Transfer Learning From Multiple Source Domains via Consensus Regularization


 
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Old 09-22-2008
Transfer Learning From Multiple Source Domains via Consensus Regularization

HPL-2008-115 Transfer Learning From Multiple Source Domains via Consensus Regularization - Luo, Ping; Zhuang, Fuzhen; Xiong, Hui; Xiong, Yuhong; He, Qing
Keyword(s): Classification, Transfer Learning, Consensus Regularization
Abstract: Recent years have witnessed an increased interest in transfer learning. Despite the vast amount of research performed in this field, there are remaining challenges in applying the knowledge learnt from multiple source domains to a target domain. First, data from multiple source domains can be semant ...
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mc(1M)																	    mc(1M)

NAME
mc - media changer manipulation utility SYNOPSIS
device] num] src_element_type dest_element_type] device] element_type] device] drive_number] element_type] device] DESCRIPTION
The utility provides users with a command-line interface to send media manipulation commands to an autoloader or media changer device. It takes "element types" as arguments to most of the options. The valid element types (element_types) are: Specifies a Data Transfer (DT) element. Specifies an Import/Export (IE) element. Specifies a Medium Transport (MT) element. Specifies a Storage (ST) element. An example of a Data Transfer element is the embedded tape drive(s) of the autoloader. An example of an Import/Export element is the slot(s) by which an item of the media may be inserted or removed from the autoloader. An example of a Medium Transport element is the ro- botic picker assembly of the autoloader. An example of a Storage element is the media slot(s) of the autoloader. Please see examples below for usage. Options recognizes the following options and arguments: Prints the SCSI bus address of the drive slot specified by num. Issue a Reserve(1) or Release(0) SCSI command to the device. Determines whether a move from source to destination is valid. Uses device capabilities mode page and will return TRUE or FALSE. There should be no spaces in the source and destination element type values. For example, specifies a Data Transfer element as the source and a Storage element as the destination. Prints out the number of elements of element type. See element types above. Multiple types can be specified. For example, specifies all the valid element types. Prints out usage description. Allow or prevent media removal. Prints the serial number of the drive in the slot specified by num (if information is available). Specifies the pass-through device file to the library device. If the environment variable is set then the option may be omitted. Prints out Vendor ID, Product ID and Product Rev standard inquiry information. Prints out the status (FULL/EMPTY/NONE) of element slots of element type(s). See element types above. If barcode information is supported by the device, this will be appended to the status. Multiple types can be specified. For example, specifies all the valid element types. Specifies the element type and slot number (num) for the move medium source. There should be no space between the element type and the slot number. For example, specifies a Storage element in slot number 1. This option cannot be specified more than twice per invocation. Specifies the element type and slot number for the move medium destination. There should be no space between the element type and the slot number. For example, specifies a Data Transfer element in slot number 3. This option cannot be specified more than twice per invocation. RETURN VALUE
returns 0 upon successful completion and -1 otherwise. DIAGNOSTICS
The above error message could be a result of the command that was used to move media to an embedded drive that is already full. If the LIBRARY environment variable is not set and no other device file is specified, then the above error message will be printed. EXAMPLES
Using a DDS-2 autoloader with a six-cartridge magazine as an example: To see the status of the autoloader's Data Transfer and Storage element types: The following shows an example of output from the above command. The output indicates that there is an item of media in slot 2 (ST_slot_2), an item of media in the embedded drive (DT_slot_1), and all the other slots are empty. To move media from an embedded drive to slot 5 and then move media from slot 2 to an embedded drive: To check if a move from a Data Transfer element to a Storage element is possible: The following shows an example of output from the above command. The output indicates that moves from Data Transfer element types to Stor- age element types are valid. WARNINGS
Note for all HP DDS autoloaders: After the command has been used for the first time, the autoloader will enter into random mode. Once in random mode, all front panel button features are disabled except for the Eject Button. To go back to stacker mode, the magazine must be ejected and then reinserted. Note for some autoloaders or libraries: The media must be unloaded using the command prior to using the command. DEPENDENCIES
The command supports all HP-supported devices that comply with the SCSI-2 Medium Changer command specification. Either the or passthrough driver must be configured. See scsi_tape(7) and scsi_ctl(7). AUTHOR
was developed by Hewlett-Packard. SEE ALSO
mt(1), scsi(7), scsi_tape(7), scsi_ctl(7). mc(1M)