mirror of
https://github.com/ggml-org/llama.cpp.git
synced 2026-09-29 09:27:33 -05:00
Georgi Gerganov
5b59b83f4e
* metal : add top-k MoE fusion Adds a Metal fusion for SOFT_MAX + ARGSORT + GET_ROWS with optional routing-weight normalization and scale, matching the top-k MoE fusion available in the CUDA and Vulkan backends. The fused kernel writes the selected expert ids and routing weights directly, eliding the separate softmax, argsort, get-rows, sum-rows, clamp, div and scale kernels. Assisted-by: pi:llama.cpp/DeepSeek-V4-Flash-Vision-Exp * metal : add MoE weighted reduction fusion Fuses MUL(experts, weights) plus the expert VIEW/ADD chain into one kernel that computes the weighted sum directly. The graph_optimize hook keeps the expert and weight buffers alive until the fused output so the allocator cannot reuse them while the kernel is still reading them. Assisted-by: pi:llama.cpp/DeepSeek-V4-Flash-Vision-Exp * tests : expose MoE weighted reduction in fusion baseline Use 2 experts per token in the generated MoE test models so the Metal MoE weighted reduction fusion (MUL + ADD) is exercised by test-fusion. Assisted-by: pi:llama.cpp/DeepSeek-V4-Flash-Vision-Exp * metal : fuse RMS_NORM + SCALE Adds NORM/RMS_NORM + SCALE fusion to the Metal backend by reusing the norm+mul kernel with a scalar scale flag. Adds test coverage for both NORM+SCALE and RMS_NORM+SCALE and regenerates the fusion baseline. Assisted-by: pi:llama.cpp/DeepSeek-V4-Flash-Vision-Exp * metal : use function constant for RMS_NORM + SCALE Replaces the runtime use_scale karg with a Metal function constant. The norm+mul kernel is compiled with FC_norm_use_scale=false for MUL fusion and FC_norm_use_scale=true for SCALE fusion, so the fused kernel has no runtime branch. Assisted-by: pi:llama.cpp/DeepSeek-V4-Flash-Vision-Exp * metal : use function constant for top-k MoE with_norm Replaces the runtime with_norm karg with a Metal function constant. The top-k MoE kernel is compiled separately for the normalized and non-normalized routing variants, removing the runtime branch. Assisted-by: pi:llama.cpp/DeepSeek-V4-Flash-Vision-Exp * metal : rename moe_weighted_reduction suffix to moe_reduce Shortens the MoE weighted-reduction fusion identifiers, kernel, pipeline, matcher, args struct, and test op name from moe_weighted_reduction to moe_reduce. Assisted-by: pi:llama.cpp/DeepSeek-V4-Flash-Vision-Exp * metal : add MUL_MAT + UNARY and MUL_MAT + ADD + UNARY fusion Adds dense mat-vec activation fusion for sigmoid/silu and bias+softplus. The mat-vec kernels apply the activation/bias epilogue via function constants, avoiding the separate unary/add passes. Assisted-by: pi:llama.cpp/DeepSeek-V4-Flash-Vision-Exp * metal : revert MUL_MAT + UNARY and MUL_MAT + ADD + UNARY fusion The mat-vec activation fusion regressed decode throughput on Qwen3.6-35B-A3B by ~8% (tg32 81.5 vs 88.5 t/s). The regression is caused by loss of concurrency: the standalone unary kernels previously overlapped with other mat-vec work, while fusing the activation into the mat-vec kernel serializes it on the critical path. Assisted-by: pi:llama.cpp/DeepSeek-V4-Flash-Vision-Exp * metal : add SSM_CONV + UNARY (silu) fusion The SSM_CONV kernels apply silu directly via a function constant, eliding the separate unary pass. Regenerates the fusion baseline. Assisted-by: pi:llama.cpp/DeepSeek-V4-Flash-Vision-Exp * metal : address fusion review comments - Fix declaration/table alignment - Rename top-k MoE kargs fields to val_clamp / val_scale - Move moe-reduce alloc-deps handling into a general fusion helper - Remove the public moe-reduce matcher API Assisted-by: pi:llama.cpp/DeepSeek-V4-Flash-Vision-Exp * metal : fix unused parameter in top-k MoE fusion check Assisted-by: pi:llama.cpp/DeepSeek-V4-Flash-Vision-Exp * metal : guard SSM_CONV fusion lookup behind use_fusion Assisted-by: pi:llama.cpp/DeepSeek-V4-Flash-Vision-Exp * metal : track all fused outputs in graph reorder Assisted-by: pi:llama.cpp/DeepSeek-V4-Flash-Vision-Exp * metal : keep top-k MoE logits alive until fused output Assisted-by: pi:llama.cpp/DeepSeek-V4-Flash-Vision-Exp * metal : refactor alloc deps to pattern-driven approach Assisted-by: pi:llama.cpp/DeepSeek-V4-Flash-Vision-Exp * metal : check fused kernel destination in concurrency tracking Assisted-by: pi:llama.cpp/DeepSeek-V4-Flash-Vision-Exp * meta : forward graph_optimize to underlying backends Assisted-by: pi:llama.cpp/DeepSeek-V4-Flash-Vision-Exp * metal : use vector for fusion table Assisted-by: pi:llama.cpp/DeepSeek-V4-Flash-Vision-Exp * meta : keep graph_optimize unimplemented Assisted-by: pi:llama.cpp/DeepSeek-V4-Flash-Vision-Exp * parallel : fix non-deterministic prompt selection Assisted-by: pi:llama.cpp/DeepSeek-V4-Flash-Vision-Exp * parallel : support dummy models and add global logits run hash Assisted-by: pi:llama.cpp/DeepSeek-V4-Flash-Vision-Exp * metal : sync cross-device copies with destination completion event Assisted-by: pi:llama.cpp/DeepSeek-V4-Flash-Vision-Exp * metal : avoid const_cast in fusion alloc deps Assisted-by: pi:llama.cpp/DeepSeek-V4-Flash-Vision-Exp * metal : skip fusions with aliased sources Assisted-by: pi:llama.cpp/DeepSeek-V4-Flash-Vision-Exp * metal : hide fusion pattern definition Assisted-by: pi:llama.cpp/DeepSeek-V4-Flash-Vision-Exp * metal : use vector fusion op sequences Assisted-by: pi:llama.cpp/DeepSeek-V4-Flash-Vision-Exp * metal : drop redundant struct keywords Assisted-by: pi:llama.cpp/DeepSeek-V4-Flash-Vision-Exp * metal : add alloc deps comment separator Assisted-by: pi:llama.cpp/DeepSeek-V4-Flash-Vision-Exp * metal : generalize fusion output memory ranges Assisted-by: pi:llama.cpp/DeepSeek-V4-Flash-Vision-Exp * metal : rename fusion out_offsets to outs Assisted-by: pi:llama.cpp/DeepSeek-V4-Flash-Vision-Exp * metal : avoid dst vector in memory range check Assisted-by: pi:llama.cpp/DeepSeek-V4-Flash-Vision-Exp * metal : optimize fusion matching and multi-output handling - use pointer arithmetic for fusion info count lookup - avoid heap allocations in top-k MoE and MoE reduce pattern matchers - use fusion outs for multi-output subgraph checks Assisted-by: pi:llama.cpp/DeepSeek-V4-Flash-Vision-Exp * Revert "parallel : support dummy models and add global logits run hash" This reverts commit 57c7caf941c1b43c270fd5009c9f175063522e96. * fusion : update MTL.csv * metal : unroll constant loops in top-k MoE kernel Assisted-by: pi:llama.cpp/DeepSeek-V4-Flash-Vision-Exp * metal : use function constants for top-k MoE n_expert and top_k Assisted-by: pi:llama.cpp/DeepSeek-V4-Flash-Vision-Exp * metal : rename fusion kargs to scale and clamp Assisted-by: pi:llama.cpp/DeepSeek-V4-Flash-Vision-Exp * metal : use function constants for moe_reduce and ssm_conv Assisted-by: pi:llama.cpp/DeepSeek-V4-Flash-Vision-Exp * fusion : update MTL.csv
267 lines
19 KiB
CSV
267 lines
19 KiB
CSV
# test-fusion baseline for device MTL
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# arch ,moe ,mode ,label , count
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afmoe ,1 ,any ,MUL+ADD , 2
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afmoe ,1 ,any ,RMS_NORM+MUL , 10
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afmoe ,1 ,any ,RMS_NORM+MUL+ADD , 3
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arcee ,0 ,any ,RMS_NORM+MUL , 5
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arctic ,0 ,any ,MUL+ADD , 4
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arctic ,0 ,any ,RMS_NORM+MUL , 7
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arctic ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
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baichuan ,0 ,any ,RMS_NORM+MUL , 5
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bailingmoe ,1 ,any ,ADD+ADD , 2
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bailingmoe ,1 ,any ,MUL+ADD , 4
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bailingmoe ,1 ,any ,RMS_NORM+MUL , 5
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bailingmoe ,1 ,any ,SOFT_MAX+ARGSORT+GET_ROWS , 2
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bailingmoe2 ,1 ,any ,ADD+ADD , 1
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bailingmoe2 ,1 ,any ,MUL+ADD , 2
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bailingmoe2 ,1 ,any ,RMS_NORM+MUL , 9
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bailingmoe3 ,1 ,any ,ADD+ADD , 1
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bailingmoe3 ,1 ,any ,GATED_DELTA_NET+CPY , 1
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bailingmoe3 ,1 ,any ,MUL+ADD , 2
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bailingmoe3 ,1 ,any ,RMS_NORM+MUL , 8
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bailingmoe3 ,1 ,any ,RMS_NORM+SCALE , 2
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bloom ,0 ,any ,NORM+MUL+ADD , 6
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chatglm ,0 ,any ,RMS_NORM+MUL , 5
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codeshell ,0 ,any ,NORM+MUL+ADD , 5
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cogvlm ,0 ,any ,RMS_NORM+MUL , 5
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cohere2 ,0 ,any ,ADD+ADD , 2
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cohere2 ,0 ,any ,NORM+MUL , 3
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cohere2moe ,1 ,any ,ADD+ADD , 2
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cohere2moe ,1 ,any ,MUL+ADD , 2
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cohere2moe ,1 ,any ,RMS_NORM+MUL , 3
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command-r ,0 ,any ,NORM+MUL , 3
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dbrx ,0 ,any ,MUL+ADD , 4
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dbrx ,0 ,any ,NORM+MUL , 5
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dbrx ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
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deci ,0 ,any ,RMS_NORM+MUL , 5
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deepseek ,0 ,any ,ADD+ADD , 1
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deepseek ,0 ,any ,MUL+ADD , 2
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deepseek ,0 ,any ,RMS_NORM+MUL , 5
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deepseek ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS , 1
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deepseek2 ,0 ,any ,ADD+ADD , 1
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deepseek2 ,0 ,any ,MUL+ADD , 2
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deepseek2 ,0 ,any ,RMS_NORM+MUL , 9
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deepseek32 ,0 ,any ,ADD+ADD , 1
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deepseek32 ,0 ,any ,MUL+ADD , 2
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deepseek32 ,0 ,any ,NORM+MUL+ADD , 2
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deepseek32 ,0 ,any ,RMS_NORM+MUL , 9
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deepseek4 ,0 ,any ,MUL+ADD , 8
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deepseek4 ,0 ,any ,RMS_NORM+MUL , 20
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dots1 ,0 ,any ,ADD+ADD , 1
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dots1 ,0 ,any ,MUL+ADD , 2
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dots1 ,0 ,any ,RMS_NORM+MUL , 9
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dots3note ,0 ,any ,ADD+ADD , 1
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dots3note ,0 ,any ,MUL+ADD , 2
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dots3note ,0 ,any ,NORM+MUL+ADD , 1
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dots3note ,0 ,any ,RMS_NORM+MUL , 11
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dream ,0 ,any ,RMS_NORM+MUL , 5
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ernie4_5-moe ,1 ,any ,ADD+ADD , 1
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ernie4_5-moe ,1 ,any ,MUL+ADD , 2
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ernie4_5-moe ,1 ,any ,RMS_NORM+MUL , 5
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ernie4_5 ,0 ,any ,RMS_NORM+MUL , 5
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exaone ,0 ,any ,RMS_NORM+MUL , 5
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exaone-moe ,1 ,any ,ADD+ADD , 1
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exaone-moe ,1 ,any ,MUL+ADD , 2
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exaone-moe ,1 ,any ,RMS_NORM+MUL , 9
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exaone4 ,0 ,any ,RMS_NORM+MUL , 5
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exaone4 ,0 ,any ,RMS_NORM+MUL+ADD , 4
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falcon ,0 ,any ,ADD+ADD , 2
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falcon ,0 ,any ,NORM+MUL+ADD , 5
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falcon-h1 ,0 ,any ,ADD+ADD , 2
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falcon-h1 ,0 ,any ,RMS_NORM+MUL , 9
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gemma ,0 ,any ,RMS_NORM+MUL , 5
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gemma2 ,0 ,any ,RMS_NORM+MUL , 5
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gemma2 ,0 ,any ,RMS_NORM+MUL+ADD , 4
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gemma3 ,0 ,any ,RMS_NORM+MUL , 9
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gemma3 ,0 ,any ,RMS_NORM+MUL+ADD , 4
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glm-dsa ,0 ,any ,ADD+ADD , 1
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glm-dsa ,0 ,any ,MUL+ADD , 2
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glm-dsa ,0 ,any ,NORM+MUL+ADD , 2
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glm-dsa ,0 ,any ,RMS_NORM+MUL , 9
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glm4 ,0 ,any ,RMS_NORM+MUL , 5
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glm4 ,0 ,any ,RMS_NORM+MUL+ADD , 4
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glm4moe ,1 ,any ,ADD+ADD , 1
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glm4moe ,1 ,any ,MUL+ADD , 2
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glm4moe ,1 ,any ,RMS_NORM+MUL , 9
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gpt-oss ,0 ,any ,MUL+ADD , 4
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gpt-oss ,0 ,any ,RMS_NORM+MUL , 5
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gpt2 ,0 ,any ,NORM+MUL+ADD , 5
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gptneox ,0 ,any ,NORM+MUL+ADD , 5
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granite ,0 ,any ,RMS_NORM+MUL , 5
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granite ,0 ,any ,MUL+ADD , 4
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granite ,0 ,any ,RMS_NORM+MUL , 5
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granite ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
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granite_swa ,0 ,any ,RMS_NORM+MUL , 5
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granitehybrid ,0 ,any ,RMS_NORM+MUL , 6
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granitemoe ,1 ,any ,RMS_NORM+MUL , 5
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granitemoe ,1 ,any ,MUL+ADD , 4
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granitemoe ,1 ,any ,RMS_NORM+MUL , 5
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granitemoe ,1 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
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grok ,0 ,any ,MUL+ADD , 4
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grok ,0 ,any ,RMS_NORM+MUL , 5
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grok ,0 ,any ,RMS_NORM+MUL+ADD , 4
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grok ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
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grovemoe ,1 ,any ,ADD+ADD , 2
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grovemoe ,1 ,any ,MUL+ADD , 8
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grovemoe ,1 ,any ,RMS_NORM+MUL , 9
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hunyuan-dense ,0 ,any ,RMS_NORM+MUL , 9
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hunyuan-moe ,1 ,any ,ADD+ADD , 2
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hunyuan-moe ,1 ,any ,MUL+ADD , 4
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hunyuan-moe ,1 ,any ,RMS_NORM+MUL , 9
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hunyuan-moe ,1 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
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hunyuan_vl ,0 ,any ,RMS_NORM+MUL , 9
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hy_v3 ,0 ,any ,ADD+ADD , 2
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hy_v3 ,0 ,any ,MUL+ADD , 4
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hy_v3 ,0 ,any ,RMS_NORM+MUL , 9
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hy_v4 ,0 ,any ,MUL+ADD , 2
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hy_v4 ,0 ,any ,NORM+MUL+ADD , 1
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hy_v4 ,0 ,any ,RMS_NORM+MUL , 9
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internlm2 ,0 ,any ,RMS_NORM+MUL , 5
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jais ,0 ,any ,NORM+MUL+ADD , 5
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jais2 ,0 ,any ,NORM+MUL+ADD , 5
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jamba ,0 ,any ,RMS_NORM+MUL , 8
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kimi-k3 ,0 ,any ,GATED_DELTA_NET+CPY , 1
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kimi-k3 ,0 ,any ,MUL+ADD , 2
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kimi-k3 ,0 ,any ,RMS_NORM+MUL , 17
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kimi-k3 ,0 ,any ,RMS_NORM+SCALE , 2
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kimi-linear ,0 ,any ,ADD+ADD , 1
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kimi-linear ,0 ,any ,GATED_DELTA_NET+CPY , 1
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kimi-linear ,0 ,any ,MUL+ADD , 2
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kimi-linear ,0 ,any ,RMS_NORM+MUL , 7
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kimi-linear ,0 ,any ,RMS_NORM+SCALE , 2
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laguna ,0 ,any ,ADD+ADD , 1
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laguna ,0 ,any ,MUL+ADD , 2
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laguna ,0 ,any ,RMS_NORM+MUL , 9
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lfm2 ,0 ,any ,RMS_NORM+MUL , 7
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lfm2moe ,1 ,any ,MUL+ADD , 2
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lfm2moe ,1 ,any ,RMS_NORM+MUL , 7
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llada ,0 ,any ,RMS_NORM+MUL , 5
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llada-moe ,1 ,any ,MUL+ADD , 4
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llada-moe ,1 ,any ,RMS_NORM+MUL , 9
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llada-moe ,1 ,any ,SOFT_MAX+ARGSORT+GET_ROWS , 2
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llama ,0 ,any ,RMS_NORM+MUL , 5
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llama ,0 ,any ,MUL+ADD , 4
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llama ,0 ,any ,RMS_NORM+MUL , 5
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llama ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
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llama4 ,0 ,any ,ADD+ADD , 2
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llama4 ,0 ,any ,RMS_NORM+MUL , 9
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maincoder ,0 ,any ,RMS_NORM+MUL , 9
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mamba ,0 ,any ,RMS_NORM+MUL , 3
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mamba2 ,0 ,any ,RMS_NORM+MUL , 5
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maple ,0 ,any ,MUL+ADD , 4
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maple ,0 ,any ,RMS_NORM+MUL , 9
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maple ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
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mellum ,0 ,any ,MUL+ADD , 4
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mellum ,0 ,any ,RMS_NORM+MUL , 9
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mellum ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
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mimo2 ,0 ,any ,MUL+ADD , 4
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mimo2 ,0 ,any ,RMS_NORM+MUL , 5
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minicpm ,0 ,any ,RMS_NORM+MUL , 5
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minicpm ,0 ,any ,MUL+ADD , 4
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minicpm ,0 ,any ,RMS_NORM+MUL , 5
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minicpm ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
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minicpm3 ,0 ,any ,RMS_NORM+MUL , 9
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minimax-01 ,0 ,any ,MUL+ADD , 4
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minimax-01 ,0 ,any ,RMS_NORM+MUL , 6
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minimax-01 ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
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minimax-m2 ,0 ,any ,MUL+ADD , 4
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minimax-m2 ,0 ,any ,RMS_NORM+MUL , 9
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minimax-m3 ,0 ,any ,ADD+ADD , 1
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minimax-m3 ,0 ,any ,MUL+ADD , 2
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minimax-m3 ,0 ,any ,RMS_NORM+MUL , 11
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mistral3 ,0 ,any ,RMS_NORM+MUL , 5
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mistral3 ,0 ,any ,MUL+ADD , 4
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mistral3 ,0 ,any ,RMS_NORM+MUL , 5
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mistral3 ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
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mistral4 ,0 ,any ,ADD+ADD , 1
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mistral4 ,0 ,any ,MUL+ADD , 2
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mistral4 ,0 ,any ,RMS_NORM+MUL , 9
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mpt ,0 ,any ,NORM+MUL+ADD , 5
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muse-glimmer ,0 ,any ,RMS_NORM+MUL , 10
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muse-glimmer ,0 ,any ,RMS_NORM+MUL+ADD , 3
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nanbeige ,0 ,any ,RMS_NORM+MUL , 5
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nemotron ,0 ,any ,NORM+MUL+ADD , 5
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nemotron_h ,0 ,any ,RMS_NORM+MUL , 5
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nemotron_h_moe ,1 ,any ,RMS_NORM+MUL , 5
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olmo2 ,0 ,any ,RMS_NORM+MUL , 5
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olmo2 ,0 ,any ,RMS_NORM+MUL+ADD , 4
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olmoe ,1 ,any ,MUL+ADD , 4
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olmoe ,1 ,any ,RMS_NORM+MUL , 9
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olmoe ,1 ,any ,SOFT_MAX+ARGSORT+GET_ROWS , 2
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openelm ,0 ,any ,RMS_NORM+MUL , 9
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orion ,0 ,any ,NORM+MUL+ADD , 5
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paddleocr ,0 ,any ,RMS_NORM+MUL , 5
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pangu-embedded ,0 ,any ,RMS_NORM+MUL , 5
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phi2 ,0 ,any ,ADD+ADD , 2
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phi2 ,0 ,any ,NORM+MUL+ADD , 3
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phi3 ,0 ,any ,RMS_NORM+MUL , 5
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phimoe ,1 ,any ,MUL+ADD , 4
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phimoe ,1 ,any ,RMS_NORM+MUL+ADD , 5
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phimoe ,1 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
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plamo ,0 ,any ,ADD+ADD , 2
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plamo ,0 ,any ,RMS_NORM+MUL , 3
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plamo2 ,0 ,any ,RMS_NORM+MUL , 10
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plamo2 ,0 ,any ,RMS_NORM+MUL+ADD , 4
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plamo2 ,0 ,any ,SSM_CONV+UNARY , 1
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plamo3 ,0 ,any ,RMS_NORM+MUL , 9
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plamo3 ,0 ,any ,RMS_NORM+MUL+ADD , 4
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pockettts ,0 ,any ,NORM+MUL+ADD , 5
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qwen ,0 ,any ,RMS_NORM+MUL , 5
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qwen2 ,0 ,any ,RMS_NORM+MUL , 5
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qwen2moe ,1 ,any ,ADD+ADD , 2
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qwen2moe ,1 ,any ,MUL+ADD , 4
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qwen2moe ,1 ,any ,RMS_NORM+MUL , 5
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qwen2moe ,1 ,any ,SOFT_MAX+ARGSORT+GET_ROWS , 2
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qwen2vl ,0 ,any ,RMS_NORM+MUL , 5
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qwen3 ,0 ,any ,RMS_NORM+MUL , 9
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qwen35 ,0 ,any ,GATED_DELTA_NET+CPY , 1
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qwen35 ,0 ,any ,RMS_NORM+MUL , 8
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qwen35 ,0 ,any ,RMS_NORM+SCALE , 2
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qwen35 ,0 ,any ,SSM_CONV+UNARY , 1
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qwen35moe ,1 ,any ,ADD+ADD , 2
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qwen35moe ,1 ,any ,GATED_DELTA_NET+CPY , 1
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qwen35moe ,1 ,any ,MUL+ADD , 4
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qwen35moe ,1 ,any ,RMS_NORM+MUL , 8
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qwen35moe ,1 ,any ,RMS_NORM+SCALE , 2
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qwen35moe ,1 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
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qwen35moe ,1 ,any ,SSM_CONV+UNARY , 1
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qwen3moe ,1 ,any ,MUL+ADD , 4
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qwen3moe ,1 ,any ,RMS_NORM+MUL , 9
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qwen3moe ,1 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
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qwen3next ,0 ,any ,ADD+ADD , 2
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qwen3next ,0 ,any ,GATED_DELTA_NET+CPY , 1
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qwen3next ,0 ,any ,MUL+ADD , 4
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qwen3next ,0 ,any ,RMS_NORM+MUL , 8
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qwen3next ,0 ,any ,RMS_NORM+SCALE , 2
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qwen3next ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
|
|
qwen3next ,0 ,any ,SSM_CONV+UNARY , 1
|
|
qwen3tts ,0 ,any ,RMS_NORM+MUL , 9
|
|
qwen3vl ,0 ,any ,RMS_NORM+MUL , 9
|
|
qwen3vlmoe ,1 ,any ,MUL+ADD , 4
|
|
qwen3vlmoe ,1 ,any ,RMS_NORM+MUL , 9
|
|
qwen3vlmoe ,1 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
|
|
qwen4exp ,0 ,any ,ADD+ADD+ADD , 1
|
|
qwen4exp ,0 ,any ,ADD+ADD+ADD+ADD+ADD+ADD+ADD , 9
|
|
qwen4exp ,0 ,any ,GATED_DELTA_NET+CPY , 1
|
|
qwen4exp ,0 ,any ,MUL+ADD , 4
|
|
qwen4exp ,0 ,any ,RMS_NORM+MUL , 13
|
|
qwen4exp ,0 ,any ,RMS_NORM+SCALE , 2
|
|
qwen4exp ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
|
|
qwen4exp ,0 ,any ,SSM_CONV+UNARY , 1
|
|
refact ,0 ,any ,RMS_NORM+MUL , 5
|
|
refact ,0 ,any ,RMS_NORM+MUL , 5
|
|
rnd1 ,0 ,any ,MUL+ADD , 4
|
|
rnd1 ,0 ,any ,RMS_NORM+MUL , 9
|
|
rnd1 ,0 ,any ,SOFT_MAX+ARGSORT+GET_ROWS+SUM_ROWS+CLAMP+DIV, 2
|
|
seed_oss ,0 ,any ,RMS_NORM+MUL , 5
|
|
smallthinker ,0 ,any ,MUL+ADD , 4
|
|
smallthinker ,0 ,any ,RMS_NORM+MUL , 5
|
|
smollm3 ,0 ,any ,RMS_NORM+MUL , 5
|
|
spark2_5 ,0 ,any ,RMS_NORM+MUL , 5
|
|
stablelm ,0 ,any ,NORM+MUL , 4
|
|
stablelm ,0 ,any ,NORM+MUL+ADD , 5
|
|
starcoder ,0 ,any ,NORM+MUL+ADD , 5
|
|
starcoder2 ,0 ,any ,NORM+MUL+ADD , 5
|
|
talkie ,0 ,any ,ADD+ADD , 2
|
|
xverse ,0 ,any ,RMS_NORM+MUL , 5
|