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langchain/docs/modules/indexes/document_loaders/examples/spreedly.ipynb

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{
"cells": [
{
"attachments": {},
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"metadata": {},
"source": [
"# Spreedly\n",
"\n",
"This notebook covers how to load data from the [Spreedly REST API](https://docs.spreedly.com/reference/api/v1/) into a format that can be ingested into LangChain, along with example usage for vectorization.\n",
"\n",
"Note: this notebook assumes the following packages are installed: `openai`, `chromadb`, and `tiktoken`."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"\n",
"from langchain.document_loaders import SpreedlyLoader\n",
"from langchain.indexes import VectorstoreIndexCreator"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Spreedly API requires an access token, which can be found inside the Spreedly Admin Console.\n",
"\n",
"This document loader does not currently support pagination, nor access to more complex objects which require additional parameters. It also requires a `resource` option which defines what objects you want to load.\n",
"\n",
"Following resources are available:\n",
"- `gateways_options`: [Documentation](https://docs.spreedly.com/reference/api/v1/#list-supported-gateways)\n",
"- `gateways`: [Documentation](https://docs.spreedly.com/reference/api/v1/#list-created-gateways)\n",
"- `receivers_options`: [Documentation](https://docs.spreedly.com/reference/api/v1/#list-supported-receivers)\n",
"- `receivers`: [Documentation](https://docs.spreedly.com/reference/api/v1/#list-created-receivers)\n",
"- `payment_methods`: [Documentation](https://docs.spreedly.com/reference/api/v1/#list)\n",
"- `certificates`: [Documentation](https://docs.spreedly.com/reference/api/v1/#list-certificates)\n",
"- `transactions`: [Documentation](https://docs.spreedly.com/reference/api/v1/#list49)\n",
"- `environments`: [Documentation](https://docs.spreedly.com/reference/api/v1/#list-environments)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"spreedly_loader = SpreedlyLoader(os.environ[\"SPREEDLY_ACCESS_TOKEN\"], \"gateways_options\")"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Using embedded DuckDB without persistence: data will be transient\n"
]
}
],
"source": [
"# Create a vectorstore retriver from the loader\n",
"# see https://python.langchain.com/en/latest/modules/indexes/getting_started.html for more details\n",
"\n",
"index = VectorstoreIndexCreator().from_loaders([spreedly_loader])\n",
"spreedly_doc_retriever = index.vectorstore.as_retriever()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[Document(page_content='installment_grace_period_duration\\nreference_data_code\\ninvoice_number\\ntax_management_indicator\\noriginal_amount\\ninvoice_amount\\nvat_tax_rate\\nmobile_remote_payment_type\\ngratuity_amount\\nmdd_field_1\\nmdd_field_2\\nmdd_field_3\\nmdd_field_4\\nmdd_field_5\\nmdd_field_6\\nmdd_field_7\\nmdd_field_8\\nmdd_field_9\\nmdd_field_10\\nmdd_field_11\\nmdd_field_12\\nmdd_field_13\\nmdd_field_14\\nmdd_field_15\\nmdd_field_16\\nmdd_field_17\\nmdd_field_18\\nmdd_field_19\\nmdd_field_20\\nsupported_countries: US\\nAE\\nBR\\nCA\\nCN\\nDK\\nFI\\nFR\\nDE\\nIN\\nJP\\nMX\\nNO\\nSE\\nGB\\nSG\\nLB\\nPK\\nsupported_cardtypes: visa\\nmaster\\namerican_express\\ndiscover\\ndiners_club\\njcb\\ndankort\\nmaestro\\nelo\\nregions: asia_pacific\\neurope\\nlatin_america\\nnorth_america\\nhomepage: http://www.cybersource.com\\ndisplay_api_url: https://ics2wsa.ic3.com/commerce/1.x/transactionProcessor\\ncompany_name: CyberSource', metadata={'source': 'https://core.spreedly.com/v1/gateways_options.json'}),\n",
" Document(page_content='BG\\nBH\\nBI\\nBJ\\nBM\\nBN\\nBO\\nBR\\nBS\\nBT\\nBW\\nBY\\nBZ\\nCA\\nCC\\nCF\\nCH\\nCK\\nCL\\nCM\\nCN\\nCO\\nCR\\nCV\\nCX\\nCY\\nCZ\\nDE\\nDJ\\nDK\\nDO\\nDZ\\nEC\\nEE\\nEG\\nEH\\nES\\nET\\nFI\\nFJ\\nFK\\nFM\\nFO\\nFR\\nGA\\nGB\\nGD\\nGE\\nGF\\nGG\\nGH\\nGI\\nGL\\nGM\\nGN\\nGP\\nGQ\\nGR\\nGT\\nGU\\nGW\\nGY\\nHK\\nHM\\nHN\\nHR\\nHT\\nHU\\nID\\nIE\\nIL\\nIM\\nIN\\nIO\\nIS\\nIT\\nJE\\nJM\\nJO\\nJP\\nKE\\nKG\\nKH\\nKI\\nKM\\nKN\\nKR\\nKW\\nKY\\nKZ\\nLA\\nLC\\nLI\\nLK\\nLS\\nLT\\nLU\\nLV\\nMA\\nMC\\nMD\\nME\\nMG\\nMH\\nMK\\nML\\nMN\\nMO\\nMP\\nMQ\\nMR\\nMS\\nMT\\nMU\\nMV\\nMW\\nMX\\nMY\\nMZ\\nNA\\nNC\\nNE\\nNF\\nNG\\nNI\\nNL\\nNO\\nNP\\nNR\\nNU\\nNZ\\nOM\\nPA\\nPE\\nPF\\nPH\\nPK\\nPL\\nPN\\nPR\\nPT\\nPW\\nPY\\nQA\\nRE\\nRO\\nRS\\nRU\\nRW\\nSA\\nSB\\nSC\\nSE\\nSG\\nSI\\nSK\\nSL\\nSM\\nSN\\nST\\nSV\\nSZ\\nTC\\nTD\\nTF\\nTG\\nTH\\nTJ\\nTK\\nTM\\nTO\\nTR\\nTT\\nTV\\nTW\\nTZ\\nUA\\nUG\\nUS\\nUY\\nUZ\\nVA\\nVC\\nVE\\nVI\\nVN\\nVU\\nWF\\nWS\\nYE\\nYT\\nZA\\nZM\\nsupported_cardtypes: visa\\nmaster\\namerican_express\\ndiscover\\njcb\\nmaestro\\nelo\\nnaranja\\ncabal\\nunionpay\\nregions: asia_pacific\\neurope\\nmiddle_east\\nnorth_america\\nhomepage: http://worldpay.com\\ndisplay_api_url: https://secure.worldpay.com/jsp/merchant/xml/paymentService.jsp\\ncompany_name: WorldPay', metadata={'source': 'https://core.spreedly.com/v1/gateways_options.json'}),\n",
" Document(page_content='gateway_specific_fields: receipt_email\\nradar_session_id\\nskip_radar_rules\\napplication_fee\\nstripe_account\\nmetadata\\nidempotency_key\\nreason\\nrefund_application_fee\\nrefund_fee_amount\\nreverse_transfer\\naccount_id\\ncustomer_id\\nvalidate\\nmake_default\\ncancellation_reason\\ncapture_method\\nconfirm\\nconfirmation_method\\ncustomer\\ndescription\\nmoto\\noff_session\\non_behalf_of\\npayment_method_types\\nreturn_email\\nreturn_url\\nsave_payment_method\\nsetup_future_usage\\nstatement_descriptor\\nstatement_descriptor_suffix\\ntransfer_amount\\ntransfer_destination\\ntransfer_group\\napplication_fee_amount\\nrequest_three_d_secure\\nerror_on_requires_action\\nnetwork_transaction_id\\nclaim_without_transaction_id\\nfulfillment_date\\nevent_type\\nmodal_challenge\\nidempotent_request\\nmerchant_reference\\ncustomer_reference\\nshipping_address_zip\\nshipping_from_zip\\nshipping_amount\\nline_items\\nsupported_countries: AE\\nAT\\nAU\\nBE\\nBG\\nBR\\nCA\\nCH\\nCY\\nCZ\\nDE\\nDK\\nEE\\nES\\nFI\\nFR\\nGB\\nGR\\nHK\\nHU\\nIE\\nIN\\nIT\\nJP\\nLT\\nLU\\nLV\\nMT\\nMX\\nMY\\nNL\\nNO\\nNZ\\nPL\\nPT\\nRO\\nSE\\nSG\\nSI\\nSK\\nUS\\nsupported_cardtypes: visa', metadata={'source': 'https://core.spreedly.com/v1/gateways_options.json'}),\n",
" Document(page_content='mdd_field_57\\nmdd_field_58\\nmdd_field_59\\nmdd_field_60\\nmdd_field_61\\nmdd_field_62\\nmdd_field_63\\nmdd_field_64\\nmdd_field_65\\nmdd_field_66\\nmdd_field_67\\nmdd_field_68\\nmdd_field_69\\nmdd_field_70\\nmdd_field_71\\nmdd_field_72\\nmdd_field_73\\nmdd_field_74\\nmdd_field_75\\nmdd_field_76\\nmdd_field_77\\nmdd_field_78\\nmdd_field_79\\nmdd_field_80\\nmdd_field_81\\nmdd_field_82\\nmdd_field_83\\nmdd_field_84\\nmdd_field_85\\nmdd_field_86\\nmdd_field_87\\nmdd_field_88\\nmdd_field_89\\nmdd_field_90\\nmdd_field_91\\nmdd_field_92\\nmdd_field_93\\nmdd_field_94\\nmdd_field_95\\nmdd_field_96\\nmdd_field_97\\nmdd_field_98\\nmdd_field_99\\nmdd_field_100\\nsupported_countries: US\\nAE\\nBR\\nCA\\nCN\\nDK\\nFI\\nFR\\nDE\\nIN\\nJP\\nMX\\nNO\\nSE\\nGB\\nSG\\nLB\\nPK\\nsupported_cardtypes: visa\\nmaster\\namerican_express\\ndiscover\\ndiners_club\\njcb\\nmaestro\\nelo\\nunion_pay\\ncartes_bancaires\\nmada\\nregions: asia_pacific\\neurope\\nlatin_america\\nnorth_america\\nhomepage: http://www.cybersource.com\\ndisplay_api_url: https://api.cybersource.com\\ncompany_name: CyberSource REST', metadata={'source': 'https://core.spreedly.com/v1/gateways_options.json'})]"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Test the retriever\n",
"spreedly_doc_retriever.get_relevant_documents(\"CRC\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
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