| // Copyright 2019 The IREE Authors |
| // |
| // Licensed under the Apache License v2.0 with LLVM Exceptions. |
| // See https://llvm.org/LICENSE.txt for license information. |
| // SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception |
| |
| #include "./hal.h" |
| |
| #include "iree/base/tracing.h" |
| #include "iree/hal/api.h" |
| #include "pybind11/numpy.h" |
| |
| namespace iree { |
| namespace python { |
| |
| namespace { |
| |
| // RAII wrapper for a Py_buffer which calls PyBuffer_Release when it goes |
| // out of scope. |
| class PyBufferReleaser { |
| public: |
| PyBufferReleaser(Py_buffer& b) : b_(b) {} |
| ~PyBufferReleaser() { PyBuffer_Release(&b_); } |
| |
| private: |
| Py_buffer& b_; |
| }; |
| |
| static std::string ToHexString(const uint8_t* data, size_t length) { |
| static constexpr char kHexChars[] = {'0', '1', '2', '3', '4', '5', '6', '7', |
| '8', '9', 'a', 'b', 'c', 'd', 'e', 'f'}; |
| std::string s(length * 2, ' '); |
| for (size_t i = 0; i < length; ++i) { |
| s[2 * i + 0] = kHexChars[(data[i] & 0xF0) >> 4]; |
| s[2 * i + 1] = kHexChars[(data[i] & 0x0F) >> 0]; |
| } |
| return s; |
| } |
| static std::string ToHexString(uint32_t value) { |
| return ToHexString((const uint8_t*)&value, sizeof(value)); |
| } |
| |
| } // namespace |
| |
| //------------------------------------------------------------------------------ |
| // HalAllocator |
| //------------------------------------------------------------------------------ |
| |
| py::dict HalAllocator::QueryStatistics() { |
| py::dict items; |
| iree_hal_allocator_statistics_t stats; |
| iree_hal_allocator_query_statistics(raw_ptr(), &stats); |
| #if IREE_STATISTICS_ENABLE |
| items["host_bytes_peak"] = stats.host_bytes_peak; |
| items["host_bytes_allocated"] = stats.host_bytes_allocated; |
| items["host_bytes_freed"] = stats.host_bytes_freed; |
| items["device_bytes_peak"] = stats.device_bytes_peak; |
| items["device_bytes_allocated"] = stats.device_bytes_allocated; |
| items["device_bytes_freed"] = stats.device_bytes_freed; |
| #endif |
| return items; |
| } |
| |
| py::str HalAllocator::FormattedStatistics() { |
| // Perform all allocating string manipulation without early exit. |
| iree_string_builder_t builder; |
| iree_string_builder_initialize(iree_allocator_system(), &builder); |
| iree_hal_allocator_statistics_t stats; |
| iree_hal_allocator_query_statistics(raw_ptr(), &stats); |
| auto status = iree_hal_allocator_statistics_format(&stats, &builder); |
| iree_string_view_t view = iree_string_builder_view(&builder); |
| py::str result = py::str(view.data, view.size); |
| iree_string_builder_deinitialize(&builder); |
| |
| // Check/raise after all memory alloc/dealloc. |
| CheckApiStatus(status, "unable to format statistics"); |
| return result; |
| } |
| |
| py::object HalAllocator::AllocateBufferCopy( |
| int memory_type, int allowed_usage, py::object buffer, |
| std::optional<iree_hal_element_types_t> element_type) { |
| IREE_TRACE_SCOPE0("HalAllocator::AllocateBufferCopy"); |
| // Request a view of the buffer (use the raw python C API to avoid |
| // some allocation and copying at the pybind level). |
| Py_buffer py_view; |
| // Note that only C-Contiguous ND-arrays are presently supported, so |
| // only request that via PyBUF_ND. Long term, we should consult an |
| // "oracle" in the runtime to determine the precise required format |
| // and set flags accordingly (and fallback/copy on failure). |
| int flags = PyBUF_FORMAT | PyBUF_ND; |
| |
| // Acquire the backing buffer and setup RAII release. |
| if (PyObject_GetBuffer(buffer.ptr(), &py_view, flags) != 0) { |
| // The GetBuffer call is required to set an appropriate error. |
| throw py::error_already_set(); |
| } |
| PyBufferReleaser py_view_releaser(py_view); |
| |
| iree_hal_buffer_params_t params = {0}; |
| // TODO: Should not require host visible :( |
| params.type = memory_type | IREE_HAL_MEMORY_TYPE_HOST_VISIBLE; |
| params.usage = allowed_usage; |
| |
| iree_hal_buffer_t* hal_buffer = nullptr; |
| iree_status_t status = iree_ok_status(); |
| { |
| py::gil_scoped_release release; |
| status = iree_hal_allocator_allocate_buffer( |
| raw_ptr(), params, py_view.len, |
| iree_make_const_byte_span(py_view.buf, py_view.len), &hal_buffer); |
| } |
| CheckApiStatus(status, "Failed to allocate device visible buffer"); |
| |
| if (!element_type) { |
| return py::cast(HalBuffer::StealFromRawPtr(hal_buffer), |
| py::return_value_policy::move); |
| } |
| |
| // Create the buffer_view. (note that numpy shape is ssize_t, so we need to |
| // copy). |
| iree_hal_encoding_type_t encoding_type = |
| IREE_HAL_ENCODING_TYPE_DENSE_ROW_MAJOR; |
| std::vector<iree_hal_dim_t> dims(py_view.ndim); |
| std::copy(py_view.shape, py_view.shape + py_view.ndim, dims.begin()); |
| iree_hal_buffer_view_t* hal_buffer_view; |
| CheckApiStatus( |
| iree_hal_buffer_view_create( |
| hal_buffer, dims.data(), dims.size(), *element_type, encoding_type, |
| iree_hal_allocator_host_allocator(raw_ptr()), &hal_buffer_view), |
| "Error allocating buffer_view"); |
| iree_hal_buffer_release(hal_buffer); |
| |
| return py::cast(HalBufferView::StealFromRawPtr(hal_buffer_view), |
| py::return_value_policy::move); |
| } |
| |
| //------------------------------------------------------------------------------ |
| // HalBuffer |
| //------------------------------------------------------------------------------ |
| |
| namespace { |
| |
| void AppendHalBufferRepr(iree_hal_buffer_t* buffer, std::string& repr) { |
| repr.append(std::to_string(iree_hal_buffer_byte_length(buffer))); |
| repr.append(" bytes (at offset "); |
| repr.append(std::to_string(iree_hal_buffer_byte_offset(buffer))); |
| repr.append(" into "); |
| repr.append(std::to_string(iree_hal_buffer_allocation_size(buffer))); |
| repr.append("), memory_type="); |
| |
| // Memory type. |
| iree_bitfield_string_temp_t tmp; |
| iree_string_view_t sv; |
| sv = iree_hal_memory_type_format(iree_hal_buffer_memory_type(buffer), &tmp); |
| repr.append(sv.data, sv.size); |
| |
| // Allowed access. |
| repr.append(", allowed_access="); |
| sv = iree_hal_memory_access_format(iree_hal_buffer_allowed_access(buffer), |
| &tmp); |
| repr.append(sv.data, sv.size); |
| |
| // Allowed usage. |
| repr.append(", allowed_usage="); |
| sv = |
| iree_hal_buffer_usage_format(iree_hal_buffer_allowed_usage(buffer), &tmp); |
| repr.append(sv.data, sv.size); |
| } |
| |
| } // namespace |
| |
| py::str HalBuffer::Repr() { |
| std::string repr("<HalBuffer "); |
| AppendHalBufferRepr(raw_ptr(), repr); |
| repr.append(">"); |
| return py::str(repr); |
| } |
| |
| //------------------------------------------------------------------------------ |
| // HalBufferView |
| //------------------------------------------------------------------------------ |
| |
| py::str HalBufferView::Repr() { |
| std::string repr("<HalBufferView ("); |
| |
| // Shape. |
| iree_host_size_t rank = iree_hal_buffer_view_shape_rank(raw_ptr()); |
| for (iree_host_size_t i = 0; i < rank; ++i) { |
| if (i > 0) { |
| repr.append(", "); |
| } |
| repr.append(std::to_string(iree_hal_buffer_view_shape_dim(raw_ptr(), i))); |
| } |
| repr.append(")"); |
| |
| // Element type. |
| repr.append(", element_type=0x"); |
| auto element_type = iree_hal_buffer_view_element_type(raw_ptr()); |
| repr.append(ToHexString(static_cast<uint32_t>(element_type))); |
| |
| repr.append(", "); |
| AppendHalBufferRepr(iree_hal_buffer_view_buffer(raw_ptr()), repr); |
| repr.append(">"); |
| return py::str(repr); |
| } |
| |
| //------------------------------------------------------------------------------ |
| // HalDriver |
| //------------------------------------------------------------------------------ |
| |
| std::vector<std::string> HalDriver::Query() { |
| iree_hal_driver_info_t* driver_infos = NULL; |
| iree_host_size_t driver_info_count = 0; |
| CheckApiStatus( |
| iree_hal_driver_registry_enumerate(iree_hal_driver_registry_default(), |
| iree_allocator_system(), &driver_infos, |
| &driver_info_count), |
| "Error enumerating HAL drivers"); |
| std::vector<std::string> driver_names(driver_info_count); |
| for (iree_host_size_t i = 0; i < driver_info_count; ++i) { |
| driver_names[i] = std::string(driver_infos[i].driver_name.data, |
| driver_infos[i].driver_name.size); |
| } |
| iree_allocator_free(iree_allocator_system(), driver_infos); |
| return driver_names; |
| } |
| |
| HalDriver HalDriver::Create(const std::string& driver_name) { |
| iree_hal_driver_t* driver; |
| CheckApiStatus(iree_hal_driver_registry_try_create_by_name( |
| iree_hal_driver_registry_default(), |
| {driver_name.data(), driver_name.size()}, |
| iree_allocator_system(), &driver), |
| "Error creating driver"); |
| return HalDriver::StealFromRawPtr(driver); |
| } |
| |
| HalDevice HalDriver::CreateDefaultDevice() { |
| iree_hal_device_t* device; |
| CheckApiStatus(iree_hal_driver_create_default_device( |
| raw_ptr(), iree_allocator_system(), &device), |
| "Error creating default device"); |
| return HalDevice::StealFromRawPtr(device); |
| } |
| |
| //------------------------------------------------------------------------------ |
| // Enum helpers |
| //------------------------------------------------------------------------------ |
| |
| namespace { |
| |
| py::object MapElementTypeToDType(iree_hal_element_type_t element_type) { |
| // See: https://docs.python.org/3/c-api/arg.html#numbers |
| // TODO: Handle dtypes that do not map to a code (i.e. fp16). |
| const char* dtype_code; |
| switch (element_type) { |
| case IREE_HAL_ELEMENT_TYPE_INT_8: |
| case IREE_HAL_ELEMENT_TYPE_SINT_8: |
| dtype_code = "b"; |
| break; |
| case IREE_HAL_ELEMENT_TYPE_UINT_8: |
| dtype_code = "B"; |
| break; |
| case IREE_HAL_ELEMENT_TYPE_INT_16: |
| case IREE_HAL_ELEMENT_TYPE_SINT_16: |
| dtype_code = "h"; |
| break; |
| case IREE_HAL_ELEMENT_TYPE_UINT_16: |
| dtype_code = "H"; |
| break; |
| case IREE_HAL_ELEMENT_TYPE_INT_32: |
| case IREE_HAL_ELEMENT_TYPE_SINT_32: |
| dtype_code = "i"; |
| break; |
| case IREE_HAL_ELEMENT_TYPE_UINT_32: |
| dtype_code = "I"; |
| break; |
| case IREE_HAL_ELEMENT_TYPE_INT_64: |
| case IREE_HAL_ELEMENT_TYPE_SINT_64: |
| dtype_code = "l"; |
| break; |
| case IREE_HAL_ELEMENT_TYPE_UINT_64: |
| dtype_code = "L"; |
| break; |
| case IREE_HAL_ELEMENT_TYPE_FLOAT_32: |
| dtype_code = "f"; |
| break; |
| case IREE_HAL_ELEMENT_TYPE_FLOAT_64: |
| dtype_code = "d"; |
| break; |
| case IREE_HAL_ELEMENT_TYPE_VALUE(IREE_HAL_NUMERICAL_TYPE_INTEGER, 1): |
| dtype_code = "?"; |
| break; |
| default: |
| throw RaiseValueError("Unsupported VM Buffer -> numpy dtype mapping"); |
| } |
| return py::dtype(dtype_code); |
| } |
| |
| } // namespace |
| |
| //------------------------------------------------------------------------------ |
| // Bindings |
| //------------------------------------------------------------------------------ |
| |
| void SetupHalBindings(pybind11::module m) { |
| // Enums. |
| py::enum_<enum iree_hal_memory_type_bits_t>(m, "MemoryType") |
| .value("NONE", IREE_HAL_MEMORY_TYPE_NONE) |
| .value("TRANSIENT", IREE_HAL_MEMORY_TYPE_TRANSIENT) |
| .value("HOST_VISIBLE", IREE_HAL_MEMORY_TYPE_HOST_VISIBLE) |
| .value("HOST_COHERENT", IREE_HAL_MEMORY_TYPE_HOST_COHERENT) |
| .value("HOST_CACHED", IREE_HAL_MEMORY_TYPE_HOST_CACHED) |
| .value("HOST_LOCAL", IREE_HAL_MEMORY_TYPE_HOST_LOCAL) |
| .value("DEVICE_VISIBLE", IREE_HAL_MEMORY_TYPE_DEVICE_VISIBLE) |
| .value("DEVICE_LOCAL", IREE_HAL_MEMORY_TYPE_DEVICE_LOCAL) |
| .export_values() |
| .def("__or__", |
| [](enum iree_hal_memory_type_bits_t self, |
| enum iree_hal_memory_type_bits_t other) { return self | other; }) |
| .def("__and__", |
| [](enum iree_hal_memory_type_bits_t self, |
| enum iree_hal_memory_type_bits_t other) { return self & other; }); |
| |
| py::enum_<enum iree_hal_buffer_compatibility_bits_t>(m, "BufferCompatibility") |
| .value("NONE", IREE_HAL_BUFFER_COMPATIBILITY_NONE) |
| .value("ALLOCATABLE", IREE_HAL_BUFFER_COMPATIBILITY_ALLOCATABLE) |
| .value("IMPORTABLE", IREE_HAL_BUFFER_COMPATIBILITY_IMPORTABLE) |
| .value("EXPORTABLE", IREE_HAL_BUFFER_COMPATIBILITY_EXPORTABLE) |
| .value("QUEUE_TRANSFER", IREE_HAL_BUFFER_COMPATIBILITY_QUEUE_TRANSFER) |
| .value("QUEUE_DISPATCH", IREE_HAL_BUFFER_COMPATIBILITY_QUEUE_DISPATCH) |
| .export_values() |
| .def("__or__", |
| [](enum iree_hal_buffer_compatibility_bits_t self, |
| enum iree_hal_buffer_compatibility_bits_t other) { |
| return self | other; |
| }) |
| .def("__and__", [](enum iree_hal_buffer_compatibility_bits_t self, |
| enum iree_hal_buffer_compatibility_bits_t other) { |
| return self & other; |
| }); |
| |
| py::enum_<enum iree_hal_buffer_usage_bits_t>(m, "BufferUsage") |
| .value("NONE", IREE_HAL_BUFFER_USAGE_NONE) |
| .value("CONSTANT", IREE_HAL_BUFFER_USAGE_CONSTANT) |
| .value("TRANSFER", IREE_HAL_BUFFER_USAGE_TRANSFER) |
| .value("MAPPING", IREE_HAL_BUFFER_USAGE_MAPPING) |
| .value("DISPATCH", IREE_HAL_BUFFER_USAGE_DISPATCH) |
| .export_values() |
| .def("__or__", |
| [](enum iree_hal_buffer_usage_bits_t self, |
| enum iree_hal_buffer_usage_bits_t other) { |
| return (enum iree_hal_buffer_usage_bits_t)(self | other); |
| }) |
| .def("__and__", [](enum iree_hal_buffer_usage_bits_t self, |
| enum iree_hal_buffer_usage_bits_t other) { |
| return (enum iree_hal_buffer_usage_bits_t)(self & other); |
| }); |
| |
| py::enum_<enum iree_hal_memory_access_bits_t>(m, "MemoryAccess") |
| .value("NONE", IREE_HAL_MEMORY_ACCESS_NONE) |
| .value("READ", IREE_HAL_MEMORY_ACCESS_READ) |
| .value("WRITE", IREE_HAL_MEMORY_ACCESS_WRITE) |
| .value("DISCARD", IREE_HAL_MEMORY_ACCESS_DISCARD) |
| .value("DISCARD_WRITE", IREE_HAL_MEMORY_ACCESS_DISCARD_WRITE) |
| .value("ALL", IREE_HAL_MEMORY_ACCESS_ALL) |
| .export_values() |
| .def( |
| "__or__", |
| [](enum iree_hal_memory_access_bits_t self, |
| enum iree_hal_memory_access_bits_t other) { return self | other; }) |
| .def("__and__", [](enum iree_hal_memory_access_bits_t self, |
| enum iree_hal_memory_access_bits_t other) { |
| return self & other; |
| }); |
| |
| py::enum_<enum iree_hal_element_types_t>(m, "HalElementType") |
| .value("NONE", IREE_HAL_ELEMENT_TYPE_NONE) |
| .value("OPAQUE_8", IREE_HAL_ELEMENT_TYPE_OPAQUE_8) |
| .value("OPAQUE_16", IREE_HAL_ELEMENT_TYPE_OPAQUE_16) |
| .value("OPAQUE_32", IREE_HAL_ELEMENT_TYPE_OPAQUE_32) |
| .value("OPAQUE_64", IREE_HAL_ELEMENT_TYPE_OPAQUE_64) |
| .value("INT_4", IREE_HAL_ELEMENT_TYPE_INT_4) |
| .value("INT_8", IREE_HAL_ELEMENT_TYPE_INT_8) |
| .value("INT_16", IREE_HAL_ELEMENT_TYPE_INT_16) |
| .value("INT_32", IREE_HAL_ELEMENT_TYPE_INT_32) |
| .value("INT_64", IREE_HAL_ELEMENT_TYPE_INT_64) |
| .value("SINT_4", IREE_HAL_ELEMENT_TYPE_SINT_4) |
| .value("SINT_8", IREE_HAL_ELEMENT_TYPE_SINT_8) |
| .value("SINT_16", IREE_HAL_ELEMENT_TYPE_SINT_16) |
| .value("SINT_32", IREE_HAL_ELEMENT_TYPE_SINT_32) |
| .value("SINT_64", IREE_HAL_ELEMENT_TYPE_SINT_64) |
| .value("UINT_4", IREE_HAL_ELEMENT_TYPE_UINT_4) |
| .value("UINT_8", IREE_HAL_ELEMENT_TYPE_UINT_8) |
| .value("UINT_16", IREE_HAL_ELEMENT_TYPE_UINT_16) |
| .value("UINT_32", IREE_HAL_ELEMENT_TYPE_UINT_32) |
| .value("UINT_64", IREE_HAL_ELEMENT_TYPE_UINT_64) |
| .value("FLOAT_16", IREE_HAL_ELEMENT_TYPE_FLOAT_16) |
| .value("FLOAT_32", IREE_HAL_ELEMENT_TYPE_FLOAT_32) |
| .value("FLOAT_64", IREE_HAL_ELEMENT_TYPE_FLOAT_64) |
| .value("BFLOAT_16", IREE_HAL_ELEMENT_TYPE_BFLOAT_16) |
| .value("BOOL_8", |
| static_cast<iree_hal_element_types_t>(IREE_HAL_ELEMENT_TYPE_VALUE( |
| IREE_HAL_NUMERICAL_TYPE_INTEGER, 1))) |
| .export_values() |
| .def_static("map_to_dtype", &MapElementTypeToDType); |
| |
| py::class_<HalDevice>(m, "HalDevice") |
| .def_property_readonly( |
| "allocator", |
| [](HalDevice& self) { |
| return HalAllocator::BorrowFromRawPtr(self.allocator()); |
| }, |
| py::keep_alive<0, 1>()); |
| |
| py::class_<HalDriver>(m, "HalDriver") |
| .def_static("query", &HalDriver::Query) |
| .def_static("create", &HalDriver::Create, py::arg("driver_name")) |
| .def("create_default_device", &HalDriver::CreateDefaultDevice, |
| py::keep_alive<0, 1>()); |
| |
| py::class_<HalAllocator>(m, "HalAllocator") |
| .def("trim", |
| [](HalAllocator& self) { |
| CheckApiStatus(iree_hal_allocator_trim(self.raw_ptr()), |
| "Error trim()'ing HAL allocator"); |
| }) |
| .def_property_readonly( |
| "has_statistics", |
| [](HalAllocator& self) -> bool { return IREE_STATISTICS_ENABLE; }) |
| .def_property_readonly("statistics", &HalAllocator::QueryStatistics) |
| .def_property_readonly("formatted_statistics", |
| &HalAllocator::FormattedStatistics) |
| .def( |
| "query_compatibility", |
| [](HalAllocator& self, int memory_type, int allowed_usage, |
| int intended_usage, iree_device_size_t allocation_size) -> int { |
| iree_hal_buffer_params_t params = {0}; |
| params.type = memory_type; |
| params.usage = allowed_usage & intended_usage; |
| return iree_hal_allocator_query_compatibility( |
| self.raw_ptr(), params, allocation_size); |
| }, |
| py::arg("memory_type"), py::arg("allowed_usage"), |
| py::arg("intended_usage"), py::arg("allocation_size")) |
| .def( |
| "allocate_buffer", |
| [](HalAllocator& self, int memory_type, int allowed_usage, |
| iree_device_size_t allocation_size) { |
| iree_hal_buffer_params_t params = {0}; |
| params.type = memory_type; |
| params.usage = allowed_usage; |
| iree_hal_buffer_t* buffer = nullptr; |
| iree_const_byte_span_t empty_initial_data{nullptr, 0}; |
| CheckApiStatus(iree_hal_allocator_allocate_buffer( |
| self.raw_ptr(), params, allocation_size, |
| empty_initial_data, &buffer), |
| "could not allocate buffer"); |
| return HalBuffer::StealFromRawPtr(buffer); |
| }, |
| py::arg("memory_type"), py::arg("allowed_usage"), |
| py::arg("allocation_size"), py::keep_alive<0, 1>(), |
| "Allocates a new buffer with requested characteristics (does not " |
| "initialize with specific data).") |
| .def("allocate_buffer_copy", &HalAllocator::AllocateBufferCopy, |
| py::arg("memory_type"), py::arg("allowed_usage"), py::arg("buffer"), |
| py::arg("element_type") = py::none(), py::keep_alive<0, 1>(), |
| "Allocates a new buffer and initializes it from a Python buffer " |
| "object. If an element type is specified, wraps in a BufferView " |
| "matching the characteristics of the Python buffer. The format is " |
| "requested as ND/C-Contiguous, which may incur copies if not " |
| "already in that format."); |
| |
| py::class_<HalBuffer>(m, "HalBuffer") |
| .def("fill_zero", &HalBuffer::FillZero, py::arg("byte_offset"), |
| py::arg("byte_length")) |
| .def("create_view", &HalBuffer::CreateView, py::arg("shape"), |
| py::arg("element_size"), py::keep_alive<0, 1>()) |
| .def("__repr__", &HalBuffer::Repr); |
| |
| py::class_<HalBufferView>(m, "HalBufferView") |
| .def("map", HalMappedMemory::Create, py::keep_alive<0, 1>()) |
| .def_property_readonly( |
| "shape", |
| [](HalBufferView& self) { |
| iree_host_size_t rank = |
| iree_hal_buffer_view_shape_rank(self.raw_ptr()); |
| auto* dims = iree_hal_buffer_view_shape_dims(self.raw_ptr()); |
| py::list result; |
| for (iree_host_size_t i = 0; i < rank; ++i) { |
| result.append(dims[i]); |
| } |
| return result; |
| }) |
| .def_property_readonly( |
| "element_type", |
| [](HalBufferView& self) { |
| return iree_hal_buffer_view_element_type(self.raw_ptr()); |
| }) |
| .def("__repr__", &HalBufferView::Repr); |
| |
| py::class_<HalMappedMemory>(m, "MappedMemory", py::buffer_protocol()) |
| .def_buffer(&HalMappedMemory::ToBufferInfo) |
| .def("asarray", |
| [](HalMappedMemory& self, std::vector<iree_host_size_t> shape, |
| py::object dtype) { |
| py::object py_mapped_memory = py::cast(self); |
| return py::array(std::move(dtype), shape, |
| self.mapped_memory().contents.data, |
| std::move(py_mapped_memory) /* base */); |
| }); |
| |
| py::class_<HalShape>(m, "Shape").def(py::init(&HalShape::FromIntVector)); |
| } |
| |
| } // namespace python |
| } // namespace iree |
