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Added sample questions

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climateqa/constants.py ADDED
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+ POSSIBLE_REPORTS = [
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+ "IPCC AR6 WGI SPM",
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+ "IPCC AR6 WGI FR",
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+ "IPCC AR6 WGI TS",
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+ "IPCC AR6 WGII SPM",
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+ "IPCC AR6 WGII TS",
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+ "IPCC AR6 WGII FR",
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+ "IPCC AR6 WGIII SPM",
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+ "IPCC AR6 WGIII TS",
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+ "IPCC AR6 WGIII FR",
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+ "IPCC AR6 SYR",
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+ "IPCC SR GW SPM",
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+ "IPCC SR CCL SPM",
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+ "IPCC SR OC SPM",
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+ "IPCC SR OC TS",
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+ "IPCC SR OC C1",
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+ "IPCC SR OC C2",
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+ "IPCC SR OC C3",
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+ "IPCC SR OC C4",
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+ "IPCC SR OC C5",
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+ "IPCC SR OC C6",
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+ "IPCC SR OC CC B9",
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+ "IPCC SR OC A1 G",
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+ "IPBES GAR FR",
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+ "IPBES GAR SPM",
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+ "IPBES TAM SW FR",
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+ "IPBES TAM SW SPM",
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+ "IPBES RAR AF FR",
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+ "IPBES RAR AF SPM",
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+ "IPBES RAR AM FR",
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+ "IPBES RAR AM SPM",
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+ "IPBES RAR AP FR",
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+ "IPBES RAR AP SPM",
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+ "IPBES RAR ECA FR",
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+ "IPBES RAR ECA SPM",
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+ "IPBES AR LDR FR",
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+ "IPBES AR LDR SPM",
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+ "IPBES IAS A C1",
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+ "IPBES IAS A C2",
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+ "IPBES IAS A C3",
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+ "IPBES IAS A C4",
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+ "IPBES IAS A C5",
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+ "IPBES IAS A C6",
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+ "IPBES IAS A SPM"
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+ ]
climateqa/sample_questions.py ADDED
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+
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+ QUESTIONS = {
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+ "Popular Questions": [
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+ "What are the main causes of climate change?",
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+ "What evidence do we have of climate change?",
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+ "What are the impacts of climate change?",
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+ "Can climate change be reversed?",
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+ "What is the difference between climate change and global warming?",
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+ "What can individuals do to address climate change?",
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+ "What is the Paris Agreement and why is it important?",
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+ "Is climate change a hoax created by the government or environmental organizations?",
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+ "What is the relationship between climate change and biodiversity loss?",
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+ "Is climate change caused by humans?",
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+ "What is the link between gender equality and climate change?",
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+ "Is the impact of climate change really as severe as it is claimed to be?",
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+ "What is the impact of rising sea levels?",
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+ "What are the different greenhouse gases (GHG)?",
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+ "What is the warming power of methane?",
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+ "What is the jet stream?",
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+ "What is the breakdown of carbon sinks?",
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+ "How do the GHGs work ? Why does temperature increase ?",
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+ "What is the impact of global warming on ocean currents?",
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+ "How much warming is possible in 2050?",
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+ "Will climate change accelerate diseases and epidemics like COVID?",
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+ "What are the economic impacts of climate change?",
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+ "What are the most effective strategies and technologies for reducing greenhouse gas (GHG) emissions?",
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+ "Is climate change a natural phenomenon ?",
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+ "Is climate change really happening or is it just a natural fluctuation in Earth's temperature?",
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+ "Is the scientific consensus on climate change really as strong as it is claimed to be?",
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+ ],
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+ "Climate Science":[
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+ "How do climate models project the interaction between atmospheric CO2 levels and global temperature changes over the next century?",
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+ "What are the projected impacts of arctic permafrost thawing on global methane emissions?",
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+ "How does the IPCC assess the efficacy of different carbon capture and storage technologies in mitigating climate change?",
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+ "What are the predicted changes in oceanic thermohaline circulation under various greenhouse gas emission scenarios?",
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+ "How does increased atmospheric CO2 concentration affect the acidification of oceans and its impact on marine biodiversity?",
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+ "What role do cloud formations play in modulating the Earth's radiative balance, and how are they represented in current climate models?",
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+ "What are the implications of polar ice sheet dynamics for global sea-level rise under high-emission scenarios?",
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+ "How do feedback mechanisms in the climate system, such as the albedo effect, influence global warming projections?",
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+ "What are the latest findings on the sensitivity of the climate to a doubling of pre-industrial CO2 levels?",
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+ "How do regional climate projections differ in terms of extreme weather events like droughts, floods, and heatwaves?",
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+ ],
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+ "Economy":[
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+ "Which industries have the highest GHG emissions?",
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+ "How much is the cost of inaction ?",
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+ "Will technology save us?",
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+ "What is the relationship between climate change and poverty?",
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+ "Is economic growth possible? What do you think about degrowth?",
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+ ],
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+ "Invasive Species": [
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+ "What are invasive alien species and how do they threaten biodiversity and ecosystems?",
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+ "How do invasive alien species contribute to global and local species extinctions?",
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+ "In what ways do invasive species lead to biotic homogenization?",
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+ "What are the economic impacts of invasive alien species on global economies?",
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+ "How do invasive alien species affect food and water security and human health?",
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+ "What are the challenges in managing invasive alien species in different regions?",
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+ "How are human activities contributing to the spread of invasive alien species?",
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+ "What are the current trends and future predictions regarding the threats from invasive alien species?",
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+ "How can we predict the future impact of invasive alien species given their complex interactions with other factors?",
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+ "What is the role of international trade in facilitating the introduction of invasive alien species?",
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+ "What are some effective strategies for managing invasive alien species?",
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+ "How crucial is prevention in managing the threats from invasive alien species?",
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+ "What are some successful examples of eradication of invasive alien species?",
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+ "What are the limitations and successes of containment and control strategies for invasive alien species?",
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+ "How does adaptive management, including ecosystem restoration, help in dealing with invasive species?",
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+ "Why is stakeholder and community engagement important in managing biological invasions?",
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+ "What is integrated governance in the context of biological invasion management?",
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+ "How can international and regional collaboration improve the management of biological invasions?",
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+ "What opportunities does the Kunming-Montreal Global Biodiversity Framework provide in addressing invasive species?",
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+ "How does managing invasive alien species intersect with achieving Sustainable Development Goals?",
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+ "What are the implications of biological invasions for policies aimed at conserving marine and terrestrial biodiversity?",
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+ "How do demographic changes influence the spread of invasive alien species?",
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+ "What are the impacts of invasive alien species on Indigenous Peoples and local communities?",
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+ "What technologies and tools are available for managing invasive alien species?",
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+ "How do economic and land-use changes facilitate the introduction and spread of invasive alien species?"
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+ ]
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+
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+ }
climateqa/utils.py ADDED
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+
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+ import io
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+ import os
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+ from PIL import Image
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+ from azure.storage.blob import ContainerClient
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+
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+
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+ def get_file_from_azure_blob_storage(path):
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+ AZURE_SAS_URL_TRD = os.environ["AZURE_SAS_URL_TRD"]
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+ container_client = ContainerClient.from_container_url(AZURE_SAS_URL_TRD)
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+ blob_client = container_client.get_blob_client(path)
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+ stream = blob_client.download_blob().readall()
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+ file_object = io.BytesIO(stream)
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+ return file_object
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+
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+
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+ def get_image_from_azure_blob_storage(path):
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+ base_path = "search_demo/climateq&a/processed_image/"
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+ path = os.path.join(base_path, path)
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+ file_object = get_file_from_azure_blob_storage(path)
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+ image = Image.open(file_object)
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+ return image
climateqa/vectorstore.py DELETED
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- # Pinecone
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- # More info at https://docs.pinecone.io/docs/langchain
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- # And https://python.langchain.com/docs/integrations/vectorstores/pinecone
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- import os
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- import pinecone
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- from langchain.vectorstores import Pinecone
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-
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- # LOAD ENVIRONMENT VARIABLES
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- try:
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- from dotenv import load_dotenv
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- load_dotenv()
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- except:
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- pass
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-
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-
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- def get_pinecone_vectorstore(embeddings,text_key = "content"):
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-
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- # initialize pinecone
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- pinecone.init(
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- api_key=os.getenv("PINECONE_API_KEY"), # find at app.pinecone.io
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- environment=os.getenv("PINECONE_API_ENVIRONMENT"), # next to api key in console
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- )
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-
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- index_name = os.getenv("PINECONE_API_INDEX")
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- vectorstore = Pinecone.from_existing_index(index_name, embeddings,text_key = text_key)
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- return vectorstore
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-
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-
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- # def get_pinecone_retriever(vectorstore,k = 10,namespace = "vectors",sources = ["IPBES","IPCC"]):
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-
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- # assert isinstance(sources,list)
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-
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- # # Check if all elements in the list are either IPCC or IPBES
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- # filter = {
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- # "source": { "$in":sources},
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- # }
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-
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- # retriever = vectorstore.as_retriever(search_kwargs={
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- # "k": k,
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- # "namespace":"vectors",
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- # "filter":filter
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- # })
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-
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- # return retriever