tests : add --list-ops and --show-coverage options - #15745
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This commit adds two new command-line options to the test-backend-ops.cpp that allow users to list all available GGML operations and to show test coverage of these operations. The motivation for this is that it can be useful to quickly see which operations are currently covered by tests and which are not. Also it migth be useful when using the `support` mode.
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UNARYandGLUare not handled correctly, the sub-ops need to be considered- Views such as
VIEW,RESHAPEetc are no-ops and don't need to be tested
ericcurtin
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Sep 5, 2025
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…g-model-disabled-agent-prefill * origin/master: (84 commits) CUDA: fastdiv, launch bounds for mmvq + q8_1 quant (ggml-org#15802) tests : add --list-ops and --show-coverage options (ggml-org#15745) gguf: gguf_writer refactor (ggml-org#15691) kv-cache : fix SWA checks + disable cacheless iSWA (ggml-org#15811) model-conversion : add --embeddings flag to modelcard.template [no ci] (ggml-org#15801) chat : fixed crash when Hermes 2 <tool_call> had a newline before it (ggml-org#15639) chat : nemotron thinking & toolcalling support (ggml-org#15676) scripts : add Jinja tester PySide6 simple app (ggml-org#15756) llama : add support for EmbeddingGemma 300m (ggml-org#15798) metal : Add template specialization for mul_mm_id w/ ne20 == 10 (ggml-org#15799) llama : set n_outputs to 1 to avoid 0 outputs mean-pooling (ggml-org#15791) CANN: Refactor ND to NZ workspace to be per-device (ggml-org#15763) server: add exceed_context_size_error type (ggml-org#15780) Document the new max GPU layers default in help (ggml-org#15771) ggml: add ops for WAN video model (cuda && cpu) (ggml-org#15669) CANN: Fix precision issue on 310I DUO multi-devices (ggml-org#15784) opencl: add hs=40 to FA (ggml-org#15758) CANN: fix acl_rstd allocation size in ggml_cann_rms_norm (ggml-org#15760) vulkan: fix mmv subgroup16 selection (ggml-org#15775) vulkan: don't use std::string in load_shaders, to improve compile time (ggml-org#15724) ...
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…upport * origin/master: Thinking model disabled assistant prefill (ggml-org#15404) Implement --log-colors with always/never/auto (ggml-org#15792) CUDA: fastdiv, launch bounds for mmvq + q8_1 quant (ggml-org#15802) tests : add --list-ops and --show-coverage options (ggml-org#15745) gguf: gguf_writer refactor (ggml-org#15691) kv-cache : fix SWA checks + disable cacheless iSWA (ggml-org#15811) model-conversion : add --embeddings flag to modelcard.template [no ci] (ggml-org#15801) chat : fixed crash when Hermes 2 <tool_call> had a newline before it (ggml-org#15639) chat : nemotron thinking & toolcalling support (ggml-org#15676) scripts : add Jinja tester PySide6 simple app (ggml-org#15756) llama : add support for EmbeddingGemma 300m (ggml-org#15798)
walidbr
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This commit adds two new command-line options to the test-backend-ops.cpp that allow users to list all available GGML operations and to show test coverage of these operations. The motivation for this is that it can be useful to quickly see which operations are currently covered by tests and which are not. Also it migth be useful when using the `support` mode.
danbev
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This commit is a follow-up commit for ggml-org#15745 to address the feedback on how no-op operations should be filtered out from the coverage report. The feedback regarding the UNARY and GLU sub-operations not being handled I not exactly sure what should be done. They are included in the coverage, for example ABS, ELU, EXP, GELU, GEGLU, GEGLU_ERF etc are in the list of covered operations: ```console $ ./build/bin/test-backend-ops --show-coverage Operations covered by tests (89): ✓ ABS ✓ ACC ✓ ADD ✓ ADD1 ✓ ADD_ID ✓ ARANGE ✓ ARGMAX ✓ ARGSORT ✓ CLAMP ✓ CONCAT ✓ CONV_2D ✓ CONV_2D_DW ✓ CONV_3D ✓ CONV_TRANSPOSE_1D ✓ CONV_TRANSPOSE_2D ✓ COS ✓ COUNT_EQUAL ✓ CPY ✓ CROSS_ENTROPY_LOSS ✓ CROSS_ENTROPY_LOSS_BACK ✓ DIAG_MASK_INF ✓ DIV ✓ DUP ✓ ELU ✓ EXP ✓ FLASH_ATTN_EXT ✓ GATED_LINEAR_ATTN ✓ GEGLU ✓ GEGLU_ERF ✓ GEGLU_QUICK ✓ GELU ✓ GELU_ERF ✓ GELU_QUICK ✓ GET_ROWS ✓ GET_ROWS_BACK ✓ GROUP_NORM ✓ HARDSIGMOID ✓ HARDSWISH ✓ IM2COL ✓ IM2COL_3D ✓ L2_NORM ✓ LEAKY_RELU ✓ LOG ✓ MEAN ✓ MUL ✓ MUL_MAT ✓ MUL_MAT_ID ✓ NEG ✓ NORM ✓ OPT_STEP_ADAMW ✓ OPT_STEP_SGD ✓ OUT_PROD ✓ PAD ✓ PAD_REFLECT_1D ✓ POOL_2D ✓ REGLU ✓ RELU ✓ REPEAT ✓ REPEAT_BACK ✓ RMS_NORM ✓ RMS_NORM_BACK ✓ ROLL ✓ ROPE ✓ ROPE_BACK ✓ RWKV_WKV6 ✓ RWKV_WKV7 ✓ SCALE ✓ SET ✓ SET_ROWS ✓ SGN ✓ SIGMOID ✓ SILU ✓ SILU_BACK ✓ SIN ✓ SOFT_MAX ✓ SOFT_MAX_BACK ✓ SQR ✓ SQRT ✓ SSM_CONV ✓ SSM_SCAN ✓ STEP ✓ SUB ✓ SUM ✓ SUM_ROWS ✓ SWIGLU ✓ SWIGLU_OAI ✓ TANH ✓ TIMESTEP_EMBEDDING ✓ UPSCALE Operations without tests (14): ✗ ADD_REL_POS ✗ CUSTOM ✗ DIAG ✗ DIAG_MASK_ZERO ✗ FLASH_ATTN_BACK ✗ GET_REL_POS ✗ IM2COL_BACK ✗ MAP_CUSTOM1 ✗ MAP_CUSTOM2 ✗ MAP_CUSTOM3 ✗ POOL_1D ✗ POOL_2D_BACK ✗ WIN_PART ✗ WIN_UNPART Coverage Summary: Total operations: 103 Tested operations: 89 Untested operations: 14 Coverage: 86.4% ``` Refs: ggml-org#15745
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* tests : filter out no-ops from coverage report This commit is a follow-up commit for #15745 to address the feedback on how no-op operations should be filtered out from the coverage report. The feedback regarding the UNARY and GLU sub-operations not being handled I not exactly sure what should be done. They are included in the coverage, for example ABS, ELU, EXP, GELU, GEGLU, GEGLU_ERF etc are in the list of covered operations: ```console $ ./build/bin/test-backend-ops --show-coverage Operations covered by tests (89): ✓ ABS ✓ ACC ✓ ADD ✓ ADD1 ✓ ADD_ID ✓ ARANGE ✓ ARGMAX ✓ ARGSORT ✓ CLAMP ✓ CONCAT ✓ CONV_2D ✓ CONV_2D_DW ✓ CONV_3D ✓ CONV_TRANSPOSE_1D ✓ CONV_TRANSPOSE_2D ✓ COS ✓ COUNT_EQUAL ✓ CPY ✓ CROSS_ENTROPY_LOSS ✓ CROSS_ENTROPY_LOSS_BACK ✓ DIAG_MASK_INF ✓ DIV ✓ DUP ✓ ELU ✓ EXP ✓ FLASH_ATTN_EXT ✓ GATED_LINEAR_ATTN ✓ GEGLU ✓ GEGLU_ERF ✓ GEGLU_QUICK ✓ GELU ✓ GELU_ERF ✓ GELU_QUICK ✓ GET_ROWS ✓ GET_ROWS_BACK ✓ GROUP_NORM ✓ HARDSIGMOID ✓ HARDSWISH ✓ IM2COL ✓ IM2COL_3D ✓ L2_NORM ✓ LEAKY_RELU ✓ LOG ✓ MEAN ✓ MUL ✓ MUL_MAT ✓ MUL_MAT_ID ✓ NEG ✓ NORM ✓ OPT_STEP_ADAMW ✓ OPT_STEP_SGD ✓ OUT_PROD ✓ PAD ✓ PAD_REFLECT_1D ✓ POOL_2D ✓ REGLU ✓ RELU ✓ REPEAT ✓ REPEAT_BACK ✓ RMS_NORM ✓ RMS_NORM_BACK ✓ ROLL ✓ ROPE ✓ ROPE_BACK ✓ RWKV_WKV6 ✓ RWKV_WKV7 ✓ SCALE ✓ SET ✓ SET_ROWS ✓ SGN ✓ SIGMOID ✓ SILU ✓ SILU_BACK ✓ SIN ✓ SOFT_MAX ✓ SOFT_MAX_BACK ✓ SQR ✓ SQRT ✓ SSM_CONV ✓ SSM_SCAN ✓ STEP ✓ SUB ✓ SUM ✓ SUM_ROWS ✓ SWIGLU ✓ SWIGLU_OAI ✓ TANH ✓ TIMESTEP_EMBEDDING ✓ UPSCALE Operations without tests (14): ✗ ADD_REL_POS ✗ CUSTOM ✗ DIAG ✗ DIAG_MASK_ZERO ✗ FLASH_ATTN_BACK ✗ GET_REL_POS ✗ IM2COL_BACK ✗ MAP_CUSTOM1 ✗ MAP_CUSTOM2 ✗ MAP_CUSTOM3 ✗ POOL_1D ✗ POOL_2D_BACK ✗ WIN_PART ✗ WIN_UNPART Coverage Summary: Total operations: 103 Tested operations: 89 Untested operations: 14 Coverage: 86.4% ``` Refs: #15745 * use of ggml_op enum values instead of strcmp
ggerganov
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Sep 20, 2025
* tests : filter out no-ops from coverage report This commit is a follow-up commit for #15745 to address the feedback on how no-op operations should be filtered out from the coverage report. The feedback regarding the UNARY and GLU sub-operations not being handled I not exactly sure what should be done. They are included in the coverage, for example ABS, ELU, EXP, GELU, GEGLU, GEGLU_ERF etc are in the list of covered operations: ```console $ ./build/bin/test-backend-ops --show-coverage Operations covered by tests (89): ✓ ABS ✓ ACC ✓ ADD ✓ ADD1 ✓ ADD_ID ✓ ARANGE ✓ ARGMAX ✓ ARGSORT ✓ CLAMP ✓ CONCAT ✓ CONV_2D ✓ CONV_2D_DW ✓ CONV_3D ✓ CONV_TRANSPOSE_1D ✓ CONV_TRANSPOSE_2D ✓ COS ✓ COUNT_EQUAL ✓ CPY ✓ CROSS_ENTROPY_LOSS ✓ CROSS_ENTROPY_LOSS_BACK ✓ DIAG_MASK_INF ✓ DIV ✓ DUP ✓ ELU ✓ EXP ✓ FLASH_ATTN_EXT ✓ GATED_LINEAR_ATTN ✓ GEGLU ✓ GEGLU_ERF ✓ GEGLU_QUICK ✓ GELU ✓ GELU_ERF ✓ GELU_QUICK ✓ GET_ROWS ✓ GET_ROWS_BACK ✓ GROUP_NORM ✓ HARDSIGMOID ✓ HARDSWISH ✓ IM2COL ✓ IM2COL_3D ✓ L2_NORM ✓ LEAKY_RELU ✓ LOG ✓ MEAN ✓ MUL ✓ MUL_MAT ✓ MUL_MAT_ID ✓ NEG ✓ NORM ✓ OPT_STEP_ADAMW ✓ OPT_STEP_SGD ✓ OUT_PROD ✓ PAD ✓ PAD_REFLECT_1D ✓ POOL_2D ✓ REGLU ✓ RELU ✓ REPEAT ✓ REPEAT_BACK ✓ RMS_NORM ✓ RMS_NORM_BACK ✓ ROLL ✓ ROPE ✓ ROPE_BACK ✓ RWKV_WKV6 ✓ RWKV_WKV7 ✓ SCALE ✓ SET ✓ SET_ROWS ✓ SGN ✓ SIGMOID ✓ SILU ✓ SILU_BACK ✓ SIN ✓ SOFT_MAX ✓ SOFT_MAX_BACK ✓ SQR ✓ SQRT ✓ SSM_CONV ✓ SSM_SCAN ✓ STEP ✓ SUB ✓ SUM ✓ SUM_ROWS ✓ SWIGLU ✓ SWIGLU_OAI ✓ TANH ✓ TIMESTEP_EMBEDDING ✓ UPSCALE Operations without tests (14): ✗ ADD_REL_POS ✗ CUSTOM ✗ DIAG ✗ DIAG_MASK_ZERO ✗ FLASH_ATTN_BACK ✗ GET_REL_POS ✗ IM2COL_BACK ✗ MAP_CUSTOM1 ✗ MAP_CUSTOM2 ✗ MAP_CUSTOM3 ✗ POOL_1D ✗ POOL_2D_BACK ✗ WIN_PART ✗ WIN_UNPART Coverage Summary: Total operations: 103 Tested operations: 89 Untested operations: 14 Coverage: 86.4% ``` Refs: ggml-org/llama.cpp#15745 * use of ggml_op enum values instead of strcmp
ggerganov
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* tests : filter out no-ops from coverage report This commit is a follow-up commit for #15745 to address the feedback on how no-op operations should be filtered out from the coverage report. The feedback regarding the UNARY and GLU sub-operations not being handled I not exactly sure what should be done. They are included in the coverage, for example ABS, ELU, EXP, GELU, GEGLU, GEGLU_ERF etc are in the list of covered operations: ```console $ ./build/bin/test-backend-ops --show-coverage Operations covered by tests (89): ✓ ABS ✓ ACC ✓ ADD ✓ ADD1 ✓ ADD_ID ✓ ARANGE ✓ ARGMAX ✓ ARGSORT ✓ CLAMP ✓ CONCAT ✓ CONV_2D ✓ CONV_2D_DW ✓ CONV_3D ✓ CONV_TRANSPOSE_1D ✓ CONV_TRANSPOSE_2D ✓ COS ✓ COUNT_EQUAL ✓ CPY ✓ CROSS_ENTROPY_LOSS ✓ CROSS_ENTROPY_LOSS_BACK ✓ DIAG_MASK_INF ✓ DIV ✓ DUP ✓ ELU ✓ EXP ✓ FLASH_ATTN_EXT ✓ GATED_LINEAR_ATTN ✓ GEGLU ✓ GEGLU_ERF ✓ GEGLU_QUICK ✓ GELU ✓ GELU_ERF ✓ GELU_QUICK ✓ GET_ROWS ✓ GET_ROWS_BACK ✓ GROUP_NORM ✓ HARDSIGMOID ✓ HARDSWISH ✓ IM2COL ✓ IM2COL_3D ✓ L2_NORM ✓ LEAKY_RELU ✓ LOG ✓ MEAN ✓ MUL ✓ MUL_MAT ✓ MUL_MAT_ID ✓ NEG ✓ NORM ✓ OPT_STEP_ADAMW ✓ OPT_STEP_SGD ✓ OUT_PROD ✓ PAD ✓ PAD_REFLECT_1D ✓ POOL_2D ✓ REGLU ✓ RELU ✓ REPEAT ✓ REPEAT_BACK ✓ RMS_NORM ✓ RMS_NORM_BACK ✓ ROLL ✓ ROPE ✓ ROPE_BACK ✓ RWKV_WKV6 ✓ RWKV_WKV7 ✓ SCALE ✓ SET ✓ SET_ROWS ✓ SGN ✓ SIGMOID ✓ SILU ✓ SILU_BACK ✓ SIN ✓ SOFT_MAX ✓ SOFT_MAX_BACK ✓ SQR ✓ SQRT ✓ SSM_CONV ✓ SSM_SCAN ✓ STEP ✓ SUB ✓ SUM ✓ SUM_ROWS ✓ SWIGLU ✓ SWIGLU_OAI ✓ TANH ✓ TIMESTEP_EMBEDDING ✓ UPSCALE Operations without tests (14): ✗ ADD_REL_POS ✗ CUSTOM ✗ DIAG ✗ DIAG_MASK_ZERO ✗ FLASH_ATTN_BACK ✗ GET_REL_POS ✗ IM2COL_BACK ✗ MAP_CUSTOM1 ✗ MAP_CUSTOM2 ✗ MAP_CUSTOM3 ✗ POOL_1D ✗ POOL_2D_BACK ✗ WIN_PART ✗ WIN_UNPART Coverage Summary: Total operations: 103 Tested operations: 89 Untested operations: 14 Coverage: 86.4% ``` Refs: ggml-org/llama.cpp#15745 * use of ggml_op enum values instead of strcmp
blime4
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Feb 5, 2026
This commit adds two new command-line options to the test-backend-ops.cpp that allow users to list all available GGML operations and to show test coverage of these operations. The motivation for this is that it can be useful to quickly see which operations are currently covered by tests and which are not. Also it migth be useful when using the `support` mode.
blime4
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* tests : filter out no-ops from coverage report This commit is a follow-up commit for #15745 to address the feedback on how no-op operations should be filtered out from the coverage report. The feedback regarding the UNARY and GLU sub-operations not being handled I not exactly sure what should be done. They are included in the coverage, for example ABS, ELU, EXP, GELU, GEGLU, GEGLU_ERF etc are in the list of covered operations: ```console $ ./build/bin/test-backend-ops --show-coverage Operations covered by tests (89): ✓ ABS ✓ ACC ✓ ADD ✓ ADD1 ✓ ADD_ID ✓ ARANGE ✓ ARGMAX ✓ ARGSORT ✓ CLAMP ✓ CONCAT ✓ CONV_2D ✓ CONV_2D_DW ✓ CONV_3D ✓ CONV_TRANSPOSE_1D ✓ CONV_TRANSPOSE_2D ✓ COS ✓ COUNT_EQUAL ✓ CPY ✓ CROSS_ENTROPY_LOSS ✓ CROSS_ENTROPY_LOSS_BACK ✓ DIAG_MASK_INF ✓ DIV ✓ DUP ✓ ELU ✓ EXP ✓ FLASH_ATTN_EXT ✓ GATED_LINEAR_ATTN ✓ GEGLU ✓ GEGLU_ERF ✓ GEGLU_QUICK ✓ GELU ✓ GELU_ERF ✓ GELU_QUICK ✓ GET_ROWS ✓ GET_ROWS_BACK ✓ GROUP_NORM ✓ HARDSIGMOID ✓ HARDSWISH ✓ IM2COL ✓ IM2COL_3D ✓ L2_NORM ✓ LEAKY_RELU ✓ LOG ✓ MEAN ✓ MUL ✓ MUL_MAT ✓ MUL_MAT_ID ✓ NEG ✓ NORM ✓ OPT_STEP_ADAMW ✓ OPT_STEP_SGD ✓ OUT_PROD ✓ PAD ✓ PAD_REFLECT_1D ✓ POOL_2D ✓ REGLU ✓ RELU ✓ REPEAT ✓ REPEAT_BACK ✓ RMS_NORM ✓ RMS_NORM_BACK ✓ ROLL ✓ ROPE ✓ ROPE_BACK ✓ RWKV_WKV6 ✓ RWKV_WKV7 ✓ SCALE ✓ SET ✓ SET_ROWS ✓ SGN ✓ SIGMOID ✓ SILU ✓ SILU_BACK ✓ SIN ✓ SOFT_MAX ✓ SOFT_MAX_BACK ✓ SQR ✓ SQRT ✓ SSM_CONV ✓ SSM_SCAN ✓ STEP ✓ SUB ✓ SUM ✓ SUM_ROWS ✓ SWIGLU ✓ SWIGLU_OAI ✓ TANH ✓ TIMESTEP_EMBEDDING ✓ UPSCALE Operations without tests (14): ✗ ADD_REL_POS ✗ CUSTOM ✗ DIAG ✗ DIAG_MASK_ZERO ✗ FLASH_ATTN_BACK ✗ GET_REL_POS ✗ IM2COL_BACK ✗ MAP_CUSTOM1 ✗ MAP_CUSTOM2 ✗ MAP_CUSTOM3 ✗ POOL_1D ✗ POOL_2D_BACK ✗ WIN_PART ✗ WIN_UNPART Coverage Summary: Total operations: 103 Tested operations: 89 Untested operations: 14 Coverage: 86.4% ``` Refs: ggml-org/llama.cpp#15745 * use of ggml_op enum values instead of strcmp
Seunghhon
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Apr 26, 2026
This commit adds two new command-line options to the test-backend-ops.cpp that allow users to list all available GGML operations and to show test coverage of these operations. The motivation for this is that it can be useful to quickly see which operations are currently covered by tests and which are not. Also it migth be useful when using the `support` mode.
Seunghhon
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* tests : filter out no-ops from coverage report This commit is a follow-up commit for ggml-org#15745 to address the feedback on how no-op operations should be filtered out from the coverage report. The feedback regarding the UNARY and GLU sub-operations not being handled I not exactly sure what should be done. They are included in the coverage, for example ABS, ELU, EXP, GELU, GEGLU, GEGLU_ERF etc are in the list of covered operations: ```console $ ./build/bin/test-backend-ops --show-coverage Operations covered by tests (89): ✓ ABS ✓ ACC ✓ ADD ✓ ADD1 ✓ ADD_ID ✓ ARANGE ✓ ARGMAX ✓ ARGSORT ✓ CLAMP ✓ CONCAT ✓ CONV_2D ✓ CONV_2D_DW ✓ CONV_3D ✓ CONV_TRANSPOSE_1D ✓ CONV_TRANSPOSE_2D ✓ COS ✓ COUNT_EQUAL ✓ CPY ✓ CROSS_ENTROPY_LOSS ✓ CROSS_ENTROPY_LOSS_BACK ✓ DIAG_MASK_INF ✓ DIV ✓ DUP ✓ ELU ✓ EXP ✓ FLASH_ATTN_EXT ✓ GATED_LINEAR_ATTN ✓ GEGLU ✓ GEGLU_ERF ✓ GEGLU_QUICK ✓ GELU ✓ GELU_ERF ✓ GELU_QUICK ✓ GET_ROWS ✓ GET_ROWS_BACK ✓ GROUP_NORM ✓ HARDSIGMOID ✓ HARDSWISH ✓ IM2COL ✓ IM2COL_3D ✓ L2_NORM ✓ LEAKY_RELU ✓ LOG ✓ MEAN ✓ MUL ✓ MUL_MAT ✓ MUL_MAT_ID ✓ NEG ✓ NORM ✓ OPT_STEP_ADAMW ✓ OPT_STEP_SGD ✓ OUT_PROD ✓ PAD ✓ PAD_REFLECT_1D ✓ POOL_2D ✓ REGLU ✓ RELU ✓ REPEAT ✓ REPEAT_BACK ✓ RMS_NORM ✓ RMS_NORM_BACK ✓ ROLL ✓ ROPE ✓ ROPE_BACK ✓ RWKV_WKV6 ✓ RWKV_WKV7 ✓ SCALE ✓ SET ✓ SET_ROWS ✓ SGN ✓ SIGMOID ✓ SILU ✓ SILU_BACK ✓ SIN ✓ SOFT_MAX ✓ SOFT_MAX_BACK ✓ SQR ✓ SQRT ✓ SSM_CONV ✓ SSM_SCAN ✓ STEP ✓ SUB ✓ SUM ✓ SUM_ROWS ✓ SWIGLU ✓ SWIGLU_OAI ✓ TANH ✓ TIMESTEP_EMBEDDING ✓ UPSCALE Operations without tests (14): ✗ ADD_REL_POS ✗ CUSTOM ✗ DIAG ✗ DIAG_MASK_ZERO ✗ FLASH_ATTN_BACK ✗ GET_REL_POS ✗ IM2COL_BACK ✗ MAP_CUSTOM1 ✗ MAP_CUSTOM2 ✗ MAP_CUSTOM3 ✗ POOL_1D ✗ POOL_2D_BACK ✗ WIN_PART ✗ WIN_UNPART Coverage Summary: Total operations: 103 Tested operations: 89 Untested operations: 14 Coverage: 86.4% ``` Refs: ggml-org#15745 * use of ggml_op enum values instead of strcmp
ljubomirj
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This commit adds two new command-line options to the test-backend-ops.cpp that allow users to list all available GGML operations and to show test coverage of these operations. The motivation for this is that it can be useful to quickly see which operations are currently covered by tests and which are not. Also it migth be useful when using the `support` mode.
ljubomirj
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* tests : filter out no-ops from coverage report This commit is a follow-up commit for ggml-org#15745 to address the feedback on how no-op operations should be filtered out from the coverage report. The feedback regarding the UNARY and GLU sub-operations not being handled I not exactly sure what should be done. They are included in the coverage, for example ABS, ELU, EXP, GELU, GEGLU, GEGLU_ERF etc are in the list of covered operations: ```console $ ./build/bin/test-backend-ops --show-coverage Operations covered by tests (89): ✓ ABS ✓ ACC ✓ ADD ✓ ADD1 ✓ ADD_ID ✓ ARANGE ✓ ARGMAX ✓ ARGSORT ✓ CLAMP ✓ CONCAT ✓ CONV_2D ✓ CONV_2D_DW ✓ CONV_3D ✓ CONV_TRANSPOSE_1D ✓ CONV_TRANSPOSE_2D ✓ COS ✓ COUNT_EQUAL ✓ CPY ✓ CROSS_ENTROPY_LOSS ✓ CROSS_ENTROPY_LOSS_BACK ✓ DIAG_MASK_INF ✓ DIV ✓ DUP ✓ ELU ✓ EXP ✓ FLASH_ATTN_EXT ✓ GATED_LINEAR_ATTN ✓ GEGLU ✓ GEGLU_ERF ✓ GEGLU_QUICK ✓ GELU ✓ GELU_ERF ✓ GELU_QUICK ✓ GET_ROWS ✓ GET_ROWS_BACK ✓ GROUP_NORM ✓ HARDSIGMOID ✓ HARDSWISH ✓ IM2COL ✓ IM2COL_3D ✓ L2_NORM ✓ LEAKY_RELU ✓ LOG ✓ MEAN ✓ MUL ✓ MUL_MAT ✓ MUL_MAT_ID ✓ NEG ✓ NORM ✓ OPT_STEP_ADAMW ✓ OPT_STEP_SGD ✓ OUT_PROD ✓ PAD ✓ PAD_REFLECT_1D ✓ POOL_2D ✓ REGLU ✓ RELU ✓ REPEAT ✓ REPEAT_BACK ✓ RMS_NORM ✓ RMS_NORM_BACK ✓ ROLL ✓ ROPE ✓ ROPE_BACK ✓ RWKV_WKV6 ✓ RWKV_WKV7 ✓ SCALE ✓ SET ✓ SET_ROWS ✓ SGN ✓ SIGMOID ✓ SILU ✓ SILU_BACK ✓ SIN ✓ SOFT_MAX ✓ SOFT_MAX_BACK ✓ SQR ✓ SQRT ✓ SSM_CONV ✓ SSM_SCAN ✓ STEP ✓ SUB ✓ SUM ✓ SUM_ROWS ✓ SWIGLU ✓ SWIGLU_OAI ✓ TANH ✓ TIMESTEP_EMBEDDING ✓ UPSCALE Operations without tests (14): ✗ ADD_REL_POS ✗ CUSTOM ✗ DIAG ✗ DIAG_MASK_ZERO ✗ FLASH_ATTN_BACK ✗ GET_REL_POS ✗ IM2COL_BACK ✗ MAP_CUSTOM1 ✗ MAP_CUSTOM2 ✗ MAP_CUSTOM3 ✗ POOL_1D ✗ POOL_2D_BACK ✗ WIN_PART ✗ WIN_UNPART Coverage Summary: Total operations: 103 Tested operations: 89 Untested operations: 14 Coverage: 86.4% ``` Refs: ggml-org#15745 * use of ggml_op enum values instead of strcmp
my-other-github-account
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This commit adds two new command-line options to the test-backend-ops.cpp that allow users to list all available GGML operations and to show test coverage of these operations. The motivation for this is that it can be useful to quickly see which operations are currently covered by tests and which are not. Also it migth be useful when using the `support` mode.
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* tests : filter out no-ops from coverage report This commit is a follow-up commit for ggml-org#15745 to address the feedback on how no-op operations should be filtered out from the coverage report. The feedback regarding the UNARY and GLU sub-operations not being handled I not exactly sure what should be done. They are included in the coverage, for example ABS, ELU, EXP, GELU, GEGLU, GEGLU_ERF etc are in the list of covered operations: ```console $ ./build/bin/test-backend-ops --show-coverage Operations covered by tests (89): ✓ ABS ✓ ACC ✓ ADD ✓ ADD1 ✓ ADD_ID ✓ ARANGE ✓ ARGMAX ✓ ARGSORT ✓ CLAMP ✓ CONCAT ✓ CONV_2D ✓ CONV_2D_DW ✓ CONV_3D ✓ CONV_TRANSPOSE_1D ✓ CONV_TRANSPOSE_2D ✓ COS ✓ COUNT_EQUAL ✓ CPY ✓ CROSS_ENTROPY_LOSS ✓ CROSS_ENTROPY_LOSS_BACK ✓ DIAG_MASK_INF ✓ DIV ✓ DUP ✓ ELU ✓ EXP ✓ FLASH_ATTN_EXT ✓ GATED_LINEAR_ATTN ✓ GEGLU ✓ GEGLU_ERF ✓ GEGLU_QUICK ✓ GELU ✓ GELU_ERF ✓ GELU_QUICK ✓ GET_ROWS ✓ GET_ROWS_BACK ✓ GROUP_NORM ✓ HARDSIGMOID ✓ HARDSWISH ✓ IM2COL ✓ IM2COL_3D ✓ L2_NORM ✓ LEAKY_RELU ✓ LOG ✓ MEAN ✓ MUL ✓ MUL_MAT ✓ MUL_MAT_ID ✓ NEG ✓ NORM ✓ OPT_STEP_ADAMW ✓ OPT_STEP_SGD ✓ OUT_PROD ✓ PAD ✓ PAD_REFLECT_1D ✓ POOL_2D ✓ REGLU ✓ RELU ✓ REPEAT ✓ REPEAT_BACK ✓ RMS_NORM ✓ RMS_NORM_BACK ✓ ROLL ✓ ROPE ✓ ROPE_BACK ✓ RWKV_WKV6 ✓ RWKV_WKV7 ✓ SCALE ✓ SET ✓ SET_ROWS ✓ SGN ✓ SIGMOID ✓ SILU ✓ SILU_BACK ✓ SIN ✓ SOFT_MAX ✓ SOFT_MAX_BACK ✓ SQR ✓ SQRT ✓ SSM_CONV ✓ SSM_SCAN ✓ STEP ✓ SUB ✓ SUM ✓ SUM_ROWS ✓ SWIGLU ✓ SWIGLU_OAI ✓ TANH ✓ TIMESTEP_EMBEDDING ✓ UPSCALE Operations without tests (14): ✗ ADD_REL_POS ✗ CUSTOM ✗ DIAG ✗ DIAG_MASK_ZERO ✗ FLASH_ATTN_BACK ✗ GET_REL_POS ✗ IM2COL_BACK ✗ MAP_CUSTOM1 ✗ MAP_CUSTOM2 ✗ MAP_CUSTOM3 ✗ POOL_1D ✗ POOL_2D_BACK ✗ WIN_PART ✗ WIN_UNPART Coverage Summary: Total operations: 103 Tested operations: 89 Untested operations: 14 Coverage: 86.4% ``` Refs: ggml-org#15745 * use of ggml_op enum values instead of strcmp
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This commit adds two new command-line options to the test-backend-ops.cpp that allow users to list all available GGML operations and to show test coverage of these operations. The motivation for this is that it can be useful to quickly see which operations are currently covered by tests and which are not. Also it migth be useful when using the `support` mode.
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May 15, 2026
* tests : filter out no-ops from coverage report This commit is a follow-up commit for ggml-org#15745 to address the feedback on how no-op operations should be filtered out from the coverage report. The feedback regarding the UNARY and GLU sub-operations not being handled I not exactly sure what should be done. They are included in the coverage, for example ABS, ELU, EXP, GELU, GEGLU, GEGLU_ERF etc are in the list of covered operations: ```console $ ./build/bin/test-backend-ops --show-coverage Operations covered by tests (89): ✓ ABS ✓ ACC ✓ ADD ✓ ADD1 ✓ ADD_ID ✓ ARANGE ✓ ARGMAX ✓ ARGSORT ✓ CLAMP ✓ CONCAT ✓ CONV_2D ✓ CONV_2D_DW ✓ CONV_3D ✓ CONV_TRANSPOSE_1D ✓ CONV_TRANSPOSE_2D ✓ COS ✓ COUNT_EQUAL ✓ CPY ✓ CROSS_ENTROPY_LOSS ✓ CROSS_ENTROPY_LOSS_BACK ✓ DIAG_MASK_INF ✓ DIV ✓ DUP ✓ ELU ✓ EXP ✓ FLASH_ATTN_EXT ✓ GATED_LINEAR_ATTN ✓ GEGLU ✓ GEGLU_ERF ✓ GEGLU_QUICK ✓ GELU ✓ GELU_ERF ✓ GELU_QUICK ✓ GET_ROWS ✓ GET_ROWS_BACK ✓ GROUP_NORM ✓ HARDSIGMOID ✓ HARDSWISH ✓ IM2COL ✓ IM2COL_3D ✓ L2_NORM ✓ LEAKY_RELU ✓ LOG ✓ MEAN ✓ MUL ✓ MUL_MAT ✓ MUL_MAT_ID ✓ NEG ✓ NORM ✓ OPT_STEP_ADAMW ✓ OPT_STEP_SGD ✓ OUT_PROD ✓ PAD ✓ PAD_REFLECT_1D ✓ POOL_2D ✓ REGLU ✓ RELU ✓ REPEAT ✓ REPEAT_BACK ✓ RMS_NORM ✓ RMS_NORM_BACK ✓ ROLL ✓ ROPE ✓ ROPE_BACK ✓ RWKV_WKV6 ✓ RWKV_WKV7 ✓ SCALE ✓ SET ✓ SET_ROWS ✓ SGN ✓ SIGMOID ✓ SILU ✓ SILU_BACK ✓ SIN ✓ SOFT_MAX ✓ SOFT_MAX_BACK ✓ SQR ✓ SQRT ✓ SSM_CONV ✓ SSM_SCAN ✓ STEP ✓ SUB ✓ SUM ✓ SUM_ROWS ✓ SWIGLU ✓ SWIGLU_OAI ✓ TANH ✓ TIMESTEP_EMBEDDING ✓ UPSCALE Operations without tests (14): ✗ ADD_REL_POS ✗ CUSTOM ✗ DIAG ✗ DIAG_MASK_ZERO ✗ FLASH_ATTN_BACK ✗ GET_REL_POS ✗ IM2COL_BACK ✗ MAP_CUSTOM1 ✗ MAP_CUSTOM2 ✗ MAP_CUSTOM3 ✗ POOL_1D ✗ POOL_2D_BACK ✗ WIN_PART ✗ WIN_UNPART Coverage Summary: Total operations: 103 Tested operations: 89 Untested operations: 14 Coverage: 86.4% ``` Refs: ggml-org#15745 * use of ggml_op enum values instead of strcmp
phibya
pushed a commit
to ziee-ai/llama.cpp
that referenced
this pull request
May 29, 2026
This commit adds two new command-line options to the test-backend-ops.cpp that allow users to list all available GGML operations and to show test coverage of these operations. The motivation for this is that it can be useful to quickly see which operations are currently covered by tests and which are not. Also it migth be useful when using the `support` mode.
phibya
pushed a commit
to ziee-ai/llama.cpp
that referenced
this pull request
May 29, 2026
* tests : filter out no-ops from coverage report This commit is a follow-up commit for ggml-org#15745 to address the feedback on how no-op operations should be filtered out from the coverage report. The feedback regarding the UNARY and GLU sub-operations not being handled I not exactly sure what should be done. They are included in the coverage, for example ABS, ELU, EXP, GELU, GEGLU, GEGLU_ERF etc are in the list of covered operations: ```console $ ./build/bin/test-backend-ops --show-coverage Operations covered by tests (89): ✓ ABS ✓ ACC ✓ ADD ✓ ADD1 ✓ ADD_ID ✓ ARANGE ✓ ARGMAX ✓ ARGSORT ✓ CLAMP ✓ CONCAT ✓ CONV_2D ✓ CONV_2D_DW ✓ CONV_3D ✓ CONV_TRANSPOSE_1D ✓ CONV_TRANSPOSE_2D ✓ COS ✓ COUNT_EQUAL ✓ CPY ✓ CROSS_ENTROPY_LOSS ✓ CROSS_ENTROPY_LOSS_BACK ✓ DIAG_MASK_INF ✓ DIV ✓ DUP ✓ ELU ✓ EXP ✓ FLASH_ATTN_EXT ✓ GATED_LINEAR_ATTN ✓ GEGLU ✓ GEGLU_ERF ✓ GEGLU_QUICK ✓ GELU ✓ GELU_ERF ✓ GELU_QUICK ✓ GET_ROWS ✓ GET_ROWS_BACK ✓ GROUP_NORM ✓ HARDSIGMOID ✓ HARDSWISH ✓ IM2COL ✓ IM2COL_3D ✓ L2_NORM ✓ LEAKY_RELU ✓ LOG ✓ MEAN ✓ MUL ✓ MUL_MAT ✓ MUL_MAT_ID ✓ NEG ✓ NORM ✓ OPT_STEP_ADAMW ✓ OPT_STEP_SGD ✓ OUT_PROD ✓ PAD ✓ PAD_REFLECT_1D ✓ POOL_2D ✓ REGLU ✓ RELU ✓ REPEAT ✓ REPEAT_BACK ✓ RMS_NORM ✓ RMS_NORM_BACK ✓ ROLL ✓ ROPE ✓ ROPE_BACK ✓ RWKV_WKV6 ✓ RWKV_WKV7 ✓ SCALE ✓ SET ✓ SET_ROWS ✓ SGN ✓ SIGMOID ✓ SILU ✓ SILU_BACK ✓ SIN ✓ SOFT_MAX ✓ SOFT_MAX_BACK ✓ SQR ✓ SQRT ✓ SSM_CONV ✓ SSM_SCAN ✓ STEP ✓ SUB ✓ SUM ✓ SUM_ROWS ✓ SWIGLU ✓ SWIGLU_OAI ✓ TANH ✓ TIMESTEP_EMBEDDING ✓ UPSCALE Operations without tests (14): ✗ ADD_REL_POS ✗ CUSTOM ✗ DIAG ✗ DIAG_MASK_ZERO ✗ FLASH_ATTN_BACK ✗ GET_REL_POS ✗ IM2COL_BACK ✗ MAP_CUSTOM1 ✗ MAP_CUSTOM2 ✗ MAP_CUSTOM3 ✗ POOL_1D ✗ POOL_2D_BACK ✗ WIN_PART ✗ WIN_UNPART Coverage Summary: Total operations: 103 Tested operations: 89 Untested operations: 14 Coverage: 86.4% ``` Refs: ggml-org#15745 * use of ggml_op enum values instead of strcmp
fewtarius
pushed a commit
to fewtarius/CachyLLama
that referenced
this pull request
May 30, 2026
This commit adds two new command-line options to the test-backend-ops.cpp that allow users to list all available GGML operations and to show test coverage of these operations. The motivation for this is that it can be useful to quickly see which operations are currently covered by tests and which are not. Also it migth be useful when using the `support` mode.
fewtarius
pushed a commit
to fewtarius/CachyLLama
that referenced
this pull request
May 30, 2026
* tests : filter out no-ops from coverage report This commit is a follow-up commit for ggml-org#15745 to address the feedback on how no-op operations should be filtered out from the coverage report. The feedback regarding the UNARY and GLU sub-operations not being handled I not exactly sure what should be done. They are included in the coverage, for example ABS, ELU, EXP, GELU, GEGLU, GEGLU_ERF etc are in the list of covered operations: ```console $ ./build/bin/test-backend-ops --show-coverage Operations covered by tests (89): ✓ ABS ✓ ACC ✓ ADD ✓ ADD1 ✓ ADD_ID ✓ ARANGE ✓ ARGMAX ✓ ARGSORT ✓ CLAMP ✓ CONCAT ✓ CONV_2D ✓ CONV_2D_DW ✓ CONV_3D ✓ CONV_TRANSPOSE_1D ✓ CONV_TRANSPOSE_2D ✓ COS ✓ COUNT_EQUAL ✓ CPY ✓ CROSS_ENTROPY_LOSS ✓ CROSS_ENTROPY_LOSS_BACK ✓ DIAG_MASK_INF ✓ DIV ✓ DUP ✓ ELU ✓ EXP ✓ FLASH_ATTN_EXT ✓ GATED_LINEAR_ATTN ✓ GEGLU ✓ GEGLU_ERF ✓ GEGLU_QUICK ✓ GELU ✓ GELU_ERF ✓ GELU_QUICK ✓ GET_ROWS ✓ GET_ROWS_BACK ✓ GROUP_NORM ✓ HARDSIGMOID ✓ HARDSWISH ✓ IM2COL ✓ IM2COL_3D ✓ L2_NORM ✓ LEAKY_RELU ✓ LOG ✓ MEAN ✓ MUL ✓ MUL_MAT ✓ MUL_MAT_ID ✓ NEG ✓ NORM ✓ OPT_STEP_ADAMW ✓ OPT_STEP_SGD ✓ OUT_PROD ✓ PAD ✓ PAD_REFLECT_1D ✓ POOL_2D ✓ REGLU ✓ RELU ✓ REPEAT ✓ REPEAT_BACK ✓ RMS_NORM ✓ RMS_NORM_BACK ✓ ROLL ✓ ROPE ✓ ROPE_BACK ✓ RWKV_WKV6 ✓ RWKV_WKV7 ✓ SCALE ✓ SET ✓ SET_ROWS ✓ SGN ✓ SIGMOID ✓ SILU ✓ SILU_BACK ✓ SIN ✓ SOFT_MAX ✓ SOFT_MAX_BACK ✓ SQR ✓ SQRT ✓ SSM_CONV ✓ SSM_SCAN ✓ STEP ✓ SUB ✓ SUM ✓ SUM_ROWS ✓ SWIGLU ✓ SWIGLU_OAI ✓ TANH ✓ TIMESTEP_EMBEDDING ✓ UPSCALE Operations without tests (14): ✗ ADD_REL_POS ✗ CUSTOM ✗ DIAG ✗ DIAG_MASK_ZERO ✗ FLASH_ATTN_BACK ✗ GET_REL_POS ✗ IM2COL_BACK ✗ MAP_CUSTOM1 ✗ MAP_CUSTOM2 ✗ MAP_CUSTOM3 ✗ POOL_1D ✗ POOL_2D_BACK ✗ WIN_PART ✗ WIN_UNPART Coverage Summary: Total operations: 103 Tested operations: 89 Untested operations: 14 Coverage: 86.4% ``` Refs: ggml-org#15745 * use of ggml_op enum values instead of strcmp
fukuro-kun
pushed a commit
to fukuro-kun/fukuro-llama-cpp-turboquant
that referenced
this pull request
Jul 5, 2026
This commit adds two new command-line options to the test-backend-ops.cpp that allow users to list all available GGML operations and to show test coverage of these operations. The motivation for this is that it can be useful to quickly see which operations are currently covered by tests and which are not. Also it migth be useful when using the `support` mode.
fukuro-kun
pushed a commit
to fukuro-kun/fukuro-llama-cpp-turboquant
that referenced
this pull request
Jul 5, 2026
* tests : filter out no-ops from coverage report This commit is a follow-up commit for ggml-org#15745 to address the feedback on how no-op operations should be filtered out from the coverage report. The feedback regarding the UNARY and GLU sub-operations not being handled I not exactly sure what should be done. They are included in the coverage, for example ABS, ELU, EXP, GELU, GEGLU, GEGLU_ERF etc are in the list of covered operations: ```console $ ./build/bin/test-backend-ops --show-coverage Operations covered by tests (89): ✓ ABS ✓ ACC ✓ ADD ✓ ADD1 ✓ ADD_ID ✓ ARANGE ✓ ARGMAX ✓ ARGSORT ✓ CLAMP ✓ CONCAT ✓ CONV_2D ✓ CONV_2D_DW ✓ CONV_3D ✓ CONV_TRANSPOSE_1D ✓ CONV_TRANSPOSE_2D ✓ COS ✓ COUNT_EQUAL ✓ CPY ✓ CROSS_ENTROPY_LOSS ✓ CROSS_ENTROPY_LOSS_BACK ✓ DIAG_MASK_INF ✓ DIV ✓ DUP ✓ ELU ✓ EXP ✓ FLASH_ATTN_EXT ✓ GATED_LINEAR_ATTN ✓ GEGLU ✓ GEGLU_ERF ✓ GEGLU_QUICK ✓ GELU ✓ GELU_ERF ✓ GELU_QUICK ✓ GET_ROWS ✓ GET_ROWS_BACK ✓ GROUP_NORM ✓ HARDSIGMOID ✓ HARDSWISH ✓ IM2COL ✓ IM2COL_3D ✓ L2_NORM ✓ LEAKY_RELU ✓ LOG ✓ MEAN ✓ MUL ✓ MUL_MAT ✓ MUL_MAT_ID ✓ NEG ✓ NORM ✓ OPT_STEP_ADAMW ✓ OPT_STEP_SGD ✓ OUT_PROD ✓ PAD ✓ PAD_REFLECT_1D ✓ POOL_2D ✓ REGLU ✓ RELU ✓ REPEAT ✓ REPEAT_BACK ✓ RMS_NORM ✓ RMS_NORM_BACK ✓ ROLL ✓ ROPE ✓ ROPE_BACK ✓ RWKV_WKV6 ✓ RWKV_WKV7 ✓ SCALE ✓ SET ✓ SET_ROWS ✓ SGN ✓ SIGMOID ✓ SILU ✓ SILU_BACK ✓ SIN ✓ SOFT_MAX ✓ SOFT_MAX_BACK ✓ SQR ✓ SQRT ✓ SSM_CONV ✓ SSM_SCAN ✓ STEP ✓ SUB ✓ SUM ✓ SUM_ROWS ✓ SWIGLU ✓ SWIGLU_OAI ✓ TANH ✓ TIMESTEP_EMBEDDING ✓ UPSCALE Operations without tests (14): ✗ ADD_REL_POS ✗ CUSTOM ✗ DIAG ✗ DIAG_MASK_ZERO ✗ FLASH_ATTN_BACK ✗ GET_REL_POS ✗ IM2COL_BACK ✗ MAP_CUSTOM1 ✗ MAP_CUSTOM2 ✗ MAP_CUSTOM3 ✗ POOL_1D ✗ POOL_2D_BACK ✗ WIN_PART ✗ WIN_UNPART Coverage Summary: Total operations: 103 Tested operations: 89 Untested operations: 14 Coverage: 86.4% ``` Refs: ggml-org#15745 * use of ggml_op enum values instead of strcmp
MrLordCat
referenced
this pull request
in MrLordCat/llama.cpp-with-GUI
Jul 16, 2026
This commit adds two new command-line options to the test-backend-ops.cpp that allow users to list all available GGML operations and to show test coverage of these operations. The motivation for this is that it can be useful to quickly see which operations are currently covered by tests and which are not. Also it migth be useful when using the `support` mode.
MrLordCat
pushed a commit
to MrLordCat/llama.cpp-with-GUI
that referenced
this pull request
Jul 16, 2026
* tests : filter out no-ops from coverage report This commit is a follow-up commit for #15745 to address the feedback on how no-op operations should be filtered out from the coverage report. The feedback regarding the UNARY and GLU sub-operations not being handled I not exactly sure what should be done. They are included in the coverage, for example ABS, ELU, EXP, GELU, GEGLU, GEGLU_ERF etc are in the list of covered operations: ```console $ ./build/bin/test-backend-ops --show-coverage Operations covered by tests (89): ✓ ABS ✓ ACC ✓ ADD ✓ ADD1 ✓ ADD_ID ✓ ARANGE ✓ ARGMAX ✓ ARGSORT ✓ CLAMP ✓ CONCAT ✓ CONV_2D ✓ CONV_2D_DW ✓ CONV_3D ✓ CONV_TRANSPOSE_1D ✓ CONV_TRANSPOSE_2D ✓ COS ✓ COUNT_EQUAL ✓ CPY ✓ CROSS_ENTROPY_LOSS ✓ CROSS_ENTROPY_LOSS_BACK ✓ DIAG_MASK_INF ✓ DIV ✓ DUP ✓ ELU ✓ EXP ✓ FLASH_ATTN_EXT ✓ GATED_LINEAR_ATTN ✓ GEGLU ✓ GEGLU_ERF ✓ GEGLU_QUICK ✓ GELU ✓ GELU_ERF ✓ GELU_QUICK ✓ GET_ROWS ✓ GET_ROWS_BACK ✓ GROUP_NORM ✓ HARDSIGMOID ✓ HARDSWISH ✓ IM2COL ✓ IM2COL_3D ✓ L2_NORM ✓ LEAKY_RELU ✓ LOG ✓ MEAN ✓ MUL ✓ MUL_MAT ✓ MUL_MAT_ID ✓ NEG ✓ NORM ✓ OPT_STEP_ADAMW ✓ OPT_STEP_SGD ✓ OUT_PROD ✓ PAD ✓ PAD_REFLECT_1D ✓ POOL_2D ✓ REGLU ✓ RELU ✓ REPEAT ✓ REPEAT_BACK ✓ RMS_NORM ✓ RMS_NORM_BACK ✓ ROLL ✓ ROPE ✓ ROPE_BACK ✓ RWKV_WKV6 ✓ RWKV_WKV7 ✓ SCALE ✓ SET ✓ SET_ROWS ✓ SGN ✓ SIGMOID ✓ SILU ✓ SILU_BACK ✓ SIN ✓ SOFT_MAX ✓ SOFT_MAX_BACK ✓ SQR ✓ SQRT ✓ SSM_CONV ✓ SSM_SCAN ✓ STEP ✓ SUB ✓ SUM ✓ SUM_ROWS ✓ SWIGLU ✓ SWIGLU_OAI ✓ TANH ✓ TIMESTEP_EMBEDDING ✓ UPSCALE Operations without tests (14): ✗ ADD_REL_POS ✗ CUSTOM ✗ DIAG ✗ DIAG_MASK_ZERO ✗ FLASH_ATTN_BACK ✗ GET_REL_POS ✗ IM2COL_BACK ✗ MAP_CUSTOM1 ✗ MAP_CUSTOM2 ✗ MAP_CUSTOM3 ✗ POOL_1D ✗ POOL_2D_BACK ✗ WIN_PART ✗ WIN_UNPART Coverage Summary: Total operations: 103 Tested operations: 89 Untested operations: 14 Coverage: 86.4% ``` Refs: ggml-org/llama.cpp#15745 * use of ggml_op enum values instead of strcmp
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This commit adds two new command-line options to the test-backend-ops.cpp that allow users to list all available GGML operations and to show test coverage of these operations.
The motivation for this is that it can be useful to quickly see which operations are currently covered by tests and which are not. Also it might be useful when using the
supportmode.Example usage:
--list-ops usage
--show-coverage usage