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!6480 [MS][LITE]solve avgMode problem

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Merge pull request !6480 from fuzhiye/wino
pull/6480/MERGE
mindspore-ci-bot 4 years ago committed by Gitee
parent 05027e6c41 a2c8ce4910
commit 7d2da469a9
7 changed files with 49 additions and 24 deletions
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24
mindspore/lite/nnacl/fp16/pooling_fp16.c
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@ -23,6 +23,7 @@ void AvgPoolingFp16(const float16_t *input_ptr, float16_t *output_ptr, PoolingPa
int pad_h = pooling_param->pad_u_;
int win_w = pooling_param->window_w_;
int win_h = pooling_param->window_h_;
int window = win_w * win_h;
int channel = pooling_param->input_channel_;
int c8 = channel / C8NUM;
int c8_res = channel % C8NUM;
@ -54,7 +55,7 @@ void AvgPoolingFp16(const float16_t *input_ptr, float16_t *output_ptr, PoolingPa
int real_win_h_start = MSMAX(0, -in_h_index);
int real_win_h_end = MSMIN(win_h, in_h - in_h_index);
int resl_win_w_start = MSMAX(0, -in_w_index);
int real_win_w_start = MSMAX(0, -in_w_index);
int real_win_w_end = MSMIN(win_w, in_w - in_w_index);
for (int j = 0; j < c8; j++) {
@ -67,7 +68,7 @@ void AvgPoolingFp16(const float16_t *input_ptr, float16_t *output_ptr, PoolingPa
#endif
int real_count = 0;
for (int h = real_win_h_start; h < real_win_h_end; h++) {
for (int w = resl_win_w_start; w < real_win_w_end; w++) {
for (int w = real_win_w_start; w < real_win_w_end; w++) {
int in_offset = in_channel_offset + ((in_h_index + h) * in_w + in_w_index + w) * channel;
#ifdef ENABLE_NEON
tmp_avg = vaddq_f16(tmp_avg, vld1q_f16(input_ptr + in_offset));
@ -79,6 +80,9 @@ void AvgPoolingFp16(const float16_t *input_ptr, float16_t *output_ptr, PoolingPa
++real_count;
} // win_w loop
} // win_h loop
if (pooling_param->avg_mode_ == 1) {
real_count = window;
}
#ifdef ENABLE_NEON
vst1q_f16(output_ptr + out_channel_offset, tmp_avg / vdupq_n_f16(real_count));
#else
@ -99,7 +103,7 @@ void AvgPoolingFp16(const float16_t *input_ptr, float16_t *output_ptr, PoolingPa
#endif
int real_count = 0;
for (int h = real_win_h_start; h < real_win_h_end; h++) {
for (int w = resl_win_w_start; w < real_win_w_end; w++) {
for (int w = real_win_w_start; w < real_win_w_end; w++) {
int in_offset = in_channel_offset + ((in_h_index + h) * in_w + in_w_index + w) * channel;
#ifdef ENABLE_NEON
tmp_avg = vadd_f16(tmp_avg, vld1_f16(input_ptr + in_offset));
@ -111,6 +115,9 @@ void AvgPoolingFp16(const float16_t *input_ptr, float16_t *output_ptr, PoolingPa
++real_count;
} // win_w loop
} // win_h loop
if (pooling_param->avg_mode_ == 1) {
real_count = window;
}
#ifdef ENABLE_NEON
vst1_f16(output_ptr + out_channel_offset, tmp_avg / vdup_n_f16(real_count));
#else
@ -127,7 +134,7 @@ void AvgPoolingFp16(const float16_t *input_ptr, float16_t *output_ptr, PoolingPa
float16_t tmp_avg = 0;
int real_count = 0;
for (int h = real_win_h_start; h < real_win_h_end; h++) {
for (int w = resl_win_w_start; w < real_win_w_end; w++) {
for (int w = real_win_w_start; w < real_win_w_end; w++) {
int in_offset = in_channel_offset + ((in_h_index + h) * in_w + in_w_index + w) * channel;
tmp_avg += *(input_ptr + in_offset);
++real_count;
@ -139,6 +146,7 @@ void AvgPoolingFp16(const float16_t *input_ptr, float16_t *output_ptr, PoolingPa
} // out_plane loop
} // out_batch loop
}
void MaxPoolingFp16(const float16_t *input_ptr, float16_t *output_ptr, PoolingParameter *pooling_param, int task_id) {
int stride_w = pooling_param->stride_w_;
int stride_h = pooling_param->stride_h_;
@ -176,7 +184,7 @@ void MaxPoolingFp16(const float16_t *input_ptr, float16_t *output_ptr, PoolingPa
int real_win_h_start = MSMAX(0, -in_h_index);
int real_win_h_end = MSMIN(win_h, in_h - in_h_index);
int resl_win_w_start = MSMAX(0, -in_w_index);
int real_win_w_start = MSMAX(0, -in_w_index);
int real_win_w_end = MSMIN(win_w, in_w - in_w_index);
for (int j = 0; j < c8; j++) {
@ -188,7 +196,7 @@ void MaxPoolingFp16(const float16_t *input_ptr, float16_t *output_ptr, PoolingPa
float16_t tmp_max[8]{-FLT_MAX};
#endif
for (int h = real_win_h_start; h < real_win_h_end; h++) {
for (int w = resl_win_w_start; w < real_win_w_end; w++) {
for (int w = real_win_w_start; w < real_win_w_end; w++) {
int in_offset = in_channel_offset + ((in_h_index + h) * in_w + in_w_index + w) * channel;
#ifdef ENABLE_NEON
tmp_max = vmaxq_f16(tmp_max, vld1q_f16(input_ptr + in_offset));
@ -218,7 +226,7 @@ void MaxPoolingFp16(const float16_t *input_ptr, float16_t *output_ptr, PoolingPa
float16_t tmp_max[4]{-FLT_MAX};
#endif
for (int h = real_win_h_start; h < real_win_h_end; h++) {
for (int w = resl_win_w_start; w < real_win_w_end; w++) {
for (int w = real_win_w_start; w < real_win_w_end; w++) {
int in_offset = in_channel_offset + ((in_h_index + h) * in_w + in_w_index + w) * channel;
#ifdef ENABLE_NEON
tmp_max = vmax_f16(tmp_max, vld1_f16(input_ptr + in_offset));
@ -244,7 +252,7 @@ void MaxPoolingFp16(const float16_t *input_ptr, float16_t *output_ptr, PoolingPa
int out_channel_offset = out_plane_offset + k;
float16_t tmp_max = -FLT_MAX;
for (int h = real_win_h_start; h < real_win_h_end; h++) {
for (int w = resl_win_w_start; w < real_win_w_end; w++) {
for (int w = real_win_w_start; w < real_win_w_end; w++) {
int in_offset = in_channel_offset + ((in_h_index + h) * in_w + in_w_index + w) * channel;
tmp_max = fmax(tmp_max, *(input_ptr + in_offset));
} // win_w loop

31
mindspore/lite/nnacl/fp32/pooling.c
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@ -26,7 +26,7 @@ void AvgPooling(const float *input_ptr, float *output_ptr, PoolingParameter *poo
int win_w = pooling_param->window_w_;
int win_h = pooling_param->window_h_;
int channel = pooling_param->input_channel_;
int c4 = UP_DIV(channel, C4NUM); /* oc && ic */
int c4 = channel / C4NUM; /* oc && ic */
int in_w = pooling_param->input_w_;
int in_h = pooling_param->input_h_;
int output_w = pooling_param->output_w_;
@ -35,6 +35,7 @@ void AvgPooling(const float *input_ptr, float *output_ptr, PoolingParameter *poo
int out_plane = output_w * output_h;
int out_tile_count = UP_DIV(out_plane, TILE_NUM);
int thread_num = pooling_param->thread_num_;
int window = win_w * win_h;
#ifdef ENABLE_NEON
float32x4_t min_value = vdupq_n_f32(minf);
@ -59,10 +60,10 @@ void AvgPooling(const float *input_ptr, float *output_ptr, PoolingParameter *poo
int real_win_h_start = MSMAX(0, -in_h_index);
int real_win_h_end = MSMIN(win_h, in_h - in_h_index);
int resl_win_w_start = MSMAX(0, -in_w_index);
int real_win_w_start = MSMAX(0, -in_w_index);
int real_win_w_end = MSMIN(win_w, in_w - in_w_index);
for (int ci = 0; ci < c4 - 1; ci++) {
for (int ci = 0; ci < c4; ci++) {
const float *src_c_ptr = src_plane_ptr + ci * C4NUM;
float *dst_c_ptr = dst_plane_ptr + ci * C4NUM;
#ifdef ENABLE_NEON
@ -75,7 +76,7 @@ void AvgPooling(const float *input_ptr, float *output_ptr, PoolingParameter *poo
#endif
int real_count = 0;
for (int h = real_win_h_start; h < real_win_h_end; h++) {
for (int w = resl_win_w_start; w < real_win_w_end; w++) {
for (int w = real_win_w_start; w < real_win_w_end; w++) {
const float *src_win_ptr = src_c_ptr + ((in_h_index + h) * in_w + in_w_index + w) * channel;
#ifdef ENABLE_NEON
tmp_avg = vaddq_f32(tmp_avg, vld1q_f32(src_win_ptr));
@ -88,6 +89,9 @@ void AvgPooling(const float *input_ptr, float *output_ptr, PoolingParameter *poo
++real_count;
} // win_w loop
} // win_h loop
if (pooling_param->avg_mode_ == 1) {
real_count = window;
}
#ifdef ENABLE_NEON
tmp_avg = tmp_avg / vdupq_n_f32(real_count);
tmp_avg = vmaxq_f32(tmp_avg, min_value);
@ -112,19 +116,22 @@ void AvgPooling(const float *input_ptr, float *output_ptr, PoolingParameter *poo
dst_c_ptr[3] = tmp_avg4;
#endif
} // ic4-1 loop
int channel_s = (c4 - 1) * C4NUM;
int channel_s = c4 * C4NUM;
for (int ci = channel_s; ci < channel; ci++) {
const float *src_c_ptr = src_plane_ptr + ci;
float *dst_c_ptr = dst_plane_ptr + ci;
float tmp_avg = 0;
int real_count = 0;
for (int h = real_win_h_start; h < real_win_h_end; h++) {
for (int w = resl_win_w_start; w < real_win_w_end; w++) {
for (int w = real_win_w_start; w < real_win_w_end; w++) {
const float *src_win_ptr = src_c_ptr + ((in_h_index + h) * in_w + in_w_index + w) * channel;
tmp_avg += src_win_ptr[0];
++real_count;
} // win_w loop
} // win_h loop
if (pooling_param->avg_mode_ == 1) {
real_count = window;
}
tmp_avg = tmp_avg / (float)real_count;
tmp_avg = fmax(tmp_avg, minf);
tmp_avg = fmin(tmp_avg, maxf);
@ -152,7 +159,7 @@ void MaxPooling(const float *input_ptr, float *output_ptr, PoolingParameter *poo
int out_plane = output_w * output_h;
int out_tile_count = UP_DIV(out_plane, TILE_NUM);
int thread_num = pooling_param->thread_num_;
int c4 = UP_DIV(channel, C4NUM); /* oc && ic */
int c4 = channel / C4NUM; /* oc && ic */
#ifdef ENABLE_NEON
float32x4_t min_value = vdupq_n_f32(minf);
@ -177,10 +184,10 @@ void MaxPooling(const float *input_ptr, float *output_ptr, PoolingParameter *poo
int real_win_h_start = MSMAX(0, -in_h_index);
int real_win_h_end = MSMIN(win_h, in_h - in_h_index);
int resl_win_w_start = MSMAX(0, -in_w_index);
int real_win_w_start = MSMAX(0, -in_w_index);
int real_win_w_end = MSMIN(win_w, in_w - in_w_index);
for (int ci = 0; ci < c4 - 1; ci++) {
for (int ci = 0; ci < c4; ci++) {
const float *src_c_ptr = src_plane_ptr + ci * C4NUM;
float *dst_c_ptr = dst_plane_ptr + ci * C4NUM;
#ifdef ENABLE_NEON
@ -193,7 +200,7 @@ void MaxPooling(const float *input_ptr, float *output_ptr, PoolingParameter *poo
#endif
for (int kh = real_win_h_start; kh < real_win_h_end; kh++) {
for (int kw = resl_win_w_start; kw < real_win_w_end; kw++) {
for (int kw = real_win_w_start; kw < real_win_w_end; kw++) {
const float *src_win_ptr = src_c_ptr + ((in_h_index + kh) * in_w + in_w_index + kw) * channel;
#ifdef ENABLE_NEON
tmp_max = vmaxq_f32(tmp_max, vld1q_f32(src_win_ptr));
@ -224,14 +231,14 @@ void MaxPooling(const float *input_ptr, float *output_ptr, PoolingParameter *poo
dst_c_ptr[3] = tmp_max4;
#endif
} // ic4-1 loop
int channel_s = (c4 - 1) * C4NUM;
int channel_s = c4 * C4NUM;
for (int ci = channel_s; ci < channel; ci++) {
float *dst_c_ptr = dst_plane_ptr + ci;
const float *src_c_ptr = src_plane_ptr + ci;
float tmp_max = -FLT_MAX;
for (int kh = real_win_h_start; kh < real_win_h_end; kh++) {
for (int kw = resl_win_w_start; kw < real_win_w_end; kw++) {
for (int kw = real_win_w_start; kw < real_win_w_end; kw++) {
const float *src_win_ptr = src_c_ptr + ((in_h_index + kh) * in_w + in_w_index + kw) * channel;
tmp_max = fmax(tmp_max, src_win_ptr[0]);
} // win_w loop

1
mindspore/lite/nnacl/pooling_parameter.h
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@ -46,6 +46,7 @@ typedef struct PoolingParameter {
int stride_w_;
int stride_h_;
int thread_num_;
int avg_mode_;
bool global_;
bool quantize_;
} PoolingParameter;

1
mindspore/lite/schema/ops.fbs
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@ -302,6 +302,7 @@ table Pooling {
padRight: int;
roundMode: RoundMode;
activationType: ActivationType = 0;
avgMode: int = 0;
}
table DepthwiseConv2D {

13
mindspore/lite/src/ops/pooling.cc
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@ -37,6 +37,7 @@ int Pooling::GetPadLeft() const { return this->primitive_->value.AsPooling()->pa
int Pooling::GetPadRight() const { return this->primitive_->value.AsPooling()->padRight; }
int Pooling::GetRoundMode() const { return this->primitive_->value.AsPooling()->roundMode; }
int Pooling::GetActivationType() const { return this->primitive_->value.AsPooling()->activationType; }
int Pooling::GetAvgMode() const { return this->primitive_->value.AsPooling()->avgMode; }
void Pooling::SetFormat(int format) { this->primitive_->value.AsPooling()->format = (schema::Format)format; }
void Pooling::SetPoolingMode(int pooling_mode) {
@ -58,6 +59,7 @@ void Pooling::SetRoundMode(int round_mode) {
void Pooling::SetActivationType(int activation_type) {
this->primitive_->value.AsPooling()->activationType = (schema::ActivationType)activation_type;
}
void Pooling::SetAvgMode(int avg_mode) { this->primitive_->value.AsPooling()->avgMode = avg_mode; }
int Pooling::UnPackAttr(const Primitive &prim, const std::vector<AnfNodePtr> &inputs) {
if (this->primitive_ == nullptr) {
@ -93,6 +95,8 @@ int Pooling::UnPackAttr(const Primitive &prim, const std::vector<AnfNodePtr> &in
attr->format = schema::Format::Format_NUM_OF_FORMAT;
}
attr->avgMode = 1;
auto pad_mode = GetValue<std::string>(prim.GetAttr("padding"));
if (pad_mode == "VALID") {
attr->padMode = schema::PadMode_VALID;
@ -135,6 +139,7 @@ int Pooling::GetPadLeft() const { return this->primitive_->value_as_Pooling()->p
int Pooling::GetPadRight() const { return this->primitive_->value_as_Pooling()->padRight(); }
int Pooling::GetRoundMode() const { return this->primitive_->value_as_Pooling()->roundMode(); }
int Pooling::GetActivationType() const { return this->primitive_->value_as_Pooling()->activationType(); }
int Pooling::GetAvgMode() const { return this->primitive_->value_as_Pooling()->avgMode(); }
int Pooling::UnPackToFlatBuilder(const schema::Primitive *primitive, flatbuffers::FlatBufferBuilder *fbb) {
MS_ASSERT(nullptr != primitive);
@ -144,10 +149,10 @@ int Pooling::UnPackToFlatBuilder(const schema::Primitive *primitive, flatbuffers
MS_LOG(ERROR) << "value_as_Pooling return nullptr";
return RET_ERROR;
}
auto val_offset =
schema::CreatePooling(*fbb, attr->format(), attr->poolingMode(), attr->global(), attr->windowW(), attr->windowH(),
attr->strideW(), attr->strideH(), attr->padMode(), attr->padUp(), attr->padDown(),
attr->padLeft(), attr->padRight(), attr->roundMode(), attr->activationType());
auto val_offset = schema::CreatePooling(*fbb, attr->format(), attr->poolingMode(), attr->global(), attr->windowW(),
attr->windowH(), attr->strideW(), attr->strideH(), attr->padMode(),
attr->padUp(), attr->padDown(), attr->padLeft(), attr->padRight(),
attr->roundMode(), attr->activationType(), attr->avgMode());
auto prim_offset = schema::CreatePrimitive(*fbb, schema::PrimitiveType_Pooling, val_offset.o);
fbb->Finish(prim_offset);
return RET_OK;

2
mindspore/lite/src/ops/pooling.h
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@ -45,6 +45,7 @@ class Pooling : public PrimitiveC {
void SetPadRight(int pad_right);
void SetRoundMode(int round_mode);
void SetActivationType(int activation_type);
void SetAvgMode(int avg_mode);
int UnPackAttr(const Primitive &prim, const std::vector<AnfNodePtr> &inputs) override;
#else
Pooling() = default;
@ -66,6 +67,7 @@ class Pooling : public PrimitiveC {
int GetPadRight() const;
int GetRoundMode() const;
int GetActivationType() const;
int GetAvgMode() const;
int PadUp() const;
int PadDown() const;

1
mindspore/lite/src/populate_parameter.cc
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@ -293,6 +293,7 @@ OpParameter *PopulatePoolingParameter(const mindspore::lite::PrimitiveC *primiti
pooling_param->pad_r_ = pooling_lite_primitive->PadRight();
pooling_param->stride_w_ = pooling_primitive->GetStrideW();
pooling_param->stride_h_ = pooling_primitive->GetStrideH();
pooling_param->avg_mode_ = pooling_primitive->GetAvgMode();
auto is_global = pooling_primitive->GetGlobal();
pooling_param->global_ = is_global;

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