* Add overlap glu variant to support all archs, fix recurrent-state-rollback test * format * Fix all arch overlapped ranges * format * diagnose bus error on apple ci * More testing * more testing * more targeted testing * Fix bug in alignment for > 4gb buffer offsets * Fix bug in view offsets * Try avoiding multi_buffers * not fixed yet, more logging :( * Handle edge case in set_rows * Try looking at view source * Skip deepseek32 for now and clean up trace infrastructure * simplify skipping * last cleanup * actually final cleanup * update handling of overlap * format * try skipping other failing model
171 lines
4.0 KiB
WebGPU Shading Language
171 lines
4.0 KiB
WebGPU Shading Language
enable f16;
|
|
|
|
#ifdef TYPE_F32
|
|
#define DataType f32
|
|
#endif
|
|
#ifdef TYPE_F16
|
|
#define DataType f16
|
|
#endif
|
|
|
|
#ifdef OP_REGLU
|
|
fn op(a: DataType, b: DataType) -> DataType {
|
|
return max(a, 0) * b;
|
|
}
|
|
#endif
|
|
|
|
#ifdef OP_GEGLU
|
|
const SQRT_2_OVER_PI: DataType = 0.79788456080286535587989211986876;
|
|
const GELU_COEF_A: DataType = 0.044715;
|
|
|
|
fn op(a: DataType, b: DataType) -> DataType {
|
|
let val = SQRT_2_OVER_PI * a * (1.0 + GELU_COEF_A * a * a);
|
|
return 0.5 * a * (2.0 - 2.0/ (exp(2* val) + 1)) * b;
|
|
}
|
|
#endif
|
|
|
|
#ifdef OP_SWIGLU
|
|
fn op(a: DataType, b: DataType) -> DataType {
|
|
return a / (1.0 + exp(-a)) * b;
|
|
}
|
|
#endif
|
|
#ifdef OP_SWIGLU_OAI
|
|
fn op(a: f32, b: f32) -> f32 {
|
|
let xi = min(a, params.limit);
|
|
let gi = max(min(b, params.limit), -params.limit);
|
|
var out_glu = xi / (1.0 + exp(-xi * params.alpha));
|
|
out_glu = out_glu * (1.0 + gi);
|
|
return out_glu;
|
|
}
|
|
#endif
|
|
#ifdef OP_GEGLU_ERF
|
|
const p_erf: DataType = 0.3275911;
|
|
const a1_erf: DataType = 0.254829592;
|
|
const a2_erf: DataType = -0.284496736;
|
|
const a3_erf: DataType = 1.421413741;
|
|
const a4_erf: DataType = -1.453152027;
|
|
const a5_erf: DataType = 1.061405429;
|
|
const SQRT_2_INV: DataType = 0.7071067811865476;
|
|
|
|
fn op(a: DataType, b: DataType) -> DataType {
|
|
let a_div_sqr2 = a * SQRT_2_INV;
|
|
let sign_x = sign(a_div_sqr2);
|
|
let x = abs(a_div_sqr2);
|
|
let t = 1.0 / (1.0 + p_erf * x);
|
|
let y = 1.0 - (((((a5_erf * t + a4_erf) * t + a3_erf) * t + a2_erf) * t + a1_erf) * t * exp(-x * x));
|
|
let erf_approx = sign_x * y;
|
|
return 0.5 * a * (1.0 + erf_approx) * b;
|
|
}
|
|
#endif
|
|
#ifdef OP_GEGLU_QUICK
|
|
const GELU_QUICK_COEF: DataType = -1.702;
|
|
|
|
fn op(a: DataType, b: DataType) -> DataType {
|
|
return a * (1.0 / (1.0 + exp(GELU_QUICK_COEF * a))) * b;
|
|
}
|
|
#endif
|
|
|
|
struct Params {
|
|
offset_src0: u32,
|
|
offset_src1: u32,
|
|
offset_dst: u32,
|
|
|
|
// Strides (in elements)
|
|
stride_src01: u32,
|
|
stride_src02: u32,
|
|
stride_src03: u32,
|
|
|
|
stride_src11: u32,
|
|
stride_src12: u32,
|
|
stride_src13: u32,
|
|
|
|
stride_dst1: u32,
|
|
stride_dst2: u32,
|
|
stride_dst3: u32,
|
|
|
|
// shape of dst
|
|
ne: u32,
|
|
ne0: u32,
|
|
ne1: u32,
|
|
ne2: u32,
|
|
|
|
swapped: u32,
|
|
alpha: f32,
|
|
limit: f32,
|
|
}
|
|
|
|
@group(0) @binding(0)
|
|
var<storage, read_write> src0: array<DataType>;
|
|
|
|
#ifdef SRC_OVERLAP
|
|
@group(0) @binding(1)
|
|
var<storage, read_write> dst: array<DataType>;
|
|
|
|
@group(0) @binding(2)
|
|
var<uniform> params: Params;
|
|
|
|
fn a_value(base: u32) -> DataType {
|
|
return src0[base];
|
|
}
|
|
|
|
fn b_value(base: u32) -> DataType {
|
|
return src0[base];
|
|
}
|
|
|
|
#elif defined(NO_SPLIT)
|
|
@group(0) @binding(1)
|
|
var<storage, read_write> dst: array<DataType>;
|
|
|
|
@group(0) @binding(2)
|
|
var<uniform> params: Params;
|
|
|
|
fn a_value(base: u32) -> DataType {
|
|
let offset: u32 = select(0, params.ne0, params.swapped != 0);
|
|
return src0[base + offset];
|
|
}
|
|
|
|
fn b_value(base: u32) -> DataType {
|
|
let offset: u32 = select(params.ne0, 0, params.swapped != 0);
|
|
return src0[base + offset];
|
|
}
|
|
|
|
#else
|
|
@group(0) @binding(1)
|
|
var<storage, read_write> src1: array<DataType>;
|
|
|
|
@group(0) @binding(2)
|
|
var<storage, read_write> dst: array<DataType>;
|
|
|
|
@group(0) @binding(3)
|
|
var<uniform> params: Params;
|
|
|
|
fn a_value(base: u32) -> DataType {
|
|
return src0[base];
|
|
}
|
|
|
|
fn b_value(base: u32) -> DataType {
|
|
return src1[base];
|
|
}
|
|
|
|
#endif
|
|
|
|
@compute @workgroup_size(WG_SIZE)
|
|
fn main(@builtin(global_invocation_id) gid: vec3<u32>) {
|
|
if (gid.x >= params.ne) {
|
|
return;
|
|
}
|
|
|
|
var i = gid.x;
|
|
let i3 = i / (params.ne2 * params.ne1 * params.ne0);
|
|
i = i % (params.ne2 * params.ne1 * params.ne0);
|
|
let i2 = i / (params.ne1 * params.ne0);
|
|
i = i % (params.ne1 * params.ne0);
|
|
let i1 = i / params.ne0;
|
|
let i0 = i % params.ne0;
|
|
|
|
let i_a = params.offset_src0 + i3 * params.stride_src03 + i2 * params.stride_src02 + i1 * params.stride_src01 + i0;
|
|
let i_b = params.offset_src1 + i3 * params.stride_src13 + i2 * params.stride_src12 + i1 * params.stride_src11 + i0;
|
|
let i_dst = params.offset_dst + i3 * params.stride_dst3 + i2 * params.stride_dst2 + i1 * params.stride_dst1 + i0;
|
|
|
|
dst[i_dst] = op(a_value(i_a), b_value(i_b));
|
|
}
|