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[CUDA] Reduce use of managed memory (#2725)
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* Use async cuda malloc managed with cuda 13 * add pool threshold * refactor for regular cuda malloc * load eval gpu for cuda * remove use of cuda pool, use cuda free async * fix * fix * fix * fix * fix + comment
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@@ -168,10 +168,10 @@ void ternary_op_gpu_inplace(
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num_blocks,
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block_dims,
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0,
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a.data<bool>(),
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b.data<DType>(),
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c.data<DType>(),
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out.data<DType>(),
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gpu_ptr<bool>(a),
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gpu_ptr<DType>(b),
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gpu_ptr<DType>(c),
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gpu_ptr<DType>(out),
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out.data_size());
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});
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} else {
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@@ -211,10 +211,10 @@ void ternary_op_gpu_inplace(
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{num_blocks_x, num_blocks_y},
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block_dims,
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0,
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a.data<bool>(),
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b.data<DType>(),
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c.data<DType>(),
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out.data<DType>(),
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gpu_ptr<bool>(a),
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gpu_ptr<DType>(b),
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gpu_ptr<DType>(c),
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gpu_ptr<DType>(out),
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rest,
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const_param<dims_constant()>(shape),
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const_param<dims_constant()>(a_strides),
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@@ -231,10 +231,10 @@ void ternary_op_gpu_inplace(
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{num_blocks_x, num_blocks_y},
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block_dims,
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0,
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a.data<bool>(),
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b.data<DType>(),
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c.data<DType>(),
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out.data<DType>(),
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gpu_ptr<bool>(a),
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gpu_ptr<DType>(b),
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gpu_ptr<DType>(c),
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gpu_ptr<DType>(out),
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rest,
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const_param(shape),
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const_param(a_strides),
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@@ -256,7 +256,10 @@ void ternary_op_gpu(
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auto& b = inputs[1];
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auto& c = inputs[2];
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auto topt = get_ternary_op_type(a, b, c);
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set_ternary_op_output_data(a, b, c, out, topt);
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auto& encoder = cu::get_command_encoder(s);
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set_ternary_op_output_data(a, b, c, out, topt, [&](auto n) {
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return cu::malloc_async(n, encoder.stream());
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});
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ternary_op_gpu_inplace<Op>(inputs, out, s);
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}
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