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Mikiko Bazeley commited on
Commit
4183666
·
1 Parent(s): 5fb28fd

Added the data

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Files changed (3) hide show
  1. app.py +22 -12
  2. data/{fdb60f7d-e616-43dc-86ef-e33d3a9bdd05.pdf → airbnb10k.pdf} +0 -0
  3. requirements.txt +419 -6
app.py CHANGED
@@ -12,6 +12,11 @@ from langchain.schema.output_parser import StrOutputParser
12
  from langchain.schema.runnable import RunnablePassthrough
13
  from langchain.schema.runnable.config import RunnableConfig
14
 
 
 
 
 
 
15
  # GLOBAL SCOPE - ENTIRE APPLICATION HAS ACCESS TO VALUES SET IN THIS SCOPE #
16
  # ---- ENV VARIABLES ---- #
17
  """
@@ -39,11 +44,16 @@ HF_TOKEN = os.environ["HF_TOKEN"]
39
  """
40
  ### 1. CREATE TEXT LOADER AND LOAD DOCUMENTS
41
  ### NOTE: PAY ATTENTION TO THE PATH THEY ARE IN.
42
- document_loader = TextLoader("./data/paul_graham_essays.txt")
 
 
 
43
  documents = document_loader.load()
44
 
45
  ### 2. CREATE TEXT SPLITTER AND SPLIT DOCUMENTS
46
- text_splitter = RecursiveCharacterTextSplitter(chunk_size=1000, chunk_overlap=30)
 
 
47
  split_documents = text_splitter.split_documents(documents)
48
 
49
  ### 3. LOAD HUGGINGFACE EMBEDDINGS
@@ -54,10 +64,10 @@ hf_embeddings = HuggingFaceEndpointEmbeddings(
54
  )
55
 
56
  if os.path.exists("./vectorstore"):
57
- vectorstore = FAISS.load_local(
58
- "./vectorstore",
59
- hf_embeddings,
60
- allow_dangerous_deserialization=True # this is necessary to load the vectorstore from disk as it's stored as a `.pkl` file.
61
  )
62
  hf_retriever = vectorstore.as_retriever()
63
  print("Loaded Vectorstore")
@@ -66,12 +76,12 @@ else:
66
  os.makedirs("./vectorstore", exist_ok=True)
67
  ### 4. INDEX FILES
68
  ### NOTE: REMEMBER TO BATCH THE DOCUMENTS WITH MAXIMUM BATCH SIZE = 32
69
- for i in range(0, len(split_documents), 32):
70
- if i == 0:
71
- vectorstore = FAISS.from_documents(split_documents[i:i+32], hf_embeddings)
72
- continue
73
- vectorstore.add_documents(split_documents[i:i+32])
74
- vectorstore.save_local("./vectorstore")
75
 
76
  hf_retriever = vectorstore.as_retriever()
77
 
 
12
  from langchain.schema.runnable import RunnablePassthrough
13
  from langchain.schema.runnable.config import RunnableConfig
14
 
15
+ # Mikiko: Adding pdf loader
16
+ from langchain.document_loaders import PyMuPDFLoader
17
+ # Mikiko: Adding import for QDrant
18
+ from langchain_community.vectorstores import Qdrant
19
+
20
  # GLOBAL SCOPE - ENTIRE APPLICATION HAS ACCESS TO VALUES SET IN THIS SCOPE #
21
  # ---- ENV VARIABLES ---- #
22
  """
 
44
  """
45
  ### 1. CREATE TEXT LOADER AND LOAD DOCUMENTS
46
  ### NOTE: PAY ATTENTION TO THE PATH THEY ARE IN.
47
+
48
+ # Mikiko: Leveraging PyMUPDFLoader to load PDF - from Assignment 6
49
+ document_loader = PyMuPDFLoader("./data/airbnb10k.pdf").load()
50
+ # document_loader = TextLoader("./data/paul_graham_essays.txt")
51
  documents = document_loader.load()
52
 
53
  ### 2. CREATE TEXT SPLITTER AND SPLIT DOCUMENTS
54
+ # text_splitter = RecursiveCharacterTextSplitter(chunk_size=1000, chunk_overlap=30)
55
+ # Mikiko: Changed chunksize to 200 - from Assignment 6
56
+ text_splitter = RecursiveCharacterTextSplitter(chunk_size=200, chunk_overlap=30)
57
  split_documents = text_splitter.split_documents(documents)
58
 
59
  ### 3. LOAD HUGGINGFACE EMBEDDINGS
 
64
  )
65
 
66
  if os.path.exists("./vectorstore"):
67
+ vectorstore = Qdrant.from_existing_collection(
68
+ embeddings=hf_embeddings,
69
+ collection_name="AirBnB_10K",
70
+ url="http://localhost:6333",
71
  )
72
  hf_retriever = vectorstore.as_retriever()
73
  print("Loaded Vectorstore")
 
76
  os.makedirs("./vectorstore", exist_ok=True)
77
  ### 4. INDEX FILES
78
  ### NOTE: REMEMBER TO BATCH THE DOCUMENTS WITH MAXIMUM BATCH SIZE = 32
79
+ vectorstore = Qdrant.from_documents(
80
+ split_documents,
81
+ hf_embeddings,
82
+ location="./local_qdrant",
83
+ collection_name="AirBnB_10K",
84
+ )
85
 
86
  hf_retriever = vectorstore.as_retriever()
87
 
data/{fdb60f7d-e616-43dc-86ef-e33d3a9bdd05.pdf → airbnb10k.pdf} RENAMED
File without changes
requirements.txt CHANGED
@@ -1,8 +1,421 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
  chainlit==0.7.700
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2
  langchain==0.2.5
3
- langchain_community==0.2.5
4
- langchain_core==0.2.9
5
- langchain_huggingface==0.0.3
6
- langchain_text_splitters==0.2.1
7
- python-dotenv==1.0.1
8
- faiss-cpu
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ textdistance @ file:///tmp/build/80754af9/textdistance_1612461398012/work
373
+ threadpoolctl @ file:///Users/ktietz/demo/mc3/conda-bld/threadpoolctl_1629802263681/work
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+ three-merge @ file:///tmp/build/80754af9/three-merge_1607553261110/work
375
+ tifffile @ file:///tmp/build/80754af9/tifffile_1627275862826/work
376
+ tiktoken==0.7.0
377
+ tinycss2 @ file:///Users/ec2-user/ci_py311/tinycss2_1678317366076/work
378
+ tldextract @ file:///opt/conda/conda-bld/tldextract_1646638314385/work
379
+ toml @ file:///tmp/build/80754af9/toml_1616166611790/work
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+ tomli==2.0.1
381
+ tomlkit @ file:///Users/ec2-user/ci_py311/tomlkit_1678317388739/work
382
+ toolz @ file:///Users/ec2-user/ci_py311/toolz_1678323009669/work
383
+ tornado @ file:///private/var/folders/sy/f16zz6x50xz3113nwtb9bvq00000gp/T/abs_aeotsmw12l/croot/tornado_1690848274212/work
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+ tqdm @ file:///private/var/folders/sy/f16zz6x50xz3113nwtb9bvq00000gp/T/abs_03acd6t6ca/croot/tqdm_1679561866522/work
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+ traitlets @ file:///Users/ec2-user/ci_py311/traitlets_1678316097905/work
386
+ transformers @ file:///tmp/build/80754af9/transformers_1633098115425/work
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+ trio==0.25.1
388
+ trio-websocket==0.11.1
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+ Twisted @ file:///private/var/folders/sy/f16zz6x50xz3113nwtb9bvq00000gp/T/abs_3cf4rqmb9n/croot/twisted_1683796897214/work
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+ typing-inspect==0.9.0
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+ typing_extensions==4.12.1
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+ uc-micro-py @ file:///Users/ec2-user/ci_py311/uc-micro-py_1678394873457/work
393
+ ujson @ file:///Users/ec2-user/ci_py311/ujson_1678325349324/work
394
+ Unidecode @ file:///tmp/build/80754af9/unidecode_1614712377438/work
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+ uptrace==1.24.0
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+ urllib3 @ file:///private/var/folders/sy/f16zz6x50xz3113nwtb9bvq00000gp/T/abs_1968zekhce/croot/urllib3_1686163172153/work
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+ uvicorn==0.23.2
398
+ w3lib @ file:///Users/ktietz/demo/mc3/conda-bld/w3lib_1629359764703/work
399
+ watchdog @ file:///Users/ec2-user/ci_py311/watchdog_1678395046770/work
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+ watchfiles==0.20.0
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+ wcwidth @ file:///Users/ktietz/demo/mc3/conda-bld/wcwidth_1629357192024/work
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+ webencodings==0.5.1
403
+ websocket-client @ file:///Users/ec2-user/ci_py311/websocket-client_1678317758506/work
404
+ websockets==12.0
405
+ Werkzeug @ file:///private/var/folders/sy/f16zz6x50xz3113nwtb9bvq00000gp/T/abs_fegt3z60s3/croot/werkzeug_1679489762631/work
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+ whatthepatch @ file:///Users/ec2-user/ci_py311/whatthepatch_1678379478749/work
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+ widgetsnbextension @ file:///private/var/folders/sy/f16zz6x50xz3113nwtb9bvq00000gp/T/abs_8feupjw2ld/croot/widgetsnbextension_1679313870305/work
408
+ wrapt @ file:///Users/ec2-user/ci_py311/wrapt_1678323111850/work
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+ wsproto==1.2.0
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+ wurlitzer @ file:///Users/ec2-user/ci_py311/wurlitzer_1678390004531/work
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+ xarray @ file:///private/var/folders/sy/f16zz6x50xz3113nwtb9bvq00000gp/T/abs_ba3w2rvoxd/croot/xarray_1689041477488/work
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+ xlwings @ file:///Users/ec2-user/ci_py311_2/xlwings_1679338568565/work
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+ xyzservices @ file:///Users/ec2-user/ci_py311/xyzservices_1678325391212/work
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+ y-py @ file:///private/var/folders/sy/f16zz6x50xz3113nwtb9bvq00000gp/T/abs_7dvnlnkj12/croot/y-py_1683555629284/work
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+ yapf @ file:///tmp/build/80754af9/yapf_1615749224965/work
416
+ yarl @ file:///Users/ec2-user/ci_py311/yarl_1678323149735/work
417
+ ypy-websocket @ file:///private/var/folders/sy/f16zz6x50xz3113nwtb9bvq00000gp/T/abs_75t89iv95n/croot/ypy-websocket_1684171758794/work
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+ zict @ file:///private/var/folders/sy/f16zz6x50xz3113nwtb9bvq00000gp/T/abs_59schmcson/croot/zict_1682698747213/work
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+ zipp @ file:///Users/ec2-user/ci_py311/zipp_1678318061389/work
420
+ zope.interface @ file:///Users/ec2-user/ci_py311/zope.interface_1678379536727/work
421
+ zstandard @ file:///Users/ec2-user/ci_py311_2/zstandard_1679338593428/work