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yiming-l21

PROFILE

Yiming-l21

Developed and stabilized a production-ready Flux Multimodal Image Generation Pipeline for the jd-opensource/xllm repository, delivering end-to-end image generation using DiT-based diffusion models. Integrated CLIP text models, T5 encoders, VAEs, and DiT diffusion within a dedicated API, enabling scalable batched inference and efficient prompt management. Addressed scheduler and input handling bugs in the Flux pipeline, improving reliability for batch processing and user-facing workflows. Leveraged C++, Python, and PyTorch to implement robust data structures, backend systems, and runtime components, resulting in a scalable, API-driven image generation solution that supports multimodal AI and advanced deep learning model inference capabilities.

Overall Statistics

Feature vs Bugs

50%Features

Repository Contributions

7Total
Bugs
1
Commits
7
Features
1
Lines of code
12,141
Activity Months1

Your Network

112 people

Work History

September 2025

7 Commits • 1 Features

Sep 1, 2025

September 2025 monthly summary for jd-opensource/xllm focused on delivering a scalable, end-to-end image generation capability and stabilizing the Flux-based pipeline. Highlights include the first production-ready Flux Multimodal Image Generation Pipeline (DiT diffusion) with API access and batched inference, alongside robust input handling and bug fixes that improve reliability for batch prompts.

Activity

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Quality Metrics

Correctness87.0%
Maintainability81.4%
Architecture87.2%
Performance77.0%
AI Usage20.0%

Skills & Technologies

Programming Languages

C++Pythonprotobuf

Technical Skills

API DesignAPI DevelopmentBackend DevelopmentBatch ProcessingC++C++ DevelopmentCMakeCUDAComputer VisionData StructuresDeep LearningDiffusion ModelsDistributed SystemsImage GenerationMachine Learning

Repositories Contributed To

1 repo

Overview of all repositories you've contributed to across your timeline

jd-opensource/xllm

Sep 2025 Sep 2025
1 Month active

Languages Used

C++Pythonprotobuf

Technical Skills

API DesignAPI DevelopmentBackend DevelopmentBatch ProcessingC++C++ Development