hexagon: add CLAMP op (llama/25934)
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6963f93f82
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52697549d6
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@ -3476,6 +3476,7 @@ static htp_op_code op_remap_to_htp(const ggml_tensor * t) {
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case GGML_OP_RMS_NORM: return HTP_OP_RMS_NORM;
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case GGML_OP_CONCAT: return HTP_OP_CONCAT;
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case GGML_OP_SCALE: return HTP_OP_SCALE;
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case GGML_OP_CLAMP: return HTP_OP_CLAMP;
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case GGML_OP_SQR: return HTP_OP_SQR;
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case GGML_OP_SQRT: return HTP_OP_SQRT;
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case GGML_OP_SOFT_MAX: return HTP_OP_SOFTMAX;
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@ -4126,6 +4127,7 @@ static bool ggml_backend_hexagon_device_supports_op(ggml_backend_dev_t dev, cons
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case GGML_OP_L2_NORM:
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case GGML_OP_RMS_NORM:
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case GGML_OP_SCALE:
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case GGML_OP_CLAMP:
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supp = ggml_hexagon_supported_unary(sess, op);
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break;
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@ -97,6 +97,7 @@ enum htp_op_code {
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HTP_OP_PAD,
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HTP_OP_NORM,
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HTP_OP_CONCAT,
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HTP_OP_CLAMP,
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HTP_OP_INVALID
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};
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@ -718,6 +718,7 @@ static int execute_op(struct htp_ops_context * octx) {
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case HTP_OP_RMS_NORM:
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case HTP_OP_RMS_NORM_MUL:
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case HTP_OP_SCALE:
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case HTP_OP_CLAMP:
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case HTP_OP_SQR:
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case HTP_OP_SQRT:
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case HTP_OP_UNARY_SOFTPLUS:
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@ -138,6 +138,24 @@ static void scale_f32(const float * restrict src,
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}
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}
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static void clamp_f32(const float * restrict src,
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float * restrict dst,
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const uint32_t num_rows,
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const struct htp_unary_context * uctx) {
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htp_unary_op_preamble;
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float min = 0.f;
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float max = 0.f;
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memcpy(&min, &op_params[0], sizeof(float));
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memcpy(&max, &op_params[1], sizeof(float));
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for (uint32_t ir = 0; ir < num_rows; ir++) {
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const uint8_t * restrict src_local = (const uint8_t *)src + (ir * src0_row_size_aligned);
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uint8_t * restrict dst_local = (uint8_t *)dst + (ir * dst_row_size_aligned);
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hvx_clamp_scalar_f32(dst_local, src_local, min, max, ne0);
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}
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}
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static void rms_norm_f32(const float * restrict src,
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float * restrict dst,
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const uint32_t num_rows,
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@ -542,6 +560,7 @@ DEFINE_UNARY_TASK(norm, false, false, norm_f32(src0_vtcm, dst_vtcm, bl
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DEFINE_UNARY_TASK(rms_norm, false, false, rms_norm_f32(src0_vtcm, dst_vtcm, block_size, uctx))
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DEFINE_UNARY_TASK(rms_norm_mul, true, false, rms_norm_mul_f32(src0_vtcm, uctx->broadcast_weight ? (const float *) src1_vtcm_data : src1_vtcm, dst_vtcm, block_size, uctx))
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DEFINE_UNARY_TASK(scale, false, false, scale_f32(src0_vtcm, dst_vtcm, block_size, uctx))
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DEFINE_UNARY_TASK(clamp, false, false, clamp_f32(src0_vtcm, dst_vtcm, block_size, uctx))
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DEFINE_UNARY_TASK(sqr, false, false, sqr_f32(src0_vtcm, dst_vtcm, block_size, uctx))
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DEFINE_UNARY_TASK(sqrt, false, false, sqrt_f32(src0_vtcm, dst_vtcm, block_size, uctx))
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DEFINE_UNARY_TASK(unary_neg, false, false, neg_f32(src0_vtcm, dst_vtcm, block_size, uctx))
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@ -681,6 +700,14 @@ static inline void tile_scale_f32(uint8_t * dst_vtcm, const uint8_t * src_vtcm,
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hvx_scale_offset_f32_aa(dst_vtcm, src_vtcm, tw, scale, bias);
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}
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static inline void tile_clamp_f32(uint8_t * dst_vtcm, const uint8_t * src_vtcm, uint32_t tw, const int32_t * op_params) {
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float min = 0.f;
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float max = 0.f;
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memcpy(&min, &op_params[0], sizeof(float));
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memcpy(&max, &op_params[1], sizeof(float));
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hvx_clamp_scalar_f32(dst_vtcm, src_vtcm, min, max, tw);
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}
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static inline void tile_unary_softplus_f32(uint8_t * dst_vtcm, const uint8_t * src_vtcm, uint32_t tw) {
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const float * restrict sf = (const float *) src_vtcm;
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float * restrict df = (float *) dst_vtcm;
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@ -765,6 +792,7 @@ static inline void tri_apply_tile_f32(const uint8_t * restrict src, uint8_t * re
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}
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DEFINE_UNARY_TILED_TASK(scale, false, tile_scale_f32(dst_vtcm, src_vtcm, tw, op_params))
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DEFINE_UNARY_TILED_TASK(clamp, false, tile_clamp_f32(dst_vtcm, src_vtcm, tw, op_params))
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DEFINE_UNARY_TILED_TASK(sqr, false, hvx_sqr_f32_aa(dst_vtcm, src_vtcm, tw))
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DEFINE_UNARY_TILED_TASK(sqrt, false, hvx_sqrt_f32_aa(dst_vtcm, src_vtcm, tw))
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DEFINE_UNARY_TILED_TASK(unary_neg, false, hvx_scale_f32_aa(dst_vtcm, src_vtcm, tw, -1.0f))
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@ -787,6 +815,7 @@ static int execute_op_unary_f32(struct htp_ops_context * octx) {
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case HTP_OP_RMS_NORM: op_type = "rmsnorm-f32"; break;
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case HTP_OP_RMS_NORM_MUL: op_type = "rmsnorm-mul-f32"; break;
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case HTP_OP_SCALE: op_type = "scale-f32"; break;
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case HTP_OP_CLAMP: op_type = "clamp-f32"; break;
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case HTP_OP_SQR: op_type = "sqr-f32"; break;
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case HTP_OP_SQRT: op_type = "sqrt-f32"; break;
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case HTP_OP_UNARY_NEG: op_type = "neg-f32"; break;
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@ -882,6 +911,7 @@ static int execute_op_unary_f32(struct htp_ops_context * octx) {
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if (col_tile) {
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switch (octx->op) {
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case HTP_OP_SCALE: task_func = unary_task_f32_tiled_scale; break;
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case HTP_OP_CLAMP: task_func = unary_task_f32_tiled_clamp; break;
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case HTP_OP_SQR: task_func = unary_task_f32_tiled_sqr; break;
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case HTP_OP_SQRT: task_func = unary_task_f32_tiled_sqrt; break;
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case HTP_OP_UNARY_NEG: task_func = unary_task_f32_tiled_unary_neg; break;
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@ -898,6 +928,7 @@ static int execute_op_unary_f32(struct htp_ops_context * octx) {
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case HTP_OP_RMS_NORM: task_func = unary_task_f32_rms_norm; break;
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case HTP_OP_RMS_NORM_MUL: task_func = unary_task_f32_rms_norm_mul; break;
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case HTP_OP_SCALE: task_func = unary_task_f32_scale; break;
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case HTP_OP_CLAMP: task_func = unary_task_f32_clamp; break;
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case HTP_OP_SQR: task_func = unary_task_f32_sqr; break;
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case HTP_OP_SQRT: task_func = unary_task_f32_sqrt; break;
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case HTP_OP_UNARY_NEG: task_func = unary_task_f32_unary_neg; break;
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@ -41,6 +41,7 @@ _Static_assert(sizeof(struct htp_unary_kernel_params) <= 128, "htp_unary_kernel_
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static inline bool htp_op_is_unary(uint32_t opcode) {
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switch (opcode) {
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case HTP_OP_CLAMP:
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case HTP_OP_NORM:
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case HTP_OP_RMS_NORM:
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case HTP_OP_RMS_NORM_MUL:
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