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Since it seems like #6111 will be blocked for a bit, I've forked @tyree731's fork and implemented the requested changes. This change adds support to the base Embeddings class for two methods, aembed_query and aembed_documents, those two methods supporting async equivalents of embed_query and embed_documents respectively. This ever so slightly rounds out async support within langchain, with an initial implementation of this functionality being implemented for openai. Implements https://github.com/hwchase17/langchain/issues/6109 --------- Co-authored-by: Stephen Tyree <tyree731@gmail.com>