hexagon: partial im2col support (#26007)
* hexagon: add IM2COL op Add Hexagon IM2COL support targeting only patch-embedding convolutions. * hexagon: im2col refactor and cleanup * hex-im2col: instrument and update im2col. * hex-im2col: add local htp_vtcm_layout computation.
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@@ -3281,6 +3281,35 @@ static bool ggml_hexagon_supported_ssm_conv(const struct ggml_hexagon_session *
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GGML_UNUSED(sess);
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}
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static bool ggml_hexagon_supported_im2col(const struct ggml_hexagon_session * sess, const struct ggml_tensor * op) {
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const struct ggml_tensor * src1 = op->src[1];
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const struct ggml_tensor * dst = op;
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const bool is_2D = ((const int32_t *) op->op_params)[6] == 1;
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if (!is_2D) {
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return false;
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}
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// For now support F32->F32 and F32->F16 only.
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if (src1->type != GGML_TYPE_F32 || (dst->type != GGML_TYPE_F16 && dst->type != GGML_TYPE_F32)) {
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return false;
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}
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if (!ggml_is_contiguous(src1) || !ggml_is_contiguous(dst)) {
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return false;
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}
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// For now keep padded OPs on CPU. Will revisit once we expand coverage past patch-embed OPs.
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const int32_t p0 = ((const int32_t *) op->op_params)[2];
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const int32_t p1 = ((const int32_t *) op->op_params)[3];
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if (p0 != 0 || p1 != 0) {
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return false;
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}
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GGML_UNUSED(sess);
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return true;
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}
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static bool ggml_hexagon_supported_pad(const struct ggml_hexagon_session * sess, const struct ggml_tensor * op) {
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const struct ggml_tensor * src0 = op->src[0];
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const struct ggml_tensor * dst = op;
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@@ -3430,6 +3459,7 @@ static htp_op_code op_remap_to_htp(const ggml_tensor * t) {
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case GGML_OP_SOLVE_TRI: return HTP_OP_SOLVE_TRI;
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case GGML_OP_TRI: return HTP_OP_TRI;
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case GGML_OP_PAD: return HTP_OP_PAD;
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case GGML_OP_IM2COL: return HTP_OP_IM2COL;
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case GGML_OP_UNARY:
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switch (ggml_get_unary_op(t)) {
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@@ -4152,6 +4182,10 @@ static bool ggml_backend_hexagon_device_supports_op(ggml_backend_dev_t dev, cons
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supp = ggml_hexagon_supported_ssm_conv(sess, op);
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break;
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case GGML_OP_IM2COL:
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supp = ggml_hexagon_supported_im2col(sess, op);
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break;
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case GGML_OP_GATED_DELTA_NET:
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supp = ggml_hexagon_supported_gated_delta_net(sess, op);
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break;
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