12, local fine-tuning and initial model loading of the server are not affected by the size of the network. This is because they are only related to the parameter size of the LM used. In the case we are using the LLama7B model, the initial loading and local fine-tuning consume about ...
reference_rejected_logps: Log probabilities of the reference model for the rejected responses. Shape: (batch_size,) beta: Temperature parameter for the DPO loss, typically something in the range of 0.1 to 0.5. We ignore the reference model as beta -> 0. label_smoothing: conservativeness for ...
(30)MobileLLM: Optimizing Sub-billion Parameter Language Models for On-Device Use CasesMobileLLM和MobileLLM-LS的论文。这是两个125M/350M规模的小LLM,使用了共享块方法(31)InternLM: A Multilingual Language Model with Progressively Enhanced CapabilitiesInternLM的论文,104B,预训练是多阶段的(32)PaLM: ...
Parameter efficiency Now, let’s address the big elephant in the room: how is this parameter efficient if we introduce new weight matrices? The new matrices WAWA and WBWB can be very small. For example, suppose A=100A=100 and B=500B=500, then the size of ΔWΔW is 100×500=50,...
(C2C) interface that delivers 900 GB/s of bidirectional bandwidth. With NVLink-C2C, applications have coherent access to a unified memory space. This simplifies programming and supports the larger memory needs of trillion-parameter LLMs, transformer models for multimodal tasks, models fo...
Figure 3. Illustration of tensor parallelism in multi-layer perceptron (MLP) and self-attention layers. Credit:Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism Figure 3a shows an example of two-way tensor parallelism on a two-layer MLP, with each layer represent...
Size Public or Not “All” indicates full open source; “Partial” indicates partially open source; “Not” indicates not open source. License Language “EN” indicates English; “ZH” indicates Chinese; “AR” indicates Arabic; “ES” indicates Spanish; “RU” indicates Russian; “DE” ind...
size: Model size (parameter). release_date: Model release date (MM/DD/YYYY). max_model_len: Maximum token length of the input (if needed). create chat_templates/model_id.jinja If the chat_template is specified in the tokenizer_config.json of the evaluation model, create a .jinja file ...
"Parameter-Efficient Fine-Tuning of Large Language Models for Unit Test Generation: An Empirical Study" [2024-11] [paper] "VALTEST: Automated Validation of Language Model Generated Test Cases" [2024-11] [paper] "REACCEPT: Automated Co-evolution of Production and Test Code Based on Dynamic Val...
3 AI Use Cases (That Are Not a Chatbot) Machine Learning Feature engineering, structuring unstructured data, and lead scoring Shaw Talebi August 21, 2024 7 min read Back To Basics, Part Uno: Linear Regression and Cost Function Data Science ...