237 lines
6.7 KiB
Zig
237 lines
6.7 KiB
Zig
const std = @import("std");
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test {
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std.testing.refAllDecls(@This());
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}
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fn allBitsOne(v: anytype) bool {
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return v == std.math.maxInt(@TypeOf(v));
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}
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fn FloatType(sign_bits: u1, exponent_bits: u8, mantissa_bits: u8, innerT: type) type {
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return packed struct(std.meta.Int(.unsigned, @intCast(sign_bits + exponent_bits + mantissa_bits))) {
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const Self = @This();
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mantissa: std.meta.Int(.unsigned, @intCast(mantissa_bits)),
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exponent: std.meta.Int(.unsigned, @intCast(exponent_bits)),
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sign: std.meta.Int(.unsigned, @intCast(sign_bits)),
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pub fn zero() Self {
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return .{
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.sign = 0,
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.exponent = 0,
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.mantissa = 0,
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};
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}
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pub fn neg(self: Self) Self {
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return .{
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.sign = self.sign ^ 1,
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.exponent = self.exponent,
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.mantissa = self.mantissa,
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};
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}
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/// Lossy conversion from f32, similar to @floatCast
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pub fn fromF32(f: f32) Self {
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const vf32: Float32 = @bitCast(f);
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const precision_loss = @bitSizeOf(@TypeOf(vf32.mantissa)) - mantissa_bits;
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return .{
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.sign = vf32.sign,
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.exponent = @intCast(vf32.exponent),
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.mantissa = shr(vf32.mantissa, precision_loss),
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};
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}
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/// Lossless conversion to f32.
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pub fn toF32(self: Self) f32 {
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var vf32: Float32 = undefined;
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const precision_loss = @bitSizeOf(@TypeOf(vf32.mantissa)) - mantissa_bits;
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vf32 = .{
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.sign = self.sign,
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.exponent = self.exponent,
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.mantissa = @shlExact(@as(@TypeOf(vf32.mantissa), self.mantissa), precision_loss),
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};
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return @bitCast(vf32);
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}
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fn truncMantissa(T: type, x: anytype) T {
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const off = @bitSizeOf(@TypeOf(x)) - @bitSizeOf(T);
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return @intCast(x >> off);
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}
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fn shr(x: anytype, comptime off: u8) std.meta.Int(.unsigned, @bitSizeOf(@TypeOf(x)) - off) {
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// @setRuntimeSafety(false);
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return @intCast(x >> off);
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}
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pub fn format(
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self: @This(),
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comptime fmt: []const u8,
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options: std.fmt.FormatOptions,
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writer: anytype,
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) !void {
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_ = options;
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try writer.print("{" ++ fmt ++ "}", .{self.toF32()});
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}
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pub usingnamespace innerT;
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};
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}
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const Float32 = FloatType(1, 8, 23, struct {});
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const Float64 = FloatType(1, 11, 52, struct {});
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pub const Float8E4M3B11FNUZ = FloatType(1, 4, 3, struct {
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pub fn nan() Float8E4M3B11FNUZ {
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return .{
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.sign = 1,
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.exponent = 0,
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.mantissa = 0,
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};
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}
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pub fn isNan(self: Float8E4M3B11FNUZ) bool {
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return self.sign == 1 and self.exponent == 0 and self.mantissa == 0;
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}
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});
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pub const Float8E4M3FN = FloatType(1, 4, 3, struct {
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pub fn nan() Float8E4M3FN {
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return .{
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.sign = 0,
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.exponent = std.math.maxInt(u4),
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.mantissa = std.math.maxInt(u3),
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};
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}
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pub fn isNan(self: Float8E4M3FN) bool {
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return allBitsOne(self.exponent) and allBitsOne(self.mantissa);
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}
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});
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pub const Float8E4M3FNUZ = FloatType(1, 4, 3, struct {
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pub fn nan() Float8E4M3FNUZ {
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return .{
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.sign = 1,
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.exponent = 0,
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.mantissa = 0,
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};
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}
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pub fn isNan(self: Float8E4M3FNUZ) bool {
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return self.sign == 1 and self.exponent == 0 and self.mantissa == 0;
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}
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});
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pub const Float8E5M2 = FloatType(1, 5, 2, struct {
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pub fn nan() Float8E5M2 {
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return .{
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.sign = 0,
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.exponent = std.math.maxInt(u5),
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.mantissa = 1,
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};
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}
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pub fn isNan(self: Float8E5M2) bool {
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return allBitsOne(self.exponent) and self.mantissa != 0;
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}
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pub fn minusInf() Float8E5M2 {
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return .{
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.sign = 1,
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.exponent = std.math.maxInt(u5),
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.mantissa = 0,
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};
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}
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pub fn inf() Float8E5M2 {
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return .{
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.sign = 0,
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.exponent = std.math.maxInt(u5),
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.mantissa = 0,
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};
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}
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pub fn isInf(self: Float8E5M2) bool {
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return allBitsOne(self.exponent) and self.mantissa == 0;
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}
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});
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pub const Float8E5M2FNUZ = FloatType(1, 5, 2, struct {
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pub fn nan() Float8E5M2FNUZ {
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return .{
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.sign = 1,
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.exponent = 0,
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.mantissa = 0,
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};
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}
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pub fn isNan(self: Float8E5M2FNUZ) bool {
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return self.sign == 1 and self.exponent == 0 and self.mantissa == 0;
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}
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});
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pub const BFloat16 = FloatType(1, 8, 7, struct {
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pub fn nan() BFloat16 {
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return .{
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.sign = 0,
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.exponent = std.math.maxInt(u8),
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.mantissa = 1,
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};
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}
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pub fn isNan(self: BFloat16) bool {
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return allBitsOne(self.exponent) and self.mantissa != 0;
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}
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pub fn minusInf() BFloat16 {
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return .{
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.sign = 1,
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.exponent = std.math.maxInt(u8),
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.mantissa = 0,
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};
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}
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pub fn inf() BFloat16 {
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return .{
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.sign = 0,
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.exponent = std.math.maxInt(u8),
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.mantissa = 0,
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};
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}
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pub fn isInf(self: BFloat16) bool {
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return allBitsOne(self.exponent) and self.mantissa == 0;
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}
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});
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test BFloat16 {
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// From https://en.wikipedia.org/wiki/Bfloat16_floating-point_format#Examples
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try std.testing.expectEqual(BFloat16.fromF32(0), BFloat16{ .sign = 0, .exponent = 0, .mantissa = 0 });
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try std.testing.expectEqual(BFloat16.fromF32(-2), BFloat16{ .sign = 1, .exponent = 127 + 1, .mantissa = 0 });
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try std.testing.expectEqual(BFloat16.fromF32(3.02344107628), BFloat16{ .sign = 0, .exponent = 127 + 1, .mantissa = 65 });
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try std.testing.expectEqual(BFloat16.fromF32(1.0 / 128.0), BFloat16{ .sign = 0, .exponent = 127 - 7, .mantissa = 0 });
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try std.testing.expectEqual(std.mem.toBytes(BFloat16.inf().neg()), [_]u8{ 0x80, 0xff });
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const lossless = [_]f32{ 0, -2, 1.0 / 128.0, -1e64, std.math.inf(f32) };
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for (&lossless) |v| {
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try std.testing.expectEqual(v, BFloat16.fromF32(v).toF32());
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}
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const lossy = [_]f32{3.02344107628};
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for (&lossy) |x| {
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const y = BFloat16.fromF32(x).toF32();
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if (!std.math.approxEqRel(f32, x, y, 1e-2)) {
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std.log.err("expected ~{d}, got {d}", .{ x, y });
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return error.TestUnexpectedResult;
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}
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}
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}
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pub fn floatCast(T: type, x: anytype) T {
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return switch (@TypeOf(x)) {
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f64, f32, f16 => @floatCast(x),
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else => @floatCast(x.toF32()),
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};
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}
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