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[CI] Update GPU image for CUDA 11.7 #14363

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merged 7 commits into from
Mar 22, 2023
Merged

[CI] Update GPU image for CUDA 11.7 #14363

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32f4846
update gpu images
masahi Mar 18, 2023
418c63d
trigger more run
masahi Mar 19, 2023
16a31ea
fix TF tests
masahi Mar 20, 2023
b35ed68
more tf fix
masahi Mar 20, 2023
09e13d3
more tf fix
masahi Mar 20, 2023
ac5cdad
update min sm requirement
masahi Mar 21, 2023
71bba6a
revert accidental cutlass update
masahi Mar 22, 2023
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2 changes: 1 addition & 1 deletion ci/jenkins/docker-images.ini
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Original file line number Diff line number Diff line change
Expand Up @@ -20,7 +20,7 @@
ci_arm: tlcpack/ci-arm:20230314-060145-ccc0b9162
ci_cortexm: tlcpackstaging/ci_cortexm:20230124-233207-fd3f8035c
ci_cpu: tlcpack/ci-cpu:20230308-070109-9d732d0fa
ci_gpu: tlcpack/ci-gpu:20230308-070109-9d732d0fa
ci_gpu: tlcpack/ci-gpu:20230318-060139-2ff41c615
ci_hexagon: tlcpack/ci_hexagon:20230127-185848-95fa22308
ci_i386: tlcpack/ci-i386:20221013-060115-61c9742ea
ci_lint: tlcpack/ci-lint:20221013-060115-61c9742ea
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8 changes: 4 additions & 4 deletions src/target/target_kind.cc
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Expand Up @@ -161,8 +161,8 @@ TargetJSON UpdateCUDAAttrs(TargetJSON target) {
// Use the compute version of the first CUDA GPU instead
TVMRetValue version;
if (!DetectDeviceFlag({kDLCUDA, 0}, runtime::kComputeVersion, &version)) {
LOG(WARNING) << "Unable to detect CUDA version, default to \"-arch=sm_20\" instead";
archInt = 20;
LOG(WARNING) << "Unable to detect CUDA version, default to \"-arch=sm_50\" instead";
archInt = 50;
} else {
archInt = std::stod(version.operator std::string()) * 10 + 0.1;
}
Expand All @@ -189,8 +189,8 @@ TargetJSON UpdateNVPTXAttrs(TargetJSON target) {
// Use the compute version of the first CUDA GPU instead
TVMRetValue version;
if (!DetectDeviceFlag({kDLCUDA, 0}, runtime::kComputeVersion, &version)) {
LOG(WARNING) << "Unable to detect CUDA version, default to \"-mcpu=sm_20\" instead";
arch = 20;
LOG(WARNING) << "Unable to detect CUDA version, default to \"-mcpu=sm_50\" instead";
arch = 50;
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SM20 is no longer supported by CUDA 11.7, it's too old (more than 10 years ago gpu)

} else {
arch = std::stod(version.operator std::string()) * 10 + 0.1;
}
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12 changes: 10 additions & 2 deletions tests/python/frontend/tensorflow/test_forward.py
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Original file line number Diff line number Diff line change
Expand Up @@ -249,6 +249,8 @@ def compare_tf_with_tvm(
targets=None,
ignore_in_shape=False,
convert_config=None,
atol=1e-5,
rtol=1e-5,
):
"""Generic function to generate and compare tensorflow and TVM output"""

Expand Down Expand Up @@ -303,7 +305,7 @@ def name_without_num(name):
for i, tf_out in enumerate(tf_output):
if not isinstance(tf_out, np.ndarray):
assert len(tvm_output[i].shape) == 0 # pylint: disable=len-as-condition
tvm.testing.assert_allclose(tf_out, tvm_output[i], atol=1e-5, rtol=1e-5)
tvm.testing.assert_allclose(tf_out, tvm_output[i], atol=atol, rtol=rtol)

sess.close()

Expand Down Expand Up @@ -3401,6 +3403,8 @@ def _test_forward_crop_and_resize(
extrapolation_value=0.0,
method="bilinear",
dtype="float32",
atol=1e-4,
rtol=1e-4,
):
image = np.random.uniform(0, 10, size=img_shape).astype(dtype)
tf.reset_default_graph()
Expand All @@ -3415,7 +3419,7 @@ def _test_forward_crop_and_resize(
extrapolation_value=extrapolation_value,
name="crop_and_resize",
)
compare_tf_with_tvm([image], ["in_data:0"], "crop_and_resize:0")
compare_tf_with_tvm([image], ["in_data:0"], "crop_and_resize:0", atol=atol, rtol=rtol)


def test_forward_crop_and_resize():
Expand Down Expand Up @@ -3444,6 +3448,8 @@ def test_forward_crop_and_resize():
box_idx=[1, 0, 2, 3],
crop_size=[24, 24],
extrapolation_value=0.3,
atol=1e-3,
rtol=1e-3,
)
_test_forward_crop_and_resize(
img_shape=[20, 229, 229, 3],
Expand All @@ -3452,6 +3458,8 @@ def test_forward_crop_and_resize():
crop_size=[58, 58],
extrapolation_value=0.2,
method="nearest",
atol=1e-3,
rtol=1e-3,
)


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1 change: 1 addition & 0 deletions tests/scripts/request_hook/request_hook.py
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Original file line number Diff line number Diff line change
Expand Up @@ -109,6 +109,7 @@
"https://github.com/dmlc/web-data/raw/main/gluoncv/detection/street_small.jpg": f"{BASE}/2022-10-05/gluon-small-stree.jpg",
"https://github.com/dmlc/web-data/raw/main/tensorflow/models/Custom/placeholder.pb": f"{BASE}/dmlc/web-data/raw/main/tensorflow/models/Custom/placeholder.pb",
"https://github.com/dmlc/web-data/raw/main/tensorflow/models/InceptionV1/classify_image_graph_def-with_shapes.pb": f"{BASE}/dmlc/web-data/raw/main/tensorflow/models/InceptionV1/classify_image_graph_def-with_shapes.pb",
"https://github.com/dmlc/web-data/raw/main/tensorflow/models/ResnetV2/resnet-20180601_resnet_v2_imagenet-shapes.pb": f"{BASE}/dmlc/web-data/raw/main/tensorflow/models/ResnetV2/resnet-20180601_resnet_v2_imagenet-shapes.pb",
"https://github.com/dmlc/web-data/raw/main/tensorflow/models/InceptionV1/elephant-299.jpg": f"{BASE}/dmlc/web-data/raw/main/tensorflow/models/InceptionV1/elephant-299.jpg",
"https://github.com/dmlc/web-data/raw/main/tensorflow/models/InceptionV1/imagenet_2012_challenge_label_map_proto.pbtxt": f"{BASE}/dmlc/web-data/raw/main/tensorflow/models/InceptionV1/imagenet_2012_challenge_label_map_proto.pbtxt",
"https://github.com/dmlc/web-data/raw/main/tensorflow/models/InceptionV1/imagenet_synset_to_human_label_map.txt": f"{BASE}/dmlc/web-data/raw/main/tensorflow/models/InceptionV1/imagenet_synset_to_human_label_map.txt",
Expand Down