According to one aspect of the disclosure, a baseband chip is provided. The baseband chip may include a Layer 2 hardware circuit configured to perform Layer 2 packet processing. The baseband chip may also include a resource prediction circuit. The resource prediction circuit may include a resource mapping circuit. The resource mapping circuit may be configured to receive a grant indication associated with one or more grant conditions. The resource mapping circuit may be configured to identify a resource mapping table associated with the one or more grant conditions. In some embodiments, the resource mapping table may indicate a resource level ratio for a set of Layer 2 resources associated with the Layer 2 hardware circuit. The resource mapping circuit may be configured to trigger a first resource level change of the set of Layer 2 resources associated with the Layer 2 hardware circuit.