loader_channel_l.h

Go to the documentation of this file.

// Copyright © 2024 Apple Inc.
 
#pragma once
 
#include "mlx/backend/metal/kernels/steel/utils.h"
 
#include "mlx/backend/metal/kernels/steel/conv/params.h"
 
// Loading helper
 
namespace mlx {
namespace steel {
 
template <
    typename T,
    short BM,
    short BN,
    short BK,
    short tgp_size,
    short tgp_padding = 0>
struct Conv2DInputBlockLoaderLargeFilter {
  // Destination dimensions
  STEEL_CONST short BROWS = BM;
  STEEL_CONST short BCOLS = BK;
 
  // Read dimensions
  STEEL_CONST short dst_ld = BCOLS + tgp_padding;
  STEEL_CONST short vec_size = tgp_size / (BROWS * BCOLS) >= 8 ? 8 : 4;
 
  // Thread read shape
  STEEL_CONST short TCOLS = BCOLS / vec_size;
  STEEL_CONST short TROWS = tgp_size / TCOLS;
 
  // Rows / strided reads within the block
  STEEL_CONST short n_rows = BROWS / TROWS;
 
  // Thread location indices
  const short thread_idx;
  const short bi;
  const short bj;
 
  // threadgroup and device memory
  threadgroup T* dst;
 
  const constant MLXConvParams<2>* params;
  const constant ImplicitGemmConv2DParams* gemm_params;
 
  short weight_h;
  short weight_w;
 
  const device T* src[n_rows];
 
  int read_n[n_rows];
  int read_ih[n_rows];
  int read_iw[n_rows];
 
  /* Constructor */
  METAL_FUNC Conv2DInputBlockLoaderLargeFilter(
      const device T* src_,
      threadgroup T* dst_,
      const int2 offsets,
      const constant MLXConvParams<2>* params_,
      const constant ImplicitGemmConv2DParams* gemm_params_,
      uint simd_group_id [[simdgroup_index_in_threadgroup]],
      uint simd_lane_id [[thread_index_in_simdgroup]])
      : thread_idx(simd_group_id * 32 + simd_lane_id),
        bi(thread_idx / TCOLS),
        bj(vec_size * (thread_idx % TCOLS)),
        dst(dst_ + bi * dst_ld + bj),
        params(params_),
        gemm_params(gemm_params_),
        weight_h(0),
        weight_w(0) {
    int out_n_pixels = params->oS[0] * params->oS[1];
 
    STEEL_PRAGMA_UNROLL
    for (short i = 0; i < n_rows; ++i) {
      int offset_nhw = offsets.y + bi + i * TROWS;
      int n = offset_nhw / out_n_pixels;
      int hw = offset_nhw % out_n_pixels;
      int oh = hw / params->oS[1];
      int ow = hw % params->oS[1];
 
      int ih = oh * params->str[0] - params->pad[0];
      int iw = ow * params->str[1] - params->pad[1];
 
      read_n[i] = n;
      read_ih[i] = ih;
      read_iw[i] = iw;
 
      // Adjust for flip
      if (params->flip) {
        ih += (params->wS[0] - 1) * params->kdil[0];
        iw += (params->wS[1] - 1) * params->kdil[1];
      }
 
      // Read from input if in bounds
      src[i] = src_ + n * params->in_strides[0] + ih * params->in_strides[1] +
          iw * params->in_strides[2] + bj;
    }
  }
 
  /* Load from device memory into threadgroup memory - without bound checking */
  METAL_FUNC void load_unsafe() const {
    STEEL_PRAGMA_UNROLL
    for (short i = 0, is = 0; i < n_rows; ++i, is += TROWS) {
      // Find bounds
      int n = read_n[i];
      int ih = read_ih[i] + weight_h * params->kdil[0];
      int iw = read_iw[i] + weight_w * params->kdil[1];
 
      // Read from input if in bounds
      if ((n < params->N) && (ih >= 0 && ih < params->iS[0]) &&
          (iw >= 0 && iw < params->iS[1])) {
        STEEL_PRAGMA_UNROLL
        for (short j = 0; j < vec_size; ++j) {
          dst[is * dst_ld + j] = src[i][j];
        }
      }
 
      // Zero pad otherwise
      else {
        STEEL_PRAGMA_UNROLL
        for (short j = 0; j < vec_size; ++j) {
          dst[is * dst_ld + j] = T(0);
        }
      }
    }
  }
 
  /* Iteration helper */
  METAL_FUNC void next() {
    if (++weight_w < params->wS[1]) {
      STEEL_PRAGMA_UNROLL
      for (short i = 0; i < n_rows; i++) {
        src[i] += gemm_params->inp_jump_w;
      }
 
      return;
    }
 
    weight_w = 0;
 
    if (++weight_h < params->wS[0]) {
      STEEL_PRAGMA_UNROLL
      for (short i = 0; i < n_rows; i++) {
        src[i] += gemm_params->inp_jump_h;
      }
 
      return;
    }
 
    weight_h = 0;
 
    STEEL_PRAGMA_UNROLL
    for (short i = 0; i < n_rows; i++) {
      src[i] += gemm_params->inp_jump_c;
    }
  }
};
 
template <
    typename T,
    short BM,
    short BN,
    short BK,
    short tgp_size,
    short tgp_padding = 0>
struct Conv2DInputBlockLoaderSmallFilter {
  // Destination dimensions
  STEEL_CONST short BROWS = BM;
  STEEL_CONST short BCOLS = BK;
 
  // Read dimensions
  STEEL_CONST short dst_ld = BCOLS + tgp_padding;
  STEEL_CONST short vec_size = tgp_size / (BROWS * BCOLS) >= 8 ? 8 : 4;
 
  // Thread read shape
  STEEL_CONST short TCOLS = BCOLS / vec_size;
  STEEL_CONST short TROWS = tgp_size / TCOLS;
 
  // Rows / strided reads within the block
  STEEL_CONST short n_rows = BROWS / TROWS;
 
  using mask_t = short;
 
  // Thread location indices
  const short thread_idx;
  const short bi;
  const short bj;
 
  // threadgroup and device memory
  threadgroup T* dst;
 
  const constant MLXConvParams<2>* params;
  const constant ImplicitGemmConv2DParams* gemm_params;
 
  short weight_h;
  short weight_w;
 
  const device T* src[n_rows];
 
  mask_t mask_h[n_rows];
  mask_t mask_w[n_rows];
 
  /* Constructor */
  METAL_FUNC Conv2DInputBlockLoaderSmallFilter(
      const device T* src_,
      threadgroup T* dst_,
      const int2 offsets,
      const constant MLXConvParams<2>* params_,
      const constant ImplicitGemmConv2DParams* gemm_params_,
      uint simd_group_id [[simdgroup_index_in_threadgroup]],
      uint simd_lane_id [[thread_index_in_simdgroup]])
      : thread_idx(simd_group_id * 32 + simd_lane_id),
        bi(thread_idx / TCOLS),
        bj(vec_size * (thread_idx % TCOLS)),
        dst(dst_ + bi * dst_ld + bj),
        params(params_),
        gemm_params(gemm_params_),
        weight_h(0),
        weight_w(0) {
    int out_n_pixels = params->oS[0] * params->oS[1];
 
    int read_n[n_rows];
    int read_ih[n_rows];
    int read_iw[n_rows];
 
    STEEL_PRAGMA_UNROLL
    for (short i = 0; i < n_rows; ++i) {
      int offset_nhw = offsets.y + bi + i * TROWS;
      int n = offset_nhw / out_n_pixels;
      int hw = offset_nhw % out_n_pixels;
      int oh = hw / params->oS[1];
      int ow = hw % params->oS[1];
 
      int ih = oh * params->str[0] - params->pad[0];
      int iw = ow * params->str[1] - params->pad[1];
 
      read_n[i] = n;
      read_ih[i] = ih;
      read_iw[i] = iw;
 
      // Adjust for flip
      if (params->flip) {
        ih += (params->wS[0] - 1) * params->kdil[0];
        iw += (params->wS[1] - 1) * params->kdil[1];
      }
 
      // Read from input if in bounds
      src[i] = src_ + n * params->in_strides[0] + ih * params->in_strides[1] +
          iw * params->in_strides[2] + bj;
    }
 
    STEEL_PRAGMA_UNROLL
    for (short i = 0; i < n_rows; ++i) {
      mask_h[i] = 0;
      mask_w[i] = 0;
    }
 
    for (short kh = 0; kh < params->wS[0]; kh++) {
      short flip_h = params->flip ? params->wS[0] - kh - 1 : kh;
      STEEL_PRAGMA_UNROLL
      for (short i = 0; i < n_rows; ++i) {
        int n = read_n[i];
        int ih = read_ih[i] + flip_h * params->kdil[0];
 
        bool in_bounds = n < params->N && ih >= 0 && ih < params->iS[0];
 
        mask_h[i] |= (in_bounds << kh);
      }
    }
 
    for (short kw = 0; kw < params->wS[1]; kw++) {
      short flip_w = params->flip ? params->wS[1] - kw - 1 : kw;
      STEEL_PRAGMA_UNROLL
      for (short i = 0; i < n_rows; ++i) {
        int iw = read_iw[i] + flip_w * params->kdil[1];
 
        bool in_bounds = iw >= 0 && iw < params->iS[1];
 
        mask_w[i] |= (in_bounds << kw);
      }
    }
  }
 
  /* Load from device memory into threadgroup memory - without bound checking */
  METAL_FUNC void load_unsafe() const {
    mask_t h_mask = mask_t(1) << weight_h;
    mask_t w_mask = mask_t(1) << weight_w;
 
    STEEL_PRAGMA_UNROLL
    for (short i = 0, is = 0; i < n_rows; ++i, is += TROWS) {
      // Read from input if in bounds
      if ((mask_h[i] & h_mask) && (mask_w[i] & w_mask)) {
        STEEL_PRAGMA_UNROLL
        for (short j = 0; j < vec_size; ++j) {
          dst[is * dst_ld + j] = src[i][j];
        }
      }
 
      // Zero pad otherwise
      else {
        STEEL_PRAGMA_UNROLL
        for (short j = 0; j < vec_size; ++j) {
          dst[is * dst_ld + j] = T(0);
        }
      }
    }
  }
 
  /* Iteration helper */
  METAL_FUNC void next() {
    if (++weight_w < params->wS[1]) {
      STEEL_PRAGMA_UNROLL
      for (short i = 0; i < n_rows; i++) {
        src[i] += gemm_params->inp_jump_w;
      }
 
      return;
    }
 
    weight_w = 0;
 
    if (++weight_h < params->wS[0]) {
      STEEL_PRAGMA_UNROLL
      for (short i = 0; i < n_rows; i++) {
        src[i] += gemm_params->inp_jump_h;
      }
 
      return;
    }
 
    weight_h = 0;
 
    STEEL_PRAGMA_UNROLL
    for (short i = 0; i < n_rows; i++) {
      src[i] += gemm_params->inp_jump_c;
    }
  }
};
 
template <
    typename T,
    short BM,
    short BN,
    short BK,
    short tgp_size,
    short tgp_padding = 0>
struct Conv2DWeightBlockLoader {
  // Destination dimensions
  STEEL_CONST short BROWS = BN;
  STEEL_CONST short BCOLS = BK;
 
  // Read dimensions
  STEEL_CONST short dst_ld = BCOLS + tgp_padding;
  STEEL_CONST short vec_size =
      (BN == 8) ? 1 : (tgp_size / (BROWS * BCOLS) >= 8 ? 8 : 4);
 
  // Thread read shape
  STEEL_CONST short TCOLS = BCOLS / vec_size;
  STEEL_CONST short TROWS = tgp_size / TCOLS;
 
  // Rows / strided reads within the block
  STEEL_CONST short n_rows = BROWS / TROWS;
 
  // Leading dimension for src
  const int src_ld;
 
  // Thread location indices
  const short thread_idx;
  const short bi;
  const short bj;
 
  // threadgroup and device memory
  threadgroup T* dst;
  const device T* src;
 
  const constant MLXConvParams<2>* params;
 
  int weight_hw;
 
  const int read_n;
  const bool do_read;
 
  /* Constructor */
  METAL_FUNC Conv2DWeightBlockLoader(
      const device T* src_,
      threadgroup T* dst_,
      const int2 offsets,
      const constant MLXConvParams<2>* params_,
      const constant ImplicitGemmConv2DParams* gemm_params_,
      uint simd_group_id [[simdgroup_index_in_threadgroup]],
      uint simd_lane_id [[thread_index_in_simdgroup]])
      : src_ld(params_->wt_strides[0]),
        thread_idx(simd_group_id * 32 + simd_lane_id),
        bi(thread_idx / TCOLS),
        bj(vec_size * (thread_idx % TCOLS)),
        dst(dst_ + bi * dst_ld + bj),
        src(src_ + bi * src_ld + bj),
        params(params_),
        weight_hw(0),
        read_n(offsets.y + bi),
        do_read(read_n + n_rows * TROWS <= gemm_params_->N) {}
 
  /* Load from device memory into threadgroup memory - without bound checking */
  METAL_FUNC void load_unsafe() const {
    if (BN != 8 || do_read) {
      STEEL_PRAGMA_UNROLL
      for (short i = 0; i < BN; i += TROWS) {
        STEEL_PRAGMA_UNROLL
        for (short j = 0; j < vec_size; j++) {
          dst[i * dst_ld + j] = src[i * src_ld + j];
        }
      }
    } else {
      for (short i = 0; i < BN; i += TROWS) {
        if ((read_n + i) < params->O) {
          STEEL_PRAGMA_UNROLL
          for (short j = 0; j < vec_size; j++) {
            dst[i * dst_ld + j] = src[i * src_ld + j];
          }
        } else {
          STEEL_PRAGMA_UNROLL
          for (short j = 0; j < vec_size; j++) {
            dst[i * dst_ld + j] = T(0);
          }
        }
      }
    }
  }
 
  /* Iteration helper */
  METAL_FUNC void next() {
    if (++weight_hw < (params->wS[1] * params->wS[0])) {
      src += params->wt_strides[2];
      return;
    }
 
    weight_hw = 0;
 
    src += BK - (params->wS[1] * params->wS[0] - 1) * params->wt_strides[2];
  }
};
 
} // namespace steel
} // namespace mlx