* add time and perf benchmark for es
* Add retriever benchmarking
* Add Reader benchmarking
* add nq to squad conversion
* add conversion stats
* clean benchmarks
* Add link to dataset
* Update imports
* add first support for neg psgs
* Refactor test
* set max_seq_len
* cleanup benchmark
* begin retriever speed benchmarking
* Add support for retriever query index benchmarking
* improve reader eval, retriever speed benchmarking
* improve retriever speed benchmarking
* Add retriever accuracy benchmark
* Add neg doc shuffling
* Add top_n
* 3x speedup of SQL. add postgres docker run. make shuffle neg a param. add more logging
* Add models to sweep
* add option for faiss index type
* remove unneeded line
* change faiss to faiss_flat
* begin automatic benchmark script
* remove existing postgres docker for benchmarking
* Add data processing scripts
* Remove shuffle in script bc data already shuffled
* switch hnsw setup from 256 to 128
* change es similarity to dot product by default
* Error includes stack trace
* Change ES default timeout
* remove delete_docs() from timing for indexing
* Add support for website export
* update website on push to benchmarks
* add complete benchmarks results
* new json format
* removed NaN as is not a valid json token
* versioning for docs
* unsaved changes
* cleaning
* cleaning
* Edit format of benchmarks data
* update also jsons in v0.4.0
Co-authored-by: brandenchan <brandenchan@icloud.com>
Co-authored-by: deepset <deepset@Crenolape.localdomain>
Co-authored-by: Malte Pietsch <malte.pietsch@deepset.ai>