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Nystromformer ONNX export #728

Merged
merged 13 commits into from
Jan 31, 2023
Merged

Nystromformer ONNX export #728

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d1fe06d
Added Nystromformer model support
Jan 28, 2023
412a4bb
Additional test cases for Nystromformer
Jan 28, 2023
12254e5
Update optimum/onnxruntime/utils.py
whr778 Jan 30, 2023
8e86437
Update docs/source/exporters/onnx/package_reference/configuration.mdx
whr778 Jan 30, 2023
17f8fa0
Added Nystromformer model support
Jan 28, 2023
bd70826
Additional test cases for Nystromformer
Jan 28, 2023
05267c0
Update optimum/onnxruntime/utils.py
whr778 Jan 30, 2023
8249f36
Update docs/source/exporters/onnx/package_reference/configuration.mdx
whr778 Jan 30, 2023
53da7a7
Chnaged nystromformer models in test to from UW to hf-internal-testin…
Jan 31, 2023
3146716
Merge branch 'onnx-export-nystromformer' of https://github.com/whr778…
Jan 31, 2023
1437a73
Ran make style
Jan 31, 2023
169214b
Alphabetical sequence change
Jan 31, 2023
82fd102
Merge remote-tracking branch 'upstream/main' into onnx-export-nystrom…
Jan 31, 2023
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1 change: 1 addition & 0 deletions docs/source/exporters/onnx/package_reference/configuration.mdx
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Expand Up @@ -106,6 +106,7 @@ They specify which input generators should be used for the dummy inputs, but rem
- MobileBert
- MobileVit
- MPNet
- Nystromformer
- OwlVit
- Pegasus
- Perceiver
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4 changes: 4 additions & 0 deletions optimum/exporters/onnx/model_configs.py
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Expand Up @@ -99,6 +99,10 @@ class MobileBertOnnxConfig(BertOnnxConfig):
pass


class NystromformerOnnxConfig(BertOnnxConfig):
pass


class XLMOnnxConfig(BertOnnxConfig):
pass

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9 changes: 9 additions & 0 deletions optimum/exporters/tasks.py
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Expand Up @@ -511,6 +511,15 @@ class TasksManager:
"seq2seq-lm-with-past",
onnx="M2M100OnnxConfig",
),
"nystromformer": supported_tasks_mapping(
"default",
"masked-lm",
"multiple-choice",
"question-answering",
"sequence-classification",
"token-classification",
onnx="NystromformerOnnxConfig",
),
# TODO: owlvit is actually not yet supported in exporters
# "owlvit": supported_tasks_mapping(
# "default",
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1 change: 1 addition & 0 deletions optimum/onnxruntime/utils.py
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Expand Up @@ -93,6 +93,7 @@ class ORTConfigManager:
"mbart": "bart",
"mt5": "bart",
"m2m_100": "bart",
"nystromformer": "bert",
"roberta": "bert",
"t5": "t5",
"whisper": "whisper",
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1 change: 1 addition & 0 deletions optimum/utils/normalized_config.py
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Expand Up @@ -193,6 +193,7 @@ class NormalizedConfigManager:
"mbart": BartLikeNormalizedTextConfig,
"mt5": T5LikeNormalizedTextConfig,
"m2m_100": BartLikeNormalizedTextConfig,
"nystromformer": NormalizedTextConfig,
"pegasus": BartLikeNormalizedTextConfig,
"poolformer": NormalizedVisionConfig,
"resnet": NormalizedVisionConfig,
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2 changes: 2 additions & 0 deletions tests/exporters/exporters_utils.py
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Expand Up @@ -70,6 +70,7 @@
"mobilevit": "hf-internal-testing/tiny-random-mobilevit",
"mpnet": "hf-internal-testing/tiny-random-MPNetModel",
"mt5": "lewtun/tiny-random-mt5",
"nystromformer": "hf-internal-testing/tiny-random-NystromformerModel",
# "owlvit": "google/owlvit-base-patch32",
"pegasus": "hf-internal-testing/tiny-random-PegasusModel",
"perceiver": {
Expand Down Expand Up @@ -165,6 +166,7 @@
# "mobilenet_v2": "google/mobilenet_v2_0.35_96",
"mobilevit": "apple/mobilevit-small",
"mt5": "lewtun/tiny-random-mt5", # Not using google/mt5-small because it takes too much time for testing.
"nystromformer": "hf-internal-testing/tiny-random-NystromformerModel",
"owlvit": "google/owlvit-base-patch32",
"perceiver": "hf-internal-testing/tiny-random-PerceiverModel", # Not using deepmind/language-perceiver because it takes too much time for testing.
# "rembert": "google/rembert",
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4 changes: 4 additions & 0 deletions tests/onnxruntime/test_modeling.py
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Expand Up @@ -123,6 +123,7 @@
"mobilenet_v2": "hf-internal-testing/tiny-random-MobileNetV2Model",
"mobilevit": "hf-internal-testing/tiny-random-mobilevit",
"mt5": "lewtun/tiny-random-mt5",
"nystromformer": "hf-internal-testing/tiny-random-NystromformerModel",
"pegasus": "hf-internal-testing/tiny-random-PegasusModel",
"poolformer": "hf-internal-testing/tiny-random-PoolFormerModel",
"resnet": "hf-internal-testing/tiny-random-resnet",
Expand Down Expand Up @@ -886,6 +887,7 @@ class ORTModelForQuestionAnsweringIntegrationTest(ORTModelTestMixin):
# "layoutlmv3",
"mbart",
"mobilebert",
"nystromformer",
"roberta",
"roformer",
"squeezebert",
Expand Down Expand Up @@ -1187,6 +1189,7 @@ class ORTModelForSequenceClassificationIntegrationTest(ORTModelTestMixin):
# "layoutlmv3",
"mbart",
"mobilebert",
"nystromformer",
# "perceiver",
"roberta",
"roformer",
Expand Down Expand Up @@ -1595,6 +1598,7 @@ class ORTModelForMultipleChoiceIntegrationTest(ORTModelTestMixin):
"flaubert",
"ibert",
"mobilebert",
"nystromformer",
"roberta",
"roformer",
"squeezebert",
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