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values | linear_reference_rows int64 0 7.53k | attention_reference_rows int64 0 3.25k | operation_domains stringclasses 37
values | attention_operations stringclasses 3
values | family_count int64 1 193 | example_families stringlengths 13 553 | workload_count int64 1 9 | example_workloads stringclasses 164
values | attention_batch_groups stringclasses 46
values |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | 1 | 2 | batched_per_head_attention_gemm | 0 | 6 | null | qk_transpose | 2 | transformers/llava_next;transformers/qwen2 | 1 | sequence_b1_s1 | 4 |
1 | 1 | 3 | batched_per_head_attention_gemm | 0 | 4 | null | qk_transpose | 1 | transformers/seamless_m4t_v2 | 1 | sequence_b1_s1 | 2 |
1 | 1 | 4 | batched_per_head_attention_gemm;flattened_linear_gemm | 2 | 30 | sequence_tokens | qk_transpose | 12 | transformers/code_llama;transformers/latent_consistency_models;transformers/lilt;transformers/llava;transformers/llava_next_video;transformers/longformer;transformers/owlvit;transformers/phimoe;transformers/qwen2;transformers/qwen3;transformers/seamless_m4t_v2;transformers/timesfm | 1 | sequence_b1_s1 | 2;4;6;8 |
1 | 1 | 6 | batched_per_head_attention_gemm | 0 | 2 | null | qk_transpose | 1 | transformers/bert_generation | 1 | sequence_b1_s1 | 6 |
1 | 1 | 8 | batched_per_head_attention_gemm;flattened_linear_gemm | 2 | 86 | sequence_tokens | qk_transpose | 31 | transformers/altclip;transformers/blip;transformers/camembert;transformers/canine;transformers/clip;transformers/clipseg;transformers/deit;transformers/ernie;transformers/granite;transformers/groupvit;transformers/hubert;transformers/ledits_pp;transformers/longformer;transformers/modernbert_decoder;transformers/nystrom... | 1 | sequence_b1_s1 | 2;4;16 |
1 | 1 | 12 | batched_per_head_attention_gemm | 0 | 38 | null | qk_transpose | 3 | transformers/mask2former;transformers/maskformer;transformers/oneformer | 1 | sequence_b1_s1 | 8 |
1 | 1 | 16 | batched_per_head_attention_gemm;flattened_linear_gemm | 11 | 95 | sequence_tokens | qk_transpose | 22 | transformers/clap;transformers/csm;transformers/deimv2;transformers/esm;transformers/gemma2;transformers/glm4;transformers/granitemoe;transformers/granitemoehybrid;transformers/idefics3;transformers/informer;transformers/kyutai_speech_to_text;transformers/mask2former;transformers/maskformer;transformers/megatron_bert;t... | 1 | sequence_b1_s1 | 1;2;4;8;20;32 |
1 | 1 | 22 | flattened_linear_gemm | 3 | 0 | sequence_tokens | null | 1 | transformers/autoformer | 1 | sequence_b1_s1 | null |
1 | 1 | 24 | batched_per_head_attention_gemm | 0 | 91 | null | qk_transpose | 7 | transformers/convbert;transformers/esm;transformers/mask2former;transformers/maskformer;transformers/oneformer;transformers/videomae;transformers/vjepa2 | 1 | sequence_b1_s1 | 8;16;20 |
1 | 1 | 25 | flattened_linear_gemm | 2 | 0 | sequence_tokens | null | 1 | transformers/seamless_m4t_v2 | 1 | sequence_b1_s1 | null |
1 | 1 | 26 | batched_per_head_attention_gemm;flattened_linear_gemm | 3 | 4 | sequence_tokens | qk_transpose | 3 | transformers/ernie;transformers/time_series_transformer;transformers/vision_text_dual_encoder | 1 | sequence_b1_s1 | 12 |
1 | 1 | 32 | batched_per_head_attention_gemm;flattened_linear_gemm | 7 | 262 | sequence_tokens | qk_transpose | 38 | transformers/canine;transformers/convbert;transformers/csm;transformers/efficientloftr;transformers/ernie;transformers/flux2;transformers/gemma3n;transformers/gemma4;transformers/glm4v;transformers/glm_ocr;transformers/gpt_oss;transformers/hunyuan_v1_dense;transformers/hy_v3;transformers/informer;transformers/jamba;tra... | 1 | sequence_b1_s1 | 1;2;4;8;12;16;32 |
1 | 1 | 35 | flattened_linear_gemm | 3 | 0 | sequence_tokens | null | 1 | transformers/autoformer | 1 | sequence_b1_s1 | null |
1 | 1 | 36 | flattened_linear_gemm | 3 | 0 | sequence_tokens | null | 1 | transformers/autoformer | 1 | sequence_b1_s1 | null |
1 | 1 | 40 | batched_per_head_attention_gemm;flattened_linear_gemm | 4 | 9 | sequence_tokens | qk_transpose | 3 | transformers/esm;transformers/evolla;transformers/moonshine_streaming | 1 | sequence_b1_s1 | 8;32 |
1 | 1 | 47 | flattened_linear_gemm | 3 | 0 | sequence_tokens | null | 1 | transformers/autoformer | 1 | sequence_b1_s1 | null |
1 | 1 | 48 | batched_per_head_attention_gemm | 0 | 76 | null | qk_transpose | 4 | transformers/mask2former;transformers/maskformer;transformers/oneformer;transformers/owlvit | 1 | sequence_b1_s1 | 8;16 |
1 | 1 | 49 | flattened_linear_gemm | 3 | 0 | sequence_tokens | null | 1 | transformers/autoformer | 1 | sequence_b1_s1 | null |
1 | 1 | 50 | batched_per_head_attention_gemm | 0 | 2 | null | qk_transpose | 1 | transformers/roberta_prelayernorm | 1 | sequence_b1_s1 | 10 |
1 | 1 | 55 | batched_per_head_attention_gemm | 0 | 2 | null | qk_transpose | 1 | transformers/yolos | 1 | sequence_b1_s1 | 6 |
1 | 1 | 64 | batched_per_head_attention_gemm;flattened_linear_gemm | 48 | 1,720 | sequence_tokens | qk_transpose | 149 | diffusers/deepfloyd_if;transformers/albert;transformers/align;transformers/altclip;transformers/animatediff_stable_video_diffusion;transformers/apertus;transformers/audio_spectrogram_transformer;transformers/audioldm_musicldm;transformers/autoencoder_kl;transformers/beit;transformers/bert;transformers/bert_generation;t... | 3 | batch_1;batch_2;sequence_b1_s1 | 1;2;3;4;6;8;9;10;12;14;15;16;18;20;22;24;25;32;40;44;64;128 |
1 | 1 | 66 | batched_per_head_attention_gemm | 0 | 8 | null | qk_transpose | 1 | transformers/timesfm | 1 | sequence_b1_s1 | 16 |
1 | 1 | 72 | batched_per_head_attention_gemm | 0 | 48 | null | qk_transpose | 5 | transformers/chronoedit;transformers/siglip;transformers/siglip2;transformers/timesfm;transformers/video_llama_3 | 1 | sequence_b1_s1 | 16 |
1 | 1 | 80 | batched_per_head_attention_gemm;flattened_linear_gemm | 2 | 59 | sequence_tokens | qk_transpose | 15 | transformers/blip_2;transformers/esm;transformers/granite;transformers/hubert;transformers/ijepa;transformers/opt;transformers/phi;transformers/pixio;transformers/stablelm;transformers/timesfm;transformers/timesfm2_5;transformers/videomae;transformers/vjepa2;transformers/wav2vec2;transformers/xlm_roberta_xl | 1 | sequence_b1_s1 | 16;32 |
1 | 1 | 88 | batched_per_head_attention_gemm | 0 | 4 | null | qk_transpose | 1 | transformers/ijepa | 1 | sequence_b1_s1 | 16 |
1 | 1 | 96 | batched_per_head_attention_gemm | 0 | 120 | null | qk_transpose | 7 | transformers/audioldm_musicldm;transformers/mask2former;transformers/maskformer;transformers/olmo;transformers/olmo_hybrid;transformers/oneformer;transformers/vits | 1 | sequence_b1_s1 | 2;8;16;30 |
1 | 1 | 120 | batched_per_head_attention_gemm | 0 | 2 | null | qk_transpose | 1 | transformers/wav2vec2 | 1 | sequence_b1_s1 | 16 |
1 | 1 | 128 | batched_per_head_attention_gemm;flattened_linear_gemm | 18 | 1,629 | sequence_tokens | qk_transpose | 136 | diffusers/controlnet_hunyuandit;diffusers/hunyuandit;transformers/ace_step;transformers/afmoe;transformers/aimv2;transformers/albert;transformers/apertus;transformers/arcee;transformers/aria;transformers/audioflamingo3;transformers/aya_vision;transformers/bitnet;transformers/blip_2;transformers/bria_bria_fibo;transform... | 3 | batch_1;batch_2;sequence_b1_s1 | 1;2;4;6;8;10;12;16;17;18;20;24;26;28;30;32;36;40;48;52;56;64;72;96;128 |
1 | 1 | 160 | batched_per_head_attention_gemm | 0 | 16 | null | qk_transpose | 4 | transformers/cohere_asr;transformers/pvt_v2;transformers/segformer;transformers/stablelm | 1 | sequence_b1_s1 | 1;8;32 |
1 | 1 | 192 | batched_per_head_attention_gemm | 0 | 36 | null | qk_transpose | 3 | transformers/mask2former;transformers/maskformer;transformers/oneformer | 1 | sequence_b1_s1 | 8 |
1 | 1 | 256 | batched_per_head_attention_gemm;flattened_linear_gemm | 60 | 297 | sequence_tokens | qk_transpose | 25 | transformers/auraflow_lumina;transformers/colpali;transformers/edgetam;transformers/electra;transformers/fastspeech2_conformer;transformers/gemma;transformers/gemma2;transformers/gemma3;transformers/gemma3n;transformers/gemma4;transformers/lightglue;transformers/ltx2;transformers/megatron_bert;transformers/paligemma;tr... | 1 | sequence_b1_s1 | 1;4;8;16;32 |
1 | 1 | 320 | batched_per_head_attention_gemm | 0 | 46 | null | qk_transpose | 4 | transformers/glpn;transformers/pvt;transformers/pvt_v2;transformers/segformer | 1 | sequence_b1_s1 | 1 |
1 | 1 | 512 | batched_per_head_attention_gemm | 0 | 88 | null | qk_transpose | 5 | transformers/gemma4;transformers/glpn;transformers/pvt;transformers/pvt_v2;transformers/segformer | 1 | sequence_b1_s1 | 1;8 |
1 | 1 | 768 | flattened_linear_gemm | 30 | 0 | sequence_tokens | null | 9 | transformers/dpr;transformers/electra;transformers/modernbert;transformers/nystromformer;transformers/owlv2;transformers/patchtst;transformers/roc_bert;transformers/vilt;transformers/visual_bert | 1 | sequence_b1_s1 | null |
1 | 1 | 1,024 | flattened_linear_gemm | 21 | 0 | sequence_tokens | null | 3 | transformers/electra;transformers/owlv2;transformers/qwen3_omni_moe | 1 | sequence_b1_s1 | null |
1 | 1 | 1,280 | batched_per_head_attention_gemm;flattened_linear_gemm | 10 | 6 | sequence_tokens | qk_transpose | 3 | transformers/musicflamingo;transformers/seamless_m4t;transformers/seamless_m4t_v2 | 1 | sequence_b1_s1 | 1 |
1 | 1 | 2,048 | flattened_linear_gemm | 20 | 0 | sequence_tokens | null | 3 | transformers/qwen2_moe;transformers/qwen3_5_moe;transformers/qwen3_next | 1 | sequence_b1_s1 | null |
1 | 1 | 3,072 | flattened_linear_gemm | 6 | 0 | sequence_tokens | null | 1 | transformers/qwen3_5_moe | 1 | sequence_b1_s1 | null |
1 | 1 | 4,096 | flattened_linear_gemm | 4 | 0 | sequence_tokens | null | 2 | transformers/olmo2;transformers/qwen3_5_moe | 1 | sequence_b1_s1 | null |
1 | 1 | 5,120 | flattened_linear_gemm | 1 | 0 | sequence_tokens | null | 1 | transformers/olmo2 | 1 | sequence_b1_s1 | null |
1 | 2 | 1 | batched_per_head_attention_gemm | 0 | 6 | null | probabilities_times_v | 2 | transformers/llava_next;transformers/qwen2 | 1 | sequence_b1_s1 | 4 |
1 | 2 | 2 | flattened_linear_gemm | 50 | 0 | sequence_tokens | null | 3 | transformers/gpt2;transformers/marian;transformers/mbart | 1 | sequence_b1_s1 | null |
1 | 2 | 4 | flattened_linear_gemm | 10 | 0 | sequence_tokens | null | 2 | transformers/mbart;transformers/xlnet | 1 | sequence_b1_s1 | null |
1 | 2 | 8 | flattened_linear_gemm | 14 | 0 | sequence_tokens | null | 4 | transformers/dbrx;transformers/deepseek_v2;transformers/gemma4;transformers/gpt2 | 1 | sequence_b1_s1 | null |
1 | 2 | 16 | flattened_linear_gemm | 10 | 0 | sequence_tokens | null | 3 | transformers/ctrl;transformers/phimoe;transformers/sam3 | 1 | sequence_b1_s1 | null |
1 | 2 | 24 | flattened_linear_gemm | 2 | 0 | sequence_tokens | null | 1 | transformers/lilt | 1 | sequence_b1_s1 | null |
1 | 2 | 32 | flattened_linear_gemm | 16 | 0 | sequence_tokens | null | 8 | transformers/distilbert;transformers/gemma3n;transformers/gptj;transformers/granitemoehybrid;transformers/modernbert;transformers/openai;transformers/squeezebert;transformers/yoso | 1 | sequence_b1_s1 | null |
1 | 2 | 64 | flattened_linear_gemm | 4 | 0 | sequence_tokens | null | 1 | transformers/granitemoe | 1 | sequence_b1_s1 | null |
1 | 2 | 128 | batched_per_head_attention_gemm;flattened_linear_gemm | 3 | 6 | sequence_tokens | probabilities_times_v | 4 | transformers/jamba;transformers/llava_next;transformers/qwen2;transformers/zoedepth | 2 | sequence_b1_s1;sequence_b1_s1__sequence_b1_s128 | 4 |
1 | 2 | 256 | flattened_linear_gemm | 30 | 0 | sequence_tokens | null | 8 | transformers/conditional_detr;transformers/dab_detr;transformers/deformable_detr;transformers/deimv2;transformers/doge;transformers/jamba;transformers/tvp;transformers/wavlm | 1 | sequence_b1_s1 | null |
1 | 2 | 322 | flattened_linear_gemm | 2 | 0 | sequence_tokens | null | 1 | transformers/perceiver | 1 | sequence_b1_s1 | null |
1 | 2 | 512 | batched_per_head_attention_gemm;flattened_linear_gemm | 5 | 6 | sequence_tokens | probabilities_times_v | 5 | transformers/doge;transformers/jamba;transformers/llava_next;transformers/mobilebert;transformers/qwen2 | 2 | sequence_b1_s1;sequence_b1_s1__sequence_b1_s512 | 4 |
1 | 2 | 768 | flattened_linear_gemm | 72 | 0 | sequence_tokens | null | 23 | transformers/big_bird;transformers/blip;transformers/blip_2;transformers/canine;transformers/distilbert;transformers/dpr;transformers/eurobert;transformers/flava;transformers/fnet;transformers/ibert;transformers/layoutlm;transformers/markuplm;transformers/nystromformer;transformers/roc_bert;transformers/speecht5;transf... | 1 | sequence_b1_s1 | null |
1 | 2 | 1,024 | flattened_linear_gemm | 18 | 0 | sequence_tokens | null | 6 | transformers/fnet;transformers/granitemoe;transformers/longformer;transformers/roberta_prelayernorm;transformers/switch_transformers;transformers/unispeech_sat | 1 | sequence_b1_s1 | null |
1 | 2 | 1,152 | flattened_linear_gemm | 1 | 0 | sequence_tokens | null | 1 | transformers/rembert | 1 | sequence_b1_s1 | null |
1 | 2 | 1,536 | flattened_linear_gemm | 21 | 0 | sequence_tokens | null | 5 | transformers/granitemoe;transformers/granitemoehybrid;transformers/granitemoeshared;transformers/tvp;transformers/vilt | 1 | sequence_b1_s1 | null |
1 | 2 | 2,048 | batched_per_head_attention_gemm;flattened_linear_gemm | 2 | 6 | sequence_tokens | probabilities_times_v | 3 | transformers/deepseek_v2;transformers/llava_next;transformers/qwen2 | 2 | sequence_b1_s1;sequence_b1_s1__sequence_b1_s2048 | 4 |
1 | 2 | 2,080 | flattened_linear_gemm | 4 | 0 | sequence_tokens | null | 1 | transformers/switch_transformers | 1 | sequence_b1_s1 | null |
1 | 2 | 2,560 | flattened_linear_gemm | 16 | 0 | sequence_tokens | null | 1 | transformers/aria | 1 | sequence_b1_s1 | null |
1 | 2 | 2,816 | flattened_linear_gemm | 8 | 0 | sequence_tokens | null | 1 | transformers/gemma4 | 1 | sequence_b1_s1 | null |
1 | 2 | 4,096 | flattened_linear_gemm | 19 | 0 | sequence_tokens | null | 5 | transformers/granitemoehybrid;transformers/hunyuan_v1_moe;transformers/jamba;transformers/phimoe;transformers/switch_transformers | 1 | sequence_b1_s1 | null |
1 | 2 | 5,120 | flattened_linear_gemm | 66 | 0 | sequence_tokens | null | 2 | transformers/deepseek_v2;transformers/llama4 | 1 | sequence_b1_s1 | null |
1 | 2 | 6,144 | flattened_linear_gemm | 2 | 0 | sequence_tokens | null | 1 | transformers/longcat_flash | 1 | sequence_b1_s1 | null |
1 | 2 | 8,192 | flattened_linear_gemm | 1 | 0 | sequence_tokens | null | 1 | transformers/jamba | 1 | sequence_b1_s1 | null |
1 | 2 | 10,752 | flattened_linear_gemm | 12 | 0 | sequence_tokens | null | 1 | transformers/dbrx | 1 | sequence_b1_s1 | null |
1 | 3 | 1 | batched_per_head_attention_gemm | 0 | 4 | null | probabilities_times_v | 1 | transformers/seamless_m4t_v2 | 1 | sequence_b1_s1 | 2 |
1 | 3 | 128 | batched_per_head_attention_gemm;flattened_linear_gemm | 4 | 4 | sequence_tokens | probabilities_times_v | 2 | transformers/decision_transformer;transformers/seamless_m4t_v2 | 2 | sequence_b1_s1;sequence_b1_s1__sequence_b1_s128 | 2 |
1 | 3 | 256 | flattened_linear_gemm | 2 | 0 | sequence_tokens | null | 1 | transformers/table_transformer | 1 | sequence_b1_s1 | null |
1 | 3 | 384 | flattened_linear_gemm | 2 | 0 | sequence_tokens | null | 1 | transformers/doge | 1 | sequence_b1_s1 | null |
1 | 3 | 512 | batched_per_head_attention_gemm;flattened_linear_gemm | 12 | 4 | sequence_tokens | probabilities_times_v | 4 | transformers/dpt;transformers/perceiver;transformers/seamless_m4t_v2;transformers/swinv2 | 2 | sequence_b1_s1;sequence_b1_s1__sequence_b1_s512 | 2 |
1 | 3 | 768 | flattened_linear_gemm | 4 | 0 | sequence_tokens | null | 3 | transformers/big_bird;transformers/deberta;transformers/xlnet | 1 | sequence_b1_s1 | null |
1 | 3 | 1,024 | flattened_linear_gemm | 9 | 0 | sequence_tokens | null | 4 | transformers/deberta;transformers/fnet;transformers/ibert;transformers/xlm_roberta | 1 | sequence_b1_s1 | null |
1 | 3 | 2,048 | batched_per_head_attention_gemm | 0 | 4 | null | probabilities_times_v | 1 | transformers/seamless_m4t_v2 | 1 | sequence_b1_s1__sequence_b1_s2048 | 2 |
1 | 4 | 1 | batched_per_head_attention_gemm | 0 | 30 | null | probabilities_times_v | 11 | transformers/code_llama;transformers/latent_consistency_models;transformers/lilt;transformers/llava;transformers/llava_next_video;transformers/longformer;transformers/owlvit;transformers/phimoe;transformers/qwen2;transformers/qwen3;transformers/timesfm | 1 | sequence_b1_s1 | 2;4;6;8 |
1 | 4 | 2 | flattened_linear_gemm | 10 | 0 | sequence_tokens | null | 2 | transformers/mbart;transformers/xlnet | 1 | sequence_b1_s1 | null |
1 | 4 | 4 | flattened_linear_gemm | 82 | 0 | sequence_tokens | null | 3 | transformers/dbrx;transformers/depth_anything;transformers/gemma3n | 1 | sequence_b1_s1 | null |
1 | 4 | 8 | flattened_linear_gemm | 18 | 0 | sequence_tokens | null | 4 | transformers/deepseek_v2;transformers/glm_moe_dsa;transformers/llava_next;transformers/qwen2 | 1 | sequence_b1_s1 | null |
1 | 4 | 16 | flattened_linear_gemm | 34 | 0 | sequence_tokens | null | 7 | transformers/blenderbot;transformers/blenderbot_small;transformers/depth_anything;transformers/m2m_100;transformers/pegasus;transformers/pegasus_x;transformers/sam3 | 1 | sequence_b1_s1 | null |
1 | 4 | 24 | flattened_linear_gemm | 8 | 0 | sequence_tokens | null | 1 | transformers/speecht5 | 1 | sequence_b1_s1 | null |
1 | 4 | 32 | flattened_linear_gemm | 18 | 0 | per_sample_conditioning;sequence_tokens | null | 4 | diffusers/latent_consistency_models;transformers/gemma3n;transformers/sam;transformers/yolos | 2 | batch_1;sequence_b1_s1 | null |
1 | 4 | 128 | batched_per_head_attention_gemm;flattened_linear_gemm | 16 | 30 | sequence_tokens | probabilities_times_v | 14 | transformers/code_llama;transformers/d_fine;transformers/deimv2;transformers/esm;transformers/latent_consistency_models;transformers/lilt;transformers/llava;transformers/llava_next_video;transformers/longformer;transformers/owlvit;transformers/phimoe;transformers/qwen2;transformers/qwen3;transformers/timesfm | 2 | sequence_b1_s1;sequence_b1_s1__sequence_b1_s128 | 2;4;6;8 |
1 | 4 | 192 | flattened_linear_gemm | 1 | 0 | sequence_tokens | null | 1 | transformers/yolos | 1 | sequence_b1_s1 | null |
1 | 4 | 256 | flattened_linear_gemm | 463 | 0 | sequence_tokens | null | 29 | transformers/conditional_detr;transformers/d_fine;transformers/dab_detr;transformers/deformable_detr;transformers/deimv2;transformers/detr;transformers/edgetam;transformers/grounding_dino;transformers/hgnet_v2;transformers/hubert;transformers/luke;transformers/lw_detr;transformers/mm_grounding_dino;transformers/omdet_t... | 1 | sequence_b1_s1 | null |
1 | 4 | 330 | flattened_linear_gemm | 1 | 0 | sequence_tokens | null | 1 | transformers/yolos | 1 | sequence_b1_s1 | null |
1 | 4 | 384 | flattened_linear_gemm | 50 | 0 | sequence_tokens | null | 2 | transformers/lw_detr;transformers/yolos | 1 | sequence_b1_s1 | null |
1 | 4 | 512 | batched_per_head_attention_gemm;flattened_linear_gemm | 23 | 30 | sequence_tokens | probabilities_times_v | 14 | transformers/code_llama;transformers/latent_consistency_models;transformers/lilt;transformers/llava;transformers/llava_next_video;transformers/longformer;transformers/mobilebert;transformers/owlvit;transformers/phimoe;transformers/qwen2;transformers/qwen3;transformers/swinv2;transformers/timesfm;transformers/xlstm | 2 | sequence_b1_s1;sequence_b1_s1__sequence_b1_s512 | 2;4;6;8 |
1 | 4 | 768 | flattened_linear_gemm | 9 | 0 | sequence_tokens | null | 3 | transformers/owlv2;transformers/tapas;transformers/yolos | 1 | sequence_b1_s1 | null |
1 | 4 | 1,024 | flattened_linear_gemm | 6 | 0 | sequence_tokens | null | 1 | transformers/owlv2 | 1 | sequence_b1_s1 | null |
1 | 4 | 2,048 | batched_per_head_attention_gemm;flattened_linear_gemm | 60 | 30 | sequence_tokens | probabilities_times_v | 12 | transformers/code_llama;transformers/gemma3n;transformers/latent_consistency_models;transformers/lilt;transformers/llava;transformers/llava_next_video;transformers/longformer;transformers/owlvit;transformers/phimoe;transformers/qwen2;transformers/qwen3;transformers/timesfm | 2 | sequence_b1_s1;sequence_b1_s1__sequence_b1_s2048 | 2;4;6;8 |
1 | 4 | 4,096 | flattened_linear_gemm | 24 | 0 | sequence_tokens | null | 1 | transformers/xlstm | 1 | sequence_b1_s1 | null |
1 | 5 | 768 | flattened_linear_gemm | 2 | 0 | sequence_tokens | null | 1 | transformers/camembert | 1 | sequence_b1_s1 | null |
1 | 5 | 3,072 | flattened_linear_gemm | 1 | 0 | sequence_tokens | null | 1 | transformers/luke | 1 | sequence_b1_s1 | null |
1 | 6 | 1 | batched_per_head_attention_gemm | 0 | 2 | null | probabilities_times_v | 1 | transformers/bert_generation | 1 | sequence_b1_s1 | 6 |
1 | 6 | 2 | flattened_linear_gemm | 2 | 0 | sequence_tokens | null | 1 | transformers/gpt2 | 1 | sequence_b1_s1 | null |
1 | 6 | 6 | flattened_linear_gemm | 40 | 0 | sequence_tokens | null | 2 | transformers/lilt;transformers/seamless_m4t_v2 | 1 | sequence_b1_s1 | null |
1 | 6 | 9 | flattened_linear_gemm | 4 | 0 | sequence_tokens | null | 1 | transformers/lilt | 1 | sequence_b1_s1 | null |
1 | 6 | 24 | flattened_linear_gemm | 2 | 0 | sequence_tokens | null | 1 | transformers/lilt | 1 | sequence_b1_s1 | null |
1 | 6 | 64 | flattened_linear_gemm | 12 | 0 | sequence_tokens | null | 1 | transformers/vitpose_backbone | 1 | sequence_b1_s1 | null |
1 | 6 | 128 | batched_per_head_attention_gemm;flattened_linear_gemm | 6 | 2 | sequence_tokens | probabilities_times_v | 2 | transformers/bert_generation;transformers/decision_transformer | 2 | sequence_b1_s1;sequence_b1_s1__sequence_b1_s128 | 6 |
1 | 6 | 160 | flattened_linear_gemm | 2 | 0 | sequence_tokens | null | 1 | transformers/seamless_m4t_v2 | 1 | sequence_b1_s1 | null |
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