Providing a computational script into an input slot of a computational step of a data pipeline
Embodiments of the present disclosure are directed to techniques for constructing and configuring a data privacy pipeline to generate collaborative data in a data trustee environment. An interface of the trustee environment can serve as a sandbox for parties to generate, contribute to, or otherwise configure a data privacy pipeline by selecting, composing, and arranging any number of input datasets, computational steps, and contract outputs. (e.g., output datasets, permissible named queries on collaborative data). The interface may allow a contributing party to use one or more unspecified “placeholder” elements, such as placeholder datasets or placeholder computations, as building blocks in a pipeline under development. Parameterized access control may authorize designated participants to access, view, and/or contribute to designated portions of a contact or pipeline. Authorized participants may indicate their approval, and the pipeline may be deployed in the data trustee environment pursuant to the agreed upon parameters.
1 . A computer system comprising:
one or more hardware processors and memory configured to provide computer program instructions to the one or more hardware processors; and a graphical user interface configured to generate interface elements associated with a configuration of a data pipeline, the configuration comprising a specification of:
an input dataset, one or more computational steps that define the data pipeline, and a collaborative dataset that is derivable by executing the one or more computational steps on the input dataset wherein the interface elements enable:
configuring fine-grained element-by-element parameterized access controls on the one or more computational steps that are operations that are executable on the data pipeline,
receiving multi-collaborator approval of the one or more computational steps in the data pipeline, and
triggering the data pipeline to derive the collaborative dataset based on approval of the data pipeline from collaborators and receiving input from an authorized one of the collaborators requesting to trigger the data pipeline;
the graphical user interface is configured to use the one or more hardware processors to:
prompt collaborators for input designing an arrangement of the one or more computational steps that form the data pipeline configured to derive the collaborative dataset;
store a representation of the arrangement, including an authorization for a first collaborator of the collaborators to provide a computational script into a slot representing one of the one or more computational steps; and
provide the collaborators with access to the arrangement without exposing contents of the computational script to the collaborators.
2 . The computer system of claim 1 , wherein execution of the data pipeline causes the computational script of the first collaborator to run on data contributed by another one of the collaborators.
3 . The computer system of claim 1 , wherein execution of the data pipeline causes the computational script of the first collaborator to run on a set of computational results from an upstream computational step of the one or more computational steps.
4 . The computer system of claim 1 , the graphical user interface configured to use the one or more hardware processors to receive an identification of the computational script from the first collaborator via an interface configured to browse existing computational scripts associated with an account of the first collaborator.
5 . The computer system of claim 1 , the graphical user interface configured to use the one or more hardware processors to receive an identification of the computational script from the first collaborator via a portion of the graphical user interface configured to filter accessible computational scripts by script type.
6 . The computer system of claim 1 , the graphical user interface configured to use the one or more hardware processors to receive the computational script from the first collaborator via a script editing interface of the graphical user interface.
7 . The computer system of claim 1 , the graphical user interface configured to use the one or more hardware processors to provide a script editor configured to receive textual input of the computational script and a compiler configured to run the computational script.
8 . The computer system of claim 1 , the graphical user interface configured to use the one or more hardware processors to prompt, based on receiving input from the first collaborator identifying the computational script, the first collaborator for input setting a property controlling visibility, of the contents of the computational script, to others of the collaborators.
9 . The computer system of claim 1 , wherein a downstream computational step of the one or more computational steps includes an input slot configured to accept a set of computational results generated by the computational script.
10 . The computer system of claim 1 , the graphical user interface configured to use the one or more hardware processors to prompt for and receive, from the collaborators, an indication that the collaborators have approved the data pipeline.
11 . The computer system of claim 1 , the graphical user interface configured to use the one or more hardware processors to trigger, based on approval of the data pipeline from each of the collaborators and receiving input from an authorized one of the collaborators requesting to trigger the data pipeline, the data pipeline to derive the collaborative dataset without exposing contents of the input dataset to the collaborators.
12 . One or more computer storage media storing computer-useable instructions that, when executed by one or more computing devices, cause the one or more computing devices to perform operations comprising:
prompting, by a graphical user interface, collaborators for input designing an arrangement of one or more computational steps that form a data pipeline,
wherein the graphical user interface is configured to generate interface elements associated with a configuration of a data pipeline, the configuration comprising a specification of:
an input dataset, one or more computational steps that define the data pipeline, and a collaborative dataset that is derivable by executing the one or more computational steps on the input dataset provided by at least one of a plurality of collaborators, wherein the interface elements enable:
configuring fine-grained element-by-element parameterized access controls on the one or more computational steps that are operations that are executable on the data pipeline,
receiving multi-collaborator approval of the one or more computational steps in the data pipeline, and
triggering the data pipeline to derive the collaborative dataset based on approval of the data pipeline from collaborators and receiving input from an authorized one of the collaborators requesting to trigger the data pipeline;
storing, by the graphical user interface, a representation of the arrangement, including an authorization for a first collaborator of the collaborators to provide a computational script into a slot representing one of the one or more computational steps; and
providing, by the graphical user interface, the collaborators with access to the arrangement without exposing contents of the computational script to the collaborators.
13 . The one or more computer storage media of claim 12 , wherein execution of the data pipeline causes the computational script of the first collaborator to run on data contributed by another one of the collaborators.
14 . The one or more computer storage media of claim 12 , wherein execution of the data pipeline causes the computational script of the first collaborator to run on a set of computational results from an upstream computational step of the one or more computational steps.
15 . The one or more computer storage media of claim 12 , the operations further comprising receiving an identification of the computational script from the first collaborator via the graphical user interface configured to browse existing computational scripts associated with an account of the first collaborator.
16 . The one or more computer storage media of claim 12 , the operations further comprising providing the graphical user interface comprising a script editor configured to receive textual input of the computational script and a compiler configured to run the computational script.
17 . A method comprising:
prompting, by a graphical user interface, collaborators for input designing an arrangement of one or more computational steps that form a data pipeline,
wherein the graphical user interface is configured to generate interface elements associated with a configuration of a data pipeline, the configuration comprising a specification of:
an input dataset, the one or more computational steps that define the data pipeline, and a collaborative dataset that is derivable by executing the one or more computational steps on the input dataset provided by at least one of a plurality of collaborators, wherein the interface elements enable:
configuring fine-grained element-by-element parameterized access controls on the one or more computational steps that are operations that are executable on the data pipeline,
receiving multi-collaborator approval of the one or more computational steps in the data pipeline, and
triggering the data pipeline to derive the collaborative dataset based on approval of the data pipeline from collaborators and receiving input from an authorized one of the collaborators requesting to trigger the data pipeline;
storing a representation of the arrangement, including an authorization for a first collaborator of the collaborators to provide a computational script into a slot representing one of the one or more computational steps; and
providing the collaborators with access to the arrangement without exposing contents of the computational script to the collaborators.
18 . The method of claim 17 , wherein execution of the data pipeline causes the computational script of the first collaborator to run on data contributed by another one of the collaborators.
19 . The method of claim 17 , wherein execution of the data pipeline causes the computational script of the first collaborator to run on a set of computational results from an upstream computational step of the one or more computational steps.
20 . The method of claim 17 , further comprising providing an interface comprising a script editor configured to receive textual input of the computational script and a compiler configured to run the computational script.