Path	Lines of Code
extended_thinking/extended_thinking_with_tool_use.ipynb	862
finetuning/finetuning_on_bedrock.ipynb	264
misc/batch_processing.ipynb	460
misc/building_evals.ipynb	403
misc/building_moderation_filter.ipynb	354
misc/generate_test_cases.ipynb	770
misc/how_to_enable_json_mode.ipynb	532
misc/how_to_make_sql_queries.ipynb	256
misc/pdf_upload_summarization.ipynb	260
misc/prompt_caching.ipynb	536
misc/read_web_pages_with_haiku.ipynb	150
misc/using_citations.ipynb	916
multimodal/reading_charts_graphs_powerpoints.ipynb	502
patterns/agents/basic_workflows.ipynb	806
patterns/agents/evaluator_optimizer.ipynb	305
patterns/agents/orchestrator_workers.ipynb	284
patterns/agents/util.py	18
skills/classification/evaluation/promptfooconfig.yaml	49
skills/classification/evaluation/prompts.py	30
skills/classification/evaluation/transform.py	6
skills/classification/evaluation/vectordb.py	64
skills/contextual-embeddings/contextual-rag-lambda-function/inference_adapter.py	40
skills/contextual-embeddings/contextual-rag-lambda-function/lambda_function.py	53
skills/contextual-embeddings/contextual-rag-lambda-function/s3_adapter.py	39
skills/retrieval_augmented_generation/evaluation/eval_end_to_end.py	57
skills/retrieval_augmented_generation/evaluation/eval_retrieval.py	108
skills/retrieval_augmented_generation/evaluation/promptfooconfig_end_to_end.yaml	17
skills/retrieval_augmented_generation/evaluation/promptfooconfig_retrieval.yaml	8
skills/retrieval_augmented_generation/evaluation/prompts.py	96
skills/retrieval_augmented_generation/evaluation/provider_retrieval.py	90
skills/retrieval_augmented_generation/evaluation/vectordb.py	149
skills/summarization/data/multiple_subleases.py	6
skills/summarization/evaluation/custom_evals/bleu_eval.py	37
skills/summarization/evaluation/custom_evals/llm_eval.py	43
skills/summarization/evaluation/custom_evals/rouge_eval.py	23
skills/summarization/evaluation/promptfooconfig.yaml	27
skills/summarization/evaluation/prompts.py	9
skills/summarization/evaluation/tests.yaml	162
skills/text_to_sql/data/vector_db.pkl	139
skills/text_to_sql/evaluation/promptfooconfig.yaml	85
skills/text_to_sql/evaluation/prompts.py	51
skills/text_to_sql/evaluation/vectordb.py	36
tool_use/calculator_tool.ipynb	277
tool_use/customer_service_agent.ipynb	397
tool_use/parallel_tools_claude_3_7_sonnet.ipynb	350
tool_use/tool_choice.ipynb	726