priya-dwivedi / face_and_emotion_detection Goto Github PK

I am trying Transfer Learning on the model you have created and it gives me error "WARNING:tensorflow:Error in loading the saved optimizer state. As a result, your model is starting with a freshly initialized optimizer". On finding out more about this error I found that it is due to different keras versions. so please upload the requirement.txt.

MacBook-Pro:face_and_emotion_detection-master adpk$ sudo pip install face_recognition
Password:
Collecting face_recognition
Downloading https://files.pythonhosted.org/packages/3f/ed/ad9a28042f373d4633fc8b49109b623597d6f193d3bbbef7780a5ee8eef2/face_recognition-1.2.3-py2.py3-none-any.whl
Requirement already satisfied: numpy in /opt/local/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from face_recognition) (1.17.0)
Collecting face-recognition-models>=0.3.0 (from face_recognition)
Downloading https://files.pythonhosted.org/packages/cf/3b/4fd8c534f6c0d1b80ce0973d01331525538045084c73c153ee6df20224cf/face_recognition_models-0.3.0.tar.gz (100.1MB)
|████████████████████████████████| 100.2MB 8.2MB/s
Collecting dlib>=19.7 (from face_recognition)
Downloading https://files.pythonhosted.org/packages/05/57/e8a8caa3c89a27f80bc78da39c423e2553f482a3705adc619176a3a24b36/dlib-19.17.0.tar.gz (3.4MB)
|████████████████████████████████| 3.4MB 1.4MB/s
Collecting Pillow (from face_recognition)
Downloading https://files.pythonhosted.org/packages/8f/f3/c6d351d7e582e4f2ef4343c9be1f0472cb249fb69695e68631e337f4b6e9/Pillow-6.1.0-cp37-cp37m-macosx_10_6_intel.macosx_10_9_intel.macosx_10_9_x86_64.macosx_10_10_intel.macosx_10_10_x86_64.whl (3.8MB)
|████████████████████████████████| 3.9MB 17.8MB/s
Collecting Click>=6.0 (from face_recognition)
Downloading https://files.pythonhosted.org/packages/fa/37/45185cb5abbc30d7257104c434fe0b07e5a195a6847506c074527aa599ec/Click-7.0-py2.py3-none-any.whl (81kB)
|████████████████████████████████| 81kB 17.6MB/s
Building wheels for collected packages: face-recognition-models, dlib
Building wheel for face-recognition-models (setup.py) ... done
Created wheel for face-recognition-models: filename=face_recognition_models-0.3.0-py2.py3-none-any.whl size=100566174 sha256=90d897fd2c17c83528d2131fc65c650fbb6325faf9d0093676857dafc57cc7ff
Stored in directory: /Users/adpk/Library/Caches/pip/wheels/d2/99/18/59c6c8f01e39810415c0e63f5bede7d83dfb0ffc039865465f
Building wheel for dlib (setup.py) ... error
ERROR: Command errored out with exit status 1:
command: /opt/local/Library/Frameworks/Python.framework/Versions/3.7/bin/python3.7 -u -c 'import sys, setuptools, tokenize; sys.argv[0] = '"'"'/private/tmp/pip-install-e0kf8tku/dlib/setup.py'"'"'; file='"'"'/private/tmp/pip-install-e0kf8tku/dlib/setup.py'"'"';f=getattr(tokenize, '"'"'open'"'"', open)(file);code=f.read().replace('"'"'\r\n'"'"', '"'"'\n'"'"');f.close();exec(compile(code, file, '"'"'exec'"'"'))' bdist_wheel -d /private/tmp/pip-wheel-lksnh5qt --python-tag cp37
cwd: /private/tmp/pip-install-e0kf8tku/dlib/
Complete output (53 lines):
running bdist_wheel
running build
running build_py
package init file 'dlib/init.py' not found (or not a regular file)
running build_ext
Traceback (most recent call last):
File "/private/tmp/pip-install-e0kf8tku/dlib/setup.py", line 120, in get_cmake_version
out = subprocess.check_output(['cmake', '--version'])
File "/opt/local/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/subprocess.py", line 395, in check_output
**kwargs).stdout
File "/opt/local/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/subprocess.py", line 472, in run
with Popen(*popenargs, **kwargs) as process:
File "/opt/local/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/subprocess.py", line 775, in init
restore_signals, start_new_session)
File "/opt/local/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/subprocess.py", line 1522, in _execute_child
raise child_exception_type(errno_num, err_msg, err_filename)
FileNotFoundError: [Errno 2] No such file or directory: 'cmake': 'cmake'

During handling of the above exception, another exception occurred:

Traceback (most recent call last):
File "", line 1, in
File "/private/tmp/pip-install-e0kf8tku/dlib/setup.py", line 261, in
'Topic :: Software Development',
File "/opt/local/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/setuptools/init.py", line 145, in setup
return distutils.core.setup(attrs)
File "/opt/local/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/distutils/core.py", line 148, in setup
dist.run_commands()
File "/opt/local/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/distutils/dist.py", line 966, in run_commands
self.run_command(cmd)
File "/opt/local/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/distutils/dist.py", line 985, in run_command
cmd_obj.run()
File "/opt/local/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/wheel/bdist_wheel.py", line 192, in run
self.run_command('build')
File "/opt/local/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/distutils/cmd.py", line 313, in run_command
self.distribution.run_command(command)
File "/opt/local/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/distutils/dist.py", line 985, in run_command
cmd_obj.run()
File "/opt/local/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/distutils/command/build.py", line 135, in run
self.run_command(cmd_name)
File "/opt/local/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/distutils/cmd.py", line 313, in run_command
self.distribution.run_command(command)
File "/opt/local/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/distutils/dist.py", line 985, in run_command
cmd_obj.run()
File "/private/tmp/pip-install-e0kf8tku/dlib/setup.py", line 129, in run
cmake_version = self.get_cmake_version()
File "/private/tmp/pip-install-e0kf8tku/dlib/setup.py", line 125, in get_cmake_version
"\n*****************************************************************\n")
RuntimeError:

CMake must be installed to build the following extensions: dlib

ERROR: Failed building wheel for dlib
Running setup.py clean for dlib
Successfully built face-recognition-models
Failed to build dlib
Installing collected packages: face-recognition-models, dlib, Pillow, Click, face-recognition
Running setup.py install for dlib ... error
ERROR: Command errored out with exit status 1:
command: /opt/local/Library/Frameworks/Python.framework/Versions/3.7/bin/python3.7 -u -c 'import sys, setuptools, tokenize; sys.argv[0] = '"'"'/private/tmp/pip-install-e0kf8tku/dlib/setup.py'"'"'; file='"'"'/private/tmp/pip-install-e0kf8tku/dlib/setup.py'"'"';f=getattr(tokenize, '"'"'open'"'"', open)(file);code=f.read().replace('"'"'\r\n'"'"', '"'"'\n'"'"');f.close();exec(compile(code, file, '"'"'exec'"'"'))' install --record /private/tmp/pip-record-ymice7br/install-record.txt --single-version-externally-managed --compile
cwd: /private/tmp/pip-install-e0kf8tku/dlib/
Complete output (55 lines):
running install
running build
running build_py
package init file 'dlib/init.py' not found (or not a regular file)
running build_ext
Traceback (most recent call last):
File "/private/tmp/pip-install-e0kf8tku/dlib/setup.py", line 120, in get_cmake_version
out = subprocess.check_output(['cmake', '--version'])
File "/opt/local/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/subprocess.py", line 395, in check_output
**kwargs).stdout
File "/opt/local/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/subprocess.py", line 472, in run
with Popen(*popenargs, **kwargs) as process:
File "/opt/local/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/subprocess.py", line 775, in init
restore_signals, start_new_session)
File "/opt/local/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/subprocess.py", line 1522, in _execute_child
raise child_exception_type(errno_num, err_msg, err_filename)
FileNotFoundError: [Errno 2] No such file or directory: 'cmake': 'cmake'

During handling of the above exception, another exception occurred:

Traceback (most recent call last):
  File "<string>", line 1, in <module>
  File "/private/tmp/pip-install-e0kf8tku/dlib/setup.py", line 261, in <module>
    'Topic :: Software Development',
  File "/opt/local/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/setuptools/__init__.py", line 145, in setup
    return distutils.core.setup(**attrs)
  File "/opt/local/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/distutils/core.py", line 148, in setup
    dist.run_commands()
  File "/opt/local/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/distutils/dist.py", line 966, in run_commands
    self.run_command(cmd)
  File "/opt/local/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/distutils/dist.py", line 985, in run_command
    cmd_obj.run()
  File "/opt/local/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/setuptools/command/install.py", line 61, in run
    return orig.install.run(self)
  File "/opt/local/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/distutils/command/install.py", line 545, in run
    self.run_command('build')
  File "/opt/local/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/distutils/cmd.py", line 313, in run_command
    self.distribution.run_command(command)
  File "/opt/local/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/distutils/dist.py", line 985, in run_command
    cmd_obj.run()
  File "/opt/local/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/distutils/command/build.py", line 135, in run
    self.run_command(cmd_name)
  File "/opt/local/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/distutils/cmd.py", line 313, in run_command
    self.distribution.run_command(command)
  File "/opt/local/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/distutils/dist.py", line 985, in run_command
    cmd_obj.run()
  File "/private/tmp/pip-install-e0kf8tku/dlib/setup.py", line 129, in run
    cmake_version = self.get_cmake_version()
  File "/private/tmp/pip-install-e0kf8tku/dlib/setup.py", line 125, in get_cmake_version
    "\n*******************************************************************\n")
RuntimeError:
*******************************************************************
 CMake must be installed to build the following extensions: dlib
*******************************************************************

----------------------------------------

ERROR: Command errored out with exit status 1: /opt/local/Library/Frameworks/Python.framework/Versions/3.7/bin/python3.7 -u -c 'import sys, setuptools, tokenize; sys.argv[0] = '"'"'/private/tmp/pip-install-e0kf8tku/dlib/setup.py'"'"'; file='"'"'/private/tmp/pip-install-e0kf8tku/dlib/setup.py'"'"';f=getattr(tokenize, '"'"'open'"'"', open)(file);code=f.read().replace('"'"'\r\n'"'"', '"'"'\n'"'"');f.close();exec(compile(code, file, '"'"'exec'"'"'))' install --record /private/tmp/pip-record-ymice7br/install-record.txt --single-version-externally-managed --compile Check the logs for full command output.

/usr/local/lib/python3.7/dist-packages/tensorflow/python/framework/func_graph.py in autograph_handler(*args, **kwargs)
1145 except Exception as e: # pylint:disable=broad-except
1146 if hasattr(e, "ag_error_metadata"):
-> 1147 raise e.ag_error_metadata.to_exception(e)
1148 else:
1149 raise

ValueError: in user code:

File "/usr/local/lib/python3.7/dist-packages/keras/engine/training.py", line 1801, in predict_function  *
    return step_function(self, iterator)
File "/usr/local/lib/python3.7/dist-packages/keras/engine/training.py", line 1790, in step_function  **
    outputs = model.distribute_strategy.run(run_step, args=(data,))
File "/usr/local/lib/python3.7/dist-packages/keras/engine/training.py", line 1783, in run_step  **
    outputs = model.predict_step(data)
File "/usr/local/lib/python3.7/dist-packages/keras/engine/training.py", line 1751, in predict_step
    return self(x, training=False)
File "/usr/local/lib/python3.7/dist-packages/keras/utils/traceback_utils.py", line 67, in error_handler
    raise e.with_traceback(filtered_tb) from None
File "/usr/local/lib/python3.7/dist-packages/keras/engine/input_spec.py", line 264, in assert_input_compatibility
    raise ValueError(f'Input {input_index} of layer "{layer_name}" is '

ValueError: Input 0 of layer "sequential_11" is incompatible with the layer: expected shape=(None, 48, 48, 1), found shape=(None, 1296, 3)

Shouldn't we normalize image data before inference?
It seems in facial_detection_recog_emotion.ipynb In [23] we are feeding uin8 grayscale data into the network whereas the network was trained for float [0:1] normalized data.

hi,Mr . I wonder what is the accuracy of the model.

What is the accuracy of the pretrained model?

Hi dear Priya
At first, thank you for your very good program. Then, could you please tell me if you published any article for this code? I want to use of your program and article and for citation I need this.
Regards