chore: import upstream snapshot with attribution
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#pragma once
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#include <sgl_kernel/utils.h>
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#include <dlpack/dlpack.h>
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#include <tvm/ffi/container/shape.h>
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#include <tvm/ffi/container/tensor.h>
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#include <tvm/ffi/extra/c_env_api.h>
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#include <algorithm>
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#include <cstdint>
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#include <cstdlib>
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#include <memory>
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#include <optional>
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namespace host::ffi {
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using tvm::ffi::Tensor, tvm::ffi::TensorView, tvm::ffi::ShapeView;
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inline Tensor empty(ShapeView shape, DLDataType dtype, DLDevice device) {
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return Tensor::FromEnvAlloc(::TVMFFIEnvTensorAlloc, shape, dtype, device);
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}
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inline Tensor empty_like(TensorView tensor) {
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return empty(tensor.shape(), tensor.dtype(), tensor.device());
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}
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struct _dummy_deleter {
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void operator()(void*) const {}
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};
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// template <typename Fn = _dummy_deleter>
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template <typename Fn>
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struct FromBlobContext {
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[[no_unique_address]] Fn deleter;
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int64_t dimension;
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int64_t* get_shape() {
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return reinterpret_cast<int64_t*>(this + 1);
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}
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int64_t* get_stride() {
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return this->get_shape() + dimension;
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}
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};
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template <typename Fn = _dummy_deleter>
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inline Tensor from_blob(
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void* data,
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ShapeView shape,
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DLDataType dtype,
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DLDevice device,
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Fn&& deleter = {},
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std::optional<ShapeView> stride = {},
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uint64_t byte_offset = 0) {
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using Context = FromBlobContext<std::decay_t<Fn>>;
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const auto ndim = shape.size();
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const auto ctx = [&] {
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auto ptr = std::malloc(sizeof(Context) + sizeof(int64_t) * ndim * 2);
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auto ctx = static_cast<Context*>(ptr);
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std::construct_at(ctx, std::forward<Fn>(deleter), static_cast<int64_t>(ndim));
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stdr::copy_n(shape.data(), ndim, ctx->get_shape());
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if (stride.has_value()) {
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RuntimeCheck(stride->size() == ndim, "Stride ndim mismatch!");
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stdr::copy_n(stride->data(), ndim, ctx->get_stride());
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} else {
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int64_t stride_val = 1;
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for (const auto i : irange(ndim)) {
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const auto j = ndim - 1 - i;
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ctx->get_stride()[j] = stride_val;
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stride_val *= shape[j];
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}
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}
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return ctx;
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}();
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const auto tensor = DLTensor{
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.data = data,
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.device = device,
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.ndim = static_cast<int32_t>(ndim),
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.dtype = dtype,
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.shape = ctx->get_shape(),
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.strides = ctx->get_stride(),
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.byte_offset = byte_offset,
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};
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const auto blob_deleter = [](DLManagedTensor* self) {
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auto ctx = static_cast<Context*>(self->manager_ctx);
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ctx->deleter(self->dl_tensor.data);
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std::destroy_at(ctx);
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std::free(ctx);
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};
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auto managed_tensor = DLManagedTensor{tensor, ctx, blob_deleter};
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return Tensor::FromDLPack(&managed_tensor);
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}
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template <typename Fn = _dummy_deleter>
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inline Tensor from_blob_like(
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void* data,
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TensorView t,
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Fn&& deleter = {},
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bool is_contiguous = false, // if override to true, the stride will be ignored
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uint64_t byte_offset = 0) {
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const auto stride = is_contiguous ? std::nullopt : std::optional{t.strides()};
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return from_blob(data, t.shape(), t.dtype(), t.device(), std::forward<Fn>(deleter), stride, byte_offset);
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}
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} // namespace host::ffi
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