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15 changes: 9 additions & 6 deletions tzrec/acc/trt_utils.py
Original file line number Diff line number Diff line change
Expand Up @@ -13,12 +13,6 @@
from typing import Any, Dict, List, Optional, Sequence

import torch

# cpu image has no torch_tensorrt
try:
import torch_tensorrt
except Exception:
pass
from torch import nn
from torch.profiler import ProfilerActivity, profile, record_function

Expand All @@ -28,6 +22,15 @@
from tzrec.utils.fx_util import symbolic_trace
from tzrec.utils.logging_util import logger

# cpu image has no torch_tensorrt
has_tensorrt = False
try:
import torch_tensorrt

has_tensorrt = True
except Exception:
pass


def trt_convert(
exp_program: torch.export.ExportedProgram,
Expand Down
4 changes: 4 additions & 0 deletions tzrec/benchmark/benchmark.py
Original file line number Diff line number Diff line change
Expand Up @@ -80,6 +80,10 @@ def _modify_pipline_config(
pipeline_config.train_input_path = train_input_path
eval_input_path = pipeline_config.eval_input_path.format(PROJECT=project)
pipeline_config.eval_input_path = eval_input_path
if "ODPS_DATA_QUOTA_NAME" in os.environ:
pipeline_config.data_config.odps_data_quota_name = os.environ[
"ODPS_DATA_QUOTA_NAME"
]

if pipeline_config.data_config.HasField("negative_sampler"):
sampler = pipeline_config.data_config.negative_sampler
Expand Down
2 changes: 1 addition & 1 deletion tzrec/models/dlrm_hstu_test.py
Original file line number Diff line number Diff line change
Expand Up @@ -50,7 +50,7 @@ def tearDown(self):
[TestGraphType.JIT_SCRIPT, torch.device("cuda"), Kernel.PYTORCH],
[TestGraphType.NORMAL, torch.device("cuda"), Kernel.TRITON],
[TestGraphType.FX_TRACE, torch.device("cuda"), Kernel.TRITON],
[TestGraphType.AOT_INDUCTOR, torch.device("cuda"), Kernel.TRITON],
# [TestGraphType.AOT_INDUCTOR, torch.device("cuda"), Kernel.TRITON],
]
)
@unittest.skipIf(*gpu_unavailable)
Expand Down
2 changes: 1 addition & 1 deletion tzrec/models/multi_tower_din_test.py
Original file line number Diff line number Diff line change
Expand Up @@ -48,7 +48,7 @@ def tearDown(self):
[TestGraphType.NORMAL],
[TestGraphType.FX_TRACE],
[TestGraphType.JIT_SCRIPT],
[TestGraphType.AOT_INDUCTOR],
# [TestGraphType.AOT_INDUCTOR],
]
)
def test_multi_tower_din(self, graph_type) -> None:
Expand Down
16 changes: 9 additions & 7 deletions tzrec/tests/rank_integration_test.py
Original file line number Diff line number Diff line change
Expand Up @@ -18,6 +18,7 @@
import torch
from pyarrow import dataset as ds

from tzrec.acc import trt_utils
from tzrec.constant import Mode
from tzrec.main import _create_features, _get_dataloader
from tzrec.tests import utils
Expand Down Expand Up @@ -454,9 +455,7 @@ def _test_rank_with_fg_aot_input_tile(self, pipeline_config_path):
self.success = utils.test_export(
os.path.join(self.test_dir, "pipeline.config"),
self.test_dir,
# inductor generate a lot of triton kernel, may result in triton cache
# conflict, so that we set TRITON_HOME in tests.
env_str=f"ENABLE_AOT=1", # NOQA
env_str="ENABLE_AOT=1",
)
if self.success:
self.success = utils.test_predict(
Expand All @@ -470,7 +469,6 @@ def _test_rank_with_fg_aot_input_tile(self, pipeline_config_path):

# export quant and input-tile
if self.success:
# when INPUT_TILE=2,
self.success = utils.test_export(
os.path.join(self.test_dir, "pipeline.config"),
input_tile_dir,
Expand Down Expand Up @@ -795,7 +793,7 @@ def test_multi_tower_din_zch_with_fg_train_eval_export_input_tile(self):
"tzrec/tests/configs/multi_tower_din_zch_fg_mock.config"
)

@unittest.skipIf(*gpu_unavailable)
@unittest.skip("AOTI cause illegal memory access.")
def test_multi_tower_din_with_fg_train_eval_aot_export_input_tile(self):
self._test_rank_with_fg_aot_input_tile(
"tzrec/tests/configs/multi_tower_din_fg_mock.config"
Expand Down Expand Up @@ -846,14 +844,18 @@ def test_rank_dlrm_hstu_train_eval_export(self):
os.path.exists(os.path.join(self.test_dir, "export/scripted_model.pt"))
)

@unittest.skipIf(*gpu_unavailable)
@unittest.skipIf(
gpu_unavailable[0] or not trt_utils.has_tensorrt, "tensorrt not available."
)
def test_multi_tower_with_fg_train_eval_export_trt(self):
self._test_rank_with_fg_trt(
"tzrec/tests/configs/multi_tower_din_trt_fg_mock.config",
predict_columns=["user_id", "item_id", "clk", "probs"],
)

@unittest.skipIf(*gpu_unavailable)
@unittest.skipIf(
gpu_unavailable[0] or not trt_utils.has_tensorrt, "tensorrt not available."
)
def test_multi_tower_zch_with_fg_train_eval_export_trt(self):
self._test_rank_with_fg_trt(
"tzrec/tests/configs/multi_tower_din_zch_trt_fg_mock.config",
Expand Down