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[torchdim] Fix Python 3.11 bytecode decoding in dims (#91290)
Adds a PyInstDecoder object that handles the differences in bytecode added in 3.11. Basically some instructions have inline caches which change the size of the instruction, so calculating the next instruction is slightly different. fixes #91246 Pull Request resolved: https://github.com/pytorch/pytorch/pull/91290 Approved by: https://github.com/albanD
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@ -21,6 +21,11 @@
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#include "arena.h"
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#include "python_variable_simple.h"
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#if IS_PYTHON_3_11_PLUS
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#define Py_BUILD_CORE
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#include "internal/pycore_opcode.h"
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#undef Py_BUILD_CORE
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#endif
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// C++ API functions for objects to
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// * construct the object, returning a ref-counted handle
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@ -1433,33 +1438,6 @@ bool relevant_op(_Py_CODEUNIT c) {
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}
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}
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py::object getname(PyCodeObject* code, _Py_CODEUNIT c) {
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PyObject* names = NULL;
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switch(_Py_OPCODE(c)) {
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case STORE_NAME:
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case STORE_GLOBAL:
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names = code->co_names;
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break;
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case STORE_FAST:
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#if PY_VERSION_HEX < 0x030b0000
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names = code->co_varnames;
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#else
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names = PyCode_GetVarnames(code);
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#endif
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break;
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case STORE_DEREF:
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#if PY_VERSION_HEX < 0x030b0000
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names = code->co_cellvars;
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#else
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names = PyCode_GetCellvars(code);
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#endif
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break;
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default:
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return py::object();
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}
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return py::object::steal(PySequence_GetItem(names, _Py_OPARG(c)));
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}
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py::object create_dim(py::object name, py::handle size) {
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auto d = Dim::create(std::move(name));
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if (!py::is_none(size)) {
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@ -1487,10 +1465,54 @@ py::object create_dimlist(py::object name, py::handle size) {
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// Python wrappers that make new reflection primitives available for older runtimes
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#if PY_VERSION_HEX < 0x030b0000
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#if !(IS_PYTHON_3_11_PLUS)
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#define _PyCode_CODE(CO) ((_Py_CODEUNIT*)PyBytes_AS_STRING((CO)->co_code))
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#endif
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struct PyInstDecoder {
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PyInstDecoder(PyCodeObject* code_object, int lasti)
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: code_object_(code_object), code_(_PyCode_CODE(code_object)), offset_(lasti / sizeof(_Py_CODEUNIT)) {}
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void next() {
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#if IS_PYTHON_3_11_PLUS
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offset_ += _PyOpcode_Caches[opcode()];
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#endif
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offset_ += 1;
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}
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int opcode() {
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auto r = _Py_OPCODE(code_[offset_]);
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#if IS_PYTHON_3_11_PLUS
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r = _PyOpcode_Deopt[r];
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#endif
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return r;
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}
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int oparg() {
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return _Py_OPARG(code_[offset_]);
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}
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py::object name() {
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py::object names;
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switch(opcode()) {
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case STORE_NAME:
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case STORE_GLOBAL:
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names = py::object::borrow(code_object_->co_names);
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break;
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case STORE_FAST:
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names = py::object::steal(PyCode_GetVarnames(code_object_));
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break;
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case STORE_DEREF:
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names = py::object::steal(PyCode_GetCellvars(code_object_));
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break;
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default:
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return py::object();
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}
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return py::object::steal(PySequence_GetItem(names.ptr(), oparg()));
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}
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private:
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PyCodeObject* code_object_;
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_Py_CODEUNIT* code_;
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int offset_;
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};
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template<py::object (*create_object)(py::object, py::handle)>
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static PyObject* _dims(PyObject *self,
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PyObject *const *args,
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@ -1518,15 +1540,22 @@ static PyObject* _dims(PyObject *self,
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PyThreadState* state = PyThreadState_GET();
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auto f = py::obj<PyFrameObject>::steal(PyThreadState_GetFrame(state));
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auto c = py::obj<PyCodeObject>::steal(PyFrame_GetCode(f.ptr()));
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auto code = _PyCode_CODE(c.ptr());
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int first = PyFrame_GetLasti(f.ptr()) / 2 + 1;
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auto unpack = code[first];
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int names_start = first;
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if (relevant_op(unpack)) {
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auto lasti = PyFrame_GetLasti(f.ptr());
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auto decoder = PyInstDecoder(c.ptr(), lasti);
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#if IS_PYTHON_3_11_PLUS
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// When py3.11 adapts bytecode lasti points to the precall
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// rather than the call instruction after it
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if (decoder.opcode() == PRECALL) {
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decoder.next();
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}
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#endif
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decoder.next();
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if (relevant_op(decoder.opcode())) {
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found_ndims = 1;
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} else if (_Py_OPCODE(unpack) == UNPACK_SEQUENCE) {
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found_ndims = _Py_OPARG(unpack);
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names_start++;
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} else if (decoder.opcode() == UNPACK_SEQUENCE) {
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found_ndims = decoder.oparg();
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decoder.next();
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}
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if (specified_ndims == -1) {
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@ -1542,11 +1571,13 @@ static PyObject* _dims(PyObject *self,
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auto genobject = [&](int i) -> py::object {
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py::object name;
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if (i < found_ndims) {
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name = getname(c.ptr(), code[names_start + i]);
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name = decoder.name();
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}
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if (!name.ptr()) {
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name = py::unicode_from_format("d%d", i);
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found_ndims = 0; // once we fail at finding a name, we can find any more
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} else {
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decoder.next();
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}
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return create_object(std::move(name), sizes != -1 ? py::sequence_view(py_sizes)[i] : py::handle(Py_None));
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};
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@ -195,6 +195,14 @@ class TestMin(TestCase):
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embeddings[indices[i], f] += values[i, f]
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def test_adapt(self):
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def f():
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ci, co = dims()
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# python 3.11 adapts bytecode after a number of iterations
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# check that we still match names correctly
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for i in range(10):
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f()
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@skipIf(not TEST_CUDA, "no CUDA")
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def test_attn_cuda(self):
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# size from the BERT paper, 90% pretraining of sequence length 128
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@ -624,6 +632,5 @@ class TestMinFunctorchOnly(TestMin):
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for n in skip_functorch_only:
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setattr(TestMinFunctorchOnly, n, skip("skip_functorch_only")(lambda self: None))
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if __name__ == '__main__':
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run_tests()
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