From 7de2849da76f5e3f3becfe38c2127f0cb63c6837 Mon Sep 17 00:00:00 2001 From: wwxxzz Date: Wed, 30 Oct 2024 16:50:17 +0800 Subject: [PATCH] Support auto evaluation for multi-modal (#258) * Support MM: text and image eval * Support MultiModal Eval --- ...1\351\236\213\346\216\250\350\215\220.pdf" | Bin 0 -> 7677584 bytes example_data/eval_docs_text/EasyRec.txt | 44 ++++ example_data/eval_docs_text/PAI.txt | 14 ++ src/pai_rag/config/evaluation/config.yaml | 12 +- .../evaluation/settings_eval_for_image.toml | 99 +++++++++ ..._eval.toml => settings_eval_for_text.toml} | 4 +- .../evaluation/dataset/rag_eval_dataset.py | 4 + .../evaluation/dataset/rag_qca_dataset.py | 8 + .../evaluation/evaluator/base_evaluator.py | 36 +++- .../evaluation/generator/rag_qca_generator.py | 127 +++++++++++- .../evaluation/metrics/response/base.py | 17 +- .../metrics/response/correctness.py | 196 ++++++++++++------ .../metrics/response/faithfulness.py | 154 ++++++++++---- .../evaluation/run_evaluation_experiments.py | 16 +- .../evaluation/run_evaluation_pipeline.py | 74 ++++--- src/pai_rag/utils/prompt_template.py | 29 ++- 16 files changed, 653 insertions(+), 181 deletions(-) create mode 100644 "example_data/eval_docs_image/\350\267\221\351\236\213\346\216\250\350\215\220.pdf" create mode 100644 example_data/eval_docs_text/EasyRec.txt create mode 100644 example_data/eval_docs_text/PAI.txt create mode 100644 src/pai_rag/config/evaluation/settings_eval_for_image.toml rename src/pai_rag/config/evaluation/{settings_eval.toml => settings_eval_for_text.toml} (98%) diff --git "a/example_data/eval_docs_image/\350\267\221\351\236\213\346\216\250\350\215\220.pdf" "b/example_data/eval_docs_image/\350\267\221\351\236\213\346\216\250\350\215\220.pdf" new file mode 100644 index 0000000000000000000000000000000000000000..8dfb5614080af2db59a3578081ec38f86ccae3c5 GIT binary patch literal 7677584 zcmZsCWk4KFvo4lEaCes=!2`kF2_9U71%fW_?jAh22Y1=U-JRgOxXa?Mhxe0n&yTx5 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