From 228fffefd88dce094b3a38d470e64b0cac5ada81 Mon Sep 17 00:00:00 2001 From: timothyafolami Date: Wed, 7 Aug 2024 18:03:15 +0100 Subject: [PATCH] created a data ingestion module. --- data/documents.json | 2 +- .../__pycache__/utils.cpython-311.pyc | Bin 9882 -> 9882 bytes data_ingestion/data_ingest.py | 33 ++++++++++++++++++ data_ingestion/utils.py | 2 -- loggings/app.log | 9 +++++ vec-db/index/faiss_index_data/index.faiss | Bin 960045 -> 960045 bytes vec-db/index/faiss_index_data/index.pkl | Bin 980225 -> 980491 bytes 7 files changed, 43 insertions(+), 3 deletions(-) create mode 100644 data_ingestion/data_ingest.py diff --git a/data/documents.json b/data/documents.json index f7608a2f..c700f924 100644 --- a/data/documents.json +++ b/data/documents.json @@ -1 +1 @@ -{"doc_names": ["Car-Repair-Receipt-repair", "Car-Repair-Receipt-service", "Car-Repair-Receipt-tire", "Car-Repair-Receipt-tuning", "Car-Repair-Receipt-wash", "corolla-2020-toyota-owners-manual", "How to change engine oil and filter on TOYOTA Corolla", "How to change front brake pads on TOYOTA Corolla", "How to change rear windshield wipers on TOYOTA Corolla", "How to change spark plugs on TOYOTA COROLLA"], "docs_id": ["320bc9710952499baa9553d3f0d4e727", "6ba07e1cf09a4ae6b54863040f901328", "dd067c452bd146e4becd61bde8602a3c", "640493ad16b546d38851216917d3e82b", "08cf1c3c8eab4efe9f81efcf8ce770be", "d8d6a3ca9a0a44e08cd4423ee3fb979d", "2b6e45cd99ff46b08242282a423642d4", "05524682d2e9425c83c9b57693182c50", "4eb170648fbe47c3b87b2831a97f0dd8", "cec3e82f0432402e940a0299bfa086fe"], "num_pages": [1, 2, 2, 2, 1, 588, 6, 7, 6, 10]} \ No newline at end of file +{"doc_names": ["Car-Repair-Receipt-repair", "Car-Repair-Receipt-service", "Car-Repair-Receipt-tire", "Car-Repair-Receipt-tuning", "Car-Repair-Receipt-wash", "corolla-2020-toyota-owners-manual", "How to change engine oil and filter on TOYOTA Corolla", "How to change front brake pads on TOYOTA Corolla", "How to change rear windshield wipers on TOYOTA Corolla", "How to change spark plugs on TOYOTA COROLLA"], "docs_id": ["911dea9b7b714adf8ecafd483a37741b", "e9308cf998a64cab8aef9bde04795fc4", "1f013bd6ac464a07acd8d60a425142d7", "3c99eade18a344d4a568cd77e58558f3", "708f7ba5121442c692dba1346097c4e4", "9e134439a0b84f26a213a288cbe45ab5", "8eb0c0f04eb44e2bafba7640ed34b26b", "c4571cec94034cf38b5d2d59a694464e", "4253d6ea5aeb43f1a65b11a2a631389f", "e2c66cfac77b4099908b1d41a66a7fe2"], "num_pages": [1, 2, 2, 2, 1, 588, 6, 7, 6, 10]} \ No newline at end of file diff --git a/data_ingestion/__pycache__/utils.cpython-311.pyc b/data_ingestion/__pycache__/utils.cpython-311.pyc index bba3716f0700ed99bc2575d1d12bc7d315f0fc59..403ae2536fca019f705a7f696ce6a454bca1eeb3 100644 GIT binary patch delta 96 zcmV-m0H6PwO`1&&rwt7X00000nWwX6%&`s43;|QK+YEmJ0bjFQ4iEtWW3y}z$prz5 zvo;lz0Rd^V$`+sn0j!g29Pk03vs@jW0s*>{`X90ZwX>}t@Bsn9vz{U<0|6A1$tBS& C?jolE delta 96 zcmV-m0H6PwO`1&&rwt7X00000cBQjs(6J583;|WM+YEmJ0b#RS4iEtWWwUG#$prz7 zvo;lz0Rd~X$`+sn0j`s49Pk05vs@jW0s*{}`X90Zx3jGv@BsnBvz{U<0|6M5$tBSx Ciz1!? diff --git a/data_ingestion/data_ingest.py b/data_ingestion/data_ingest.py new file mode 100644 index 00000000..ac48baf7 --- /dev/null +++ b/data_ingestion/data_ingest.py @@ -0,0 +1,33 @@ +from utils import create_vector_store, save_embedded_data, load_documents_from_directory, load_embedding_model +import sys, os + +# Add the root directory to sys.path +sys.path.append(os.path.abspath(os.path.join(os.path.dirname(__file__), '..'))) +from loggings.logging_config import logger + + +# This module will load in the data, you only need to add the data path to it. +data_path = './data' + +# loading the embeddings +logger.info(f"Loading the embeddings") +embeddings = load_embedding_model() +logger.info(f"Embeddings loaded") + +def load_data(data_path: str): + logger.info(f"Loading data from {data_path}") + documents, docs_id, num_pages = load_documents_from_directory(data_path) + logger.info(f"Data loaded") + logger.info(f"Creating vector store") + embed_db = create_vector_store(embeddings,documents, docs_id, num_pages) + logger.info(f"Vector store created") + logger.info(f"Saving the vector store") + # saving the embedded data + save_embedded_data(embed_db) + logger.info(f"Vector store saved") + + return "Vector store created and saved" + + +if __name__ == "__main__": + load_data(data_path) \ No newline at end of file diff --git a/data_ingestion/utils.py b/data_ingestion/utils.py index d55241f7..50ce4885 100644 --- a/data_ingestion/utils.py +++ b/data_ingestion/utils.py @@ -79,8 +79,6 @@ def load_pdf_document(document_path): raise ValueError(f"Error loading -- {document_path}") - - # A general function that loads textual documents def load_document(document_path): if document_path.endswith(".pdf"): diff --git a/loggings/app.log b/loggings/app.log index 179a0c21..991e935a 100644 --- a/loggings/app.log +++ b/loggings/app.log @@ -29,3 +29,12 @@ 2024-08-07 17:49:19,962 - INFO - Receiving the search query 2024-08-07 17:49:29,498 - INFO - Searching for what is lda? 2024-08-07 17:49:29,876 - INFO - Search completed +2024-08-07 18:01:11,466 - INFO - Loading the embeddings +2024-08-07 18:01:11,468 - INFO - Load pretrained SentenceTransformer: BAAI/bge-small-en +2024-08-07 18:01:14,748 - INFO - Embeddings loaded +2024-08-07 18:01:14,748 - INFO - Loading data from ./data +2024-08-07 18:01:58,703 - INFO - Data loaded +2024-08-07 18:01:58,703 - INFO - Creating vector store +2024-08-07 18:02:08,752 - INFO - Vector store created +2024-08-07 18:02:08,752 - INFO - Saving the vector store +2024-08-07 18:02:08,752 - INFO - Vector store saved diff --git a/vec-db/index/faiss_index_data/index.faiss b/vec-db/index/faiss_index_data/index.faiss index 0381e07d1a968c316797eeb7fdd213a13a7966c9..cdb06fcde81384690635ded6b260acb54adaf640 100644 GIT binary patch delta 20166 zcmWh!cRZHg8@6YeAtPlp2vLOhxetXxiMCm3SdmEIcD;61_AU}dNGS>La~~~5dq_zl z87UKg|SZcMONMqTXmF9u+#t3@tf(;^$k&1i>yBZ?{%G6Oh|CP;`9 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