ggml-webgpu: Fix some binding alias issues to support all archs, fix recurrent-state-rollback test (#25931)
* 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
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@@ -73,11 +73,6 @@ inline bool ggml_webgpu_tensor_equal(const ggml_tensor * a, const ggml_tensor *
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return a->buffer == b->buffer && ggml_webgpu_tensor_addr(a) == ggml_webgpu_tensor_addr(b);
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}
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inline bool ggml_webgpu_tensor_overlap(const ggml_tensor * a, const ggml_tensor * b) {
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return a->buffer == b->buffer && ggml_webgpu_tensor_addr(a) < ggml_webgpu_tensor_addr(b) + ggml_nbytes(b) &&
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ggml_webgpu_tensor_addr(b) < ggml_webgpu_tensor_addr(a) + ggml_nbytes(a);
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}
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struct ggml_webgpu_shader_lib_context {
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ggml_tensor * src0;
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ggml_tensor * src1;
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@@ -118,6 +113,11 @@ struct ggml_webgpu_binary_shader_decisions {
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bool src_overlap = false;
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};
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struct ggml_webgpu_glu_shader_decisions {
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uint32_t wg_size = 0;
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bool src_overlap = false;
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};
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struct ggml_webgpu_processed_shader {
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std::string wgsl;
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std::string variant;
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@@ -133,9 +133,12 @@ struct ggml_webgpu_ssm_scan_pipeline_key {
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int type;
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int d_state;
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bool xbc_overlap;
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bool a_overlap;
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bool ids_overlap;
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bool operator==(const ggml_webgpu_ssm_scan_pipeline_key & other) const {
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return type == other.type && d_state == other.d_state && xbc_overlap == other.xbc_overlap;
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return type == other.type && d_state == other.d_state && xbc_overlap == other.xbc_overlap &&
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a_overlap == other.a_overlap && ids_overlap == other.ids_overlap;
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}
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};
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@@ -145,6 +148,8 @@ struct ggml_webgpu_ssm_scan_pipeline_key_hash {
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ggml_webgpu_hash_combine(seed, key.type);
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ggml_webgpu_hash_combine(seed, key.d_state);
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ggml_webgpu_hash_combine(seed, key.xbc_overlap);
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ggml_webgpu_hash_combine(seed, key.a_overlap);
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ggml_webgpu_hash_combine(seed, key.ids_overlap);
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return seed;
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}
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};
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@@ -153,6 +158,8 @@ struct ggml_webgpu_ssm_scan_shader_decisions {
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uint32_t wg_size;
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uint32_t tokens_per_tile;
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bool xbc_overlap = false;
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bool a_overlap = false;
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bool ids_overlap = false;
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};
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/** Argsort **/
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@@ -264,7 +271,7 @@ struct ggml_webgpu_row_norm_pipeline_key_hash {
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struct ggml_webgpu_rms_norm_mul_pipeline_key {
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bool inplace; // rn_src == dst
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bool overlap; // mul_src == dst
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bool src_overlap; // rn_src == mul_src
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bool src_overlap; // rn_src binding overlaps mul_src binding
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bool operator==(const ggml_webgpu_rms_norm_mul_pipeline_key & other) const {
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return inplace == other.inplace && overlap == other.overlap && src_overlap == other.src_overlap;
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@@ -690,7 +697,8 @@ inline bool ggml_webgpu_flash_attn_kv_direct(const ggml_tensor * Q,
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inline ggml_webgpu_flash_attn_common_pipeline_key ggml_webgpu_flash_attn_make_common_pipeline_key(
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const ggml_webgpu_shader_lib_context & context,
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uint32_t kv_direct_align) {
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uint32_t kv_direct_align,
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bool kv_overlap) {
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ggml_webgpu_flash_attn_common_pipeline_key key = {};
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key.q_type = context.src0->type;
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key.k_type = context.src1->type;
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@@ -699,7 +707,7 @@ inline ggml_webgpu_flash_attn_common_pipeline_key ggml_webgpu_flash_attn_make_co
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key.head_dim_qk = (uint32_t) context.src0->ne[0];
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key.head_dim_v = (uint32_t) context.src2->ne[0];
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key.kv_direct = ggml_webgpu_flash_attn_kv_direct(context.src0, context.src1, context.src2, kv_direct_align);
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key.kv_overlap = ggml_webgpu_tensor_overlap(context.src1, context.src2);
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key.kv_overlap = kv_overlap;
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key.has_mask = context.src3 != nullptr;
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key.has_sinks = context.src4 != nullptr;
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key.uses_logit_softcap = ggml_get_op_params_f32(context.dst, 2) != 0.0f;
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@@ -1066,9 +1074,10 @@ struct ggml_webgpu_glu_pipeline_key {
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ggml_glu_op glu_op;
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ggml_type type;
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bool split;
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bool src_overlap;
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bool operator==(const ggml_webgpu_glu_pipeline_key & other) const {
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return glu_op == other.glu_op && type == other.type && split == other.split;
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return glu_op == other.glu_op && type == other.type && split == other.split && src_overlap == other.src_overlap;
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}
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};
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@@ -1078,6 +1087,7 @@ struct ggml_webgpu_glu_pipeline_key_hash {
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ggml_webgpu_hash_combine(seed, key.glu_op);
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ggml_webgpu_hash_combine(seed, key.type);
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ggml_webgpu_hash_combine(seed, key.split);
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ggml_webgpu_hash_combine(seed, key.src_overlap);
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return seed;
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}
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};
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@@ -1758,12 +1768,16 @@ class ggml_webgpu_shader_lib {
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return ssm_conv_pipelines[key];
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}
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webgpu_pipeline get_ssm_scan_pipeline(const ggml_webgpu_shader_lib_context & context) {
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webgpu_pipeline get_ssm_scan_pipeline(const ggml_webgpu_shader_lib_context & context,
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bool xbc_overlap,
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bool a_overlap,
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bool ids_overlap) {
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ggml_webgpu_ssm_scan_pipeline_key key = {};
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key.type = context.dst->type;
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key.d_state = (int) context.src0->ne[0];
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key.xbc_overlap = ggml_webgpu_tensor_overlap(context.src1, context.src4) &&
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ggml_webgpu_tensor_overlap(context.src1, context.src5);
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key.xbc_overlap = xbc_overlap;
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key.a_overlap = a_overlap;
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key.ids_overlap = ids_overlap;
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auto it = ssm_scan_pipelines.find(key);
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if (it != ssm_scan_pipelines.end()) {
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@@ -1798,7 +1812,12 @@ class ggml_webgpu_shader_lib {
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if (key.xbc_overlap) {
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defines.push_back("XBC_OVERLAP");
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}
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if (key.a_overlap) {
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defines.push_back("A_OVERLAP");
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}
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if (key.ids_overlap) {
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defines.push_back("IDS_OVERLAP");
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}
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variant += "_d" + std::to_string(key.d_state);
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auto processed = preprocessor.preprocess(wgsl_ssm_scan, defines);
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@@ -1806,6 +1825,8 @@ class ggml_webgpu_shader_lib {
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decisions->wg_size = wg_size;
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decisions->tokens_per_tile = tokens_per_tile;
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decisions->xbc_overlap = key.xbc_overlap;
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decisions->a_overlap = key.a_overlap;
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decisions->ids_overlap = key.ids_overlap;
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webgpu_pipeline pipeline = ggml_webgpu_create_pipeline(device, processed, variant);
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pipeline.context = decisions;
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ssm_scan_pipelines[key] = pipeline;
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@@ -2549,11 +2570,11 @@ class ggml_webgpu_shader_lib {
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return unary_pipelines[key];
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}
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webgpu_pipeline get_rms_norm_mul_pipeline(const ggml_webgpu_shader_lib_context & context) {
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webgpu_pipeline get_rms_norm_mul_pipeline(const ggml_webgpu_shader_lib_context & context, bool src_overlap) {
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ggml_webgpu_rms_norm_mul_pipeline_key key = {};
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key.inplace = ggml_webgpu_tensor_equal(context.src0, context.dst);
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key.overlap = ggml_webgpu_tensor_equal(context.src1, context.dst);
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key.src_overlap = ggml_webgpu_tensor_overlap(context.src0, context.src1);
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key.src_overlap = src_overlap;
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auto it = rms_norm_mul_pipelines.find(key);
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if (it != rms_norm_mul_pipelines.end()) {
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@@ -2589,13 +2610,13 @@ class ggml_webgpu_shader_lib {
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return rms_norm_mul_pipelines[key];
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}
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webgpu_pipeline get_binary_pipeline(const ggml_webgpu_shader_lib_context & context) {
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webgpu_pipeline get_binary_pipeline(const ggml_webgpu_shader_lib_context & context, bool src_overlap) {
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ggml_webgpu_binary_pipeline_key key = {};
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key.type = context.dst->type;
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key.op = context.dst->op;
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key.inplace = ggml_webgpu_tensor_equal(context.src0, context.dst);
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key.overlap = ggml_webgpu_tensor_equal(context.src1, context.dst);
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key.src_overlap = ggml_webgpu_tensor_overlap(context.src0, context.src1);
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key.src_overlap = src_overlap;
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auto it = binary_pipelines.find(key);
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if (it != binary_pipelines.end()) {
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@@ -2678,10 +2699,10 @@ class ggml_webgpu_shader_lib {
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return pipeline;
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}
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webgpu_pipeline get_concat_pipeline(const ggml_webgpu_shader_lib_context & context) {
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webgpu_pipeline get_concat_pipeline(const ggml_webgpu_shader_lib_context & context, bool src_overlap) {
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ggml_webgpu_concat_pipeline_key key = {};
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key.type = context.dst->type;
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key.src_overlap = ggml_webgpu_tensor_overlap(context.src0, context.src1);
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key.src_overlap = src_overlap;
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auto it = concat_pipelines.find(key);
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if (it != concat_pipelines.end()) {
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@@ -2761,7 +2782,7 @@ class ggml_webgpu_shader_lib {
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return repeat_pipelines[key];
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}
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webgpu_pipeline get_flash_attn_pipeline(const ggml_webgpu_shader_lib_context & context) {
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webgpu_pipeline get_flash_attn_pipeline(const ggml_webgpu_shader_lib_context & context, bool kv_overlap) {
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const bool can_use_subgroup_matrix = ggml_webgpu_flash_attn_can_use_subgroup_matrix_path(
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context.supports_subgroup_matrix, context.sg_mat_k, context.sg_mat_n, context.src0, context.src2);
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ggml_webgpu_flash_attn_decisions decisions = {};
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@@ -2769,8 +2790,8 @@ class ggml_webgpu_shader_lib {
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decisions.q_tile = decisions.use_sg_matrix ? context.sg_mat_m : GGML_WEBGPU_FLASH_ATTN_TILE_Q_TILE;
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ggml_webgpu_flash_attn_pipeline_key key = {};
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key.common =
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ggml_webgpu_flash_attn_make_common_pipeline_key(context, decisions.use_sg_matrix ? context.sg_mat_k : 1u);
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key.common = ggml_webgpu_flash_attn_make_common_pipeline_key(
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context, decisions.use_sg_matrix ? context.sg_mat_k : 1u, kv_overlap);
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key.common.kv_direct = decisions.use_sg_matrix && key.common.kv_direct;
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key.use_sg_matrix = decisions.use_sg_matrix;
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@@ -2824,9 +2845,10 @@ class ggml_webgpu_shader_lib {
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return flash_attn_pipelines[key];
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}
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webgpu_pipeline get_flash_attn_vec_pipeline(const ggml_webgpu_shader_lib_context & context) {
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webgpu_pipeline get_flash_attn_vec_pipeline(const ggml_webgpu_shader_lib_context & context, bool kv_overlap) {
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ggml_webgpu_flash_attn_vec_pipeline_key key = {};
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key.common = ggml_webgpu_flash_attn_make_common_pipeline_key(context, GGML_WEBGPU_FLASH_ATTN_TILE_KV_VEC_WIDTH);
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key.common = ggml_webgpu_flash_attn_make_common_pipeline_key(context, GGML_WEBGPU_FLASH_ATTN_TILE_KV_VEC_WIDTH,
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kv_overlap);
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auto it = flash_attn_vec_pipelines.find(key);
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if (it != flash_attn_vec_pipelines.end()) {
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@@ -2984,11 +3006,12 @@ class ggml_webgpu_shader_lib {
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return cpy_pipelines[key];
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}
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webgpu_pipeline get_glu_pipeline(const ggml_webgpu_shader_lib_context & context) {
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webgpu_pipeline get_glu_pipeline(const ggml_webgpu_shader_lib_context & context, bool src_overlap) {
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ggml_webgpu_glu_pipeline_key key = {};
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key.glu_op = ggml_get_glu_op(context.dst);
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key.type = context.dst->type;
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key.split = (context.src1 != nullptr);
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key.src_overlap = src_overlap;
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auto it = glu_pipelines.find(key);
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if (it != glu_pipelines.end()) {
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@@ -3039,7 +3062,10 @@ class ggml_webgpu_shader_lib {
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GGML_ABORT("Unsupported type for GLU shader");
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}
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if (key.split) {
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if (key.src_overlap) {
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defines.push_back("SRC_OVERLAP");
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variant += "_src_overlap";
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} else if (key.split) {
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variant += "_split";
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} else {
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defines.push_back("NO_SPLIT");
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@@ -3048,8 +3074,9 @@ class ggml_webgpu_shader_lib {
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defines.push_back(std::string("WG_SIZE=") + std::to_string(context.max_wg_size));
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auto processed = preprocessor.preprocess(wgsl_glu, defines);
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auto decisions = std::make_shared<ggml_webgpu_generic_shader_decisions>();
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auto decisions = std::make_shared<ggml_webgpu_glu_shader_decisions>();
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decisions->wg_size = context.max_wg_size;
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decisions->src_overlap = key.src_overlap;
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webgpu_pipeline pipeline = ggml_webgpu_create_pipeline(device, processed, variant);
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pipeline.context = decisions;
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glu_pipelines[key] = pipeline;
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