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serengil / deepface

A Lightweight Face Recognition and Facial Attribute Analysis (Age, Gender, Emotion and Race) Library for Python
https://www.youtube.com/watch?v=WnUVYQP4h44&list=PLsS_1RYmYQQFdWqxQggXHynP1rqaYXv_E&index=1
MIT License
11.82k stars 2.02k forks source link

The layer sequential_12 has never been called and thus has no defined input. #1341

Closed bitabaroutian closed 2 days ago

bitabaroutian commented 2 days ago

Before You Report a Bug, Please Confirm You Have Done The Following...

DeepFace's version

DeepFace Version: 0.0.93

Python version

3.10.12

Operating System

Google Colab

Dependencies

absl-py==1.4.0 accelerate==0.34.2 aiohappyeyeballs==2.4.0 aiohttp==3.10.5 aiosignal==1.3.1 alabaster==0.7.16 albucore==0.0.15 albumentations==1.4.14 altair==4.2.2 annotated-types==0.7.0 anyio==3.7.1 argon2-cffi==23.1.0 argon2-cffi-bindings==21.2.0 array_record==0.5.1 arviz==0.18.0 asn1crypto==1.5.1 astropy==6.1.3 astropy-iers-data==0.2024.9.12.13.29.57 astunparse==1.6.3 async-timeout==4.0.3 atpublic==4.1.0 attrs==24.2.0 audioread==3.0.1 autograd==1.7.0 babel==2.16.0 backcall==0.2.0 beautifulsoup4==4.12.3 bidict==0.23.1 bigframes==1.17.0 bigquery-magics==0.2.0 bleach==6.1.0 blinker==1.4 blis==0.7.11 blosc2==2.0.0 bokeh==3.4.3 bqplot==0.12.43 branca==0.7.2 build==1.2.2 CacheControl==0.14.0 cachetools==5.5.0 catalogue==2.0.10 certifi==2024.8.30 cffi==1.17.1 chardet==5.2.0 charset-normalizer==3.3.2 chex==0.1.86 clarabel==0.9.0 click==8.1.7 click-plugins==1.1.1 cligj==0.7.2 cloudpathlib==0.19.0 cloudpickle==2.2.1 cmake==3.30.3 cmdstanpy==1.2.4 colorcet==3.1.0 colorlover==0.3.0 colour==0.1.5 community==1.0.0b1 confection==0.1.5 cons==0.4.6 contextlib2==21.6.0 contourpy==1.3.0 cryptography==43.0.1 cuda-python==12.2.1 cudf-cu12 @ https://pypi.nvidia.com/cudf-cu12/cudf_cu12-24.4.1-cp310-cp310-manylinux_2_28_x86_64.whl#sha256=57366e7ef09dc63e0b389aff20df6c37d91e2790065861ee31a4720149f5b694 cufflinks==0.17.3 cupy-cuda12x==12.2.0 cvxopt==1.3.2 cvxpy==1.5.3 cycler==0.12.1 cymem==2.0.8 Cython==3.0.11 dask==2024.7.1 datascience==0.17.6 db-dtypes==1.3.0 dbus-python==1.2.18 debugpy==1.6.6 decorator==4.4.2 deepface==0.0.93 defusedxml==0.7.1 distributed==2024.7.1 distro==1.7.0 dlib==19.24.2 dm-tree==0.1.8 docstring_parser==0.16 docutils==0.18.1 dopamine_rl==4.0.9 duckdb==0.10.3 earthengine-api==1.0.0 easydict==1.13 ecos==2.0.14 editdistance==0.8.1 eerepr==0.0.4 einops==0.8.0 en-core-web-sm @ https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-3.7.1/en_core_web_sm-3.7.1-py3-none-any.whl#sha256=86cc141f63942d4b2c5fcee06630fd6f904788d2f0ab005cce45aadb8fb73889 entrypoints==0.4 et-xmlfile==1.1.0 etils==1.9.4 etuples==0.3.9 eval_type_backport==0.2.0 exceptiongroup==1.2.2 fastai==2.7.17 fastcore==1.7.5 fastdownload==0.0.7 fastjsonschema==2.20.0 fastprogress==1.0.3 fastrlock==0.8.2 filelock==3.16.0 fiona==1.10.0 fire==0.6.0 firebase-admin==6.5.0 Flask==2.2.5 Flask-Cors==5.0.0 flatbuffers==24.3.25 flax==0.8.4 folium==0.17.0 fonttools==4.53.1 frozendict==2.4.4 frozenlist==1.4.1 fsspec==2024.6.1 future==1.0.0 gast==0.6.0 gcsfs==2024.6.1 GDAL==3.6.4 gdown==5.1.0 geemap==0.34.1 gensim==4.3.3 geocoder==1.38.1 geographiclib==2.0 geopandas==0.14.4 geopy==2.4.1 gin-config==0.5.0 glob2==0.7 google==2.0.3 google-ai-generativelanguage==0.6.6 google-api-core==2.19.2 google-api-python-client==2.137.0 google-auth==2.27.0 google-auth-httplib2==0.2.0 google-auth-oauthlib==1.2.1 google-cloud-aiplatform==1.66.0 google-cloud-bigquery==3.25.0 google-cloud-bigquery-connection==1.15.5 google-cloud-bigquery-storage==2.26.0 google-cloud-bigtable==2.26.0 google-cloud-core==2.4.1 google-cloud-datastore==2.19.0 google-cloud-firestore==2.16.1 google-cloud-functions==1.16.5 google-cloud-iam==2.15.2 google-cloud-language==2.13.4 google-cloud-pubsub==2.23.1 google-cloud-resource-manager==1.12.5 google-cloud-storage==2.8.0 google-cloud-translate==3.15.5 google-colab @ file:///colabtools/dist/google_colab-1.0.0.tar.gz#sha256=3ae140b7c17cb78fed58b8ec614c70d9adcf9296188756a7d128b02ebb31d0fd google-crc32c==1.6.0 google-generativeai==0.7.2 google-pasta==0.2.0 google-resumable-media==2.7.2 googleapis-common-protos==1.65.0 googledrivedownloader==0.4 graphviz==0.20.3 greenlet==3.1.0 grpc-google-iam-v1==0.13.1 grpcio==1.64.1 grpcio-status==1.48.2 gspread==6.0.2 gspread-dataframe==3.3.1 gunicorn==23.0.0 gym==0.25.2 gym-notices==0.0.8 h5netcdf==1.3.0 h5py==3.11.0 holidays==0.56 holoviews==1.18.3 html5lib==1.1 httpimport==1.3.1 httplib2==0.22.0 huggingface-hub==0.24.7 humanize==4.10.0 hyperopt==0.2.7 ibis-framework==8.0.0 idna==3.8 imageio==2.34.2 imageio-ffmpeg==0.5.1 imagesize==1.4.1 imbalanced-learn==0.12.3 imgaug==0.4.0 immutabledict==4.2.0 importlib_metadata==8.5.0 importlib_resources==6.4.5 imutils==0.5.4 inflect==7.3.1 iniconfig==2.0.0 intel-cmplr-lib-ur==2024.2.1 intel-openmp==2024.2.1 ipyevents==2.0.2 ipyfilechooser==0.6.0 ipykernel==5.5.6 ipyleaflet==0.18.2 ipyparallel==8.8.0 ipython==7.34.0 ipython-genutils==0.2.0 ipython-sql==0.5.0 ipytree==0.2.2 ipywidgets==7.7.1 itsdangerous==2.2.0 jax==0.4.26 jaxlib @ https://storage.googleapis.com/jax-releases/cuda12/jaxlib-0.4.26+cuda12.cudnn89-cp310-cp310-manylinux2014_x86_64.whl#sha256=813cf1fe3e7ca4dbf5327d6e7b4fc8521e92d8bba073ee645ae0d5d036a25750 jeepney==0.7.1 jellyfish==1.1.0 jieba==0.42.1 Jinja2==3.1.4 joblib==1.4.2 jsonpickle==3.3.0 jsonschema==4.23.0 jsonschema-specifications==2023.12.1 jupyter-client==6.1.12 jupyter-console==6.1.0 jupyter-server==1.24.0 jupyter_core==5.7.2 jupyterlab_pygments==0.3.0 jupyterlab_widgets==3.0.13 kaggle==1.6.17 kagglehub==0.2.9 keras==3.4.1 keyring==23.5.0 kiwisolver==1.4.7 langcodes==3.4.0 language_data==1.2.0 launchpadlib==1.10.16 lazr.restfulclient==0.14.4 lazr.uri==1.0.6 lazy_loader==0.4 libclang==18.1.1 librosa==0.10.2.post1 lightgbm==4.4.0 linkify-it-py==2.0.3 llvmlite==0.43.0 locket==1.0.0 logical-unification==0.4.6 lxml==4.9.4 malloy==2024.1091 marisa-trie==1.2.0 Markdown==3.7 markdown-it-py==3.0.0 MarkupSafe==2.1.5 matplotlib==3.7.1 matplotlib-inline==0.1.7 matplotlib-venn==0.11.10 mdit-py-plugins==0.4.2 mdurl==0.1.2 miniKanren==1.0.3 missingno==0.5.2 mistune==0.8.4 mizani==0.9.3 mkl==2024.2.1 ml-dtypes==0.4.0 mlxtend==0.23.1 more-itertools==10.3.0 moviepy==1.0.3 mpmath==1.3.0 msgpack==1.0.8 mtcnn==0.1.1 multidict==6.1.0 multipledispatch==1.0.0 multitasking==0.0.11 murmurhash==1.0.10 music21==9.1.0 namex==0.0.8 natsort==8.4.0 nbclassic==1.1.0 nbclient==0.10.0 nbconvert==6.5.4 nbformat==5.10.4 nest-asyncio==1.6.0 networkx==3.3 nibabel==5.0.1 nltk==3.8.1 notebook==6.5.5 notebook_shim==0.2.4 numba==0.60.0 numexpr==2.10.1 numpy==1.26.4 nvidia-nccl-cu12==2.23.4 nvtx==0.2.10 oauth2client==4.1.3 oauthlib==3.2.2 opencv-contrib-python==4.10.0.84 opencv-python==4.10.0.84 opencv-python-headless==4.10.0.84 openpyxl==3.1.5 opt-einsum==3.3.0 optax==0.2.2 optree==0.12.1 orbax-checkpoint==0.6.3 osqp==0.6.7.post0 packaging==24.1 pandas==2.1.4 pandas-datareader==0.10.0 pandas-gbq==0.23.1 pandas-stubs==2.1.4.231227 pandocfilters==1.5.1 panel==1.4.5 param==2.1.1 parso==0.8.4 parsy==2.1 partd==1.4.2 pathlib==1.0.1 patsy==0.5.6 peewee==3.17.6 pexpect==4.9.0 pickleshare==0.7.5 Pillow==9.4.0 pip-tools==7.4.1 platformdirs==4.3.2 plotly==5.15.0 plotnine==0.12.4 pluggy==1.5.0 polars==0.20.2 pooch==1.8.2 portpicker==1.5.2 prefetch_generator==1.0.3 preshed==3.0.9 prettytable==3.11.0 proglog==0.1.10 progressbar2==4.2.0 prometheus_client==0.20.0 promise==2.3 prompt_toolkit==3.0.47 prophet==1.1.5 proto-plus==1.24.0 protobuf==3.20.3 psutil==5.9.5 psycopg2==2.9.9 ptyprocess==0.7.0 py-cpuinfo==9.0.0 py4j==0.10.9.7 pyarrow==14.0.2 pyarrow-hotfix==0.6 pyasn1==0.6.1 pyasn1_modules==0.4.1 pycocotools==2.0.8 pycparser==2.22 pydantic==2.9.1 pydantic_core==2.23.3 pydata-google-auth==1.8.2 pydot==1.4.2 pydot-ng==2.0.0 pydotplus==2.0.2 PyDrive==1.3.1 PyDrive2==1.6.3 pyerfa==2.0.1.4 pygame==2.6.0 Pygments==2.16.1 PyGObject==3.42.1 PyJWT==2.9.0 pymc==5.10.4 pymystem3==0.2.0 pynvjitlink-cu12==0.3.0 PyOpenGL==3.1.7 pyOpenSSL==24.2.1 pyparsing==3.1.4 pyperclip==1.9.0 pyproj==3.6.1 pyproject_hooks==1.1.0 pyshp==2.3.1 PySocks==1.7.1 pytensor==2.18.6 pytest==7.4.4 python-apt==2.4.0 python-box==7.2.0 python-dateutil==2.8.2 python-louvain==0.16 python-slugify==8.0.4 python-utils==3.8.2 pytz==2024.2 pyviz_comms==3.0.3 PyYAML==6.0.2 pyzmq==24.0.1 qdldl==0.1.7.post4 ratelim==0.1.6 referencing==0.35.1 regex==2024.5.15 requests==2.32.3 requests-oauthlib==1.3.1 requirements-parser==0.9.0 retina-face==0.0.17 rich==13.8.1 rmm-cu12==24.4.0 rpds-py==0.20.0 rpy2==3.4.2 rsa==4.9 safetensors==0.4.5 scikit-image==0.23.2 scikit-learn==1.3.2 scipy==1.13.1 scooby==0.10.0 scs==3.2.7 seaborn==0.13.1 SecretStorage==3.3.1 Send2Trash==1.8.3 sentencepiece==0.1.99 shapely==2.0.6 shellingham==1.5.4 simple-parsing==0.1.6 six==1.16.0 sklearn-pandas==2.2.0 smart-open==7.0.4 sniffio==1.3.1 snowballstemmer==2.2.0 snowflake-connector-python==3.12.2 sortedcontainers==2.4.0 soundfile==0.12.1 soupsieve==2.6 soxr==0.5.0.post1 spacy==3.7.6 spacy-legacy==3.0.12 spacy-loggers==1.0.5 Sphinx==5.0.2 sphinxcontrib-applehelp==2.0.0 sphinxcontrib-devhelp==2.0.0 sphinxcontrib-htmlhelp==2.1.0 sphinxcontrib-jsmath==1.0.1 sphinxcontrib-qthelp==2.0.0 sphinxcontrib-serializinghtml==2.0.0 SQLAlchemy==2.0.34 sqlglot==20.11.0 sqlparse==0.5.1 srsly==2.4.8 stanio==0.5.1 statsmodels==0.14.2 StrEnum==0.4.15 sympy==1.13.2 tables==3.8.0 tabulate==0.9.0 tbb==2021.13.1 tblib==3.0.0 tenacity==9.0.0 tensorboard==2.17.0 tensorboard-data-server==0.7.2 tensorflow==2.17.0 tensorflow-datasets==4.9.6 tensorflow-hub==0.16.1 tensorflow-io-gcs-filesystem==0.37.1 tensorflow-metadata==1.15.0 tensorflow-probability==0.24.0 tensorstore==0.1.65 termcolor==2.4.0 terminado==0.18.1 text-unidecode==1.3 textblob==0.17.1 tf-slim==1.1.0 tf_keras==2.17.0 thinc==8.2.5 threadpoolctl==3.5.0 tifffile==2024.8.30 tinycss2==1.3.0 tokenizers==0.19.1 toml==0.10.2 tomli==2.0.1 tomlkit==0.13.2 toolz==0.12.1 torch @ https://download.pytorch.org/whl/cu121_full/torch-2.4.0%2Bcu121-cp310-cp310-linux_x86_64.whl#sha256=6f3aabcec8b7728943d22bec2d8017b1bd2d69cd903eefb7dd3a373e4f779c40 torchaudio @ https://download.pytorch.org/whl/cu121_full/torchaudio-2.4.0%2Bcu121-cp310-cp310-linux_x86_64.whl#sha256=8bc4c22a701f4567a15cc98ff48c392147583b9ec4157d147025f297bf305acc torchsummary==1.5.1 torchvision @ https://download.pytorch.org/whl/cu121_full/torchvision-0.19.0%2Bcu121-cp310-cp310-linux_x86_64.whl#sha256=53c7ee4a98c8464ec964a6ab3804f5925b19bac698ef728f148bffebe27a9081 tornado==6.3.3 tqdm==4.66.5 traitlets==5.7.1 traittypes==0.2.1 transformers==4.44.2 tweepy==4.14.0 typeguard==4.3.0 typer==0.12.5 types-pytz==2024.1.0.20240417 types-setuptools==74.1.0.20240907 typing_extensions==4.12.2 tzdata==2024.1 tzlocal==5.2 uc-micro-py==1.0.3 uritemplate==4.1.1 urllib3==2.0.7 vega-datasets==0.9.0 wadllib==1.3.6 wasabi==1.1.3 wcwidth==0.2.13 weasel==0.4.1 webcolors==24.8.0 webencodings==0.5.1 websocket-client==1.8.0 Werkzeug==3.0.4 widgetsnbextension==3.6.9 wordcloud==1.9.3 wrapt==1.16.0 xarray==2024.6.0 xarray-einstats==0.7.0 xgboost==2.1.1 xlrd==2.0.1 xyzservices==2024.9.0 yarl==1.11.1 yellowbrick==1.5 yfinance==0.2.43 zict==3.0.0 zipp==3.20.1

Reproducible example

# Function to predict race
def predict_race(image):
    image = Image.fromarray(image)  # Convert numpy array to PIL Image
    image = image.resize((224, 224))  # Resize to the model's input size
    image = np.array(image)  # Convert back to numpy array
    image = np.expand_dims(image, axis=0)  # Add batch dimension
    race_client = RaceClient()
    prediction = race_client.predict(image)
    predicted_race_index = np.argmax(prediction)
    predicted_race = labels[predicted_race_index]
    return predicted_race

# Predict race for the enhanced face image
race_prediction = predict_race(face_image)
print("Race prediction for the  face image:", race_prediction)

Relevant Log Output

No response

Expected Result

No response

What happened instead?

No response

Additional Info

No response

serengil commented 2 days ago

duplicated - https://github.com/serengil/deepface/issues/1331