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ModelZoo
ResNet50_tensorflow
Commits
7fcd7cba
Commit
7fcd7cba
authored
Jul 22, 2020
by
Allen Wang
Committed by
A. Unique TensorFlower
Jul 22, 2020
Browse files
Internal change
PiperOrigin-RevId: 322657835
parent
acaef198
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official/benchmark/bert_pretrain_benchmark.py
official/benchmark/bert_pretrain_benchmark.py
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official/benchmark/bert_pretrain_benchmark.py
View file @
7fcd7cba
...
...
@@ -144,6 +144,39 @@ class BertPretrainAccuracyBenchmark(bert_benchmark_utils.BertBenchmarkBase):
self
.
_run_and_report_benchmark
(
summary_path
=
summary_path
,
report_accuracy
=
True
)
@
owner_utils
.
Owner
(
'tf-model-garden'
)
def
benchmark_perf_2x2_tpu_bf16_seq128_10k_steps
(
self
):
"""Test bert pretraining with 2x2 TPU for 10000 steps."""
self
.
_setup
()
self
.
_specify_common_flags
()
FLAGS
.
num_steps_per_epoch
=
5000
FLAGS
.
num_train_epochs
=
2
FLAGS
.
train_batch_size
=
128
FLAGS
.
model_dir
=
self
.
_get_model_dir
(
'benchmark_perf_2x2_tpu_bf16_seq128_10k_steps'
)
summary_path
=
os
.
path
.
join
(
FLAGS
.
model_dir
,
'summaries/training_summary.txt'
)
# Disable accuracy check.
self
.
_run_and_report_benchmark
(
summary_path
=
summary_path
,
report_accuracy
=
False
)
@
owner_utils
.
Owner
(
'tf-model-garden'
)
def
benchmark_perf_2x2_tpu_bf16_seq128_10k_steps_mlir
(
self
):
"""Test bert pretraining with 2x2 TPU with MLIR for 10000 steps."""
self
.
_setup
()
self
.
_specify_common_flags
()
FLAGS
.
num_steps_per_epoch
=
5000
FLAGS
.
num_train_epochs
=
2
FLAGS
.
train_batch_size
=
128
FLAGS
.
model_dir
=
self
.
_get_model_dir
(
'benchmark_perf_2x2_tpu_bf16_seq128_10k_steps_mlir'
)
summary_path
=
os
.
path
.
join
(
FLAGS
.
model_dir
,
'summaries/training_summary.txt'
)
tf
.
config
.
experimental
.
enable_mlir_bridge
()
# Disable accuracy check.
self
.
_run_and_report_benchmark
(
summary_path
=
summary_path
,
report_accuracy
=
False
)
@
owner_utils
.
Owner
(
'tf-model-garden'
)
def
benchmark_perf_4x4_tpu_bf16_seq128_10k_steps
(
self
):
"""Test bert pretraining with 4x4 TPU for 10000 steps."""
...
...
@@ -159,6 +192,22 @@ class BertPretrainAccuracyBenchmark(bert_benchmark_utils.BertBenchmarkBase):
self
.
_run_and_report_benchmark
(
summary_path
=
summary_path
,
report_accuracy
=
False
)
@
owner_utils
.
Owner
(
'tf-model-garden'
)
def
benchmark_perf_4x4_tpu_bf16_seq128_10k_steps_mlir
(
self
):
"""Test bert pretraining with 4x4 TPU with MLIR for 10000 steps."""
self
.
_setup
()
self
.
_specify_common_flags
()
FLAGS
.
num_steps_per_epoch
=
5000
FLAGS
.
num_train_epochs
=
2
FLAGS
.
model_dir
=
self
.
_get_model_dir
(
'benchmark_perf_4x4_tpu_bf16_seq128_10k_steps_mlir'
)
summary_path
=
os
.
path
.
join
(
FLAGS
.
model_dir
,
'summaries/training_summary.txt'
)
tf
.
config
.
experimental
.
enable_mlir_bridge
()
# Disable accuracy check.
self
.
_run_and_report_benchmark
(
summary_path
=
summary_path
,
report_accuracy
=
False
)
@
owner_utils
.
Owner
(
'tf-model-garden'
)
def
benchmark_perf_8x8_tpu_bf16_seq128_10k_steps
(
self
):
"""Test bert pretraining with 8x8 TPU for 10000 steps."""
...
...
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