Alexander Engelsberger
0ac4ced85d
[refactor] Use functional variant of accuracy
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Prevents Accuracy in `__repr__` of the models.
2021-05-31 11:12:27 +02:00
Jensun Ravichandran
cd73f6c427
Add examples/dynamic_components.py
2021-05-31 00:32:27 +02:00
Jensun Ravichandran
b7edee02c3
[WIP] Add CELVQ
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TODO Ensure that the distances/probs corresponding to the plabels are sorted
like the target labels.
2021-05-27 17:40:16 +02:00
Jensun Ravichandran
d411e52be4
Refactor non-gradient-lvq models into lvq.py
2021-05-25 20:37:34 +02:00
Jensun Ravichandran
139109804f
[BUGFIX] Use _forward in LVQ1 and LVQ21
2021-05-25 17:43:37 +02:00
Alexander Engelsberger
8ce18f83ce
Add prototype_initializer function to GLVQ
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This allows overwriting it inside subclasses.
2021-05-21 17:13:10 +02:00
Alexander Engelsberger
7b4f7d84e0
Update Documentation
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Clean up project
2021-05-21 15:42:45 +02:00
Jensun Ravichandran
a5e086ce0d
Refactor code
2021-05-21 13:33:57 +02:00
Jensun Ravichandran
88a34a06ef
[WIP] Update CBC implementation to use SiameseGLVQ
2021-05-20 17:36:00 +02:00
Jensun Ravichandran
df061cc2ff
Refactor code
2021-05-20 14:40:02 +02:00
Alexander Engelsberger
969fb34cc3
Accumulate test loss
2021-05-20 14:20:23 +02:00
Alexander Engelsberger
0204f5eab6
Log test accuracy.
2021-05-20 14:03:31 +02:00
Alexander Engelsberger
b7fc5df386
Log test loss.
2021-05-20 13:47:20 +02:00
Alexander Engelsberger
faf1a88f99
[Bugfix] Remove optimzer_idx from validation and test.
2021-05-20 13:17:27 +02:00
Jensun Ravichandran
5ffbd43a7c
Refactor into shared_step
2021-05-19 16:57:51 +02:00
Jensun Ravichandran
fdf9443a2c
Add validation and test logic
2021-05-19 16:30:19 +02:00
Jensun Ravichandran
eefec19c9b
Custom non-gradient training
2021-05-18 19:49:16 +02:00
Jensun Ravichandran
81346785bd
Cleanup models
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Siamese architectures no longer accept a `backbone_module`. They have to be
initialized with an pre-initialized backbone object instead. This is so that the
visualization callbacks could use the very same object for visualization
purposes. Also, there's no longer a dependent copy of the backbone. It is
managed simply with `requires_grad` instead.
2021-05-17 17:00:23 +02:00
Jensun Ravichandran
b7684ae512
predict_latent no longer returns numpy
2021-05-15 12:52:16 +02:00
Alexander Engelsberger
0eac2ce326
Examples use GPUs if available.
2021-05-13 15:22:01 +02:00
Jensun Ravichandran
8f9c29bd2b
[BUGFIX] Remove incorrect import statement
2021-05-12 16:45:01 +02:00
Jensun Ravichandran
ca39aa00d5
Stop passing component initializers as hparams
...
Pass the component initializer as an hparam slows down the script very much. The
API has now been changed to pass it as a kwarg to the models instead.
The example scripts have also been updated to reflect the new changes.
Also, ImageGMLVQ and an example script `gmlvq_mnist.py` that uses it have also
been added.
2021-05-12 16:36:22 +02:00
Jensun Ravichandran
eab1ec72c2
Change optimizer using kwargs
2021-05-11 16:13:00 +02:00
Alexander Engelsberger
3fa6378c4d
Add LVQ1 and LVQ2.1 Models.
2021-05-11 13:26:13 +02:00
Jensun Ravichandran
ed03ab168e
[BUGFIX] Fix lambda_matrix property in GMLVQ
2021-05-10 14:09:25 +02:00
Jensun Ravichandran
c6e06ceaa4
Properly initialize prototypes in LVQMLN
2021-05-09 20:55:28 +02:00
Jensun Ravichandran
ca4c9da10a
Add the namespace hook for GMLVQ in the model class
2021-05-09 20:53:31 +02:00
Jensun Ravichandran
d7972a69e8
Update GMLVQ model
2021-05-07 15:24:47 +02:00
Alexander Engelsberger
4bbe73e3a9
Add GRLVQ with examples.
2021-05-06 18:42:06 +02:00
Alexander Engelsberger
5a2f4f6170
Revert deletion of training accuracy.
2021-05-06 18:02:01 +02:00
Alexander Engelsberger
1c3613019b
Update Examples to new initializer architecture.
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Visualization still borken for some examples.
2021-05-06 14:10:09 +02:00
Jensun Ravichandran
d644114090
Add loss transfer function to glvq
2021-05-04 20:56:16 +02:00
Jensun Ravichandran
f402eea884
Add GMLVQ examples
2021-05-04 15:11:16 +02:00
Jensun Ravichandran
a1ac5a70c7
Use squared euclidean distance in GMLVQ
2021-05-04 14:34:00 +02:00
Jensun Ravichandran
d8e017ae74
Update SiameseGLVQ
2021-05-03 16:09:22 +02:00
Jensun Ravichandran
96aeaa3448
Add support for multiple optimizers
2021-05-03 13:20:49 +02:00
Jensun Ravichandran
6dd9b1492c
Add more models
2021-04-29 23:37:22 +02:00
Jensun Ravichandran
a16bebd0c4
Use Components instead of Prototypes and refactor old examples
2021-04-29 17:05:41 +02:00
Alexander Engelsberger
eeb684b3b6
GLVQ with configurable distance.
2021-04-27 15:41:44 +02:00
Jensun Ravichandran
1fb197077c
Add siamese glvq
2021-04-27 14:35:17 +02:00
Alexander Engelsberger
c4c51a16fe
Automatic Formating.
2021-04-23 17:27:47 +02:00
Jensun Ravichandran
d0d69f610e
Show accuracy in the progress bar
2021-04-21 22:28:36 +02:00
Jensun Ravichandran
fadf8c25bf
Add more experimental changes
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The code gets very messy very quickly as soon as serialization features are
needed.
2021-04-21 21:59:19 +02:00
Jensun Ravichandran
e5a62bd0fc
Fix broken state from previous commit
2021-04-21 21:35:52 +02:00
Jensun Ravichandran
fe36e5fad9
Add partial metric/hparam features [BROKEN STATE]
2021-04-21 19:16:57 +02:00
Jensun Ravichandran
f6994dfd83
Add glvq model
2021-04-21 14:51:34 +02:00
