Data reproducibility requires versioning the contents of a Dataset so that you can ensure you are analyzing the same data. Snapshots are read-only, immutable states of the Dataset.
When you want to reproduce a training experiment, you can version a Domino Dataset so that you can return to a specific version used in the past.
To do this with Domino:
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Create a snapshot to create versions of a Domino Dataset. 
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Use a naming convention and a folder hierarchy to organize data your way in the read/write portions of a Dataset. 
| Note | While a snapshot is in progress, do not modify the files in the Dataset. | 
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From the Datasets page of your project, click the name of the Dataset you want to version to open its overview page. 
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Click Take Snapshot and select one of the following options: - 
Include all files to create a snapshot that copies all files in the Dataset. 
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Include only selected files to select a subset of the files and folders. 
 
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Optionally, you can enter a user-friendly tag name for the snapshot. 
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Click Confirm to initiate the snapshot. TipWhile a snapshot is in progress you can click Cancel to cancel the snapshot and automatically delete any partial snapshot data. 
Tags create a friendly path when you mount a snapshot in an execution. The owner of the Dataset can move a tag between different snapshots to provide a stable path to whichever snapshot holds the desired state of the data.
| Note | If more than one tag is used, the last added tag will be used for mounting. | 
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From the Domino Datasets page of your project, click the name of a Dataset to open its overview page. 
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From Snapshots, select the snapshot to tag. 
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Click +Tag Snapshot. 
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Enter a Tag Name and click Add. 
To remove the tag, click the X next to the tag name.
You can create as many snapshots as you need, but you cannot modify existing snapshots. Instead, you can create a Dataset from an existing snapshot, modify the new Dataset, and then create a new snapshot:
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Go to the existing snapshot. 
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Click Copy to New Dataset. 
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Complete the fields as needed. 
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Click Upload files to add files to the Dataset. 
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Click Take Snapshot > Include all files. 
When you no longer need a snapshot, you can mark it for deletion. These snapshots will no longer be mounted in subsequent executions. The snapshot will be flagged to a Domino administrator as ready for deletion, but will not be fully deleted until the administrator deletes it.
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From the Domino Datasets page of your project, click the name of a Dataset to open its overview page. 
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From Snapshots, select the snapshot to delete. 
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Click Mark Snapshot for Deletion. 
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Click OK to confirm that you want to mark the snapshot for deletion. 
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