Transfusion: Predict the Next Token and Diffuse Images with One Multi-Modal Model link 时间:24.08 机构:Waymo & University of Southern California TL;DR 提出一种使用混合模态token来训练transformer,名为transfusion,是一种生成式AI模型。主要工作使用了2T的tokens结合语言模型的next token prediction以及diffusion...
CrossAttention、MMDit等方式将文本信息融入模型,而本文的方式直接同时训练文本和图像信息,并且是使用同一个模型来进行处理. 如上图,图像经过一个VAE来得到tokens,并插入到文本token中,文本也会在经过一个tokenizer之后通过一个轻量级的模块进行处理,然后再通过一个transformer来处理文本和图像的信息. 文本的attention方式...
Transfusion combines the language modeling loss function (next token prediction) with diffusion to train a single transformer over mixed-modality sequences. We pretrain multiple Transfusion models up to 7B parameters from scratch on a mixture of text and image data, establishing scaling laws with ...
Each text string is tokenized into a sequence of discrete tokens from a fixed vocabulary, where each token is represented as an integer Model Architecture The vast majority of the model’s parameters belong to a single transformer, which processes every sequence, regardless of modality (We follow...
This separation improves the performance for predicting the next token in very large sequences. We adopt their approach for next event prediction and apply the definitions by Daniluk, et al. [47] to augment LSTMs with KVP attention. Formally speaking, KVP operates as follows: Let Yt = [ht...
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top_p: float = field(default=1.0, metadata={"help": "The cumulative probability for top-p-filtering in the sampling strategy."}) temperature: float = field(default=1.0, metadata={"help": "The value used to module the next token probabilities. Must be strictly positive."},) max_new_to...
Deep language algorithms, like GPT-2, have demonstrated remarkable abilities to process text, and now constitute the backbone of automatic translation, summarization and dialogue. However, whether these models encode information that relates to human com
TSqlParserToken TSqlScript TSqlStatement TSqlStatementSnippet TSqlTokenType TSqlTriggerEventGroupHelper TSqlTriggerEventTypeHelper UnaryExpression UnaryExpressionType UniqueConstraintDefinition UniqueRowFilter UnpivotedTableReference UnqualifiedJoin UnqualifiedJoinType UpdateCall UpdateDeleteSpecificationBase UpdateForCl...
Configure bot token see point 5**.2** Configuring chatID and tokens in Telegram Run 5_predict_POOL_enque_Thread.py It is possible to run it without configuring telegram point 5.2, in that case no alerts will be sent in telegram, but if the results were recorded in real time in: d_re...