19 lines
923 B
Markdown
19 lines
923 B
Markdown
Objectives
|
|
- Auto distributed LLM inference config optimization
|
|
|
|
Key Results
|
|
- [3/10] Implement a minimal Rust inference framework
|
|
- [1/10] Define the IR for automatic optimization
|
|
- [0/10] Trace vLLM compute graph and data flow
|
|
- [2/10] Understand the possibility/challenges in LLM inference compute graph arrangement automatically
|
|
- [5/10] Profile different parallelism setup with real trace and analysis their difference
|
|
- [0/10] Meta-analysis for the theory maximum improvement with heterogenous setup [offtrack]
|
|
|
|
Last Week
|
|
- [KR2] Rethink about the project target and the definition of IR for automatic distribution optimization.
|
|
- [KR2] Learn something about category for IR abstraction.
|
|
- [KR2] Survey the TVM and MLC LLM to learning about their IR abstraction.
|
|
|
|
Next Week
|
|
- Profile the compute and communication time for kernels to show the bubble in micro-batch under different models and different input lengths.
|