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docs(roadmap): update roadmap with new features and improvements#429

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chenghuaWang merged 5 commits intoUbiquitousLearning:v2from
chenghuaWang:v2
Sep 6, 2025
Merged

docs(roadmap): update roadmap with new features and improvements#429
chenghuaWang merged 5 commits intoUbiquitousLearning:v2from
chenghuaWang:v2

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@chenghuaWang chenghuaWang commented Sep 6, 2025

  • Roadmap: Add model support for Qwen3, Qwen2, and Llama3 series
  • Roadmap: Implement performance optimizations including inplace kernels and fused kernels
  • Roadmap: Introduce kernel selector table for tuning
  • Roadmap: Enhance Arm kernel support and X86 backend support
  • Roadmap: Add quantization support for model convertor and quantizer
  • Roadmap: Improve pymllm API and tests
  • Roadmap: Implement new applications for multi-turn chat and modelscope integration
  • Refactor CLIInterface to modeling_qwen2_5vl_fast
  • Add inplace attribute support for layers, including RMSNorm
  • Remove unused Highway header in kernel_dispatch

chenghuaWang and others added 5 commits September 5, 2025 13:08
- Remove comments for obvious vectorized loop and leftover elements handling
- Improve code readability by eliminating redundant explanations
- Add model support for Qwen3, Qwen2, and Llama3 series
- Implement performance optimizations including inplace kernels and fused kernels
- Introduce kernel selector table for tuning
- Enhance Arm kernel support and X86 backend support
- Add quantization support for model convertor and quantizer
- Improve pymllm API and tests
- Implement new applications for multi-turn chat and modelscope integration
- Refactor CLIInterface to modeling_qwen2_5vl_fast
- Add inplace attribute support for layers, including RMSNorm
- Remove unused Highway header in kernel_dispatch
- Implement CUDA allocator, backend, and common utilities
- Add CMake configuration for CUDA backend
- Update roadmap documentation to include CANN backend support
- Remove VisionRoPEOpOptions from Python bindings
@chenghuaWang chenghuaWang merged commit d503125 into UbiquitousLearning:v2 Sep 6, 2025
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