From a8810dbea8a75a0d0297367eeca57be5dcc76121 Mon Sep 17 00:00:00 2001 From: Karina Cortinas Date: Thu, 23 May 2024 04:12:08 +0000 Subject: [PATCH 01/18] Fix experiment name --- rag_experiment_accelerator/evaluation/eval.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/rag_experiment_accelerator/evaluation/eval.py b/rag_experiment_accelerator/evaluation/eval.py index 9fc46d15..66dcaa3e 100644 --- a/rag_experiment_accelerator/evaluation/eval.py +++ b/rag_experiment_accelerator/evaluation/eval.py @@ -774,7 +774,7 @@ def evaluate_prompts( os.path.join(config.EVAL_DATA_LOCATION, f"sum_{name_suffix}.csv") ) draw_hist_df(sum_df, run_id, client) - generate_metrics(config.INDEX_NAME_PREFIX, run_id, client) + generate_metrics(config.EXPERIMENT_NAME, run_id, client) mlflow.end_run() From d96aff4aa919d19732a19220d8ec8212967d0b20 Mon Sep 17 00:00:00 2001 From: Karina Cortinas Date: Thu, 23 May 2024 04:18:23 +0000 Subject: [PATCH 02/18] Add retrieved contexts to queryoutput --- rag_experiment_accelerator/artifact/models/query_output.py | 5 ++++- rag_experiment_accelerator/run/querying.py | 1 + 2 files changed, 5 insertions(+), 1 deletion(-) diff --git a/rag_experiment_accelerator/artifact/models/query_output.py b/rag_experiment_accelerator/artifact/models/query_output.py index e19605e5..139b23bc 100644 --- a/rag_experiment_accelerator/artifact/models/query_output.py +++ b/rag_experiment_accelerator/artifact/models/query_output.py @@ -14,7 +14,8 @@ class QueryOutput: expected (str): The expected output. search_type (str): The type of search. search_evals (list): The evaluations for search. - context (str): The context of the query. + context (str): The qna context of the query. + retrieved_contexts (list): The list of retrieved contexts of the query. question (str): The question of the query. """ @@ -32,6 +33,7 @@ def __init__( search_type: str, search_evals: list, context: str, + retrieved_contexts: list, question: str, ): self.rerank = rerank @@ -46,4 +48,5 @@ def __init__( self.search_type = search_type self.search_evals = search_evals self.context = context + self.retrieved_contexts = retrieved_contexts self.question = question diff --git a/rag_experiment_accelerator/run/querying.py b/rag_experiment_accelerator/run/querying.py index c5726005..c7fd8428 100644 --- a/rag_experiment_accelerator/run/querying.py +++ b/rag_experiment_accelerator/run/querying.py @@ -482,6 +482,7 @@ def query_and_eval_single_line( search_type=s_v, search_evals=search_evals, context=qna_context, + retrieved_contexts=prompt_instruction_context, question=user_prompt, ) handler.save( From 6790166c8c8ecff96c3732851a41d7093b9d941a Mon Sep 17 00:00:00 2001 From: Karina Cortinas Date: Thu, 23 May 2024 08:22:49 +0000 Subject: [PATCH 03/18] Fix context precision metric --- rag_experiment_accelerator/evaluation/eval.py | 59 +++++++++++-------- .../evaluation/tests/test_eval.py | 22 ++++--- 2 files changed, 45 insertions(+), 36 deletions(-) diff --git a/rag_experiment_accelerator/evaluation/eval.py b/rag_experiment_accelerator/evaluation/eval.py index 66dcaa3e..510e1db4 100644 --- a/rag_experiment_accelerator/evaluation/eval.py +++ b/rag_experiment_accelerator/evaluation/eval.py @@ -285,30 +285,39 @@ def llm_answer_relevance(response_generator: ResponseGenerator, question, answer return float(similarity_score[0][0] * 100) -def llm_context_precision(response_generator: ResponseGenerator, question, context): +def llm_context_precision( + response_generator: ResponseGenerator, question, retrieved_contexts +): """ - Verifies whether or not a given context is useful for answering a question. + Computes precision by assessing whether each retrieved context is useful for answering a question. + Only considers the presence of relevant chunks in the retrieved contexts, but doesn't take into + account their ranking order. Args: question (str): The question being asked. - context (str): The given context. + retrieved_contexts (list[str]): The list of retrieved contexts for the query. Returns: - int: 1 or 0 depending on if the context is relevant or not. - """ - prompt = "\nquestion: " + question + "\ncontext: " + context + "\nanswer: " - try: - result = response_generator.generate_response( - sys_message=llm_context_precision_instruction, prompt=prompt - ) - except Exception as e: - logger.error(f"Unable to generate context precision score: {e}") - return 0 - # Since we're only asking for one response, the result is always a boolean 1 or 0 - if "Yes" in result: - return 100 + double: proportion of relevant chunks retrieved for the question + """ + relevancy_scores = [] + + for context in retrieved_contexts: + prompt = "\nquestion: " + question + "\ncontext: " + context + "\nanswer: " + try: + result = response_generator.generate_response( + sys_message=llm_context_precision_instruction, prompt=prompt + ) + # Since we're only asking for one response, the result is always a boolean 1 or 0 + if "Yes" in result: + relevancy_scores.append(1) + else: + relevancy_scores.append(0) + except Exception as e: + logger.error(f"Unable to generate context precision score: {e}") - return 0 + logger.debug(relevancy_scores) + return (sum(relevancy_scores) / len(relevancy_scores)) * 100 def llm_context_recall( @@ -481,7 +490,7 @@ def compute_metrics( question, actual, expected, - context, + retrieved_contexts, metric_type, ): """ @@ -490,6 +499,7 @@ def compute_metrics( Args: actual (str): The first string to compare. expected (str): The second string to compare. + retrieved_contexts (list[str]): The list of retrieved contexts for the query. metric_type (str): The type of metric to use for comparison. Valid options are: - "lcsstr": Longest common substring - "lcsseq": Longest common subsequence @@ -508,7 +518,6 @@ def compute_metrics( - "llm_context_precision": Verifies whether or not a given context is useful for answering a question. - "llm_answer_relevance": Scores the relevancy of the answer according to the given question. - "llm_context_recall": Scores context recall by estimating TP and FN using annotated answer (ground truth) and retrieved context. - config (Config): The configuration of the experiment. Returns: float: The similarity score between the two strings, as determined by the specified metric. @@ -568,9 +577,11 @@ def compute_metrics( elif metric_type == "llm_answer_relevance": score = llm_answer_relevance(response_generator, actual, expected) elif metric_type == "llm_context_precision": - score = llm_context_precision(response_generator, actual, context) + score = llm_context_precision(response_generator, question, retrieved_contexts) elif metric_type == "llm_context_recall": - score = llm_context_recall(response_generator, question, expected, context) + score = llm_context_recall( + response_generator, question, expected, retrieved_contexts + ) else: pass @@ -597,12 +608,12 @@ def evaluate_single_prompt( data.question, actual, expected, - data.context, + data.retrieved_contexts, metric_type, ) metric_dic[metric_type] = score metric_dic["question"] = data.question - metric_dic["context"] = data.context + metric_dic["retrieved_contexts"] = data.retrieved_contexts metric_dic["actual"] = actual metric_dic["expected"] = expected metric_dic["search_type"] = data.search_type @@ -710,7 +721,7 @@ def evaluate_prompts( mean_scores["mean"].append(mean(scores)) run_id = mlflow.active_run().info.run_id - columns_to_remove = ["question", "context", "actual", "expected"] + columns_to_remove = ["question", "retrieved_contexts", "actual", "expected"] additional_columns_to_remove = ["search_type"] df = pd.DataFrame(data_list) df.to_csv( diff --git a/rag_experiment_accelerator/evaluation/tests/test_eval.py b/rag_experiment_accelerator/evaluation/tests/test_eval.py index b5523793..677271de 100644 --- a/rag_experiment_accelerator/evaluation/tests/test_eval.py +++ b/rag_experiment_accelerator/evaluation/tests/test_eval.py @@ -153,20 +153,18 @@ def test_llm_answer_relevance(mock_st, mock_generate_response): @patch("rag_experiment_accelerator.evaluation.eval.ResponseGenerator") def test_llm_context_precision(mock_generate_response): - mock_generate_response.generate_response.return_value = "Yes" question = "What is the name of the largest bone in the human body?" - context = ( - 'According to the Cleveland Clinic, "The femur is the largest and' - " strongest bone in the human body. It can support as much as 30 times" - " the weight of your body. The average adult male femur is 48 cm (18.9" - " in) in length and 2.34 cm (0.92 in) in diameter. The average weight" - " among adult males in the United States is 196 lbs (872 N)." - " Therefore, the adult male femur can support roughly 6,000 lbs of" - ' compressive force."' - ) + retrieved_contexts = ["Retrieved context 1", "Retrieved context 2"] + mock_generate_response.generate_response.side_effect = ["Yes", "No", "Yes", "No"] + + score = llm_context_precision(mock_generate_response, question, retrieved_contexts) + + expected_relevancy_scores = [1, 0, 1, 0] + expected_precision = ( + sum(expected_relevancy_scores) / len(expected_relevancy_scores) + ) * 100 # 50.0 - score = llm_context_precision(mock_generate_response, question, context) - assert score == 100 + assert score == expected_precision @patch("rag_experiment_accelerator.evaluation.eval.ResponseGenerator") From 3875b2e35dcf1961d7e651c925657072886329a1 Mon Sep 17 00:00:00 2001 From: Karina Cortinas Date: Thu, 23 May 2024 08:25:46 +0000 Subject: [PATCH 04/18] Remove log of run_metrics dict --- rag_experiment_accelerator/evaluation/eval.py | 1 - 1 file changed, 1 deletion(-) diff --git a/rag_experiment_accelerator/evaluation/eval.py b/rag_experiment_accelerator/evaluation/eval.py index 510e1db4..a8688822 100644 --- a/rag_experiment_accelerator/evaluation/eval.py +++ b/rag_experiment_accelerator/evaluation/eval.py @@ -778,7 +778,6 @@ def evaluate_prompts( mlflow.log_param("embedding_model_name", index_config.embedding_model.name) mlflow.log_param("ef_construction", index_config.ef_construction) mlflow.log_param("ef_search", index_config.ef_search) - mlflow.log_param("run_metrics", sum_dict) mlflow.log_metrics(sum_dict) mlflow.log_artifact(os.path.join(config.EVAL_DATA_LOCATION, f"{name_suffix}.csv")) mlflow.log_artifact( From 9912b8dcc050643b5a967960186a9f37fe4558d8 Mon Sep 17 00:00:00 2001 From: Karina Cortinas Date: Thu, 23 May 2024 08:37:20 +0000 Subject: [PATCH 05/18] Fix context recall metric --- rag_experiment_accelerator/evaluation/eval.py | 9 +++------ rag_experiment_accelerator/evaluation/tests/test_eval.py | 2 +- 2 files changed, 4 insertions(+), 7 deletions(-) diff --git a/rag_experiment_accelerator/evaluation/eval.py b/rag_experiment_accelerator/evaluation/eval.py index a8688822..f0465525 100644 --- a/rag_experiment_accelerator/evaluation/eval.py +++ b/rag_experiment_accelerator/evaluation/eval.py @@ -324,8 +324,7 @@ def llm_context_recall( response_generator: ResponseGenerator, question, groundtruth_answer, - context, - temperature: int, + retrieved_contexts, ): """ Estimates context recall by estimating TP and FN using annotated answer (ground truth) and retrieved context. @@ -342,12 +341,12 @@ def llm_context_recall( Args: question (str): The question being asked groundtruth_answer (str): The ground truth ("output_prompt") - context (str): The given context. - temperature (int): Temperature as defined in the config. + retrieved_contexts (list[str]): The list of retrieved contexts for the query Returns: double: The context recall score generated between the ground truth (expected) and context. """ + context = "\n".join(retrieved_contexts) prompt = ( "\nquestion: " + question @@ -359,9 +358,7 @@ def llm_context_recall( result = response_generator.generate_response( sys_message=llm_context_recall_instruction, prompt=prompt, - temperature=temperature, ) - print(result) good_response = '"Attributed": "1"' bad_response = '"Attributed": "0"' diff --git a/rag_experiment_accelerator/evaluation/tests/test_eval.py b/rag_experiment_accelerator/evaluation/tests/test_eval.py index 677271de..dc004879 100644 --- a/rag_experiment_accelerator/evaluation/tests/test_eval.py +++ b/rag_experiment_accelerator/evaluation/tests/test_eval.py @@ -176,5 +176,5 @@ def test_llm_context_recall(mock_generate_response): context = 'According to the Cleveland Clinic, "The femur is the largest and strongest bone in the human body. It can support as much as 30 times the weight of your body. The average adult male femur is 48 cm (18.9 in) in length and 2.34 cm (0.92 in) in diameter. The average weight among adult males in the United States is 196 lbs (872 N). Therefore, the adult male femur can support roughly 6,000 lbs of compressive force."' answer = "The largest bone in the human body is the femur, also known as the thigh bone. It is about 19.4 inches (49.5 cm) long on average and can support up to 30 times the weight of a person’s body." - score = llm_context_recall(mock_generate_response, question, answer, context, 5) + score = llm_context_recall(mock_generate_response, question, answer, context) assert score == 75 From 8ccdc26f1a77f90bb8ff360cef639c79c7ac5116 Mon Sep 17 00:00:00 2001 From: Karina Cortinas Date: Thu, 23 May 2024 08:42:26 +0000 Subject: [PATCH 06/18] Update documentation context recall metric --- README.md | 2 +- docs/evaluation-metrics.md | 15 ++++++++++++--- 2 files changed, 13 insertions(+), 4 deletions(-) diff --git a/README.md b/README.md index 46ad2e42..25591626 100644 --- a/README.md +++ b/README.md @@ -253,7 +253,7 @@ Alternatively, you can run the above steps (apart from `02_qa_generation.py`) us "crossencoder_model" :"determines the model used for cross-encoding re-ranking step. Valid value is cross-encoder/stsb-roberta-base", "search_types" : "determines the search types used for experimentation. Valid value are search_for_match_semantic, search_for_match_Hybrid_multi, search_for_match_Hybrid_cross, search_for_match_text, search_for_match_pure_vector, search_for_match_pure_vector_multi, search_for_match_pure_vector_cross, search_for_manual_hybrid. e.g. ['search_for_manual_hybrid', 'search_for_match_Hybrid_multi','search_for_match_semantic' ]", "retrieve_num_of_documents": "determines the number of chunks to retrieve from the search index", - "metric_types" : "determines the metrics used for evaluation purpose. Valid value are lcsstr, lcsseq, cosine, jaro_winkler, hamming, jaccard, levenshtein, fuzzy, bert_all_MiniLM_L6_v2, bert_base_nli_mean_tokens, bert_large_nli_mean_tokens, bert_large_nli_stsb_mean_tokens, bert_distilbert_base_nli_stsb_mean_tokens, bert_paraphrase_multilingual_MiniLM_L12_v2, llm_answer_relevance, llm_context_precision. e.g ['fuzzy','bert_all_MiniLM_L6_v2','cosine','bert_distilbert_base_nli_stsb_mean_tokens']", + "metric_types" : "determines the metrics used for evaluation purpose. Valid value are lcsstr, lcsseq, cosine, jaro_winkler, hamming, jaccard, levenshtein, fuzzy, bert_all_MiniLM_L6_v2, bert_base_nli_mean_tokens, bert_large_nli_mean_tokens, bert_large_nli_stsb_mean_tokens, bert_distilbert_base_nli_stsb_mean_tokens, bert_paraphrase_multilingual_MiniLM_L12_v2, llm_answer_relevance, llm_context_precision, llm_context_recall. e.g ['fuzzy','bert_all_MiniLM_L6_v2','cosine','bert_distilbert_base_nli_stsb_mean_tokens']", "azure_oai_chat_deployment_name": "determines the Azure OpenAI deployment name", "embedding_model_name": "embedding model name", "openai_temperature": "determines the OpenAI temperature. Valid value ranges from 0 to 1.", diff --git a/docs/evaluation-metrics.md b/docs/evaluation-metrics.md index 232932b1..dfa3f1af 100644 --- a/docs/evaluation-metrics.md +++ b/docs/evaluation-metrics.md @@ -29,7 +29,8 @@ You can choose which metrics should be calculated in your experiment by updating "bert_distilbert_base_nli_stsb_mean_tokens", "bert_paraphrase_multilingual_MiniLM_L12_v2", "llm_answer_relevance", - "llm_context_precision" + "llm_context_precision", + "llm_context_recall" ] ``` @@ -148,6 +149,14 @@ information is penalized. | Configuration Key | Calculation Base | Possible Values | | ------------------- | ------------------- | ----------------------------------------------------------------- | -| `llm_context_precision` | `actual`, `context` | 1 (yes) or 0 (no) depending on if the context is relevant or not. | +| `llm_context_precision` | `question`, `retrieved_contexts` | Percentage (0-100) | -Checks whether or not the context generated by the RAG solution is useful for answering a question. +Proportion of retrieved contexts relevant to the question. Evaluates whether or not the context generated by the RAG solution is useful for answering a question. + +### LLM Context recall + +| Configuration Key | Calculation Base | Possible Values | +| ------------------- | ------------------- | ----------------------------------------------------------------- | +| `llm_context_recall` | `question`, `expected`, `retrieved_contexts` | Percentage (0-100) | + +Estimates context recall by estimating TP and FN using annotated answer (ground truth) and retrieved contexts. In an ideal scenario, all sentences in the ground truth answer should be attributable to the retrieved context. From aedab7e98695b75f6f7f6226ca08e124cab60b30 Mon Sep 17 00:00:00 2001 From: Karina Cortinas Date: Thu, 23 May 2024 11:29:55 +0000 Subject: [PATCH 07/18] Fix llm_answer_relevance inputs --- rag_experiment_accelerator/evaluation/eval.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/rag_experiment_accelerator/evaluation/eval.py b/rag_experiment_accelerator/evaluation/eval.py index f0465525..c8711e0d 100644 --- a/rag_experiment_accelerator/evaluation/eval.py +++ b/rag_experiment_accelerator/evaluation/eval.py @@ -572,7 +572,7 @@ def compute_metrics( actual, expected, paraphrase_multilingual_MiniLM_L12_v2 ) elif metric_type == "llm_answer_relevance": - score = llm_answer_relevance(response_generator, actual, expected) + score = llm_answer_relevance(response_generator, question, actual) elif metric_type == "llm_context_precision": score = llm_context_precision(response_generator, question, retrieved_contexts) elif metric_type == "llm_context_recall": From 2c55ec8ae2978e8c1d642fe805cb4963624685ea Mon Sep 17 00:00:00 2001 From: Karina Cortinas Date: Thu, 23 May 2024 11:37:43 +0000 Subject: [PATCH 08/18] Update output handler unit tests --- .../artifact/handlers/tests/test_query_output_handler.py | 3 +++ 1 file changed, 3 insertions(+) diff --git a/rag_experiment_accelerator/artifact/handlers/tests/test_query_output_handler.py b/rag_experiment_accelerator/artifact/handlers/tests/test_query_output_handler.py index 7566b2f3..8b8aedef 100644 --- a/rag_experiment_accelerator/artifact/handlers/tests/test_query_output_handler.py +++ b/rag_experiment_accelerator/artifact/handlers/tests/test_query_output_handler.py @@ -67,6 +67,7 @@ def test_save(mock_artifact_handler_save_dict): search_type="search_type1", search_evals=[], context="context1", + retrieved_contexts=["retrievedcontext1"], question="question1", ) @@ -94,6 +95,7 @@ def test_load(mock_artifact_handler_load): search_type="search_type1", search_evals=[], context="context1", + retrieved_contexts=["retrievedcontext1"], question="question1", ) @@ -119,6 +121,7 @@ def test_load(mock_artifact_handler_load): assert d.search_type == data.search_type assert d.search_evals == data.search_evals assert d.context == data.context + assert d.retrieved_contexts == data.retrieved_contexts @patch( From 91817d2cfbc6b57aaf09f578ae4c3493f94811e0 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Karina=20Corti=C3=B1as?= <79872984+kcortinas@users.noreply.github.com> Date: Thu, 23 May 2024 15:39:35 +0200 Subject: [PATCH 09/18] Update evaluation documentation (#571) closes #304 This PR updates the following: - **README.md**: improve clarity around the metrics included in the accelerator, description of evaluation reports and common pitfalls. - **evaluation-metrics.md**: make clear how cosine similarity is computed - **eval.py**: update cosine description. Fix experiment name bug. --- README.md | 22 ++++++++++++++++-- docs/evaluation-metrics.md | 4 ++-- images/map_at_k.png | Bin 0 -> 112067 bytes images/map_scores.png | Bin 0 -> 121976 bytes images/metric_comparison.png | Bin 57963 -> 216703 bytes rag_experiment_accelerator/evaluation/eval.py | 9 ++++--- 6 files changed, 28 insertions(+), 7 deletions(-) create mode 100644 images/map_at_k.png create mode 100644 images/map_scores.png diff --git a/README.md b/README.md index 46ad2e42..28385842 100644 --- a/README.md +++ b/README.md @@ -45,7 +45,7 @@ The custom loader resorts to the simpler 'prebuilt-layout' API model as a fallba 1. **Re-Ranking**: The query responses from Azure AI Search are re-evaluated using LLM and ranked according to the relevance between the query and the context. -1. **Metrics and Evaluation**: You can define custom evaluation metrics, which enable precise and granular assessment of search algorithm performance. It includes distance-based, cosine, semantic similarity, and more metrics out of the box. +1. **Metrics and Evaluation**: It supports end-to-end metrics comparing the generated answers (actual) against the ground-truth answers (expected), including distance-based, cosine and semantic similarity metrics. It also includes component-based metrics to assess retrieval and generation performance using LLMs as judges, such as context recall or answer relevance, as well as retrieval metrics to assess search results (e.g. MAP@k). 1. **Report Generation**: The **RAG Experiment Accelerator** automates the process of report generation, complete with visualizations that make it easy to analyze and share experiment findings. @@ -253,8 +253,9 @@ Alternatively, you can run the above steps (apart from `02_qa_generation.py`) us "crossencoder_model" :"determines the model used for cross-encoding re-ranking step. Valid value is cross-encoder/stsb-roberta-base", "search_types" : "determines the search types used for experimentation. Valid value are search_for_match_semantic, search_for_match_Hybrid_multi, search_for_match_Hybrid_cross, search_for_match_text, search_for_match_pure_vector, search_for_match_pure_vector_multi, search_for_match_pure_vector_cross, search_for_manual_hybrid. e.g. ['search_for_manual_hybrid', 'search_for_match_Hybrid_multi','search_for_match_semantic' ]", "retrieve_num_of_documents": "determines the number of chunks to retrieve from the search index", - "metric_types" : "determines the metrics used for evaluation purpose. Valid value are lcsstr, lcsseq, cosine, jaro_winkler, hamming, jaccard, levenshtein, fuzzy, bert_all_MiniLM_L6_v2, bert_base_nli_mean_tokens, bert_large_nli_mean_tokens, bert_large_nli_stsb_mean_tokens, bert_distilbert_base_nli_stsb_mean_tokens, bert_paraphrase_multilingual_MiniLM_L12_v2, llm_answer_relevance, llm_context_precision. e.g ['fuzzy','bert_all_MiniLM_L6_v2','cosine','bert_distilbert_base_nli_stsb_mean_tokens']", + "metric_types" : "determines the metrics used for evaluation (end-to-end or component-wise metrics using LLMs). Valid values for end-to-end metrics are lcsstr, lcsseq, cosine, jaro_winkler, hamming, jaccard, levenshtein, fuzzy, bert_all_MiniLM_L6_v2, bert_base_nli_mean_tokens, bert_large_nli_mean_tokens, bert_large_nli_stsb_mean_tokens, bert_distilbert_base_nli_stsb_mean_tokens, bert_paraphrase_multilingual_MiniLM_L12_v2. Valid values for component-wise LLM-based metrics are llm_answer_relevance, llm_context_precision and llm_context_recall. e.g ['fuzzy','bert_all_MiniLM_L6_v2','cosine','bert_distilbert_base_nli_stsb_mean_tokens', 'llm_answer_relevance']", "azure_oai_chat_deployment_name": "determines the Azure OpenAI deployment name", + "azure_oai_eval_deployment_name": "determines the Azure OpenAI deployment name used for evaluation", "embedding_model_name": "embedding model name", "openai_temperature": "determines the OpenAI temperature. Valid value ranges from 0 to 1.", "search_relevancy_threshold": "the similarity threshold to determine if a doc is relevant. Valid ranges are from 0.0 to 1.0", @@ -332,10 +333,12 @@ default value for `min_query_expansion_related_question_similarity_score` is set The solution integrates with Azure Machine Learning and uses MLFlow to manage experiments, jobs, and artifacts. You can view the following reports as part of the evaluation process: ### Metric Comparison +`all_metrics_current_run.html` shows average scores across questions and search types for each selected metric: ![Metric Comparison](./images/metric_comparison.png) ### Metric Analysis +The computation of each metric and fields used for evaluation are tracked for each question and search type in the output csv file: ![Alt text](./images/metric_analysis.png) @@ -344,13 +347,20 @@ The solution integrates with Azure Machine Learning and uses MLFlow to manage ex ![Hyper Parameters](./images/hyper_parameters.png) ### Sample Metrics +Metrics can be compared across runs: ![Sample Metrics](./images/sample_metric.png) ### Search evaluation +Metrics can be compared across different search strategies: ![Search evaluation](./images/search_chart.png) +### Retrieval evaluation +Mean average precision scores are tracked and average MAP scores can be compared across search type: + +![Retrieval evaluation](./images/map_at_k.png) +![Retrieval evaluation](./images/map_scores.png) ### Pitfalls @@ -388,6 +398,14 @@ Possible Causes: **Content Filtering:** Azure OpenAI has content filters in place. If the input text or generated responses are deemed inappropriate, it could lead to errors. **API Limitations:** The Azure OpenAI service have token and rate limitations that affect the output. +#### Evaluation step + +##### Description +**End-to-end evaluation metrics:** not all the metrics comparing the generated and ground-truth answers are able to capture differences in semantics. For example, metrics such as `levenshtein` or `jaro_winkler` only measure edit distances. The `cosine` metric doesn't allow the comparison of semantics either: it uses the *textdistance* token-based implementation based on term frequency vectors. To calculate the semantic similarity between the generated answers and the expected responses, consider using embedding-based metrics such as Bert scores (`bert_`). + +**Component-wise evaluation metrics:** evaluation metrics using LLM-as-judges aren't deterministic. The `llm_` metrics included in the accelerator use the model indicated in the `azure_oai_eval_deployment_name` config field. The prompts used for evaluation instruction can be adjusted and are included in the `prompts.py` file (`llm_answer_relevance_instruction`, `llm_context_recall_instruction`, `llm_context_precision_instruction`). + +**Retrieval-based metrics:** MAP scores are computed by comparing each retrieved chunk against the question and the chunk used to generate the qna pair. To assess whether a retrieved chunk is relevant or not, the similarity between the retrieved chunk and the concatenation of the end user question and the chunk used in the qna step (`02_qa_generation.py`) is computed using the SpacyEvaluator. Spacy similarity defaults to the average of the token vectors, meaning that the computation is insensitive to the order of the words. By default, the similarity threshold is set to 80% (`spacy_evaluator.py`). ## Contributing diff --git a/docs/evaluation-metrics.md b/docs/evaluation-metrics.md index 232932b1..ec42aa40 100644 --- a/docs/evaluation-metrics.md +++ b/docs/evaluation-metrics.md @@ -54,13 +54,13 @@ Calculates the longest common substring (LCS) similarity score between two strin Computes the longest common subsequence (LCS) similarity score between two input strings. -### Cosine similarity +### Cosine similarity (Ochiai coefficient) | Configuration Key | Calculation Base | Possible Values | | ----------------- | -------------------- | ------------------ | | `cosine` | `actual`, `expected` | Percentage (0-100) | -The cosine similarity is calculated as the cosine of the angle between two strings represented as vectors. +This coefficient is calculated as the intersection of the term-frequency vectors of the generated answer (actual) and the ground-truth answer (expected) divided by the geometric mean of the 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    Release notes

    Sourced from azure-ai-ml's releases.

    azure-ai-ml_1.16.0

    1.16.0 (2024-05-14)

    Features Added

    • Add experimental support for working with Promptflow evaluators: ml_client.evaluators.
    • Many changes to the Connection entity class and its associated operations.
    • Workspace Connection list, get, and create_or_update operations now include an optional populate_secrets input, which causes the operations to try making a secondary call to fill in the returned connections' credential info if possible. Only works with api key-based credentials for now.
    • Many workspace connection subtypes added. The full list of subclasses is now:
      • AzureBlobStoreConnection
      • AzureBlobStoreConnection
      • MicrosoftOneLakeConnection
      • AzureOpenAIConnection
      • AzureAIServicesConnection
      • AzureAISearchConnection
      • AzureContentSafetyConnection
      • AzureSpeechServicesConnection
      • APIKeyConnection
      • OpenAIConnection
      • SerpConnection
      • ServerlessConnection
    • Many workspace connections only accept api keys or entra ids for credentials. Since Entra IDs require not inputs, these have been refactored to not required a full credential object. Instead they only accept an api_key as a top-level input, and default to an entra credential otherwise. Their YAML schemas have been similarly altered.
    • Client-side credential-type validation added for some workspace connection types.
    • Added new credential type: AadCredentialConfiguration
    • Renamed WorkspaceHub class as Hub.
    • Added Project entity class and YAML support.
    • Project and Hub operations supported by workspace operations.
    • workspace list operation supports type filtering.
    • Add support for Microsoft Entra token (aad_token) auth in invoke and get-credentials operations.
    • Add experimental support for working with indexes: ml_client.indexes

    Breaking Changes

    • Removed WorkspaceHubConfig entity, and renamed WorkspaceHub to Hub.
    • workspace_hub input of Workspace class hidden, renamed to hub_id, and re-surfaced in child class Project.
    • Removed Workspace Hub Operations from ML Client.

    azure-ai-ml_1.16.0b1

    1.16.0b1 (2024-05-07)

    Features Added

    • Add experimental support for working with Promptflow evaluators: ml_client.evaluators.
    • Many changes to the Connection entity class and its associated operations.
    • Workspace Connection list, get, and create_or_update operations now include an optional populate_secrets input, which causes the operations to try making a secondary call to fill in the returned connections' credential info if possible. Only works with api key-based credentials for now.
    • Many workspace connection subtypes added. The full list of subclasses is now:
      • AzureBlobStoreConnection
      • AzureBlobStoreConnection
      • MicrosoftOneLakeConnection
      • AzureOpenAIConnection
      • AzureAIServicesConnection
      • AzureAISearchConnection

    ... (truncated)

    Commits

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    Signed-off-by: dependabot[bot] Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> --- requirements.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements.txt b/requirements.txt index f95ea11c..3dfc740c 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,4 +1,4 @@ -azure-ai-ml==1.15.0 +azure-ai-ml==1.16.0 azure-ai-textanalytics==5.3.0 azure-core==1.30.1 azure-identity==1.16.0 From 71e457eb53249bb85942763ed01478ea71e5d436 Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Thu, 23 May 2024 14:40:48 +0100 Subject: [PATCH 11/18] Bump matplotlib from 3.8.4 to 3.9.0 (#567) Bumps [matplotlib](https://github.com/matplotlib/matplotlib) from 3.8.4 to 3.9.0.
    Release notes

    Sourced from matplotlib's releases.

    REL: 3.9.0

    Highlights of this release include:

    • Plotting and Annotation improvements
      • Axes.inset_axes is no longer experimental
      • Legend support for Boxplot
      • Percent sign in pie labels auto-escaped with usetex=True
      • hatch parameter for stackplot
      • Add option to plot only one half of violin plot
      • axhline and axhspan on polar axes
      • Subplot titles can now be automatically aligned
      • axisartist can now be used together with standard Formatters
      • Toggle minorticks on Axis
      • StrMethodFormatter now respects axes.unicode_minus
    • Figure, Axes, and Legend Layout
      • Subfigures now have controllable zorders
      • Getters for xmargin, ymargin and zmargin
    • Mathtext improvements
      • mathtext documentation improvements
      • mathtext spacing corrections
    • Widget Improvements
      • Check and Radio Button widgets support clearing
    • 3D plotting improvements
      • Setting 3D axis limits now set the limits exactly
    • Other improvements
      • New BackendRegistry for plotting backends
      • Add widths, heights and angles setter to EllipseCollection
      • image.interpolation_stage rcParam
      • Arrow patch position is now modifiable
      • NonUniformImage now has mouseover support

    REL: v3.9.0rc2

    This is the second release candidate for the meso release 3.9.0.

    Commits
    • be56634 REL: v3.9.0
    • 846ce8a DOC: Finish documentation for 3.9.0
    • 8604f67 Merge pull request #28206 from meeseeksmachine/auto-backport-of-pr-28205-on-v...
    • 196c8db TST: Followup corrections to #28205
    • d8f3016 Backport PR #28205: TST: Fix tests with older versions of ipython
    • 4db5ac9 Merge pull request #28203 from QuLogic/auto-backport-of-pr-28164-on-v3.9.x
    • ef1a2db Merge pull request #28204 from meeseeksmachine/auto-backport-of-pr-28195-on-v...
    • e4384b8 Merge pull request #28191 from QuLogic/no-dev-theme
    • 3b65546 Backport PR #28195: TST: Prepare for pytest 9
    • 1b526c3 Backport PR #28164: CI: Ensure code coverage is always uploaded
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    Signed-off-by: dependabot[bot] Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> --- requirements.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements.txt b/requirements.txt index 3dfc740c..91d734f9 100644 --- a/requirements.txt +++ b/requirements.txt @@ -20,7 +20,7 @@ levenshtein==0.25.1 umap-learn==0.5.6 kaleido==0.2.1 lxml==5.2.1 -matplotlib==3.8.4 +matplotlib==3.9.0 mlflow==2.12.2 openai==1.25.2 plotly==5.22.0 From 6ce5cfe66af9d4fc46fb22af20ad57c91c417b1c Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Thu, 23 May 2024 13:41:26 +0000 Subject: [PATCH 12/18] Bump tiktoken from 0.6.0 to 0.7.0 (#565) Bumps [tiktoken](https://github.com/openai/tiktoken) from 0.6.0 to 0.7.0.
    Changelog

    Sourced from tiktoken's changelog.

    [v0.7.0]

    • Support for gpt-4o
    • Performance improvements
    Commits

    [![Dependabot compatibility score](https://dependabot-badges.githubapp.com/badges/compatibility_score?dependency-name=tiktoken&package-manager=pip&previous-version=0.6.0&new-version=0.7.0)](https://docs.github.com/en/github/managing-security-vulnerabilities/about-dependabot-security-updates#about-compatibility-scores) Dependabot will resolve any conflicts with this PR as long as you don't alter it yourself. You can also trigger a rebase manually by commenting `@dependabot rebase`. [//]: # (dependabot-automerge-start) [//]: # (dependabot-automerge-end) ---
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    Signed-off-by: dependabot[bot] Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> --- requirements.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements.txt b/requirements.txt index 91d734f9..6651f39a 100644 --- a/requirements.txt +++ b/requirements.txt @@ -35,5 +35,5 @@ scikit-learn==1.4.2 sentence-transformers==2.7.0 spacy==3.7.4 textdistance==4.6.2 -tiktoken==0.6.0 +tiktoken==0.7.0 unstructured==0.11.8 From 336240e2256e2cc7d2a29ed683a59e70efbd7991 Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Thu, 23 May 2024 13:52:32 +0000 Subject: [PATCH 13/18] Bump pytest from 8.2.0 to 8.2.1 (#562) Bumps [pytest](https://github.com/pytest-dev/pytest) from 8.2.0 to 8.2.1.
    Release notes

    Sourced from pytest's releases.

    8.2.1

    pytest 8.2.1 (2024-05-19)

    Improvements

    • #12334: Support for Python 3.13 (beta1 at the time of writing).

    Bug Fixes

    • #12120: Fix [PermissionError]{.title-ref} crashes arising from directories which are not selected on the command-line.
    • #12191: Keyboard interrupts and system exits are now properly handled during the test collection.
    • #12300: Fixed handling of 'Function not implemented' error under squashfuse_ll, which is a different way to say that the mountpoint is read-only.
    • #12308: Fix a regression in pytest 8.2.0 where the permissions of automatically-created .pytest_cache directories became rwx------ instead of the expected rwxr-xr-x.

    Trivial/Internal Changes

    • #12333: pytest releases are now attested using the recent Artifact Attestation support from GitHub, allowing users to verify the provenance of pytest's sdist and wheel artifacts.
    Commits
    • 66ff8df Prepare release version 8.2.1
    • 3ffcfd1 Merge pull request #12340 from pytest-dev/backport-12334-to-8.2.x
    • 0b28313 [8.2.x] Add Python 3.13 (beta) support
    • f3dd93a [8.2.x] Attest package provenance (#12335)
    • bb5a125 [8.2.x] Spelling (#12331)
    • f179bf2 Merge pull request #12327 from pytest-dev/backport-12325-to-8.2.x
    • 2b671b5 [8.2.x] cacheprovider: fix .pytest_cache not being world-readable
    • 65ab7cb Merge pull request #12324 from pytest-dev/backport-12320-to-8.2.x
    • 4d5fb7d Merge pull request #12319 from pytest-dev/backport-12311-to-8.2.x
    • cbe5996 [8.2.x] changelog: document unittest 8.2 change as breaking
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    --------- Signed-off-by: dependabot[bot] Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> Co-authored-by: Julia Meshcheryakova --- dev-requirements.txt | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/dev-requirements.txt b/dev-requirements.txt index 36a6f6f4..f9ab7798 100644 --- a/dev-requirements.txt +++ b/dev-requirements.txt @@ -1,6 +1,6 @@ -promptflow==1.10.1 +promptflow==1.11.0 promptflow-tools==1.4.0 -pytest==8.2.0 +pytest==8.2.1 pytest-cov==5.0.0 flake8==7.0.0 pre-commit==3.7.1 From 7617f7d9da41f4bd005af73b0a4d8deaacb721f5 Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Thu, 23 May 2024 13:54:11 +0000 Subject: [PATCH 14/18] Bump langchain-community from 0.0.38 to 0.2.0 (#568) Bumps [langchain-community](https://github.com/langchain-ai/langchain) from 0.0.38 to 0.2.0.
    Release notes

    Sourced from langchain-community's releases.

    langchain-community==0.2.0

    Release langchain-community==0.2.0

    Package-specific release note generation coming soon.

    langchain-community==0.2.0rc1

    Release langchain-community==0.2.0rc1

    Package-specific release note generation coming soon.

    Commits

    [![Dependabot compatibility score](https://dependabot-badges.githubapp.com/badges/compatibility_score?dependency-name=langchain-community&package-manager=pip&previous-version=0.0.38&new-version=0.2.0)](https://docs.github.com/en/github/managing-security-vulnerabilities/about-dependabot-security-updates#about-compatibility-scores) Dependabot will resolve any conflicts with this PR as long as you don't alter it yourself. You can also trigger a rebase manually by commenting `@dependabot rebase`. [//]: # (dependabot-automerge-start) [//]: # (dependabot-automerge-end) ---
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    --------- Signed-off-by: dependabot[bot] Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> Co-authored-by: Julia Meshcheryakova --- requirements.txt | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/requirements.txt b/requirements.txt index 6651f39a..b7cc026e 100644 --- a/requirements.txt +++ b/requirements.txt @@ -14,8 +14,8 @@ docx2txt==0.8 evaluate==0.4.2 fuzzywuzzy==0.18.0 hnswlib==0.8.0 -langchain==0.1.20 -langchain-community==0.0.38 +langchain==0.2.0 +langchain-community==0.2.0 levenshtein==0.25.1 umap-learn==0.5.6 kaleido==0.2.1 From ec87f2b90ec3788c9f287b8b491f2f46e7a8f991 Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Thu, 23 May 2024 15:13:38 +0100 Subject: [PATCH 15/18] Bump lxml from 5.2.1 to 5.2.2 (#566) Bumps [lxml](https://github.com/lxml/lxml) from 5.2.1 to 5.2.2.
    Release notes

    Sourced from lxml's releases.

    lxml-5.2.2

    5.2.2 (2024-05-12)

    Bugs fixed

    • GH#417: The test_feed_parser test could fail if lxml_html_clean was not installed. It is now skipped in that case.

    • LP#2059910: The minimum CPU architecture for the Linux x86 binary wheels was set back to "core2", without SSE 4.2.

    • If libxml2 uses iconv, the compile time version is available as etree.ICONV_COMPILED_VERSION.

    Changelog

    Sourced from lxml's changelog.

    5.2.2 (2024-??-??)

    Bugs fixed

    • GH#417: The test_feed_parser test could fail if lxml_html_clean was not installed. It is now skipped in that case.

    • LP#2059910: The minimum CPU architecture for the Linux x86 binary wheels was set back to "core2", without SSE 4.2.

    • If libxml2 uses iconv, the compile time version is available as etree.ICONV_COMPILED_VERSION.

    Commits
    • 8e4b14c Prepare release of lxml 5.2.2.
    • ddaa6ed Provide compile time version of libiconv as "etree.ICONV_COMPILED_VERSION".
    • 1ab00bd CI: Do not install lxml as dependency of "lxml_html_clean".
    • b325054 CI: Stop building LTO wheels to avoid messing with the library build cache.
    • 81624c2 CI: Exclude now-unsupported Python versions 3.6/7 from macOS jobs.
    • 069fa36 Fix typo.
    • e0df2ba Fix typo.
    • df55eaf Update changelog.
    • f3e77fa Remove dependency on SSE4 instructions, reverting back to "core2" as a target...
    • a22e83c Update changelog.
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    Signed-off-by: dependabot[bot] Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> Co-authored-by: Julia Meshcheryakova --- requirements.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements.txt b/requirements.txt index b7cc026e..49835d09 100644 --- a/requirements.txt +++ b/requirements.txt @@ -19,7 +19,7 @@ langchain-community==0.2.0 levenshtein==0.25.1 umap-learn==0.5.6 kaleido==0.2.1 -lxml==5.2.1 +lxml==5.2.2 matplotlib==3.9.0 mlflow==2.12.2 openai==1.25.2 From 99c73c838f67fed6080f6433b579f04b00b4162b Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Karina=20Corti=C3=B1as?= <79872984+kcortinas@users.noreply.github.com> Date: Fri, 24 May 2024 10:33:22 +0200 Subject: [PATCH 16/18] fix conflicts with prerelease --- rag_experiment_accelerator/evaluation/eval.py | 11 ++--------- 1 file changed, 2 insertions(+), 9 deletions(-) diff --git a/rag_experiment_accelerator/evaluation/eval.py b/rag_experiment_accelerator/evaluation/eval.py index 75f207ab..17acdf0c 100644 --- a/rag_experiment_accelerator/evaluation/eval.py +++ b/rag_experiment_accelerator/evaluation/eval.py @@ -769,20 +769,13 @@ def evaluate_prompts( common_data = query_data_load[0] mlflow.log_param("question_count", common_data.question_count) mlflow.log_param("retrieve_num_of_documents", common_data.retrieve_num_of_documents) - mlflow.log_param("crossencoder_at_k", common_data.crossencoder_at_k) - mlflow.log_param("chunk_overlap", index_config.overlap) - mlflow.log_param("embedding_dimension", index_config.embedding_model.dimension) - mlflow.log_param("embedding_model_name", index_config.embedding_model.name) - mlflow.log_param("ef_construction", index_config.ef_construction) - mlflow.log_param("ef_search", index_config.ef_search) mlflow.log_metrics(sum_dict) mlflow.log_artifact(os.path.join(config.eval_data_location, f"{name_suffix}.csv")) mlflow.log_artifact( os.path.join(config.eval_data_location, f"sum_{name_suffix}.csv") ) - draw_hist_df(sum_df, run_id, client) - generate_metrics(config.EXPERIMENT_NAME, run_id, client) - mlflow.end_run() + draw_hist_df(sum_df, run_id, mlflow_client) + generate_metrics(config.index_name_prefix, run_id, mlflow_client) def draw_search_chart(temp_df, run_id, mlflow_client): From ca562a156a8d9d340bf881e471450bfdf004a7ce Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Karina=20Corti=C3=B1as?= <79872984+kcortinas@users.noreply.github.com> Date: Fri, 24 May 2024 10:59:42 +0200 Subject: [PATCH 17/18] fix context precision conflicts with prerelease --- rag_experiment_accelerator/evaluation/eval.py | 25 ++++++++++--------- 1 file changed, 13 insertions(+), 12 deletions(-) diff --git a/rag_experiment_accelerator/evaluation/eval.py b/rag_experiment_accelerator/evaluation/eval.py index 17acdf0c..13e68f7c 100644 --- a/rag_experiment_accelerator/evaluation/eval.py +++ b/rag_experiment_accelerator/evaluation/eval.py @@ -308,18 +308,19 @@ def llm_context_precision( relevancy_scores = [] for context in retrieved_contexts: - prompt = "\nquestion: " + question + "\ncontext: " + context + "\nanswer: " - try: - result = response_generator.generate_response( - sys_message=llm_context_precision_instruction, prompt=prompt - ) - # Since we're only asking for one response, the result is always a boolean 1 or 0 - if "Yes" in result: - relevancy_scores.append(1) - else: - relevancy_scores.append(0) - except Exception as e: - logger.error(f"Unable to generate context precision score: {e}") + result: str | None = response_generator.generate_response( + llm_context_precision_instruction, + context=context, + question=question, + ) + if result is None: + logger.warning("Unable to generate context precision score") + + # Since we're only asking for one response, the result is always a boolean 1 or 0 + if result.lower().strip() == "yes": + relevancy_scores.append(1) + elif result.lower().strip() == "no": + relevancy_scores.append(0) logger.debug(relevancy_scores) return (sum(relevancy_scores) / len(relevancy_scores)) * 100 From ec6e2f0e3b397b1527bd92899b3872b4818309ac Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Karina=20Corti=C3=B1as?= <79872984+kcortinas@users.noreply.github.com> Date: Fri, 24 May 2024 11:52:24 +0200 Subject: [PATCH 18/18] Fix context precision conflicts with prerelease --- rag_experiment_accelerator/evaluation/eval.py | 35 +++++++++++++++---- 1 file changed, 28 insertions(+), 7 deletions(-) diff --git a/rag_experiment_accelerator/evaluation/eval.py b/rag_experiment_accelerator/evaluation/eval.py index 13e68f7c..1bee86d3 100644 --- a/rag_experiment_accelerator/evaluation/eval.py +++ b/rag_experiment_accelerator/evaluation/eval.py @@ -65,6 +65,22 @@ def remove_spaces(text): return text.strip() +def lower_and_strip(text): + """ + Converts the input to lowercase without spaces or empty string if None. + + Args: + text (str): The string to format. + + Returns: + str: The formatted input string. + """ + if text is None: + return "" + else: + return text.lower().strip() + + # https://huggingface.co/spaces/evaluate-metric/bleu def bleu(predictions, references): bleu = evaluate.load("bleu") @@ -313,17 +329,22 @@ def llm_context_precision( context=context, question=question, ) - if result is None: - logger.warning("Unable to generate context precision score") - + llm_judge_response = lower_and_strip(result) # Since we're only asking for one response, the result is always a boolean 1 or 0 - if result.lower().strip() == "yes": + if llm_judge_response == "yes": relevancy_scores.append(1) - elif result.lower().strip() == "no": + elif llm_judge_response == "no": relevancy_scores.append(0) + else: + logger.warning("Unable to generate context precision score") logger.debug(relevancy_scores) - return (sum(relevancy_scores) / len(relevancy_scores)) * 100 + + if not relevancy_scores: + logger.warning("Unable to compute average context precision") + return -1 + else: + return (sum(relevancy_scores) / len(relevancy_scores)) * 100 def llm_context_recall( @@ -776,7 +797,7 @@ def evaluate_prompts( os.path.join(config.eval_data_location, f"sum_{name_suffix}.csv") ) draw_hist_df(sum_df, run_id, mlflow_client) - generate_metrics(config.index_name_prefix, run_id, mlflow_client) + generate_metrics(config.experiment_name, run_id, mlflow_client) def draw_search_chart(temp_df, run_id, mlflow_client):