Local Inference Acceleration: Memory Architectures, Metal Kernels, and Latency Optimization
Parent: Local Model Performance Evaluation: Ollama, MLX, and Hardware Architectures · Topic entry · 25 branches · skill local-inference-acceleration-and-kernels
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Children
- Asymmetric KV Cache Quantization (frontier)
- Context Threshold Compaction (frontier)
- Draft Model Amortization (frontier)
- GDDR7 Channel Bandwidth and Peak Throughput (frontier)
- GDDR7 Channel Interleaving (frontier)
- GEMM vs GEMV Scaling (frontier)
- GGML Metal Kernel Dispatch and Command Buffer Offload (frontier)
- GGUF Alignment and Quantization Block Matrix (frontier)
- Host Synchronization Bubbles (frontier)
- MLX KV Cache Quantization and Zero-Copy Pointer Passing (frontier)
- MTP Speculative Verification (frontier)
- Metal Pipeline State Caching (frontier)
- Multi-Token Prediction Heads and Speculative Decoding (frontier)
- PAM3 Modulation (frontier)
- PCIe Tunneling Protocol (frontier)
- SIMD Aligned Memory Vectorization (frontier)
- Shared Buffer Storage Modes (frontier)
- Static Scratchpad Workspace (frontier)
- Super-block Quantization Scales (frontier)
- TTFT Compute Bound Analysis and Inter-token Latency Jitter (frontier)
- Thunderbolt 5 Bus Latency and Bandwidth Scaling Limit (frontier)
- Thunderbolt Retimer Jitter (frontier)
- Wired Memory Instrumentation and Static Activation Buffers (frontier)
- Wired Page Allocation (frontier)
- Local Inference Micro-Architectures: Signaling, Quantization Superblocks, and Kernel Pipeline Scheduling
Frontier under this node: Asymmetric KV Cache Quantization, Context Threshold Compaction, Draft Model Amortization, GDDR7 Channel Bandwidth and Peak Throughput, GDDR7 Channel Interleaving, GEMM vs GEMV Scaling, GGML Metal Kernel Dispatch and Command Buffer Offload, GGUF Alignment and Quantization Block Matrix, Host Synchronization Bubbles, MLX KV Cache Quantization and Zero-Copy Pointer Passing, MTP Speculative Verification, Metal Pipeline State Caching, Multi-Token Prediction Heads and Speculative Decoding, PAM3 Modulation, PCIe Tunneling Protocol, SIMD Aligned Memory Vectorization, Shared Buffer Storage Modes, Static Scratchpad Workspace, Super-block Quantization Scales, TTFT Compute Bound Analysis and Inter-token Latency Jitter, Thunderbolt 5 Bus Latency and Bandwidth Scaling Limit, Thunderbolt Retimer Jitter, Wired Memory Instrumentation and Static Activation Buffers, Wired Page Allocation