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Merge pull request #33 from aai-institute/bugfixes
Bugfixe experiment Library
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# Minimal makefile for Sphinx documentation | ||
# | ||
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# You can set these variables from the command line, and also | ||
# from the environment for the first two. | ||
SPHINXOPTS ?= | ||
SPHINXBUILD ?= sphinx-build | ||
SOURCEDIR = . | ||
BUILDDIR = _build | ||
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# Put it first so that "make" without argument is like "make help". | ||
help: | ||
@$(SPHINXBUILD) -M help "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O) | ||
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.PHONY: help Makefile | ||
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# Catch-all target: route all unknown targets to Sphinx using the new | ||
# "make mode" option. $(O) is meant as a shortcut for $(SPHINXOPTS). | ||
%: Makefile | ||
@$(SPHINXBUILD) -M $@ "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O) |
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# Configuration file for the Sphinx documentation builder. | ||
# | ||
# This file only contains a selection of the most common options. For a full | ||
# list see the documentation: | ||
# https://www.sphinx-doc.org/en/master/usage/configuration.html | ||
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# -- Path setup -------------------------------------------------------------- | ||
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# If extensions (or modules to document with autodoc) are in another directory, | ||
# add these directories to sys.path here. If the directory is relative to the | ||
# documentation root, use os.path.abspath to make it absolute, like shown here. | ||
# | ||
# import os | ||
# import sys | ||
# sys.path.insert(0, os.path.abspath('.')) | ||
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# -- Project information ----------------------------------------------------- | ||
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project = 'VeriFlow' | ||
copyright = '2023, Transferlab, appliedAI Institute for Europe' | ||
author = 'Faried Abu Zaid' | ||
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# The full version, including alpha/beta/rc tags | ||
release = '1.0' | ||
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# -- General configuration --------------------------------------------------- | ||
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# Add any Sphinx extension module names here, as strings. They can be | ||
# extensions coming with Sphinx (named 'sphinx.ext.*') or your custom | ||
# ones. | ||
extensions = [ | ||
'sphinx.ext.autodoc', | ||
'sphinx.ext.napoleon' | ||
] | ||
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# Add any paths that contain templates here, relative to this directory. | ||
templates_path = ['_templates'] | ||
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# List of patterns, relative to source directory, that match files and | ||
# directories to ignore when looking for source files. | ||
# This pattern also affects html_static_path and html_extra_path. | ||
exclude_patterns = ['_build', 'Thumbs.db', '.DS_Store'] | ||
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# -- Options for HTML output ------------------------------------------------- | ||
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# The theme to use for HTML and HTML Help pages. See the documentation for | ||
# a list of builtin themes. | ||
# | ||
html_theme = 'alabaster' | ||
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# Add any paths that contain custom static files (such as style sheets) here, | ||
# relative to this directory. They are copied after the builtin static files, | ||
# so a file named "default.css" will overwrite the builtin "default.css". | ||
html_static_path = ['_static'] |
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.. VeriFlow documentation master file, created by | ||
sphinx-quickstart on Sat Sep 30 23:35:52 2023. | ||
You can adapt this file completely to your liking, but it should at least | ||
contain the root `toctree` directive. | ||
Welcome to VeriFlow's documentation! | ||
==================================== | ||
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.. toctree:: | ||
:maxdepth: 2 | ||
:caption: Contents: | ||
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Indices and tables | ||
================== | ||
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* :ref:`genindex` | ||
* :ref:`modindex` | ||
* :ref:`search` |
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@ECHO OFF | ||
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pushd %~dp0 | ||
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REM Command file for Sphinx documentation | ||
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if "%SPHINXBUILD%" == "" ( | ||
set SPHINXBUILD=sphinx-build | ||
) | ||
set SOURCEDIR=. | ||
set BUILDDIR=_build | ||
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%SPHINXBUILD% >NUL 2>NUL | ||
if errorlevel 9009 ( | ||
echo. | ||
echo.The 'sphinx-build' command was not found. Make sure you have Sphinx | ||
echo.installed, then set the SPHINXBUILD environment variable to point | ||
echo.to the full path of the 'sphinx-build' executable. Alternatively you | ||
echo.may add the Sphinx directory to PATH. | ||
echo. | ||
echo.If you don't have Sphinx installed, grab it from | ||
echo.https://www.sphinx-doc.org/ | ||
exit /b 1 | ||
) | ||
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if "%1" == "" goto help | ||
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%SPHINXBUILD% -M %1 %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% %O% | ||
goto end | ||
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:help | ||
%SPHINXBUILD% -M help %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% %O% | ||
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:end | ||
popd |
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--- | ||
__object__: src.explib.base.ExperimentCollection | ||
name: mnist_basedist_comparison | ||
name: mnist_digit_basedist_comparison | ||
experiments: | ||
- &exp_nice_lu_laplace | ||
__object__: src.explib.hyperopt.HyperoptExperiment | ||
name: mnist_nice_lu_laplace | ||
scheduler: &scheduler | ||
__object__: ray.tune.schedulers.ASHAScheduler | ||
max_t: 1000000 | ||
grace_period: 1000000 | ||
reduction_factor: 2 | ||
num_hyperopt_samples: &num_hyperopt_samples 50 | ||
gpus_per_trial: &gpus_per_trial 0 | ||
cpus_per_trial: &cpus_per_trial 1 | ||
tuner_params: &tuner_params | ||
metric: val_loss | ||
mode: min | ||
trial_config: | ||
dataset: &dataset | ||
__object__: src.explib.datasets.MnistSplit | ||
digit: 0 | ||
epochs: &epochs 200000 | ||
patience: &patience 50 | ||
batch_size: &batch_size | ||
__eval__: tune.choice([32]) | ||
optim_cfg: &optim | ||
optimizer: | ||
__class__: torch.optim.Adam | ||
params: | ||
lr: | ||
__eval__: tune.loguniform(1e-4, 1e-2) | ||
weight_decay: 0.0 | ||
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model_cfg: | ||
type: | ||
__class__: &model src.veriflow.flows.NiceFlow | ||
params: | ||
coupling_layers: &coupling_layers | ||
__eval__: tune.choice([2, 3, 4, 5, 6, 7, 8, 9, 10]) | ||
coupling_nn_layers: &coupling_nn_layers | ||
__eval__: tune.choice([[w]*l for l in [1, 2, 3, 4] for w in [10, 20, 50, 100, 200]]) | ||
nonlinearity: &nonlinearity | ||
__eval__: tune.choice([torch.nn.ReLU()]) | ||
split_dim: | ||
__eval__: tune.choice([i for i in range(1, 51)]) | ||
base_distribution: | ||
__object__: pyro.distributions.Laplace | ||
loc: | ||
__eval__: torch.zeros(100) | ||
scale: | ||
__eval__: torch.ones(100) | ||
permutation: &permutation LU | ||
- &exp_nice_lu_normal | ||
__overwrites__: *exp_nice_lu_laplace | ||
name: mnist_nice_lu_normal | ||
model_cfg: | ||
params: | ||
base_distribution: | ||
__object__: pyro.distributions.Normal | ||
loc: | ||
__eval__: torch.zeros(100) | ||
scale: | ||
__eval__: torch.ones(100) | ||
- &exp_nice_rand_laplace | ||
__overwrites__: *exp_nice_lu_laplace | ||
name: mnist_nice_rand_laplace | ||
model_cfg: | ||
params: | ||
permutation: random | ||
- &exp_nice_rand_normal | ||
__overwrites__: *exp_nice_lu_laplace | ||
name: mnist_nice_rand_normal | ||
model_cfg: | ||
params: | ||
permutation: random | ||
base_distribution: | ||
__object__: pyro.distributions.Normal | ||
loc: | ||
__eval__: torch.zeros(100) | ||
scale: | ||
__eval__: torch.ones(100) | ||
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- &digit_0 | ||
__object__: src.explib.base.ExperimentCollection | ||
name: mnist_basedist_comparison | ||
experiments: | ||
- &exp_nice_lu_laplace | ||
__object__: src.explib.hyperopt.HyperoptExperiment | ||
name: mnist_nice_lu_laplace | ||
scheduler: &scheduler | ||
__object__: ray.tune.schedulers.ASHAScheduler | ||
max_t: 1000000 | ||
grace_period: 1000000 | ||
reduction_factor: 2 | ||
num_hyperopt_samples: &num_hyperopt_samples 20 | ||
gpus_per_trial: &gpus_per_trial 0 | ||
cpus_per_trial: &cpus_per_trial 1 | ||
tuner_params: &tuner_params | ||
metric: val_loss | ||
mode: min | ||
trial_config: | ||
dataset: &dataset | ||
__object__: src.explib.datasets.MnistSplit | ||
digit: 0 | ||
epochs: &epochs 200000 | ||
patience: &patience 50 | ||
batch_size: &batch_size | ||
__eval__: tune.choice([32]) | ||
optim_cfg: &optim | ||
optimizer: | ||
__class__: torch.optim.Adam | ||
params: | ||
lr: | ||
__eval__: tune.loguniform(1e-4, 1e-2) | ||
weight_decay: 0.0 | ||
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model_cfg: | ||
type: | ||
__class__: &model src.veriflow.flows.NiceFlow | ||
params: | ||
coupling_layers: &coupling_layers | ||
__eval__: tune.choice([2, 3, 4, 5, 6, 7, 8, 9, 10]) | ||
coupling_nn_layers: &coupling_nn_layers | ||
__eval__: tune.choice([[w]*l for l in [1, 2, 3, 4] for w in [10, 20, 50, 100, 200]]) | ||
nonlinearity: &nonlinearity | ||
__eval__: tune.choice([torch.nn.ReLU()]) | ||
split_dim: | ||
__eval__: tune.choice([i for i in range(1, 51)]) | ||
base_distribution: | ||
__object__: pyro.distributions.Laplace | ||
loc: | ||
__eval__: torch.zeros(100) | ||
scale: | ||
__eval__: torch.ones(100) | ||
permutation: &permutation LU | ||
- &exp_nice_lu_normal | ||
__overwrites__: *exp_nice_lu_laplace | ||
name: mnist_nice_lu_normal | ||
trial_config: | ||
model_cfg: | ||
params: | ||
base_distribution: | ||
__exact__: | ||
__object__: pyro.distributions.Normal | ||
loc: | ||
__eval__: torch.zeros(100) | ||
scale: | ||
__eval__: torch.ones(100) | ||
- &exp_nice_rand_laplace | ||
__overwrites__: *exp_nice_lu_laplace | ||
name: mnist_nice_rand_laplace | ||
trial_config: | ||
model_cfg: | ||
params: | ||
permutation: random | ||
- &exp_nice_rand_normal | ||
__overwrites__: *exp_nice_lu_laplace | ||
name: mnist_nice_rand_normal | ||
trial_config: | ||
model_cfg: | ||
params: | ||
permutation: random | ||
base_distribution: | ||
__exact__: | ||
__object__: pyro.distributions.Normal | ||
loc: | ||
__eval__: torch.zeros(100) | ||
scale: | ||
__eval__: torch.ones(100) | ||
- &digit_1 | ||
__overwrites__: *digit_0 | ||
experiments: | ||
trial_config: | ||
dataset: | ||
digit: 1 | ||
- &digit_2 | ||
__overwrites__: *digit_0 | ||
experiments: | ||
trial_config: | ||
dataset: | ||
digit: 2 | ||
- &digit_3 | ||
__overwrites__: *digit_0 | ||
experiments: | ||
trial_config: | ||
dataset: | ||
digit: 3 | ||
- &digit_4 | ||
__overwrites__: *digit_0 | ||
experiments: | ||
trial_config: | ||
dataset: | ||
digit: 4 | ||
- &digit_5 | ||
__overwrites__: *digit_0 | ||
experiments: | ||
trial_config: | ||
dataset: | ||
digit: 5 | ||
- &digit_6 | ||
__overwrites__: *digit_0 | ||
experiments: | ||
trial_config: | ||
dataset: | ||
digit: 6 | ||
- &digit_7 | ||
__overwrites__: *digit_0 | ||
experiments: | ||
trial_config: | ||
dataset: | ||
digit: 7 | ||
- &digit_8 | ||
__overwrites__: *digit_0 | ||
experiments: | ||
trial_config: | ||
dataset: | ||
digit: 8 | ||
- &digit_9 | ||
__overwrites__: *digit_0 | ||
experiments: | ||
trial_config: | ||
dataset: | ||
digit: 9 | ||
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