Text-to-SQL proof of concept (#5788)

Added:
- An "Ask AI" command to the command menu.
- A simple GraphQL resolver that converts the user's question into a
relevant SQL query using an LLM, runs the query, and returns the result.

<img width="428" alt="Screenshot 2024-06-09 at 20 53 09"
src="https://github.com/twentyhq/twenty/assets/171685816/57127f37-d4a6-498d-b253-733ffa0d209f">

No security concerns have been addressed, this is only a
proof-of-concept and not intended to be enabled in production.

All changes are behind a feature flag called `IS_ASK_AI_ENABLED`.

---------

Co-authored-by: Félix Malfait <felix.malfait@gmail.com>
This commit is contained in:
ad-elias
2024-07-04 08:57:26 +02:00
committed by GitHub
parent 25fce27fe3
commit 4c642a0bb8
46 changed files with 1463 additions and 40 deletions

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@ -0,0 +1,54 @@
import styled from '@emotion/styled';
import { useSetRecoilState } from 'recoil';
import { copilotQueryState } from '@/activities/copilot/right-drawer/states/copilotQueryState';
import {
AutosizeTextInput,
AutosizeTextInputVariant,
} from '@/ui/input/components/AutosizeTextInput';
const StyledContainer = styled.div`
box-sizing: border-box;
display: flex;
flex-direction: column;
height: 100%;
justify-content: flex-start;
overflow-y: auto;
position: relative;
`;
const StyledChatArea = styled.div`
flex: 1;
display: flex;
flex-direction: column;
overflow-y: scroll;
padding: ${({ theme }) => theme.spacing(6)};
padding-bottom: 0px;
`;
const StyledNewMessageArea = styled.div`
display: flex;
flex-direction: column;
padding: ${({ theme }) => theme.spacing(6)};
padding-top: 0px;
`;
export const RightDrawerAIChat = () => {
const setCopilotQuery = useSetRecoilState(copilotQueryState);
return (
<StyledContainer>
<StyledChatArea>{/* TODO */}</StyledChatArea>
<StyledNewMessageArea>
<AutosizeTextInput
autoFocus
placeholder="Ask anything"
variant={AutosizeTextInputVariant.Icon}
onValidate={(text) => {
setCopilotQuery(text);
}}
/>
</StyledNewMessageArea>
</StyledContainer>
);
};

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@ -0,0 +1,14 @@
import { useRightDrawer } from '@/ui/layout/right-drawer/hooks/useRightDrawer';
import { RightDrawerHotkeyScope } from '@/ui/layout/right-drawer/types/RightDrawerHotkeyScope';
import { RightDrawerPages } from '@/ui/layout/right-drawer/types/RightDrawerPages';
import { useSetHotkeyScope } from '@/ui/utilities/hotkey/hooks/useSetHotkeyScope';
export const useOpenCopilotRightDrawer = () => {
const { openRightDrawer } = useRightDrawer();
const setHotkeyScope = useSetHotkeyScope();
return () => {
setHotkeyScope(RightDrawerHotkeyScope.RightDrawer, { goto: false });
openRightDrawer(RightDrawerPages.Copilot);
};
};

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@ -0,0 +1,6 @@
import { createState } from 'twenty-ui';
export const copilotQueryState = createState({
key: 'activities/copilot-query',
defaultValue: '',
});

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@ -1,10 +1,12 @@
import { useMemo, useRef } from 'react';
import styled from '@emotion/styled';
import { isNonEmptyString } from '@sniptt/guards';
import { useRecoilState, useRecoilValue } from 'recoil';
import { useRecoilState, useRecoilValue, useSetRecoilState } from 'recoil';
import { Key } from 'ts-key-enum';
import { Avatar, IconNotes } from 'twenty-ui';
import { Avatar, IconNotes, IconSparkles } from 'twenty-ui';
import { useOpenCopilotRightDrawer } from '@/activities/copilot/right-drawer/hooks/useOpenCopilotRightDrawer';
import { copilotQueryState } from '@/activities/copilot/right-drawer/states/copilotQueryState';
import { useOpenActivityRightDrawer } from '@/activities/hooks/useOpenActivityRightDrawer';
import { Activity } from '@/activities/types/Activity';
import { commandMenuSearchState } from '@/command-menu/states/commandMenuSearchState';
@ -21,6 +23,7 @@ import { AppHotkeyScope } from '@/ui/utilities/hotkey/types/AppHotkeyScope';
import { useListenClickOutside } from '@/ui/utilities/pointer-event/hooks/useListenClickOutside';
import { useIsMobile } from '@/ui/utilities/responsive/hooks/useIsMobile';
import { ScrollWrapper } from '@/ui/utilities/scroll/components/ScrollWrapper';
import { useIsFeatureEnabled } from '@/workspace/hooks/useIsFeatureEnabled';
import { getLogoUrlFromDomainName } from '~/utils';
import { generateILikeFiltersForCompositeFields } from '~/utils/array/generateILikeFiltersForCompositeFields';
import { isDefined } from '~/utils/isDefined';
@ -248,8 +251,27 @@ export const CommandMenu = () => {
callback: closeCommandMenu,
});
const selectableItemIds = matchingCreateCommand
const isCopilotEnabled = useIsFeatureEnabled('IS_COPILOT_ENABLED');
const setCopilotQuery = useSetRecoilState(copilotQueryState);
const openCopilotRightDrawer = useOpenCopilotRightDrawer();
const copilotCommand: Command = {
id: 'copilot',
to: '', // TODO
Icon: IconSparkles,
label: 'Open Copilot',
type: CommandType.Navigate,
onCommandClick: () => {
setCopilotQuery(commandMenuSearch);
openCopilotRightDrawer();
},
};
const copilotCommands: Command[] = isCopilotEnabled ? [copilotCommand] : [];
const selectableItemIds = copilotCommands
.map((cmd) => cmd.id)
.concat(matchingCreateCommand.map((cmd) => cmd.id))
.concat(matchingNavigateCommand.map((cmd) => cmd.id))
.concat(people.map((person) => person.id))
.concat(companies.map((company) => company.id))
@ -275,6 +297,7 @@ export const CommandMenu = () => {
hotkeyScope={AppHotkeyScope.CommandMenu}
onEnter={(itemId) => {
const command = [
...copilotCommands,
...commandMenuCommands,
...otherCommands,
].find((cmd) => cmd.id === itemId);
@ -292,6 +315,22 @@ export const CommandMenu = () => {
!activities.length && (
<StyledEmpty>No results found</StyledEmpty>
)}
{isCopilotEnabled && (
<CommandGroup heading="Copilot">
<SelectableItem itemId={copilotCommand.id}>
<CommandMenuItem
id={copilotCommand.id}
Icon={copilotCommand.Icon}
label={`${copilotCommand.label} ${
commandMenuSearch.length > 2
? `"${commandMenuSearch}"`
: ''
}`}
onClick={copilotCommand.onCommandClick}
/>
</SelectableItem>
</CommandGroup>
)}
<CommandGroup heading="Create">
{matchingCreateCommand.map((cmd) => (
<SelectableItem itemId={cmd.id} key={cmd.id}>

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@ -0,0 +1,11 @@
import { gql } from '@apollo/client';
export const getCopilot = gql`
query GetAISQLQuery($text: String!) {
getAISQLQuery(text: $text) {
sqlQuery
sqlQueryResult
queryFailedErrorMessage
}
}
`;

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@ -30,6 +30,8 @@ type AutosizeTextInputProps = {
value?: string;
className?: string;
onBlur?: () => void;
autoFocus?: boolean;
disabled?: boolean;
};
const StyledContainer = styled.div`
@ -123,6 +125,8 @@ export const AutosizeTextInput = ({
value = '',
className,
onBlur,
autoFocus,
disabled,
}: AutosizeTextInputProps) => {
const [isFocused, setIsFocused] = useState(false);
const [isHidden, setIsHidden] = useState(
@ -212,7 +216,9 @@ export const AutosizeTextInput = ({
{!isHidden && (
<StyledTextArea
ref={textInputRef}
autoFocus={variant === AutosizeTextInputVariant.Button}
autoFocus={
autoFocus || variant === AutosizeTextInputVariant.Button
}
placeholder={placeholder ?? 'Write a comment'}
maxRows={MAX_ROWS}
minRows={computedMinRows}
@ -221,6 +227,7 @@ export const AutosizeTextInput = ({
onFocus={handleFocus}
onBlur={handleBlur}
variant={variant}
disabled={disabled}
/>
)}
{variant === AutosizeTextInputVariant.Icon && (

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@ -2,6 +2,7 @@ import styled from '@emotion/styled';
import { useRecoilState, useRecoilValue } from 'recoil';
import { RightDrawerCalendarEvent } from '@/activities/calendar/right-drawer/components/RightDrawerCalendarEvent';
import { RightDrawerAIChat } from '@/activities/copilot/right-drawer/components/RightDrawerAIChat';
import { RightDrawerEmailThread } from '@/activities/emails/right-drawer/components/RightDrawerEmailThread';
import { RightDrawerCreateActivity } from '@/activities/right-drawer/components/create/RightDrawerCreateActivity';
import { RightDrawerEditActivity } from '@/activities/right-drawer/components/edit/RightDrawerEditActivity';
@ -50,6 +51,10 @@ const RIGHT_DRAWER_PAGES_CONFIG = {
page: <RightDrawerRecord />,
topBar: <RightDrawerTopBar page={RightDrawerPages.ViewRecord} />,
},
[RightDrawerPages.Copilot]: {
page: <RightDrawerAIChat />,
topBar: <RightDrawerTopBar page={RightDrawerPages.Copilot} />,
},
};
export const RightDrawerRouter = () => {

View File

@ -6,4 +6,5 @@ export const RIGHT_DRAWER_PAGE_ICONS = {
[RightDrawerPages.ViewEmailThread]: 'IconMail',
[RightDrawerPages.ViewCalendarEvent]: 'IconCalendarEvent',
[RightDrawerPages.ViewRecord]: 'Icon123',
[RightDrawerPages.Copilot]: 'IconSparkles',
};

View File

@ -6,4 +6,5 @@ export const RIGHT_DRAWER_PAGE_TITLES = {
[RightDrawerPages.ViewEmailThread]: 'Email Thread',
[RightDrawerPages.ViewCalendarEvent]: 'Calendar Event',
[RightDrawerPages.ViewRecord]: 'Record Editor',
[RightDrawerPages.Copilot]: 'Copilot',
};

View File

@ -4,4 +4,5 @@ export enum RightDrawerPages {
ViewEmailThread = 'view-email-thread',
ViewCalendarEvent = 'view-calendar-event',
ViewRecord = 'view-record',
Copilot = 'copilot',
}

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@ -11,7 +11,7 @@ type TabProps = {
className?: string;
onClick?: () => void;
disabled?: boolean;
hasBetaPill?: boolean;
pill?: string;
};
const StyledTab = styled.div<{ active?: boolean; disabled?: boolean }>`
@ -59,7 +59,7 @@ export const Tab = ({
onClick,
className,
disabled,
hasBetaPill,
pill,
}: TabProps) => {
const theme = useTheme();
return (
@ -73,7 +73,7 @@ export const Tab = ({
<StyledHover>
{Icon && <Icon size={theme.icon.size.md} />}
{title}
{hasBetaPill && <Pill label="Beta" />}
{pill && <Pill label={pill} />}
</StyledHover>
</StyledTab>
);

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@ -15,7 +15,7 @@ type SingleTabProps = {
id: string;
hide?: boolean;
disabled?: boolean;
hasBetaPill?: boolean;
pill?: string;
};
type TabListProps = {
@ -62,7 +62,7 @@ export const TabList = ({ tabs, tabListId, loading }: TabListProps) => {
setActiveTabId(tab.id);
}}
disabled={tab.disabled ?? loading}
hasBetaPill={tab.hasBetaPill}
pill={tab.pill}
/>
))}
</StyledContainer>

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@ -4,4 +4,5 @@ export type FeatureFlagKey =
| 'IS_EVENT_OBJECT_ENABLED'
| 'IS_AIRTABLE_INTEGRATION_ENABLED'
| 'IS_POSTGRESQL_INTEGRATION_ENABLED'
| 'IS_STRIPE_INTEGRATION_ENABLED';
| 'IS_STRIPE_INTEGRATION_ENABLED'
| 'IS_COPILOT_ENABLED';