Skip to content

Commit

Permalink
Add readme table (microsoft#4683)
Browse files Browse the repository at this point in the history
  • Loading branch information
@cruiseliu
cruiseliu authored Mar 24, 2022
1 parent 6b91e6c commit 68347c5
Showing 1 changed file with 160 additions and 2 deletions.
162 changes: 160 additions & 2 deletions README.md
View file
Original file line number Diff line number Diff line change
Expand Up @@ -34,7 +34,165 @@ NNI automates feature engineering, neural architecture search, hyperparameter tu

<img src="docs/img/overview.svg" width="100%"/>

(TBD: table)
<table>
<tbody>
<tr align="center" valign="bottom">
<td></td>
<td>
<b>Hyperparamter Tuning</b>
<img src="docs/img/bar.png" />
</td>
<td>
<b>Neural Architecture Search</b>
<img src="docs/img/bar.png" />
</td>
<td>
<b>Model Compression</b>
<img src="docs/img/bar.png" />
</td>
</tr>
<tr valign="top">
<td align="center" valign="middle">
<b>Algorithms</b>
</td>
<td>
<ul>
<li><b>Exhaustive search</b></li>
<ul>
<li><a href="https://nni.readthedocs.io/en/latest/reference/hpo.html#nni.algorithms.hpo.gridsearch_tuner.GridSearchTuner">Grid Search</a></li>
<li><a href="https://nni.readthedocs.io/en/latest/reference/hpo.html#nni.algorithms.hpo.random_tuner.RandomTuner">Random</a></li>
</ul>
<li><b>Heuristic search</b></li>
<ul>
<li><a href="https://nni.readthedocs.io/en/latest/reference/hpo.html#nni.algorithms.hpo.hyperopt_tuner.HyperoptTuner">Anneal</a></li>
<li><a href="https://nni.readthedocs.io/en/latest/reference/hpo.html#nni.algorithms.hpo.evolution_tuner.EvolutionTuner">Evolution</a></li>
<li><a href="https://nni.readthedocs.io/en/latest/reference/hpo.html#nni.algorithms.hpo.hyperband_advisor.Hyperband">Hyperband</a></li>
<li><a href="https://nni.readthedocs.io/en/latest/reference/hpo.html#nni.algorithms.hpo.pbt_tuner.PBTTuner">PBT</a></li>
</ul>
<li><b>Bayesian optimization</b></li>
<ul>
<li><a href="https://nni.readthedocs.io/en/latest/reference/hpo.html#nni.algorithms.hpo.bohb_advisor.BOHB">BOHB</a></li>
<li><a href="https://nni.readthedocs.io/en/latest/reference/hpo.html#nni.algorithms.hpo.dngo_tuner.DNGOTuner">DNGO</a></li>
<li><a href="https://nni.readthedocs.io/en/latest/reference/hpo.html#nni.algorithms.hpo.gp_tuner.GPTuner">GP</a></li>
<li><a href="https://nni.readthedocs.io/en/latest/reference/hpo.html#nni.algorithms.hpo.metis_tuner.MetisTuner">Metis</a></li>
<li><a href="https://nni.readthedocs.io/en/latest/reference/hpo.html#nni.algorithms.hpo.smac_tuner.SMACTuner">SMAC</a></li>
<li><a href="https://nni.readthedocs.io/en/latest/reference/hpo.html#nni.algorithms.hpo.tpe_tuner.TpeTuner">TPE</a></li>
</ul>
</ul>
</td>
<td>
<ul>
<li><b>Multi-trial</b></li>
<ul>
<li><a href="https://nni.readthedocs.io/en/latest/nas/exploration_strategy.html#grid-search-strategy">Grid Search</a></li>
<li><a href="https://nni.readthedocs.io/en/latest/nas/exploration_strategy.html#policy-based-rl-strategy">Policy Based RL</a></li>
<li><a href="https://nni.readthedocs.io/en/latest/nas/exploration_strategy.html#random-strategy">Random</a></li>
<li><a href="https://nni.readthedocs.io/en/latest/nas/exploration_strategy.html#regularized-evolution-strategy">Regularized Evolution</a></li>
<li><a href="https://nni.readthedocs.io/en/latest/nas/exploration_strategy.html#tpe-strategy">TPE</a></li>
</ul>
<li><b>One-shot</b></li>
<ul>
<li><a href="https://nni.readthedocs.io/en/latest/nas/exploration_strategy.html#darts-strategy">DARTS</a></li>
<li><a href="https://nni.readthedocs.io/en/latest/nas/exploration_strategy.html#enas-strategy">ENAS</a></li>
<li><a href="https://nni.readthedocs.io/en/latest/nas/exploration_strategy.html#fbnet-strategy">FBNet</a></li>
<li><a href="https://nni.readthedocs.io/en/latest/nas/exploration_strategy.html#proxylessnas-strategy">ProxylessNAS</a></li>
<li><a href="https://nni.readthedocs.io/en/latest/nas/exploration_strategy.html#spos-strategy">SPOS</a></li>
</ul>
</ul>
</td>
<td>
<ul>
<li><b>Pruning</b></li>
<ul>
<li><a href="https://nni.readthedocs.io/en/latest/compression/pruner.html#level-pruner">Level</a></li>
<li><a href="https://nni.readthedocs.io/en/latest/compression/pruner.html#l1-norm-pruner">L1 Norm</a></li>
<li><a href="https://nni.readthedocs.io/en/latest/compression/pruner.html#taylor-fo-weight-pruner">Taylor FO Weight</a></li>
<li><a href="https://nni.readthedocs.io/en/latest/compression/pruner.html#movement-pruner">Movement</a></li>
<li><a href="https://nni.readthedocs.io/en/latest/compression/pruner.html#agp-pruner">AGP</a></li>
<li><a href="https://nni.readthedocs.io/en/latest/compression/pruner.html#auto-compress-pruner">Auto Compress</a></li>
<li><a href="https://nni.readthedocs.io/en/latest/compression/index.html">More...</a></li>
</ul>
<li><b>Quantization</b></li>
<ul>
<li><a href="https://nni.readthedocs.io/en/latest/compression/quantizer.html#naive-quantizer">Naive</a></li>
<li><a href="https://nni.readthedocs.io/en/latest/compression/quantizer.html#qat-quantizer">QAT</a></li>
<li><a href="https://nni.readthedocs.io/en/latest/compression/quantizer.html#lsq-quantizer">LSQ</a></li>
<li><a href="https://nni.readthedocs.io/en/latest/compression/quantizer.html#observer-quantizer">Observer</a></li>
<li><a href="https://nni.readthedocs.io/en/latest/compression/quantizer.html#dorefa-quantizer">DoReFa</a></li>
<li><a href="https://nni.readthedocs.io/en/latest/compression/quantizer.html#bnn-quantizer">BNN</a></li>
</ul>
</ul>
</td>
<tr align="center" valign="bottom">
<td></td>
<td>
<b>Supported Frameworks</b>
<img src="docs/img/bar.png" />
</td>
<td>
<b>Training Services</b>
<img src="docs/img/bar.png" />
</td>
<td>
<b>Tutorials</b>
<img src="docs/img/bar.png" />
</td>
</tr>
<tr valign="top">
<td align="center" valign="middle">
<b>Supports</b>
</td>
<td>
<ul>
<li>PyTorch</li>
<li>TensorFlow</li>
<li>Scikit-learn</li>
<li>XGBoost</li>
<li>LightGBM</li>
<li>MXNet</li>
<li>Caffe2</li>
<li>More...</li>
</ul>
</td>
<td>
<ul>
<li><a href="https://nni.readthedocs.io/en/latest/experiment/local.html">Local machine</a></li>
<li><a href="https://nni.readthedocs.io/en/latest/experiment/remote.html">Remote SSH servers</a></li>
<li><a href="https://nni.readthedocs.io/en/latest/experiment/aml.html">Azure Machine Learning (AML)</a></li>
<li><b>Kubernetes Based</b></li>
<ul>
<li><a href="https://nni.readthedocs.io/en/latest/experiment/openpai.html">OpenAPI</a></li>
<li><a href="https://nni.readthedocs.io/en/latest/experiment/kubeflow.html">Kubeflow</a></li>
<li><a href="https://nni.readthedocs.io/en/latest/experiment/frameworkcontroller.html">FrameworkController</a></li>
<li><a href="https://nni.readthedocs.io/en/latest/experiment/adaptdl.html">AdaptDL</a></li>
<li><a href="https://nni.readthedocs.io/en/latest/experiment/paidlc.html">PAI DLC</a></li>
</ul>
<li><a href="https://nni.readthedocs.io/en/latest/experiment/hybrid.html">Hybrid training services</a></li>
</ul>
</td>
<td>
<ul>
<li><b>HPO</b></li>
<ul>
<li><a href="https://nni.readthedocs.io/en/latest/tutorials/hpo_quickstart_pytorch/main.html">PyTorch</a></li>
<li><a href="https://nni.readthedocs.io/en/latest/tutorials/hpo_quickstart_tensorflow/main.html">TensorFlow</a></li>
</ul>
<li><b>NAS</b></li>
<ul>
<li><a href="https://nni.readthedocs.io/en/latest/tutorials/hello_nas.html">Hello NAS</a></li>
<li><a href="https://nni.readthedocs.io/en/latest/tutorials/nasbench_as_dataset.html">NAS Benchmarks</a></li>
</ul>
<li><b>Compression</b></li>
<ul>
<li><a href="https://nni.readthedocs.io/en/latest/tutorials/pruning_quick_start_mnist.html">Pruning</a></li>
<li><a href="https://nni.readthedocs.io/en/latest/tutorials/pruning_speed_up.html">Pruning Speedup</a></li>
<li><a href="https://nni.readthedocs.io/en/latest/tutorials/quantization_quick_start_mnist.html">Quantization</a></li>
<li><a href="https://nni.readthedocs.io/en/latest/tutorials/quantization_speed_up.html">Quantization Speedup</a></li>
</ul>
</ul>
</td>
</tbody>
</table>

## Installation

Expand All @@ -50,7 +208,7 @@ To update NNI to the latest version, add `--upgrade` flag to the above commands.

## Run your first experiment

[comment]: <> delete this before next release
<!-- delete this before next release -->

**NOTE:** To run an experiment following instructions below, you need to build NNI from source. Installing from pip won't work until next release.

Expand Down

0 comments on commit 68347c5

Please sign in to comment.