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Coverage report —
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| Name | Stmts | Miss | Cover | Missing |
|---|---|---|---|---|
| src/kernels/__init__.py | 14 | 0 | 100% | |
| src/kernels/_system.py | 6 | 1 | 83% | 10 |
| src/kernels/_versions.py | 130 | 14 | 89% | 53, 59-60, 63-64, 102, 165-170, 199, 219 |
| src/kernels/archs.py | 56 | 1 | 98% | 94 |
| src/kernels/backends.py | 215 | 63 | 71% | 42, 46, 50-53, 70, 92, 110, 119, 123, 127-129, 150, 159, 163, 167-169, 190, 201, 203, 210-213, 222, 226, 230-255, 263, 286-306 |
| src/kernels/compat.py | 9 | 1 | 89% | 5 |
| src/kernels/deps.py | 70 | 1 | 99% | 56 |
| src/kernels/digest.py | 58 | 5 | 91% | 71-73, 136-137 |
| src/kernels/hf_hub.py | 62 | 2 | 97% | 21, 23 |
| src/kernels/importer.py | 74 | 5 | 93% | 158, 162, 165, 179-180 |
| src/kernels/install.py | 21 | 7 | 67% | 76-100 |
| src/kernels/layer/__init__.py | 7 | 0 | 100% | |
| src/kernels/layer/_interval_tree.py | 103 | 4 | 96% | 23, 52, 147, 150 |
| src/kernels/layer/device.py | 48 | 12 | 75% | 42, 47-49, 91, 96-98, 101, 149, 152, 156 |
| src/kernels/layer/func.py | 93 | 5 | 95% | 94, 119, 195, 315, 390 |
| src/kernels/layer/globals.py | 5 | 0 | 100% | |
| src/kernels/layer/inspect.py | 27 | 0 | 100% | |
| src/kernels/layer/kernelize.py | 83 | 7 | 92% | 306, 314-315, 321, 325, 341-343 |
| src/kernels/layer/layer.py | 320 | 14 | 96% | 212, 259, 447, 606-607, 628, 636, 647, 688, 692, 705, 760, 801, 876 |
| src/kernels/layer/mode.py | 14 | 0 | 100% | |
| src/kernels/layer/repos.py | 136 | 36 | 74% | 32, 35-42, 73, 86, 90, 99-100, 103, 106-109, 116-117, 120, 123-126, 133-134, 137, 140-143, 150-151, 154, 157-160, 235 |
| src/kernels/load.py | 71 | 2 | 97% | 338, 378 |
| src/kernels/locking.py | 89 | 64 | 28% | 35-83, 91-98, 102-125, 137, 152-159, 165-175, 179-186 |
| src/kernels/python_deps.py | 58 | 6 | 90% | 59-60, 64-65, 101, 104 |
| src/kernels/resolver.py | 162 | 1 | 99% | 248 |
| src/kernels/status.py | 50 | 2 | 96% | 25, 79 |
| src/kernels/validate.py | 104 | 7 | 93% | 9, 101, 172, 195-196, 232-233 |
| src/kernels/variants.py | 282 | 17 | 94% | 65, 96, 117, 147, 256-257, 299-302, 304, 388-394, 400-406, 455-461 |
| src/kernels/verify.py | 102 | 6 | 94% | 44, 176-178, 266-267 |
| TOTAL | 2469 | 283 | 89% |
Updated by the Test kernels workflow on commit 201e204c22f0d1287531072f791c3bbb31e66224.
Member
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I know this is still draft but would be nice to substantiate this with a real example. |
drbh
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this generates `flash-attn3/src` from `flash-attn3/port/port.kdl` and `flash-attn3/port/overlay`, pinned to the same upstream commit as the hand port (`0816ef12`) - the fixed `flash_attn_3` op namespace in `flash_api_stable.cpp` is rewritten by `extension` and the module entry point now lives in `torch-ext/torch_binding.cpp` (upstream's unused `PyInit__C` is kept) - `flash_api.cpp` is no longer vendored since it was never compiled - `flash_attn_interface.py` and the tests keep upstream's formatting and dispatch through `flash_attn_3_gpu = ops` - `build.toml` header lists come from `follow_includes` note: check ports runs kernel-port from the `kernel-port-declarative` branch until huggingface/kernels#946 is merged
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just added an example that ports flash-attn3 huggingface/kernels-community#1283 it makes use of |
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this generates `flash-attn3/src` from `flash-attn3/port/port.kdl` and `flash-attn3/port/overlay`, pinned to the same upstream commit as the hand port (`0816ef12`) - the fixed `flash_attn_3` op namespace in `flash_api_stable.cpp` is rewritten by `extension` and the module entry point now lives in `torch-ext/torch_binding.cpp` (upstream's unused `PyInit__C` is kept) - `flash_api.cpp` is no longer vendored since it was never compiled - `flash_attn_interface.py` and the tests keep upstream's formatting and dispatch through `flash_attn_3_gpu = ops` - `build.toml` header lists come from `follow_includes` note: check ports runs kernel-port from the `kernel-port-declarative` branch until huggingface/kernels#946 is merged
Adds the `rewrite` op. A rewrite deletes whole lines, and splits identifiers before matching literal text, so a replacement cannot match inside a longer identifier.
…hain imports - Adds the `extension` op, deriving native extension conversions from a declaration. A declared module that upstream builds at import time with `var = torch.utils.cpp_extension.load(name="<module>", ...)` becomes `from ._ops import ops as var`, and the module-level statements that only fed the build (source paths, flags, the load import) are removed. Removing a trailing PYBIND11_MODULE no longer leaves blank lines at the end of the file. - remap_module also remaps `import a.b as x`. An unaliased `import a.b` binds `a`, so remapping it is an error rather than silently skipped. - convert_import converts an unaliased `import a.b.c` used as `a.b.c.attr` into `from a.b import c` with `c.attr` uses, refusing when `a` is used any other way or `c` is already a name in the module. - mark_tests only="<test>,..." marks just the named tests.
`kernel ... follow_includes=#true` (and `manifest ... torch_follow_includes=#true`) add every file the selected sources reach through #include, searched the way the compiler does: quoted includes next to the includer and then in the include directories, angle-bracket includes only in the include directories. A recipe then names compilation units instead of maintaining header lists that drift from what upstream actually includes.
- Relative imports must resolve: after the last op, every relative `from` import in the tree must name a module or package that is in the port (`torch-ext/<pkg>/_ops` is generated by the build). An upstream file that starts importing a module the recipe prunes now fails the port instead of failing at import time. - Every torch-ext declaration must match its definition: each function declared in a C-family file under torch-ext must have a definition in the output with the same parameter types (names and default arguments may differ). The error shows both lists and the first parameter that differs. - `expect blob=` pins the upstream file an overlay copy was made from. A find= guard only notices upstream changes to the lines it names, so an overlay copy of an upstream file could silently go stale. blob= pins the whole file by its git blob id; on a mismatch the error prints the git diff between the old and new blob, which is what to carry into the overlay copy. - Python import edits are spliced into the text so untouched code keeps its layout. Occurrences were found by text search alone, so an import that also appeared in a string literal or comment made the op refuse, and `import b` could match inside `from a import b`. Only occurrences that begin a statement, per libcst's tokenizer, now count, and every rewrite is located in the original text before any is applied.
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…arch=#false A parenthesized from-import is rewritten like a one-line one unless a comment sits inside its parentheses, which the rewrite would drop. check_arch=#false passes check_arch=False to get_kernel, for kernels built only for devices the test runner may not have.
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this pr adds a few kernel-port ops and post-port checks so recipes can handle native extensions and catch upstream drift at port time instead of at build or import time
#includes when a globmoverenames files (used in flash-attn3)rewrite, a structural find/replace (used in flash-attn3)extensionto convert native extensions to._ops(used in flash-attn3)mark_tests only=(used in flash-attn3)follow_includes=#trueforkernelandmanifest(used in flash-attn3 and manifest)expect blob=to pin overlay copies (not used in flash-attn3)