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* Refactoring 12 05 2023 (#37) (#38)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Dev (#42)

* Refactoring 12 05 2023 (#37)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Features/functional api (#41)

* update backbone function api for vgg16

* update room boundary part of the model

* complete prototype of dfp function api

* complete dfp func model

* test train on dfp func

* test convert2tflite and deploy

* update readme

* update app.py for func

* update jupyter notebook for subclass/func

* delete pdb

* update github workflow

* Dev (#51)

* Refactoring 12 05 2023 (#37)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Features/functional api (#41)

* update backbone function api for vgg16

* update room boundary part of the model

* complete prototype of dfp function api

* complete dfp func model

* test train on dfp func

* test convert2tflite and deploy

* update readme

* update app.py for func

* update jupyter notebook for subclass/func

* delete pdb

* update github workflow

* Features/model opt cluster prune (#44)

* Refactoring 12 05 2023 (#37) (#38) (#39)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Staging (#43)

* Refactoring 12 05 2023 (#37) (#38)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Dev (#42)

* Refactoring 12 05 2023 (#37)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Features/functional api (#41)

* update backbone function api for vgg16

* update room boundary part of the model

* complete prototype of dfp function api

* complete dfp func model

* test train on dfp func

* test convert2tflite and deploy

* update readme

* update app.py for func

* update jupyter notebook for subclass/func

* delete pdb

* update github workflow

* change tf model opt package version

* add a network graph of dfp func

* add pruning

* add weight clustering

* add quantization aware training but failed

* update

* add mobilenetv1 mobilenetv2 backbones

* update

* update experiments on size optimization

* Dev (#56)

* Refactoring 12 05 2023 (#37)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Features/functional api (#41)

* update backbone function api for vgg16

* update room boundary part of the model

* complete prototype of dfp function api

* complete dfp func model

* test train on dfp func

* test convert2tflite and deploy

* update readme

* update app.py for func

* update jupyter notebook for subclass/func

* delete pdb

* update github workflow

* Features/model opt cluster prune (#44)

* Refactoring 12 05 2023 (#37) (#38) (#39)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Staging (#43)

* Refactoring 12 05 2023 (#37) (#38)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Dev (#42)

* Refactoring 12 05 2023 (#37)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Features/functional api (#41)

* update backbone function api for vgg16

* update room boundary part of the model

* complete prototype of dfp function api

* complete dfp func model

* test train on dfp func

* test convert2tflite and deploy

* update readme

* update app.py for func

* update jupyter notebook for subclass/func

* delete pdb

* update github workflow

* change tf model opt package version

* add a network graph of dfp func

* add pruning

* add weight clustering

* add quantization aware training but failed

* update

* add mobilenetv1 mobilenetv2 backbones

* update

* update experiments on size optimization

* Refactor/18 05 2023 (#54)

* add backbone, feature names, feature channels options

* update

* update convert2tflite

* add toml file possible

* update training argparse options

* complete dfp.train

* test deploy and convert2tflite with toml file

* notebook new change with toml file

* update dockerfile

* fixing flask upload image route

* fixing flask upload image route

* update UPLOAD EXTENSIONS

* update links to toml files

* update readme for argparse

* Dev (#60)

* Refactoring 12 05 2023 (#37)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Features/functional api (#41)

* update backbone function api for vgg16

* update room boundary part of the model

* complete prototype of dfp function api

* complete dfp func model

* test train on dfp func

* test convert2tflite and deploy

* update readme

* update app.py for func

* update jupyter notebook for subclass/func

* delete pdb

* update github workflow

* Features/model opt cluster prune (#44)

* Refactoring 12 05 2023 (#37) (#38) (#39)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Staging (#43)

* Refactoring 12 05 2023 (#37) (#38)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Dev (#42)

* Refactoring 12 05 2023 (#37)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Features/functional api (#41)

* update backbone function api for vgg16

* update room boundary part of the model

* complete prototype of dfp function api

* complete dfp func model

* test train on dfp func

* test convert2tflite and deploy

* update readme

* update app.py for func

* update jupyter notebook for subclass/func

* delete pdb

* update github workflow

* change tf model opt package version

* add a network graph of dfp func

* add pruning

* add weight clustering

* add quantization aware training but failed

* update

* add mobilenetv1 mobilenetv2 backbones

* update

* update experiments on size optimization

* Refactor/18 05 2023 (#54)

* add backbone, feature names, feature channels options

* update

* update convert2tflite

* add toml file possible

* update training argparse options

* complete dfp.train

* test deploy and convert2tflite with toml file

* notebook new change with toml file

* update dockerfile

* fixing flask upload image route

* fixing flask upload image route

* update UPLOAD EXTENSIONS

* update links to toml files

* update readme for argparse

* Bugfix/tag release/20 05 2023 (#59)

* Staging (#52)

* Refactoring 12 05 2023 (#37) (#38)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Dev (#42)

* Refactoring 12 05 2023 (#37)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Features/functional api (#41)

* update backbone function api for vgg16

* update room boundary part of the model

* complete prototype of dfp function api

* complete dfp func model

* test train on dfp func

* test convert2tflite and deploy

* update readme

* update app.py for func

* update jupyter notebook for subclass/func

* delete pdb

* update github workflow

* Dev (#51)

* Refactoring 12 05 2023 (#37)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Features/functional api (#41)

* update backbone function api for vgg16

* update room boundary part of the model

* complete prototype of dfp function api

* complete dfp func model

* test train on dfp func

* test convert2tflite and deploy

* update readme

* update app.py for func

* update jupyter notebook for subclass/func

* delete pdb

* update github workflow

* Features/model opt cluster prune (#44)

* Refactoring 12 05 2023 (#37) (#38) (#39)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Staging (#43)

* Refactoring 12 05 2023 (#37) (#38)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Dev (#42)

* Refactoring 12 05 2023 (#37)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Features/functional api (#41)

* update backbone function api for vgg16

* update room boundary part of the model

* complete prototype of dfp function api

* complete dfp func model

* test train on dfp func

* test convert2tflite and deploy

* update readme

* update app.py for func

* update jupyter notebook for subclass/func

* delete pdb

* update github workflow

* change tf model opt package version

* add a network graph of dfp func

* add pruning

* add weight clustering

* add quantization aware training but failed

* update

* add mobilenetv1 mobilenetv2 backbones

* update

* update experiments on size optimization

* Staging (#57)

* Refactoring 12 05 2023 (#37) (#38)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Dev (#42)

* Refactoring 12 05 2023 (#37)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Features/functional api (#41)

* update backbone function api for vgg16

* update room boundary part of the model

* complete prototype of dfp function api

* complete dfp func model

* test train on dfp func

* test convert2tflite and deploy

* update readme

* update app.py for func

* update jupyter notebook for subclass/func

* delete pdb

* update github workflow

* Dev (#51)

* Refactoring 12 05 2023 (#37)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Features/functional api (#41)

* update backbone function api for vgg16

* update room boundary part of the model

* complete prototype of dfp function api

* complete dfp func model

* test train on dfp func

* test convert2tflite and deploy

* update readme

* update app.py for func

* update jupyter notebook for subclass/func

* delete pdb

* update github workflow

* Features/model opt cluster prune (#44)

* Refactoring 12 05 2023 (#37) (#38) (#39)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Staging (#43)

* Refactoring 12 05 2023 (#37) (#38)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Dev (#42)

* Refactoring 12 05 2023 (#37)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Features/functional api (#41)

* update backbone function api for vgg16

* update room boundary part of the model

* complete prototype of dfp function api

* complete dfp func model

* test train on dfp func

* test convert2tflite and deploy

* update readme

* update app.py for func

* update jupyter notebook for subclass/func

* delete pdb

* update github workflow

* change tf model opt package version

* add a network graph of dfp func

* add pruning

* add weight clustering

* add quantization aware training but failed

* update

* add mobilenetv1 mobilenetv2 backbones

* update

* update experiments on size optimization

* Dev (#56)

* Refactoring 12 05 2023 (#37)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Features/functional api (#41)

* update backbone function api for vgg16

* update room boundary part of the model

* complete prototype of dfp function api

* complete dfp func model

* test train on dfp func

* test convert2tflite and deploy

* update readme

* update app.py for func

* update jupyter notebook for subclass/func

* delete pdb

* update github workflow

* Features/model opt cluster prune (#44)

* Refactoring 12 05 2023 (#37) (#38) (#39)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Staging (#43)

* Refactoring 12 05 2023 (#37) (#38)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Dev (#42)

* Refactoring 12 05 2023 (#37)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Features/functional api (#41)

* update backbone function api for vgg16

* update room boundary part of the model

* complete prototype of dfp function api

* complete dfp func model

* test train on dfp func

* test convert2tflite and deploy

* update readme

* update app.py for func

* update jupyter notebook for subclass/func

* delete pdb

* update github workflow

* change tf model opt package version

* add a network graph of dfp func

* add pruning

* add weight clustering

* add quantization aware training but failed

* update

* add mobilenetv1 mobilenetv2 backbones

* update

* update experiments on size optimization

* Refactor/18 05 2023 (#54)

* add backbone, feature names, feature channels options

* update

* update convert2tflite

* add toml file possible

* update training argparse options

* complete dfp.train

* test deploy and convert2tflite with toml file

* notebook new change with toml file

* update dockerfile

* fixing flask upload image route

* fixing flask upload image route

* update UPLOAD EXTENSIONS

* update links to toml files

* update readme for argparse

* update

* update

* Delete image (#63)

* Refactoring 12 05 2023 (#37)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Features/functional api (#41)

* update backbone function api for vgg16

* update room boundary part of the model

* complete prototype of dfp function api

* complete dfp func model

* test train on dfp func

* test convert2tflite and deploy

* update readme

* update app.py for func

* update jupyter notebook for subclass/func

* delete pdb

* update github workflow

* Features/model opt cluster prune (#44)

* Refactoring 12 05 2023 (#37) (#38) (#39)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Staging (#43)

* Refactoring 12 05 2023 (#37) (#38)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Dev (#42)

* Refactoring 12 05 2023 (#37)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Features/functional api (#41)

* update backbone function api for vgg16

* update room boundary part of the model

* complete prototype of dfp function api

* complete dfp func model

* test train on dfp func

* test convert2tflite and deploy

* update readme

* update app.py for func

* update jupyter notebook for subclass/func

* delete pdb

* update github workflow

* change tf model opt package version

* add a network graph of dfp func

* add pruning

* add weight clustering

* add quantization aware training but failed

* update

* add mobilenetv1 mobilenetv2 backbones

* update

* update experiments on size optimization

* Refactor/18 05 2023 (#54)

* add backbone, feature names, feature channels options

* update

* update convert2tflite

* add toml file possible

* update training argparse options

* complete dfp.train

* test deploy and convert2tflite with toml file

* notebook new change with toml file

* update dockerfile

* fixing flask upload image route

* fixing flask upload image route

* update UPLOAD EXTENSIONS

* update links to toml files

* update readme for argparse

* Bugfix/tag release/20 05 2023 (#59)

* Staging (#52)

* Refactoring 12 05 2023 (#37) (#38)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Dev (#42)

* Refactoring 12 05 2023 (#37)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Features/functional api (#41)

* update backbone function api for vgg16

* update room boundary part of the model

* complete prototype of dfp function api

* complete dfp func model

* test train on dfp func

* test convert2tflite and deploy

* update readme

* update app.py for func

* update jupyter notebook for subclass/func

* delete pdb

* update github workflow

* Dev (#51)

* Refactoring 12 05 2023 (#37)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Features/functional api (#41)

* update backbone function api for vgg16

* update room boundary part of the model

* complete prototype of dfp function api

* complete dfp func model

* test train on dfp func

* test convert2tflite and deploy

* update readme

* update app.py for func

* update jupyter notebook for subclass/func

* delete pdb

* update github workflow

* Features/model opt cluster prune (#44)

* Refactoring 12 05 2023 (#37) (#38) (#39)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Staging (#43)

* Refactoring 12 05 2023 (#37) (#38)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Dev (#42)

* Refactoring 12 05 2023 (#37)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Features/functional api (#41)

* update backbone function api for vgg16

* update room boundary part of the model

* complete prototype of dfp function api

* complete dfp func model

* test train on dfp func

* test convert2tflite and deploy

* update readme

* update app.py for func

* update jupyter notebook for subclass/func

* delete pdb

* update github workflow

* change tf model opt package version

* add a network graph of dfp func

* add pruning

* add weight clustering

* add quantization aware training but failed

* update

* add mobilenetv1 mobilenetv2 backbones

* update

* update experiments on size optimization

* Staging (#57)

* Refactoring 12 05 2023 (#37) (#38)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Dev (#42)

* Refactoring 12 05 2023 (#37)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Features/functional api (#41)

* update backbone function api for vgg16

* update room boundary part of the model

* complete prototype of dfp function api

* complete dfp func model

* test train on dfp func

* test convert2tflite and deploy

* update readme

* update app.py for func

* update jupyter notebook for subclass/func

* delete pdb

* update github workflow

* Dev (#51)

* Refactoring 12 05 2023 (#37)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Features/functional api (#41)

* update backbone function api for vgg16

* update room boundary part of the model

* complete prototype of dfp function api

* complete dfp func model

* test train on dfp func

* test convert2tflite and deploy

* update readme

* update app.py for func

* update jupyter notebook for subclass/func

* delete pdb

* update github workflow

* Features/model opt cluster prune (#44)

* Refactoring 12 05 2023 (#37) (#38) (#39)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Staging (#43)

* Refactoring 12 05 2023 (#37) (#38)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Dev (#42)

* Refactoring 12 05 2023 (#37)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Features/functional api (#41)

* update backbone function api for vgg16

* update room boundary part of the model

* complete prototype of dfp function api

* complete dfp func model

* test train on dfp func

* test convert2tflite and deploy

* update readme

* update app.py for func

* update jupyter notebook for subclass/func

* delete pdb

* update github workflow

* change tf model opt package version

* add a network graph of dfp func

* add pruning

* add weight clustering

* add quantization aware training but failed

* update

* add mobilenetv1 mobilenetv2 backbones

* update

* update experiments on size optimization

* Dev (#56)

* Refactoring 12 05 2023 (#37)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Features/functional api (#41)

* update backbone function api for vgg16

* update room boundary part of the model

* complete prototype of dfp function api

* complete dfp func model

* test train on dfp func

* test convert2tflite and deploy

* update readme

* update app.py for func

* update jupyter notebook for subclass/func

* delete pdb

* update github workflow

* Features/model opt cluster prune (#44)

* Refactoring 12 05 2023 (#37) (#38) (#39)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Staging (#43)

* Refactoring 12 05 2023 (#37) (#38)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Dev (#42)

* Refactoring 12 05 2023 (#37)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Features/functional api (#41)

* update backbone function api for vgg16

* update room boundary part of the model

* complete prototype of dfp function api

* complete dfp func model

* test train on dfp func

* test convert2tflite and deploy

* update readme

* update app.py for func

* update jupyter notebook for subclass/func

* delete pdb

* update github workflow

* change tf model opt package version

* add a network graph of dfp func

* add pruning

* add weight clustering

* add quantization aware training but failed

* update

* add mobilenetv1 mobilenetv2 backbones

* update

* update experiments on size optimization

* Refactor/18 05 2023 (#54)

* add backbone, feature names, feature channels options

* update

* update convert2tflite

* add toml file possible

* update training argparse options

* complete dfp.train

* test deploy and convert2tflite with toml file

* notebook new change with toml file

* update dockerfile

* fixing flask upload image route

* fixing flask upload image route

* update UPLOAD EXTENSIONS

* update links to toml files

* update readme for argparse

* update

* update

* update release.yml

* Dev (#67)

* Refactoring 12 05 2023 (#37)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Features/functional api (#41)

* update backbone function api for vgg16

* update room boundary part of the model

* complete prototype of dfp function api

* complete dfp func model

* test train on dfp func

* test convert2tflite and deploy

* update readme

* update app.py for func

* update jupyter notebook for subclass/func

* delete pdb

* update github workflow

* Features/model opt cluster prune (#44)

* Refactoring 12 05 2023 (#37) (#38) (#39)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Staging (#43)

* Refactoring 12 05 2023 (#37) (#38)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Dev (#42)

* Refactoring 12 05 2023 (#37)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Features/functional api (#41)

* update backbone function api for vgg16

* update room boundary part of the model

* complete prototype of dfp function api

* complete dfp func model

* test train on dfp func

* test convert2tflite and deploy

* update readme

* update app.py for func

* update jupyter notebook for subclass/func

* delete pdb

* update github workflow

* change tf model opt package version

* add a network graph of dfp func

* add pruning

* add weight clustering

* add quantization aware training but failed

* update

* add mobilenetv1 mobilenetv2 backbones

* update

* update experiments on size optimization

* Refactor/18 05 2023 (#54)

* add backbone, feature names, feature channels options

* update

* update convert2tflite

* add toml file possible

* update training argparse options

* complete dfp.train

* test deploy and convert2tflite with toml file

* notebook new change with toml file

* update dockerfile

* fixing flask upload image route

* fixing flask upload image route

* update UPLOAD EXTENSIONS

* update links to toml files

* update readme for argparse

* Bugfix/tag release/20 05 2023 (#59)

* Staging (#52)

* Refactoring 12 05 2023 (#37) (#38)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Dev (#42)

* Refactoring 12 05 2023 (#37)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Features/functional api (#41)

* update backbone function api for vgg16

* update room boundary part of the model

* complete prototype of dfp function api

* complete dfp func model

* test train on dfp func

* test convert2tflite and deploy

* update readme

* update app.py for func

* update jupyter notebook for subclass/func

* delete pdb

* update github workflow

* Dev (#51)

* Refactoring 12 05 2023 (#37)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Features/functional api (#41)

* update backbone function api for vgg16

* update room boundary part of the model

* complete prototype of dfp function api

* complete dfp func model

* test train on dfp func

* test convert2tflite and deploy

* update readme

* update app.py for func

* update jupyter notebook for subclass/func

* delete pdb

* update github workflow

* Features/model opt cluster prune (#44)

* Refactoring 12 05 2023 (#37) (#38) (#39)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Staging (#43)

* Refactoring 12 05 2023 (#37) (#38)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Dev (#42)

* Refactoring 12 05 2023 (#37)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Features/functional api (#41)

* update backbone function api for vgg16

* update room boundary part of the model

* complete prototype of dfp function api

* complete dfp func model

* test train on dfp func

* test convert2tflite and deploy

* update readme

* update app.py for func

* update jupyter notebook for subclass/func

* delete pdb

* update github workflow

* change tf model opt package version

* add a network graph of dfp func

* add pruning

* add weight clustering

* add quantization aware training but failed

* update

* add mobilenetv1 mobilenetv2 backbones

* update

* update experiments on size optimization

* Staging (#57)

* Refactoring 12 05 2023 (#37) (#38)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Dev (#42)

* Refactoring 12 05 2023 (#37)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Features/functional api (#41)

* update backbone function api for vgg16

* update room boundary part of the model

* complete prototype of dfp function api

* complete dfp func model

* test train on dfp func

* test convert2tflite and deploy

* update readme

* update app.py for func

* update jupyter notebook for subclass/func

* delete pdb

* update github workflow

* Dev (#51)

* Refactoring 12 05 2023 (#37)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Features/functional api (#41)

* update backbone function api for vgg16

* update room boundary part of the model

* complete prototype of dfp function api

* complete dfp func model

* test train on dfp func

* test convert2tflite and deploy

* update readme

* update app.py for func

* update jupyter notebook for subclass/func

* delete pdb

* update github workflow

* Features/model opt cluster prune (#44)

* Refactoring 12 05 2023 (#37) (#38) (#39)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Staging (#43)

* Refactoring 12 05 2023 (#37) (#38)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Dev (#42)

* Refactoring 12 05 2023 (#37)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Features/functional api (#41)

* update backbone function api for vgg16

* update room boundary part of the model

* complete prototype of dfp function api

* complete dfp func model

* test train on dfp func

* test convert2tflite and deploy

* update readme

* update app.py for func

* update jupyter notebook for subclass/func

* delete pdb

* update github workflow

* change tf model opt package version

* add a network graph of dfp func

* add pruning

* add weight clustering

* add quantization aware training but failed

* update

* add mobilenetv1 mobilenetv2 backbones

* update

* update experiments on size optimization

* Dev (#56)

* Refactoring 12 05 2023 (#37)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Features/functional api (#41)

* update backbone function api for vgg16

* update room boundary part of the model

* complete prototype of dfp function api

* complete dfp func model

* test train on dfp func

* test convert2tflite and deploy

* update readme

* update app.py for func

* update jupyter notebook for subclass/func

* delete pdb

* update github workflow

* Features/model opt cluster prune (#44)

* Refactoring 12 05 2023 (#37) (#38) (#39)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Staging (#43)

* Refactoring 12 05 2023 (#37) (#38)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Dev (#42)

* Refactoring 12 05 2023 (#37)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Features/functional api (#41)

* update backbone function api for vgg16

* update room boundary part of the model

* complete prototype of dfp function api

* complete dfp func model

* test train on dfp func

* test convert2tflite and deploy

* update readme

* update app.py for func

* update jupyter notebook for subclass/func

* delete pdb

* update github workflow

* change tf model opt package version

* add a network graph of dfp func

* add pruning

* add weight clustering

* add quantization aware training but failed

* update

* add mobilenetv1 mobilenetv2 backbones

* update

* update experiments on size optimization

* Refactor/18 05 2023 (#54)

* add backbone, feature names, feature channels options

* update

* update convert2tflite

* add toml file possible

* update training argparse options

* complete dfp.train

* test deploy and convert2tflite with toml file

* notebook new change with toml file

* update dockerfile

* fixing flask upload image route

* fixing flask upload image route

* update UPLOAD EXTENSIONS

* update links to toml files

* update readme for argparse

* update

* update

* update release.yml

* skip pypi upload

* Update release.yml

* whitespace?

* Dev (#69)

* Refactoring 12 05 2023 (#37)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Features/functional api (#41)

* update backbone function api for vgg16

* update room boundary part of the model

* complete prototype of dfp function api

* complete dfp func model

* test train on dfp func

* test convert2tflite and deploy

* update readme

* update app.py for func

* update jupyter notebook for subclass/func

* delete pdb

* update github workflow

* Features/model opt cluster prune (#44)

* Refactoring 12 05 2023 (#37) (#38) (#39)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Staging (#43)

* Refactoring 12 05 2023 (#37) (#38)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Dev (#42)

* Refactoring 12 05 2023 (#37)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Features/functional api (#41)

* update backbone function api for vgg16

* update room boundary part of the model

* complete prototype of dfp function api

* complete dfp func model

* test train on dfp func

* test convert2tflite and deploy

* update readme

* update app.py for func

* update jupyter notebook for subclass/func

* delete pdb

* update github workflow

* change tf model opt package version

* add a network graph of dfp func

* add pruning

* add weight clustering

* add quantization aware training but failed

* update

* add mobilenetv1 mobilenetv2 backbones

* update

* update experiments on size optimization

* Refactor/18 05 2023 (#54)

* add backbone, feature names, feature channels options

* update

* update convert2tflite

* add toml file possible

* update training argparse options

* complete dfp.train

* test deploy and convert2tflite with toml file

* notebook new change with toml file

* update dockerfile

* fixing flask upload image route

* fixing flask upload image route

* update UPLOAD EXTENSIONS

* update links to toml files

* update readme for argparse

* Bugfix/tag release/20 05 2023 (#59)

* Staging (#52)

* Refactoring 12 05 2023 (#37) (#38)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Dev (#42)

* Refactoring 12 05 2023 (#37)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Features/functional api (#41)

* update backbone function api for vgg16

* update room boundary part of the model

* complete prototype of dfp function api

* complete dfp func model

* test train on dfp func

* test convert2tflite and deploy

* update readme

* update app.py for func

* update jupyter notebook for subclass/func

* delete pdb

* update github workflow

* Dev (#51)

* Refactoring 12 05 2023 (#37)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Features/functional api (#41)

* update backbone function api for vgg16

* update room boundary part of the model

* complete prototype of dfp function api

* complete dfp func model

* test train on dfp func

* test convert2tflite and deploy

* update readme

* update app.py for func

* update jupyter notebook for subclass/func

* delete pdb

* update github workflow

* Features/model opt cluster prune (#44)

* Refactoring 12 05 2023 (#37) (#38) (#39)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Staging (#43)

* Refactoring 12 05 2023 (#37) (#38)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Dev (#42)

* Refactoring 12 05 2023 (#37)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Features/functional api (#41)

* update backbone function api for vgg16

* update room boundary part of the model

* complete prototype of dfp function api

* complete dfp func model

* test train on dfp func

* test convert2tflite and deploy

* update readme

* update app.py for func

* update jupyter notebook for subclass/func

* delete pdb

* update github workflow

* change tf model opt package version

* add a network graph of dfp func

* add pruning

* add weight clustering

* add quantization aware training but failed

* update

* add mobilenetv1 mobilenetv2 backbones

* update

* update experiments on size optimization

* Staging (#57)

* Refactoring 12 05 2023 (#37) (#38)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Dev (#42)

* Refactoring 12 05 2023 (#37)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Features/functional api (#41)

* update backbone function api for vgg16

* update room boundary part of the model

* complete prototype of dfp function api

* complete dfp func model

* test train on dfp func

* test convert2tflite and deploy

* update readme

* update app.py for func

* update jupyter notebook for subclass/func

* delete pdb

* update github workflow

* Dev (#51)

* Refactoring 12 05 2023 (#37)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Features/functional api (#41)

* update backbone function api for vgg16

* update room boundary part of the model

* complete prototype of dfp function api

* complete dfp func model

* test train on dfp func

* test convert2tflite and deploy

* update readme

* update app.py for func

* update jupyter notebook for subclass/func

* delete pdb

* update github workflow

* Features/model opt cluster prune (#44)

* Refactoring 12 05 2023 (#37) (#38) (#39)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Staging (#43)

* Refactoring 12 05 2023 (#37) (#38)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Dev (#42)

* Refactoring 12 05 2023 (#37)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Features/functional api (#41)

* update backbone function api for vgg16

* update room boundary part of the model

* complete prototype of dfp function api

* complete dfp func model

* test train on dfp func

* test convert2tflite and deploy

* update readme

* update app.py for func

* update jupyter notebook for subclass/func

* delete pdb

* update github workflow

* change tf model opt package version

* add a network graph of dfp func

* add pruning

* add weight clustering

* add quantization aware training but failed

* update

* add mobilenetv1 mobilenetv2 backbones

* update

* update experiments on size optimization

* Dev (#56)

* Refactoring 12 05 2023 (#37)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Features/functional api (#41)

* update backbone function api for vgg16

* update room boundary part of the model

* complete prototype of dfp function api

* complete dfp func model

* test train on dfp func

* test convert2tflite and deploy

* update readme

* update app.py for func

* update jupyter notebook for subclass/func

* delete pdb

* update github workflow

* Features/model opt cluster prune (#44)

* Refactoring 12 05 2023 (#37) (#38) (#39)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Staging (#43)

* Refactoring 12 05 2023 (#37) (#38)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Dev (#42)

* Refactoring 12 05 2023 (#37)

* update directory structure

* delete _paths.py

* update ci pipeline

* update

* update requirements.txt

* comment out some tests

* separate out dependencies based on conditions

* update

* test on train and convert2tflite

* test deploy

* test colab

* remove all _paths

* test dockerfile

* Features/functional api (#41)

* update backbone function api for vgg16

* update room boundary part of the model

* complete prototype of dfp function api

* complete dfp func model

* test train on dfp func

* test convert2tflite and deploy

* update readme

* update app.py for func

* update jupyter notebook for subclass/func

* delete pdb

* update github workflow

* change tf model opt package version

* add a network graph of dfp func

* add pruning

* add weight clustering

* add quantization aware training but failed

* update

* add mobilenetv1 mobilenetv2 backbones

* update

* update experiments on size optimization

* Refactor/18 05 2023 (#54)

* add backbone, feature names, feature channels options

* update

* update convert2tflite

* add toml file possible

* update training argparse options

* complete dfp.train

* test deploy and convert2tflite with toml file

* notebook new change with toml file

* update dockerfile

* fixing flask upload image route

* fixing flask upload image route

* update UPLOAD EXTENSIONS

* update links to toml files

* update readme for argparse

* update

* update

* update release.yml

* skip pypi upload

* Update release.yml

* whitespace?

* raycasting with pygame (#68)

* remove hit tag

* initialise game in dfp module

* update pygame dependency

* add pygame loop to display floorplan

* update player control and player locs

* refactor draw direction

* add prototype, need to fix dda

* fix fish eye, adjust color, correct dda

* add some new floorplans

* add demo gif
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@zcemycl
zcemycl authored May 20, 2023
1 parent ee52b13 commit f1483f2
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2 changes: 1 addition & 1 deletion .github/workflows/main.yml
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Expand Up @@ -34,7 +34,7 @@ jobs:
- name: Install dependencies
run: |
python -m pip install --upgrade pip
pip install -e .[tfcpu,api,dev,testing,linting]
pip install -e .[tfcpu,api,dev,testing,linting,game]
- name: Precommit check
run: |
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4 changes: 2 additions & 2 deletions .github/workflows/release.yml
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Expand Up @@ -20,7 +20,7 @@ jobs:
- name: Install dependencies
run: |
python -m pip install --upgrade pip
pip install -e .[tfcpu,api,dev,testing,linting]
pip install -e .[tfcpu,api,dev,testing,linting,game]
- name: Test with pytest
run: |
Expand All @@ -30,7 +30,7 @@ jobs:
- name: Build
run: |
pip install setuptools sdist wheel twine
pip install -e .[tfcpu,api]
pip install -e .[tfcpu,api,game]
python setup.py sdist bdist_wheel
# - name: Publish distribution 📦 to PyPI
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11 changes: 10 additions & 1 deletion README.md
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Expand Up @@ -4,6 +4,10 @@ This repo contains a basic procedure to train and deploy the DNN model suggested
Network Architectures from the paper, <br>
<img src="resources/dfpmodel.png" width="50%"><img src="resources/features.png" width="50%">


### Additional feature (pygame)
![TF2DeepFloorplan_3dviz](resources/raycast.gif)

## Requirements
Depends on different applications, the following installation methods can

Expand All @@ -13,9 +17,10 @@ Depends on different applications, the following installation methods can
|Ubuntu|GPU|Model Development|`pip install -e .[tfgpu,dev,testing,linting]`|
|MacOS|M1 Chip|Model Development|`pip install -e .[tfmacm1,dev,testing,linting]`|
|Ubuntu|GPU|Model Deployment API|`pip install -e .[tfgpu,api]`|
|Ubuntu|GPU|Model Development and Deployment API|`pip install -e .[tfgpu,api,dev,testing,linting]`|
|Ubuntu|GPU|Everything|`pip install -e .[tfgpu,api,dev,testing,linting,game]`|
|Agnostic|...|Docker|(to be updated)|
|Ubuntu|GPU|Notebook|`pip install -e .[tfgpu,jupyter]`|
|Ubuntu|GPU|Game|`pip install -e .[tfgpu,game]`|

## How to run?
1. Install packages.
Expand Down Expand Up @@ -84,6 +89,10 @@ python -m dfp.deploy [--image 'path/to/image']
python -m dfp.deploy --image floorplan.jpg --weight log/store/G
--postprocess --colorize --save output.jpg --loadmethod log
```
8. Play with pygame.
```
python -m dfp.game
```

## Docker for API
1. Build and run docker container. (Please train your weight, google drive does not work currently due to its update.)
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13 changes: 13 additions & 0 deletions docs/game.toml
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tfmodel = 'subclass'
# image = 'resources/123.jpg'
# image = 'resources/example4.png'
image = 'resources/example5.jpg'
CASTED_RAYS = 150
postprocess = 1
colorize = 0
save = ''
weight = 'model/store_vgg16_exp2_model.tflite'
loadmethod = 'tflite'
feature_channels = [32, 32, 32, 32]
backbone = 'vgg16'
feature_names = ["block1_pool", "block2_pool", "block3_pool", "block4_pool", "block5_pool",]
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3 changes: 3 additions & 0 deletions setup.cfg
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Expand Up @@ -55,6 +55,9 @@ linting =
jupyter =
jupyterlab
notebook
game =
pygame
numba

[tool:pytest]
testpaths =
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261 changes: 261 additions & 0 deletions src/dfp/game/__main__.py
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import logging
import math
import random
import sys
import time
from argparse import Namespace
from typing import Dict, Tuple, Union

import numpy as np
import pygame
from numba import jit, njit

from ..deploy import main
from ..utils.settings import overwrite_args_with_toml

logging.basicConfig(level=logging.INFO)

args = Namespace(tomlfile="docs/game.toml")
args = overwrite_args_with_toml(args)
FOV = math.pi / 3
HALF_FOV = FOV / 2
STEP_ANGLE = FOV / args.casted_rays


def draw_dfp(map: np.ndarray, win: pygame.Surface):
surf = pygame.surfarray.make_surface(bg)
win.blit(surf, (0, 0))


def show_fps(win: pygame.Surface, clock: pygame.time.Clock):
font = pygame.font.SysFont("Arial", 18)
fps = str(int(clock.get_fps()))
fps_text = font.render(fps, 1, pygame.Color("coral"))
win.blit(fps_text, (10, 0))


def player_control(
keys: Dict[int, bool],
angle: float,
x: float,
y: float,
w: int,
h: int,
binary_map: np.ndarray,
) -> Tuple[float, float, float]:
dangle = 0.01
dpos = 1
origx, origy = x, y
if keys[pygame.K_LEFT]:
angle -= dangle
if keys[pygame.K_RIGHT]:
angle += dangle
if keys[pygame.K_w]:
x -= math.sin(angle) * dpos
y += math.cos(angle) * dpos
if keys[pygame.K_s]:
x += math.sin(angle) * dpos
y -= math.cos(angle) * dpos
if keys[pygame.K_d]:
x += math.sin(angle - math.pi / 2) * dpos
y -= math.cos(angle - math.pi / 2) * dpos
if keys[pygame.K_a]:
x -= math.sin(angle - math.pi / 2) * dpos
y += math.cos(angle - math.pi / 2) * dpos
if keys[pygame.K_q]:
pygame.quit()
sys.exit(0)
if x < 0:
x = 0
if x >= w:
x = w - 1
if y < 0:
y = 0
if y >= h:
y = h - 1
if binary_map[int(y), int(x)] == 1:
return angle, origx, origy
return angle, x, y


def draw_player_direction(
x: float,
y: float,
angle: float,
depth: Union[float, int],
win: pygame.Surface,
):
pygame.draw.line(
win,
(0, 255, 0),
(x, y),
(
x - math.sin(angle) * depth,
y + math.cos(angle) * depth,
),
3,
)


@njit
def ray_cast_dda(
x: float,
y: float,
angle: float,
depth: Union[float, int],
w: int,
h: int,
binary_map: np.ndarray,
) -> Tuple[float, float, bool]:
vPlayer = np.array([x, y])
vRayStart = vPlayer.copy()
vMouseCell = np.array(
[x - math.sin(angle) * depth, y + math.cos(angle) * depth]
)
vRayDir = (vMouseCell - vPlayer) / np.linalg.norm((vMouseCell - vPlayer))
vRayUnitStepSize = np.array(
[
np.sqrt(1 + (vRayDir[1] / (vRayDir[0] + 1e-10)) ** 2),
np.sqrt(1 + (vRayDir[0] / (vRayDir[1] + 1e-10)) ** 2),
]
)
vMapCheck = vRayStart.copy()
vRayLength1D = np.array([0.0, 0.0])
vStep = np.array([0, 0])

for i in range(2):
vStep[i] = -1 if vRayDir[i] < 0 else 1
# vRayLength1D[i] = vRayUnitStepSize[i]
# vRayLength1D[i] = (
# (vRayStart[i] - vMapCheck[i]) * vRayUnitStepSize[i]
# if vRayDir[i] < 0
# else ((vMapCheck[i] + 1) - vRayStart[i]) * vRayUnitStepSize[i]
# )

bTileFound = False
fMaxDistance = depth
fDistance = 0
while not bTileFound and fDistance < fMaxDistance:
if vRayLength1D[0] < vRayLength1D[1]:
vMapCheck[0] += vStep[0]
fDistance = vRayLength1D[0]
vRayLength1D[0] += vRayUnitStepSize[0]
elif vRayLength1D[0] > vRayLength1D[1]:
vMapCheck[1] += vStep[1]
fDistance = vRayLength1D[1]
vRayLength1D[1] += vRayUnitStepSize[1]
elif vRayLength1D[0] == vRayLength1D[1]:
vMapCheck += vStep
vRayLength1D += vRayUnitStepSize

if 0 <= vMapCheck[0] < w and 0 <= vMapCheck[1] < h:
if binary_map[int(vMapCheck[1]), int(vMapCheck[0])] == 1:
bTileFound = True
else:
break

return angle, fDistance, bTileFound


@jit(nopython=True)
def foo(x, y, angle, depth, w, h, binary_map, STEP_ANGLE, CASTED_RAYS):
return [
ray_cast_dda(x, y, angle + i * STEP_ANGLE, depth, w, h, binary_map)
for i in range(CASTED_RAYS)
]


if __name__ == "__main__":
start = time.time()
result = main(args)
end = time.time()
logging.info(f"DFP takes {end-start} s to output map.")

h, w = result.shape
bg = rgb_im = np.zeros((h, w, 3))
bg[result != 10] = [200, 200, 200]
bg[result == 10] = [100, 100, 100]
result[result != 10] = 0
result[result == 10] = 1
bg = np.transpose(bg, (1, 0, 2))
SCREEN_HEIGHT = h
SCREEN_WIDTH = w * 2
TILE_SIZE = 1
MAX_DEPTH = max(h, w)
SCALE = (SCREEN_WIDTH / 2) / args.casted_rays

# pdb.set_trace()
posy, posx = np.where(result != 1)
posidx = random.randint(0, len(posy) - 1)
player_x, player_y = posx[posidx], posy[posidx]
player_angle = math.pi
start_angle = math.pi
# deploy_plot_res(result)
# plt.show()
pygame.init()
win = pygame.display.set_mode((SCREEN_WIDTH, SCREEN_HEIGHT))
pygame.display.set_caption("Deep Floorplan Raycasting")

clock = pygame.time.Clock()
while True:
for event in pygame.event.get():
if event.type == pygame.QUIT:
pygame.quit()
sys.exit(0)

# 3d
pygame.draw.rect(win, (100, 100, 100), (w, h / 2, w, h))
pygame.draw.rect(win, (0, 150, 200), (w, -h / 2, w, h))

keys = pygame.key.get_pressed()
# control
player_angle, player_x, player_y = player_control(
keys, player_angle, player_x, player_y, w, h, result
)

# draw_map(result, win, TILE_SIZE, TILE_SIZE)
# draw floorplan
draw_dfp(bg, win)

# draw fps
show_fps(win, clock)

# draw player
pygame.draw.circle(win, (255, 0, 0), (player_x, player_y), 8)

# # draw player direction
wallangles = foo(
player_x,
player_y,
player_angle - HALF_FOV,
MAX_DEPTH,
w,
h,
result,
STEP_ANGLE,
args.casted_rays,
)

for idx, (angle, fdist, iswall) in enumerate(wallangles):
draw_player_direction(player_x, player_y, angle, fdist, win)
wall_color = int(255 * (1 - (3 * fdist / MAX_DEPTH) ** 2))
wall_color = max(min(wall_color, 255), 30)
fdist *= math.cos(player_angle - angle)
wall_height = 21000 / (fdist + 0.00001)

if iswall:
pygame.draw.rect(
win,
(wall_color, wall_color, wall_color),
(
int(w + idx * SCALE),
int((h / 2) - wall_height / 2),
SCALE,
wall_height,
),
)
pygame.display.flip()

clock.tick()

pygame.quit()
11 changes: 11 additions & 0 deletions src/dfp/game/controller.py
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import argparse

from .model import Model
from .view import View


class Controller:
def __init__(self, config: argparse.Namespace):
self.config = config
self.model = Model(config)
self.view = View(config)
6 changes: 6 additions & 0 deletions src/dfp/game/model.py
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import argparse


class Model:
def __init__(self, config: argparse.Namespace):
self.config = config
6 changes: 6 additions & 0 deletions src/dfp/game/view.py
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@@ -0,0 +1,6 @@
import argparse


class View:
def __init__(self, config: argparse.Namespace):
self.config = config

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