MiniMax Tech Week: A Panoramic View of Technological Leaps | Vital Views

Starting June 17, MiniMax spent five consecutive workdays rolling out a concentrated series of announcements covering updates to its foundational model architecture, training efficiency optimizations, video and audio generation capabilities, and agent product iterations.

This Tech Week blitz showcased MiniMax's comprehensive technical breakthroughs across architecture, engineering, and application layers, while also reflecting its long-term vision and strategic discipline in evolving toward general AI infrastructure.

Starting from these key advances, we've mapped out the internal logic and systematic innovation strategy driving its technical evolution — and we're sharing our findings below.

Enjoy.

MiniMax-M1: Architecture-Level Innovation in Reasoning Models

On June 17, MiniMax unveiled MiniMax-M1, its first open-source hybrid-architecture reasoning model, with critical restructurings at both the foundational architecture and reinforcement learning levels.

The model employs an architecture-level optimization called "Lightning Attention" (Flash Attention), which dramatically improves computational efficiency and reduces memory requirements through hardware-coordinated designs including tiling, on-the-fly normalization, and shared memory and register utilization.

This optimization mechanism first appeared in a 2022 Stanford University paper and has since been adopted by GPT-4, Llama 3, and other open-source models. In its latest technical update, MiniMax pushed the engineering further: by co-designing memory and hardware parallelism, it eliminated redundant read-write cycles that consume GPU HBM memory, using registers and shared memory to reduce memory bandwidth bottlenecks and better adapt the technique to production scenarios.

On the reinforcement learning front, MiniMax introduced an original algorithm: CISPO (Clipped IS-weight Policy Optimization). Compared to traditional DPO or GRPO methods, CISPO preserves update paths for all tokens, avoiding the loss of critical context from token clipping and significantly improving RL convergence speed and quality. CISPO's efficient operation depends on Lightning Attention — the two form a deeply coupled training system.

Thanks to these innovations, MiniMax-M1 currently supports input contexts of up to 1 million tokens and output generation of 80,000 tokens, matching or exceeding Gemini 2.5 Pro's capabilities.

MiniMax-M1-80k context length vs. mainstream models

Meanwhile, its RLHF training completed in just three weeks on 512 H800 GPUs, with costs an order of magnitude lower than comparable industry offerings — demonstrating exceptional engineering efficiency.

CISPO algorithm vs. traditional RL algorithms: learning efficiency comparison

Hailuo-02: Breaking Global Video Model Cost Records with Architectural Breakthroughs

Released on June 15, the Hailuo-02 video generation model marks another milestone in MiniMax's video large-model trajectory.

The model introduces an NCR (Noise-aware Compute Redistribution) architecture that allocates computational resources across regions based on noise perception. High-noise areas indicate lower information density and can be compressed; low-noise areas signal critical details requiring greater modeling capacity. This mechanism effectively reduces HBM memory read-write volume by over 70% while improving training and inference efficiency by 2.5x.

MiniMax NCR architecture

Hailuo-02 carries 3x the parameters of Hailuo-01, with native 1080P video resolution and the ability to generate 10-second HD clips in a single pass, covering fine-grained body movements, fluid dynamics simulation, realistic physical interactions, and even circus-grade complex motion. Its performance approaches Google Veo3, yet its API costs roughly 1/9 as much — establishing an extreme cost-performance moat.

Hailuo-02 cost estimates vs. other video models

From a modeling paradigm perspective, NCR is more than an architecture-layer optimization — it's an information-density-driven training resource redistribution mechanism, reflecting MiniMax's deep understanding of and innovative approach to core challenges in video diffusion models.

MiniMax Agent: Building a "Reliable" General-Purpose Agent

Released on June 19, MiniMax Agent represents the company's exploration of large-model agentization, focusing on tasks like PPT creation, webpage building, and coding assistance, with leapfrog engineering innovations.

Its overall architecture uses a layered collaborative design: a "master scheduling agent" comprehends global task objectives and dispatches multiple "execution agents" to handle subtasks, supporting parallel collaboration among up to 7 agents. Combined with long-term memory mechanisms and a "reflection" function, the agent continuously monitors task progress during execution, stores and retrieves key information, and automatically adjusts strategy.

In live demos, MiniMax Agent has already completed full PPT production workflows from data organization through page design to chart generation, with a degree of multimodal coordination capability.

MiniMax Agent official product page

MiniMax's emphasis on being "reliable" prioritizes engineering stability and controllability in real-world scenarios over one-sided pursuit of model intelligence limits, reflecting a more pragmatic and product-grounded approach to definition.

Video Agent and Voice Design: From Tools to Intelligent Creative Pipelines

Additionally, the new Hailuo Video Agent extends the video generation product's capabilities,打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通打通