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support tensorrt in qat #5287

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merged 10 commits into from
Jun 24, 2021
Merged

support tensorrt in qat #5287

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6235f7d
support tensorrt
mosout Jun 23, 2021
ee51b5e
Merge remote-tracking branch 'upstream/master' into support_tensorrt
mosout Jun 23, 2021
09ae3c2
Merge branch 'master' into support_tensorrt
oneflow-ci-bot Jun 24, 2021
05fd4d5
Merge branch 'master' into support_tensorrt
oneflow-ci-bot Jun 24, 2021
1ec9e41
Merge branch 'master' into support_tensorrt
oneflow-ci-bot Jun 24, 2021
2e3256d
Merge branch 'master' into support_tensorrt
oneflow-ci-bot Jun 24, 2021
4d619a8
Merge branch 'master' into support_tensorrt
oneflow-ci-bot Jun 24, 2021
1ee6fd3
Merge branch 'master' into support_tensorrt
oneflow-ci-bot Jun 24, 2021
98a1c32
Merge branch 'master' into support_tensorrt
oneflow-ci-bot Jun 24, 2021
1f534c2
Merge branch 'master' into support_tensorrt
oneflow-ci-bot Jun 24, 2021
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10 changes: 4 additions & 6 deletions oneflow/core/job_rewriter/quantization_aware_training.cpp
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Original file line number Diff line number Diff line change
Expand Up @@ -170,7 +170,7 @@ std::string QuantizationSchemeAttr4QatConfig(const QatConfig& qat_config) {
// TODO: refactor the following 4 methods by registration
std::string QuantizationFormulaAttr4QatConfig(const QatConfig& qat_config) {
const auto target_backend = qat_config.target_backend();
if (target_backend == "" || target_backend == "tensorrt7") {
if (target_backend == "" || target_backend == "tensorrt") {
return "google";
} else if (target_backend == "cambricon") {
return "cambricon";
Expand All @@ -183,18 +183,16 @@ OpTypeSet Int8List4QatConfig(const QatConfig& qat_config) {
const auto target_backend = qat_config.target_backend();
if (target_backend == "") {
return {"add_n", "matmul", "batch_matmul", "conv2d", "avg_pool_2d", "max_pool_2d"};
} else if (target_backend == "cambricon") {
} else if (target_backend == "cambricon" || target_backend == "tensorrt") {
return {"conv2d", "matmul"};
} else if (target_backend == "tensorrt7") {
return {"conv2d"};
} else {
UNIMPLEMENTED();
}
}

OpTypeSet TransparentList4QatConfig(const QatConfig& qat_config) {
const auto target_backend = qat_config.target_backend();
if (target_backend == "" || target_backend == "tensorrt7") {
if (target_backend == "" || target_backend == "tensorrt") {
return {"reshape"};
} else if (target_backend == "cambricon") {
return {};
Expand All @@ -205,7 +203,7 @@ OpTypeSet TransparentList4QatConfig(const QatConfig& qat_config) {

bool InsertQuantOpAfterInt8Ops4QatConfig(const QatConfig& qat_config) {
const auto target_backend = qat_config.target_backend();
if (target_backend == "" || target_backend == "tensorrt7") {
if (target_backend == "" || target_backend == "tensorrt") {
return true;
} else if (target_backend == "cambricon") {
return false;
Expand Down