mirror of
https://github.com/ggml-org/llama.cpp.git
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ff27f80a74
* ggml-zdnn: inital backend impl
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
ggml-zdnn: temp change z17 to arch15
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
ggml-zdnn: fix build bugs
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: tensor->extra logging check
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
ggml-zdnn: add layout name mapping, ztensor information
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
ggml-zdnn: separate logging into its own line
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
ggml-zdnn: add shape comparison
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
ggml-zdnn: add ggml_tensor shape log
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
ggml-zdnn: fix incorrect shape logging
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: add output buffer check
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: run compute and store into tensor->extra
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: add set_tensor
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: add more loggers
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: update set_tensor logging to check only for matmul
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: last working matmul version
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: add comments to prevent accidentally deleting lines
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: support op out_prod
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: update op out_prod to use tensor->extra
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: rewrite the backend implementation
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: bugfix new impl
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: fix compiler warnings and bugfixes
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: test ztensor finding in init_tensor
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: implement at least 1 op to test
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: assign tensor->extra to buffer
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: add check for view tensors to prevent init_tensor
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: rework init_tensor to create new buffers
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: switch to std vector instead of array
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: switch buffers back and set to arbitrary number
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: impl init_tensor
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: update supports_op matmul matrix
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: fix incorrect ztensor shape, reduce memory padding
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: code clean up
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: impl matmul
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: fix compiler error missing type
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: fix missing data transform call
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: add bias init_tensor
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: tighten memory usage, change string allocation
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: add bias ztensor and data free
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: add bias data transform
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: add more debug info for extra buffer transform
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: add logger to check if mat mul ops go through set_tensor
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: activate bias transform in matmul
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: move weights transform into mulmat
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: add more safeguards in matmul
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: fix sequencing of transforms
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: bugfix transform ztensor vs origtensor
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: figure out why sigtrap is happening
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: fix sigsegv
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: move everything back to local declaration
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: move bias data to local also
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: bring back working matmul
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: rewrite into mre
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: fix missing vector import
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: fix missing vector import in header
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: attempt to fix sigsegv
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: fix missing load tensor
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: fix invalid ztensor buffer release
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: add logging to debug free buffer
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: remove free_buffer debug info
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: add parmblkformat detections
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: add nnpa installed detection
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: add zdnn_init call for static libs
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: add init_tensor
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: attempt at fixing invalid buffer
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: switch to using deque to fix pointer deref problem
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: add weights logging to check
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: attempt to use unique ptr
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: add tensor to pre_tfm_desc logging
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: add inputs logging
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: disable op_none initialisation for testing
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: fix missing return from init_tensor
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: load ztensors in cgraph exec
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: work on moving output ztensor as well
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: disable logging and breakpoints for full test
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: attempt at manually changing the layout
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: attempt at using default nwhc format instead
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: disable global load ztensor for now
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: fix errorenous output load tensor
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: add guards to prevent loading ztensor if transformed
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: code cleanup
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: bring load ztensor back to init routine
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: code clean up
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: fix ztensor deallocation abort
stabilise ggml <-> zdnn api
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: clean up matmul selection
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: clean up project structure
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: update documentation, prepare for upstream
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* chore: add codeowners
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: disable batched matmul
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: attempt at fixing tensor views during matmul
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: deny all view tensors directly
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: fix pr comments
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* docs: update ops docs for zdnn
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: redo test-backend-ops for ops.md
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* ggml-zdnn: fix typo in build-s390x.md
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* codeowners: remove taronaeo for now
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
* Revert "codeowners: remove taronaeo for now"
This reverts commit 411ea4ed78.
* ggml-zdnn: remove unused ggml_zdnn macro
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
---------
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
104 lines
8.5 KiB
Markdown
104 lines
8.5 KiB
Markdown
# GGML Operations
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List of GGML operations and backend support status.
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## How to add a backend to this table:
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1. Run `test-backend-ops support --output csv` with your backend name and redirect output to a csv file in `docs/ops/` (e.g., `docs/ops/CUDA.csv`)
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2. Regenerate `/docs/ops.md` via `./scripts/create_ops_docs.py`
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Legend:
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- ✅ Fully supported by this backend
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- 🟡 Partially supported by this backend
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- ❌ Not supported by this backend
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| Operation | BLAS | CANN | CPU | CUDA | Metal | OpenCL | SYCL | Vulkan | zDNN |
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|-----------|------|------|------|------|------|------|------|------|------|
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| ABS | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | 🟡 | ❌ | ❌ |
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| ACC | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ |
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| ADD | ❌ | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ✅ | ❌ |
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| ADD1 | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ |
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| ARANGE | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ | ❌ |
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| ARGMAX | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ |
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| ARGSORT | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ |
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| CLAMP | ❌ | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | 🟡 | ❌ |
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| CONCAT | ❌ | ✅ | ✅ | 🟡 | ✅ | 🟡 | 🟡 | ✅ | ❌ |
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| CONT | ❌ | 🟡 | ✅ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | ❌ |
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| CONV_2D | ❌ | ❌ | ✅ | ❌ | ❌ | ✅ | ❌ | ✅ | ❌ |
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| CONV_2D_DW | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ❌ |
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| CONV_TRANSPOSE_1D | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ |
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| CONV_TRANSPOSE_2D | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ |
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| COS | ❌ | ✅ | ✅ | ✅ | 🟡 | ❌ | ✅ | 🟡 | ❌ |
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| COUNT_EQUAL | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ❌ |
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| CPY | ❌ | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | ❌ |
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| CROSS_ENTROPY_LOSS | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ |
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| CROSS_ENTROPY_LOSS_BACK | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ |
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| DIAG_MASK_INF | ❌ | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ✅ | ❌ |
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| DIV | ❌ | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ✅ | ❌ |
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| DUP | ❌ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | ✅ | 🟡 | ❌ |
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| ELU | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | 🟡 | ❌ | ❌ |
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| EXP | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | 🟡 | ❌ | ❌ |
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| FLASH_ATTN_EXT | ❌ | 🟡 | ✅ | 🟡 | 🟡 | ❌ | ❌ | 🟡 | ❌ |
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| GATED_LINEAR_ATTN | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ |
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| GEGLU | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | 🟡 | ❌ |
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| GEGLU_ERF | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | 🟡 | ❌ |
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| GEGLU_QUICK | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | 🟡 | ❌ |
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| GELU | ❌ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | ❌ |
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| GELU_ERF | ❌ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | ❌ |
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| GELU_QUICK | ❌ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | ❌ |
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| GET_ROWS | ❌ | 🟡 | ✅ | 🟡 | ✅ | 🟡 | 🟡 | 🟡 | ❌ |
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| GET_ROWS_BACK | ❌ | ❌ | 🟡 | 🟡 | ❌ | ❌ | ❌ | ❌ | ❌ |
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| GROUP_NORM | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ |
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| HARDSIGMOID | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | 🟡 | ❌ | ❌ |
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| HARDSWISH | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | 🟡 | ❌ | ❌ |
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| IM2COL | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | ✅ | ❌ |
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| L2_NORM | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ |
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| LEAKY_RELU | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ |
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| LOG | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ |
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| MEAN | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ | ❌ |
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| MUL | ❌ | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ✅ | ❌ |
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| MUL_MAT | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 |
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| MUL_MAT_ID | ❌ | 🟡 | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ❌ |
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| NEG | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | 🟡 | ❌ | ❌ |
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| NORM | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | 🟡 | ❌ |
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| OPT_STEP_ADAMW | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ❌ |
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| OUT_PROD | 🟡 | ❌ | 🟡 | 🟡 | ❌ | ❌ | 🟡 | ❌ | ❌ |
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| PAD | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ |
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| PAD_REFLECT_1D | ❌ | ✅ | ✅ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ |
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| POOL_2D | ❌ | 🟡 | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ |
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| REGLU | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | 🟡 | ❌ |
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| RELU | ❌ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | ❌ |
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| REPEAT | ❌ | ✅ | ✅ | 🟡 | ✅ | 🟡 | ✅ | 🟡 | ❌ |
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| REPEAT_BACK | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ❌ |
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| RMS_NORM | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | ✅ | ❌ |
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| RMS_NORM_BACK | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ❌ |
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| RMS_NORM_MUL_ADD | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ |
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| ROLL | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ | ✅ | ❌ |
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| ROPE | ❌ | 🟡 | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ |
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| ROPE_BACK | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ❌ |
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| RWKV_WKV6 | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ |
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| RWKV_WKV7 | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ |
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| SCALE | ❌ | 🟡 | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ |
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| SET | ❌ | ❌ | ✅ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ |
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| SET_ROWS | ❌ | ❌ | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | ❌ |
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| SGN | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | 🟡 | ❌ | ❌ |
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| SIGMOID | ❌ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | ❌ |
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| SILU | ❌ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | ❌ |
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| SILU_BACK | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ❌ |
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| SIN | ❌ | ✅ | ✅ | ✅ | 🟡 | ❌ | ✅ | 🟡 | ❌ |
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| SOFTCAP | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ |
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| SOFT_MAX | ❌ | 🟡 | ✅ | ✅ | ✅ | ✅ | 🟡 | ✅ | ❌ |
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| SOFT_MAX_BACK | ❌ | ❌ | 🟡 | 🟡 | ❌ | ❌ | ❌ | ✅ | ❌ |
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| SQR | ❌ | ✅ | ✅ | ✅ | 🟡 | ❌ | ✅ | 🟡 | ❌ |
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| SQRT | ❌ | ✅ | ✅ | ✅ | 🟡 | ❌ | ✅ | ❌ | ❌ |
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| SSM_CONV | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ | ❌ |
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| SSM_SCAN | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ | ❌ |
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| STEP | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | 🟡 | ❌ | ❌ |
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| SUB | ❌ | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ✅ | ❌ |
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| SUM | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ | ❌ |
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| SUM_ROWS | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ |
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| SWIGLU | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | 🟡 | ❌ |
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| TANH | ❌ | ✅ | ✅ | 🟡 | 🟡 | ✅ | 🟡 | 🟡 | ❌ |
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| TIMESTEP_EMBEDDING | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ |
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| UPSCALE | ❌ | 🟡 | ✅ | ✅ | 🟡 | ✅ | 🟡 | ✅ | ❌ |
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