Premchan369/Q-TensorFormer

1"""2Q-TensorFormer: Closed-Loop Information-to-Resource Adaptive Transformer.3 4Dynamically allocates model capacity, computation depth, attention complexity,5tensor rank, KV-cache precision, and memory residency according to the6information value of each token under real deployment constraints.7"""8 9from .config import (10    ModelConfig, TrainingConfig, BudgetConfig, ExperimentConfig,11    PRESETS, tiny_config, small_config, medium_config, production_config,12    validate_model_config,13)14from .information_state import TokenInformationState15from .resource_allocator import (16    InformationValueAllocator, AllocationBudget, AllocatorAction, PIDDualSubgradientController,17    ConstrainedDecisionEngine, MarginalValueModel,18)19from .kv_cache import (20    AdaptiveKVCache, KVPrecision, QuantizedKVTensor,21    HierarchicalAdaptiveKVCache, KVResidencyTier, KVTransferStats,22)23from .counterfactual_learning import (24    CounterfactualDatasetGenerator, PolicyBenchmarkEvaluator, CounterfactualRecord,25)26from .phase_aware_profiler import (27    PhaseAwareProfiler, PhaseProfileResult,28)29from .matched_budget_analyzer import (30    MatchedBudgetAnalyzer, MatchedBudgetComparison, ConstraintSatisfactionResult, ParetoHypervolumeResult,31)32from .quantum_backend import (33    QuantumBackend, BackendType, compute_meyer_wallach_entanglement, compute_quantum_expressibility,34)35from .tensor_layers import TTLinear, TTFeedForward, factorize_dim36from .attention import MultiHeadAttention37from .blocks import HybridBlock38from .hardware_cost_model import (39    HardwareCostModel, HardwareMeasurement, HardwareRooflineAnalyzer, RooflinePoint, KernelBreakdownProfiler,40)41from .models import QTensorFormer, DenseBaseline, create_model42from .validator import ScientificClaimValidator43 44# Hugging Face Integration45from .hf_model import QTensorFormerConfig, QTensorFormerForCausalLM46 47__version__ = "4.0.0"48 49__all__ = [50    "QTensorFormer",51    "DenseBaseline",52    "create_model",53    "ModelConfig",54    "TrainingConfig",55    "BudgetConfig",56    "ExperimentConfig",57    "TokenInformationState",58    "InformationValueAllocator",59    "AllocationBudget",60    "AllocatorAction",61    "PIDDualSubgradientController",62    "ConstrainedDecisionEngine",63    "MarginalValueModel",64    "AdaptiveKVCache",65    "HierarchicalAdaptiveKVCache",66    "KVPrecision",67    "KVResidencyTier",68    "KVTransferStats",69    "QuantizedKVTensor",70    "CounterfactualDatasetGenerator",71    "PolicyBenchmarkEvaluator",72    "PhaseAwareProfiler",73    "PhaseProfileResult",74    "MatchedBudgetAnalyzer",75    "MatchedBudgetComparison",76    "ConstraintSatisfactionResult",77    "ParetoHypervolumeResult",78    "QuantumBackend",79    "BackendType",80    "compute_meyer_wallach_entanglement",81    "compute_quantum_expressibility",82    "TTLinear",83    "TTFeedForward",84    "factorize_dim",85    "MultiHeadAttention",86    "HybridBlock",87    "HardwareCostModel",88    "HardwareMeasurement",89    "HardwareRooflineAnalyzer",90    "RooflinePoint",91    "KernelBreakdownProfiler",92    "QTensorFormerConfig",93    "QTensorFormerForCausalLM",94    "ScientificClaimValidator",95    "__version__",96]97 98