rasyosef/msmarco_dev_1M_splade_index

Splade-Index

This is an index created with the splade-index library (version 0.1.2)

Installation

You can install the splade-index library with pip:

pip install "splade-index==0.1.2"

# Include extra dependencies like stemmer
pip install "splade-index[full]==0.1.2"

# For huggingface hub usage
pip install huggingface_hub

Load this Index

You can use the following code to load this SPLADE index from Hugging Face hub:

import os
from sentence_transformers import SparseEncoder
from splade_index import SPLADE

# Download the SPLADE model that was used to create the index from the HuggingFace Hub
model_id = "rasyosef/splade-mini" # The SPLADE model id
model = SparseEncoder(model_id)

repo_id = "rasyosef/msmarco_dev_1M_splade_index"
# Load a SPLADE index from the Hugging Face model hub
retriever = SPLADE.load_from_hub(repo_id, model=model)

Stats

This dataset was created using the following data:

Statistic	Value
Number of documents	980853
Number of tokens	180385384
Average tokens per document	183.91