Conversion device for secure computation, secure computation system, conversion method for secure computation and conversion program for secure computation
A conversion device for secure computation for converting an input data which is an object data of secure computation into an input format applicable to the secure computation is provided. A conversion device for secure computation of the present invention includes an acquisition unit configured to acquire an object data of the secure computation; a storage unit configured to store a correspondence table specifying an input format required for executing the secure computation; a conversion processing unit configured to perform a conversion from the acquired object data into a secure computation data in accordance with the correspondence table; and an output unit configured to output the secure computation data.
1. A conversion device for secure computation comprising:
an acquisition unit configured to acquire an object data of the secure computation;
a storage unit configured to store a correspondence table specifying an input format required for executing the secure computation;
a conversion processing unit configured to perform a conversion from the acquired object data into a secure computation data in accordance with the correspondence table; and
an output unit configured to output the secure computation data, wherein
the object data at least includes a second data which relates to a machine learning of a first data, and
the second data includes a specification data of the machine learning of the first data,
a specification of the machine learning and the input format are associated with each other in the correspondence table, and
the conversion processing unit is configured to extract the input format corresponding to the specification data of the machine learning from the stored correspondence table and perform the conversion in accordance with the extracted input format.
2. The conversion device for secure computation according to claim 1 , wherein
the acquisition unit is configured to acquire a request condition data for the secure computation, and
the conversion processing unit is configured to perform the conversion in accordance with the input format selected based on the request condition data in the extracted input format.
3. The conversion device for secure computation according to claim 2 , wherein
the specification data of the machine learning includes an information related to an algorithm used in the machine learning or a source code.
4. The conversion device for secure computation according to claim 3 , wherein
the object data includes a data obtained by performing the machine learning on the first data, and
the conversion processing unit includes an encryption unit configured to encrypt the data obtained by performing the machine learning in accordance with an encryption method specified in the selected input format as the conversion.
5. The conversion device for secure computation according to claim 3 , wherein
the object data includes the first data,
the conversion processing unit includes an encryption unit configured to encrypt the first data in accordance with an encryption method specified in the selected input format as the conversion.
6. The conversion device for secure computation according to claim 5 , wherein
the request condition data includes a selective condition related to the secure computation or a plurality of evaluation conditions to which a score is given, and
the conversion processing unit is configured to perform the conversion in accordance with the input format selected based on the selective condition and/or the score.
7. The conversion device for secure computation according to claim 6 , wherein
the evaluation conditions include a condition related to at least one of a processing speed, a security level and a cost, and
the evaluation conditions are configured to be input via a graphical user interface.
8. The conversion device for secure computation according to claim 6 , wherein
the storage unit is configured to store the request condition data and the input format of the conversion performed in accordance with the request condition data,
a learning unit configured to learn a relation between the stored request condition data and the input format of the conversion performed in accordance with the request condition data is further provided, and
the conversion processing unit is configured to perform the conversion in accordance with the learned relation.
9. The conversion device for secure computation according to claim 1 , wherein
the input format is a data specified by any one of or a combination of an encryption type, an encryption scheme, a unit of a data to be encrypted, a data structure, a processing protocol and an architecture for the secure computation.
10. A secure computation system comprising:
a processing request unit configured to transmit a processing request of an object data of a secure computation;
a secure computation conversion unit; and
a secure computation execution unit, wherein
the secure computation conversion unit includes:
an acquisition unit configured to acquire the object data via the processing request unit;
a storage unit configured to store a correspondence table specifying an input format required for executing the secure computation;
a conversion processing unit configured to perform a conversion from the acquired object data into a secure computation data in accordance with the correspondence table; and
an output unit configured to output the secure computation data to the secure computation execution unit, wherein
the object data at least includes a second data which relates to a machine learning of a first data, and
the second data includes a specification data of the machine learning of the first data,
a specification of the machine learning and the input format are associated with each other in the correspondence table, and
the conversion processing unit is configured to extract the input format corresponding to the specification data of the machine learning from the stored correspondence table and perform the conversion in accordance with the extracted input format.
11. A conversion method for converting an object data of secure computation into a secure computation data, the conversion method being executed by a computer having a control unit and a storage unit,
the conversion method comprising:
a step of acquiring the object data of the secure computation by the control unit;
a step of storing a correspondence table specifying an input format required for executing the secure computation in the storage unit by the control unit;
a step of performing a conversion from the acquired object data into a secure computation data in accordance with the correspondence table by the control unit; and
a step of outputting the secure computation data by the control unit, wherein
the object data at least includes a second data which relates to a machine learning of a first data, and
the second data includes a specification data of the machine learning of the first data,
a specification of the machine learning and the input format are associated with each other in the correspondence table, and
the conversion processing unit is configured to extract the input format corresponding to the specification data of the machine learning from the stored correspondence table and perform the conversion in accordance with the extracted input format.