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dm_nfnet_f4_Opset16

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dm_nfnet_f4_Opset16
File size: 5,114 Bytes 
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author: timm
builds:
  x86_ort:
    all_build_stages:
    - export_pytorch
    - set_success
    benchmark_status: successful
    completed_build_stages:
      export_pytorch: 80.43332695960999
      set_success: 0.04180097579956055
    device_type: x86
    iterations: 100
    onnx_file: /home/azureuser/.cache/turnkey/dm_nfnet_f4_timm_afea5fd6/onnx/dm_nfnet_f4_timm_afea5fd6-op16-base.onnx
    runtime: ort
builtin_model_script: https://github.com/onnx/turnkeyml/blob/main/models/timm/dm_nfnet_f4.py
class: NormFreeNet
hash: 3f19f674
model_name: dm_nfnet_f4
onnx_input_dimensions:
  x:
  - 1
  - 3
  - 384
  - 384
onnx_model_information:
  ir_version: 8
  opset: 16
  size on disk (KiB): 2031044.3008
onnx_ops_counter:
  Add: 324
  AveragePool: 3
  BatchNormalization: 249
  Cast: 46
  Ceil: 10
  Clip: 10
  Concat: 15
  Constant: 1570
  ConstantOfShape: 5
  Conv: 369
  Div: 262
  Erf: 244
  Flatten: 1
  Gather: 13
  Gemm: 1
  GlobalAveragePool: 1
  Identity: 230
  Mul: 1291
  Pad: 5
  ReduceMean: 807
  Relu: 60
  Reshape: 259
  Shape: 13
  Sigmoid: 60
  Slice: 5
  Sub: 284
  Transpose: 5
  Unsqueeze: 40
parameters: 316069172
system_info:
  Memory Info: 62.79 GB
  OEM System: Virtual Machine
  OS Version: Linux-5.15.0-1051-azure-x86_64-with-glibc2.17
  Processor: Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz
  Python Packages:
  - gitpython==3.1.40
  - jinja2==3.1.2
  - markdown==3.5.1
  - markupsafe==2.1.3
  - pillow==10.1.0
  - pynacl==1.5.0
  - pyyaml==6.0.1
  - pygments==2.16.1
  - absl-py==2.0.0
  - aiohttp==3.8.6
  - aiosignal==1.3.1
  - altair==5.1.2
  - appdirs==1.4.4
  - async-timeout==4.0.3
  - attrs==23.1.0
  - backports.zoneinfo==0.2.1
  - bcrypt==4.0.1
  - blinker==1.7.0
  - boto3==1.28.77
  - botocore==1.31.77
  - cachetools==5.3.2
  - certifi==2023.7.22
  - cffi==1.16.0
  - charset-normalizer==3.3.2
  - click==8.1.7
  - coloredlogs==15.0.1
  - cryptography==41.0.5
  - datasets==2.14.6
  - diffusers==0.12.0
  - dill==0.3.7
  - docker-pycreds==0.4.0
  - fasteners==0.19
  - filelock==3.13.1
  - flatbuffers==23.5.26
  - frozenlist==1.4.0
  - fsspec==2023.10.0
  - fvcore==0.1.5.post20221221
  - gitdb==4.0.11
  - google-auth==2.23.4
  - google-auth-oauthlib==1.0.0
  - grpcio==1.59.2
  - huggingface-hub==0.17.3
  - humanfriendly==10.0
  - hummingbird-ml==0.4.4
  - idna==3.4
  - importlib-metadata==6.8.0
  - importlib-resources==6.1.0
  - invoke==2.2.0
  - iopath==0.1.10
  - jmespath==1.0.1
  - joblib==1.3.2
  - jsonschema==4.19.2
  - jsonschema-specifications==2023.7.1
  - lightgbm==3.3.5
  - markdown-it-py==3.0.0
  - mdurl==0.1.2
  - mpmath==1.3.0
  - multidict==6.0.4
  - multiprocess==0.70.15
  - networkx==3.1
  - nltk==3.8.1
  - numpy==1.24.4
  - nvidia-cublas-cu12==12.1.3.1
  - nvidia-cuda-cupti-cu12==12.1.105
  - nvidia-cuda-nvrtc-cu12==12.1.105
  - nvidia-cuda-runtime-cu12==12.1.105
  - nvidia-cudnn-cu12==8.9.2.26
  - nvidia-cufft-cu12==11.0.2.54
  - nvidia-curand-cu12==10.3.2.106
  - nvidia-cusolver-cu12==11.4.5.107
  - nvidia-cusparse-cu12==12.1.0.106
  - nvidia-nccl-cu12==2.18.1
  - nvidia-nvjitlink-cu12==12.3.52
  - nvidia-nvtx-cu12==12.1.105
  - oauthlib==3.2.2
  - onnx==1.15.0
  - onnxconverter-common==1.14.0
  - onnxmltools==1.10.0
  - onnxruntime==1.15.1
  - packaging==23.2
  - pandas==2.0.3
  - paramiko==2.11.0
  - pathtools==0.1.2
  - pip==23.3
  - pkgutil-resolve-name==1.3.10
  - portalocker==2.8.2
  - protobuf==3.20.2
  - psutil==5.9.6
  - pyarrow==14.0.0
  - pyasn1==0.5.0
  - pyasn1-modules==0.3.0
  - pycparser==2.21
  - pydeck==0.8.1b0
  - pyparsing==3.1.1
  - python-dateutil==2.8.2
  - pytorch-pretrained-biggan==0.1.1
  - pytz==2023.3.post1
  - referencing==0.30.2
  - regex==2023.10.3
  - requests==2.31.0
  - requests-oauthlib==1.3.1
  - rich==13.6.0
  - rjieba==0.1.11
  - roformer==0.4.3
  - rpds-py==0.10.6
  - rsa==4.9
  - s3transfer==0.7.0
  - safetensors==0.4.0
  - scikit-learn==1.1.1
  - scipy==1.10.1
  - sentence-transformers==2.2.2
  - sentencepiece==0.1.99
  - sentry-sdk==1.34.0
  - seqeval==1.2.2
  - setproctitle==1.3.3
  - setuptools==68.0.0
  - simpletransformers==0.64.3
  - six==1.16.0
  - skl2onnx==1.15.0
  - smmap==5.0.1
  - streamlit==1.28.1
  - sympy==1.12
  - tabulate==0.9.0
  - tenacity==8.2.3
  - tensorboard==2.14.0
  - tensorboard-data-server==0.7.2
  - termcolor==2.3.0
  - threadpoolctl==3.2.0
  - timm==0.9.8
  - tokenizers==0.14.1
  - toml==0.10.2
  - toolz==0.12.0
  - torch==2.1.0
  - torch-geometric==2.4.0
  - torchaudio==2.1.0
  - torchvision==0.16.0
  - tornado==6.3.3
  - tqdm==4.66.1
  - transformers==4.35.0
  - triton==2.1.0
  - turnkeyml==0.2.0
  - typeguard==4.1.5
  - typing-extensions==4.8.0
  - tzdata==2023.3
  - tzlocal==5.2
  - urllib3==1.26.18
  - validators==0.22.0
  - wandb==0.15.12
  - watchdog==3.0.0
  - werkzeug==3.0.1
  - wheel==0.41.2
  - xgboost==1.6.1
  - xxhash==3.4.1
  - yacs==0.1.8
  - yarl==1.9.2
  - zipp==3.17.0
task: Computer_Vision