Insufficient computing resources

Insufficient computing resources

With the continuous expansion of artificial intelligence model scales, enterprises face the challenge of inadequate computing resources, unable to meet the demand for large-scale model inference.

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Hardware limitations

Hardware limitations

As the model scale increases, the requirements for hardware also become higher. Existing hardware may be unable to support the inference of extra-large models, necessitating dedicated hardware design ...

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Deployment and integration

Deployment and integration

Integrating large language models into existing business processes and systems may encounter technical challenges, such as compatibility issues and system performance bottlenecks.

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Cost pressure

Cost pressure

Large language model inference requires a considerable amount of computing and storage resources, leading to significant cost pressure for enterprises.

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Data security and privacy protection

Data security and privacy protection

Ensuring data security and privacy protection during large-scale model inference processes is a significant challenge for enterprises.

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High network latency

High network latency

In application scenarios with high real-time requirements, such as financial transactions, online gaming, etc., network latency becomes a major factor limiting model inference efficiency.

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Process management

Process management

Computing power centers need to establish and maintain a set of standard operations and maintenance processes to ensure the standardization and normalization of operations and maintenance.

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Continuous integration and deployment

Continuous integration and deployment

Computing power centers require rapid iteration and updates to meet evolving market demands.

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Compliance

Compliance

Computing power centers need to ensure that operations and maintenance activities comply with relevant laws, regulations, and industry standards.

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Security

Security

Data security is crucial for computing power centers, necessitating measures to prevent unauthorized access and data breaches.

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