Abstract: A model lifecycle management method includes: executing a model initial development phase based on at least a first criteria, a second criteria, and a third criteria to obtain a set of production ready models; executing, using the set of production ready models, a model production phase based on at least a fourth criteria, a fifth criteria, and a sixth criteria to obtain; and executing, after executing the model production phase, using the set of models to be updated, a model update phase based on at least a seventh criteria on at least one model in the model production phase.

Abstract: A method for managing cloud service providers (CSPs) includes obtaining, by a CSP application broker, an application programming interface (API) request from an application, performing a target CSP analysis to identify a target CSP to service the API call, performing an API call modification based on the target CSP to obtain a CSP API call, sending the CSP API call to the target CSP, obtain a target API response from the target CSP, perform a CSP API response modification to obtaining a modified API response, and sending the translated API response to the application, wherein the application and the CSP application broker operate in the CSP.

Abstract: A method for managing information handling systems includes initiating, by a stackable system role (SSR) manager of an information handling system of the set of information handling systems, a boot sequence, making a first determination that the boot sequence does not specify a SSR of the information handling system, and based on the first determination: performing a hardware evaluation to determine a SSR for the information handling system, broadcasting the SSR to the set of information handling systems, obtaining, in response to the broadcasting, SSR responses from each information handling system in the set of information handling systems, making a second determination, based on the SSR responses, that an SSR agreement between the set of information handling systems is obtained, based on the second determination, determining a final SSR, and continuing the boot sequence using the final SSR.

Abstract: A method for managing information handling systems includes obtaining, by an information handling system dictator, a stackable system role (SSR) entry from an information handling system, in response to the obtaining, performing a ratio-based bucket analysis using a set of SSR buckets to obtain a determined SSR for the IHS, wherein each of the SSR buckets corresponds to a unique SSR, updating the SSR entry based on the determined SSR to obtain an updated SSR entry, and providing the updated SSR entry to a SSR manager of the information handling system.

Abstract: A method for managing information handling systems includes initiating, by a stackable system role (SSR) manager of an information handling system of the set of information handling systems, a boot sequence, making a first determination that the boot sequence does not specify a SSR of the information handling system, based on the first determination: performing a hardware evaluation to identify available hardware resources of the information handling system, obtaining a hardware resource inventory based on the available resources, applying a hardware resource function to the hardware resource inventory to determine a SSR for the information handling system, and continuing the boot sequence using the SSR.

Abstract: Techniques described herein relate to a method for managing migrations of applications. The method may include identifying, by a verification manager associated with an execution environment, an application potential migration event associated with an application; in response to identifying the application potential migration event: obtaining application configuration information associated with the application; making a determination that the application configuration information indicates the execution environment is capable of hosting the application; generating potential migration information associated with the execution environment and the application; and sending an affirmation and the potential migration information to the application.

Abstract: A storage services device includes: a first processor that provides first server services for a server having a second processor that is coupled to a second storage and that provides second server services of the server and a storage controller coupled to a first storage of the server that transmits information about the first storage to the first processor. The storage services device is disposed in the server and disaggregates, within the server, the first server services from the second server services.

Abstract: Techniques described herein relate to a method for managing applications. The method may include obtaining, by a binding manager associated with a first CSP, a first API call from a first application; the binding manager identifies a first CSP API associated with the first CSP; identifies a second CSP API associated with the first API call; make a first determination that the second CSP API does not match the first CSP API; and in response to the first determination: translates the first API call into a format associated with the first CSP API to obtain a translated API call; initiates performance of the translated API call; obtains a first CSP API call return object in first CSP API format; translates the first CSP API call return object to obtain a translated CSP API call return object; and provides the translated CSP API call return object to the first application.

Abstract: A model lifecycle management method includes: executing a model initial development phase based on at least a first criteria, a second criteria, and a third criteria to obtain a set of production ready models; executing, using the set of production ready models, a model production phase based on at least a fourth criteria, a fifth criteria, and a sixth criteria to obtain; and executing, after executing the model production phase, using the set of models to be updated, a model update phase based on at least a seventh criteria on at least one model in the model production phase.

Abstract: A model training recalibration method includes: receiving a notification including a recommendation for recalibrating an existing model training routine; making a first determination, in response to receiving the notification, that the existing model training routine should be recalibrated; in response to the first determination, instantiating a recalibration of the existing model training routine based on the recommendation.

Abstract: A model selection method includes: obtaining models from a model catalog where the model catalog specifies a ranking of the models; training the models using training data to obtain results for a trigger condition; selecting, based on the results of the trigger condition and from among the models, a best model to be pushed to production; after pushing the best model to production and based on the results of the trigger condition, re-ranking remaining ones of the models excluding the best model to obtain an updated ranking of the models; and updating the model catalog to reflect the updated ranking.

Abstract: A model selection method includes: receiving a request to train or validate a plurality of models where the request includes training data and one or more trigger conditions; obtaining the models from a model catalog and training the models using the training data to obtain results for each of the one or more trigger conditions; and selecting, based on the results of each of the one or more trigger conditions and from among the models, a best model to be pushed to production.

Abstract: A method for managing information handling systems includes obtaining, by a stackable system role (SSR) manager of an information handling system, an SSR instruction, performing an encoding on the SSR instruction using a public key to obtain an encoded instruction value, providing an encoded SSR instruction to a local hardware resource manager of the information handling system, wherein the encoded SSR instruction comprises the SSR instruction and the encoded instruction value, obtaining, from the hardware resource manager, a response, wherein the response specifies whether the encoded SSR instruction is valid, and based on the response, initiating an execution of the SSR instruction.

Abstract: A method for managing information handling system includes obtaining, by a zone-leading information handling system of the set of information handling systems, a first hardware resource information entry from a first information handling system in a first zone, obtaining a second hardware resource information entry from a second information handling system in the first zone, performing a stackable system role (SSR) entry analysis based on the first hardware resource information entry and the second hardware resource information entry, determining a set of SSRs, wherein each SSR in the set of SSRs corresponds to each of: the first information handling system, the second information handling system, and the zone-leading information handling system, initiating a SSR distribution of SSR entries based on the set of SSRs.

Abstract: A method for managing information handling systems includes obtaining, by an information handling system dictator, a stackable system role (SSR) entry from an information handling system, in response to the obtaining, performing a ratio-based bucket analysis using a set of SSR buckets to obtain a determined SSR for the IHS, wherein each of the SSR buckets corresponds to a unique SSR, updating the SSR entry based on the determined SSR to obtain an updated SSR entry, and providing the updated SSR entry to a SSR manager of the information handling system.

Abstract: A storage services device includes: a first processor that provides first server services for a server having a second processor that is coupled to a second storage and that provides second server services of the server and a storage controller coupled to a first storage of the server that transmits information about the first storage to the first processor.

Abstract: A method for managing information handling systems includes initiating, by a stackable system role (SSR) manager of an information handling system of the set of information handling systems, a boot sequence, making a first determination that the boot sequence does not specify a SSR of the information handling system, based on the first determination: performing a hardware evaluation to identify available hardware resources of the information handling system, obtaining a hardware resource inventory based on the available resources, applying a hardware resource function to the hardware resource inventory to determine a SSR for the information handling system, and continuing the boot sequence using the SSR.

Abstract: Techniques described herein relate to a method for managing applications. The method may include obtaining, by a binding manager associated with a first CSP, a first API call from a first application; the binding manager identifies a first CSP API associated with the first CSP; identifies a second CSP API associated with the first API call; make a first determination that the second CSP API does not match the first CSP API; and in response to the first determination: translates the first API call into a format associated with the first CSP API to obtain a translated API call; initiates performance of the translated API call; obtains a first CSP API call return object in first CSP API format; translates the first CSP API call return object to obtain a translated CSP API call return object; and provides the translated CSP API call return object to the first application.

Abstract: Techniques described herein relate to a method for managing migrations of applications. The method may include identifying, by a verification manager associated with an execution environment, an application potential migration event associated with an application; in response to identifying the application potential migration event: obtaining application configuration information associated with the application; making a determination that the application configuration information indicates the execution environment is capable of hosting the application; generating potential migration information associated with the execution environment and the application; and sending an affirmation and the potential migration information to the application.

Abstract: A method for managing cloud service providers (CSPs) includes obtaining, by a CSP application broker, an application programming interface (API) request from an application, performing a target CSP analysis to identify a target CSP to service the API call, performing an API call modification based on the target CSP to obtain a CSP API call, sending the CSP API call to the target CSP, obtain a target API response from the target CSP, perform a CSP API response modification to obtaining a modified API response, and sending the translated API response to the application, wherein the application and the CSP application broker operate in the CSP.