|
| 1 | +# Katib Images Location |
| 2 | + |
| 3 | +Here you can find the location for images that are used in Katib. |
| 4 | + |
| 5 | +## Katib Components Images |
| 6 | + |
| 7 | +The following table shows images for the |
| 8 | +[Katib components](https://www.kubeflow.org/docs/components/katib/hyperparameter/#katib-components). |
| 9 | + |
| 10 | +<table> |
| 11 | + <tbody> |
| 12 | + <tr align="center"> |
| 13 | + <td> |
| 14 | + <b>Image Name</b> |
| 15 | + </td> |
| 16 | + <td> |
| 17 | + <b>Description</b> |
| 18 | + </td> |
| 19 | + <td> |
| 20 | + <b>Location</b> |
| 21 | + </td> |
| 22 | + </tr> |
| 23 | + <tr align="center"> |
| 24 | + <td> |
| 25 | + <code>docker.io/kubeflowkatib/katib-controller</code> |
| 26 | + </td> |
| 27 | + <td> |
| 28 | + Katib Controller |
| 29 | + </td> |
| 30 | + <td> |
| 31 | + <a href="https://github.com/kubeflow/katib/tree/master/cmd/katib-controller/v1beta1/Dockerfile">Dockerfile</a> |
| 32 | + </td> |
| 33 | + </tr> |
| 34 | + <tr align="center"> |
| 35 | + <td> |
| 36 | + <code>docker.io/kubeflowkatib/katib-ui</code> |
| 37 | + </td> |
| 38 | + <td> |
| 39 | + Katib User Interface |
| 40 | + </td> |
| 41 | + <td> |
| 42 | + <a href="https://github.com/kubeflow/katib/tree/master/cmd/ui/v1beta1/Dockerfile">Dockerfile</a> |
| 43 | + </td> |
| 44 | + </tr> |
| 45 | + <tr align="center"> |
| 46 | + <td> |
| 47 | + <code>docker.io/kubeflowkatib/katib-db-manager</code> |
| 48 | + </td> |
| 49 | + <td> |
| 50 | + Katib DB Manager |
| 51 | + </td> |
| 52 | + <td> |
| 53 | + <a href="https://github.com/kubeflow/katib/tree/master/cmd/db-manager/v1beta1/Dockerfile">Dockerfile</a> |
| 54 | + </td> |
| 55 | + </tr> |
| 56 | + <tr align="center"> |
| 57 | + <td> |
| 58 | + <code>docker.io/mysql</code> |
| 59 | + </td> |
| 60 | + <td> |
| 61 | + Katib MySQL DB |
| 62 | + </td> |
| 63 | + <td> |
| 64 | + <a href="https://github.com/docker-library/mysql/blob/c506174eab8ae160f56483e8d72410f8f1e1470f/8.0/Dockerfile.debian">Dockerfile</a> |
| 65 | + </td> |
| 66 | + </tr> |
| 67 | + <tr align="center"> |
| 68 | + <td> |
| 69 | + <code>docker.io/kubeflowkatib/katib-cert-generator</code> |
| 70 | + </td> |
| 71 | + <td> |
| 72 | + Katib Cert Generator |
| 73 | + </td> |
| 74 | + <td> |
| 75 | + <a href="https://github.com/kubeflow/katib/blob/master/cmd/cert-generator/v1beta1/Dockerfile">Dockerfile</a> |
| 76 | + </td> |
| 77 | + </tr> |
| 78 | + </tbody> |
| 79 | +</table> |
| 80 | + |
| 81 | +## Katib Metrics Collectors Images |
| 82 | + |
| 83 | +The following table shows images for the |
| 84 | +[Katib Metrics Collectors](https://www.kubeflow.org/docs/components/katib/experiment/#metrics-collector). |
| 85 | + |
| 86 | +<table> |
| 87 | + <tbody> |
| 88 | + <tr align="center"> |
| 89 | + <td> |
| 90 | + <b>Image Name</b> |
| 91 | + </td> |
| 92 | + <td> |
| 93 | + <b>Description</b> |
| 94 | + </td> |
| 95 | + <td> |
| 96 | + <b>Location</b> |
| 97 | + </td> |
| 98 | + </tr> |
| 99 | + <tr align="center"> |
| 100 | + <td> |
| 101 | + <code>docker.io/kubeflowkatib/file-metrics-collector</code> |
| 102 | + </td> |
| 103 | + <td> |
| 104 | + File Metrics Collector |
| 105 | + </td> |
| 106 | + <td> |
| 107 | + <a href="https://github.com/kubeflow/katib/blob/master/cmd/metricscollector/v1beta1/file-metricscollector/Dockerfile">Dockerfile</a> |
| 108 | + </td> |
| 109 | + </tr> |
| 110 | + <tr align="center"> |
| 111 | + <td> |
| 112 | + <code>docker.io/kubeflowkatib/tfevent-metrics-collector</code> |
| 113 | + </td> |
| 114 | + <td> |
| 115 | + Tensorflow Event Metrics Collector |
| 116 | + </td> |
| 117 | + <td> |
| 118 | + <a href="https://github.com/kubeflow/katib/blob/master/cmd/metricscollector/v1beta1/tfevent-metricscollector/Dockerfile">Dockerfile</a> |
| 119 | + </td> |
| 120 | + </tr> |
| 121 | + </tbody> |
| 122 | +</table> |
| 123 | + |
| 124 | +## Katib Suggestions and Early Stopping Images |
| 125 | + |
| 126 | +The following table shows images for the |
| 127 | +[Katib Suggestions](https://www.kubeflow.org/docs/components/katib/experiment/#search-algorithms-in-detail) |
| 128 | +and the [Katib Early Stopping algorithms](https://www.kubeflow.org/docs/components/katib/early-stopping/). |
| 129 | + |
| 130 | +<table> |
| 131 | + <tbody> |
| 132 | + <tr align="center"> |
| 133 | + <td> |
| 134 | + <b>Image Name</b> |
| 135 | + </td> |
| 136 | + <td> |
| 137 | + <b>Description</b> |
| 138 | + </td> |
| 139 | + <td> |
| 140 | + <b>Location</b> |
| 141 | + </td> |
| 142 | + </tr> |
| 143 | + <tr align="center"> |
| 144 | + <td> |
| 145 | + <code>docker.io/kubeflowkatib/suggestion-hyperopt</code> |
| 146 | + </td> |
| 147 | + <td> |
| 148 | + <a href="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/hyperopt/hyperopt">Hyperopt</a> Suggestion |
| 149 | + </td> |
| 150 | + <td> |
| 151 | + <a href="https://github.com/kubeflow/katib/blob/master/cmd/suggestion/hyperopt/v1beta1/Dockerfile">Dockerfile</a> |
| 152 | + </td> |
| 153 | + </tr> |
| 154 | + <tr align="center"> |
| 155 | + <td> |
| 156 | + <code>docker.io/kubeflowkatib/suggestion-chocolate</code> |
| 157 | + </td> |
| 158 | + <td> |
| 159 | + <a href="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/AIworx-Labs/chocolate">Chocolate</a> Suggestion |
| 160 | + </td> |
| 161 | + <td> |
| 162 | + <a href="https://github.com/kubeflow/katib/blob/master/cmd/suggestion/chocolate/v1beta1/Dockerfile">Dockerfile</a> |
| 163 | + </td> |
| 164 | + </tr> |
| 165 | + <tr align="center"> |
| 166 | + <td> |
| 167 | + <code>docker.io/kubeflowkatib/suggestion-skopt</code> |
| 168 | + </td> |
| 169 | + <td> |
| 170 | + <a href="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/scikit-optimize/scikit-optimize">Skopt</a> Suggestion |
| 171 | + </td> |
| 172 | + <td> |
| 173 | + <a href="https://github.com/kubeflow/katib/blob/master/cmd/suggestion/skopt/v1beta1/Dockerfile">Dockerfile</a> |
| 174 | + </td> |
| 175 | + </tr> |
| 176 | + <tr align="center"> |
| 177 | + <td> |
| 178 | + <code>docker.io/kubeflowkatib/suggestion-optuna</code> |
| 179 | + </td> |
| 180 | + <td> |
| 181 | + <a href="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/optuna/optuna">Optuna</a> Suggestion |
| 182 | + </td> |
| 183 | + <td> |
| 184 | + <a href="https://github.com/kubeflow/katib/blob/master/cmd/suggestion/optuna/v1beta1/Dockerfile">Dockerfile</a> |
| 185 | + </td> |
| 186 | + </tr> |
| 187 | + <tr align="center"> |
| 188 | + <td> |
| 189 | + <code>docker.io/kubeflowkatib/suggestion-goptuna</code> |
| 190 | + </td> |
| 191 | + <td> |
| 192 | + <a href="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/c-bata/goptuna">Goptuna</a> Suggestion |
| 193 | + </td> |
| 194 | + <td> |
| 195 | + <a href="https://github.com/kubeflow/katib/blob/master/cmd/suggestion/goptuna/v1beta1/Dockerfile">Dockerfile</a> |
| 196 | + </td> |
| 197 | + </tr> |
| 198 | + <tr align="center"> |
| 199 | + <td> |
| 200 | + <code>docker.io/kubeflowkatib/suggestion-hyperband</code> |
| 201 | + </td> |
| 202 | + <td> |
| 203 | + <a href="https://www.kubeflow.org/docs/components/katib/experiment/#hyperband">Hyperband</a> Suggestion |
| 204 | + </td> |
| 205 | + <td> |
| 206 | + <a href="https://github.com/kubeflow/katib/blob/master/cmd/suggestion/hyperband/v1beta1/Dockerfile">Dockerfile</a> |
| 207 | + </td> |
| 208 | + </tr> |
| 209 | + <tr align="center"> |
| 210 | + <td> |
| 211 | + <code>docker.io/kubeflowkatib/suggestion-enas</code> |
| 212 | + </td> |
| 213 | + <td> |
| 214 | + <a href="https://www.kubeflow.org/docs/components/katib/experiment/#enas">ENAS</a> Suggestion |
| 215 | + </td> |
| 216 | + <td> |
| 217 | + <a href="https://github.com/kubeflow/katib/blob/master/cmd/suggestion/nas/enas/v1beta1/Dockerfile">Dockerfile</a> |
| 218 | + </td> |
| 219 | + </tr> |
| 220 | + <tr align="center"> |
| 221 | + <td> |
| 222 | + <code>docker.io/kubeflowkatib/suggestion-darts</code> |
| 223 | + </td> |
| 224 | + <td> |
| 225 | + <a href="https://www.kubeflow.org/docs/components/katib/experiment/#differentiable-architecture-search-darts">DARTS</a> Suggestion |
| 226 | + </td> |
| 227 | + <td> |
| 228 | + <a href="https://github.com/kubeflow/katib/blob/master/cmd/suggestion/nas/darts/v1beta1/Dockerfile">Dockerfile</a> |
| 229 | + </td> |
| 230 | + </tr> |
| 231 | + <tr align="center"> |
| 232 | + <td> |
| 233 | + <code>docker.io/kubeflowkatib/earlystopping-medianstop</code> |
| 234 | + </td> |
| 235 | + <td> |
| 236 | + <a href="https://www.kubeflow.org/docs/components/katib/early-stopping/#median-stopping-rule">Median Stopping Rule</a> |
| 237 | + </td> |
| 238 | + <td> |
| 239 | + <a href="https://github.com/kubeflow/katib/blob/master/cmd/earlystopping/medianstop/v1beta1/Dockerfile">Dockerfile</a> |
| 240 | + </td> |
| 241 | + </tr> |
| 242 | + </tbody> |
| 243 | +</table> |
| 244 | + |
| 245 | +## Training Containers Images |
| 246 | + |
| 247 | +The following table shows images for training containers which are used in the |
| 248 | +[Katib Trials](https://www.kubeflow.org/docs/components/katib/experiment/#packaging-your-training-code-in-a-container-image). |
| 249 | + |
| 250 | +<table> |
| 251 | + <tbody> |
| 252 | + <tr align="center"> |
| 253 | + <td> |
| 254 | + <b>Image Name</b> |
| 255 | + </td> |
| 256 | + <td> |
| 257 | + <b>Description</b> |
| 258 | + </td> |
| 259 | + <td> |
| 260 | + <b>Location</b> |
| 261 | + </td> |
| 262 | + </tr> |
| 263 | + <tr align="center"> |
| 264 | + <td> |
| 265 | + <code>docker.io/kubeflowkatib/mxnet-mnist</code> |
| 266 | + </td> |
| 267 | + <td> |
| 268 | + MXNet MNIST example with collecting metrics time |
| 269 | + </td> |
| 270 | + <td> |
| 271 | + <a href="https://github.com/kubeflow/katib/blob/master/examples/v1beta1/trial-images/mxnet-mnist/Dockerfile">Dockerfile</a> |
| 272 | + </td> |
| 273 | + </tr> |
| 274 | + <tr align="center"> |
| 275 | + <td> |
| 276 | + <code>docker.io/kubeflowkatib/pytorch-mnist</code> |
| 277 | + </td> |
| 278 | + <td> |
| 279 | + PyTorch MNIST example with printing metrics to the file or StdOut |
| 280 | + </td> |
| 281 | + <td> |
| 282 | + <a href="https://github.com/kubeflow/katib/blob/master/examples/v1beta1/trial-images/pytorch-mnist/Dockerfile">Dockerfile</a> |
| 283 | + </td> |
| 284 | + </tr> |
| 285 | + <tr align="center"> |
| 286 | + <td> |
| 287 | + <code>gcr.io/kubeflow-ci/tf-mnist-with-summaries</code> |
| 288 | + </td> |
| 289 | + <td> |
| 290 | + Tensorflow MNIST example with saving metrics in the summaries |
| 291 | + </td> |
| 292 | + <td> |
| 293 | + <a href="https://github.com/kubeflow/training-operator/blob/2712f5667ec78f17d22288630f8719f0c08990ba/examples/tensorflow/mnist_with_summaries/Dockerfile">Dockerfile</a> |
| 294 | + </td> |
| 295 | + </tr> |
| 296 | + <tr align="center"> |
| 297 | + <td> |
| 298 | + <code>docker.io/kubeflowkatib/xgboost-lightgbm</code> |
| 299 | + </td> |
| 300 | + <td> |
| 301 | + Distributed LightGBM example for XGBoostJob |
| 302 | + </td> |
| 303 | + <td> |
| 304 | + <a href="https://github.com/kubeflow/xgboost-operator/blob/9c8c97d0125a8156f12b8ef5b93f99e709fb57ea/config/samples/lightgbm-dist/Dockerfile">Dockerfile</a> |
| 305 | + </td> |
| 306 | + </tr> |
| 307 | + <tr align="center"> |
| 308 | + <td> |
| 309 | + <code>docker.io/kubeflow/mpi-horovod-mnist</code> |
| 310 | + </td> |
| 311 | + <td> |
| 312 | + Distributed Horovod example for MPIJob |
| 313 | + </td> |
| 314 | + <td> |
| 315 | + <a href="https://github.com/kubeflow/mpi-operator/blob/947d396a9caf70d3c94bf587d5e5da32b70f0f53/examples/horovod/Dockerfile.cpu">Dockerfile</a> |
| 316 | + </td> |
| 317 | + </tr> |
| 318 | + <tr align="center"> |
| 319 | + <td> |
| 320 | + <code>docker.io/inaccel/jupyter:lab</code> |
| 321 | + </td> |
| 322 | + <td> |
| 323 | + FPGA XGBoost with parameter tuning |
| 324 | + </td> |
| 325 | + <td> |
| 326 | + <a href="https://github.com/inaccel/jupyter/blob/master/lab/Dockerfile">Dockerfile</a> |
| 327 | + </td> |
| 328 | + </tr> |
| 329 | + <tr align="center"> |
| 330 | + <td> |
| 331 | + <code>docker.io/kubeflowkatib/enas-cnn-cifar10-gpu</code> |
| 332 | + </td> |
| 333 | + <td> |
| 334 | + Keras CIFAR-10 CNN example for ENAS with GPU support |
| 335 | + </td> |
| 336 | + <td> |
| 337 | + <a href="https://github.com/kubeflow/katib/blob/master/examples/v1beta1/trial-images/enas-cnn-cifar10/Dockerfile.gpu">Dockerfile</a> |
| 338 | + </td> |
| 339 | + </tr> |
| 340 | + <tr align="center"> |
| 341 | + <td> |
| 342 | + <code>docker.io/kubeflowkatib/enas-cnn-cifar10-cpu</code> |
| 343 | + </td> |
| 344 | + <td> |
| 345 | + Keras CIFAR-10 CNN example for ENAS with CPU support |
| 346 | + </td> |
| 347 | + <td> |
| 348 | + <a href="https://github.com/kubeflow/katib/blob/master/examples/v1beta1/trial-images/enas-cnn-cifar10/Dockerfile.cpu">Dockerfile</a> |
| 349 | + </td> |
| 350 | + </tr> |
| 351 | + <tr align="center"> |
| 352 | + <td> |
| 353 | + <code>docker.io/kubeflowkatib/darts-cnn-cifar10</code> |
| 354 | + </td> |
| 355 | + <td> |
| 356 | + PyTorch CIFAR-10 CNN example for DARTS |
| 357 | + </td> |
| 358 | + <td> |
| 359 | + <a href="https://github.com/kubeflow/katib/blob/master/examples/v1beta1/trial-images/darts-cnn-cifar10/Dockerfile">Dockerfile</a> |
| 360 | + </td> |
| 361 | + </tr> |
| 362 | +</table> |
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