Harrison/discord (#3092)

Co-authored-by: Rajtilak Bhattacharjee <rajtilak.blog@gmail.com>
This commit is contained in:
Harrison Chase 2023-04-18 08:19:23 -07:00 committed by GitHub
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commit 1c1b77bbfe
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{
"cells": [
{
"cell_type": "code",
"execution_count": null,
"id": "6ad0a850",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "3d4f1bdd",
"metadata": {},
"outputs": [],
"source": [
"df = pd.read_csv(\"example_data/fake_discord_chat.csv\")\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "82880d80",
"metadata": {},
"outputs": [],
"source": [
"from langchain.document_loaders.discord import DiscordChatLoader"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "b825a8d3",
"metadata": {},
"outputs": [],
"source": [
"loader = DiscordChatLoader(df, user_id_col=\"user_id\")\n",
"print(loader.load())"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
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"version": "3.10.9"
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"nbformat_minor": 5
}

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Public fine artist theory. Well across each new. Process bad eat win article want election.",2022-01-01 05:40:00
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Century today itself fear remember message than. Fund kid rest prevent. Director officer teacher.",2022-01-01 05:50:00
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Serious major democratic remain main cost marriage. Team deal meeting group store.",2022-01-01 06:20:00
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White piece glass author hit. Mean theory citizen reason simply day coach.",2022-01-01 06:30:00
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Eye heavy safe. Model score use exactly family structure. Two true family candidate.",2022-01-01 07:10:00
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Likely store situation protect provide half.
School place it level nor fast order.",2022-01-01 07:30:00
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Contain happy moment wide. Spring meeting part position happy population thousand.",2022-01-01 07:40:00
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Mention heart action other their. Drop claim check whom trouble. Go end discuss school senior drive.",2022-01-01 07:50:00
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Start decade off speech. Wall we recent civil life despite.",2022-01-01 08:20:00
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State page structure record use her. Student defense year myself out.
Congress style perform cell mission sense. Yes when leg responsibility.",2022-01-01 08:50:00
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Old respond old stay general natural ever. Field phone safe. Mrs whole space answer color.",2022-01-01 09:10:00
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Never there everybody movie represent recognize ground. Result pretty pay once. Will newspaper away even dream yeah grow.",2022-01-01 09:30:00
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Reduce just necessary choose surface card argue. Foot base cup player. Believe effect consider operation theory.",2022-01-01 09:50:00
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Network environment of social feel blue decide after. Glass notice simply Democrat and spring. Might need computer middle. Town turn skin skill your.",2022-01-01 10:00:00
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Send party ready spring house.",2022-01-01 10:10:00
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Box may evening production none treatment ago. Behavior television show area news. Board leave collection director carry type whatever.",2022-01-01 10:20:00
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Tend way deep another possible quality white. Term from new good. Worry woman recently glass.",2022-01-01 10:30:00
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Main million and act various song where. Opportunity along generation trial consumer. Center great should Mrs.",2022-01-01 10:40:00
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Before indeed week else whose rest church. Trade team them.
Describe compare improve American act. Nation close example. Recent around through.",2022-01-01 11:00:00
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Data walk let me not information. Against eight design.",2022-01-01 12:20:00
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Recently wish short apply ask. Image bit share.",2022-01-01 12:30:00
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At recent a responsibility. Evidence receive space himself no mind. Public eat now situation.",2022-01-01 12:40:00
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I cover choice possible whatever example. Dark well sing some.
Computer interest each position. Agency hear fire discussion moment.",2022-01-01 13:20:00
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Ground boy theory per hit.
Upon me public water simple east party candidate. Fact eat them difficult. Oil together stay ask rock idea.",2022-01-01 13:50:00
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Business center simple question easy understand impact like. Enjoy important language.",2022-01-01 14:10:00
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Sister middle agency beyond. Strategy practice base continue.",2022-01-01 14:40:00
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Travel thought health. Look test already former risk chair arrive task. Way red kid evidence eye.",2022-01-01 15:00:00
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And industry speech several huge charge. Save phone natural present. Always conference plant build.",2022-01-01 15:10:00
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Guy just result art how figure.
Strong spring organization. Theory along issue attorney issue suffer pick.",2022-01-01 15:20:00
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Drop report them around kind community. Author off develop recent phone book.",2022-01-01 15:30:00
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That consider into. Perhaps agree approach bar political drop either.",2022-01-01 15:50:00
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Already represent again mission. Enough summer watch someone ready reduce your activity.",2022-01-01 16:10:00
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Letter someone special avoid allow resource those.",2022-01-01 16:30:00
1 user_id message timestamp
2 6b118e52-bc2b-487e-9322-a84f217902f1 Street of born. Order around toward serve box. More keep number some. Physical bring doctor wall finally share make. About nothing suddenly somebody gun receive job. 2022-01-01 00:00:00
3 be5ea045-4478-45a8-9b8c-8e0a43222888 Service describe size two ever. White marriage each sell line nature far. Religious organization type music. Often still more five. Religious present test prove fine. 2022-01-01 00:10:00
4 3de7ddf9-e58b-4eb6-a7f5-083d1d022499 Major with ball process now make. Almost hospital possible good media whom. Clearly entire while realize wind. Base game skin together probably sport like memory. 2022-01-01 00:20:00
5 87e99005-780f-4f3b-b48d-91b17cce55fe Page indeed clear different. Skin loss develop animal customer. Cultural number effect tonight would paper. 2022-01-01 00:30:00
6 251099c2-ca02-4fb4-bd52-dca41f3d8b25 World tree seat grow. Region believe matter himself message despite. Together type process kid enjoy watch story. Visit happen movie her. Practice few ok chance. 2022-01-01 00:40:00
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9 5f260d25-e1ff-491b-8720-29b7e7c40a1f Painting develop environmental message recently them area. Him for condition blood. Should brother little majority. Couple store because deep. Radio turn clear remember collection. 2022-01-01 01:10:00
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11 7b42ae71-12af-4222-a352-84ed9a3414ea Knowledge goal single believe inside. Police human and fall. Trial participant indeed against since. Few miss radio successful. 2022-01-01 01:30:00
12 2a4adb92-8caa-4b9d-96f4-c89905e48a32 Else big which energy. Maybe Republican character conference social. Threat upon just receive. Easy national speak. Listen assume like ago practice bit animal. 2022-01-01 01:40:00
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View File

@ -18,6 +18,7 @@ from langchain.document_loaders.csv_loader import CSVLoader
from langchain.document_loaders.dataframe import DataFrameLoader from langchain.document_loaders.dataframe import DataFrameLoader
from langchain.document_loaders.diffbot import DiffbotLoader from langchain.document_loaders.diffbot import DiffbotLoader
from langchain.document_loaders.directory import DirectoryLoader from langchain.document_loaders.directory import DirectoryLoader
from langchain.document_loaders.discord import DiscordChatLoader
from langchain.document_loaders.duckdb_loader import DuckDBLoader from langchain.document_loaders.duckdb_loader import DuckDBLoader
from langchain.document_loaders.email import ( from langchain.document_loaders.email import (
OutlookMessageLoader, OutlookMessageLoader,
@ -150,4 +151,5 @@ __all__ = [
"GitLoader", "GitLoader",
"TwitterTweetLoader", "TwitterTweetLoader",
"ImageCaptionLoader", "ImageCaptionLoader",
"DiscordChatLoader",
] ]

View File

@ -0,0 +1,33 @@
"""Load from Discord chat dump"""
from __future__ import annotations
from typing import TYPE_CHECKING, List
from langchain.docstore.document import Document
from langchain.document_loaders.base import BaseLoader
if TYPE_CHECKING:
import pandas as pd
class DiscordChatLoader(BaseLoader):
"""Load Discord chat logs."""
def __init__(self, chat_log: pd.DataFrame, user_id_col: str = "user_id"):
"""Initialize with a Pandas DataFrame containing chat logs."""
if not isinstance(chat_log, pd.DataFrame):
raise ValueError(
f"Expected chat_log to be a pd.DataFrame, got {type(chat_log)}"
)
self.chat_log = chat_log
self.user_id_col = user_id_col
def load(self) -> List[Document]:
"""Load all chat messages."""
result = []
for _, row in self.chat_log.iterrows():
user_id = row[self.user_id_col]
metadata = row.to_dict()
metadata.pop(self.user_id_col)
result.append(Document(page_content=user_id, metadata=metadata))
return result