'world size ({}) is not divisible by tensor parallel size ({}) times ' \ 'pipeline parallel size ({}) times context parallel size ({})'.format( args.world_size, args.tensor_model_parallel_size, args.pipeline_mo
对于长序列的大模型训练，Context Parallel（CP）沿着序列维度切分数据，对于非attention操作，这和普通的数...
Context Parallel并行(CP)与sequence并行(SP)相比，核心差异在于SP只针对Layernorm和Dropout输出的activation在sequence维度进行切分，而CP则进一步扩展，对所有input输入和所有输出activation在sequence维度上进行切分，形成更高效的并行处理策略。除了Attention模块外，其他如Layernorm、Dropout等模块在CP并行中无需任...
CP is enabled by simply setting context_parallel_size=<CP_SIZE> in command line. Default context_parallel_size is 1, which means CP is disabled. Running with CP requires Megatron-Core (>=0.5.0) and Transformer Engine (>=1.1). Previoustensor_parallel package...
sparkHome:Spark安装目录。 pyFiles:.zip 或 .py 文件可发送给集群或添加至环境变量中。 Environment:Spark Worker节点的环境变量。 batchSize:批处理数量。设置为1表示禁用批处理,设置0以根据对象大小自动选择批处理大小,设置为-1以使用无限批处理大小。
S. Fu "Algorithm partition and parallel recognition of general context-free languages using fixed-size VLSI architecture", Pattern Recognition , vol. 19, no. 5, 1986H. D. Cheng and K. S. Fu, Algorithm partition and parallel recognition of general context-free languages ...
Please cite our paper if you use CEPE in your work: @inproceedings{yen2024long,title={Long-Context Language Modeling with Parallel Context Encoding},author={Yen, Howard and Gao, Tianyu and Chen, Danqi},booktitle={Association for Computational Linguistics (ACL)},year={2024}}...
The model fitting procedure optimized four model parameters in parallel: three to define the inverse sigmoid function, and one to set the number of molecules to simulate per cell. We describe the inverse sigmoid function, which is defined by the following equation, $$y(x)=\left(\left(1-d\...
Longitudinally parallel cylinder thirds doped with red, blue, and green pigments, respectively, and bonded together. Changing the length of one of these sections relative to others, i.e., through bending, shifts the chromaticity output. Pure extension or compression, respectively, decreases or increa...
In order to avoid this problem, and in parallel with sending out the task to the selected processor, the originating microprocessor asks other lightly loaded microprocessors how quickly they can successfully process the task. The replies are sent to the selected microprocessor, which, if unable to...