vulkan/cpu: Support f16 as SET_ROWS src. (#25432)
* vulkan/cpu: Support f16 as SET_ROWS src. This adds full support for f16 SET_ROWS (equivalent to f32) to vulkan and CPU backends, and adds more backend tests. * Set DenormPreserve 16 when supported, to try to fix failures on Intel * tune error threshold * update metal supports_op
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@@ -723,6 +723,7 @@ struct vk_device_struct {
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bool uma;
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bool prefer_host_memory;
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bool float_controls_rte_fp16;
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bool float_controls_denorm_preserve_fp16;
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bool subgroup_basic;
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bool subgroup_arithmetic;
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bool subgroup_shuffle;
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@@ -868,8 +869,9 @@ struct vk_device_struct {
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vk_pipeline pipeline_cpy_f32_quant[GGML_TYPE_COUNT];
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vk_pipeline pipeline_cpy_quant_f32[GGML_TYPE_COUNT];
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vk_pipeline pipeline_cpy_transpose_16, pipeline_cpy_transpose_32;
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vk_pipeline pipeline_set_rows_i32[GGML_TYPE_COUNT];
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vk_pipeline pipeline_set_rows_i64[GGML_TYPE_COUNT];
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// [src0 0=fp32,1=fp16][dst]
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vk_pipeline pipeline_set_rows_i32[2][GGML_TYPE_COUNT];
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vk_pipeline pipeline_set_rows_i64[2][GGML_TYPE_COUNT];
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vk_pipeline pipeline_norm_f32;
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vk_pipeline pipeline_group_norm_f32;
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vk_pipeline pipeline_rms_norm_f32;
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@@ -2595,10 +2597,10 @@ static void ggml_vk_create_pipeline_func(vk_device& device, vk_pipeline& pipelin
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vk::ShaderModuleCreateInfo shader_module_create_info({}, spv_size, reinterpret_cast<const uint32_t *>(spv_data));
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// Patch SPIR-V to enable RTE rounding for FP16, avoiding the need for
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// separate shader variants compiled with -DRTE16.
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// Patch SPIR-V to enable supported FP16 float controls, avoiding the need
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// for separate shader variants.
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std::vector<uint32_t> spirv;
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if (device->float_controls_rte_fp16) {
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if (device->float_controls_rte_fp16 || device->float_controls_denorm_preserve_fp16) {
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const uint32_t* spv_words = reinterpret_cast<const uint32_t *>(spv_data);
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size_t word_count = spv_size / sizeof(uint32_t);
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spirv.assign(spv_words, spv_words + word_count);
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@@ -2635,9 +2637,17 @@ static void ggml_vk_create_pipeline_func(vk_device& device, vk_pipeline& pipelin
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// Insert from latest position first so earlier indices stay valid.
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// OpExecutionMode %entrypoint RoundingModeRTE 16
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uint32_t exec_mode[] = { (4u << spv::WordCountShift) | spv::OpExecutionMode, entry_point_id, spv::ExecutionModeRoundingModeRTE, 16 };
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spirv.insert(spirv.begin() + exec_insert_pos, std::begin(exec_mode), std::end(exec_mode));
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if (device->float_controls_rte_fp16) {
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// OpExecutionMode %entrypoint RoundingModeRTE 16
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uint32_t exec_mode[] = { (4u << spv::WordCountShift) | spv::OpExecutionMode, entry_point_id, spv::ExecutionModeRoundingModeRTE, 16 };
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spirv.insert(spirv.begin() + exec_insert_pos, std::begin(exec_mode), std::end(exec_mode));
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}
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if (device->float_controls_denorm_preserve_fp16) {
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// OpExecutionMode %entrypoint DenormPreserve 16
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uint32_t exec_mode[] = { (4u << spv::WordCountShift) | spv::OpExecutionMode, entry_point_id, spv::ExecutionModeDenormPreserve, 16 };
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spirv.insert(spirv.begin() + exec_insert_pos, std::begin(exec_mode), std::end(exec_mode));
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}
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// OpExtension "SPV_KHR_float_controls"
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const char ext_str[] = "SPV_KHR_float_controls";
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@@ -2647,9 +2657,17 @@ static void ggml_vk_create_pipeline_func(vk_device& device, vk_pipeline& pipelin
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memcpy(&extension[1], ext_str, sizeof(ext_str));
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spirv.insert(spirv.begin() + ext_insert_pos, extension.begin(), extension.end());
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// OpCapability RoundingModeRTE
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uint32_t capability[] = { (2u << spv::WordCountShift) | spv::OpCapability, spv::CapabilityRoundingModeRTE };
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spirv.insert(spirv.begin() + cap_insert_pos, std::begin(capability), std::end(capability));
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if (device->float_controls_rte_fp16) {
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// OpCapability RoundingModeRTE
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uint32_t capability[] = { (2u << spv::WordCountShift) | spv::OpCapability, spv::CapabilityRoundingModeRTE };
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spirv.insert(spirv.begin() + cap_insert_pos, std::begin(capability), std::end(capability));
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}
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if (device->float_controls_denorm_preserve_fp16) {
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// OpCapability DenormPreserve
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uint32_t capability[] = { (2u << spv::WordCountShift) | spv::OpCapability, spv::CapabilityDenormPreserve };
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spirv.insert(spirv.begin() + cap_insert_pos, std::begin(capability), std::end(capability));
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}
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shader_module_create_info = vk::ShaderModuleCreateInfo({}, spirv.size() * sizeof(uint32_t), spirv.data());
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}
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@@ -5187,20 +5205,22 @@ static void ggml_vk_load_shaders(vk_device& device, vk_pipeline requested) {
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ggml_vk_create_pipeline(device, device->pipeline_cpy_f32_quant[GGML_TYPE_Q8_0], "cpy_f32_q8_0", cpy_f32_q8_0_len, cpy_f32_q8_0_data, "main", 2, sizeof(vk_op_unary_push_constants), {32, 1, 1}, {}, 1);
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ggml_vk_create_pipeline(device, device->pipeline_cpy_f32_quant[GGML_TYPE_IQ4_NL], "cpy_f32_iq4_nl", cpy_f32_iq4_nl_len, cpy_f32_iq4_nl_data, "main", 2, sizeof(vk_op_unary_push_constants), {32, 1, 1}, {}, 1);
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#define SET_ROWS(itype) \
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ggml_vk_create_pipeline(device, device->pipeline_set_rows ## itype [GGML_TYPE_F32], "set_rows_f32" #itype, set_rows_f32 ## itype ## _len, set_rows_f32 ## itype ## _data, "main", 3, sizeof(vk_op_binary_push_constants), {1, 1, 1}, {1}, 1, true); \
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ggml_vk_create_pipeline(device, device->pipeline_set_rows ## itype [GGML_TYPE_F16], "set_rows_f16" #itype, set_rows_f16 ## itype ## _len, set_rows_f16 ## itype ## _data, "main", 3, sizeof(vk_op_binary_push_constants), {1, 1, 1}, {1}, 1, true); \
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ggml_vk_create_pipeline(device, device->pipeline_set_rows ## itype [GGML_TYPE_BF16], "set_rows_bf16" #itype, set_rows_bf16 ## itype ## _len, set_rows_bf16 ## itype ## _data, "main", 3, sizeof(vk_op_binary_push_constants), {1, 1, 1}, {1}, 1, true); \
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ggml_vk_create_pipeline(device, device->pipeline_set_rows ## itype [GGML_TYPE_Q1_0], "set_rows_q1_0" #itype, set_rows_q1_0 ## itype ## _len, set_rows_q1_0 ## itype ## _data, "main", 3, sizeof(vk_op_binary_push_constants), {1, 1, 1}, {1}, 1, true); \
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ggml_vk_create_pipeline(device, device->pipeline_set_rows ## itype [GGML_TYPE_Q4_0], "set_rows_q4_0" #itype, set_rows_q4_0 ## itype ## _len, set_rows_q4_0 ## itype ## _data, "main", 3, sizeof(vk_op_binary_push_constants), {1, 1, 1}, {1}, 1, true); \
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ggml_vk_create_pipeline(device, device->pipeline_set_rows ## itype [GGML_TYPE_Q4_1], "set_rows_q4_1" #itype, set_rows_q4_1 ## itype ## _len, set_rows_q4_1 ## itype ## _data, "main", 3, sizeof(vk_op_binary_push_constants), {1, 1, 1}, {1}, 1, true); \
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ggml_vk_create_pipeline(device, device->pipeline_set_rows ## itype [GGML_TYPE_Q5_0], "set_rows_q5_0" #itype, set_rows_q5_0 ## itype ## _len, set_rows_q5_0 ## itype ## _data, "main", 3, sizeof(vk_op_binary_push_constants), {1, 1, 1}, {1}, 1, true); \
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ggml_vk_create_pipeline(device, device->pipeline_set_rows ## itype [GGML_TYPE_Q5_1], "set_rows_q5_1" #itype, set_rows_q5_1 ## itype ## _len, set_rows_q5_1 ## itype ## _data, "main", 3, sizeof(vk_op_binary_push_constants), {1, 1, 1}, {1}, 1, true); \
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ggml_vk_create_pipeline(device, device->pipeline_set_rows ## itype [GGML_TYPE_Q8_0], "set_rows_q8_0" #itype, set_rows_q8_0 ## itype ## _len, set_rows_q8_0 ## itype ## _data, "main", 3, sizeof(vk_op_binary_push_constants), {1, 1, 1}, {1}, 1, true); \
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ggml_vk_create_pipeline(device, device->pipeline_set_rows ## itype [GGML_TYPE_IQ4_NL], "set_rows_iq4_nl" #itype, set_rows_iq4_nl ## itype ## _len, set_rows_iq4_nl ## itype ## _data, "main", 3, sizeof(vk_op_binary_push_constants), {1, 1, 1}, {1}, 1, true);
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#define SET_ROWS(src_idx, src, itype) \
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ggml_vk_create_pipeline(device, device->pipeline_set_rows ## itype [src_idx][GGML_TYPE_F32], "set_rows_" #src "_f32" #itype, set_rows_ ## src ## _f32 ## itype ## _len, set_rows_ ## src ## _f32 ## itype ## _data, "main", 3, sizeof(vk_op_binary_push_constants), {1, 1, 1}, {1}, 1, true); \
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ggml_vk_create_pipeline(device, device->pipeline_set_rows ## itype [src_idx][GGML_TYPE_F16], "set_rows_" #src "_f16" #itype, set_rows_ ## src ## _f16 ## itype ## _len, set_rows_ ## src ## _f16 ## itype ## _data, "main", 3, sizeof(vk_op_binary_push_constants), {1, 1, 1}, {1}, 1, true); \
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ggml_vk_create_pipeline(device, device->pipeline_set_rows ## itype [src_idx][GGML_TYPE_BF16], "set_rows_" #src "_bf16" #itype, set_rows_ ## src ## _bf16 ## itype ## _len, set_rows_ ## src ## _bf16 ## itype ## _data, "main", 3, sizeof(vk_op_binary_push_constants), {1, 1, 1}, {1}, 1, true); \
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ggml_vk_create_pipeline(device, device->pipeline_set_rows ## itype [src_idx][GGML_TYPE_Q1_0], "set_rows_" #src "_q1_0" #itype, set_rows_ ## src ## _q1_0 ## itype ## _len, set_rows_ ## src ## _q1_0 ## itype ## _data, "main", 3, sizeof(vk_op_binary_push_constants), {1, 1, 1}, {1}, 1, true); \
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ggml_vk_create_pipeline(device, device->pipeline_set_rows ## itype [src_idx][GGML_TYPE_Q4_0], "set_rows_" #src "_q4_0" #itype, set_rows_ ## src ## _q4_0 ## itype ## _len, set_rows_ ## src ## _q4_0 ## itype ## _data, "main", 3, sizeof(vk_op_binary_push_constants), {1, 1, 1}, {1}, 1, true); \
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ggml_vk_create_pipeline(device, device->pipeline_set_rows ## itype [src_idx][GGML_TYPE_Q4_1], "set_rows_" #src "_q4_1" #itype, set_rows_ ## src ## _q4_1 ## itype ## _len, set_rows_ ## src ## _q4_1 ## itype ## _data, "main", 3, sizeof(vk_op_binary_push_constants), {1, 1, 1}, {1}, 1, true); \
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ggml_vk_create_pipeline(device, device->pipeline_set_rows ## itype [src_idx][GGML_TYPE_Q5_0], "set_rows_" #src "_q5_0" #itype, set_rows_ ## src ## _q5_0 ## itype ## _len, set_rows_ ## src ## _q5_0 ## itype ## _data, "main", 3, sizeof(vk_op_binary_push_constants), {1, 1, 1}, {1}, 1, true); \
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ggml_vk_create_pipeline(device, device->pipeline_set_rows ## itype [src_idx][GGML_TYPE_Q5_1], "set_rows_" #src "_q5_1" #itype, set_rows_ ## src ## _q5_1 ## itype ## _len, set_rows_ ## src ## _q5_1 ## itype ## _data, "main", 3, sizeof(vk_op_binary_push_constants), {1, 1, 1}, {1}, 1, true); \
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ggml_vk_create_pipeline(device, device->pipeline_set_rows ## itype [src_idx][GGML_TYPE_Q8_0], "set_rows_" #src "_q8_0" #itype, set_rows_ ## src ## _q8_0 ## itype ## _len, set_rows_ ## src ## _q8_0 ## itype ## _data, "main", 3, sizeof(vk_op_binary_push_constants), {1, 1, 1}, {1}, 1, true); \
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ggml_vk_create_pipeline(device, device->pipeline_set_rows ## itype [src_idx][GGML_TYPE_IQ4_NL], "set_rows_" #src "_iq4_nl" #itype, set_rows_ ## src ## _iq4_nl ## itype ## _len, set_rows_ ## src ## _iq4_nl ## itype ## _data, "main", 3, sizeof(vk_op_binary_push_constants), {1, 1, 1}, {1}, 1, true);
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SET_ROWS(_i32)
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SET_ROWS(_i64)
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SET_ROWS(0, f32, _i32)
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SET_ROWS(0, f32, _i64)
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SET_ROWS(1, f16, _i32)
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SET_ROWS(1, f16, _i64)
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#undef SET_ROWS
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@@ -6031,6 +6051,7 @@ static vk_device ggml_vk_get_device(size_t idx) {
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device->shader_core_count = 0;
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}
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device->float_controls_rte_fp16 = vk12_props.shaderRoundingModeRTEFloat16;
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device->float_controls_denorm_preserve_fp16 = vk12_props.shaderDenormPreserveFloat16;
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device->subgroup_basic = (vk11_props.subgroupSupportedStages & vk::ShaderStageFlagBits::eCompute) &&
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(vk11_props.subgroupSupportedOperations & vk::SubgroupFeatureFlagBits::eBasic);
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@@ -10843,10 +10864,17 @@ static vk_pipeline ggml_vk_op_get_pipeline(ggml_backend_vk_context * ctx, const
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case GGML_OP_DUP:
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return ggml_vk_get_cpy_pipeline(ctx, src0, dst, dst->type);
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case GGML_OP_SET_ROWS:
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if (src1->type == GGML_TYPE_I64) {
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return ctx->device->pipeline_set_rows_i64[dst->type];
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} else {
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return ctx->device->pipeline_set_rows_i32[dst->type];
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{
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if (src0->type != GGML_TYPE_F32 && src0->type != GGML_TYPE_F16) {
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return nullptr;
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}
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const int src_idx = src0->type == GGML_TYPE_F16;
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if (src1->type == GGML_TYPE_I64) {
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return ctx->device->pipeline_set_rows_i64[src_idx][dst->type];
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} else if (src1->type == GGML_TYPE_I32) {
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return ctx->device->pipeline_set_rows_i32[src_idx][dst->type];
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}
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return nullptr;
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}
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case GGML_OP_SILU_BACK:
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if (src0->type == GGML_TYPE_F32 && src1->type == GGML_TYPE_F32 && dst->type == GGML_TYPE_F32) {
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@@ -17500,24 +17528,25 @@ static bool ggml_backend_vk_device_supports_op(ggml_backend_dev_t dev, const ggm
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return op->type == GGML_TYPE_F32 && op->src[0]->type == GGML_TYPE_F32;
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case GGML_OP_SET_ROWS:
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{
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if (op->src[0]->type == GGML_TYPE_F32) {
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switch (op->type) {
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case GGML_TYPE_F32:
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case GGML_TYPE_F16:
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case GGML_TYPE_BF16:
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case GGML_TYPE_Q1_0:
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case GGML_TYPE_Q4_0:
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case GGML_TYPE_Q4_1:
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case GGML_TYPE_Q5_0:
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case GGML_TYPE_Q5_1:
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case GGML_TYPE_Q8_0:
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case GGML_TYPE_IQ4_NL:
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return true;
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default:
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return false;
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}
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if ((op->src[0]->type != GGML_TYPE_F32 && op->src[0]->type != GGML_TYPE_F16) ||
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(op->src[1]->type != GGML_TYPE_I32 && op->src[1]->type != GGML_TYPE_I64)) {
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return false;
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}
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switch (op->type) {
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case GGML_TYPE_F32:
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case GGML_TYPE_F16:
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case GGML_TYPE_BF16:
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case GGML_TYPE_Q1_0:
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case GGML_TYPE_Q4_0:
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case GGML_TYPE_Q4_1:
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case GGML_TYPE_Q5_0:
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case GGML_TYPE_Q5_1:
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case GGML_TYPE_Q8_0:
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case GGML_TYPE_IQ4_NL:
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return true;
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default:
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return false;
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}
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return false;
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}
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case GGML_OP_CONT:
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case GGML_OP_CPY:
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