self.sign, self.exponent, self.mantissa }); } else { try writer.print("{" ++ fmt ++ "}", .{self.toF32()}); } } pub usingnamespace innerT; }; } const Float32 = FloatType(1, 8, 23, struct {}); const Float64 = FloatType(1, 11, 52, struct {}); pub const Float8E4M3B11FNUZ = FloatType(1, 4, 3, struct { pub fn nan() Float8E4M3B11FNUZ { return .{ .sign = 1, .exponent = 0, .mantissa = 0, }; } pub fn isNan(self: Float8E4M3B11FNUZ) bool { return self.sign == 1 and self.exponent == 0 and self.mantissa == 0; } }); pub const Float8E4M3FN = FloatType(1, 4, 3, struct { pub fn nan() Float8E4M3FN { return .{ .sign = 0, .exponent = std.math.maxInt(u4), .mantissa = std.math.maxInt(u3), }; } pub fn isNan(self: Float8E4M3FN) bool { return allBitsOne(self.exponent) and allBitsOne(self.mantissa); } }); pub const Float8E4M3FNUZ = FloatType(1, 4, 3, struct { pub fn nan() Float8E4M3FNUZ { return .{ .sign = 1, .exponent = 0, .mantissa = 0, }; } pub fn isNan(self: Float8E4M3FNUZ) bool { return self.sign == 1 and self.exponent == 0 and self.mantissa == 0; } }); test "Float8E4" { const test_case_e4: TestCase = .{ .lossless = &[_]f32{ 0, 1.0, -2, 1.0 / 64.0, -128 }, .lossy = &[_]f32{3.02344107628}, }; inline for (.{ Float8E4M3B11FNUZ, Float8E4M3FN, Float8E4M3FNUZ, }) |Float8T| { try testCustomFloat(Float8T, test_case_e4); try std.testing.expectEqual(0.0, Float8T.fromF32(1.0 / 128.0).toF32()); } } pub const Float8E5M2 = FloatType(1, 5, 2, struct { pub fn nan() Float8E5M2 { return .{ .sign = 0, .exponent = std.math.maxInt(u5), .mantissa = 1, }; } pub fn isNan(self: Float8E5M2) bool { return allBitsOne(self.exponent) and self.mantissa != 0; } pub fn minusInf() Float8E5M2 { return .{ .sign = 1, .exponent = std.math.maxInt(u5), .mantissa = 0, }; } pub fn inf() Float8E5M2 { return .{ .sign = 0, .exponent = std.math.maxInt(u5), .mantissa = 0, }; } pub fn isInf(self: Float8E5M2) bool { return allBitsOne(self.exponent) and self.mantissa == 0; } }); pub const Float8E5M2FNUZ = FloatType(1, 5, 2, struct { pub fn nan() Float8E5M2FNUZ { return .{ .sign = 1, .exponent = 0, .mantissa = 0, }; } pub fn isNan(self: Float8E5M2FNUZ) bool { return self.sign == 1 and self.exponent == 0 and self.mantissa == 0; } }); 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 = FloatType(1, 8, 7, struct { pub fn nan() BFloat16 { return .{ .sign = 0, .exponent = std.math.maxInt(u8), .mantissa = 1, }; } pub fn isNan(self: BFloat16) bool { return allBitsOne(self.exponent) and self.mantissa != 0; } pub fn minusInf() BFloat16 { return .{ .sign = 1, .exponent = std.math.maxInt(u8), .mantissa = 0, }; } pub fn inf() BFloat16 { return .{ .sign = 0, .exponent = std.math.maxInt(u8), .mantissa = 0, }; } pub fn isInf(self: BFloat16) bool { return allBitsOne(self.exponent) and self.mantissa == 0; } }); 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 = 65 }); 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 fn floatCast(T: type, x: anytype) T { return switch (@TypeOf(x)) { f64, f32, f16 => @floatCast(x), else => @floatCast(x.toF32()), }; } 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; } }