vector_stores/vectorstore.log

2024-12-11 15:35:23,052 - INFO - Use pytorch device_name: cpu
2024-12-11 15:35:23,052 - INFO - Load pretrained SentenceTransformer: multi-qa-mpnet-base-dot-v1
2024-12-11 15:35:25,736 - ERROR - Fehler in der Hauptfunktion: 'utf-8' codec can't decode byte 0xfc in position 21: invalid start byte
2024-12-11 15:41:08,146 - INFO - Use pytorch device_name: cpu
2024-12-11 15:41:08,146 - INFO - Load pretrained SentenceTransformer: multi-qa-mpnet-base-dot-v1
2024-12-11 15:41:11,280 - INFO - Text erfolgreich in 313 Chunks aufgeteilt
2024-12-11 15:41:59,762 - INFO - Loading faiss with AVX512 support.
2024-12-11 15:41:59,781 - INFO - Could not load library with AVX512 support due to:
ModuleNotFoundError("No module named 'faiss.swigfaiss_avx512'")
2024-12-11 15:41:59,781 - INFO - Loading faiss with AVX2 support.
2024-12-11 15:42:00,015 - INFO - Successfully loaded faiss with AVX2 support.
2024-12-11 15:42:04,699 - INFO - vectorstore erfolgreich gespeichert in C:\Users\felix\LangchainProject\vector_stores\vectorstore.pkl
2024-12-11 15:42:04,746 - INFO - bm25 erfolgreich gespeichert in C:\Users\felix\LangchainProject\vector_stores\bm25.pkl
2024-12-11 15:42:04,795 - INFO - documents erfolgreich gespeichert in C:\Users\felix\LangchainProject\vector_stores\documents.pkl
2024-12-11 15:42:22,554 - INFO - Use pytorch device_name: cpu
2024-12-11 15:42:22,554 - INFO - Load pretrained SentenceTransformer: multi-qa-mpnet-base-dot-v1
2024-12-11 15:44:24,147 - INFO - Use pytorch device_name: cpu
2024-12-11 15:44:24,147 - INFO - Load pretrained SentenceTransformer: multi-qa-mpnet-base-dot-v1
2024-12-11 15:44:27,005 - INFO - Text erfolgreich in 313 Chunks aufgeteilt
2024-12-11 15:45:32,791 - INFO - Loading faiss with AVX512 support.
2024-12-11 15:45:32,792 - INFO - Could not load library with AVX512 support due to:
ModuleNotFoundError("No module named 'faiss.swigfaiss_avx512'")
2024-12-11 15:45:32,792 - INFO - Loading faiss with AVX2 support.
2024-12-11 15:45:32,893 - INFO - Successfully loaded faiss with AVX2 support.
2024-12-11 15:45:40,233 - INFO - vectorstore erfolgreich gespeichert in C:\Users\felix\LangchainProject\vector_stores\vectorstore.pkl
2024-12-11 15:45:40,268 - INFO - bm25 erfolgreich gespeichert in C:\Users\felix\LangchainProject\vector_stores\bm25.pkl
2024-12-11 15:45:40,312 - INFO - documents erfolgreich gespeichert in C:\Users\felix\LangchainProject\vector_stores\documents.pkl
2024-12-11 15:48:56,456 - INFO - Use pytorch device_name: cpu
2024-12-11 15:48:56,462 - INFO - Load pretrained SentenceTransformer: multi-qa-mpnet-base-dot-v1
2024-12-11 15:48:58,485 - INFO - Text erfolgreich in 313 Chunks aufgeteilt
2024-12-11 15:49:48,360 - INFO - vectorstore erfolgreich gespeichert in C:\Users\felix\AppData\Local\Temp\tmptk9q2wdd\vectorstore.pkl
2024-12-11 15:49:48,372 - INFO - bm25 erfolgreich gespeichert in C:\Users\felix\AppData\Local\Temp\tmptk9q2wdd\bm25.pkl
2024-12-11 15:49:48,656 - INFO - documents erfolgreich gespeichert in C:\Users\felix\AppData\Local\Temp\tmptk9q2wdd\documents.pkl
2024-12-12 15:44:23,475 - INFO - Use pytorch device_name: cpu
2024-12-12 15:44:23,476 - INFO - Load pretrained SentenceTransformer: multi-qa-mpnet-base-dot-v1
2024-12-12 15:44:26,369 - INFO - Text erfolgreich in 313 Chunks aufgeteilt
2024-12-12 15:45:34,360 - INFO - Loading faiss with AVX512 support.
2024-12-12 15:45:34,360 - INFO - Could not load library with AVX512 support due to:
ModuleNotFoundError("No module named 'faiss.swigfaiss_avx512'")
2024-12-12 15:45:34,360 - INFO - Loading faiss with AVX2 support.
2024-12-12 15:45:34,455 - INFO - Successfully loaded faiss with AVX2 support.
2024-12-12 15:45:38,124 - INFO - vectorstore erfolgreich gespeichert in C:\Users\felix\LangchainProject\vector_stores\vectorstore.pkl
2024-12-12 15:45:38,193 - INFO - bm25 erfolgreich gespeichert in C:\Users\felix\LangchainProject\vector_stores\bm25.pkl
2024-12-12 15:45:38,241 - INFO - documents erfolgreich gespeichert in C:\Users\felix\LangchainProject\vector_stores\documents.pkl
2024-12-12 15:48:30,256 - INFO - Use pytorch device_name: cpu
2024-12-12 15:48:30,256 - INFO - Load pretrained SentenceTransformer: multi-qa-mpnet-base-dot-v1
2024-12-12 15:48:32,462 - INFO - Text erfolgreich in 313 Chunks aufgeteilt
2024-12-12 15:49:34,089 - INFO - vectorstore erfolgreich gespeichert in C:\Users\felix\AppData\Local\Temp\tmp7tk__l24\vectorstore.pkl
2024-12-12 15:49:34,101 - INFO - bm25 erfolgreich gespeichert in C:\Users\felix\AppData\Local\Temp\tmp7tk__l24\bm25.pkl
2024-12-12 15:49:34,106 - INFO - documents erfolgreich gespeichert in C:\Users\felix\AppData\Local\Temp\tmp7tk__l24\documents.pkl
2024-12-12 16:33:12,860 - INFO - Use pytorch device_name: cpu
2024-12-12 16:33:12,860 - INFO - Load pretrained SentenceTransformer: multi-qa-mpnet-base-dot-v1
2024-12-12 16:33:15,124 - INFO - Text erfolgreich in 57 Chunks aufgeteilt
2024-12-12 16:33:25,522 - INFO - Loading faiss with AVX512 support.
2024-12-12 16:33:25,522 - INFO - Could not load library with AVX512 support due to:
ModuleNotFoundError("No module named 'faiss.swigfaiss_avx512'")
2024-12-12 16:33:25,522 - INFO - Loading faiss with AVX2 support.
2024-12-12 16:33:25,604 - INFO - Successfully loaded faiss with AVX2 support.
2024-12-12 16:33:27,600 - INFO - vectorstore erfolgreich gespeichert in C:\Users\felix\LangchainProject\vector_stores\vectorstore.pkl
2024-12-12 16:33:27,624 - INFO - bm25 erfolgreich gespeichert in C:\Users\felix\LangchainProject\vector_stores\bm25.pkl
2024-12-12 16:33:27,653 - INFO - documents erfolgreich gespeichert in C:\Users\felix\LangchainProject\vector_stores\documents.pkl
2024-12-12 16:33:42,781 - INFO - Use pytorch device_name: cpu
2024-12-12 16:33:42,781 - INFO - Load pretrained SentenceTransformer: multi-qa-mpnet-base-dot-v1
2024-12-12 16:33:46,877 - INFO - Text erfolgreich in 57 Chunks aufgeteilt
2024-12-12 16:33:58,469 - INFO - vectorstore erfolgreich gespeichert in C:\Users\felix\AppData\Local\Temp\tmpjyrrihb0\vectorstore.pkl
2024-12-12 16:33:58,473 - INFO - bm25 erfolgreich gespeichert in C:\Users\felix\AppData\Local\Temp\tmpjyrrihb0\bm25.pkl
2024-12-12 16:33:58,495 - INFO - documents erfolgreich gespeichert in C:\Users\felix\AppData\Local\Temp\tmpjyrrihb0\documents.pkl
2024-12-12 16:42:48,506 - INFO - Use pytorch device_name: cpu
2024-12-12 16:42:48,508 - INFO - Load pretrained SentenceTransformer: multi-qa-mpnet-base-dot-v1
2024-12-12 16:42:50,810 - INFO - Text erfolgreich in 57 Chunks aufgeteilt
2024-12-12 16:43:03,288 - INFO - Loading faiss with AVX512 support.
2024-12-12 16:43:03,289 - INFO - Could not load library with AVX512 support due to:
ModuleNotFoundError("No module named 'faiss.swigfaiss_avx512'")
2024-12-12 16:43:03,289 - INFO - Loading faiss with AVX2 support.
2024-12-12 16:43:03,372 - INFO - Successfully loaded faiss with AVX2 support.
2024-12-12 16:43:05,380 - INFO - vectorstore erfolgreich gespeichert in C:\Users\felix\LangchainProject\vector_stores\vectorstore.pkl
2024-12-12 16:43:05,480 - INFO - bm25 erfolgreich gespeichert in C:\Users\felix\LangchainProject\vector_stores\bm25.pkl
2024-12-12 16:43:05,530 - INFO - documents erfolgreich gespeichert in C:\Users\felix\LangchainProject\vector_stores\documents.pkl
2024-12-12 16:49:50,208 - INFO - Use pytorch device_name: cpu
2024-12-12 16:49:50,208 - INFO - Load pretrained SentenceTransformer: multi-qa-mpnet-base-dot-v1
2024-12-12 16:49:56,282 - INFO - Text erfolgreich in 57 Chunks aufgeteilt
2024-12-12 16:50:35,499 - INFO - vectorstore erfolgreich gespeichert in C:\Users\felix\AppData\Local\Temp\tmp244lolte\vectorstore.pkl
2024-12-12 16:50:35,561 - INFO - bm25 erfolgreich gespeichert in C:\Users\felix\AppData\Local\Temp\tmp244lolte\bm25.pkl
2024-12-12 16:50:35,582 - INFO - documents erfolgreich gespeichert in C:\Users\felix\AppData\Local\Temp\tmp244lolte\documents.pkl
2024-12-16 17:51:21,039 - ERROR - Fehler in der Hauptfunktion: name 'torch' is not defined
2024-12-16 17:54:33,903 - INFO - Load pretrained SentenceTransformer: sentence-transformers/paraphrase-multilingual-mpnet-base-v2
2024-12-16 17:54:42,133 - ERROR - Fehler in der Hauptfunktion: [Errno 2] No such file or directory: 'C:\\Users\\felix\\Downloads\\Machine Learning\\text.txt'

2024-12-16 17:57:05,134 - INFO - Load pretrained SentenceTransformer: sentence-transformers/paraphrase-multilingual-mpnet-base-v2

2024-12-16 17:57:15,406 - ERROR - Fehler bei der Textverarbeitung: 

**********************************************************************

  Resource punkt_tab not found.

  Please use the NLTK Downloader to obtain the resource:



  >>> import nltk

  >>> nltk.download('punkt_tab')

  

  For more information see: https://www.nltk.org/data.html



  Attempted to load tokenizers/punkt_tab/english/



  Searched in:

    - 'C:\\Users\\felix/nltk_data'

    - 'C:\\Users\\felix\\LangchainProject\\venv\\nltk_data'

    - 'C:\\Users\\felix\\LangchainProject\\venv\\share\\nltk_data'

    - 'C:\\Users\\felix\\LangchainProject\\venv\\lib\\nltk_data'

    - 'C:\\Users\\felix\\AppData\\Roaming\\nltk_data'

    - 'C:\\nltk_data'

    - 'D:\\nltk_data'

    - 'E:\\nltk_data'

**********************************************************************



2024-12-16 17:57:15,428 - ERROR - Fehler in der Hauptfunktion: 

**********************************************************************

  Resource punkt_tab not found.

  Please use the NLTK Downloader to obtain the resource:



  >>> import nltk

  >>> nltk.download('punkt_tab')

  

  For more information see: https://www.nltk.org/data.html



  Attempted to load tokenizers/punkt_tab/english/



  Searched in:

    - 'C:\\Users\\felix/nltk_data'

    - 'C:\\Users\\felix\\LangchainProject\\venv\\nltk_data'

    - 'C:\\Users\\felix\\LangchainProject\\venv\\share\\nltk_data'

    - 'C:\\Users\\felix\\LangchainProject\\venv\\lib\\nltk_data'

    - 'C:\\Users\\felix\\AppData\\Roaming\\nltk_data'

    - 'C:\\nltk_data'

    - 'D:\\nltk_data'

    - 'E:\\nltk_data'

**********************************************************************



2024-12-16 18:09:22,027 - INFO - Load pretrained SentenceTransformer: sentence-transformers/paraphrase-multilingual-mpnet-base-v2

2024-12-16 18:09:34,608 - INFO - Text erfolgreich verarbeitet: {'avg_chunk_size': 375.62295081967216, 'total_chunks': 61, 'importance_scores': [1.8523764530960682, 1.9981502189855531, 2.4716654620820373, 2.011936255653286, 1.986003637321247, 2.0486839732371314, 1.9144930832812352, 1.9718307427658557, 2.083415848212283, 2.1055105376964582, 2.1353627789987457, 1.8902995646063736, 1.9953126928027891, 2.089366584280997, 2.1072853258957323, 1.9274152004480012, 1.9920377647432685, 1.765380921649024, 2.135726277186823, 2.0182294345862295, 1.6557224754631281, 1.532249832583992, 1.7466404710308432, 1.658646393938052, 2.040670569746729, 2.244521947898767, 2.0725358184463496, 2.0019466223596862, 1.9494919613118535, 1.8266974335680743, 1.9762787374259707, 2.074959721591228, 2.09230465090897, 1.7142358450135688, 1.7866938967397645, 1.7940862229963717, 2.223286212141793, 2.244014164794384, 1.9136875318655642, 2.335534395565953, 2.2226594205212877, 2.4652303411352388, 2.2078056956774454, 1.6940806569661013, 1.7976282472574687, 2.07612659656065, 2.2761627096128776, 2.08770816321108, 1.9219870924601525, 1.7731984999176411, 1.683357961792392, 1.7873357185557273, 1.928224773167052, 1.934194601481283, 1.8093719787648093, 1.8982098272042773, 2.2623649949396856, 2.3011878554617007, 2.1935536183074076, 2.1727783280572557, 1.7776831755149525], 'silhouette_score': np.float64(-0.0006046195239444791), 'num_clusters': 3, 'avg_importance_score': np.float64(1.9943530806473224)}

2024-12-16 18:09:42,402 - INFO - Loading faiss with AVX512 support.

2024-12-16 18:09:42,402 - INFO - Could not load library with AVX512 support due to:

ModuleNotFoundError("No module named 'faiss.swigfaiss_avx512'")

2024-12-16 18:09:42,402 - INFO - Loading faiss with AVX2 support.

2024-12-16 18:09:42,512 - INFO - Successfully loaded faiss with AVX2 support.

2024-12-16 18:09:48,562 - INFO - vectorstore gespeichert: C:\Users\felix\LangchainProject\vector_stores\vectorstore.pkl

2024-12-16 18:09:48,599 - INFO - bm25 gespeichert: C:\Users\felix\LangchainProject\vector_stores\bm25.pkl

2024-12-16 18:09:48,629 - INFO - documents gespeichert: C:\Users\felix\LangchainProject\vector_stores\documents.pkl

2024-12-16 18:09:48,629 - INFO - cluster_index gespeichert: C:\Users\felix\LangchainProject\vector_stores\cluster_index.pkl

2024-12-16 18:09:48,644 - ERROR - Fehler bei der Suche: 'EnhancedVectorStoreManager' object has no attribute 'vectorstore'

2024-12-16 18:09:48,645 - ERROR - Fehler: 'EnhancedVectorStoreManager' object has no attribute 'vectorstore'

2024-12-16 18:48:38,315 - INFO - Load pretrained SentenceTransformer: sentence-transformers/paraphrase-multilingual-mpnet-base-v2

2024-12-16 18:49:00,381 - INFO - Text erfolgreich verarbeitet: {'avg_chunk_size': 369.76344086021504, 'total_chunks': 93, 'importance_scores': [2.0313485356108294, 2.1848271706626665, 2.6834530494618285, 2.1942621687299173, 2.1967078174871544, 2.1952011245216814, 2.107145752297349, 2.144829034906195, 2.282205608628479, 2.2713728335147425, 2.3730938048523114, 2.08520369545691, 2.148090876210953, 2.315322568386504, 2.339817678746992, 2.1081630841467285, 2.221594431986338, 1.9523701524754768, 2.350230052259358, 2.189490281640172, 1.8676012971464744, 1.7143651101392507, 1.9376646686884842, 1.8773100811984889, 2.303088049108535, 2.4803978403238416, 2.319651802134504, 2.241754353655483, 2.184263970509197, 1.997056468270754, 2.186027891613782, 2.325515480038278, 2.3182189973916834, 1.9196628687042505, 2.021678598954401, 2.01572882861898, 2.4906674449845503, 2.4132299358261453, 2.103456712230168, 2.5772426101026067, 2.5199333714547985, 2.777665915850146, 2.471221463708715, 1.8827640985589118, 2.0086350042337022, 2.3179456589524534, 2.5311661017589957, 2.321160916236376, 2.0750538413650816, 1.9486259559143033, 1.8533513507963093, 2.050229850614125, 2.1703086841000605, 2.1597989779454214, 2.047133505343226, 2.118861733321308, 2.5040733940608657, 2.5753916695074888, 2.4306273801851437, 2.3905300961561817, 1.9218493403563417, 2.2898852836845447, 2.390110555910388, 2.5012533290523176, 2.4546500171502945, 2.3982491100472116, 2.120856630986751, 2.8742060978681727, 2.3980573904063616, 2.3450160324286387, 2.1340638113729367, 2.2019294460124264, 2.397528981286594, 2.4303531247463184, 2.721156816612756, 3.0205789394335554, 2.646878011249484, 2.690186611796745, 2.474275761069384, 2.2619675754720148, 2.396851154137943, 2.181640965102019, 2.0830080337298296, 2.459177602052239, 2.560752205927575, 2.432979415412006, 2.397792628237384, 2.7849450263848894, 2.9072723734948474, 2.507508065700194, 2.856701225434765, 2.293239210088815, 2.2794002112058593], 'silhouette_score': np.float64(0.00989540173348278), 'num_clusters': 3, 'avg_importance_score': np.float64(2.297184007371372)}

2024-12-16 18:49:13,032 - INFO - Loading faiss with AVX512 support.

2024-12-16 18:49:13,032 - INFO - Could not load library with AVX512 support due to:

ModuleNotFoundError("No module named 'faiss.swigfaiss_avx512'")

2024-12-16 18:49:13,032 - INFO - Loading faiss with AVX2 support.

2024-12-16 18:49:13,175 - INFO - Successfully loaded faiss with AVX2 support.

2024-12-16 18:49:23,499 - INFO - vectorstore gespeichert: C:\Users\felix\LangchainProject\vector_stores\vectorstore.pkl

2024-12-16 18:49:23,539 - INFO - bm25 gespeichert: C:\Users\felix\LangchainProject\vector_stores\bm25.pkl

2024-12-16 18:49:23,738 - INFO - documents gespeichert: C:\Users\felix\LangchainProject\vector_stores\documents.pkl

2024-12-16 18:49:23,792 - INFO - cluster_index gespeichert: C:\Users\felix\LangchainProject\vector_stores\cluster_index.pkl

2024-12-16 18:49:23,792 - ERROR - Fehler bei der Suche: 'EnhancedVectorStoreManager' object has no attribute 'vectorstore'

2024-12-16 18:49:23,792 - ERROR - Fehler: 'EnhancedVectorStoreManager' object has no attribute 'vectorstore'

2024-12-16 19:55:16,288 - INFO - Load pretrained SentenceTransformer: sentence-transformers/paraphrase-multilingual-mpnet-base-v2

2024-12-16 19:55:57,135 - INFO - Text erfolgreich verarbeitet: {'avg_chunk_size': 369.76344086021504, 'total_chunks': 93, 'importance_scores': [2.031348535610829, 2.184827170662667, 2.6834530494618276, 2.1942621687299173, 2.196707817487154, 2.1952011245216814, 2.107145752297349, 2.1448290349061954, 2.282205608628479, 2.271372833514742, 2.3730938048523114, 2.0852036954569106, 2.1480908762109534, 2.3153225683865046, 2.3398176787469915, 2.108163084146728, 2.2215944319863383, 1.9523701524754773, 2.350230052259358, 2.189490281640172, 1.867601297146474, 1.7143651101392512, 1.9376646686884835, 1.8773100811984889, 2.3030880491085353, 2.480397840323841, 2.3196518021345036, 2.241754353655483, 2.1842639705091966, 1.9970564682707537, 2.186027891613782, 2.3255154800382782, 2.318218997391683, 1.91966286870425, 2.0216785989544013, 2.01572882861898, 2.4906674449845507, 2.4132299358261458, 2.1034567122301677, 2.5772426101026054, 2.5199333714547985, 2.7776659158501458, 2.471221463708715, 1.8827640985589116, 2.0086350042337022, 2.317945658952452, 2.5311661017589957, 2.321160916236376, 2.0750538413650816, 1.9486259559143035, 1.8533513507963093, 2.050229850614125, 2.1703086841000605, 2.1597989779454214, 2.047133505343226, 2.118861733321308, 2.504073394060866, 2.5753916695074888, 2.430627380185144, 2.3905300961561813, 1.9218493403563413, 2.289885283684544, 2.3901105559103875, 2.501253329052318, 2.4546500171502945, 2.398249110047212, 2.1208566309867516, 2.8742060978681727, 2.3980573904063625, 2.3450160324286378, 2.1340638113729367, 2.201929446012426, 2.3975289812865936, 2.430353124746318, 2.7211568166127558, 3.0205789394335554, 2.6468780112494845, 2.690186611796745, 2.474275761069384, 2.2619675754720148, 2.3968511541379436, 2.1816409651020194, 2.083008033729829, 2.459177602052239, 2.5607522059275745, 2.4329794154120052, 2.3977926282373834, 2.7849450263848894, 2.9072723734948474, 2.507508065700194, 2.8567012254347635, 2.293239210088814, 2.2794002112058593], 'silhouette_score': np.float64(0.00989540173348278), 'num_clusters': 3, 'avg_importance_score': np.float64(2.297184007371372)}

2024-12-16 19:56:21,251 - INFO - Loading faiss with AVX512 support.

2024-12-16 19:56:21,251 - INFO - Could not load library with AVX512 support due to:

ModuleNotFoundError("No module named 'faiss.swigfaiss_avx512'")

2024-12-16 19:56:21,251 - INFO - Loading faiss with AVX2 support.

2024-12-16 19:56:21,722 - INFO - Successfully loaded faiss with AVX2 support.

2024-12-16 19:56:38,210 - INFO - vectorstore gespeichert: C:\Users\felix\LangchainProject\vector_stores\vectorstore.pkl

2024-12-16 19:56:38,340 - INFO - bm25 gespeichert: C:\Users\felix\LangchainProject\vector_stores\bm25.pkl

2024-12-16 19:56:38,506 - INFO - documents gespeichert: C:\Users\felix\LangchainProject\vector_stores\documents.pkl

2024-12-16 19:56:38,590 - INFO - cluster_index gespeichert: C:\Users\felix\LangchainProject\vector_stores\cluster_index.pkl

2024-12-16 19:56:38,599 - ERROR - Fehler bei der Suche: 'EnhancedVectorStoreManager' object has no attribute 'vectorstore'

2024-12-16 19:56:38,599 - ERROR - Fehler: 'EnhancedVectorStoreManager' object has no attribute 'vectorstore'

2024-12-16 20:10:07,742 - INFO - Load pretrained SentenceTransformer: sentence-transformers/paraphrase-multilingual-mpnet-base-v2

2024-12-16 20:10:26,614 - INFO - Loading faiss with AVX512 support.

2024-12-16 20:10:26,638 - INFO - Could not load library with AVX512 support due to:

ModuleNotFoundError("No module named 'faiss.swigfaiss_avx512'")

2024-12-16 20:10:26,638 - INFO - Loading faiss with AVX2 support.

2024-12-16 20:10:27,159 - INFO - Successfully loaded faiss with AVX2 support.

2024-12-16 20:16:58,101 - INFO - Load pretrained SentenceTransformer: sentence-transformers/paraphrase-multilingual-mpnet-base-v2

2024-12-16 20:18:48,705 - INFO - Text erfolgreich verarbeitet: {'avg_chunk_size': 329.590625, 'total_chunks': 320, 'importance_scores': [2.840369030245791, 2.55398424596863, 2.305473415362513, 2.8250932697660986, 2.3646159976341523, 2.7336334087586045, 2.9176473726548187, 2.9574505078612656, 3.0340896899541905, 2.4192590933887, 2.399140132084648, 2.605908040360036, 2.383679170366132, 2.9000079430422145, 3.0868303682016167, 2.94395938569868, 3.247461175111712, 2.94408007884593, 2.7662038603925194, 2.607777808570294, 3.1616555079116377, 2.946455967529725, 3.2472276754338916, 3.0890554695693586, 3.310237788979723, 2.40213878928863, 2.9822778530469205, 3.104356379994137, 2.742625680620043, 2.6185079733310603, 2.621577870185576, 2.897012798022183, 2.9099419947405023, 2.4882516314024676, 2.912111339042036, 2.174977152173329, 2.939808467205091, 2.9277121002743827, 2.6512457923248847, 2.5707381251872894, 2.724742406343945, 3.1821467736898383, 2.8344976741869337, 2.459827756758656, 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2.8787225365055282, 2.8696125568350612, 3.2373593676977066, 2.7383571138064435, 2.296676667733264, 2.6884190928013414, 4.1588830833596715, 2.6266806873411426, 2.963145806865427, 2.79272067940562, 2.5562862275520675, 4.1588830833596715, 2.617773238025754, 2.992834089437748, 2.3177566447294646, 2.811734065550461, 2.7236419678097916, 2.9390701246893705, 2.714851446254725, 2.9957980290996438, 2.950276842343536, 2.7773278145080655], 'silhouette_score': np.float64(-0.03499497665725668), 'num_clusters': 5, 'avg_importance_score': np.float64(2.8439509916625054)}

2024-12-16 20:19:55,053 - INFO - Loading faiss with AVX512 support.

2024-12-16 20:19:55,067 - INFO - Could not load library with AVX512 support due to:

ModuleNotFoundError("No module named 'faiss.swigfaiss_avx512'")

2024-12-16 20:19:55,067 - INFO - Loading faiss with AVX2 support.

2024-12-16 20:19:55,243 - INFO - Successfully loaded faiss with AVX2 support.

2024-12-16 20:20:16,255 - INFO - vectorstore gespeichert: C:\Users\felix\LangchainProject\vector_stores\vectorstore.pkl

2024-12-16 20:20:16,371 - INFO - bm25 gespeichert: C:\Users\felix\LangchainProject\vector_stores\bm25.pkl

2024-12-16 20:20:16,428 - INFO - documents gespeichert: C:\Users\felix\LangchainProject\vector_stores\documents.pkl

2024-12-16 20:20:16,432 - INFO - cluster_index gespeichert: C:\Users\felix\LangchainProject\vector_stores\cluster_index.pkl

2024-12-17 13:45:20,664 - INFO - Use pytorch device_name: cpu

2024-12-17 13:45:20,664 - INFO - Load pretrained SentenceTransformer: sentence-transformers/paraphrase-multilingual-mpnet-base-v2

2024-12-17 13:46:01,058 - INFO - Loading faiss with AVX512 support.

2024-12-17 13:46:01,077 - INFO - Could not load library with AVX512 support due to:

ModuleNotFoundError("No module named 'faiss.swigfaiss_avx512'")

2024-12-17 13:46:01,077 - INFO - Loading faiss with AVX2 support.

2024-12-17 13:46:01,303 - INFO - Successfully loaded faiss with AVX2 support.

2024-12-17 13:49:24,034 - INFO - Use pytorch device_name: cpu

2024-12-17 13:49:24,035 - INFO - Load pretrained SentenceTransformer: sentence-transformers/paraphrase-multilingual-mpnet-base-v2

2024-12-17 13:49:29,343 - ERROR - Fehler in main: 'OptimizedVectorStoreManager' object has no attribute 'create_and_save_stores'

2024-12-17 13:52:29,709 - INFO - Use pytorch device_name: cpu

2024-12-17 13:52:29,709 - INFO - Load pretrained SentenceTransformer: sentence-transformers/paraphrase-multilingual-mpnet-base-v2

2024-12-17 13:53:51,204 - WARNING - `embedding_function` is expected to be an Embeddings object, support for passing in a function will soon be removed.

2024-12-17 13:57:27,018 - INFO - Use pytorch device_name: cpu

2024-12-17 13:57:27,018 - INFO - Load pretrained SentenceTransformer: sentence-transformers/paraphrase-multilingual-mpnet-base-v2

2024-12-17 13:59:32,512 - INFO - Use pytorch device_name: cpu

2024-12-17 13:59:32,512 - INFO - Load pretrained SentenceTransformer: sentence-transformers/paraphrase-multilingual-mpnet-base-v2

2024-12-17 13:59:48,860 - WARNING - `embedding_function` is expected to be an Embeddings object, support for passing in a function will soon be removed.

2024-12-19 12:01:40,030 - INFO - Load pretrained SentenceTransformer: sentence-transformers/paraphrase-multilingual-mpnet-base-v2

2024-12-19 12:13:09,713 - INFO - Load pretrained SentenceTransformer: sentence-transformers/paraphrase-multilingual-mpnet-base-v2

2024-12-19 12:14:04,466 - INFO - Text erfolgreich verarbeitet: {'avg_chunk_size': 322.44164037854887, 'total_chunks': 317, 'importance_scores': [2.860176491562388, 2.623951877447994, 2.164752872075763, 2.826578637290524, 2.3708685363630653, 2.7423614937710163, 2.9168068607017292, 2.9637596216396447, 3.057554075727019, 2.4160754034827883, 2.403396525656513, 2.6195251398176764, 2.399398196172661, 2.9084701712338212, 3.0978779254307036, 2.9531901641403584, 3.2584466677026382, 2.946649832425821, 2.796642702769143, 2.6018416116048, 3.166626443917295, 2.9525701426095248, 3.260566079289926, 3.104973213089899, 3.3169541335278083, 2.403472539202838, 2.9899560459836523, 3.1038954015578097, 2.765496180976892, 2.372273244440936, 2.6313660278263136, 2.898772205163344, 2.95869780549095, 2.540581235094472, 2.9155580200145104, 2.183846222586805, 2.981653119338769, 2.9951142993140567, 2.707501217816763, 2.37175244380505, 2.7300301682641126, 3.193717445258058, 2.848137151188163, 2.4717221058059744, 2.720176228920437, 2.7963821968660834, 2.8026864571630865, 2.198563451021221, 2.556031940450607, 2.900132324643198, 2.3924345217266376, 2.504917567696516, 2.79013522731439, 3.0856038971382937, 2.1925732674648626, 2.780729584423273, 2.6882144287015723, 2.6936687516005895, 3.1158162637455233, 2.6254219960579634, 2.5857296817306437, 3.010197254218042, 2.5806418781725786, 2.9302733309593365, 2.82209296273314, 2.582590110858358, 2.7647882622755118, 2.2910226541499847, 2.3128679067855784, 2.9467542079159155, 2.4789506117301596, 2.767578081786194, 3.0263953397671735, 2.793278492762882, 2.7413608242647047, 2.7192365219613874, 2.5966753066943964, 2.8734627492317215, 2.7187318784444767, 2.894753697434031, 2.86823818074187, 2.7539416624468407, 2.7211551188727885, 2.39437909761346, 2.6290434805405276, 3.0246021439568374, 3.068656442356211, 3.0731826368732738, 3.0336946796339244, 2.6134720830300924, 2.6787834910834625, 2.16077940307303, 3.715159610716233, 2.9596093961438714, 2.3503139248279106, 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2.3031612509545245, 2.6935822278578914, 4.14946386144318, 2.6329626007920024, 2.9664576182440343, 2.793250723976751, 2.5646681966478826, 4.14946386144318, 2.627894583482777, 3.0045115629347796, 2.32593674048635, 2.8152125948682243, 2.7326434834591953, 2.956840900416841, 2.724735656353753, 2.9999782782302233, 2.9612768804358844, 2.7909208097464155], 'silhouette_score': np.float64(0.0644159206876914), 'num_clusters': 50, 'avg_importance_score': np.float64(2.85149824310284)}

2024-12-19 12:14:41,558 - INFO - Loading faiss with AVX512 support.

2024-12-19 12:14:41,573 - INFO - Could not load library with AVX512 support due to:

ModuleNotFoundError("No module named 'faiss.swigfaiss_avx512'")

2024-12-19 12:14:41,573 - INFO - Loading faiss with AVX2 support.

2024-12-19 12:14:41,687 - INFO - Successfully loaded faiss with AVX2 support.

2024-12-19 12:14:53,699 - INFO - vectorstore gespeichert: C:\Users\felix\LangchainProject\vector_stores\vectorstore.pkl

2024-12-19 12:14:53,743 - INFO - bm25 gespeichert: C:\Users\felix\LangchainProject\vector_stores\bm25.pkl

2024-12-19 12:14:53,808 - INFO - documents gespeichert: C:\Users\felix\LangchainProject\vector_stores\documents.pkl

2024-12-19 12:14:53,823 - INFO - cluster_index gespeichert: C:\Users\felix\LangchainProject\vector_stores\cluster_index.pkl

2024-12-21 13:46:46,022 - INFO - Verwende Device: cpu

2024-12-21 13:46:51,349 - INFO - Load pretrained SentenceTransformer: sentence-transformers/paraphrase-multilingual-mpnet-base-v2

2024-12-21 13:46:55,816 - INFO - Vector Store Manager initialisiert

2024-12-21 13:46:55,816 - INFO - Text erfolgreich gelesen: text.txt

2024-12-21 13:46:55,816 - ERROR - Fehler bei der Textverarbeitung: 'Spezifische Bedeutung f�r Prim�rbanken'

2024-12-21 13:46:55,816 - ERROR - Fehler in der Hauptfunktion: 'Spezifische Bedeutung f�r Prim�rbanken'

2024-12-21 13:50:06,340 - INFO - Verwende Device: cpu

2024-12-21 13:50:11,738 - INFO - Load pretrained SentenceTransformer: sentence-transformers/paraphrase-multilingual-mpnet-base-v2

2024-12-21 13:50:18,091 - INFO - Vector Store Manager initialisiert

2024-12-21 13:50:18,091 - INFO - Text erfolgreich gelesen: text.txt

2024-12-21 13:50:18,091 - WARNING - Aufz�hlungspunkt ohne Untersektion gefunden

2024-12-21 13:50:18,091 - WARNING - Aufz�hlungspunkt ohne Untersektion gefunden

2024-12-21 13:50:18,091 - WARNING - Aufz�hlungspunkt ohne Untersektion gefunden

2024-12-21 13:50:18,091 - WARNING - Aufz�hlungspunkt ohne Untersektion gefunden

2024-12-21 13:50:18,091 - WARNING - Aufz�hlungspunkt ohne Untersektion gefunden

2024-12-21 13:50:18,091 - WARNING - Aufz�hlungspunkt ohne Untersektion gefunden

2024-12-21 13:50:18,091 - WARNING - Aufz�hlungspunkt ohne Untersektion gefunden

2024-12-21 13:50:18,091 - WARNING - Aufz�hlungspunkt ohne Untersektion gefunden

2024-12-21 13:50:18,091 - WARNING - Aufz�hlungspunkt ohne Untersektion gefunden

2024-12-21 13:50:18,091 - INFO - Dokumentstruktur erfolgreich geparst: 41 Hauptsektionen

2024-12-21 13:50:31,031 - INFO - Verarbeitet: 100/151 Chunks

2024-12-21 13:50:36,646 - ERROR - Fehler in der Hauptfunktion: 'EnhancedVectorStoreManager' object has no attribute 'print_metrics'

2024-12-21 13:51:44,486 - INFO - Verwende Device: cpu

2024-12-21 13:51:47,165 - INFO - Load pretrained SentenceTransformer: sentence-transformers/paraphrase-multilingual-mpnet-base-v2

2024-12-21 13:51:51,428 - INFO - Vector Store Manager initialisiert

2024-12-21 13:51:51,428 - INFO - Text erfolgreich gelesen: text.txt

2024-12-21 13:51:51,428 - WARNING - Aufz�hlungspunkt ohne Untersektion gefunden

2024-12-21 13:51:51,428 - WARNING - Aufz�hlungspunkt ohne Untersektion gefunden

2024-12-21 13:51:51,428 - WARNING - Aufz�hlungspunkt ohne Untersektion gefunden

2024-12-21 13:51:51,428 - WARNING - Aufz�hlungspunkt ohne Untersektion gefunden

2024-12-21 13:51:51,428 - WARNING - Aufz�hlungspunkt ohne Untersektion gefunden

2024-12-21 13:51:51,428 - WARNING - Aufz�hlungspunkt ohne Untersektion gefunden

2024-12-21 13:51:51,428 - WARNING - Aufz�hlungspunkt ohne Untersektion gefunden

2024-12-21 13:51:51,428 - WARNING - Aufz�hlungspunkt ohne Untersektion gefunden

2024-12-21 13:51:51,428 - WARNING - Aufz�hlungspunkt ohne Untersektion gefunden

2024-12-21 13:51:51,428 - INFO - Dokumentstruktur erfolgreich geparst: 41 Hauptsektionen

2024-12-21 13:52:04,934 - INFO - Verarbeitet: 100/151 Chunks

2024-12-21 13:52:11,045 - INFO - Erstelle optimierte Vector Stores...

2024-12-21 13:52:27,155 - INFO - Loading faiss with AVX512 support.

2024-12-21 13:52:27,155 - INFO - Could not load library with AVX512 support due to:

ModuleNotFoundError("No module named 'faiss.swigfaiss_avx512'")

2024-12-21 13:52:27,155 - INFO - Loading faiss with AVX2 support.

2024-12-21 13:52:27,705 - INFO - Successfully loaded faiss with AVX2 support.

2024-12-21 13:52:42,704 - INFO - Gespeichert: vector_stores\vectorstore.pkl

2024-12-21 13:52:42,770 - INFO - Gespeichert: vector_stores\bm25.pkl

2024-12-21 13:52:42,843 - INFO - Gespeichert: vector_stores\documents.pkl

2024-12-21 13:52:42,855 - INFO - Gespeichert: vector_stores\section_index.pkl

2024-12-21 13:52:42,888 - INFO - Gespeichert: vector_stores\keyword_index.pkl

2024-12-21 13:52:42,932 - INFO - Gespeichert: vector_stores\section_structure.pkl

2024-12-21 13:52:42,937 - INFO - Gespeichert: vector_stores\metadata.pkl

2024-12-21 13:52:42,941 - ERROR - Fehler in der Hauptfunktion: 'EnhancedVectorStoreManager' object has no attribute 'validate_stores'

2024-12-21 13:53:47,993 - INFO - Verwende Device: cpu

2024-12-21 13:53:51,252 - INFO - Load pretrained SentenceTransformer: sentence-transformers/paraphrase-multilingual-mpnet-base-v2

2024-12-21 13:53:56,893 - INFO - Vector Store Manager initialisiert

2024-12-21 13:53:56,893 - INFO - Text erfolgreich gelesen: text.txt

2024-12-21 13:53:56,893 - WARNING - Aufz�hlungspunkt ohne Untersektion gefunden

2024-12-21 13:53:56,893 - WARNING - Aufz�hlungspunkt ohne Untersektion gefunden

2024-12-21 13:53:56,893 - WARNING - Aufz�hlungspunkt ohne Untersektion gefunden

2024-12-21 13:53:56,893 - WARNING - Aufz�hlungspunkt ohne Untersektion gefunden

2024-12-21 13:53:56,893 - WARNING - Aufz�hlungspunkt ohne Untersektion gefunden

2024-12-21 13:53:56,893 - WARNING - Aufz�hlungspunkt ohne Untersektion gefunden

2024-12-21 13:53:56,893 - WARNING - Aufz�hlungspunkt ohne Untersektion gefunden

2024-12-21 13:53:56,893 - WARNING - Aufz�hlungspunkt ohne Untersektion gefunden

2024-12-21 13:53:56,893 - WARNING - Aufz�hlungspunkt ohne Untersektion gefunden

2024-12-21 13:53:56,893 - INFO - Dokumentstruktur erfolgreich geparst: 41 Hauptsektionen

2024-12-21 13:54:11,062 - INFO - Verarbeitet: 100/151 Chunks

2024-12-21 13:54:17,609 - INFO - Erstelle optimierte Vector Stores...

2024-12-21 13:54:33,156 - INFO - Loading faiss with AVX512 support.

2024-12-21 13:54:33,156 - INFO - Could not load library with AVX512 support due to:

ModuleNotFoundError("No module named 'faiss.swigfaiss_avx512'")

2024-12-21 13:54:33,156 - INFO - Loading faiss with AVX2 support.

2024-12-21 13:54:33,263 - INFO - Successfully loaded faiss with AVX2 support.

2024-12-21 13:54:49,845 - INFO - Gespeichert: vector_stores\vectorstore.pkl

2024-12-21 13:54:49,860 - INFO - Gespeichert: vector_stores\bm25.pkl

2024-12-21 13:54:49,892 - INFO - Gespeichert: vector_stores\documents.pkl

2024-12-21 13:54:49,907 - INFO - Gespeichert: vector_stores\section_index.pkl

2024-12-21 13:54:49,914 - INFO - Gespeichert: vector_stores\keyword_index.pkl

2024-12-21 13:54:49,940 - INFO - Gespeichert: vector_stores\section_structure.pkl

2024-12-21 13:54:49,953 - INFO - Gespeichert: vector_stores\metadata.pkl

2024-12-21 13:54:49,955 - INFO - Stores erfolgreich validiert

2024-12-21 13:54:49,955 - ERROR - Fehler in der Hauptfunktion: 'EnhancedVectorStoreManager' object has no attribute 'test_search'

2024-12-21 13:55:29,535 - INFO - Verwende Device: cpu

2024-12-21 13:55:34,648 - INFO - Load pretrained SentenceTransformer: sentence-transformers/paraphrase-multilingual-mpnet-base-v2

2024-12-21 13:55:40,878 - INFO - Vector Store Manager initialisiert

2024-12-21 13:55:40,878 - INFO - Text erfolgreich gelesen: text.txt

2024-12-21 13:55:40,878 - WARNING - Aufz�hlungspunkt ohne Untersektion gefunden

2024-12-21 13:55:40,878 - WARNING - Aufz�hlungspunkt ohne Untersektion gefunden

2024-12-21 13:55:40,878 - WARNING - Aufz�hlungspunkt ohne Untersektion gefunden

2024-12-21 13:55:40,878 - WARNING - Aufz�hlungspunkt ohne Untersektion gefunden

2024-12-21 13:55:40,878 - WARNING - Aufz�hlungspunkt ohne Untersektion gefunden

2024-12-21 13:55:40,878 - WARNING - Aufz�hlungspunkt ohne Untersektion gefunden

2024-12-21 13:55:40,878 - WARNING - Aufz�hlungspunkt ohne Untersektion gefunden

2024-12-21 13:55:40,882 - WARNING - Aufz�hlungspunkt ohne Untersektion gefunden

2024-12-21 13:55:40,883 - WARNING - Aufz�hlungspunkt ohne Untersektion gefunden

2024-12-21 13:55:40,883 - INFO - Dokumentstruktur erfolgreich geparst: 41 Hauptsektionen

2024-12-21 13:55:54,388 - INFO - Verarbeitet: 100/151 Chunks

2024-12-21 13:56:01,630 - INFO - Erstelle optimierte Vector Stores...

2024-12-21 13:56:25,404 - INFO - Loading faiss with AVX512 support.

2024-12-21 13:56:25,404 - INFO - Could not load library with AVX512 support due to:

ModuleNotFoundError("No module named 'faiss.swigfaiss_avx512'")

2024-12-21 13:56:25,404 - INFO - Loading faiss with AVX2 support.

2024-12-21 13:56:25,563 - INFO - Successfully loaded faiss with AVX2 support.

2024-12-21 13:56:41,684 - INFO - Gespeichert: vector_stores\vectorstore.pkl

2024-12-21 13:56:41,731 - INFO - Gespeichert: vector_stores\bm25.pkl

2024-12-21 13:56:41,752 - INFO - Gespeichert: vector_stores\documents.pkl

2024-12-21 13:56:41,763 - INFO - Gespeichert: vector_stores\section_index.pkl

2024-12-21 13:56:41,763 - INFO - Gespeichert: vector_stores\keyword_index.pkl

2024-12-21 13:56:41,794 - INFO - Gespeichert: vector_stores\section_structure.pkl

2024-12-21 13:56:41,794 - INFO - Gespeichert: vector_stores\metadata.pkl

2024-12-21 13:56:41,794 - INFO - Stores erfolgreich validiert

2024-12-21 13:56:42,418 - INFO - Verarbeitung erfolgreich abgeschlossen