From b326b3ca352987807d2f6174e622a167f0e0c87d Mon Sep 17 00:00:00 2001 From: jcwchen Date: Wed, 21 Jun 2023 15:46:04 -0700 Subject: [PATCH 01/61] popular_on_huggingface/bert-base-uncased.py Signed-off-by: jcwchen --- workflow_scripts/mlagility_config.py | 1 + 1 file changed, 1 insertion(+) diff --git a/workflow_scripts/mlagility_config.py b/workflow_scripts/mlagility_config.py index f412fd48e..32682c071 100644 --- a/workflow_scripts/mlagility_config.py +++ b/workflow_scripts/mlagility_config.py @@ -16,4 +16,5 @@ "torch_hub/densenet121.py", "torch_hub/inception_v3.py", "torch_hub/googlenet.py", + "popular_on_huggingface/bert-base-uncased.py", ] From 510f609ceaf88acfbea88a4f45724e3981394f3b Mon Sep 17 00:00:00 2001 From: jcwchen Date: Wed, 21 Jun 2023 16:25:42 -0700 Subject: [PATCH 02/61] add transformers models Signed-off-by: jcwchen --- models/mlagility/bert_generation/bert_generation-18.onnx | 3 +++ .../mlagility/bert_generation/test_data_set_0/input_0.pb | 3 +++ .../mlagility/bert_generation/test_data_set_0/input_1.pb | 3 +++ .../mlagility/bert_generation/test_data_set_0/output_0.pb | 3 +++ .../mlagility/bert_generation/test_data_set_0/output_1.pb | 3 +++ .../bert_generation/test_data_set_0/output_10.pb | 3 +++ .../bert_generation/test_data_set_0/output_11.pb | 3 +++ .../bert_generation/test_data_set_0/output_12.pb | 3 +++ .../bert_generation/test_data_set_0/output_13.pb | 3 +++ .../bert_generation/test_data_set_0/output_14.pb | 3 +++ .../bert_generation/test_data_set_0/output_15.pb | 3 +++ .../bert_generation/test_data_set_0/output_16.pb | 3 +++ .../bert_generation/test_data_set_0/output_17.pb | 3 +++ .../bert_generation/test_data_set_0/output_18.pb | 3 +++ .../bert_generation/test_data_set_0/output_19.pb | 3 +++ .../mlagility/bert_generation/test_data_set_0/output_2.pb | 3 +++ .../bert_generation/test_data_set_0/output_20.pb | 3 +++ .../bert_generation/test_data_set_0/output_21.pb | 3 +++ .../bert_generation/test_data_set_0/output_22.pb | 3 +++ .../bert_generation/test_data_set_0/output_23.pb | 3 +++ .../bert_generation/test_data_set_0/output_24.pb | 3 +++ .../bert_generation/test_data_set_0/output_25.pb | 3 +++ .../bert_generation/test_data_set_0/output_26.pb | 3 +++ .../bert_generation/test_data_set_0/output_27.pb | 3 +++ .../bert_generation/test_data_set_0/output_28.pb | 3 +++ .../bert_generation/test_data_set_0/output_29.pb | 3 +++ .../mlagility/bert_generation/test_data_set_0/output_3.pb | 3 +++ .../bert_generation/test_data_set_0/output_30.pb | 3 +++ .../bert_generation/test_data_set_0/output_31.pb | 3 +++ .../bert_generation/test_data_set_0/output_32.pb | 3 +++ .../bert_generation/test_data_set_0/output_33.pb | 3 +++ .../bert_generation/test_data_set_0/output_34.pb | 3 +++ .../bert_generation/test_data_set_0/output_35.pb | 3 +++ .../bert_generation/test_data_set_0/output_36.pb | 3 +++ .../bert_generation/test_data_set_0/output_37.pb | 3 +++ .../bert_generation/test_data_set_0/output_38.pb | 3 +++ 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.../mlagility/bert_generation/test_data_set_0/output_7.pb | 3 +++ .../bert_generation/test_data_set_0/output_70.pb | 3 +++ .../bert_generation/test_data_set_0/output_71.pb | 3 +++ .../bert_generation/test_data_set_0/output_72.pb | 3 +++ .../bert_generation/test_data_set_0/output_73.pb | 3 +++ .../bert_generation/test_data_set_0/output_74.pb | 3 +++ .../bert_generation/test_data_set_0/output_75.pb | 3 +++ .../bert_generation/test_data_set_0/output_76.pb | 3 +++ .../bert_generation/test_data_set_0/output_77.pb | 3 +++ .../bert_generation/test_data_set_0/output_78.pb | 3 +++ .../bert_generation/test_data_set_0/output_79.pb | 3 +++ .../mlagility/bert_generation/test_data_set_0/output_8.pb | 3 +++ .../bert_generation/test_data_set_0/output_80.pb | 3 +++ .../bert_generation/test_data_set_0/output_81.pb | 3 +++ .../bert_generation/test_data_set_0/output_82.pb | 3 +++ .../bert_generation/test_data_set_0/output_83.pb | 3 +++ .../bert_generation/test_data_set_0/output_84.pb | 3 +++ 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models/mlagility/gpt1/test_data_set_0/output_0.pb | 3 +++ models/mlagility/gpt2/gpt2-18.onnx | 3 +++ models/mlagility/gpt2/test_data_set_0/input_0.pb | 3 +++ models/mlagility/gpt2/test_data_set_0/input_1.pb | 3 +++ models/mlagility/gpt2/test_data_set_0/output_0.pb | 3 +++ models/mlagility/gpt2/test_data_set_0/output_1.pb | 3 +++ models/mlagility/gpt2/test_data_set_0/output_10.pb | 3 +++ models/mlagility/gpt2/test_data_set_0/output_11.pb | 3 +++ models/mlagility/gpt2/test_data_set_0/output_12.pb | 3 +++ models/mlagility/gpt2/test_data_set_0/output_13.pb | 3 +++ models/mlagility/gpt2/test_data_set_0/output_14.pb | 3 +++ models/mlagility/gpt2/test_data_set_0/output_15.pb | 3 +++ models/mlagility/gpt2/test_data_set_0/output_16.pb | 3 +++ models/mlagility/gpt2/test_data_set_0/output_17.pb | 3 +++ models/mlagility/gpt2/test_data_set_0/output_18.pb | 3 +++ models/mlagility/gpt2/test_data_set_0/output_19.pb | 3 +++ models/mlagility/gpt2/test_data_set_0/output_2.pb | 3 +++ models/mlagility/gpt2/test_data_set_0/output_20.pb | 3 +++ models/mlagility/gpt2/test_data_set_0/output_21.pb | 3 +++ models/mlagility/gpt2/test_data_set_0/output_22.pb | 3 +++ models/mlagility/gpt2/test_data_set_0/output_23.pb | 3 +++ models/mlagility/gpt2/test_data_set_0/output_24.pb | 3 +++ models/mlagility/gpt2/test_data_set_0/output_3.pb | 3 +++ models/mlagility/gpt2/test_data_set_0/output_4.pb | 3 +++ models/mlagility/gpt2/test_data_set_0/output_5.pb | 3 +++ models/mlagility/gpt2/test_data_set_0/output_6.pb | 3 +++ models/mlagility/gpt2/test_data_set_0/output_7.pb | 3 +++ models/mlagility/gpt2/test_data_set_0/output_8.pb | 3 +++ models/mlagility/gpt2/test_data_set_0/output_9.pb | 3 +++ workflow_scripts/mlagility_config.py | 8 +++++++- 134 files changed, 406 insertions(+), 1 deletion(-) create mode 100644 models/mlagility/bert_generation/bert_generation-18.onnx create mode 100644 models/mlagility/bert_generation/test_data_set_0/input_0.pb create mode 100644 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sha256:83650e18bfc38932b134bae1cd0edd3f28c4e19c792da164fb57dab0ec999b0e +size 393241 diff --git a/models/mlagility/gpt2/test_data_set_0/output_7.pb b/models/mlagility/gpt2/test_data_set_0/output_7.pb new file mode 100644 index 000000000..be59157f2 --- /dev/null +++ b/models/mlagility/gpt2/test_data_set_0/output_7.pb @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2ba99caaf4290b8e236affb94bf211c3207bdc522a4bbaefc16050ef6c21fe1b +size 393239 diff --git a/models/mlagility/gpt2/test_data_set_0/output_8.pb b/models/mlagility/gpt2/test_data_set_0/output_8.pb new file mode 100644 index 000000000..13aa9b155 --- /dev/null +++ b/models/mlagility/gpt2/test_data_set_0/output_8.pb @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7bec2818b37d1dff0c0c03591b943fd6c0d3c62a11fbe27a42f8ae94e011b1ca +size 393241 diff --git a/models/mlagility/gpt2/test_data_set_0/output_9.pb b/models/mlagility/gpt2/test_data_set_0/output_9.pb new file mode 100644 index 000000000..d7330777e --- /dev/null +++ b/models/mlagility/gpt2/test_data_set_0/output_9.pb @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c83918ed52d529670eedbbb3aa6f4a5ba631c28e8638037f468994a6efba1eb1 +size 393239 diff --git a/workflow_scripts/mlagility_config.py b/workflow_scripts/mlagility_config.py index 32682c071..3058b31f4 100644 --- a/workflow_scripts/mlagility_config.py +++ b/workflow_scripts/mlagility_config.py @@ -16,5 +16,11 @@ "torch_hub/densenet121.py", "torch_hub/inception_v3.py", "torch_hub/googlenet.py", - "popular_on_huggingface/bert-base-uncased.py", + #"popular_on_huggingface/bert-base-uncased.py", + #"popular_on_huggingface/CompVis_stable-diffusion-v1-4.py", + "transformers/gpt1.py", + "transformers/gpt2.py", + "transformers/bert_generation.py" + #"transformers/bert_for_question_answering.py", + #"transformers/t5_base.py", ] From fede10e2ebe7d3b0690202fa95f5cd0e4a79d4e4 Mon Sep 17 00:00:00 2001 From: jcwchen Date: Thu, 22 Jun 2023 16:28:55 -0700 Subject: [PATCH 03/61] remove gpt1 and gpt2 for now Signed-off-by: jcwchen --- models/mlagility/gpt1/gpt1-18.onnx | 3 --- models/mlagility/gpt1/test_data_set_0/input_0.pb | 3 --- models/mlagility/gpt1/test_data_set_0/input_1.pb | 3 --- models/mlagility/gpt1/test_data_set_0/output_0.pb | 3 --- models/mlagility/gpt2/gpt2-18.onnx | 3 --- models/mlagility/gpt2/test_data_set_0/input_0.pb | 3 --- models/mlagility/gpt2/test_data_set_0/input_1.pb | 3 --- models/mlagility/gpt2/test_data_set_0/output_0.pb | 3 --- models/mlagility/gpt2/test_data_set_0/output_1.pb | 3 --- models/mlagility/gpt2/test_data_set_0/output_10.pb | 3 --- models/mlagility/gpt2/test_data_set_0/output_11.pb | 3 --- models/mlagility/gpt2/test_data_set_0/output_12.pb | 3 --- models/mlagility/gpt2/test_data_set_0/output_13.pb | 3 --- models/mlagility/gpt2/test_data_set_0/output_14.pb | 3 --- models/mlagility/gpt2/test_data_set_0/output_15.pb | 3 --- models/mlagility/gpt2/test_data_set_0/output_16.pb | 3 --- 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sha256:ca83f75ee94e778da553882d70e7c01bfcb1f84cb9fa52cafc2a127fc00213b6 -size 393240 diff --git a/models/mlagility/gpt2/test_data_set_0/output_20.pb b/models/mlagility/gpt2/test_data_set_0/output_20.pb deleted file mode 100644 index 37af48397..000000000 --- a/models/mlagility/gpt2/test_data_set_0/output_20.pb +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:dc0cc48e8785778ae5afb4e7e9e6279544dab96f080ffd8aa778134c48d97a46 -size 393241 diff --git a/models/mlagility/gpt2/test_data_set_0/output_21.pb b/models/mlagility/gpt2/test_data_set_0/output_21.pb deleted file mode 100644 index d9b9171d3..000000000 --- a/models/mlagility/gpt2/test_data_set_0/output_21.pb +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:a9a5240bb25d24ea0ad2fc75f5e1484f6741f8d9afac69cbc82ef21245400f60 -size 393239 diff --git a/models/mlagility/gpt2/test_data_set_0/output_22.pb b/models/mlagility/gpt2/test_data_set_0/output_22.pb deleted file mode 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sha256:abc91f2ab295173e52d76f8bdbdb696f96d4379f42b478d4b0e26491a704c497 -size 393241 diff --git a/models/mlagility/gpt2/test_data_set_0/output_3.pb b/models/mlagility/gpt2/test_data_set_0/output_3.pb deleted file mode 100644 index 5c0ac6383..000000000 --- a/models/mlagility/gpt2/test_data_set_0/output_3.pb +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:3e5b21f2cc47c7443fa47218ed48bea90668446fd93154225a4e5e2342a318a0 -size 393239 diff --git a/models/mlagility/gpt2/test_data_set_0/output_4.pb b/models/mlagility/gpt2/test_data_set_0/output_4.pb deleted file mode 100644 index 269c510fc..000000000 --- a/models/mlagility/gpt2/test_data_set_0/output_4.pb +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:6c472ce06d57acfe3ca455225dc1c1d3169cd9acd20269cc981b1a6bb5b5ce90 -size 393241 diff --git a/models/mlagility/gpt2/test_data_set_0/output_5.pb b/models/mlagility/gpt2/test_data_set_0/output_5.pb deleted file mode 100644 index 81f449adc..000000000 --- a/models/mlagility/gpt2/test_data_set_0/output_5.pb +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:6379c99ff91a45c3ad909d98c99876a4cc011b4bc87d8add50ebc836865e4a6a -size 393239 diff --git a/models/mlagility/gpt2/test_data_set_0/output_6.pb b/models/mlagility/gpt2/test_data_set_0/output_6.pb deleted file mode 100644 index e9bc62fee..000000000 --- a/models/mlagility/gpt2/test_data_set_0/output_6.pb +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:83650e18bfc38932b134bae1cd0edd3f28c4e19c792da164fb57dab0ec999b0e -size 393241 diff --git a/models/mlagility/gpt2/test_data_set_0/output_7.pb b/models/mlagility/gpt2/test_data_set_0/output_7.pb deleted file mode 100644 index be59157f2..000000000 --- a/models/mlagility/gpt2/test_data_set_0/output_7.pb +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:2ba99caaf4290b8e236affb94bf211c3207bdc522a4bbaefc16050ef6c21fe1b -size 393239 diff --git a/models/mlagility/gpt2/test_data_set_0/output_8.pb b/models/mlagility/gpt2/test_data_set_0/output_8.pb deleted file mode 100644 index 13aa9b155..000000000 --- a/models/mlagility/gpt2/test_data_set_0/output_8.pb +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:7bec2818b37d1dff0c0c03591b943fd6c0d3c62a11fbe27a42f8ae94e011b1ca -size 393241 diff --git a/models/mlagility/gpt2/test_data_set_0/output_9.pb b/models/mlagility/gpt2/test_data_set_0/output_9.pb deleted file mode 100644 index d7330777e..000000000 --- a/models/mlagility/gpt2/test_data_set_0/output_9.pb +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:c83918ed52d529670eedbbb3aa6f4a5ba631c28e8638037f468994a6efba1eb1 -size 393239 From 97de7891a6d0b26a13e1dc97dd9016242baa9645 Mon Sep 17 00:00:00 2001 From: jcwchen Date: Thu, 22 Jun 2023 16:36:02 -0700 Subject: [PATCH 04/61] config Signed-off-by: jcwchen --- workflow_scripts/mlagility_config.py | 8 +------- 1 file changed, 1 insertion(+), 7 deletions(-) diff --git a/workflow_scripts/mlagility_config.py b/workflow_scripts/mlagility_config.py index 3058b31f4..25e2cc50c 100644 --- a/workflow_scripts/mlagility_config.py +++ b/workflow_scripts/mlagility_config.py @@ -16,11 +16,5 @@ "torch_hub/densenet121.py", "torch_hub/inception_v3.py", "torch_hub/googlenet.py", - #"popular_on_huggingface/bert-base-uncased.py", - #"popular_on_huggingface/CompVis_stable-diffusion-v1-4.py", - "transformers/gpt1.py", - "transformers/gpt2.py", - "transformers/bert_generation.py" - #"transformers/bert_for_question_answering.py", - #"transformers/t5_base.py", + "transformers/bert_generation.py", ] From 3af24e77a36740d7d590abd1a1cf8f705e57d585 Mon Sep 17 00:00:00 2001 From: jcwchen Date: Tue, 11 Jul 2023 14:58:44 -0700 Subject: [PATCH 05/61] get model name from build_dir Signed-off-by: jcwchen --- workflow_scripts/run_mlagility.py | 22 +++++++++++++++------- 1 file changed, 15 insertions(+), 7 deletions(-) diff --git a/workflow_scripts/run_mlagility.py b/workflow_scripts/run_mlagility.py index 880475328..501e22988 100644 --- a/workflow_scripts/run_mlagility.py +++ b/workflow_scripts/run_mlagility.py @@ -14,11 +14,12 @@ def get_immediate_subdirectories_count(dir_name): if osp.isdir(osp.join(dir_name, name))]) -def find_model_hash_name(dir_name, cache_dir_prefix): - for dir in listdir(dir_name): - if dir.startswith(cache_dir_prefix): - return dir - raise Exception(f"Cannot find model hash name: {cache_dir_prefix} in cache directory.") +def find_model_hash_name(raw_line): + cache_name = ".cache" + start = raw_line.find(cache_name) + if start == -1: + raise Exception(f"Cannot find {cache_name} in {raw_line}.") + return raw_line[start + len(cache_name) + 1:] ZOO_OPSET_VERSION = "18" @@ -52,11 +53,18 @@ def main(): if osp.exists(final_model_path) and args.skip: print(f"Skip checking {model_zoo_dir} because {final_model_path} already exists.") continue - subprocess.run(["benchit", osp.join(mlagility_root, model_info), "--cache-dir", cache_converted_dir, + cmd = subprocess.run(["benchit", osp.join(mlagility_root, model_info), "--cache-dir", cache_converted_dir, "--onnx-opset", ZOO_OPSET_VERSION, "--export-only"], cwd=cwd_path, stdout=sys.stdout, stderr=sys.stderr, check=True) - model_hash_name = find_model_hash_name(".cache", model_name + "_" + directory_name + "_") + model_hash_name = "" + for line in cmd.stdout: + if "Build dir:" in str(line): + model_hash_name = find_model_hash_name(line) + break + if not model_hash_name: + raise Exception(f"Cannot find model hash name in {cmd.stdout}.") + print(model_hash_name) mlagility_created_onnx = osp.join(cache_converted_dir, model_hash_name, "onnx", model_hash_name + base_name) if args.create: ort_test_dir_utils.create_test_dir(mlagility_created_onnx, "./", final_model_dir) From 543ba4341de8a94f23c482cfb1dfc4c8fcfd4164 Mon Sep 17 00:00:00 2001 From: jcwchen Date: Tue, 11 Jul 2023 16:10:44 -0700 Subject: [PATCH 06/61] find_model_hash_name Signed-off-by: jcwchen --- workflow_scripts/run_mlagility.py | 25 +++++++++++-------------- 1 file changed, 11 insertions(+), 14 deletions(-) diff --git a/workflow_scripts/run_mlagility.py b/workflow_scripts/run_mlagility.py index 501e22988..e25f09733 100644 --- a/workflow_scripts/run_mlagility.py +++ b/workflow_scripts/run_mlagility.py @@ -14,15 +14,18 @@ def get_immediate_subdirectories_count(dir_name): if osp.isdir(osp.join(dir_name, name))]) -def find_model_hash_name(raw_line): - cache_name = ".cache" - start = raw_line.find(cache_name) - if start == -1: - raise Exception(f"Cannot find {cache_name} in {raw_line}.") - return raw_line[start + len(cache_name) + 1:] +def find_model_hash_name(stdout): + for line in stdout.decode().split("\n"): + if "Build dir:" in str(line): + cache_name = ".cache" + start = line.find(cache_name) + if start == -1: + raise Exception(f"Cannot find {cache_name} in {line}.") + return line[start + len(cache_name) + 1:] + raise Exception(f"Cannot find Build dir in {stdout}.") -ZOO_OPSET_VERSION = "18" +ZOO_OPSET_VERSION = "16" base_name = f"-op{ZOO_OPSET_VERSION}-base.onnx" cwd_path = Path.cwd() mlagility_root = "mlagility/models" @@ -57,13 +60,7 @@ def main(): "--onnx-opset", ZOO_OPSET_VERSION, "--export-only"], cwd=cwd_path, stdout=sys.stdout, stderr=sys.stderr, check=True) - model_hash_name = "" - for line in cmd.stdout: - if "Build dir:" in str(line): - model_hash_name = find_model_hash_name(line) - break - if not model_hash_name: - raise Exception(f"Cannot find model hash name in {cmd.stdout}.") + model_hash_name = find_model_hash_name(cmd.stdout) print(model_hash_name) mlagility_created_onnx = osp.join(cache_converted_dir, model_hash_name, "onnx", model_hash_name + base_name) if args.create: From 8e41e926538ebfd74a9a537906dcbf11caf217e8 Mon Sep 17 00:00:00 2001 From: jcwchen Date: Tue, 11 Jul 2023 16:13:57 -0700 Subject: [PATCH 07/61] subprocess.PIPE Signed-off-by: jcwchen --- workflow_scripts/run_mlagility.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/workflow_scripts/run_mlagility.py b/workflow_scripts/run_mlagility.py index e25f09733..651b690cb 100644 --- a/workflow_scripts/run_mlagility.py +++ b/workflow_scripts/run_mlagility.py @@ -58,7 +58,7 @@ def main(): continue cmd = subprocess.run(["benchit", osp.join(mlagility_root, model_info), "--cache-dir", cache_converted_dir, "--onnx-opset", ZOO_OPSET_VERSION, "--export-only"], - cwd=cwd_path, stdout=sys.stdout, + cwd=cwd_path, stdout=subprocess.PIPE, stderr=sys.stderr, check=True) model_hash_name = find_model_hash_name(cmd.stdout) print(model_hash_name) From 5dda38ab9721c4ccc1512d3bffbac03a72ca3347 Mon Sep 17 00:00:00 2001 From: jcwchen Date: Wed, 12 Jul 2023 10:27:01 -0700 Subject: [PATCH 08/61] new models Signed-off-by: jcwchen --- .../albert-base-v2_huggingface_90ba1df4-op16-base.onnx | 3 +++ models/mlagility/albert-base-v2/test_data_set_0/input_0.pb | 3 +++ models/mlagility/albert-base-v2/test_data_set_0/input_1.pb | 3 +++ models/mlagility/albert-base-v2/test_data_set_0/input_2.pb | 3 +++ models/mlagility/bert_generation/bert_generation-18.onnx | 3 --- models/mlagility/bert_generation/test_data_set_0/input_0.pb | 3 --- models/mlagility/bert_generation/test_data_set_0/input_1.pb | 3 --- models/mlagility/bert_generation/test_data_set_0/output_0.pb | 3 --- models/mlagility/bert_generation/test_data_set_0/output_1.pb | 3 --- models/mlagility/bert_generation/test_data_set_0/output_10.pb | 3 --- models/mlagility/bert_generation/test_data_set_0/output_11.pb | 3 --- models/mlagility/bert_generation/test_data_set_0/output_12.pb | 3 --- models/mlagility/bert_generation/test_data_set_0/output_13.pb | 3 --- models/mlagility/bert_generation/test_data_set_0/output_14.pb | 3 --- models/mlagility/bert_generation/test_data_set_0/output_15.pb | 3 --- models/mlagility/bert_generation/test_data_set_0/output_16.pb | 3 --- models/mlagility/bert_generation/test_data_set_0/output_17.pb | 3 --- models/mlagility/bert_generation/test_data_set_0/output_18.pb | 3 --- models/mlagility/bert_generation/test_data_set_0/output_19.pb | 3 --- models/mlagility/bert_generation/test_data_set_0/output_2.pb | 3 --- models/mlagility/bert_generation/test_data_set_0/output_20.pb | 3 --- models/mlagility/bert_generation/test_data_set_0/output_21.pb | 3 --- models/mlagility/bert_generation/test_data_set_0/output_22.pb | 3 --- models/mlagility/bert_generation/test_data_set_0/output_23.pb | 3 --- models/mlagility/bert_generation/test_data_set_0/output_24.pb | 3 --- models/mlagility/bert_generation/test_data_set_0/output_25.pb | 3 --- models/mlagility/bert_generation/test_data_set_0/output_26.pb | 3 --- models/mlagility/bert_generation/test_data_set_0/output_27.pb | 3 --- models/mlagility/bert_generation/test_data_set_0/output_28.pb | 3 --- models/mlagility/bert_generation/test_data_set_0/output_29.pb | 3 --- models/mlagility/bert_generation/test_data_set_0/output_3.pb | 3 --- models/mlagility/bert_generation/test_data_set_0/output_30.pb | 3 --- models/mlagility/bert_generation/test_data_set_0/output_31.pb | 3 --- models/mlagility/bert_generation/test_data_set_0/output_32.pb | 3 --- models/mlagility/bert_generation/test_data_set_0/output_33.pb | 3 --- models/mlagility/bert_generation/test_data_set_0/output_34.pb | 3 --- models/mlagility/bert_generation/test_data_set_0/output_35.pb | 3 --- models/mlagility/bert_generation/test_data_set_0/output_36.pb | 3 --- models/mlagility/bert_generation/test_data_set_0/output_37.pb | 3 --- models/mlagility/bert_generation/test_data_set_0/output_38.pb | 3 --- models/mlagility/bert_generation/test_data_set_0/output_39.pb | 3 --- models/mlagility/bert_generation/test_data_set_0/output_4.pb | 3 --- models/mlagility/bert_generation/test_data_set_0/output_40.pb | 3 --- 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b/models/mlagility/xlm-roberta-base/test_data_set_0/input_0.pb new file mode 100644 index 000000000..d78c66265 --- /dev/null +++ b/models/mlagility/xlm-roberta-base/test_data_set_0/input_0.pb @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0f69b7e8a8ef349f221c21d5093e2e8affb300dca340ca09717dd5dcfc6e2330 +size 99 diff --git a/models/mlagility/xlm-roberta-base/test_data_set_0/input_1.pb b/models/mlagility/xlm-roberta-base/test_data_set_0/input_1.pb new file mode 100644 index 000000000..970c9a157 --- /dev/null +++ b/models/mlagility/xlm-roberta-base/test_data_set_0/input_1.pb @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:95a03834634c7dd1ead574f3f85ddeab6103f11997f3bf1a3838b3198917f26d +size 104 diff --git a/models/mlagility/xlm-roberta-base/test_data_set_0/output_0.pb b/models/mlagility/xlm-roberta-base/test_data_set_0/output_0.pb new file mode 100644 index 000000000..9a966d650 --- /dev/null +++ b/models/mlagility/xlm-roberta-base/test_data_set_0/output_0.pb @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c8bc377248af7becb8112e4692b5d2f68ced268114f7dcb4b5143b909303686c +size 10000101 diff --git a/models/mlagility/xlm-roberta-base/xlm-roberta-base-16.onnx b/models/mlagility/xlm-roberta-base/xlm-roberta-base-16.onnx new file mode 100644 index 000000000..c1874e5ad --- /dev/null +++ b/models/mlagility/xlm-roberta-base/xlm-roberta-base-16.onnx @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8fcadc9aceb8d8a33d943dcc842f69c2eedb878d33c29af32a13963439a742d2 +size 1881369224 From 22f612361dcc3bc9b3e967ce4f1827b0fca49225 Mon Sep 17 00:00:00 2001 From: jcwchen Date: Wed, 12 Jul 2023 10:28:40 -0700 Subject: [PATCH 09/61] 7 models Signed-off-by: jcwchen --- workflow_scripts/mlagility_config.py | 10 ++++++++++ 1 file changed, 10 insertions(+) diff --git a/workflow_scripts/mlagility_config.py b/workflow_scripts/mlagility_config.py index 25e2cc50c..ee3e12c77 100644 --- a/workflow_scripts/mlagility_config.py +++ b/workflow_scripts/mlagility_config.py @@ -17,4 +17,14 @@ "torch_hub/inception_v3.py", "torch_hub/googlenet.py", "transformers/bert_generation.py", + #"popular_on_huggingface/bert-base-uncased.py", + #"popular_on_huggingface/xlm-roberta-large.py", + #"popular_on_huggingface/bert-large-uncased.py", + "popular_on_huggingface/openai_clip-vit-large-patch14.py", + "popular_on_huggingface/xlm-roberta-base.py", + "popular_on_huggingface/roberta-base.py", + "popular_on_huggingface/distilbert-base-uncased.py", + "popular_on_huggingface/distilroberta-base.py", + "popular_on_huggingface/distilbert-base-multilingual-cased.py", + "popular_on_huggingface/albert-base-v2", ] From 7dbf7314700ffdeebf01b30fe3881893f87f1874 Mon Sep 17 00:00:00 2001 From: jcwchen Date: Wed, 12 Jul 2023 14:57:27 -0700 Subject: [PATCH 10/61] only keep 4 Signed-off-by: jcwchen --- workflow_scripts/mlagility_config.py | 8 +++----- workflow_scripts/run_mlagility.py | 13 ++++++------- 2 files changed, 9 insertions(+), 12 deletions(-) diff --git a/workflow_scripts/mlagility_config.py b/workflow_scripts/mlagility_config.py index ee3e12c77..a26bbc9aa 100644 --- a/workflow_scripts/mlagility_config.py +++ b/workflow_scripts/mlagility_config.py @@ -1,7 +1,6 @@ models_info = [ "torch_hub/alexnet.py", "torch_hub/resnet50.py", - "torchvision/fasterrcnn_resnet50_fpn_v2.py", "torchvision/maskrcnn_resnet50_fpn.py", "torchvision/ssd300_vgg16.py", "torch_hub/mobilenet_v2.py", @@ -16,15 +15,14 @@ "torch_hub/densenet121.py", "torch_hub/inception_v3.py", "torch_hub/googlenet.py", - "transformers/bert_generation.py", #"popular_on_huggingface/bert-base-uncased.py", #"popular_on_huggingface/xlm-roberta-large.py", #"popular_on_huggingface/bert-large-uncased.py", "popular_on_huggingface/openai_clip-vit-large-patch14.py", - "popular_on_huggingface/xlm-roberta-base.py", - "popular_on_huggingface/roberta-base.py", + #"popular_on_huggingface/xlm-roberta-base.py", # output nan + #"popular_on_huggingface/roberta-base.py", # output nan "popular_on_huggingface/distilbert-base-uncased.py", - "popular_on_huggingface/distilroberta-base.py", + #"popular_on_huggingface/distilroberta-base.py", # output nan "popular_on_huggingface/distilbert-base-multilingual-cased.py", "popular_on_huggingface/albert-base-v2", ] diff --git a/workflow_scripts/run_mlagility.py b/workflow_scripts/run_mlagility.py index 651b690cb..5f2ee6866 100644 --- a/workflow_scripts/run_mlagility.py +++ b/workflow_scripts/run_mlagility.py @@ -16,13 +16,12 @@ def get_immediate_subdirectories_count(dir_name): def find_model_hash_name(stdout): for line in stdout.decode().split("\n"): - if "Build dir:" in str(line): - cache_name = ".cache" - start = line.find(cache_name) - if start == -1: - raise Exception(f"Cannot find {cache_name} in {line}.") - return line[start + len(cache_name) + 1:] - raise Exception(f"Cannot find Build dir in {stdout}.") + if "Build dir:" in line: + # handle Windows path + line = line.replace("\\", "/") + # last part of the path is the model hash name + return line.split("/")[-1] + raise Exception(f"Cannot find Build dir in {stdout}.") ZOO_OPSET_VERSION = "16" From 2ce41613ff56affee17f8e68181f8f1c052ac90d Mon Sep 17 00:00:00 2001 From: jcwchen Date: Wed, 12 Jul 2023 15:00:46 -0700 Subject: [PATCH 11/61] remove 4 Signed-off-by: jcwchen --- models/mlagility/distilroberta-base/distilroberta-base-16.onnx | 3 --- models/mlagility/distilroberta-base/test_data_set_0/input_0.pb | 3 --- models/mlagility/distilroberta-base/test_data_set_0/input_1.pb | 3 --- .../mlagility/distilroberta-base/test_data_set_0/output_0.pb | 3 --- models/mlagility/roberta-base/roberta-base-16.onnx | 3 --- models/mlagility/roberta-base/test_data_set_0/input_0.pb | 3 --- models/mlagility/roberta-base/test_data_set_0/input_1.pb | 3 --- models/mlagility/roberta-base/test_data_set_0/output_0.pb | 3 --- models/mlagility/xlm-roberta-base/test_data_set_0/input_0.pb | 3 --- models/mlagility/xlm-roberta-base/test_data_set_0/input_1.pb | 3 --- models/mlagility/xlm-roberta-base/test_data_set_0/output_0.pb | 3 --- models/mlagility/xlm-roberta-base/xlm-roberta-base-16.onnx | 3 --- 12 files changed, 36 deletions(-) delete mode 100644 models/mlagility/distilroberta-base/distilroberta-base-16.onnx delete mode 100644 models/mlagility/distilroberta-base/test_data_set_0/input_0.pb delete mode 100644 models/mlagility/distilroberta-base/test_data_set_0/input_1.pb delete mode 100644 models/mlagility/distilroberta-base/test_data_set_0/output_0.pb delete mode 100644 models/mlagility/roberta-base/roberta-base-16.onnx delete mode 100644 models/mlagility/roberta-base/test_data_set_0/input_0.pb delete mode 100644 models/mlagility/roberta-base/test_data_set_0/input_1.pb delete mode 100644 models/mlagility/roberta-base/test_data_set_0/output_0.pb delete mode 100644 models/mlagility/xlm-roberta-base/test_data_set_0/input_0.pb delete mode 100644 models/mlagility/xlm-roberta-base/test_data_set_0/input_1.pb delete mode 100644 models/mlagility/xlm-roberta-base/test_data_set_0/output_0.pb delete mode 100644 models/mlagility/xlm-roberta-base/xlm-roberta-base-16.onnx diff --git a/models/mlagility/distilroberta-base/distilroberta-base-16.onnx b/models/mlagility/distilroberta-base/distilroberta-base-16.onnx deleted file mode 100644 index b56f3712a..000000000 --- a/models/mlagility/distilroberta-base/distilroberta-base-16.onnx +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:4921060f5ecc67a787e318a87ad861230b72f26d86adde12e94d298535f4274c -size 483190237 diff --git a/models/mlagility/distilroberta-base/test_data_set_0/input_0.pb b/models/mlagility/distilroberta-base/test_data_set_0/input_0.pb deleted file mode 100644 index 404ccf05a..000000000 --- a/models/mlagility/distilroberta-base/test_data_set_0/input_0.pb +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:0d8975a4e2dacdc55995db579c24c9a570296048140352257622021701851b3f -size 91 diff --git a/models/mlagility/distilroberta-base/test_data_set_0/input_1.pb b/models/mlagility/distilroberta-base/test_data_set_0/input_1.pb deleted file mode 100644 index 04824efb4..000000000 --- a/models/mlagility/distilroberta-base/test_data_set_0/input_1.pb +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:c57992836afd2158a20c4325c9760de0a365a5b0807eec76880019c16d73d5a8 -size 96 diff --git a/models/mlagility/distilroberta-base/test_data_set_0/output_0.pb b/models/mlagility/distilroberta-base/test_data_set_0/output_0.pb deleted file mode 100644 index 78216ca01..000000000 --- a/models/mlagility/distilroberta-base/test_data_set_0/output_0.pb +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:2749191220aae10890f0ddd9b9311f8deb510442a697ced4340ec0a0b5a14a71 -size 1809559 diff --git a/models/mlagility/roberta-base/roberta-base-16.onnx b/models/mlagility/roberta-base/roberta-base-16.onnx deleted file mode 100644 index aa17b2479..000000000 --- a/models/mlagility/roberta-base/roberta-base-16.onnx +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:e64bf7992fe5bd09bbb3d03823f54bd931a331fcc43f302b6fa9ff221123c3a4 -size 653386136 diff --git a/models/mlagility/roberta-base/test_data_set_0/input_0.pb b/models/mlagility/roberta-base/test_data_set_0/input_0.pb deleted file mode 100644 index 35c0f8779..000000000 --- a/models/mlagility/roberta-base/test_data_set_0/input_0.pb +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:c0b575887bacfed0329e9f3b5c4658e6692a8e5034a1e5eb5082dade0d5ecfd6 -size 91 diff --git a/models/mlagility/roberta-base/test_data_set_0/input_1.pb b/models/mlagility/roberta-base/test_data_set_0/input_1.pb deleted file mode 100644 index b9a971875..000000000 --- a/models/mlagility/roberta-base/test_data_set_0/input_1.pb +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:a4db1a6ad0ec7946138d0caffd0c2b3ad855fbede7b4b6cdb4d1b8ff3177543b -size 96 diff --git a/models/mlagility/roberta-base/test_data_set_0/output_0.pb b/models/mlagility/roberta-base/test_data_set_0/output_0.pb deleted file mode 100644 index a0ed1940f..000000000 --- a/models/mlagility/roberta-base/test_data_set_0/output_0.pb +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:76522a9342860b36454c2524516bf973021c19b5c7e59f5d0a1828ab30a3fd47 -size 1809560 diff --git a/models/mlagility/xlm-roberta-base/test_data_set_0/input_0.pb b/models/mlagility/xlm-roberta-base/test_data_set_0/input_0.pb deleted file mode 100644 index d78c66265..000000000 --- a/models/mlagility/xlm-roberta-base/test_data_set_0/input_0.pb +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:0f69b7e8a8ef349f221c21d5093e2e8affb300dca340ca09717dd5dcfc6e2330 -size 99 diff --git a/models/mlagility/xlm-roberta-base/test_data_set_0/input_1.pb b/models/mlagility/xlm-roberta-base/test_data_set_0/input_1.pb deleted file mode 100644 index 970c9a157..000000000 --- a/models/mlagility/xlm-roberta-base/test_data_set_0/input_1.pb +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:95a03834634c7dd1ead574f3f85ddeab6103f11997f3bf1a3838b3198917f26d -size 104 diff --git a/models/mlagility/xlm-roberta-base/test_data_set_0/output_0.pb b/models/mlagility/xlm-roberta-base/test_data_set_0/output_0.pb deleted file mode 100644 index 9a966d650..000000000 --- a/models/mlagility/xlm-roberta-base/test_data_set_0/output_0.pb +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:c8bc377248af7becb8112e4692b5d2f68ced268114f7dcb4b5143b909303686c -size 10000101 diff --git a/models/mlagility/xlm-roberta-base/xlm-roberta-base-16.onnx b/models/mlagility/xlm-roberta-base/xlm-roberta-base-16.onnx deleted file mode 100644 index c1874e5ad..000000000 --- a/models/mlagility/xlm-roberta-base/xlm-roberta-base-16.onnx +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:8fcadc9aceb8d8a33d943dcc842f69c2eedb878d33c29af32a13963439a742d2 -size 1881369224 From ee483be98b7881393860c5701ecd3a38c0b0ad1d Mon Sep 17 00:00:00 2001 From: jcwchen Date: Wed, 12 Jul 2023 16:58:19 -0700 Subject: [PATCH 12/61] remove albert-base-v2 Signed-off-by: jcwchen --- .../albert-base-v2_huggingface_90ba1df4-op16-base.onnx | 3 --- models/mlagility/albert-base-v2/test_data_set_0/input_0.pb | 3 --- models/mlagility/albert-base-v2/test_data_set_0/input_1.pb | 3 --- models/mlagility/albert-base-v2/test_data_set_0/input_2.pb | 3 --- workflow_scripts/mlagility_config.py | 2 +- 5 files changed, 1 insertion(+), 13 deletions(-) delete mode 100644 models/mlagility/albert-base-v2/albert-base-v2_huggingface_90ba1df4-op16-base.onnx delete mode 100644 models/mlagility/albert-base-v2/test_data_set_0/input_0.pb delete mode 100644 models/mlagility/albert-base-v2/test_data_set_0/input_1.pb delete mode 100644 models/mlagility/albert-base-v2/test_data_set_0/input_2.pb diff --git a/models/mlagility/albert-base-v2/albert-base-v2_huggingface_90ba1df4-op16-base.onnx b/models/mlagility/albert-base-v2/albert-base-v2_huggingface_90ba1df4-op16-base.onnx deleted file mode 100644 index 6883692cf..000000000 --- a/models/mlagility/albert-base-v2/albert-base-v2_huggingface_90ba1df4-op16-base.onnx +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:2c7a20173522e852deb9f68d36e9c8ad2e50c7149abe4f50b953f4c1170f8398 -size 60522193 diff --git a/models/mlagility/albert-base-v2/test_data_set_0/input_0.pb b/models/mlagility/albert-base-v2/test_data_set_0/input_0.pb deleted file mode 100644 index e54566294..000000000 --- a/models/mlagility/albert-base-v2/test_data_set_0/input_0.pb +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:087030cb008177378316a60fa4158e92a76bf62bd844100df55addc12d3650fb -size 99 diff --git a/models/mlagility/albert-base-v2/test_data_set_0/input_1.pb b/models/mlagility/albert-base-v2/test_data_set_0/input_1.pb deleted file mode 100644 index c01411e54..000000000 --- a/models/mlagility/albert-base-v2/test_data_set_0/input_1.pb +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:d288f16de291590e69d67a1074e0e1eb91e0da9f177cbc2e9d007c6c28d54d92 -size 104 diff --git a/models/mlagility/albert-base-v2/test_data_set_0/input_2.pb b/models/mlagility/albert-base-v2/test_data_set_0/input_2.pb deleted file mode 100644 index df1c18a1b..000000000 --- a/models/mlagility/albert-base-v2/test_data_set_0/input_2.pb +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:9964181950a5107402b026e7e50b5cc33b919d195ebff254f34ff0c6837b46e9 -size 104 diff --git a/workflow_scripts/mlagility_config.py b/workflow_scripts/mlagility_config.py index a26bbc9aa..842a0af46 100644 --- a/workflow_scripts/mlagility_config.py +++ b/workflow_scripts/mlagility_config.py @@ -24,5 +24,5 @@ "popular_on_huggingface/distilbert-base-uncased.py", #"popular_on_huggingface/distilroberta-base.py", # output nan "popular_on_huggingface/distilbert-base-multilingual-cased.py", - "popular_on_huggingface/albert-base-v2", + #"popular_on_huggingface/albert-base-v2", # Status Message: indices element out of data bounds, idx=8 must be within the inclusive range [-2,1] ] From e1690be478723c92197876db0c9ca0e6fb90bb0a Mon Sep 17 00:00:00 2001 From: jcwchen Date: Thu, 13 Jul 2023 08:20:04 -0700 Subject: [PATCH 13/61] del model and sess Signed-off-by: jcwchen --- workflow_scripts/check_model.py | 4 +++- workflow_scripts/ort_test_dir_utils.py | 3 +++ 2 files changed, 6 insertions(+), 1 deletion(-) diff --git a/workflow_scripts/check_model.py b/workflow_scripts/check_model.py index 2119e4e1a..ae2bfaf80 100644 --- a/workflow_scripts/check_model.py +++ b/workflow_scripts/check_model.py @@ -17,6 +17,7 @@ def has_vnni_support(): def run_onnx_checker(model_path): model = onnx.load(model_path) onnx.checker.check_model(model, full_check=True) + del model def ort_skip_reason(model_path): @@ -47,7 +48,8 @@ def run_backend_ort(model_path, test_data_set=None, tar_gz_path=None): # based on the build flags) when instantiating InferenceSession. # For example, if NVIDIA GPU is available and ORT Python package is built with CUDA, then call API as following: # onnxruntime.InferenceSession(path/to/model, providers=["CUDAExecutionProvider"]) - onnxruntime.InferenceSession(model_path) + sess = onnxruntime.InferenceSession(model_path) + del sess # Get model name without .onnx model_name = os.path.basename(os.path.splitext(model_path)[0]) if model_name is None: diff --git a/workflow_scripts/ort_test_dir_utils.py b/workflow_scripts/ort_test_dir_utils.py index 91f241e6a..66d07d500 100644 --- a/workflow_scripts/ort_test_dir_utils.py +++ b/workflow_scripts/ort_test_dir_utils.py @@ -153,6 +153,7 @@ def save_data(prefix, name_data_map, model_info): name_output_map = {} for name, data in zip(output_names, outputs): name_output_map[name] = data + del sess save_data("output", name_output_map, model_outputs) @@ -262,6 +263,8 @@ def run_test_dir(model_or_dir): print("Mismatch for {}:\nExpected:{}\nGot:{}".format(output_names[idx], expected, actual)) failed = True if failed: + del sess raise ValueError("FAILED due to output mismatch.") else: print("PASS") + del sess From d466f26a01c52d6bd9225ae179953267fac7a883 Mon Sep 17 00:00:00 2001 From: jcwchen Date: Thu, 13 Jul 2023 08:44:21 -0700 Subject: [PATCH 14/61] check_path Signed-off-by: jcwchen --- workflow_scripts/check_model.py | 5 ++--- workflow_scripts/ort_test_dir_utils.py | 3 --- 2 files changed, 2 insertions(+), 6 deletions(-) diff --git a/workflow_scripts/check_model.py b/workflow_scripts/check_model.py index ae2bfaf80..33dce8001 100644 --- a/workflow_scripts/check_model.py +++ b/workflow_scripts/check_model.py @@ -16,8 +16,8 @@ def has_vnni_support(): def run_onnx_checker(model_path): model = onnx.load(model_path) - onnx.checker.check_model(model, full_check=True) del model + onnx.checker.check_model(model_path, full_check=True) def ort_skip_reason(model_path): @@ -48,8 +48,7 @@ def run_backend_ort(model_path, test_data_set=None, tar_gz_path=None): # based on the build flags) when instantiating InferenceSession. # For example, if NVIDIA GPU is available and ORT Python package is built with CUDA, then call API as following: # onnxruntime.InferenceSession(path/to/model, providers=["CUDAExecutionProvider"]) - sess = onnxruntime.InferenceSession(model_path) - del sess + onnxruntime.InferenceSession(model_path) # Get model name without .onnx model_name = os.path.basename(os.path.splitext(model_path)[0]) if model_name is None: diff --git a/workflow_scripts/ort_test_dir_utils.py b/workflow_scripts/ort_test_dir_utils.py index 66d07d500..91f241e6a 100644 --- a/workflow_scripts/ort_test_dir_utils.py +++ b/workflow_scripts/ort_test_dir_utils.py @@ -153,7 +153,6 @@ def save_data(prefix, name_data_map, model_info): name_output_map = {} for name, data in zip(output_names, outputs): name_output_map[name] = data - del sess save_data("output", name_output_map, model_outputs) @@ -263,8 +262,6 @@ def run_test_dir(model_or_dir): print("Mismatch for {}:\nExpected:{}\nGot:{}".format(output_names[idx], expected, actual)) failed = True if failed: - del sess raise ValueError("FAILED due to output mismatch.") else: print("PASS") - del sess From 777f0a6701581a65c5a0531aa5ce3108d3d9ae38 Mon Sep 17 00:00:00 2001 From: jcwchen Date: Thu, 13 Jul 2023 09:10:26 -0700 Subject: [PATCH 15/61] drop models in CI Signed-off-by: jcwchen --- .github/workflows/mlagility_validation.yml | 2 +- workflow_scripts/run_mlagility.py | 20 ++++++++++++-------- 2 files changed, 13 insertions(+), 9 deletions(-) diff --git a/.github/workflows/mlagility_validation.yml b/.github/workflows/mlagility_validation.yml index 1727e27e8..cc38a0d1c 100644 --- a/.github/workflows/mlagility_validation.yml +++ b/.github/workflows/mlagility_validation.yml @@ -34,4 +34,4 @@ jobs: run: | # TODO: remove the following after mlagility has resovled version contradict issue pip install -r models/mlagility/requirements.txt - python workflow_scripts/run_mlagility.py + python workflow_scripts/run_mlagility.py --drop diff --git a/workflow_scripts/run_mlagility.py b/workflow_scripts/run_mlagility.py index 5f2ee6866..ca71fcff1 100644 --- a/workflow_scripts/run_mlagility.py +++ b/workflow_scripts/run_mlagility.py @@ -39,6 +39,8 @@ def main(): help="Create new models from mlagility if not exist.") parser.add_argument("--skip", required=False, default=False, action="store_true", help="Skip checking models if already exist.") + parser.add_argument("--drop", required=False, default=False, action="store_true", + help="Drop downloaded models after verification. (For space limitation in CIs)") args = parser.parse_args() errors = 0 @@ -47,20 +49,19 @@ def main(): directory_name, model_name = model_info.split("/") model_name = model_name.replace(".py", "") model_zoo_dir = model_name + print(f"----------------Checking {model_zoo_dir}----------------") + final_model_dir = osp.join(mlagility_models_dir, model_zoo_dir) + final_model_name = f"{model_zoo_dir}-{ZOO_OPSET_VERSION}.onnx" + final_model_path = osp.join(final_model_dir, final_model_name) + if osp.exists(final_model_path) and args.skip: + print(f"Skip checking {model_zoo_dir} because {final_model_path} already exists.") + continue try: - print(f"----------------Checking {model_zoo_dir}----------------") - final_model_dir = osp.join(mlagility_models_dir, model_zoo_dir) - final_model_name = f"{model_zoo_dir}-{ZOO_OPSET_VERSION}.onnx" - final_model_path = osp.join(final_model_dir, final_model_name) - if osp.exists(final_model_path) and args.skip: - print(f"Skip checking {model_zoo_dir} because {final_model_path} already exists.") - continue cmd = subprocess.run(["benchit", osp.join(mlagility_root, model_info), "--cache-dir", cache_converted_dir, "--onnx-opset", ZOO_OPSET_VERSION, "--export-only"], cwd=cwd_path, stdout=subprocess.PIPE, stderr=sys.stderr, check=True) model_hash_name = find_model_hash_name(cmd.stdout) - print(model_hash_name) mlagility_created_onnx = osp.join(cache_converted_dir, model_hash_name, "onnx", model_hash_name + base_name) if args.create: ort_test_dir_utils.create_test_dir(mlagility_created_onnx, "./", final_model_dir) @@ -75,6 +76,9 @@ def main(): except Exception as e: errors += 1 print(f"Failed to check {model_zoo_dir} because of {e}.") + if args.drop: + shutil.rmtree(final_model_dir, ignore_errors=True) + shutil.rmtree(cache_converted_dir, ignore_errors=True) if errors > 0: print(f"All {len(models_info)} model(s) have been checked, but {errors} model(s) failed.") From 94cd553ceadcf4a1447b604fa9529636356020f5 Mon Sep 17 00:00:00 2001 From: jcwchen Date: Thu, 13 Jul 2023 09:32:59 -0700 Subject: [PATCH 16/61] add bert_generation Signed-off-by: jcwchen --- models/mlagility/bert_generation/bert_generation-16.onnx | 3 +++ models/mlagility/bert_generation/test_data_set_0/input_0.pb | 3 +++ models/mlagility/bert_generation/test_data_set_0/input_1.pb | 3 +++ models/mlagility/bert_generation/test_data_set_0/output_0.pb | 3 +++ models/mlagility/bert_generation/test_data_set_0/output_1.pb | 3 +++ models/mlagility/bert_generation/test_data_set_0/output_10.pb | 3 +++ models/mlagility/bert_generation/test_data_set_0/output_11.pb | 3 +++ models/mlagility/bert_generation/test_data_set_0/output_12.pb | 3 +++ models/mlagility/bert_generation/test_data_set_0/output_13.pb | 3 +++ models/mlagility/bert_generation/test_data_set_0/output_14.pb | 3 +++ models/mlagility/bert_generation/test_data_set_0/output_15.pb | 3 +++ models/mlagility/bert_generation/test_data_set_0/output_16.pb | 3 +++ models/mlagility/bert_generation/test_data_set_0/output_17.pb | 3 +++ models/mlagility/bert_generation/test_data_set_0/output_18.pb | 3 +++ models/mlagility/bert_generation/test_data_set_0/output_19.pb | 3 +++ models/mlagility/bert_generation/test_data_set_0/output_2.pb | 3 +++ models/mlagility/bert_generation/test_data_set_0/output_20.pb | 3 +++ models/mlagility/bert_generation/test_data_set_0/output_21.pb | 3 +++ models/mlagility/bert_generation/test_data_set_0/output_22.pb | 3 +++ models/mlagility/bert_generation/test_data_set_0/output_23.pb | 3 +++ models/mlagility/bert_generation/test_data_set_0/output_24.pb | 3 +++ models/mlagility/bert_generation/test_data_set_0/output_25.pb | 3 +++ models/mlagility/bert_generation/test_data_set_0/output_26.pb | 3 +++ models/mlagility/bert_generation/test_data_set_0/output_27.pb | 3 +++ models/mlagility/bert_generation/test_data_set_0/output_28.pb | 3 +++ models/mlagility/bert_generation/test_data_set_0/output_29.pb | 3 +++ models/mlagility/bert_generation/test_data_set_0/output_3.pb | 3 +++ models/mlagility/bert_generation/test_data_set_0/output_30.pb | 3 +++ models/mlagility/bert_generation/test_data_set_0/output_31.pb | 3 +++ models/mlagility/bert_generation/test_data_set_0/output_32.pb | 3 +++ models/mlagility/bert_generation/test_data_set_0/output_33.pb | 3 +++ models/mlagility/bert_generation/test_data_set_0/output_34.pb | 3 +++ models/mlagility/bert_generation/test_data_set_0/output_35.pb | 3 +++ models/mlagility/bert_generation/test_data_set_0/output_36.pb | 3 +++ models/mlagility/bert_generation/test_data_set_0/output_37.pb | 3 +++ models/mlagility/bert_generation/test_data_set_0/output_38.pb | 3 +++ models/mlagility/bert_generation/test_data_set_0/output_39.pb | 3 +++ models/mlagility/bert_generation/test_data_set_0/output_4.pb | 3 +++ models/mlagility/bert_generation/test_data_set_0/output_40.pb | 3 +++ 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b/models/mlagility/bert_generation/test_data_set_0/output_80.pb new file mode 100644 index 000000000..e393f8c8a --- /dev/null +++ b/models/mlagility/bert_generation/test_data_set_0/output_80.pb @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e4cb4f62803c3ea47746b7157dd76646908824036d46cf126b0afd97ac00e13d +size 524322 diff --git a/models/mlagility/bert_generation/test_data_set_0/output_81.pb b/models/mlagility/bert_generation/test_data_set_0/output_81.pb new file mode 100644 index 000000000..2bb280839 --- /dev/null +++ b/models/mlagility/bert_generation/test_data_set_0/output_81.pb @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e29b551dd19ddf78d5b50c10c2ff45423024fa6957f027f2ad117077ddf4097d +size 524309 diff --git a/models/mlagility/bert_generation/test_data_set_0/output_82.pb b/models/mlagility/bert_generation/test_data_set_0/output_82.pb new file mode 100644 index 000000000..3a5d81b17 --- /dev/null +++ b/models/mlagility/bert_generation/test_data_set_0/output_82.pb @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fbb4a3e0fb365f10d3ae588ef9677809ee8686cf16188c7890b2fe50bb072f69 +size 524322 diff --git a/models/mlagility/bert_generation/test_data_set_0/output_83.pb b/models/mlagility/bert_generation/test_data_set_0/output_83.pb new file mode 100644 index 000000000..66b3c595b --- /dev/null +++ b/models/mlagility/bert_generation/test_data_set_0/output_83.pb @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2cc2393a4ba515379232f078822987f04ca41da04fef67300d5ce53975862a0e +size 524309 diff --git a/models/mlagility/bert_generation/test_data_set_0/output_84.pb b/models/mlagility/bert_generation/test_data_set_0/output_84.pb new file mode 100644 index 000000000..fff32f62d --- /dev/null +++ b/models/mlagility/bert_generation/test_data_set_0/output_84.pb @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:be99a6b71a469589821d3f7cb32350b09d940819af9b4d91ac5c21b31368d993 +size 524322 diff --git a/models/mlagility/bert_generation/test_data_set_0/output_85.pb b/models/mlagility/bert_generation/test_data_set_0/output_85.pb new file mode 100644 index 000000000..9aaa63967 --- /dev/null +++ b/models/mlagility/bert_generation/test_data_set_0/output_85.pb @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bd4c03d1205b02c6551d2fba8ba53c02a594f64609e94a3cc94996bbb91ed6b2 +size 524309 diff --git a/models/mlagility/bert_generation/test_data_set_0/output_86.pb b/models/mlagility/bert_generation/test_data_set_0/output_86.pb new file mode 100644 index 000000000..73fbc6e7d --- /dev/null +++ b/models/mlagility/bert_generation/test_data_set_0/output_86.pb @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c6ea031e43ca794d115c3a8e5c6a042b2896b652981119de3e2020680370678e +size 524322 diff --git a/models/mlagility/bert_generation/test_data_set_0/output_87.pb b/models/mlagility/bert_generation/test_data_set_0/output_87.pb new file mode 100644 index 000000000..d97a3b307 --- /dev/null +++ b/models/mlagility/bert_generation/test_data_set_0/output_87.pb @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a86d4fa3fbbe628cb9177e842831c75ca5cd10dde61d6e336501d85f58659fa4 +size 524309 diff --git a/models/mlagility/bert_generation/test_data_set_0/output_88.pb b/models/mlagility/bert_generation/test_data_set_0/output_88.pb new file mode 100644 index 000000000..a6ec20a22 --- /dev/null +++ b/models/mlagility/bert_generation/test_data_set_0/output_88.pb @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ab8f79f8d35d5f536b748acdd6444399dd5aae623ec4de47a2e621023463e8f7 +size 524322 diff --git a/models/mlagility/bert_generation/test_data_set_0/output_89.pb b/models/mlagility/bert_generation/test_data_set_0/output_89.pb new file mode 100644 index 000000000..f4368ed33 --- /dev/null +++ b/models/mlagility/bert_generation/test_data_set_0/output_89.pb @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8dcabe65b209d0918cb5a86f187528f19dbcf063dd1967c3e422305f327b2f85 +size 524309 diff --git a/models/mlagility/bert_generation/test_data_set_0/output_9.pb b/models/mlagility/bert_generation/test_data_set_0/output_9.pb new file mode 100644 index 000000000..20af82a67 --- /dev/null +++ b/models/mlagility/bert_generation/test_data_set_0/output_9.pb @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e007cac66b3475019e59ea01678119cc467513e350a0f6c095f98c95dc75dad2 +size 524309 diff --git a/models/mlagility/bert_generation/test_data_set_0/output_90.pb b/models/mlagility/bert_generation/test_data_set_0/output_90.pb new file mode 100644 index 000000000..19fedea00 --- /dev/null +++ b/models/mlagility/bert_generation/test_data_set_0/output_90.pb @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bb8b2709023bedad5c3aac33d76a7f304404a545df3b2a7538b7301afcd04181 +size 524322 diff --git a/models/mlagility/bert_generation/test_data_set_0/output_91.pb b/models/mlagility/bert_generation/test_data_set_0/output_91.pb new file mode 100644 index 000000000..b7556d75c --- /dev/null +++ b/models/mlagility/bert_generation/test_data_set_0/output_91.pb @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e0ac69f3d56d918997480bb3588b82222f25ffc9d5c3dc64b4b9cd2877b96e5f +size 524309 diff --git a/models/mlagility/bert_generation/test_data_set_0/output_92.pb b/models/mlagility/bert_generation/test_data_set_0/output_92.pb new file mode 100644 index 000000000..90015e193 --- /dev/null +++ b/models/mlagility/bert_generation/test_data_set_0/output_92.pb @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f880d68b3d19aac9c980aaa94c222eea15b55416314f31e0ea1d63d486f294be +size 524322 diff --git a/models/mlagility/bert_generation/test_data_set_0/output_93.pb b/models/mlagility/bert_generation/test_data_set_0/output_93.pb new file mode 100644 index 000000000..ddb35b454 --- /dev/null +++ b/models/mlagility/bert_generation/test_data_set_0/output_93.pb @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:db1a5cc533c06a5bde2231293ba6b10d5db15b21b2ab53119daf6fc509bce70b +size 524309 diff --git a/models/mlagility/bert_generation/test_data_set_0/output_94.pb b/models/mlagility/bert_generation/test_data_set_0/output_94.pb new file mode 100644 index 000000000..d46b22381 --- /dev/null +++ b/models/mlagility/bert_generation/test_data_set_0/output_94.pb @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:47a604ec009a5fd4137e51ee8e4d9209569d0ae866d02ad7cd946fbef2975939 +size 524322 diff --git a/models/mlagility/bert_generation/test_data_set_0/output_95.pb b/models/mlagility/bert_generation/test_data_set_0/output_95.pb new file mode 100644 index 000000000..d2559f6c7 --- /dev/null +++ b/models/mlagility/bert_generation/test_data_set_0/output_95.pb @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:10b7dc7dcf4fccfcb687b4359c3422d2a48b1295e2617a4772cacc4aa90ec3cb +size 524309 diff --git a/models/mlagility/bert_generation/test_data_set_0/output_96.pb b/models/mlagility/bert_generation/test_data_set_0/output_96.pb new file mode 100644 index 000000000..e33828513 --- /dev/null +++ b/models/mlagility/bert_generation/test_data_set_0/output_96.pb @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ae01417316343ba7c8e918b1a7559c02acd252bd0ec127b63ee871ba0d67c3ab +size 524322 diff --git a/models/mlagility/bert_generation/test_data_set_0/output_97.pb b/models/mlagility/bert_generation/test_data_set_0/output_97.pb new file mode 100644 index 000000000..4dce6aae9 --- /dev/null +++ b/models/mlagility/bert_generation/test_data_set_0/output_97.pb @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8a7f82296092cb74a930d199217d660a9f64e0892eab928094d2edf8d3fef61e +size 524321 From c865e0f3ec287d2909c6ba7ee3580f381913db0e Mon Sep 17 00:00:00 2001 From: jcwchen Date: Thu, 13 Jul 2023 13:34:50 -0700 Subject: [PATCH 17/61] --binary Signed-off-by: jcwchen --- workflow_scripts/mlagility_config.py | 1 + workflow_scripts/run_mlagility.py | 2 +- 2 files changed, 2 insertions(+), 1 deletion(-) diff --git a/workflow_scripts/mlagility_config.py b/workflow_scripts/mlagility_config.py index 842a0af46..8a61c5cd4 100644 --- a/workflow_scripts/mlagility_config.py +++ b/workflow_scripts/mlagility_config.py @@ -15,6 +15,7 @@ "torch_hub/densenet121.py", "torch_hub/inception_v3.py", "torch_hub/googlenet.py", + "transformers/bert_generation.py", #"popular_on_huggingface/bert-base-uncased.py", #"popular_on_huggingface/xlm-roberta-large.py", #"popular_on_huggingface/bert-large-uncased.py", diff --git a/workflow_scripts/run_mlagility.py b/workflow_scripts/run_mlagility.py index ca71fcff1..e01bc5179 100644 --- a/workflow_scripts/run_mlagility.py +++ b/workflow_scripts/run_mlagility.py @@ -69,7 +69,7 @@ def main(): print(f"Successfully created {model_zoo_dir} by mlagility and ORT.") else: shutil.copy(mlagility_created_onnx, final_model_path) - subprocess.run(["git", "diff", "--exit-code", "--", final_model_path], + subprocess.run(["git", "diff", "--binary", "--exit-code", "--", final_model_path], cwd=cwd_path, stdout=sys.stdout, stderr=sys.stderr, check=True) print(f"Successfully checked {model_zoo_dir} by mlagility.") From f29974b810fb052f045d74d9cb789daf6512dc94 Mon Sep 17 00:00:00 2001 From: jcwchen Date: Thu, 13 Jul 2023 14:22:48 -0700 Subject: [PATCH 18/61] disable bert_generation.py Signed-off-by: jcwchen --- workflow_scripts/mlagility_config.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/workflow_scripts/mlagility_config.py b/workflow_scripts/mlagility_config.py index 8a61c5cd4..caebdc1ec 100644 --- a/workflow_scripts/mlagility_config.py +++ b/workflow_scripts/mlagility_config.py @@ -15,7 +15,7 @@ "torch_hub/densenet121.py", "torch_hub/inception_v3.py", "torch_hub/googlenet.py", - "transformers/bert_generation.py", + #"transformers/bert_generation.py", #"popular_on_huggingface/bert-base-uncased.py", #"popular_on_huggingface/xlm-roberta-large.py", #"popular_on_huggingface/bert-large-uncased.py", From da253f31ee201eda728cffaf5076543b796906ae Mon Sep 17 00:00:00 2001 From: jcwchen Date: Thu, 13 Jul 2023 14:37:32 -0700 Subject: [PATCH 19/61] no binary Signed-off-by: jcwchen --- workflow_scripts/mlagility_config.py | 2 +- workflow_scripts/run_mlagility.py | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/workflow_scripts/mlagility_config.py b/workflow_scripts/mlagility_config.py index caebdc1ec..8a61c5cd4 100644 --- a/workflow_scripts/mlagility_config.py +++ b/workflow_scripts/mlagility_config.py @@ -15,7 +15,7 @@ "torch_hub/densenet121.py", "torch_hub/inception_v3.py", "torch_hub/googlenet.py", - #"transformers/bert_generation.py", + "transformers/bert_generation.py", #"popular_on_huggingface/bert-base-uncased.py", #"popular_on_huggingface/xlm-roberta-large.py", #"popular_on_huggingface/bert-large-uncased.py", diff --git a/workflow_scripts/run_mlagility.py b/workflow_scripts/run_mlagility.py index e01bc5179..ca71fcff1 100644 --- a/workflow_scripts/run_mlagility.py +++ b/workflow_scripts/run_mlagility.py @@ -69,7 +69,7 @@ def main(): print(f"Successfully created {model_zoo_dir} by mlagility and ORT.") else: shutil.copy(mlagility_created_onnx, final_model_path) - subprocess.run(["git", "diff", "--binary", "--exit-code", "--", final_model_path], + subprocess.run(["git", "diff", "--exit-code", "--", final_model_path], cwd=cwd_path, stdout=sys.stdout, stderr=sys.stderr, check=True) print(f"Successfully checked {model_zoo_dir} by mlagility.") From 5d1fc5faf900c60b909debf942820d962762c884 Mon Sep 17 00:00:00 2001 From: jcwchen Date: Thu, 13 Jul 2023 16:03:41 -0700 Subject: [PATCH 20/61] cancel in progress Signed-off-by: jcwchen --- .github/workflows/mlagility_validation.yml | 4 ++++ workflow_scripts/mlagility_config.py | 2 +- workflow_scripts/run_mlagility.py | 2 +- 3 files changed, 6 insertions(+), 2 deletions(-) diff --git a/.github/workflows/mlagility_validation.yml b/.github/workflows/mlagility_validation.yml index cc38a0d1c..7cab5587c 100644 --- a/.github/workflows/mlagility_validation.yml +++ b/.github/workflows/mlagility_validation.yml @@ -6,6 +6,10 @@ on: pull_request: branches: [ main, new-models] +concurrency: + group: ${{ github.workflow }}-${{ github.head_ref || github.run_id }} + cancel-in-progress: true + jobs: build: runs-on: ubuntu-latest diff --git a/workflow_scripts/mlagility_config.py b/workflow_scripts/mlagility_config.py index 8a61c5cd4..caebdc1ec 100644 --- a/workflow_scripts/mlagility_config.py +++ b/workflow_scripts/mlagility_config.py @@ -15,7 +15,7 @@ "torch_hub/densenet121.py", "torch_hub/inception_v3.py", "torch_hub/googlenet.py", - "transformers/bert_generation.py", + #"transformers/bert_generation.py", #"popular_on_huggingface/bert-base-uncased.py", #"popular_on_huggingface/xlm-roberta-large.py", #"popular_on_huggingface/bert-large-uncased.py", diff --git a/workflow_scripts/run_mlagility.py b/workflow_scripts/run_mlagility.py index ca71fcff1..e269df355 100644 --- a/workflow_scripts/run_mlagility.py +++ b/workflow_scripts/run_mlagility.py @@ -46,7 +46,7 @@ def main(): errors = 0 for model_info in models_info: - directory_name, model_name = model_info.split("/") + _, model_name = model_info.split("/") model_name = model_name.replace(".py", "") model_zoo_dir = model_name print(f"----------------Checking {model_zoo_dir}----------------") From fcffd4a0b540510b050404fe9d30df0d4d84232b Mon Sep 17 00:00:00 2001 From: jcwchen Date: Thu, 13 Jul 2023 16:28:39 -0700 Subject: [PATCH 21/61] binary Signed-off-by: jcwchen --- .github/workflows/codeql.yml | 4 ++++ .github/workflows/linux_ci.yml | 4 ++++ .github/workflows/windows_ci.yml | 4 ++++ workflow_scripts/run_mlagility.py | 2 +- 4 files changed, 13 insertions(+), 1 deletion(-) diff --git a/.github/workflows/codeql.yml b/.github/workflows/codeql.yml index 3e89b2d06..4333f3f9d 100644 --- a/.github/workflows/codeql.yml +++ b/.github/workflows/codeql.yml @@ -19,6 +19,10 @@ on: schedule: - cron: '31 11 * * 4' +concurrency: + group: ${{ github.workflow }}-${{ github.head_ref || github.run_id }} + cancel-in-progress: true + jobs: analyze: name: Analyze diff --git a/.github/workflows/linux_ci.yml b/.github/workflows/linux_ci.yml index a6a856458..0218105c4 100644 --- a/.github/workflows/linux_ci.yml +++ b/.github/workflows/linux_ci.yml @@ -9,6 +9,10 @@ on: pull_request: branches: [ main, new-models] +concurrency: + group: ${{ github.workflow }}-${{ github.head_ref || github.run_id }} + cancel-in-progress: true + jobs: # This workflow contains a single job called "build" build: diff --git a/.github/workflows/windows_ci.yml b/.github/workflows/windows_ci.yml index 4ebcb3804..33ac19230 100644 --- a/.github/workflows/windows_ci.yml +++ b/.github/workflows/windows_ci.yml @@ -9,6 +9,10 @@ on: pull_request: branches: [ main, new-models] +concurrency: + group: ${{ github.workflow }}-${{ github.head_ref || github.run_id }} + cancel-in-progress: true + jobs: # This workflow contains a single job called "build" build: diff --git a/workflow_scripts/run_mlagility.py b/workflow_scripts/run_mlagility.py index e269df355..005caa976 100644 --- a/workflow_scripts/run_mlagility.py +++ b/workflow_scripts/run_mlagility.py @@ -69,7 +69,7 @@ def main(): print(f"Successfully created {model_zoo_dir} by mlagility and ORT.") else: shutil.copy(mlagility_created_onnx, final_model_path) - subprocess.run(["git", "diff", "--exit-code", "--", final_model_path], + subprocess.run(["git", "diff", "binary", "--exit-code", "--", final_model_path], cwd=cwd_path, stdout=sys.stdout, stderr=sys.stderr, check=True) print(f"Successfully checked {model_zoo_dir} by mlagility.") From 827285480b641412e248dceb1b6f79ab16862edd Mon Sep 17 00:00:00 2001 From: jcwchen Date: Thu, 13 Jul 2023 16:40:34 -0700 Subject: [PATCH 22/61] minimal Signed-off-by: jcwchen --- workflow_scripts/run_mlagility.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/workflow_scripts/run_mlagility.py b/workflow_scripts/run_mlagility.py index 005caa976..aa5484331 100644 --- a/workflow_scripts/run_mlagility.py +++ b/workflow_scripts/run_mlagility.py @@ -69,7 +69,7 @@ def main(): print(f"Successfully created {model_zoo_dir} by mlagility and ORT.") else: shutil.copy(mlagility_created_onnx, final_model_path) - subprocess.run(["git", "diff", "binary", "--exit-code", "--", final_model_path], + subprocess.run(["git", "diff", "minimal", "--exit-code", "--", final_model_path], cwd=cwd_path, stdout=sys.stdout, stderr=sys.stderr, check=True) print(f"Successfully checked {model_zoo_dir} by mlagility.") From db268815affe86a204e286b412b42a150890007c Mon Sep 17 00:00:00 2001 From: jcwchen Date: Thu, 13 Jul 2023 17:02:03 -0700 Subject: [PATCH 23/61] --mini Signed-off-by: jcwchen --- workflow_scripts/run_mlagility.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/workflow_scripts/run_mlagility.py b/workflow_scripts/run_mlagility.py index aa5484331..04f4b3bd2 100644 --- a/workflow_scripts/run_mlagility.py +++ b/workflow_scripts/run_mlagility.py @@ -69,7 +69,7 @@ def main(): print(f"Successfully created {model_zoo_dir} by mlagility and ORT.") else: shutil.copy(mlagility_created_onnx, final_model_path) - subprocess.run(["git", "diff", "minimal", "--exit-code", "--", final_model_path], + subprocess.run(["git", "diff", "--minimal", "--exit-code", "--", final_model_path], cwd=cwd_path, stdout=sys.stdout, stderr=sys.stderr, check=True) print(f"Successfully checked {model_zoo_dir} by mlagility.") From ebfbc0497e3e7ddea0a50ba20c23748531c55ac3 Mon Sep 17 00:00:00 2001 From: jcwchen Date: Thu, 13 Jul 2023 17:30:05 -0700 Subject: [PATCH 24/61] manually check Signed-off-by: jcwchen --- workflow_scripts/run_mlagility.py | 8 +++++--- 1 file changed, 5 insertions(+), 3 deletions(-) diff --git a/workflow_scripts/run_mlagility.py b/workflow_scripts/run_mlagility.py index 04f4b3bd2..0c2c1a490 100644 --- a/workflow_scripts/run_mlagility.py +++ b/workflow_scripts/run_mlagility.py @@ -7,6 +7,7 @@ import subprocess import sys import ort_test_dir_utils +import onnx def get_immediate_subdirectories_count(dir_name): @@ -68,10 +69,11 @@ def main(): rename(osp.join(final_model_dir, model_hash_name + base_name), final_model_path) print(f"Successfully created {model_zoo_dir} by mlagility and ORT.") else: + original_model = onnx.load(final_model_path) shutil.copy(mlagility_created_onnx, final_model_path) - subprocess.run(["git", "diff", "--minimal", "--exit-code", "--", final_model_path], - cwd=cwd_path, stdout=sys.stdout, - stderr=sys.stderr, check=True) + mlagility_onnx = onnx.load(mlagility_created_onnx) + if original_model != mlagility_onnx: + raise Exception(f"Model {final_model_path} is not the same as {mlagility_created_onnx}.") print(f"Successfully checked {model_zoo_dir} by mlagility.") except Exception as e: errors += 1 From 9f528a927adc7e6067aa79fe386e9763a51fc780 Mon Sep 17 00:00:00 2001 From: jcwchen Date: Thu, 13 Jul 2023 17:41:36 -0700 Subject: [PATCH 25/61] only keep Signed-off-by: jcwchen --- workflow_scripts/mlagility_config.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/workflow_scripts/mlagility_config.py b/workflow_scripts/mlagility_config.py index caebdc1ec..181959abc 100644 --- a/workflow_scripts/mlagility_config.py +++ b/workflow_scripts/mlagility_config.py @@ -22,8 +22,8 @@ "popular_on_huggingface/openai_clip-vit-large-patch14.py", #"popular_on_huggingface/xlm-roberta-base.py", # output nan #"popular_on_huggingface/roberta-base.py", # output nan - "popular_on_huggingface/distilbert-base-uncased.py", + #"popular_on_huggingface/distilbert-base-uncased.py", #"popular_on_huggingface/distilroberta-base.py", # output nan - "popular_on_huggingface/distilbert-base-multilingual-cased.py", + #"popular_on_huggingface/distilbert-base-multilingual-cased.py", #"popular_on_huggingface/albert-base-v2", # Status Message: indices element out of data bounds, idx=8 must be within the inclusive range [-2,1] ] From b1c9ae414be43fa21a958e9f591b3b8b72b3e15c Mon Sep 17 00:00:00 2001 From: jcwchen Date: Thu, 13 Jul 2023 18:15:38 -0700 Subject: [PATCH 26/61] run_test_dir Signed-off-by: jcwchen --- workflow_scripts/mlagility_config.py | 6 +++--- workflow_scripts/run_mlagility.py | 11 ++++++----- 2 files changed, 9 insertions(+), 8 deletions(-) diff --git a/workflow_scripts/mlagility_config.py b/workflow_scripts/mlagility_config.py index 181959abc..b7aa38bb0 100644 --- a/workflow_scripts/mlagility_config.py +++ b/workflow_scripts/mlagility_config.py @@ -15,15 +15,15 @@ "torch_hub/densenet121.py", "torch_hub/inception_v3.py", "torch_hub/googlenet.py", - #"transformers/bert_generation.py", + "transformers/bert_generation.py" #"popular_on_huggingface/bert-base-uncased.py", #"popular_on_huggingface/xlm-roberta-large.py", #"popular_on_huggingface/bert-large-uncased.py", "popular_on_huggingface/openai_clip-vit-large-patch14.py", #"popular_on_huggingface/xlm-roberta-base.py", # output nan #"popular_on_huggingface/roberta-base.py", # output nan - #"popular_on_huggingface/distilbert-base-uncased.py", + "popular_on_huggingface/distilbert-base-uncased.py", #"popular_on_huggingface/distilroberta-base.py", # output nan - #"popular_on_huggingface/distilbert-base-multilingual-cased.py", + "popular_on_huggingface/distilbert-base-multilingual-cased.py", #"popular_on_huggingface/albert-base-v2", # Status Message: indices element out of data bounds, idx=8 must be within the inclusive range [-2,1] ] diff --git a/workflow_scripts/run_mlagility.py b/workflow_scripts/run_mlagility.py index 0c2c1a490..3bae871e0 100644 --- a/workflow_scripts/run_mlagility.py +++ b/workflow_scripts/run_mlagility.py @@ -7,7 +7,6 @@ import subprocess import sys import ort_test_dir_utils -import onnx def get_immediate_subdirectories_count(dir_name): @@ -69,11 +68,13 @@ def main(): rename(osp.join(final_model_dir, model_hash_name + base_name), final_model_path) print(f"Successfully created {model_zoo_dir} by mlagility and ORT.") else: - original_model = onnx.load(final_model_path) shutil.copy(mlagility_created_onnx, final_model_path) - mlagility_onnx = onnx.load(mlagility_created_onnx) - if original_model != mlagility_onnx: - raise Exception(f"Model {final_model_path} is not the same as {mlagility_created_onnx}.") + """ + subprocess.run(["git", "diff", "--exit-code", "--", final_model_path], + cwd=cwd_path, stdout=sys.stdout, + stderr=sys.stderr, check=True) + """ + ort_test_dir_utils.run_test_dir(final_model_dir) print(f"Successfully checked {model_zoo_dir} by mlagility.") except Exception as e: errors += 1 From 5c426449485ff02effe98ceda753c5df633311e0 Mon Sep 17 00:00:00 2001 From: jcwchen Date: Thu, 13 Jul 2023 19:57:21 -0700 Subject: [PATCH 27/61] coma Signed-off-by: jcwchen --- workflow_scripts/mlagility_config.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/workflow_scripts/mlagility_config.py b/workflow_scripts/mlagility_config.py index b7aa38bb0..8a61c5cd4 100644 --- a/workflow_scripts/mlagility_config.py +++ b/workflow_scripts/mlagility_config.py @@ -15,7 +15,7 @@ "torch_hub/densenet121.py", "torch_hub/inception_v3.py", "torch_hub/googlenet.py", - "transformers/bert_generation.py" + "transformers/bert_generation.py", #"popular_on_huggingface/bert-base-uncased.py", #"popular_on_huggingface/xlm-roberta-large.py", #"popular_on_huggingface/bert-large-uncased.py", From 9db1f1d81899aa7950328acb145d9637b1592bfd Mon Sep 17 00:00:00 2001 From: jcwchen Date: Thu, 13 Jul 2023 21:12:27 -0700 Subject: [PATCH 28/61] cache_converted_dir = "~/.cache" Signed-off-by: jcwchen --- workflow_scripts/run_mlagility.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/workflow_scripts/run_mlagility.py b/workflow_scripts/run_mlagility.py index 3bae871e0..01006fe36 100644 --- a/workflow_scripts/run_mlagility.py +++ b/workflow_scripts/run_mlagility.py @@ -29,7 +29,7 @@ def find_model_hash_name(stdout): cwd_path = Path.cwd() mlagility_root = "mlagility/models" mlagility_models_dir = "models/mlagility" -cache_converted_dir = ".cache" +cache_converted_dir = "~/.cache" def main(): From 19a98515d7a299a17d5a31dd601718bd721055f5 Mon Sep 17 00:00:00 2001 From: jcwchen Date: Fri, 14 Jul 2023 09:26:18 -0700 Subject: [PATCH 29/61] delete and clean cache Signed-off-by: jcwchen --- workflow_scripts/run_mlagility.py | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/workflow_scripts/run_mlagility.py b/workflow_scripts/run_mlagility.py index 01006fe36..a9364de01 100644 --- a/workflow_scripts/run_mlagility.py +++ b/workflow_scripts/run_mlagility.py @@ -80,6 +80,12 @@ def main(): errors += 1 print(f"Failed to check {model_zoo_dir} because of {e}.") if args.drop: + subprocess.run(["benchit", "cache", "delete"], + cwd=cwd_path, stdout=sys.stdout, + stderr=sys.stderr, check=True) + subprocess.run(["benchit", "cache", "clean"], + cwd=cwd_path, stdout=sys.stdout, + stderr=sys.stderr, check=True) shutil.rmtree(final_model_dir, ignore_errors=True) shutil.rmtree(cache_converted_dir, ignore_errors=True) From 3fc47035ef43023a9cc11ce6fdfc2e914d3f1ec9 Mon Sep 17 00:00:00 2001 From: jcwchen Date: Fri, 14 Jul 2023 09:47:40 -0700 Subject: [PATCH 30/61] clean Signed-off-by: jcwchen --- workflow_scripts/run_mlagility.py | 8 +++----- 1 file changed, 3 insertions(+), 5 deletions(-) diff --git a/workflow_scripts/run_mlagility.py b/workflow_scripts/run_mlagility.py index a9364de01..98afd094e 100644 --- a/workflow_scripts/run_mlagility.py +++ b/workflow_scripts/run_mlagility.py @@ -29,7 +29,7 @@ def find_model_hash_name(stdout): cwd_path = Path.cwd() mlagility_root = "mlagility/models" mlagility_models_dir = "models/mlagility" -cache_converted_dir = "~/.cache" +cache_converted_dir = ".cache" def main(): @@ -81,11 +81,9 @@ def main(): print(f"Failed to check {model_zoo_dir} because of {e}.") if args.drop: subprocess.run(["benchit", "cache", "delete"], - cwd=cwd_path, stdout=sys.stdout, - stderr=sys.stderr, check=True) + cwd=cwd_path, stdout=sys.stdout, stderr=sys.stderr) subprocess.run(["benchit", "cache", "clean"], - cwd=cwd_path, stdout=sys.stdout, - stderr=sys.stderr, check=True) + cwd=cwd_path, stdout=sys.stdout, stderr=sys.stderr) shutil.rmtree(final_model_dir, ignore_errors=True) shutil.rmtree(cache_converted_dir, ignore_errors=True) From 240c30c4035fff357f9f01aab34a6fab0008251f Mon Sep 17 00:00:00 2001 From: jcwchen Date: Fri, 14 Jul 2023 10:03:06 -0700 Subject: [PATCH 31/61] clean all Signed-off-by: jcwchen --- workflow_scripts/run_mlagility.py | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/workflow_scripts/run_mlagility.py b/workflow_scripts/run_mlagility.py index 98afd094e..cb4418475 100644 --- a/workflow_scripts/run_mlagility.py +++ b/workflow_scripts/run_mlagility.py @@ -80,10 +80,10 @@ def main(): errors += 1 print(f"Failed to check {model_zoo_dir} because of {e}.") if args.drop: - subprocess.run(["benchit", "cache", "delete"], - cwd=cwd_path, stdout=sys.stdout, stderr=sys.stderr) - subprocess.run(["benchit", "cache", "clean"], - cwd=cwd_path, stdout=sys.stdout, stderr=sys.stderr) + subprocess.run(["benchit", "cache", "delete", "--all"], + cwd=cwd_path, stdout=sys.stdout, stderr=sys.stderr, check=True) + subprocess.run(["benchit", "cache", "clean", "--all"], + cwd=cwd_path, stdout=sys.stdout, stderr=sys.stderr, check=True) shutil.rmtree(final_model_dir, ignore_errors=True) shutil.rmtree(cache_converted_dir, ignore_errors=True) From abe2b166e0ec7b9093c848011f1655060a716a7b Mon Sep 17 00:00:00 2001 From: jcwchen Date: Fri, 14 Jul 2023 10:09:55 -0700 Subject: [PATCH 32/61] only clean Signed-off-by: jcwchen --- workflow_scripts/run_mlagility.py | 2 -- 1 file changed, 2 deletions(-) diff --git a/workflow_scripts/run_mlagility.py b/workflow_scripts/run_mlagility.py index cb4418475..4e8a2084e 100644 --- a/workflow_scripts/run_mlagility.py +++ b/workflow_scripts/run_mlagility.py @@ -80,8 +80,6 @@ def main(): errors += 1 print(f"Failed to check {model_zoo_dir} because of {e}.") if args.drop: - subprocess.run(["benchit", "cache", "delete", "--all"], - cwd=cwd_path, stdout=sys.stdout, stderr=sys.stderr, check=True) subprocess.run(["benchit", "cache", "clean", "--all"], cwd=cwd_path, stdout=sys.stdout, stderr=sys.stderr, check=True) shutil.rmtree(final_model_dir, ignore_errors=True) From f36b21b86640d71b224c0f3b12e6fa6a21dd664a Mon Sep 17 00:00:00 2001 From: jcwchen Date: Fri, 14 Jul 2023 10:17:28 -0700 Subject: [PATCH 33/61] --cache-dir", cache_converted_dir Signed-off-by: jcwchen --- workflow_scripts/run_mlagility.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/workflow_scripts/run_mlagility.py b/workflow_scripts/run_mlagility.py index 4e8a2084e..24701104a 100644 --- a/workflow_scripts/run_mlagility.py +++ b/workflow_scripts/run_mlagility.py @@ -80,7 +80,9 @@ def main(): errors += 1 print(f"Failed to check {model_zoo_dir} because of {e}.") if args.drop: - subprocess.run(["benchit", "cache", "clean", "--all"], + subprocess.run(["benchit", "cache", "delete", "--all", "--cache-dir", cache_converted_dir], + cwd=cwd_path, stdout=sys.stdout, stderr=sys.stderr, check=True) + subprocess.run(["benchit", "cache", "clean", "--all", "--cache-dir", cache_converted_dir], cwd=cwd_path, stdout=sys.stdout, stderr=sys.stderr, check=True) shutil.rmtree(final_model_dir, ignore_errors=True) shutil.rmtree(cache_converted_dir, ignore_errors=True) From ceefb83dabcfbf7dbf36013fe9353deaefcfcfd1 Mon Sep 17 00:00:00 2001 From: jcwchen Date: Fri, 14 Jul 2023 10:58:03 -0700 Subject: [PATCH 34/61] disable openai_clip-vit-large-patch14 Signed-off-by: jcwchen --- workflow_scripts/mlagility_config.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/workflow_scripts/mlagility_config.py b/workflow_scripts/mlagility_config.py index 8a61c5cd4..b76fb1764 100644 --- a/workflow_scripts/mlagility_config.py +++ b/workflow_scripts/mlagility_config.py @@ -19,7 +19,7 @@ #"popular_on_huggingface/bert-base-uncased.py", #"popular_on_huggingface/xlm-roberta-large.py", #"popular_on_huggingface/bert-large-uncased.py", - "popular_on_huggingface/openai_clip-vit-large-patch14.py", + #"popular_on_huggingface/openai_clip-vit-large-patch14.py", #"popular_on_huggingface/xlm-roberta-base.py", # output nan #"popular_on_huggingface/roberta-base.py", # output nan "popular_on_huggingface/distilbert-base-uncased.py", From da4cfa9c75820f8cc57d9a415f69d2760ce0fcaf Mon Sep 17 00:00:00 2001 From: jcwchen Date: Fri, 14 Jul 2023 14:22:03 -0700 Subject: [PATCH 35/61] disable Signed-off-by: jcwchen --- workflow_scripts/mlagility_config.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/workflow_scripts/mlagility_config.py b/workflow_scripts/mlagility_config.py index b76fb1764..bd8319e93 100644 --- a/workflow_scripts/mlagility_config.py +++ b/workflow_scripts/mlagility_config.py @@ -15,11 +15,11 @@ "torch_hub/densenet121.py", "torch_hub/inception_v3.py", "torch_hub/googlenet.py", - "transformers/bert_generation.py", + #"transformers/bert_generation.py" #"popular_on_huggingface/bert-base-uncased.py", #"popular_on_huggingface/xlm-roberta-large.py", #"popular_on_huggingface/bert-large-uncased.py", - #"popular_on_huggingface/openai_clip-vit-large-patch14.py", + "popular_on_huggingface/openai_clip-vit-large-patch14.py", #"popular_on_huggingface/xlm-roberta-base.py", # output nan #"popular_on_huggingface/roberta-base.py", # output nan "popular_on_huggingface/distilbert-base-uncased.py", From e05446ae6fa130fc0479566b58e5b97a6121f4d1 Mon Sep 17 00:00:00 2001 From: jcwchen Date: Fri, 14 Jul 2023 16:00:04 -0700 Subject: [PATCH 36/61] only keep 4 Signed-off-by: jcwchen --- workflow_scripts/mlagility_config.py | 34 ++++++++++++++-------------- 1 file changed, 17 insertions(+), 17 deletions(-) diff --git a/workflow_scripts/mlagility_config.py b/workflow_scripts/mlagility_config.py index bd8319e93..58df0d1e6 100644 --- a/workflow_scripts/mlagility_config.py +++ b/workflow_scripts/mlagility_config.py @@ -1,21 +1,21 @@ models_info = [ - "torch_hub/alexnet.py", - "torch_hub/resnet50.py", - "torchvision/maskrcnn_resnet50_fpn.py", - "torchvision/ssd300_vgg16.py", - "torch_hub/mobilenet_v2.py", - "torch_hub/mobilenet_v3_large.py", - "torch_hub/resnet18.py", - "torch_hub/resnet34.py", - "torch_hub/resnet101.py", - "torch_hub/vgg16.py", - "torch_hub/vgg16_bn.py", - "torch_hub/vgg19.py", - "torch_hub/vgg19_bn.py", - "torch_hub/densenet121.py", - "torch_hub/inception_v3.py", - "torch_hub/googlenet.py", - #"transformers/bert_generation.py" + #"torch_hub/alexnet.py", + #"torch_hub/resnet50.py", + #"torchvision/maskrcnn_resnet50_fpn.py", + #"torchvision/ssd300_vgg16.py", + #"torch_hub/mobilenet_v2.py", + #"torch_hub/mobilenet_v3_large.py", + #"torch_hub/resnet18.py", + #"torch_hub/resnet34.py", + #"torch_hub/resnet101.py", + #"torch_hub/vgg16.py", + #"torch_hub/vgg16_bn.py", + #"torch_hub/vgg19.py", + #"torch_hub/vgg19_bn.py", + #"torch_hub/densenet121.py", + #"torch_hub/inception_v3.py", + #"torch_hub/googlenet.py", + "transformers/bert_generation.py" #"popular_on_huggingface/bert-base-uncased.py", #"popular_on_huggingface/xlm-roberta-large.py", #"popular_on_huggingface/bert-large-uncased.py", From dd2c86abd31cb2b3906133012de211cf001dc4ef Mon Sep 17 00:00:00 2001 From: jcwchen Date: Fri, 14 Jul 2023 16:05:45 -0700 Subject: [PATCH 37/61] comma Signed-off-by: jcwchen --- workflow_scripts/mlagility_config.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/workflow_scripts/mlagility_config.py b/workflow_scripts/mlagility_config.py index 58df0d1e6..44af9607e 100644 --- a/workflow_scripts/mlagility_config.py +++ b/workflow_scripts/mlagility_config.py @@ -15,7 +15,7 @@ #"torch_hub/densenet121.py", #"torch_hub/inception_v3.py", #"torch_hub/googlenet.py", - "transformers/bert_generation.py" + "transformers/bert_generation.py", #"popular_on_huggingface/bert-base-uncased.py", #"popular_on_huggingface/xlm-roberta-large.py", #"popular_on_huggingface/bert-large-uncased.py", From 51e2e09275fa6336638c56a8837c056badf6bfcb Mon Sep 17 00:00:00 2001 From: jcwchen Date: Fri, 14 Jul 2023 16:33:22 -0700 Subject: [PATCH 38/61] runs-on: macos-latest Signed-off-by: jcwchen --- .github/workflows/mlagility_validation.yml | 2 +- workflow_scripts/mlagility_config.py | 32 +++++++++++----------- 2 files changed, 17 insertions(+), 17 deletions(-) diff --git a/.github/workflows/mlagility_validation.yml b/.github/workflows/mlagility_validation.yml index 7cab5587c..c5fb5919d 100644 --- a/.github/workflows/mlagility_validation.yml +++ b/.github/workflows/mlagility_validation.yml @@ -12,7 +12,7 @@ concurrency: jobs: build: - runs-on: ubuntu-latest + runs-on: macos-latest strategy: matrix: python-version: ['3.8'] diff --git a/workflow_scripts/mlagility_config.py b/workflow_scripts/mlagility_config.py index 44af9607e..8a61c5cd4 100644 --- a/workflow_scripts/mlagility_config.py +++ b/workflow_scripts/mlagility_config.py @@ -1,20 +1,20 @@ models_info = [ - #"torch_hub/alexnet.py", - #"torch_hub/resnet50.py", - #"torchvision/maskrcnn_resnet50_fpn.py", - #"torchvision/ssd300_vgg16.py", - #"torch_hub/mobilenet_v2.py", - #"torch_hub/mobilenet_v3_large.py", - #"torch_hub/resnet18.py", - #"torch_hub/resnet34.py", - #"torch_hub/resnet101.py", - #"torch_hub/vgg16.py", - #"torch_hub/vgg16_bn.py", - #"torch_hub/vgg19.py", - #"torch_hub/vgg19_bn.py", - #"torch_hub/densenet121.py", - #"torch_hub/inception_v3.py", - #"torch_hub/googlenet.py", + "torch_hub/alexnet.py", + "torch_hub/resnet50.py", + "torchvision/maskrcnn_resnet50_fpn.py", + "torchvision/ssd300_vgg16.py", + "torch_hub/mobilenet_v2.py", + "torch_hub/mobilenet_v3_large.py", + "torch_hub/resnet18.py", + "torch_hub/resnet34.py", + "torch_hub/resnet101.py", + "torch_hub/vgg16.py", + "torch_hub/vgg16_bn.py", + "torch_hub/vgg19.py", + "torch_hub/vgg19_bn.py", + "torch_hub/densenet121.py", + "torch_hub/inception_v3.py", + "torch_hub/googlenet.py", "transformers/bert_generation.py", #"popular_on_huggingface/bert-base-uncased.py", #"popular_on_huggingface/xlm-roberta-large.py", From abefcb0d7e462fbc152c117ed4e4f7ee7aec2006 Mon Sep 17 00:00:00 2001 From: jcwchen Date: Fri, 14 Jul 2023 16:38:46 -0700 Subject: [PATCH 39/61] not using conda Signed-off-by: jcwchen --- .github/workflows/mlagility_validation.yml | 9 ++++----- 1 file changed, 4 insertions(+), 5 deletions(-) diff --git a/.github/workflows/mlagility_validation.yml b/.github/workflows/mlagility_validation.yml index c5fb5919d..dc2120f58 100644 --- a/.github/workflows/mlagility_validation.yml +++ b/.github/workflows/mlagility_validation.yml @@ -15,15 +15,14 @@ jobs: runs-on: macos-latest strategy: matrix: - python-version: ['3.8'] + python-version: ["3.8"] steps: - - uses: actions/checkout@v3 + - uses: actions/checkout@c85c95e3d7251135ab7dc9ce3241c5835cc595a9 # v3.5.3 name: Checkout repo - - uses: conda-incubator/setup-miniconda@v2 + - name: Set up Python ${{ matrix.python-version }} + uses: actions/setup-python@61a6322f88396a6271a6ee3565807d608ecaddd1 # v4.7.0 with: - miniconda-version: "latest" - activate-environment: mla python-version: ${{ matrix.python-version }} - name: Install dependencies and mlagility From 9dfe0ed9f0fbd6966c8e3c48127ac23b9924034d Mon Sep 17 00:00:00 2001 From: jcwchen Date: Fri, 14 Jul 2023 19:22:16 -0700 Subject: [PATCH 40/61] final_model_path Signed-off-by: jcwchen --- workflow_scripts/run_mlagility.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/workflow_scripts/run_mlagility.py b/workflow_scripts/run_mlagility.py index 24701104a..f2af51fa0 100644 --- a/workflow_scripts/run_mlagility.py +++ b/workflow_scripts/run_mlagility.py @@ -74,7 +74,7 @@ def main(): cwd=cwd_path, stdout=sys.stdout, stderr=sys.stderr, check=True) """ - ort_test_dir_utils.run_test_dir(final_model_dir) + ort_test_dir_utils.run_test_dir(final_model_path) print(f"Successfully checked {model_zoo_dir} by mlagility.") except Exception as e: errors += 1 From 63f2b001d2e1fc315db202c6ddda4ad0ba9f6f0f Mon Sep 17 00:00:00 2001 From: jcwchen Date: Fri, 14 Jul 2023 20:37:37 -0700 Subject: [PATCH 41/61] git-lfst pull dir Signed-off-by: jcwchen --- workflow_scripts/run_mlagility.py | 3 ++- workflow_scripts/test_models.py | 11 +---------- workflow_scripts/test_utils.py | 12 ++++++++++++ 3 files changed, 15 insertions(+), 11 deletions(-) diff --git a/workflow_scripts/run_mlagility.py b/workflow_scripts/run_mlagility.py index f2af51fa0..3b182d240 100644 --- a/workflow_scripts/run_mlagility.py +++ b/workflow_scripts/run_mlagility.py @@ -7,7 +7,7 @@ import subprocess import sys import ort_test_dir_utils - +import test_utils def get_immediate_subdirectories_count(dir_name): return len([name for name in listdir(dir_name) @@ -74,6 +74,7 @@ def main(): cwd=cwd_path, stdout=sys.stdout, stderr=sys.stderr, check=True) """ + test_utils.pull_lfs_directory(final_model_dir) ort_test_dir_utils.run_test_dir(final_model_path) print(f"Successfully checked {model_zoo_dir} by mlagility.") except Exception as e: diff --git a/workflow_scripts/test_models.py b/workflow_scripts/test_models.py index 9a99f6674..d10e93ec0 100644 --- a/workflow_scripts/test_models.py +++ b/workflow_scripts/test_models.py @@ -106,16 +106,7 @@ def main(): print("[PASS] {} is checked by onnx. ".format(model_name)) if args.target == "onnxruntime" or args.target == "all": try: - # git lfs pull those test_data_set_* folders - root_dir = Path(model_path).parent - for _, dirs, _ in os.walk(root_dir): - for dir in dirs: - if "test_data_set_" in dir: - test_data_set_dir = os.path.join(root_dir, dir) - for _, _, files in os.walk(test_data_set_dir): - for file in files: - if file.endswith(".pb"): - test_utils.pull_lfs_file(os.path.join(test_data_set_dir, file)) + test_utils.pull_lfs_directory(Path(model_path).parent) check_model.run_backend_ort_with_data(model_path) print("[PASS] {} is checked by onnxruntime. ".format(model_name)) except Exception as e: diff --git a/workflow_scripts/test_utils.py b/workflow_scripts/test_utils.py index 8384c63d8..94cde4ab9 100644 --- a/workflow_scripts/test_utils.py +++ b/workflow_scripts/test_utils.py @@ -25,6 +25,18 @@ def pull_lfs_file(file_name): print(f'LFS pull completed for {file_name} with return code= {result.returncode}') +def pull_lfs_directory(directory_name): + # git lfs pull those test_data_set_* folders + for _, dirs, _ in os.walk(directory_name): + for dir in dirs: + if "test_data_set_" in dir: + test_data_set_dir = os.path.join(directory_name, dir) + for _, _, files in os.walk(test_data_set_dir): + for file in files: + if file.endswith(".pb"): + pull_lfs_file(os.path.join(test_data_set_dir, file)) + + def run_lfs_prune(): result = subprocess.run(['git', 'lfs', 'prune'], cwd=cwd_path, stdout=subprocess.PIPE, stderr=subprocess.PIPE) print(f'LFS prune completed with return code= {result.returncode}') From 288d29a1f13f82aec1edc4bf1247f88b787dd923 Mon Sep 17 00:00:00 2001 From: jcwchen Date: Fri, 14 Jul 2023 21:28:37 -0700 Subject: [PATCH 42/61] git diff Signed-off-by: jcwchen --- workflow_scripts/run_mlagility.py | 6 ++---- 1 file changed, 2 insertions(+), 4 deletions(-) diff --git a/workflow_scripts/run_mlagility.py b/workflow_scripts/run_mlagility.py index 3b182d240..4c7b05523 100644 --- a/workflow_scripts/run_mlagility.py +++ b/workflow_scripts/run_mlagility.py @@ -69,13 +69,11 @@ def main(): print(f"Successfully created {model_zoo_dir} by mlagility and ORT.") else: shutil.copy(mlagility_created_onnx, final_model_path) - """ subprocess.run(["git", "diff", "--exit-code", "--", final_model_path], cwd=cwd_path, stdout=sys.stdout, stderr=sys.stderr, check=True) - """ - test_utils.pull_lfs_directory(final_model_dir) - ort_test_dir_utils.run_test_dir(final_model_path) + #test_utils.pull_lfs_directory(final_model_dir) + #ort_test_dir_utils.run_test_dir(final_model_path) print(f"Successfully checked {model_zoo_dir} by mlagility.") except Exception as e: errors += 1 From 7c34b5a76fe10f8a0f0673dd1bc4c6281ccbd142 Mon Sep 17 00:00:00 2001 From: jcwchen Date: Thu, 20 Jul 2023 16:54:05 -0700 Subject: [PATCH 43/61] use onnx.load to compare Signed-off-by: jcwchen --- workflow_scripts/run_mlagility.py | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) diff --git a/workflow_scripts/run_mlagility.py b/workflow_scripts/run_mlagility.py index 4c7b05523..e84ea2291 100644 --- a/workflow_scripts/run_mlagility.py +++ b/workflow_scripts/run_mlagility.py @@ -7,7 +7,8 @@ import subprocess import sys import ort_test_dir_utils -import test_utils +import onnx + def get_immediate_subdirectories_count(dir_name): return len([name for name in listdir(dir_name) @@ -68,12 +69,11 @@ def main(): rename(osp.join(final_model_dir, model_hash_name + base_name), final_model_path) print(f"Successfully created {model_zoo_dir} by mlagility and ORT.") else: + original_model = onnx.load(final_model_path, load_external_data=False) shutil.copy(mlagility_created_onnx, final_model_path) - subprocess.run(["git", "diff", "--exit-code", "--", final_model_path], - cwd=cwd_path, stdout=sys.stdout, - stderr=sys.stderr, check=True) - #test_utils.pull_lfs_directory(final_model_dir) - #ort_test_dir_utils.run_test_dir(final_model_path) + mlagility_model = onnx.load(final_model_path, load_external_data=False) + if mlagility_model != original_model: + raise Exception(f"Model {final_model_path} from mlagility is not the same as the original one.") print(f"Successfully checked {model_zoo_dir} by mlagility.") except Exception as e: errors += 1 From 35a3ca884ab39dcca8bcd5bc9c6c3804ba0a6d3b Mon Sep 17 00:00:00 2001 From: jcwchen Date: Thu, 20 Jul 2023 18:48:27 -0700 Subject: [PATCH 44/61] test_utils.pull_lfs_file(final_model_path) Signed-off-by: jcwchen --- workflow_scripts/run_mlagility.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/workflow_scripts/run_mlagility.py b/workflow_scripts/run_mlagility.py index e84ea2291..8ea23c395 100644 --- a/workflow_scripts/run_mlagility.py +++ b/workflow_scripts/run_mlagility.py @@ -8,6 +8,7 @@ import sys import ort_test_dir_utils import onnx +import test_utils def get_immediate_subdirectories_count(dir_name): @@ -69,6 +70,7 @@ def main(): rename(osp.join(final_model_dir, model_hash_name + base_name), final_model_path) print(f"Successfully created {model_zoo_dir} by mlagility and ORT.") else: + test_utils.pull_lfs_file(final_model_path) original_model = onnx.load(final_model_path, load_external_data=False) shutil.copy(mlagility_created_onnx, final_model_path) mlagility_model = onnx.load(final_model_path, load_external_data=False) From 20817c2136e2d41d24c0de661dc02ad47b5c91b0 Mon Sep 17 00:00:00 2001 From: jcwchen Date: Sun, 23 Jul 2023 17:12:27 -0700 Subject: [PATCH 45/61] only test changed models Signed-off-by: jcwchen --- workflow_scripts/run_mlagility.py | 8 ++++++-- 1 file changed, 6 insertions(+), 2 deletions(-) diff --git a/workflow_scripts/run_mlagility.py b/workflow_scripts/run_mlagility.py index 8ea23c395..c2fbf3a1f 100644 --- a/workflow_scripts/run_mlagility.py +++ b/workflow_scripts/run_mlagility.py @@ -9,6 +9,7 @@ import ort_test_dir_utils import onnx import test_utils +import test_models def get_immediate_subdirectories_count(dir_name): @@ -46,7 +47,7 @@ def main(): args = parser.parse_args() errors = 0 - + changed_models_set = set(test_models.get_changed_models) for model_info in models_info: _, model_name = model_info.split("/") model_name = model_name.replace(".py", "") @@ -55,6 +56,9 @@ def main(): final_model_dir = osp.join(mlagility_models_dir, model_zoo_dir) final_model_name = f"{model_zoo_dir}-{ZOO_OPSET_VERSION}.onnx" final_model_path = osp.join(final_model_dir, final_model_name) + if final_model_path not in changed_models_set: + print(f"Skip checking {final_model_path} because it is not changed.") + continue if osp.exists(final_model_path) and args.skip: print(f"Skip checking {model_zoo_dir} because {final_model_path} already exists.") continue @@ -74,7 +78,7 @@ def main(): original_model = onnx.load(final_model_path, load_external_data=False) shutil.copy(mlagility_created_onnx, final_model_path) mlagility_model = onnx.load(final_model_path, load_external_data=False) - if mlagility_model != original_model: + if mlagility_model.graph.node != original_model.graph.node: raise Exception(f"Model {final_model_path} from mlagility is not the same as the original one.") print(f"Successfully checked {model_zoo_dir} by mlagility.") except Exception as e: From a1483a8169367c78886ba176010bb3f2d50c531f Mon Sep 17 00:00:00 2001 From: jcwchen Date: Sun, 23 Jul 2023 17:22:41 -0700 Subject: [PATCH 46/61] test_utils Signed-off-by: jcwchen --- workflow_scripts/run_mlagility.py | 2 +- workflow_scripts/test_models.py | 21 +-------------------- workflow_scripts/test_utils.py | 19 +++++++++++++++++++ 3 files changed, 21 insertions(+), 21 deletions(-) diff --git a/workflow_scripts/run_mlagility.py b/workflow_scripts/run_mlagility.py index c2fbf3a1f..6f3b7fd73 100644 --- a/workflow_scripts/run_mlagility.py +++ b/workflow_scripts/run_mlagility.py @@ -47,7 +47,7 @@ def main(): args = parser.parse_args() errors = 0 - changed_models_set = set(test_models.get_changed_models) + changed_models_set = set(test_utils.get_changed_models) for model_info in models_info: _, model_name = model_info.split("/") model_name = model_name.replace(".py", "") diff --git a/workflow_scripts/test_models.py b/workflow_scripts/test_models.py index d10e93ec0..37c3de202 100644 --- a/workflow_scripts/test_models.py +++ b/workflow_scripts/test_models.py @@ -23,25 +23,6 @@ def get_all_models(): return model_list -def get_changed_models(): - model_list = [] - cwd_path = Path.cwd() - # git fetch first for git diff on GitHub Action - subprocess.run(["git", "fetch", "origin", "main:main"], - cwd=cwd_path, stdout=subprocess.PIPE, - stderr=subprocess.PIPE) - # obtain list of added or modified files in this PR - obtain_diff = subprocess.Popen(["git", "diff", "--name-only", "--diff-filter=AM", "origin/main", "HEAD"], - cwd=cwd_path, stdout=subprocess.PIPE, stderr=subprocess.PIPE) - stdoutput, _ = obtain_diff.communicate() - diff_list = stdoutput.split() - - # identify list of changed ONNX models in ONXX Model Zoo - model_list = [str(model).replace("b'", "").replace("'", "") - for model in diff_list if onnx_ext_name in str(model) or tar_ext_name in str(model)] - return model_list - - def main(): parser = argparse.ArgumentParser(description="Test settings") # default all: test by both onnx and onnxruntime @@ -58,7 +39,7 @@ def main(): help="Drop downloaded models after verification. (For space limitation in CIs)") args = parser.parse_args() - model_list = get_all_models() if args.all_models else get_changed_models() + model_list = get_all_models() if args.all_models else test_utils.get_changed_models() # run lfs install before starting the tests test_utils.run_lfs_install() diff --git a/workflow_scripts/test_utils.py b/workflow_scripts/test_utils.py index 94cde4ab9..b9b0a15b1 100644 --- a/workflow_scripts/test_utils.py +++ b/workflow_scripts/test_utils.py @@ -74,3 +74,22 @@ def remove_tar_dir(): def remove_onnxruntime_test_dir(): if os.path.exists(TEST_ORT_DIR) and os.path.isdir(TEST_ORT_DIR): rmtree(TEST_ORT_DIR) + + +def get_changed_models(): + model_list = [] + cwd_path = Path.cwd() + # git fetch first for git diff on GitHub Action + subprocess.run(["git", "fetch", "origin", "main:main"], + cwd=cwd_path, stdout=subprocess.PIPE, + stderr=subprocess.PIPE) + # obtain list of added or modified files in this PR + obtain_diff = subprocess.Popen(["git", "diff", "--name-only", "--diff-filter=AM", "origin/main", "HEAD"], + cwd=cwd_path, stdout=subprocess.PIPE, stderr=subprocess.PIPE) + stdoutput, _ = obtain_diff.communicate() + diff_list = stdoutput.split() + + # identify list of changed ONNX models in ONXX Model Zoo + model_list = [str(model).replace("b'", "").replace("'", "") + for model in diff_list if onnx_ext_name in str(model) or tar_ext_name in str(model)] + return model_list From d126f3bd6176546e433ba0e2a5592a3742b72027 Mon Sep 17 00:00:00 2001 From: jcwchen Date: Sun, 23 Jul 2023 17:28:57 -0700 Subject: [PATCH 47/61] get_cpu_info Signed-off-by: jcwchen --- models/mlagility/requirements.txt | 1 + workflow_scripts/generate_onnx_hub_manifest.py | 3 +-- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/models/mlagility/requirements.txt b/models/mlagility/requirements.txt index 68b485fb9..6ab905767 100644 --- a/models/mlagility/requirements.txt +++ b/models/mlagility/requirements.txt @@ -1,2 +1,3 @@ +get_cpu_info torch==2.0.1 torchvision==0.15.2 diff --git a/workflow_scripts/generate_onnx_hub_manifest.py b/workflow_scripts/generate_onnx_hub_manifest.py index 4e3dff8cb..0e22478b0 100644 --- a/workflow_scripts/generate_onnx_hub_manifest.py +++ b/workflow_scripts/generate_onnx_hub_manifest.py @@ -14,8 +14,7 @@ import onnx from onnx import shape_inference import argparse -from test_models import get_changed_models -from test_utils import pull_lfs_file +from test_utils import get_changed_models, pull_lfs_file # Acknowledgments to pytablereader codebase for this function From 44951080131aa2eb6607b46db2768e14441e0383 Mon Sep 17 00:00:00 2001 From: jcwchen Date: Sun, 23 Jul 2023 17:33:28 -0700 Subject: [PATCH 48/61] ext names Signed-off-by: jcwchen --- models/mlagility/requirements.txt | 1 - workflow_scripts/run_mlagility.py | 1 - workflow_scripts/test_utils.py | 2 ++ 3 files changed, 2 insertions(+), 2 deletions(-) diff --git a/models/mlagility/requirements.txt b/models/mlagility/requirements.txt index 6ab905767..68b485fb9 100644 --- a/models/mlagility/requirements.txt +++ b/models/mlagility/requirements.txt @@ -1,3 +1,2 @@ -get_cpu_info torch==2.0.1 torchvision==0.15.2 diff --git a/workflow_scripts/run_mlagility.py b/workflow_scripts/run_mlagility.py index 6f3b7fd73..975fae12f 100644 --- a/workflow_scripts/run_mlagility.py +++ b/workflow_scripts/run_mlagility.py @@ -9,7 +9,6 @@ import ort_test_dir_utils import onnx import test_utils -import test_models def get_immediate_subdirectories_count(dir_name): diff --git a/workflow_scripts/test_utils.py b/workflow_scripts/test_utils.py index b9b0a15b1..a964cc3d1 100644 --- a/workflow_scripts/test_utils.py +++ b/workflow_scripts/test_utils.py @@ -77,6 +77,8 @@ def remove_onnxruntime_test_dir(): def get_changed_models(): + tar_ext_name = ".tar.gz" + onnx_ext_name = ".onnx" model_list = [] cwd_path = Path.cwd() # git fetch first for git diff on GitHub Action From 5acb49384104b725427ee78439cfaaa32ab04491 Mon Sep 17 00:00:00 2001 From: jcwchen Date: Sun, 23 Jul 2023 17:39:38 -0700 Subject: [PATCH 49/61] test_utils.get_changed_models() Signed-off-by: jcwchen --- workflow_scripts/run_mlagility.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/workflow_scripts/run_mlagility.py b/workflow_scripts/run_mlagility.py index 975fae12f..378594fd1 100644 --- a/workflow_scripts/run_mlagility.py +++ b/workflow_scripts/run_mlagility.py @@ -46,7 +46,7 @@ def main(): args = parser.parse_args() errors = 0 - changed_models_set = set(test_utils.get_changed_models) + changed_models_set = set(test_utils.get_changed_models()) for model_info in models_info: _, model_name = model_info.split("/") model_name = model_name.replace(".py", "") From 0a2ae7cd1368a270180a6f63c3dbecdc47a8bd17 Mon Sep 17 00:00:00 2001 From: jcwchen Date: Sun, 23 Jul 2023 18:26:17 -0700 Subject: [PATCH 50/61] compare 2 Signed-off-by: jcwchen --- workflow_scripts/run_mlagility.py | 11 +++++++++-- 1 file changed, 9 insertions(+), 2 deletions(-) diff --git a/workflow_scripts/run_mlagility.py b/workflow_scripts/run_mlagility.py index 378594fd1..98ef15baf 100644 --- a/workflow_scripts/run_mlagility.py +++ b/workflow_scripts/run_mlagility.py @@ -47,6 +47,7 @@ def main(): args = parser.parse_args() errors = 0 changed_models_set = set(test_utils.get_changed_models()) + print(f"Changed models: {changed_models_set}") for model_info in models_info: _, model_name = model_info.split("/") model_name = model_name.replace(".py", "") @@ -55,6 +56,7 @@ def main(): final_model_dir = osp.join(mlagility_models_dir, model_zoo_dir) final_model_name = f"{model_zoo_dir}-{ZOO_OPSET_VERSION}.onnx" final_model_path = osp.join(final_model_dir, final_model_name) + print(final_model_path) if final_model_path not in changed_models_set: print(f"Skip checking {final_model_path} because it is not changed.") continue @@ -76,8 +78,13 @@ def main(): test_utils.pull_lfs_file(final_model_path) original_model = onnx.load(final_model_path, load_external_data=False) shutil.copy(mlagility_created_onnx, final_model_path) - mlagility_model = onnx.load(final_model_path, load_external_data=False) - if mlagility_model.graph.node != original_model.graph.node: + mlagility_model = onnx.load(mlagility_created_onnx, load_external_data=False) + print(f"input: {mlagility_model.graph.input == original_model.graph.input}") + print(f"node: {mlagility_model.graph.node == original_model.graph.node}") + print(f"output: {mlagility_model.graph.output == original_model.graph.output}") + print(f"opset_import: {mlagility_model.opset_import == original_model.opset_import}") + print(f"initializers: {mlagility_model.initializers == original_model.initializers}") + if mlagility_model.opset_import != original_model.opset_import: raise Exception(f"Model {final_model_path} from mlagility is not the same as the original one.") print(f"Successfully checked {model_zoo_dir} by mlagility.") except Exception as e: From 1ddb3037b77844b45d4f69d5e48e8f9803e5928e Mon Sep 17 00:00:00 2001 From: jcwchen Date: Sun, 23 Jul 2023 20:23:51 -0700 Subject: [PATCH 51/61] fix init Signed-off-by: jcwchen --- workflow_scripts/run_mlagility.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/workflow_scripts/run_mlagility.py b/workflow_scripts/run_mlagility.py index 98ef15baf..990f0d8a0 100644 --- a/workflow_scripts/run_mlagility.py +++ b/workflow_scripts/run_mlagility.py @@ -83,8 +83,8 @@ def main(): print(f"node: {mlagility_model.graph.node == original_model.graph.node}") print(f"output: {mlagility_model.graph.output == original_model.graph.output}") print(f"opset_import: {mlagility_model.opset_import == original_model.opset_import}") - print(f"initializers: {mlagility_model.initializers == original_model.initializers}") - if mlagility_model.opset_import != original_model.opset_import: + print(f"initializers: {mlagility_model.graph.initializers == original_model.graph.initializers}") + if mlagility_model != original_model: raise Exception(f"Model {final_model_path} from mlagility is not the same as the original one.") print(f"Successfully checked {model_zoo_dir} by mlagility.") except Exception as e: From cd3e260e423b7a0718dcd0c4cc10a4c1d8874c74 Mon Sep 17 00:00:00 2001 From: jcwchen Date: Sun, 23 Jul 2023 21:51:50 -0700 Subject: [PATCH 52/61] transformers==4.29.2 Signed-off-by: jcwchen --- models/mlagility/requirements.txt | 1 + workflow_scripts/run_mlagility.py | 3 --- workflow_scripts/test_utils.py | 4 +++- 3 files changed, 4 insertions(+), 4 deletions(-) diff --git a/models/mlagility/requirements.txt b/models/mlagility/requirements.txt index 68b485fb9..883ced232 100644 --- a/models/mlagility/requirements.txt +++ b/models/mlagility/requirements.txt @@ -1,2 +1,3 @@ torch==2.0.1 torchvision==0.15.2 +transformers==4.29.2 diff --git a/workflow_scripts/run_mlagility.py b/workflow_scripts/run_mlagility.py index 990f0d8a0..0b64ddc18 100644 --- a/workflow_scripts/run_mlagility.py +++ b/workflow_scripts/run_mlagility.py @@ -47,7 +47,6 @@ def main(): args = parser.parse_args() errors = 0 changed_models_set = set(test_utils.get_changed_models()) - print(f"Changed models: {changed_models_set}") for model_info in models_info: _, model_name = model_info.split("/") model_name = model_name.replace(".py", "") @@ -56,7 +55,6 @@ def main(): final_model_dir = osp.join(mlagility_models_dir, model_zoo_dir) final_model_name = f"{model_zoo_dir}-{ZOO_OPSET_VERSION}.onnx" final_model_path = osp.join(final_model_dir, final_model_name) - print(final_model_path) if final_model_path not in changed_models_set: print(f"Skip checking {final_model_path} because it is not changed.") continue @@ -83,7 +81,6 @@ def main(): print(f"node: {mlagility_model.graph.node == original_model.graph.node}") print(f"output: {mlagility_model.graph.output == original_model.graph.output}") print(f"opset_import: {mlagility_model.opset_import == original_model.opset_import}") - print(f"initializers: {mlagility_model.graph.initializers == original_model.graph.initializers}") if mlagility_model != original_model: raise Exception(f"Model {final_model_path} from mlagility is not the same as the original one.") print(f"Successfully checked {model_zoo_dir} by mlagility.") diff --git a/workflow_scripts/test_utils.py b/workflow_scripts/test_utils.py index a964cc3d1..b9d851cd5 100644 --- a/workflow_scripts/test_utils.py +++ b/workflow_scripts/test_utils.py @@ -86,7 +86,9 @@ def get_changed_models(): cwd=cwd_path, stdout=subprocess.PIPE, stderr=subprocess.PIPE) # obtain list of added or modified files in this PR - obtain_diff = subprocess.Popen(["git", "diff", "--name-only", "--diff-filter=AM", "origin/main", "HEAD"], + # TODO: use the main branch instead of new-models + branch_name = "new-models" # "main" + obtain_diff = subprocess.Popen(["git", "diff", "--name-only", "--diff-filter=AM", "origin/" + branch_name, "HEAD"], cwd=cwd_path, stdout=subprocess.PIPE, stderr=subprocess.PIPE) stdoutput, _ = obtain_diff.communicate() diff_list = stdoutput.split() From 8ad0a6153e8699d3b9ebf2acaa5698556488bd4a Mon Sep 17 00:00:00 2001 From: jcwchen Date: Sun, 23 Jul 2023 22:19:07 -0700 Subject: [PATCH 53/61] test Signed-off-by: jcwchen --- workflow_scripts/run_mlagility.py | 3 ++- workflow_scripts/test_utils.py | 6 +++--- 2 files changed, 5 insertions(+), 4 deletions(-) diff --git a/workflow_scripts/run_mlagility.py b/workflow_scripts/run_mlagility.py index 0b64ddc18..d873de744 100644 --- a/workflow_scripts/run_mlagility.py +++ b/workflow_scripts/run_mlagility.py @@ -47,6 +47,7 @@ def main(): args = parser.parse_args() errors = 0 changed_models_set = set(test_utils.get_changed_models()) + print(f"Changed models: {changed_models_set}") for model_info in models_info: _, model_name = model_info.split("/") model_name = model_name.replace(".py", "") @@ -57,7 +58,7 @@ def main(): final_model_path = osp.join(final_model_dir, final_model_name) if final_model_path not in changed_models_set: print(f"Skip checking {final_model_path} because it is not changed.") - continue + #continue if osp.exists(final_model_path) and args.skip: print(f"Skip checking {model_zoo_dir} because {final_model_path} already exists.") continue diff --git a/workflow_scripts/test_utils.py b/workflow_scripts/test_utils.py index b9d851cd5..d7d62052c 100644 --- a/workflow_scripts/test_utils.py +++ b/workflow_scripts/test_utils.py @@ -81,13 +81,13 @@ def get_changed_models(): onnx_ext_name = ".onnx" model_list = [] cwd_path = Path.cwd() + # TODO: use the main branch instead of new-models + branch_name = "new-models" # "main" # git fetch first for git diff on GitHub Action - subprocess.run(["git", "fetch", "origin", "main:main"], + subprocess.run(["git", "fetch", "origin", f"{branch_name}:{branch_name}"], cwd=cwd_path, stdout=subprocess.PIPE, stderr=subprocess.PIPE) # obtain list of added or modified files in this PR - # TODO: use the main branch instead of new-models - branch_name = "new-models" # "main" obtain_diff = subprocess.Popen(["git", "diff", "--name-only", "--diff-filter=AM", "origin/" + branch_name, "HEAD"], cwd=cwd_path, stdout=subprocess.PIPE, stderr=subprocess.PIPE) stdoutput, _ = obtain_diff.communicate() From 251d682e37ca63926e4b42979f8615382682f944 Mon Sep 17 00:00:00 2001 From: jcwchen Date: Mon, 24 Jul 2023 08:30:13 -0700 Subject: [PATCH 54/61] initializer Signed-off-by: jcwchen --- workflow_scripts/run_mlagility.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/workflow_scripts/run_mlagility.py b/workflow_scripts/run_mlagility.py index d873de744..9db0e8cb0 100644 --- a/workflow_scripts/run_mlagility.py +++ b/workflow_scripts/run_mlagility.py @@ -58,7 +58,7 @@ def main(): final_model_path = osp.join(final_model_dir, final_model_name) if final_model_path not in changed_models_set: print(f"Skip checking {final_model_path} because it is not changed.") - #continue + continue if osp.exists(final_model_path) and args.skip: print(f"Skip checking {model_zoo_dir} because {final_model_path} already exists.") continue @@ -82,6 +82,7 @@ def main(): print(f"node: {mlagility_model.graph.node == original_model.graph.node}") print(f"output: {mlagility_model.graph.output == original_model.graph.output}") print(f"opset_import: {mlagility_model.opset_import == original_model.opset_import}") + print(f"opset_import: {mlagility_model.graph.initializer == original_model.graph.initializer}") if mlagility_model != original_model: raise Exception(f"Model {final_model_path} from mlagility is not the same as the original one.") print(f"Successfully checked {model_zoo_dir} by mlagility.") From c9b27562748c43a4e485edd1547d16cba93e38db Mon Sep 17 00:00:00 2001 From: jcwchen Date: Mon, 24 Jul 2023 08:52:33 -0700 Subject: [PATCH 55/61] update bert-generation Signed-off-by: jcwchen --- models/mlagility/bert_generation/bert_generation-16.onnx | 2 +- models/mlagility/bert_generation/test_data_set_0/input_0.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/input_1.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_0.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_1.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_10.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_11.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_12.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_13.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_14.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_15.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_16.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_17.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_18.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_19.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_2.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_20.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_21.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_22.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_23.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_24.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_25.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_26.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_27.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_28.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_29.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_3.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_30.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_31.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_32.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_33.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_34.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_35.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_36.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_37.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_38.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_39.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_4.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_40.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_41.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_42.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_43.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_44.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_45.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_46.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_47.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_48.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_49.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_5.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_50.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_51.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_52.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_53.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_54.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_55.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_56.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_57.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_58.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_59.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_6.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_60.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_61.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_62.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_63.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_64.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_65.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_66.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_67.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_68.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_69.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_7.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_70.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_71.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_72.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_73.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_74.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_75.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_76.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_77.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_78.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_79.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_8.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_80.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_81.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_82.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_83.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_84.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_85.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_86.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_87.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_88.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_89.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_9.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_90.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_91.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_92.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_93.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_94.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_95.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_96.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_97.pb | 2 +- 101 files changed, 101 insertions(+), 101 deletions(-) diff --git a/models/mlagility/bert_generation/bert_generation-16.onnx b/models/mlagility/bert_generation/bert_generation-16.onnx index d06a6a0c1..7099fb114 100644 --- a/models/mlagility/bert_generation/bert_generation-16.onnx +++ b/models/mlagility/bert_generation/bert_generation-16.onnx @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:05cec1d30c923ba130a6257db3ede7f16f4246c823b500a773768ac4f46c3f75 +oid sha256:fae4d879e035dd86abffe67c7cddde113a4bfecbe8c7066dae21e0dabe605ff3 size 1865206319 diff --git a/models/mlagility/bert_generation/test_data_set_0/input_0.pb b/models/mlagility/bert_generation/test_data_set_0/input_0.pb index 314c05014..29b0b7bd4 100644 --- a/models/mlagility/bert_generation/test_data_set_0/input_0.pb +++ b/models/mlagility/bert_generation/test_data_set_0/input_0.pb @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:c74e6599c21701985ab8924595e3d5e54fed019ccb37ae40ebaaf741e401da51 +oid sha256:2fea60be0b8db6442cd038f778875377b1f254ffc54fab41dced4e112dae76a4 size 1045 diff --git a/models/mlagility/bert_generation/test_data_set_0/input_1.pb b/models/mlagility/bert_generation/test_data_set_0/input_1.pb index ef63b3e84..c49eb238d 100644 --- a/models/mlagility/bert_generation/test_data_set_0/input_1.pb +++ b/models/mlagility/bert_generation/test_data_set_0/input_1.pb @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:c3ce2d61753c8c110861f0f2bc4146e8ae5efbdd9db10f2729a969f37fa966df +oid 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a/models/mlagility/bert_generation/test_data_set_0/output_93.pb +++ b/models/mlagility/bert_generation/test_data_set_0/output_93.pb @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:db1a5cc533c06a5bde2231293ba6b10d5db15b21b2ab53119daf6fc509bce70b +oid sha256:22814128c202eeed88ed046918ce31d3918e5eec92e2ef12583e9913f3c80413 size 524309 diff --git a/models/mlagility/bert_generation/test_data_set_0/output_94.pb b/models/mlagility/bert_generation/test_data_set_0/output_94.pb index d46b22381..82dc49d7e 100644 --- a/models/mlagility/bert_generation/test_data_set_0/output_94.pb +++ b/models/mlagility/bert_generation/test_data_set_0/output_94.pb @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:47a604ec009a5fd4137e51ee8e4d9209569d0ae866d02ad7cd946fbef2975939 +oid sha256:ce4a5835f5ba2ec2884745f4f91ab08a30bf1b26365d70bda59215a4fae711fd size 524322 diff --git a/models/mlagility/bert_generation/test_data_set_0/output_95.pb b/models/mlagility/bert_generation/test_data_set_0/output_95.pb index d2559f6c7..80311299a 100644 --- a/models/mlagility/bert_generation/test_data_set_0/output_95.pb +++ b/models/mlagility/bert_generation/test_data_set_0/output_95.pb @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:10b7dc7dcf4fccfcb687b4359c3422d2a48b1295e2617a4772cacc4aa90ec3cb +oid sha256:bf5a818db09af3b34c79a20edfb94553c4bd8c727612ff0cb9bed6446e308560 size 524309 diff --git a/models/mlagility/bert_generation/test_data_set_0/output_96.pb b/models/mlagility/bert_generation/test_data_set_0/output_96.pb index e33828513..2cf70db02 100644 --- a/models/mlagility/bert_generation/test_data_set_0/output_96.pb +++ b/models/mlagility/bert_generation/test_data_set_0/output_96.pb @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:ae01417316343ba7c8e918b1a7559c02acd252bd0ec127b63ee871ba0d67c3ab +oid sha256:a54930c6aea4db4da40722ab3a2702c522ee0a1f75698cb939ca33dca64f1178 size 524322 diff --git a/models/mlagility/bert_generation/test_data_set_0/output_97.pb b/models/mlagility/bert_generation/test_data_set_0/output_97.pb index 4dce6aae9..862534208 100644 --- a/models/mlagility/bert_generation/test_data_set_0/output_97.pb +++ b/models/mlagility/bert_generation/test_data_set_0/output_97.pb @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:8a7f82296092cb74a930d199217d660a9f64e0892eab928094d2edf8d3fef61e +oid sha256:c55ddb7b0fd0c33b2fd4dc9bfd8e556df51f9afe81386d6468b13e712c625574 size 524321 From c5178b083a5875e445461a954bf98ab5b1787396 Mon Sep 17 00:00:00 2001 From: jcwchen Date: Mon, 24 Jul 2023 10:20:04 -0700 Subject: [PATCH 56/61] fixed numpy Signed-off-by: jcwchen --- models/mlagility/requirements.txt | 1 + workflow_scripts/run_mlagility.py | 21 ++++++++++++++------- workflow_scripts/test_models.py | 2 +- 3 files changed, 16 insertions(+), 8 deletions(-) diff --git a/models/mlagility/requirements.txt b/models/mlagility/requirements.txt index 883ced232..f95ba81c8 100644 --- a/models/mlagility/requirements.txt +++ b/models/mlagility/requirements.txt @@ -1,3 +1,4 @@ +numpy==1.24.4 torch==2.0.1 torchvision==0.15.2 transformers==4.29.2 diff --git a/workflow_scripts/run_mlagility.py b/workflow_scripts/run_mlagility.py index 9db0e8cb0..75a2b302d 100644 --- a/workflow_scripts/run_mlagility.py +++ b/workflow_scripts/run_mlagility.py @@ -37,12 +37,15 @@ def find_model_hash_name(stdout): def main(): parser = argparse.ArgumentParser(description="Test settings") + parser.add_argument("--all_models", required=False, default=False, action="store_true", + help="Test all ONNX Model Zoo models instead of only chnaged models") parser.add_argument("--create", required=False, default=False, action="store_true", help="Create new models from mlagility if not exist.") - parser.add_argument("--skip", required=False, default=False, action="store_true", - help="Skip checking models if already exist.") parser.add_argument("--drop", required=False, default=False, action="store_true", help="Drop downloaded models after verification. (For space limitation in CIs)") + parser.add_argument("--skip", required=False, default=False, action="store_true", + help="Skip checking models if already exist.") + args = parser.parse_args() errors = 0 @@ -56,7 +59,7 @@ def main(): final_model_dir = osp.join(mlagility_models_dir, model_zoo_dir) final_model_name = f"{model_zoo_dir}-{ZOO_OPSET_VERSION}.onnx" final_model_path = osp.join(final_model_dir, final_model_name) - if final_model_path not in changed_models_set: + if not args.all_models and final_model_path not in changed_models_set: print(f"Skip checking {final_model_path} because it is not changed.") continue if osp.exists(final_model_path) and args.skip: @@ -82,7 +85,11 @@ def main(): print(f"node: {mlagility_model.graph.node == original_model.graph.node}") print(f"output: {mlagility_model.graph.output == original_model.graph.output}") print(f"opset_import: {mlagility_model.opset_import == original_model.opset_import}") - print(f"opset_import: {mlagility_model.graph.initializer == original_model.graph.initializer}") + print(f"initializer: {mlagility_model.graph.initializer == original_model.graph.initializer}") + for k in range(len(mlagility_model.graph.initializer)): + if k < len(original_model.graph.initializer) and mlagility_model.graph.initializer[k] != original_model.graph.initializer[k]: + print(f"initializer {k}: {mlagility_model.graph.initializer[k]}") + print(f"but: {original_model.graph.initializer[k]}") if mlagility_model != original_model: raise Exception(f"Model {final_model_path} from mlagility is not the same as the original one.") print(f"Successfully checked {model_zoo_dir} by mlagility.") @@ -96,12 +103,12 @@ def main(): cwd=cwd_path, stdout=sys.stdout, stderr=sys.stderr, check=True) shutil.rmtree(final_model_dir, ignore_errors=True) shutil.rmtree(cache_converted_dir, ignore_errors=True) - + total_count = len(models_info) if args.all_models else len(changed_models_set) if errors > 0: - print(f"All {len(models_info)} model(s) have been checked, but {errors} model(s) failed.") + print(f"All {total_count} model(s) have been checked, but {errors} model(s) failed.") sys.exit(1) else: - print(f"All {len(models_info)} model(s) have been checked.") + print(f"All {total_count} model(s) have been checked.") mlagility_subdir_count = get_immediate_subdirectories_count(mlagility_models_dir) if mlagility_subdir_count != len(models_info): diff --git a/workflow_scripts/test_models.py b/workflow_scripts/test_models.py index 37c3de202..04cec1890 100644 --- a/workflow_scripts/test_models.py +++ b/workflow_scripts/test_models.py @@ -34,7 +34,7 @@ def main(): parser.add_argument("--create", required=False, default=False, action="store_true", help="Create new test data by ORT if it fails with existing test data") parser.add_argument("--all_models", required=False, default=False, action="store_true", - help="Test all ONNX Model Zoo models instead of only chnaged models") + help="Test all ONNX Model Zoo models instead of only changed models") parser.add_argument("--drop", required=False, default=False, action="store_true", help="Drop downloaded models after verification. (For space limitation in CIs)") args = parser.parse_args() From 9dafea5f93c5d48f16febd2932a68abf45da01c0 Mon Sep 17 00:00:00 2001 From: jcwchen Date: Mon, 24 Jul 2023 11:01:24 -0700 Subject: [PATCH 57/61] print(f"initializer {k}") Signed-off-by: jcwchen --- workflow_scripts/run_mlagility.py | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/workflow_scripts/run_mlagility.py b/workflow_scripts/run_mlagility.py index 75a2b302d..0448cf265 100644 --- a/workflow_scripts/run_mlagility.py +++ b/workflow_scripts/run_mlagility.py @@ -88,8 +88,7 @@ def main(): print(f"initializer: {mlagility_model.graph.initializer == original_model.graph.initializer}") for k in range(len(mlagility_model.graph.initializer)): if k < len(original_model.graph.initializer) and mlagility_model.graph.initializer[k] != original_model.graph.initializer[k]: - print(f"initializer {k}: {mlagility_model.graph.initializer[k]}") - print(f"but: {original_model.graph.initializer[k]}") + print(f"initializer {k}") if mlagility_model != original_model: raise Exception(f"Model {final_model_path} from mlagility is not the same as the original one.") print(f"Successfully checked {model_zoo_dir} by mlagility.") From 3774ffa6278b336f166253380a2f66276ae6bb6b Mon Sep 17 00:00:00 2001 From: Chun-Wei Chen Date: Mon, 24 Jul 2023 14:51:45 -0700 Subject: [PATCH 58/61] update bert from mac Signed-off-by: Chun-Wei Chen --- models/mlagility/bert_generation/bert_generation-16.onnx | 2 +- models/mlagility/bert_generation/test_data_set_0/input_0.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/input_1.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_0.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_1.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_10.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_11.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_12.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_13.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_14.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_15.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_16.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_17.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_18.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_19.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_2.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_20.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_21.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_22.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_23.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_24.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_25.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_26.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_27.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_28.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_29.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_3.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_30.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_31.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_32.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_33.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_34.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_35.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_36.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_37.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_38.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_39.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_4.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_40.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_41.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_42.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_43.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_44.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_45.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_46.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_47.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_48.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_49.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_5.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_50.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_51.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_52.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_53.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_54.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_55.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_56.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_57.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_58.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_59.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_6.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_60.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_61.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_62.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_63.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_64.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_65.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_66.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_67.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_68.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_69.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_7.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_70.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_71.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_72.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_73.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_74.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_75.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_76.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_77.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_78.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_79.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_8.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_80.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_81.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_82.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_83.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_84.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_85.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_86.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_87.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_88.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_89.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_9.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_90.pb | 2 +- models/mlagility/bert_generation/test_data_set_0/output_91.pb | 2 +- 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--git a/models/mlagility/bert_generation/test_data_set_0/output_97.pb b/models/mlagility/bert_generation/test_data_set_0/output_97.pb index 862534208..658f30b89 100644 --- a/models/mlagility/bert_generation/test_data_set_0/output_97.pb +++ b/models/mlagility/bert_generation/test_data_set_0/output_97.pb @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:c55ddb7b0fd0c33b2fd4dc9bfd8e556df51f9afe81386d6468b13e712c625574 +oid sha256:7cf0a37ca20e8ee6b017d9bcd3a7fa1a9fb41676141be5ab7f76f4cc68892365 size 524321 From 1de728d55feaffc58ab85354d24f371e3f1fbcb8 Mon Sep 17 00:00:00 2001 From: jcwchen Date: Mon, 24 Jul 2023 16:27:47 -0700 Subject: [PATCH 59/61] remove bert-generation Signed-off-by: jcwchen --- .../bert_generation/bert_generation-16.onnx | 3 --- .../bert_generation/test_data_set_0/input_0.pb | 3 --- .../bert_generation/test_data_set_0/input_1.pb | 3 --- .../bert_generation/test_data_set_0/output_0.pb | 3 --- .../bert_generation/test_data_set_0/output_1.pb | 3 --- 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index 7092be35b..000000000 --- a/models/mlagility/bert_generation/test_data_set_0/output_94.pb +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:4a53ecfa1e87e006175f741e7b012b44a53f22e1ea2e830db56daf9e0e1daace -size 524322 diff --git a/models/mlagility/bert_generation/test_data_set_0/output_95.pb b/models/mlagility/bert_generation/test_data_set_0/output_95.pb deleted file mode 100644 index 39a8905c0..000000000 --- a/models/mlagility/bert_generation/test_data_set_0/output_95.pb +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:99645284ecd508298f8b9e793c09689c4743c255a58487bbfb8da4499070f76e -size 524309 diff --git a/models/mlagility/bert_generation/test_data_set_0/output_96.pb b/models/mlagility/bert_generation/test_data_set_0/output_96.pb deleted file mode 100644 index 501eae82b..000000000 --- a/models/mlagility/bert_generation/test_data_set_0/output_96.pb +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:b409f414b8089b6cb7543058d90ab2beee2aa2ce67204a80db77dedf9ec518f3 -size 524322 diff --git a/models/mlagility/bert_generation/test_data_set_0/output_97.pb b/models/mlagility/bert_generation/test_data_set_0/output_97.pb deleted file mode 100644 index 658f30b89..000000000 --- a/models/mlagility/bert_generation/test_data_set_0/output_97.pb +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:7cf0a37ca20e8ee6b017d9bcd3a7fa1a9fb41676141be5ab7f76f4cc68892365 -size 524321 diff --git a/workflow_scripts/mlagility_config.py b/workflow_scripts/mlagility_config.py index 8a61c5cd4..caebdc1ec 100644 --- a/workflow_scripts/mlagility_config.py +++ b/workflow_scripts/mlagility_config.py @@ -15,7 +15,7 @@ "torch_hub/densenet121.py", "torch_hub/inception_v3.py", "torch_hub/googlenet.py", - "transformers/bert_generation.py", + #"transformers/bert_generation.py", #"popular_on_huggingface/bert-base-uncased.py", #"popular_on_huggingface/xlm-roberta-large.py", #"popular_on_huggingface/bert-large-uncased.py", diff --git a/workflow_scripts/run_mlagility.py b/workflow_scripts/run_mlagility.py index 0448cf265..653334c81 100644 --- a/workflow_scripts/run_mlagility.py +++ b/workflow_scripts/run_mlagility.py @@ -77,20 +77,10 @@ def main(): rename(osp.join(final_model_dir, model_hash_name + base_name), final_model_path) print(f"Successfully created {model_zoo_dir} by mlagility and ORT.") else: - test_utils.pull_lfs_file(final_model_path) - original_model = onnx.load(final_model_path, load_external_data=False) shutil.copy(mlagility_created_onnx, final_model_path) - mlagility_model = onnx.load(mlagility_created_onnx, load_external_data=False) - print(f"input: {mlagility_model.graph.input == original_model.graph.input}") - print(f"node: {mlagility_model.graph.node == original_model.graph.node}") - print(f"output: {mlagility_model.graph.output == original_model.graph.output}") - print(f"opset_import: {mlagility_model.opset_import == original_model.opset_import}") - print(f"initializer: {mlagility_model.graph.initializer == original_model.graph.initializer}") - for k in range(len(mlagility_model.graph.initializer)): - if k < len(original_model.graph.initializer) and mlagility_model.graph.initializer[k] != original_model.graph.initializer[k]: - print(f"initializer {k}") - if mlagility_model != original_model: - raise Exception(f"Model {final_model_path} from mlagility is not the same as the original one.") + subprocess.run(["git", "diff", "--exit-code", "--", final_model_path], + cwd=cwd_path, stdout=sys.stdout, + stderr=sys.stderr, check=True) print(f"Successfully checked {model_zoo_dir} by mlagility.") except Exception as e: errors += 1 From 450e2adebfcef54d4e6b79e43714aef5170ae002 Mon Sep 17 00:00:00 2001 From: jcwchen Date: Mon, 24 Jul 2023 16:44:32 -0700 Subject: [PATCH 60/61] mlagility_subdir_count number Signed-off-by: jcwchen --- workflow_scripts/mlagility_config.py | 2 +- workflow_scripts/run_mlagility.py | 5 ++++- 2 files changed, 5 insertions(+), 2 deletions(-) diff --git a/workflow_scripts/mlagility_config.py b/workflow_scripts/mlagility_config.py index caebdc1ec..b5acd5323 100644 --- a/workflow_scripts/mlagility_config.py +++ b/workflow_scripts/mlagility_config.py @@ -15,7 +15,7 @@ "torch_hub/densenet121.py", "torch_hub/inception_v3.py", "torch_hub/googlenet.py", - #"transformers/bert_generation.py", + #"transformers/bert_generation.py", # non consistent created model from mlagility #"popular_on_huggingface/bert-base-uncased.py", #"popular_on_huggingface/xlm-roberta-large.py", #"popular_on_huggingface/bert-large-uncased.py", diff --git a/workflow_scripts/run_mlagility.py b/workflow_scripts/run_mlagility.py index 653334c81..3fa9afc6a 100644 --- a/workflow_scripts/run_mlagility.py +++ b/workflow_scripts/run_mlagility.py @@ -35,6 +35,9 @@ def find_model_hash_name(stdout): def main(): + # caculate first; otherwise the directories might be deleted by shutil.rmtree + mlagility_subdir_count = get_immediate_subdirectories_count(mlagility_models_dir) + parser = argparse.ArgumentParser(description="Test settings") parser.add_argument("--all_models", required=False, default=False, action="store_true", @@ -99,7 +102,7 @@ def main(): else: print(f"All {total_count} model(s) have been checked.") - mlagility_subdir_count = get_immediate_subdirectories_count(mlagility_models_dir) + if mlagility_subdir_count != len(models_info): print(f"Expected {len(models_info)} model(s) in {mlagility_models_dir}, but got {mlagility_subdir_count} model(s) under models/mlagility." f"Please check if you have added new model(s) to models_info in mlagility_config.py.") From 3cd5bba213e146f5894edd1fccb07ee7d1cad992 Mon Sep 17 00:00:00 2001 From: jcwchen Date: Mon, 24 Jul 2023 19:54:47 -0700 Subject: [PATCH 61/61] remove unused onnx Signed-off-by: jcwchen --- workflow_scripts/run_mlagility.py | 1 - 1 file changed, 1 deletion(-) diff --git a/workflow_scripts/run_mlagility.py b/workflow_scripts/run_mlagility.py index 3fa9afc6a..50e9b0110 100644 --- a/workflow_scripts/run_mlagility.py +++ b/workflow_scripts/run_mlagility.py @@ -7,7 +7,6 @@ import subprocess import sys import ort_test_dir_utils -import onnx import test_utils