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	Documentation match latest Logger interface
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							| @ -11,20 +11,12 @@ Using the **TRAINS** [Logger](https://github.com/allegroai/trains/blob/master/tr | ||||
|   * [Confusion matrices](#confusion-matrices) | ||||
|   * [Surface diagrams](#surface-diagrams) | ||||
|   * [Images](#images) | ||||
|   * [Files](#files) | ||||
|    | ||||
| * Track hyper-parameters and OS environment variables | ||||
|   * Logging experiment parameter [dictionaries](#logging-experiment-parameter-dictionaries) | ||||
|   * Specifying [environment variables](#specifying-environment-variables-to-track) to track | ||||
| 
 | ||||
| * Message logging | ||||
|   * [Debugging messages](#debugging-messages) | ||||
|   * [Informational messages](#informational-messages) | ||||
|   * [Warnings](#warnings)  | ||||
|   * [General errors](#general-errors) | ||||
|   * [Critial errors](#critical-errors) | ||||
|   * [Fatal errors](#fatal-errors) | ||||
|   * [Console and logger messages](#console-and-logger-messages) | ||||
|   * [Reporting text without formatting](#reporting-text-without-formatting)  | ||||
|    | ||||
| Additionally, the **TRAINS** Logger module provides methods that allow you to do the following: | ||||
| @ -834,7 +826,7 @@ First [get the current logger](#get-the-current-logger) and then use it (see an | ||||
| **Method**: | ||||
| 
 | ||||
| ```python | ||||
| def report_image_and_upload(self, title, series, iteration, path=None, matrix=None, max_image_history=None, delete_after_upload=False) | ||||
| def report_image(self, title, series, iteration, local_path=None, matrix=None, max_image_history=None, delete_after_upload=False) | ||||
| ``` | ||||
| 
 | ||||
| **Arguments**: | ||||
| @ -921,7 +913,7 @@ def report_image_and_upload(self, title, series, iteration, path=None, matrix=No | ||||
|             </td> | ||||
|         </tr> | ||||
|         <tr> | ||||
|             <td>path | ||||
|             <td>local_path | ||||
|             </td> | ||||
|             <td>string | ||||
|             </td> | ||||
| @ -933,106 +925,6 @@ def report_image_and_upload(self, title, series, iteration, path=None, matrix=No | ||||
|     </tbody> | ||||
| </table> | ||||
| 
 | ||||
| ### Files | ||||
| 
 | ||||
| Use to upload a file and report a link to it. The file contents is uploaded to the bucket specified in the **TRAINS** configuration file, | ||||
| or a [a default upload destination](#set-default-upload-destination), if you set a default.  | ||||
| 
 | ||||
| First [get the current logger](#get-the-current-logger) and then use it (see an [example script](https://github.com/allegroai/trains/blob/master/examples/manual_reporting.py)) with the following method. | ||||
| 
 | ||||
| **Method**: | ||||
| 
 | ||||
| ```python | ||||
| def report_file_and_upload(self, title, series, iteration, path=None, max_file_history=None, | ||||
|                                 delete_after_upload=False) | ||||
| ``` | ||||
| 
 | ||||
| **Arguments**: | ||||
| 
 | ||||
| <table width="100%"> | ||||
|     <thead> | ||||
|         <tr> | ||||
|             <th width="15%">Parameter | ||||
|             </th> | ||||
|             <th width="25%">Type | ||||
|             </th> | ||||
|             <th width="55%">Description | ||||
|             </th> | ||||
|             <th width="5%">Mandatory | ||||
|             </th> | ||||
|         </tr> | ||||
|     </thead> | ||||
|     <tbody> | ||||
|         <tr> | ||||
|             <td>iteration | ||||
|             </td> | ||||
|             <td>integer | ||||
|             </td> | ||||
|             <td>The iteration number. | ||||
|             </td> | ||||
|             <td>Yes | ||||
|             </td> | ||||
|         </tr> | ||||
|         <tr> | ||||
|             <td>series | ||||
|             </td> | ||||
|             <td>string | ||||
|             </td> | ||||
|             <td>The label of the series. | ||||
|             </td> | ||||
|             <td>Yes | ||||
|             </td> | ||||
|         </tr> | ||||
|         <tr> | ||||
|             <td>title | ||||
|             </td> | ||||
|             <td>string | ||||
|             </td> | ||||
|             <td>The title of the image. | ||||
|             </td> | ||||
|             <td>Yes | ||||
|             </td> | ||||
|         </tr> | ||||
|         <tr> | ||||
|             <td>delete_after_upload | ||||
|             </td> | ||||
|             <td>boolean | ||||
|             </td> | ||||
|             <td>Indicates whether to delete the local copy of the file after uploading it. The values are: | ||||
|                 <ul> | ||||
|                     <li><code>True</code> - delete | ||||
|                     </li> | ||||
|                     <li><code>False</code> - do not delete (default) | ||||
|                     </li> | ||||
|                 </ul> | ||||
|             </td> | ||||
|             <td>No | ||||
|             </td> | ||||
|         </tr> | ||||
|         <tr> | ||||
|             <td>max_file_history | ||||
|             </td> | ||||
|             <td>integer | ||||
|             </td> | ||||
|             <td>The maximum number of images to store per metric / variant combination. For an unlimited number of files to store, specify a negative number. | ||||
|             The default value which is set in the global configuration is <code>5</code>. | ||||
|             </td> | ||||
|             <td>No | ||||
|             </td> | ||||
|         </tr> | ||||
|         <tr> | ||||
|             <td>path | ||||
|             </td> | ||||
|             <td>string | ||||
|             </td> | ||||
|             <td>The path of the file to upload.  | ||||
|             </td> | ||||
|             <td>No | ||||
|             </td> | ||||
|         </tr> | ||||
|     </tbody> | ||||
| </table> | ||||
| 
 | ||||
| ## Hyper-parameters and Environment Variables | ||||
| 
 | ||||
| ### Logging Experiment Parameter Dictionaries | ||||
|  | ||||
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