Basic attention kernel that supports cached KV + (multi-)prompts#24
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Basic attention kernel that supports cached KV + (multi-)prompts#24
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suquark
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Apr 3, 2023
WoosukKwon
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Thanks a lot for your effort. Left minor comments.
Co-authored-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
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Thanks @suquark for this effort. Let's merge this! |
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Apr 4, 2023
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Fix for multi-query attention
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May 9, 2024
`format.sh` now has mypy checks after pulling in upstream changes. This PR makes the mypy suggested modifications to our code. --------- Signed-off-by: Travis Johnson <tsjohnso@us.ibm.com>
z103cb
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May 9, 2024
`format.sh` now has mypy checks after pulling in upstream changes. This PR makes the mypy suggested modifications to our code. --------- Signed-off-by: Travis Johnson <tsjohnso@us.ibm.com>
z103cb
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May 9, 2024
`format.sh` now has mypy checks after pulling in upstream changes. This PR makes the mypy suggested modifications to our code. --------- Signed-off-by: Travis Johnson <tsjohnso@us.ibm.com>
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bump ubi base image tag
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…trings Stop String Plumbing
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Signed-off-by: Chen Zhang <zhangch99@outlook.com>
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* fix vision attn for whisper/llama4 Signed-off-by: Yan Ma <yan.ma@intel.com> * address comments Signed-off-by: Yan Ma <yan.ma@intel.com> --------- Signed-off-by: Yan Ma <yan.ma@intel.com>
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New Industry Use Cases (vllm-project#21-30): - vllm-project#21 Game Development: AI game testing + balance tuning - vllm-project#22 Construction: Vision AI safety inspection - vllm-project#23 Agriculture/Smart Farm: Crop monitoring + pest detection - vllm-project#24 Government/Public: Document automation + citizen services - vllm-project#25 Energy/Utilities: Grid monitoring + anomaly detection - vllm-project#26 Environment/Sustainability: Carbon tracking + ESG reporting - vllm-project#27 Fashion/Apparel: Trend analysis + inventory optimization - vllm-project#28 Sports/Fitness: Performance analytics + tactical analysis - vllm-project#29 Automotive/Mobility: Autonomous driving simulation - vllm-project#30 Space/Aerospace: Satellite image analysis Advanced Architecture Patterns: 1. Event-Driven Pattern: Webhook → Event Bus → Agent triggers 2. Streaming Pattern: Large dataset processing with chunking 3. Batch Processing Pattern: Celery-based parallel processing 4. Circuit Breaker Pattern: Fault tolerance + auto recovery 5. CQRS + Event Sourcing: Command/Query separation 6. Saga Pattern: Distributed transaction management Guide now covers: - 30+ industry-specific MCP implementations - 6 production-ready architecture patterns - Real-world scalability solutions - Enterprise integration strategies - Total: 8,672 lines (from 7,249)
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This PR implements a basic and not highly optimized kernel to support cached KV with multiple import prompts.