DETAILED ACTION
Acknowledgments
The present application, filed on or after March 16, 2013, is being examined under the first inventor to file provisions of the AIA .
This action is in reply to the application filed on 05/28/2024.
Claims 1-20 are currently pending and have been examined.
Claim Rejections - 35 USC § 101
35 U.S.C. 101 reads as follows:
Whoever invents or discovers any new and useful process, machine, manufacture, or composition of matter, or any new and useful improvement thereof, may obtain a patent therefor, subject to the conditions and requirements of this title.
Claims 1-20 are rejected under 35 U.S.C. 101 because the claimed invention is directed to non-patent eligible subject matter because the claim(s) as a whole, considering all claim elements both individually and in combination, do not amount to significantly more than an abstract idea.
Step 1:
The claims recite a process, system, apparatus, article of manufacture, and/or a nontransitory storage medium with instructions, each of which are proper statutory categories.
Step 2A (prong 1):
Claim 1 (representative of claims 8 and 15):
The claim limitations are grouped as shown immediately following:
receiving a request to execute a workload on at least one node of a set of nodes; (Certain Methods Of Organizing Human Activity - business relations or managing personal behavior or relationships or interactions between people including following rules or instructions)
determining, based on the request, an intrinsic property that a node of the set of nodes is to include for executing the workload, the intrinsic property being independent of the workload; (Certain Methods Of Organizing Human Activity - business relations or managing personal behavior or relationships or interactions between people including following rules or instructions)
determining, based on the request, an extrinsic property that is to be used to execute the workload, the extrinsic property being dependent on the workload; (Certain Methods Of Organizing Human Activity - business relations or managing personal behavior or relationships or interactions between people including following rules or instructions)
determining that a first node of the set of nodes includes the intrinsic property; (Certain Methods Of Organizing Human Activity - business relations or managing personal behavior or relationships or interactions between people including following rules or instructions)
in response to determining that the first node includes the intrinsic property, executing the workload on the first node using the extrinsic property. (Certain Methods Of Organizing Human Activity - business relations or managing personal behavior or relationships or interactions between people including following rules or instructions)
Additional dependent claims 2-7, 9-14, and 16-20 do not appear remedy the deficiency.
Step 2A (prong 2):
Claim 1 (representative of claims 8 and 15):
…A system comprising:
…a processing device;
…a memory device storing program code that is executable by the processing device for causing the processing device to perform operations including:
…a non-transitory computer-readable medium
These remaining claim limitations are delineated as shown immediately preceding. The abstract idea is not integrated into a practical application. There are no improvements to the functioning of a computer, other technology or technical field, a particular machine is not cited, nothing is transformed to a different state or thing, the abstract idea is not more than a drafting effort designed to monopolize the abstract idea. The claim merely uses a computer as a tool to perform the abstract idea, which is generally linked to a particular field of use, in this case, marketing and advertising. Thus, these limitations are recited at a high-level of generality (i.e., as a generic processor and memory performing a generic computer function of processing and storing data) such that it amounts no more than mere instructions to apply the exception using a generic computer component – MPEP 2106.05(f). Further, receiving data, evaluating data and distributing data are data gathering and data outputting, which has no effect on technology and does no more than generally link the use of the judicial exception to a particular technological environment or field of use – see MPEP 2106.05(h).
Step 2B:
The claim limitations do not provide an Inventive Concept. The claim limitations do not recite additional elements that amount to significantly more that the abstract idea because the additional elements of the system comprising a computer processor, computer readable storage medium with instructions, and a memory configured to store information, each recited at a high level of generality in a computer network which only perform the universal computer functions of accessing, receiving, storing, and processing data, transmitting and presenting information. Taking the elements both individually and as an ordered combination, the function performed by the computer at each step of the process is purely orthodox. Using a computer to obtain and display data are some of the most basic functions of a computer. As shown, the individual limitations claimed are some of the most rudimentary functions of a computer. The technical solution described in this invention does not alter hardware structure or its routine, does not transform the character of the information being processed, does not identify a novel source or type of data, does not advance the functionality of a computer as a tool, and does not incorporate specific rules enabling the computer to accomplish innovative utilities. In summary, the individual step and/or component does no more than require a general computer to perform standard computer functions. As discussed above with respect to integration of the abstract idea into a practical application, the additional element of a computer devices amounts to no more than mere instructions to apply the exception using a generic computer component - requiring the use of software to tailor information and provide it to the user on a generic computer, Intellectual Ventures I LLC v. Capital One Bank (USA), 792 F.3d 1363, 1370-71, 115 USPQ2d 1636, 1642 (Fed. Cir. 2015);
Claim Rejections - 35 USC § 103
The following is a quotation of 35 U.S.C. 103 which forms the basis for all obviousness rejections set forth in this Office action:
A patent for a claimed invention may not be obtained, notwithstanding that the claimed invention is not identically disclosed as set forth in section 102 of this title, if the differences between the claimed invention and the prior art are such that the claimed invention as a whole would have been obvious before the effective filing date of the claimed invention to a person having ordinary skill in the art to which the claimed invention pertains. Patentability shall not be negated by the manner in which the invention was made.
Claims 1-20 are rejected under U.S.C. 103 as being unpatentable over Butler et al. (USPGP 2022/0197773 A1), hereinafter BUTLER.
Claims 1, 8, 15:
BUTLER as shown below discloses the following limitations:
receiving a request to execute a workload on at least one node of a set of nodes; (see at least paragraphs 0587, 0588)
determining, based on the request, an intrinsic property that a node of the set of nodes is to include for executing the workload, the intrinsic property being independent of the workload; (see at least Figures 14, 16 as well as associated and related text)
determining, based on the request, an extrinsic property that is to be used to execute the workload, the extrinsic property being dependent on the workload; (see at least Figures 14, 16 as well as associated and related text)
determining that a first node of the set of nodes includes the intrinsic property; (see at least paragraphs 0062, 0066)
in response to determining that the first node includes the intrinsic property, executing the workload on the first node using the extrinsic property. (see at least paragraphs 0062, 0066)
BUTLER does not specifically disclose each of the above limitations within a single embodiment. In this case, each of the elements claimed are all shown by the prior art of record but not combined as claimed. However, the technical ability exists to combine the elements as claimed and the results of the combination are predictable. Therefore, when combined, the elements perform the same function as they did separately. (KSR v. Teleflex, 127 S. Ct. 1727 (2007)). Consequently, it would have been obvious to one of ordinary skill in the art at the effective filing date to combine/modify the method of BUTLER because, “Large-scale computing applications are often deployed across a combination of resources in a distributed computing system. Provisioning resources and orchestrating application workloads across these resources in an efficient manner can be extremely challenging, however, particularly in view of the growing complexity and continuously evolving nature of these resource deployments, along with the diversity of workloads that are being deployed across them.” (BUTLER: paragraph 0003). Additionally, there is a recognized problem or need in the art including market pressure, design need, etc., and there are a finite number of identified predictable solutions. Accordingly, those in the art could have pursued known solutions with reasonable expectation of success. (KSR v. Teleflex, 127 S. Ct. 1727 (2007)). Fundamentally, in the competitive business climate, there is a profit-driven motive to maximize the profitability of goods and services that are provided or marketed to customers. Enterprises typically use business planning to make decisions in order to maximize profits.
Claims 2, 9, 16:
BUTLER discloses the limitations as shown in the rejections above. BUTLER further discloses the following limitations:
wherein the operations further comprise:
determining a set of requirements for running the workload based on the request,
wherein the set of requirements include node requirements and deployable requirements;
determining the intrinsic property based on the node requirements of the set of requirements;
determining the extrinsic property based on the deployable requirements.
See at least paragraphs 0186 and 0279.
Claims 3, 4, 10, 11, 17, and 18:
BUTLER discloses the limitations as shown in the rejections above. BUTLER further discloses the following limitations:
wherein the operations further comprise:
receiving, from each node of the set of nodes, a manifest indicating properties of the node;
determining a subset of the set of nodes having the intrinsic property based on the properties;
selecting the first node from the subset of the set of nodes for executing the workload.
wherein the first node is selected based on a geographic location of the first node, a capacity of the first node, or a node selection algorithm.
See at least paragraphs 0351 and 0448-0449.
Claims 5, 12, and 19:
BUTLER discloses the limitations as shown in the rejections above. BUTLER further discloses the following limitations:
wherein the operations further comprise:
determining that a plurality of nodes including at least the first node and a second node of the set of nodes includes the intrinsic property;
executing the workload on the plurality of nodes using the extrinsic property.
See at least paragraphs 0062 and 0066.
Claims 6, 13, and 20:
BUTLER discloses the limitations as shown in the rejections above. BUTLER further discloses the following limitations:
wherein the operations further comprise:
determining that the request indicates a number of nodes for executing the workload;
selecting the plurality of nodes based on the number of nodes.
See at least paragraphs 0351 and 0448-0449.
Claims 7 and 14:
BUTLER discloses the limitations as shown in the rejections above. BUTLER further discloses the following limitations:
wherein the operations further comprise:
determining that the first node lacks the extrinsic property;
executing the workload on the first node by providing the extrinsic property to the first node.
See at least paragraph 0473.
CONCLUSION
The prior art made of record and not relied upon is considered pertinent to applicant's disclosure.
Non-Patent Literature:
Mariano Garralda-Barrio et al. “A novel framework for generic Spark workload characterization and similar pattern recognition using machine learning.” (26 March 2024). Retrieved online 06/08/2026. https://www.google.com/url?sa=t&rct=j&q=&esrc=s&source=web&cd=&cad=rja&uact=8&ved=2ahUKEwjo7-_rz_eUAxU5KFkFHVHYJqwQFnoECBMQAQ&url=https%3A%2F%2Fwww.sciencedirect.com%2Fscience%2Farticle%2Fpii%2FS0743731524000455&usg=AOvVaw1Sd6DEaUFiUr7V7_u0o-PA&opi=89978449
SHIHUA HUANG et al. “How Flexible is Your Computing System?” (August 2022). Retrieved online 06/08/2026. How Flexible is Your Computing System?
Caesar Wu et al. “Hedonic Pricing of Cloud Computing Services.” (Mar. 2021). 06/08/2026. Hedonic Pricing of Cloud Computing Services
Foreign Art:
CHEN et al. “Method For Managing Computer Workloads Across Distributed Computing Clusters, Involves Transmitting Response To Workload Manager For Causing Workload Manager To Assign Workload To Particular Computing Cluster.” (EP 4068092 A1)
FAHLBUSCH et al. “System For Assigning User Devices To Workload Clusters In Distributed Computing Environment, Comprises Processors Configured By Instructions To Perform Operations Including Monitoring Resource Utilization On Multiple User Devices Through Device Agent Executing On Each Of Multiple User Devices.” (EP 4553659 A1)
ARSHAD et al. “Method For Detecting And Protecting Against Antagonistic Workloads In Distributed IT And Cluster Management Systems, Involves Executing Particular Workload At Cluster Based On Corresponding Score Of Cluster.” (EP 4693045 A1)
Any inquiry of a general nature or relating to the status of this application or concerning this communication or earlier communications from the Examiner should be directed to James A. Reagan (james.reagan@uspto.gov) whose telephone number is 571.272.6710. The Examiner can normally be reached Monday through Friday from 9 AM to 5 PM. If attempts to reach the examiner by telephone are unsuccessful, the Examiner’s supervisor, John Hayes, can be reached at 571.272.6708.
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/JAMES A REAGAN/Primary Examiner, Art Unit 3697
james.reagan@uspto.gov
571.272.6710 (Office)
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