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ggml : replace conv stage_0 and stage_1 with im2col and mul_mat #559

@ggerganov

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@ggerganov

Currently, we implement ggml_conv_1d and ggml_conv_2d as a sequence of 2 internal ops: stage_0 and stage_1

For more context see the discussion: #483

We should instead introduce ggml_im2col and reuse the ggml_mul_mat implementation both on the CPU and the GPU.

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