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loaders.py
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import os
from dotenv import load_dotenv
from memory_profiler import profile
load_dotenv()
class EnvironmentConfig:
# __slots__ = ['qd_endpoint', 'qd_api_key', 'slack_bot_token', 'slack_signing_secret', 'graph_signal_api_key']
# @profile
def __init__(self):
self.load_env()
def load_env(self):
load_dotenv()
self.qd_endpoint = os.getenv("QD_ENDPOINT")
self.qd_api_key = os.getenv("QD_API_KEY")
if not self.qd_endpoint and not self.qd_api_key:
raise ValueError("QD_ENDPOINT and QD_API_KEY are required")
self.slack_bot_token = os.getenv("SLACK_BOT_TOKEN")
self.slack_signing_secret = os.getenv("SLACK_SIGNING_SECRET")
if not self.slack_bot_token:
raise ValueError("SLACK_BOT_TOKEN is required")
if not self.slack_signing_secret:
raise ValueError("SLACK_SIGNING_SECRET is required")
self.graph_signal_api_key = os.getenv("GRAPH_SIGNAL_API_KEY")
if not self.graph_signal_api_key:
raise ValueError("GRAPH_SIGNAL_API_KEY is required")
class QdrantClientManager:
# add __slots
# __slots__ = ['config', '_client', '_collection_name']
# @profile
def __init__(self, config, collection_name):
self.config = config
self._client = None
self._collection_name = collection_name
@property
def client(self):
from qdrant_client import QdrantClient
from qdrant_client.http.models import Distance, VectorParams
if self._client is None:
if self.config.qd_endpoint and self.config.qd_api_key:
self._client = QdrantClient(url=self.config.qd_endpoint, api_key=self.config.qd_api_key)
else:
# Initalizing a local client in-memory
self._client = QdrantClient(":memory:")
self._client.recreate_collection(
collection_name="documents",
# openai uses 1536 embedding sizes
vectors_config=VectorParams(size=1536, distance=Distance.COSINE),
)
return self._client
class YouTubeLoader:
# __slots__ = ['file_path', '_ytlinks', '_yttranscripts']
# @profile
def __init__(self):
# TODO - add file path and put video content in there instead of using a
self._ytlinks = [
'https://youtu.be/ZxvbQbT_wkc?feature=shared',
'https://www.youtube.com/watch?v=RzxzY1dluvo',
'https://www.youtube.com/watch?v=ZTsgcnxQyw4',
'https://www.youtube.com/watch?v=m-p7jmXoQdk',
'https://www.youtube.com/watch?v=6PZfKufNisM',
'https://www.youtube.com/watch?v=-Ma4FBOtdbo',
'https://www.youtube.com/watch?v=eEwQeLns_hU',
'https://www.youtube.com/watch?v=njscOv2wJeA',
'https://www.youtube.com/watch?v=i5BmIJSaduk',
'https://www.youtube.com/watch?v=4_3B0lAsXWQ',
'https://www.youtube.com/watch?v=ZOKJWp3GfRs',
'https://www.youtube.com/watch?v=iLaMDtf7hqk',
'https://www.youtube.com/watch?v=E5gnj61MyhM',
'https://www.youtube.com/watch?v=0ZnzZpU7K8w',
'https://www.youtube.com/watch?v=NdZ8zuqaT8U',
'https://www.youtube.com/watch?v=8L-IdpEUGxU',
'https://www.youtube.com/watch?v=6Os9JMNCDXY',
'https://www.youtube.com/watch?v=Nw3eMHWDCUc',
'https://www.youtube.com/watch?v=M2rdwyFzx2M',
'https://www.youtube.com/watch?v=HDkwtVbuL1w',
'https://www.youtube.com/watch?v=IMs9gdXXB1s',
'https://www.youtube.com/watch?v=K1KNXzOTK-0',
'https://www.youtube.com/watch?v=WyA_hts7XMs',
'https://www.youtube.com/watch?v=3dkyD3u6iP4',
'https://www.youtube.com/watch?v=n3epPdiOOOM',
'https://www.youtube.com/watch?v=TJPOR98MKV8',
'https://www.youtube.com/watch?v=pKEi_o2mA40',
'https://www.youtube.com/watch?v=qNgtxU5XOrg',
'https://www.youtube.com/watch?v=aVq69JzC6jM',
'https://www.youtube.com/watch?v=_3IfYLb_bbE',
'https://www.youtube.com/watch?v=3vjOCOLXExQ',
'https://www.youtube.com/watch?v=zcO2qR2dbdo',
'https://www.youtube.com/watch?v=RCwcEZtba4E',
'https://www.youtube.com/watch?v=bIruzpvRe74',
'https://www.youtube.com/watch?v=9YLMf-d_Kqk',
'https://www.youtube.com/watch?v=lojstGGfB3E',
'https://www.youtube.com/watch?v=M6bqUfIecKA',
'https://www.youtube.com/watch?v=lQHMRXGB_pY',
'https://www.youtube.com/watch?v=RYP6ZntTby4',
'https://www.youtube.com/watch?v=eT5Dz3fziQY',
'https://www.youtube.com/watch?v=Q05O1H0UxaI',
'https://www.youtube.com/watch?v=1082Lke8rz0',
'https://www.youtube.com/watch?v=PTo2soO20Fs',
'https://www.youtube.com/watch?v=L4tk3b5uTEI',
'https://www.youtube.com/watch?v=tnmoGz9JBQA',
'https://www.youtube.com/watch?v=nJJdfw_ymfU',
'https://www.youtube.com/watch?v=fJXRHsxLnI4',
'https://www.youtube.com/watch?v=tissYjujjiE',
'https://www.youtube.com/watch?v=mpzr_HOPSkE',
'https://www.youtube.com/watch?v=7rl1OVUlx1k',
'https://www.youtube.com/watch?v=MKSzBZ3-mvQ',
'https://www.youtube.com/watch?v=csgCyfnq7qs',
'https://www.youtube.com/watch?v=N4tt8_VP1o0',
'https://www.youtube.com/watch?v=yl5MtiQqbsQ',
'https://www.youtube.com/watch?v=tVSPTrf_JXU',
'https://www.youtube.com/watch?v=r75lTd_lKyQ',
'https://www.youtube.com/watch?v=AKPB2IQ-ew0',
'https://www.youtube.com/watch?v=ZYXAfCCEKS0',
'https://www.youtube.com/watch?v=JcdB55yLGbg',
'https://www.youtube.com/watch?v=lHkZOu0EMys',
'https://www.youtube.com/watch?v=MYyikxV0l-o',
'https://www.youtube.com/watch?v=OqGfwy0d7b8',
'https://www.youtube.com/watch?v=e86IbJaPIFQ',
'https://www.youtube.com/watch?v=PuMA5OrJtXo',
'https://www.youtube.com/watch?v=Kk5SRhxSCmM',
'https://www.youtube.com/watch?v=aELiz-g12dk',
'https://www.youtube.com/watch?v=Gf0d7q4ZEfw',
'https://www.youtube.com/watch?v=XO2k1oqy9qU',
'https://www.youtube.com/watch?v=5a377Rda79U',
'https://www.youtube.com/watch?v=dIG3gLmDRXg',
'https://www.youtube.com/watch?v=TqpNf1xt2ZQ',
'https://www.youtube.com/watch?v=0bqwVuSV9ho',
'https://www.youtube.com/watch?v=UejmEiAptFE',
'https://www.youtube.com/watch?v=_Gft7jkmxTI',
'https://www.youtube.com/watch?v=8_6MQdtd2ww',
'https://www.youtube.com/watch?v=fe-OhqT_kxA',
'https://www.youtube.com/watch?v=SKbA4b2JZOg',
'https://www.youtube.com/watch?v=anaB7pBL9uU',
'https://www.youtube.com/watch?v=cJUunrXVT50',
'https://www.youtube.com/watch?v=OXPkHNoWOec',
'https://www.youtube.com/watch?v=1KNFnQG2b5w',
'https://www.youtube.com/watch?v=Mz4R4iDDm0M',
'https://www.youtube.com/watch?v=HfsJqqjmiZo',
'https://www.youtube.com/watch?v=1ddxwZWSgtY',
'https://www.youtube.com/watch?v=J_c2_yBJ5bs',
'https://www.youtube.com/watch?v=KizNQTpRA2A',
'https://www.youtube.com/watch?v=3S855TdwhH4',
'https://www.youtube.com/watch?v=_Cug1C744Ug',
'https://www.youtube.com/watch?v=FZNcX2SosjU',
'https://www.youtube.com/watch?v=tfnHap8K9cM',
'https://www.youtube.com/watch?v=kBmLBHc16eA',
'https://www.youtube.com/watch?v=YF3S9WqWZpU',
'https://www.youtube.com/watch?v=KQmiM06tsEE',
'https://www.youtube.com/watch?v=S6Obo7pw6p4',
'https://www.youtube.com/watch?v=Tt0RlJYrcC8',
'https://www.youtube.com/watch?v=p1UNdLqJ9sQ',
'https://www.youtube.com/watch?v=lsltHGUZ6nE',
'https://www.youtube.com/watch?v=aq1VFOiLi_0',
'https://www.youtube.com/watch?v=v6s5KznHULs',
'https://www.youtube.com/watch?v=4L0R6Ews5uY',
'https://www.youtube.com/watch?v=b-QtgBEgt-c',
'https://www.youtube.com/watch?v=U1e7nRA843E',
'https://www.youtube.com/watch?v=mvcPzQHpUW0',
'https://www.youtube.com/watch?v=vae2Wx5LLYg',
'https://www.youtube.com/watch?v=vQUhtN0Vjro',
'https://www.youtube.com/watch?v=4_Duwdhi1aA',
'https://www.youtube.com/watch?v=c2suFsA4Evw',
'https://www.youtube.com/watch?v=6BD3pknWwvY',
'https://www.youtube.com/watch?v=T1YSBXP9T9s',
'https://www.youtube.com/watch?v=szEz9Ocnao0',
'https://www.youtube.com/watch?v=dJe857oQV4Q',
'https://www.youtube.com/watch?v=LrIvFQaq_Zo',
'https://www.youtube.com/watch?v=awgmTOLxYOE',
'https://www.youtube.com/watch?v=X8eg0RuGYG0',
'https://www.youtube.com/watch?v=-MNGRqubMw4',
'https://www.youtube.com/watch?v=Nwz2aGoqjE0',
'https://www.youtube.com/watch?v=y0_-CAcRnUk',
'https://www.youtube.com/watch?v=o-qae0vJ3Aw',
'https://www.youtube.com/watch?v=kMnIGSb3T8w',
'https://www.youtube.com/watch?v=mWdglzUb6vY',
'https://www.youtube.com/watch?v=6YMfzqHXfqg',
'https://www.youtube.com/watch?v=ZIKq0W9z31I',
'https://www.youtube.com/watch?v=-PCLnEoIZp4',
'https://www.youtube.com/watch?v=i5wd_qZdc8Y',
'https://www.youtube.com/watch?v=SVk_IIT0O2E',
'https://www.youtube.com/watch?v=SESq3OZxNBY',
'https://www.youtube.com/watch?v=DhpDqa7oxzI',
'https://www.youtube.com/watch?v=fnH60GhaZ1w',
'https://www.youtube.com/watch?v=5cueeNm667U',
# Add more links here...
]
self._yttranscripts = {}
def _load_youtube_transcripts(self):
from llama_index.readers.youtube_transcript import YoutubeTranscriptReader
loader = YoutubeTranscriptReader()
return loader.load_data(ytlinks=self._ytlinks)
# # define property for ytlinks
# @property
# def ytlinks(self):
# return self._ytlinks
# define property for yttranscripts
@property
def yttranscripts(self):
from deepmultilingualpunctuation import PunctuationModel
if not self._yttranscripts:
self._yttranscripts = self._load_youtube_transcripts()
model = PunctuationModel()
# punctuation restoration for youtube transcripts using deepmultilingualpunctuation
for transcript in self._yttranscripts:
transcript.text = model.restore_punctuation(transcript.text)
return self._yttranscripts