[DOC] Update Model Links to Include Commit

[jhong92-pro]

The ONNX pretrained ResNet model URLs have been updated in the autoTVM documentation. The previous URLs are no longer valid, and this change points to the correct URLs.

Related PR: https://github.com/onnx/models/pull/644

[jhong92-pro]

@leandron,

I reviewed the links in request_hook.py and found that other links include the commit hash in the URL to ensure they remain unchanged. I think it would be beneficial to update the links to include the commit hash to prevent future changes, rather than changing to a new URL. What do you think?

https://github.com/apache/tvm/blob/27a3b90105c27135924a357fb72c4d6bfa5e33d7/tests/scripts/request_hook/request_hook.py#L122-L123

grep -r "resnet50-v2-7\.onnx" *
apps/wasm-standalone/wasm-graph/tools/build_graph_lib.py:    "resnet50-v2-7.onnx"
apps/wasm-standalone/wasm-graph/tools/build_graph_lib.py:    model_path = download_testdata(model_url, "resnet50-v2-7.onnx", module="onnx")
gallery/tutorial/tvmc_command_line_driver.py:#   wget https://github.com/onnx/models/raw/b9a54e89508f101a1611cd64f4ef56b9cb62c7cf/vision/classification/resnet/model/resnet50-v2-7.onnx
gallery/tutorial/tvmc_command_line_driver.py:#   resnet50-v2-7.onnx
gallery/tutorial/tvmc_command_line_driver.py:#     resnet50-v2-7.onnx
gallery/tutorial/tvmc_command_line_driver.py:#   resnet50-v2-7.onnx
gallery/tutorial/tvmc_command_line_driver.py:#   resnet50-v2-7.onnx
gallery/tutorial/autotvm_relay_x86.py:    "resnet50-v2-7.onnx"
gallery/tutorial/autotvm_relay_x86.py:model_path = download_testdata(model_url, "resnet50-v2-7.onnx", module="onnx")
gallery/tutorial/tvmc_python.py:     wget https://github.com/onnx/models/raw/b9a54e89508f101a1611cd64f4ef56b9cb62c7cf/vision/classification/resnet/model/resnet50-v2-7.onnx
gallery/tutorial/tvmc_python.py:     mv resnet50-v2-7.onnx my_model.onnx
tests/python/driver/tvmc/conftest.py:    file_to_download = "resnet50-v2-7.onnx"
tests/python/contrib/test_bnns/test_onnx_topologies.py:    "ResNet50-v2": "vision/classification/resnet/model/resnet50-v2-7.onnx",
tests/python/relay/collage/menangerie.py:    "filename": "resnet50-v2-7.onnx",
tests/scripts/request_hook/request_hook.py:    "https://github.com/onnx/models/raw/bd206494e8b6a27b25e5cf7199dbcdbfe9d05d1c/vision/classification/resnet/model/resnet50-v2-7.onnx": f"{BASE}/onnx/models/raw/bd206494e8b6a27b25e5cf7199dbcdbfe9d05d1c/vision/classification/resnet/model/resnet50-v2-7.onnx",
tests/scripts/request_hook/request_hook.py:    "https://github.com/onnx/models/raw/main/vision/classification/resnet/model/resnet50-v2-7.onnx": f"{BASE}/2022-10-05/resnet50-v2-7.onnx",

grep -r "mobilenetv2-7\.onnx" *
tests/python/contrib/test_hexagon/test_models.py:    model_url = "https://github.com/onnx/models/raw/main/vision/classification/mobilenet/model/mobilenetv2-7.onnx"  # pylint: disable=line-too-long
tests/python/contrib/test_hexagon/test_models.py:        model_url, "mobilenetv2-7.onnx", module="onnx"
tests/python/contrib/test_hexagon/test_relax_integration.py:    model_url = "https://github.com/onnx/models/raw/main/vision/classification/mobilenet/model/mobilenetv2-7.onnx"
tests/python/contrib/test_hexagon/test_relax_integration.py:        model_url, "mobilenetv2-7.onnx", module="onnx"
tests/python/contrib/test_bnns/test_onnx_topologies.py:    "MobileNet-v2": "vision/classification/mobilenet/model/mobilenetv2-7.onnx",
tests/scripts/request_hook/request_hook.py:    "https://github.com/onnx/models/raw/main/vision/classification/mobilenet/model/mobilenetv2-7.onnx": f"{BASE}/onnx/models/raw/main/vision/classification/mobilenet/model/mobilenetv2-7.onnx",

For example, https://github.com/onnx/models/raw/main/vision/classification/mobilenet/model/mobilenetv2-7.onnx
to https://github.com/onnx/models/raw/bd206494e8b6a27b25e5cf7199dbcdbfe9d05d1c/vision/classification/mobilenet/model/mobilenetv2-7.onnx
and https://github.com/onnx/models/raw/main/vision/classification/resnet/model/resnet50-v2-7.onnx
to
https://github.com/onnx/models/raw/bd206494e8b6a27b25e5cf7199dbcdbfe9d05d1c/vision/classification/resnet/model/resnet50-v2-7.onnx

[lhutton1]

@tvm-bot rerun

[lhutton1]

I reviewed the links in request_hook.py and found that other links include the commit hash in the URL to ensure they remain unchanged. I think it would be beneficial to update the links to include the commit hash to prevent future changes, rather than changing to a new URL. What do you think?

~In general this is a good idea, however, since the links redirect to an artefact uploaded to https://tvm-ci-resources.s3.us-west-2.amazonaws.com, I don't think there would be much benefit in this instance~ Apologies, I was thinking of only the CI case, yes point the link to a specific commit is a good idea

[jhong92-pro]

@lhutton1

Thank you for your answer. I will update the links for resnet.onnx and mobilenet.onnx to include the commit hash. I will force push updates to the patch-1 branch to clean up the commit history and ensure the links point to the specific commit. Please let me know if this is acceptable, or if you prefer, I can create a new PR.

[lhutton1]

Happy to do whichever works best for you :)

[lhutton1]

Thanks for the update, quick reminder that we'd still need to add these new links to request_hook.py. The manual step that @leandron mentioned previously will also need completing again

[jhong92-pro]

@lhutton1

Thank you!

Additionally, the original links will no longer be used. Please let me know if I can delete or comment them out. https://github.com/apache/tvm/blob/7c2c0d9337f3b353576bccc30f61c16abcc633a7/tests/scripts/request_hook/request_hook.py#L124-L125

[lhutton1]

No problem, I think we can just rewrite them with the updated paths (both the key and value of the URL_MAP)

[lhutton1]

I've just completed the manual step for mobilenetv2-7.onnx. It seems resnet-v2-7.onnx from the same commit hash has already been uploaded here.

We'd just need to add a new line to request_hooks.py:

"https://github.com/onnx/models/raw/bd206494e8b6a27b25e5cf7199dbcdbfe9d05d1c/vision/classification/mobilenet/model/mobilenetv2-7.onnx": f"{BASE}/m/onnx/models/raw/bd206494e8b6a27b25e5cf7199dbcdbfe9d05d1c/vision/classification/mobilenet/model/mobilenetv2-7.onnx", 

[jhong92-pro]

@lhutton1

Just to confirm, would you like me to go ahead and rewrite the paths with the updated ones in the URL_MAP, or will you be handling that?

[lhutton1]

Hi @jhong92-pro, if you would be able to add it here, that would be great!

[lhutton1]

Many apologies, there was a mistake in the line I shared above, somehow I managed to add an additional /m/ to the redirect path. Changing the line to:

"https://github.com/onnx/models/raw/bd206494e8b6a27b25e5cf7199dbcdbfe9d05d1c/vision/classification/mobilenet/model/mobilenetv2-7.onnx": f"{BASE}/onnx/models/raw/bd206494e8b6a27b25e5cf7199dbcdbfe9d05d1c/vision/classification/mobilenet/model/mobilenetv2-7.onnx", 

should fix it.

[jhong92-pro]

I apologize for my misunderstanding. I encountered an issue related to the input names of the mobilenetv2-7.onnx model. After some investigation, I found that the input name was changed from input to data in this PR

EDIT I have updated the commit hash for mobilenetv2-7 :
https://github.com/onnx/models/raw/131c99da401c757207a40189385410e238ed0934/vision/classification/mobilenet/model/mobilenetv2-7.onnx

[lhutton1]

Hi @jhong92-pro, I've completed the manual step, this line would need adding to request_hook.py again:

"https://github.com/onnx/models/raw/131c99da401c757207a40189385410e238ed0934/vision/classification/mobilenet/model/mobilenetv2-7.onnx": f"{BASE}/onnx/models/raw/131c99da401c757207a40189385410e238ed0934/vision/classification/mobilenet/model/mobilenetv2-7.onnx"

[lhutton1]

Thanks for the continued effort on this @jhong92-pro! And thanks for the reviews @leandron