rdk-model-zoo-integrate
Skill404 starsChanged 30 days agoApache-2.0View on GitHub
Use when integrating a custom model artifact or changed I/O contract into an RDK Model Zoo sample, including class-count, shape, wrapper, or cross-platform adaptation. 触发词:自训练接入、替换权重、接口适配。Do not use to implement PTQ/QAT or to review an unchanged sample.
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- D-Robotics/rdk-skillsword for word, first seen Oct 9, 2026
Other versions1 project uses a version of this.
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- D-Robotics/rdk-skills★ 5100% same
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How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository6 other files it gives its agents.
- rdk-model-zoo-developSkill
- rdk-model-zoo-releaseSkill
- rdk-model-zoo-repoSkill
- rdk-model-zoo-reviewSkill
- rdk-model-zooSkill
- rdk-model-zoo-validateSkill
The file
Files
RDK Model Zoo Integration
Purpose
把模型和目标 sample 的输入输出、runtime、前后处理对齐。编译由既有工具链负责,本 Skill 负责交接前的需求与交接后的仓库接入。
When to use
适用:自训练模型替换、类别/尺寸/输出节点变化、已量化产物接入、跨平台适配、encoder/decoder 组合。纯粹使用官方默认样例用 rdk-model-zoo;纯 PTQ/QAT 子任务委托工具链;完整新 sample 交付由 rdk-model-zoo-develop 主导。
Instructions
- 读取 context-policy.md,确认目标 sample、平台/SoC、模型来源、runtime 与用户目标。Pack 所在分支(交付默认
main、集成开发develop、历史交付线rdk_x5/rdk_s)不等于 X5 目标;按实际 ref 区分 X5、S100/S100P/S600、X3 和 legacy。用户指定的平台、版本或路径冲突时保留约束,不切换分支。区分私有应用接入和公开仓库贡献;后者才要求仓库级索引/发布清单等交付。 - 阅读目标 export/conversion、wrapper、main、run.sh 和模型文档。按 integration-contract.md 建立源模型与目标 runtime 的 I/O 对照;每个输入输出分别记录,不能只比较文件名。
- 已有可用产物先核对架构、格式、模型 metadata、shape/layout/dtype、输入名、输出次序、量化/反量化责任。YOLO 类别数变化同时审查标签、输出 reshape 和解码;多模型任务逐组件核对。缺少适配证据时不强行运行。
- 需要转换时按 toolchain-handoff.md 交出精确子任务。检查对应 router 和完整资源树可用;安装或升级另行确认。将输入协议、基线/容差、输出目录和授权边界传递,不复制量化实现。
- 接回原始模型、配置、metadata、日志和收据,核验哈希和验证范围;不把新格式改后缀伪装为默认模型。缺兼容性证据时仅推进不依赖它的文档/静态工作。
- 按已批准范围修改配置/标签/wrapper/main/run.sh;查已有 utils 的语义后复用。保留用户数据与上游版权,不提交私有权重、校准数据或临时 dump。必要接口变更明确记录影响。
- 用同一可复现输入对照浮点基线、工具链结果和接入后结果;根据 evidence-contract.md 分开记录。工具链旧收据不能替代修改后的前后处理验证。
- 公开贡献时交
rdk-model-zoo-develop完成双语文档、conversion/evaluator、模型获取和索引;再用rdk-model-zoo-review审阅。不为私人实验强制生成整个仓库贡献。
Output
I/O 对照、委托及返回证据、文件变更、sample 层验证、剩余阻断。分别报告“工具链产物状态”和“样例接入状态”,不把编译成功写成部署成功。
Safety
模型、训练数据和标签默认私有;无授权不上传、不覆盖、不升级 OE 工作区。机器人输出默认离线文件,不直接应用动作。需要改变 runtime/图结构/容差时明确提出变更,不静默降低交付标准。
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