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feat: taste onboarding for new listeners (M6)
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Browse Source 
- GET /onboarding offers the library's top artists (with album covers)
  and genres and says whether to show it (not done and < 10 plays);
  PUT /me/onboarding stores the choice or a skip (migration 00009).
- The recommender seeds the taste from it while the user has fewer than
  30 scored tracks: chosen artists' tracks +1, chosen genres +0.5.
- Web: onboarding replaces the wave on the home page until done or
  skipped; artist grid with covers, genre chips, at least 3 artists.
- e2e journey and the recommender DB test cover it.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
This commit is contained in:
mrleo1nidandClaude Opus 5.5 committed 2026-10-20 22:35:43 +03:00
1 parent ff0aafdb1e
commit fb07f962eb
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api/openapi.yaml
+85
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@@ -1256,6 +1256,38 @@ paths:
description: Снято description: Снято
default: default:
$ref: "#/components/responses/Problem" $ref: "#/components/responses/Problem"
/api/v1/onboarding:
get:
operationId: getOnboarding
tags: [wave]
summary: Онбординг вкуса — исполнители и жанры библиотеки для выбора
description: |
`required` — показать онбординг: пользователь его не проходил и не пропускал, а своей истории почти нет.
responses:
"200":
description: Варианты и состояние
content:
application/json:
schema:
$ref: "#/components/schemas/Onboarding"
default:
$ref: "#/components/responses/Problem"
/api/v1/me/onboarding:
put:
operationId: saveOnboarding
tags: [wave]
summary: Сохранить выбор онбординга (или пропуск — пустые списки)
requestBody:
required: true
content:
application/json:
schema:
$ref: "#/components/schemas/OnboardingChoice"
responses:
"204":
description: Сохранено
default:
$ref: "#/components/responses/Problem"
/api/v1/wave/options: /api/v1/wave/options:
get: get:
operationId: getWaveOptions operationId: getWaveOptions
@@ -1442,6 +1474,59 @@ components:
schema: schema:
$ref: "#/components/schemas/Problem" $ref: "#/components/schemas/Problem"
schemas: schemas:
Onboarding:
type: object
required: [required, artists, genres]
properties:
required:
type: boolean
artists:
type: array
items:
type: object
required: [id, name, track_count, cover_url, cover_colors]
properties:
id:
type: string
format: uuid
name:
type: string
track_count:
type: integer
cover_url:
type: string
nullable: true
description: Обложка самого большого альбома исполнителя
cover_colors:
type: array
items:
type: string
genres:
type: array
items:
type: object
required: [name, track_count]
properties:
name:
type: string
track_count:
type: integer
OnboardingChoice:
type: object
required: [artist_ids, genres]
properties:
artist_ids:
type: array
maxItems: 50
items:
type: string
format: uuid
genres:
type: array
maxItems: 30
items:
type: string
maxLength: 100
UserRef: UserRef:
type: object type: object
required: [id, username] required: [id, username]
apps/web/src/pages/HomePage.tsx
+23 -2
View File
@@ -1,5 +1,5 @@
import { unwrap } from '@pipu/core'; import { unwrap } from '@pipu/core';
import { useQuery } from '@tanstack/react-query'; import { useQuery, useQueryClient } from '@tanstack/react-query';
import { useState } from 'react'; import { useState } from 'react';
import { useTranslation } from 'react-i18next'; import { useTranslation } from 'react-i18next';
@@ -24,6 +24,7 @@ import {
import { cx, FormError, Icon } from '../shared/ui/ui'; import { cx, FormError, Icon } from '../shared/ui/ui';
import { WaveButton } from '../widgets/wave/WaveButton'; import { WaveButton } from '../widgets/wave/WaveButton';
import s from './home.module.css'; import s from './home.module.css';
import { Onboarding } from './Onboarding';
/** Иконки Material Symbols по именам из /wave/options. */ /** Иконки Material Symbols по именам из /wave/options. */
const ICONS: Record<string, string> = { const ICONS: Record<string, string> = {
@@ -44,8 +45,28 @@ const WAVE_COLORS: [string, string, string] = ['#2F80FF', '#7C5CFF', '#35D3FF'];
type Tr = (key: string) => string; type Tr = (key: string) => string;
/** Главная (раскладка Center): кнопка «Моя волна» и под ней выбор занятия и настроения. */ /** Главная: для нового пользователя без истории — сначала онбординг вкуса, затем волна. */
export function HomePage() { export function HomePage() {
const session = useSession();
const queryClient = useQueryClient();
const onboarding = useQuery({
queryKey: ['onboarding'],
queryFn: async () => unwrap(await session.client.GET('/api/v1/onboarding')),
staleTime: Infinity,
});
if (onboarding.data?.required) {
return (
<Onboarding
options={onboarding.data}
onDone={() => queryClient.setQueryData(['onboarding'], { ...onboarding.data, required: false })}
/>
);
}
return <WaveHome />;
}
/** Главная (раскладка Center): кнопка «Моя волна» и под ней выбор занятия и настроения. */
function WaveHome() {
const { t } = useTranslation(); const { t } = useTranslation();
const tr = t as unknown as Tr; const tr = t as unknown as Tr;
const session = useSession(); const session = useSession();
apps/web/src/pages/Onboarding.tsx
+113
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@@ -0,0 +1,113 @@
import type { components } from '@pipu/api-client';
import { unwrap } from '@pipu/core';
import { useMutation } from '@tanstack/react-query';
import { useState } from 'react';
import { useTranslation } from 'react-i18next';
import { useSession } from '../app/session';
import { Cover } from '../entities/catalog';
import { useErrorText } from '../shared/lib/errors';
import { checkIcon } from '../shared/ui/icons';
import { Button, cx, FormError, Icon } from '../shared/ui/ui';
import s from './onboarding.module.css';
type Options = components['schemas']['Onboarding'];
/** Минимум исполнителей, чтобы волне было от чего оттолкнуться. */
const MIN_ARTISTS = 3;
/**
* Онбординг вкуса (docs/recommendations.md#7): исполнители и жанры библиотеки — начальный вкус «Моей волны»,
* пока своей истории почти нет. Пропуск тоже запоминается: второй раз не спросим.
*/
export function Onboarding({ options, onDone }: { options: Options; onDone: () => void }) {
const { t } = useTranslation();
const session = useSession();
const errorText = useErrorText();
const [artists, setArtists] = useState<Set<string>>(new Set());
const [genres, setGenres] = useState<Set<string>>(new Set());
const save = useMutation({
mutationFn: async (skip: boolean) =>
unwrap(
await session.client.PUT('/api/v1/me/onboarding', {
body: skip ? { artist_ids: [], genres: [] } : { artist_ids: [...artists], genres: [...genres] },
}),
),
onSuccess: onDone,
});
// Функциональное обновление: быстрые нажатия подряд не теряют выбор.
const toggle = (update: (fn: (prev: Set<string>) => Set<string>) => void, key: string) =>
update((prev) => {
const next = new Set(prev);
if (next.has(key)) next.delete(key);
else next.add(key);
return next;
});
const enough = artists.size >= MIN_ARTISTS || (artists.size > 0 && genres.size > 0);
return (
<div className={s.page}>
<header className={s.head}>
<h1>{t('onboarding.title')}</h1>
<p>{t('onboarding.subtitle')}</p>
</header>
<section aria-label={t('onboarding.artists')}>
<h2 className={s.label}>{t('onboarding.artists')}</h2>
<div className={s.artists}>
{options.artists.map((a) => {
const on = artists.has(a.id);
return (
<button
key={a.id}
type="button"
className={cx(s.artist, on && s.on)}
aria-pressed={on}
onClick={() => toggle(setArtists, a.id)}
>
<span className={s.avatar}>
<Cover album={{ id: a.id, cover_url: a.cover_url, cover_colors: a.cover_colors }} size={96} round />
{on && (
<span className={s.check}>
<Icon src={checkIcon} size={22} />
</span>
)}
</span>
<span className={s.name}>{a.name}</span>
</button>
);
})}
</div>
</section>
{options.genres.length > 0 && (
<section aria-label={t('onboarding.genres')}>
<h2 className={s.label}>{t('onboarding.genres')}</h2>
<div className={s.genres}>
{options.genres.map((g) => (
<button
key={g.name}
type="button"
className={s.genre}
aria-pressed={genres.has(g.name)}
onClick={() => toggle(setGenres, g.name)}
>
{g.name}
</button>
))}
</div>
</section>
)}
<FormError>{save.error ? errorText(save.error) : null}</FormError>
<div className={s.actions}>
<Button variant="ghost" busy={save.isPending && save.variables} onClick={() => save.mutate(true)}>
{t('onboarding.skip')}
</Button>
<Button variant="primary" busy={save.isPending && !save.variables} disabled={!enough} onClick={() => save.mutate(false)}>
{enough ? t('onboarding.done') : t('onboarding.pick_more', { count: MIN_ARTISTS - artists.size })}
</Button>
</div>
</div>
);
}
apps/web/src/pages/onboarding.module.css
+124
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@@ -0,0 +1,124 @@
.page {
display: flex;
flex-direction: column;
gap: 28px;
max-width: 1100px;
margin: 0 auto;
animation: pipuIn 0.2s ease-out;
}
.head h1 {
margin: 0 0 8px;
font-family: var(--font-display);
font-size: 32px;
font-weight: 600;
letter-spacing: -0.02em;
}
.head p {
margin: 0;
color: var(--text2);
}
.label {
margin: 0 0 14px;
font-size: 13px;
font-weight: 700;
letter-spacing: 0.08em;
text-transform: uppercase;
color: var(--text3);
}
.artists {
display: grid;
grid-template-columns: repeat(auto-fill, minmax(120px, 1fr));
gap: 18px 12px;
}
.artist {
display: flex;
flex-direction: column;
align-items: center;
gap: 10px;
padding: 10px 6px;
border-radius: var(--radius-lg);
text-align: center;
}
.artist:hover {
background: var(--hover);
}
.avatar {
position: relative;
border-radius: 50%;
transition:
box-shadow 0.15s,
transform 0.15s;
}
.on .avatar {
box-shadow:
0 0 0 3px var(--bg),
0 0 0 5px var(--accent);
transform: scale(0.96);
}
.check {
position: absolute;
right: -2px;
bottom: -2px;
display: grid;
place-items: center;
width: 32px;
height: 32px;
border-radius: 50%;
background: var(--accent);
color: #fff;
box-shadow: var(--glow);
}
.name {
font-size: 14px;
font-weight: 600;
overflow: hidden;
text-overflow: ellipsis;
white-space: nowrap;
max-width: 100%;
}
.genres {
display: flex;
flex-wrap: wrap;
gap: 8px;
}
.genre {
height: 38px;
padding: 0 16px;
border-radius: var(--radius-pill);
border: 1px solid var(--line);
background: var(--surface2);
font-weight: 600;
font-size: 14px;
}
.genre[aria-pressed='true'] {
background: var(--accent);
border-color: var(--accent);
color: #fff;
box-shadow: var(--glow);
}
.actions {
position: sticky;
bottom: 16px;
display: flex;
justify-content: flex-end;
gap: 10px;
padding: 12px;
border-radius: var(--radius-lg);
border: 1px solid var(--line2);
background: var(--glass);
backdrop-filter: blur(28px) saturate(1.3);
}
docs/recommendations.md
+4
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@@ -209,6 +209,10 @@ score = 0.35·cos(e, session_vec) + 0.25·max_c cos(e, centroid_c) + 0.15·artis
- **Новый пользователь**: опциональный онбординг (выбрать 3+ жанра или исполнителя) → начальные центроиды. - **Новый пользователь**: опциональный онбординг (выбрать 3+ жанра или исполнителя) → начальные центроиды.
Без онбординга — первые пачки из `popular` и максимально разнообразных кластеров библиотеки Без онбординга — первые пачки из `popular` и максимально разнообразных кластеров библиотеки
(по одному треку из разных кластеров), exploration 40% на первые 30 треков. (по одному треку из разных кластеров), exploration 40% на первые 30 треков.
- Реализация онбординга: `GET /onboarding` (40 исполнителей с наибольшим числом треков, 24 жанра; `required` —
не пройден и своей истории < 10 треков), `PUT /me/onboarding` → `user_profiles_rec.onboarding`; пустой выбор —
пропуск. Рекомендатель, пока своих оценок < 30, добавляет псевдооценки: треки выбранных исполнителей +1,
жанров +0.5 (до 300 треков). Веб показывает онбординг на главной вместо волны.
- **Новый трек**: сразу доступен через `audio_sim` / `fresh` (как только проанализирован), без единого прослушивания. - **Новый трек**: сразу доступен через `audio_sim` / `fresh` (как только проанализирован), без единого прослушивания.
## 8. Обучение на всех пользователях ## 8. Обучение на всех пользователях
packages/api-client/src/generated/schema.ts
+101
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@@ -1066,6 +1066,43 @@ export interface paths {
patch?: never; patch?: never;
trace?: never; trace?: never;
}; };
"/api/v1/onboarding": {
parameters: {
query?: never;
header?: never;
path?: never;
cookie?: never;
};
/**
* Онбординг вкуса — исполнители и жанры библиотеки для выбора
* @description `required` — показать онбординг: пользователь его не проходил и не пропускал, а своей истории почти нет.
*/
get: operations["getOnboarding"];
put?: never;
post?: never;
delete?: never;
options?: never;
head?: never;
patch?: never;
trace?: never;
};
"/api/v1/me/onboarding": {
parameters: {
query?: never;
header?: never;
path?: never;
cookie?: never;
};
get?: never;
/** Сохранить выбор онбординга (или пропуск — пустые списки) */
put: operations["saveOnboarding"];
post?: never;
delete?: never;
options?: never;
head?: never;
patch?: never;
trace?: never;
};
"/api/v1/wave/options": { "/api/v1/wave/options": {
parameters: { parameters: {
query?: never; query?: never;
@@ -1181,6 +1218,26 @@ export interface paths {
export type webhooks = Record<string, never>; export type webhooks = Record<string, never>;
export interface components { export interface components {
schemas: { schemas: {
Onboarding: {
required: boolean;
artists: {
/** Format: uuid */
id: string;
name: string;
track_count: number;
/** @description Обложка самого большого альбома исполнителя */
cover_url: string | null;
cover_colors: string[];
}[];
genres: {
name: string;
track_count: number;
}[];
};
OnboardingChoice: {
artist_ids: string[];
genres: string[];
};
UserRef: { UserRef: {
/** Format: uuid */ /** Format: uuid */
id: string; id: string;
@@ -3599,6 +3656,50 @@ export interface operations {
default: components["responses"]["Problem"]; default: components["responses"]["Problem"];
}; };
}; };
getOnboarding: {
parameters: {
query?: never;
header?: never;
path?: never;
cookie?: never;
};
requestBody?: never;
responses: {
/** @description Варианты и состояние */
200: {
headers: {
[name: string]: unknown;
};
content: {
"application/json": components["schemas"]["Onboarding"];
};
};
default: components["responses"]["Problem"];
};
};
saveOnboarding: {
parameters: {
query?: never;
header?: never;
path?: never;
cookie?: never;
};
requestBody: {
content: {
"application/json": components["schemas"]["OnboardingChoice"];
};
};
responses: {
/** @description Сохранено */
204: {
headers: {
[name: string]: unknown;
};
content?: never;
};
default: components["responses"]["Problem"];
};
};
getWaveOptions: { getWaveOptions: {
parameters: { parameters: {
query?: never; query?: never;
packages/i18n/locales/en/common.json
+12
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@@ -278,5 +278,17 @@
"cache": "Recent tracks cache", "cache": "Recent tracks cache",
"cache_clear": "Clear ({{size}} MB)", "cache_clear": "Clear ({{size}} MB)",
"cache_pending": "Will be cleared on next launch" "cache_pending": "Will be cleared on next launch"
},
"onboarding": {
"title": "What do you like to listen to?",
"subtitle": "Pick a few artists and genres to start My Wave. After that it learns from what you play.",
"artists": "Artists",
"genres": "Genres",
"skip": "Skip",
"done": "Done — to the wave",
"pick_more_one": "Pick {{count}} more artist",
"pick_more_few": "Pick {{count}} more artists",
"pick_more_many": "Pick {{count}} more artists",
"pick_more_other": "Pick {{count}} more artists"
} }
} }
packages/i18n/locales/ru/common.json
+12
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@@ -278,5 +278,17 @@
"cache": "Кэш недавних треков", "cache": "Кэш недавних треков",
"cache_clear": "Очистить ({{size}} МБ)", "cache_clear": "Очистить ({{size}} МБ)",
"cache_pending": "Очистится при следующем запуске" "cache_pending": "Очистится при следующем запуске"
},
"onboarding": {
"title": "Что вы любите слушать?",
"subtitle": "Отметьте несколько исполнителей и жанров — с них начнётся «Моя волна». Дальше она будет учиться на ваших прослушиваниях.",
"artists": "Исполнители",
"genres": "Жанры",
"skip": "Пропустить",
"done": "Готово — к волне",
"pick_more_one": "Выберите ещё {{count}} исполнителя",
"pick_more_few": "Выберите ещё {{count}} исполнителя",
"pick_more_many": "Выберите ещё {{count}} исполнителей",
"pick_more_other": "Выберите ещё {{count}} исполнителя"
} }
} }
services/api/cmd/api/e2e_test.go
+13
View File
@@ -271,6 +271,19 @@ func TestUserJourney(t *testing.T) {
c.ok("GET", "/api/v1/me/likes", nil, &likes) c.ok("GET", "/api/v1/me/likes", nil, &likes)
require.Equal(t, 1, likes.Total) require.Equal(t, 1, likes.Total)
// 7½. Онбординг: варианты из библиотеки, выбор сохраняется, второй раз не предлагается.
var onb struct {
Required bool `json:"required"`
Artists []struct {
ID string `json:"id"`
} `json:"artists"`
}
c.ok("GET", "/api/v1/onboarding", nil, &onb)
require.NotEmpty(t, onb.Artists)
c.ok("PUT", "/api/v1/me/onboarding", map[string]any{"artist_ids": []string{onb.Artists[0].ID}, "genres": []string{}}, nil)
c.ok("GET", "/api/v1/onboarding", nil, &onb)
require.False(t, onb.Required)
// 8. «Моя волна»: рекомендатель недоступен — запасная волна из библиотеки. // 8. «Моя волна»: рекомендатель недоступен — запасная волна из библиотеки.
var wave struct { var wave struct {
SessionID string `json:"session_id"` SessionID string `json:"session_id"`
services/api/internal/api/gen/api.gen.go
+448 -235
View File
@@ -488,6 +488,30 @@ type Me struct {
Username string `json:"username"` Username string `json:"username"`
} }
// Onboarding defines model for Onboarding.
type Onboarding struct {
Artists []struct {
CoverColors []string `json:"cover_colors"`
// CoverUrl Обложка самого большого альбома исполнителя
CoverUrl *string `json:"cover_url"`
Id openapi_types.UUID `json:"id"`
Name string `json:"name"`
TrackCount int `json:"track_count"`
} `json:"artists"`
Genres []struct {
Name string `json:"name"`
TrackCount int `json:"track_count"`
} `json:"genres"`
Required bool `json:"required"`
}
// OnboardingChoice defines model for OnboardingChoice.
type OnboardingChoice struct {
ArtistIds []openapi_types.UUID `json:"artist_ids"`
Genres []string `json:"genres"`
}
// PathPattern defines model for PathPattern. // PathPattern defines model for PathPattern.
type PathPattern struct { type PathPattern struct {
IsEnabled bool `json:"is_enabled"` IsEnabled bool `json:"is_enabled"`
@@ -1394,6 +1418,9 @@ type UpdateMeJSONRequestBody = UpdateMeRequest
// SetBootstrapCredentialsJSONRequestBody defines body for SetBootstrapCredentials for application/json ContentType. // SetBootstrapCredentialsJSONRequestBody defines body for SetBootstrapCredentials for application/json ContentType.
type SetBootstrapCredentialsJSONRequestBody = BootstrapCredentialsRequest type SetBootstrapCredentialsJSONRequestBody = BootstrapCredentialsRequest
// SaveOnboardingJSONRequestBody defines body for SaveOnboarding for application/json ContentType.
type SaveOnboardingJSONRequestBody = OnboardingChoice
// ChangePasswordJSONRequestBody defines body for ChangePassword for application/json ContentType. // ChangePasswordJSONRequestBody defines body for ChangePassword for application/json ContentType.
type ChangePasswordJSONRequestBody = ChangePasswordRequest type ChangePasswordJSONRequestBody = ChangePasswordRequest
@@ -1564,6 +1591,9 @@ type ServerInterface interface {
// Лайки, новые сверху // Лайки, новые сверху
// (GET /api/v1/me/likes) // (GET /api/v1/me/likes)
GetLikes(w http.ResponseWriter, r *http.Request, params GetLikesParams) GetLikes(w http.ResponseWriter, r *http.Request, params GetLikesParams)
// Сохранить выбор онбординга (или пропуск — пустые списки)
// (PUT /api/v1/me/onboarding)
SaveOnboarding(w http.ResponseWriter, r *http.Request)
// Сменить пароль // Сменить пароль
// (POST /api/v1/me/password) // (POST /api/v1/me/password)
ChangePassword(w http.ResponseWriter, r *http.Request) ChangePassword(w http.ResponseWriter, r *http.Request)
@@ -1585,6 +1615,9 @@ type ServerInterface interface {
// Завершить сессию на устройстве // Завершить сессию на устройстве
// (DELETE /api/v1/me/sessions/{id}) // (DELETE /api/v1/me/sessions/{id})
RevokeMySession(w http.ResponseWriter, r *http.Request, id openapi_types.UUID) RevokeMySession(w http.ResponseWriter, r *http.Request, id openapi_types.UUID)
// Онбординг вкуса — исполнители и жанры библиотеки для выбора
// (GET /api/v1/onboarding)
GetOnboarding(w http.ResponseWriter, r *http.Request)
// Страница поиска // Страница поиска
// (GET /api/v1/search) // (GET /api/v1/search)
Search(w http.ResponseWriter, r *http.Request, params SearchParams) Search(w http.ResponseWriter, r *http.Request, params SearchParams)
@@ -1927,6 +1960,12 @@ func (_ Unimplemented) GetLikes(w http.ResponseWriter, r *http.Request, params G
w.WriteHeader(http.StatusNotImplemented) w.WriteHeader(http.StatusNotImplemented)
} }
// Сохранить выбор онбординга (или пропуск — пустые списки)
// (PUT /api/v1/me/onboarding)
func (_ Unimplemented) SaveOnboarding(w http.ResponseWriter, r *http.Request) {
w.WriteHeader(http.StatusNotImplemented)
}
// Сменить пароль // Сменить пароль
// (POST /api/v1/me/password) // (POST /api/v1/me/password)
func (_ Unimplemented) ChangePassword(w http.ResponseWriter, r *http.Request) { func (_ Unimplemented) ChangePassword(w http.ResponseWriter, r *http.Request) {
@@ -1969,6 +2008,12 @@ func (_ Unimplemented) RevokeMySession(w http.ResponseWriter, r *http.Request, i
w.WriteHeader(http.StatusNotImplemented) w.WriteHeader(http.StatusNotImplemented)
} }
// Онбординг вкуса — исполнители и жанры библиотеки для выбора
// (GET /api/v1/onboarding)
func (_ Unimplemented) GetOnboarding(w http.ResponseWriter, r *http.Request) {
w.WriteHeader(http.StatusNotImplemented)
}
// Страница поиска // Страница поиска
// (GET /api/v1/search) // (GET /api/v1/search)
func (_ Unimplemented) Search(w http.ResponseWriter, r *http.Request, params SearchParams) { func (_ Unimplemented) Search(w http.ResponseWriter, r *http.Request, params SearchParams) {
@@ -3519,6 +3564,26 @@ func (siw *ServerInterfaceWrapper) GetLikes(w http.ResponseWriter, r *http.Reque
handler.ServeHTTP(w, r) handler.ServeHTTP(w, r)
} }
// SaveOnboarding operation middleware
func (siw *ServerInterfaceWrapper) SaveOnboarding(w http.ResponseWriter, r *http.Request) {
ctx := r.Context()
ctx = context.WithValue(ctx, BearerAuthScopes, []string{})
r = r.WithContext(ctx)
handler := http.Handler(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
siw.Handler.SaveOnboarding(w, r)
}))
for _, middleware := range siw.HandlerMiddlewares {
handler = middleware(handler)
}
handler.ServeHTTP(w, r)
}
// ChangePassword operation middleware // ChangePassword operation middleware
func (siw *ServerInterfaceWrapper) ChangePassword(w http.ResponseWriter, r *http.Request) { func (siw *ServerInterfaceWrapper) ChangePassword(w http.ResponseWriter, r *http.Request) {
@@ -3692,6 +3757,26 @@ func (siw *ServerInterfaceWrapper) RevokeMySession(w http.ResponseWriter, r *htt
handler.ServeHTTP(w, r) handler.ServeHTTP(w, r)
} }
// GetOnboarding operation middleware
func (siw *ServerInterfaceWrapper) GetOnboarding(w http.ResponseWriter, r *http.Request) {
ctx := r.Context()
ctx = context.WithValue(ctx, BearerAuthScopes, []string{})
r = r.WithContext(ctx)
handler := http.Handler(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
siw.Handler.GetOnboarding(w, r)
}))
for _, middleware := range siw.HandlerMiddlewares {
handler = middleware(handler)
}
handler.ServeHTTP(w, r)
}
// Search operation middleware // Search operation middleware
func (siw *ServerInterfaceWrapper) Search(w http.ResponseWriter, r *http.Request) { func (siw *ServerInterfaceWrapper) Search(w http.ResponseWriter, r *http.Request) {
@@ -4497,6 +4582,9 @@ func HandlerWithOptions(si ServerInterface, options ChiServerOptions) http.Handl
r.Group(func(r chi.Router) { r.Group(func(r chi.Router) {
r.Get(options.BaseURL+"/api/v1/me/likes", wrapper.GetLikes) r.Get(options.BaseURL+"/api/v1/me/likes", wrapper.GetLikes)
}) })
r.Group(func(r chi.Router) {
r.Put(options.BaseURL+"/api/v1/me/onboarding", wrapper.SaveOnboarding)
})
r.Group(func(r chi.Router) { r.Group(func(r chi.Router) {
r.Post(options.BaseURL+"/api/v1/me/password", wrapper.ChangePassword) r.Post(options.BaseURL+"/api/v1/me/password", wrapper.ChangePassword)
}) })
@@ -4518,6 +4606,9 @@ func HandlerWithOptions(si ServerInterface, options ChiServerOptions) http.Handl
r.Group(func(r chi.Router) { r.Group(func(r chi.Router) {
r.Delete(options.BaseURL+"/api/v1/me/sessions/{id}", wrapper.RevokeMySession) r.Delete(options.BaseURL+"/api/v1/me/sessions/{id}", wrapper.RevokeMySession)
}) })
r.Group(func(r chi.Router) {
r.Get(options.BaseURL+"/api/v1/onboarding", wrapper.GetOnboarding)
})
r.Group(func(r chi.Router) { r.Group(func(r chi.Router) {
r.Get(options.BaseURL+"/api/v1/search", wrapper.Search) r.Get(options.BaseURL+"/api/v1/search", wrapper.Search)
}) })
@@ -5956,6 +6047,34 @@ func (response GetLikesdefaultApplicationProblemPlusJSONResponse) VisitGetLikesR
return json.NewEncoder(w).Encode(response.Body) return json.NewEncoder(w).Encode(response.Body)
} }
type SaveOnboardingRequestObject struct {
Body *SaveOnboardingJSONRequestBody
}
type SaveOnboardingResponseObject interface {
VisitSaveOnboardingResponse(w http.ResponseWriter) error
}
type SaveOnboarding204Response struct {
}
func (response SaveOnboarding204Response) VisitSaveOnboardingResponse(w http.ResponseWriter) error {
w.WriteHeader(204)
return nil
}
type SaveOnboardingdefaultApplicationProblemPlusJSONResponse struct {
Body Problem
StatusCode int
}
func (response SaveOnboardingdefaultApplicationProblemPlusJSONResponse) VisitSaveOnboardingResponse(w http.ResponseWriter) error {
w.Header().Set("Content-Type", "application/problem+json")
w.WriteHeader(response.StatusCode)
return json.NewEncoder(w).Encode(response.Body)
}
type ChangePasswordRequestObject struct { type ChangePasswordRequestObject struct {
Body *ChangePasswordJSONRequestBody Body *ChangePasswordJSONRequestBody
} }
@@ -6155,6 +6274,34 @@ func (response RevokeMySessiondefaultApplicationProblemPlusJSONResponse) VisitRe
return json.NewEncoder(w).Encode(response.Body) return json.NewEncoder(w).Encode(response.Body)
} }
type GetOnboardingRequestObject struct {
}
type GetOnboardingResponseObject interface {
VisitGetOnboardingResponse(w http.ResponseWriter) error
}
type GetOnboarding200JSONResponse Onboarding
func (response GetOnboarding200JSONResponse) VisitGetOnboardingResponse(w http.ResponseWriter) error {
w.Header().Set("Content-Type", "application/json")
w.WriteHeader(200)
return json.NewEncoder(w).Encode(response)
}
type GetOnboardingdefaultApplicationProblemPlusJSONResponse struct {
Body Problem
StatusCode int
}
func (response GetOnboardingdefaultApplicationProblemPlusJSONResponse) VisitGetOnboardingResponse(w http.ResponseWriter) error {
w.Header().Set("Content-Type", "application/problem+json")
w.WriteHeader(response.StatusCode)
return json.NewEncoder(w).Encode(response.Body)
}
type SearchRequestObject struct { type SearchRequestObject struct {
Params SearchParams Params SearchParams
} }
@@ -6812,6 +6959,9 @@ type StrictServerInterface interface {
// Лайки, новые сверху // Лайки, новые сверху
// (GET /api/v1/me/likes) // (GET /api/v1/me/likes)
GetLikes(ctx context.Context, request GetLikesRequestObject) (GetLikesResponseObject, error) GetLikes(ctx context.Context, request GetLikesRequestObject) (GetLikesResponseObject, error)
// Сохранить выбор онбординга (или пропуск — пустые списки)
// (PUT /api/v1/me/onboarding)
SaveOnboarding(ctx context.Context, request SaveOnboardingRequestObject) (SaveOnboardingResponseObject, error)
// Сменить пароль // Сменить пароль
// (POST /api/v1/me/password) // (POST /api/v1/me/password)
ChangePassword(ctx context.Context, request ChangePasswordRequestObject) (ChangePasswordResponseObject, error) ChangePassword(ctx context.Context, request ChangePasswordRequestObject) (ChangePasswordResponseObject, error)
@@ -6833,6 +6983,9 @@ type StrictServerInterface interface {
// Завершить сессию на устройстве // Завершить сессию на устройстве
// (DELETE /api/v1/me/sessions/{id}) // (DELETE /api/v1/me/sessions/{id})
RevokeMySession(ctx context.Context, request RevokeMySessionRequestObject) (RevokeMySessionResponseObject, error) RevokeMySession(ctx context.Context, request RevokeMySessionRequestObject) (RevokeMySessionResponseObject, error)
// Онбординг вкуса — исполнители и жанры библиотеки для выбора
// (GET /api/v1/onboarding)
GetOnboarding(ctx context.Context, request GetOnboardingRequestObject) (GetOnboardingResponseObject, error)
// Страница поиска // Страница поиска
// (GET /api/v1/search) // (GET /api/v1/search)
Search(ctx context.Context, request SearchRequestObject) (SearchResponseObject, error) Search(ctx context.Context, request SearchRequestObject) (SearchResponseObject, error)
@@ -8220,6 +8373,37 @@ func (sh *strictHandler) GetLikes(w http.ResponseWriter, r *http.Request, params
} }
} }
// SaveOnboarding operation middleware
func (sh *strictHandler) SaveOnboarding(w http.ResponseWriter, r *http.Request) {
var request SaveOnboardingRequestObject
var body SaveOnboardingJSONRequestBody
if err := json.NewDecoder(r.Body).Decode(&body); err != nil {
sh.options.RequestErrorHandlerFunc(w, r, fmt.Errorf("can't decode JSON body: %w", err))
return
}
request.Body = &body
handler := func(ctx context.Context, w http.ResponseWriter, r *http.Request, request interface{}) (interface{}, error) {
return sh.ssi.SaveOnboarding(ctx, request.(SaveOnboardingRequestObject))
}
for _, middleware := range sh.middlewares {
handler = middleware(handler, "SaveOnboarding")
}
response, err := handler(r.Context(), w, r, request)
if err != nil {
sh.options.ResponseErrorHandlerFunc(w, r, err)
} else if validResponse, ok := response.(SaveOnboardingResponseObject); ok {
if err := validResponse.VisitSaveOnboardingResponse(w); err != nil {
sh.options.ResponseErrorHandlerFunc(w, r, err)
}
} else if response != nil {
sh.options.ResponseErrorHandlerFunc(w, r, fmt.Errorf("unexpected response type: %T", response))
}
}
// ChangePassword operation middleware // ChangePassword operation middleware
func (sh *strictHandler) ChangePassword(w http.ResponseWriter, r *http.Request) { func (sh *strictHandler) ChangePassword(w http.ResponseWriter, r *http.Request) {
var request ChangePasswordRequestObject var request ChangePasswordRequestObject
@@ -8415,6 +8599,30 @@ func (sh *strictHandler) RevokeMySession(w http.ResponseWriter, r *http.Request,
} }
} }
// GetOnboarding operation middleware
func (sh *strictHandler) GetOnboarding(w http.ResponseWriter, r *http.Request) {
var request GetOnboardingRequestObject
handler := func(ctx context.Context, w http.ResponseWriter, r *http.Request, request interface{}) (interface{}, error) {
return sh.ssi.GetOnboarding(ctx, request.(GetOnboardingRequestObject))
}
for _, middleware := range sh.middlewares {
handler = middleware(handler, "GetOnboarding")
}
response, err := handler(r.Context(), w, r, request)
if err != nil {
sh.options.ResponseErrorHandlerFunc(w, r, err)
} else if validResponse, ok := response.(GetOnboardingResponseObject); ok {
if err := validResponse.VisitGetOnboardingResponse(w); err != nil {
sh.options.ResponseErrorHandlerFunc(w, r, err)
}
} else if response != nil {
sh.options.ResponseErrorHandlerFunc(w, r, fmt.Errorf("unexpected response type: %T", response))
}
}
// Search operation middleware // Search operation middleware
func (sh *strictHandler) Search(w http.ResponseWriter, r *http.Request, params SearchParams) { func (sh *strictHandler) Search(w http.ResponseWriter, r *http.Request, params SearchParams) {
var request SearchRequestObject var request SearchRequestObject
@@ -8911,241 +9119,246 @@ func (sh *strictHandler) GetReadyz(w http.ResponseWriter, r *http.Request) {
// Base64 encoded, gzipped, json marshaled Swagger object // Base64 encoded, gzipped, json marshaled Swagger object
var swaggerSpec = []string{ var swaggerSpec = []string{
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"YSFPodutPb77+P8FAAD//9wKjL6lLQEA", "Uhs7pxKhkzuIXQGzGvnFY8AGuymiR7HNFlu6SQsyuFOgq6oImo15NGYdRoZJNKH6OXkwaaH4c85Cr45l",
"vq6XTyBdm3eBVPkQ6u5FJyBA05YSV5mCx/GitpVa2QTCUM8Wq8S0g9VfFykS7/JHJlkzB0OgOVoAnfAJ",
"71uOrv7igME/QTQgDuKeyi9QszrkeKFHzO564W7cwicmW3PWXS/YC16uvs8Dg5tJtJq7NgXas/C3X5l7",
"/cIm9xUUG8QhRE1GmHbiQ2TgYXb6RTT+X6Btn2DzD0HpE/oMK55EQCiRuSLlZtuYqrh901pGUef0UWOJ",
"mB7xroXBKpsiE4iY8ICCNPTsxnxjFgQlf9dHcXQQ3/mw+ZHcL1X+u0eUb6HHgPSBaAArfSR89tJHPCdD",
"+iSOh8k/THKrpU9BWMhT6PcbD+8+/H8BAAD//3i1BR+BNQEA",
} }
// GetSwagger returns the content of the embedded swagger specification file // GetSwagger returns the content of the embedded swagger specification file
services/api/internal/wave/onboarding.go
+141
View File
@@ -0,0 +1,141 @@
package wave
import (
"context"
"encoding/json"
"fmt"
"github.com/google/uuid"
"pipu/api/internal/api/gen"
)
// Онбординг вкуса (docs/recommendations.md#7): новый пользователь отмечает исполнителей и жанры — рекомендатель
// берёт их как начальный вкус, пока своей истории мало. Пропуск сохраняется пустым выбором.
const (
onboardingArtists = 40
onboardingGenres = 24
// История, после которой онбординг уже не предлагается: вкус и так виден по прослушиваниям.
onboardingMinHistory = 10
)
// GetOnboarding реализует gen.StrictServerInterface.
func (h *Handler) GetOnboarding(ctx context.Context, _ gen.GetOnboardingRequestObject) (gen.GetOnboardingResponseObject, error) {
p, err := principal(ctx)
if err != nil {
return nil, err
}
out := gen.GetOnboarding200JSONResponse{}
var done bool
var plays int
if err := h.pool.QueryRow(ctx, `
SELECT EXISTS (SELECT 1 FROM user_profiles_rec WHERE user_id = $1 AND onboarding IS NOT NULL),
(SELECT count(*) FROM user_track_stats WHERE user_id = $1)`, p.UserID).Scan(&done, &plays); err != nil {
return nil, fmt.Errorf("wave: onboarding state: %w", err)
}
rows, err := h.pool.Query(ctx, `
SELECT a.id, a.name, count(*) AS n,
(SELECT al.id FROM albums al WHERE al.album_artist_id = a.id
ORDER BY (SELECT count(*) FROM tracks t WHERE t.album_id = al.id) DESC, al.id LIMIT 1)
FROM artists a JOIN track_artists ta ON ta.artist_id = a.id AND ta.role = 'main'
GROUP BY a.id ORDER BY n DESC, a.name LIMIT $1`, onboardingArtists)
if err != nil {
return nil, fmt.Errorf("wave: onboarding artists: %w", err)
}
type artist struct {
id, album *uuid.UUID
name string
n int
}
var artists []artist
for rows.Next() {
var a artist
var id uuid.UUID
if err := rows.Scan(&id, &a.name, &a.n, &a.album); err != nil {
rows.Close()
return nil, fmt.Errorf("wave: onboarding artists: %w", err)
}
a.id = &id
artists = append(artists, a)
}
rows.Close()
dto := h.dto()
for _, a := range artists {
item := struct {
CoverColors []string `json:"cover_colors"`
CoverUrl *string `json:"cover_url"`
Id uuid.UUID `json:"id"`
Name string `json:"name"`
TrackCount int `json:"track_count"`
}{Id: *a.id, Name: a.name, TrackCount: a.n, CoverColors: []string{}}
if a.album != nil {
if al, err := h.catalog.Album(ctx, *a.album); err == nil {
sum := dto.AlbumSummary(al)
item.CoverUrl, item.CoverColors = sum.CoverUrl, sum.CoverColors
}
}
out.Artists = append(out.Artists, item)
}
grows, err := h.pool.Query(ctx, `
SELECT g.name, count(DISTINCT tg.track_id) AS n FROM track_genres tg JOIN genres g ON g.id = tg.genre_id
GROUP BY g.name ORDER BY n DESC, g.name LIMIT $1`, onboardingGenres)
if err != nil {
return nil, fmt.Errorf("wave: onboarding genres: %w", err)
}
for grows.Next() {
var g struct {
Name string `json:"name"`
TrackCount int `json:"track_count"`
}
if err := grows.Scan(&g.Name, &g.TrackCount); err != nil {
grows.Close()
return nil, fmt.Errorf("wave: onboarding genres: %w", err)
}
out.Genres = append(out.Genres, g)
}
grows.Close()
if out.Artists == nil {
out.Artists = []struct {
CoverColors []string `json:"cover_colors"`
CoverUrl *string `json:"cover_url"`
Id uuid.UUID `json:"id"`
Name string `json:"name"`
TrackCount int `json:"track_count"`
}{}
}
if out.Genres == nil {
out.Genres = []struct {
Name string `json:"name"`
TrackCount int `json:"track_count"`
}{}
}
out.Required = !done && plays < onboardingMinHistory && len(out.Artists) > 0
return out, nil
}
// SaveOnboarding реализует gen.StrictServerInterface.
func (h *Handler) SaveOnboarding(ctx context.Context, req gen.SaveOnboardingRequestObject) (gen.SaveOnboardingResponseObject, error) {
p, err := principal(ctx)
if err != nil {
return nil, err
}
ids := req.Body.ArtistIds
if ids == nil {
ids = []uuid.UUID{}
}
genres := req.Body.Genres
if genres == nil {
genres = []string{}
}
raw, _ := json.Marshal(map[string]any{"artist_ids": ids, "genres": genres})
if _, err := h.pool.Exec(ctx, `
INSERT INTO user_profiles_rec (user_id, onboarding, updated_at) VALUES ($1, $2, now())
ON CONFLICT (user_id) DO UPDATE SET onboarding = EXCLUDED.onboarding, updated_at = now()`,
p.UserID, raw); err != nil {
return nil, fmt.Errorf("wave: save onboarding: %w", err)
}
return gen.SaveOnboarding204Response{}, nil
}
services/api/migrations/00009_onboarding.sql
+7
View File
@@ -0,0 +1,7 @@
-- +goose Up
-- Онбординг «Моей волны» (docs/recommendations.md#7): выбранные исполнители и жанры — начальный вкус,
-- пока своей истории мало. NULL — онбординг ещё не пройден и не пропущен.
ALTER TABLE user_profiles_rec ADD COLUMN onboarding jsonb;
-- +goose Down
ALTER TABLE user_profiles_rec DROP COLUMN onboarding;
services/recommender/pipu_rec/wave/store.py
+34 -1
View File
@@ -156,8 +156,11 @@ def load_profile(conn: psycopg.Connection[Any], user_id: str) -> Profile:
) )
} }
row = conn.execute( row = conn.execute(
"SELECT exploration, taste_cf::text, bandit FROM user_profiles_rec WHERE user_id = %s", (user_id,) "SELECT exploration, taste_cf::text, bandit, onboarding FROM user_profiles_rec WHERE user_id = %s",
(user_id,),
).fetchone() ).fetchone()
if row and row[3] and len(scores) < ONBOARDING_UNTIL:
apply_onboarding(conn, scores, row[3])
exploration = float(row[0]) if row else 0.15 exploration = float(row[0]) if row else 0.15
taste_cf = parse_vector(row[1]) if row else None taste_cf = parse_vector(row[1]) if row else None
bandit = {str(k): [float(x) for x in v] for k, v in (row[2] or {}).items()} if row else {} bandit = {str(k): [float(x) for x in v] for k, v in (row[2] or {}).items()} if row else {}
@@ -179,6 +182,36 @@ def load_profile(conn: psycopg.Connection[Any], user_id: str) -> Profile:
) )
# Пока своих оценок меньше, выбор онбординга задаёт начальный вкус (docs/recommendations.md#7).
ONBOARDING_UNTIL = 30
ONBOARDING_LIMIT = 300
def apply_onboarding(conn: psycopg.Connection[Any], scores: dict[str, float], choice: dict[str, Any]) -> None:
"""Псевдооценки: треки выбранных исполнителей +1, выбранных жанров +0.5 (до ONBOARDING_LIMIT треков).
Собственные оценки не перезаписываются; в «слышанное» эти треки не попадают."""
artists = [str(a) for a in choice.get("artist_ids") or []]
genres = [str(g).lower() for g in choice.get("genres") or []]
pseudo: dict[str, float] = {}
if artists:
for (tid,) in conn.execute(
"SELECT DISTINCT track_id::text FROM track_artists WHERE artist_id::text = ANY(%s) LIMIT %s",
(artists, ONBOARDING_LIMIT),
):
pseudo[tid] = pseudo.get(tid, 0.0) + 1.0
if genres:
for (tid,) in conn.execute(
"""
SELECT DISTINCT tg.track_id::text FROM track_genres tg JOIN genres g ON g.id = tg.genre_id
WHERE lower(g.name) = ANY(%s) LIMIT %s
""",
(genres, ONBOARDING_LIMIT),
):
pseudo[tid] = pseudo.get(tid, 0.0) + 0.5
for tid, v in pseudo.items():
scores.setdefault(tid, v)
def seed_tracks(conn: psycopg.Connection[Any], seed_type: str, seed_id: str) -> list[str]: def seed_tracks(conn: psycopg.Connection[Any], seed_type: str, seed_id: str) -> list[str]:
"""Треки, от которых запущена волна: трек, альбом или исполнитель.""" """Треки, от которых запущена волна: трек, альбом или исполнитель."""
queries = { queries = {
services/recommender/tests/test_db_integration.py
+20
View File
@@ -3,6 +3,7 @@
Локально: TEST_DATABASE_URL=postgresql://… uv run pytest tests/test_db_integration.py Локально: TEST_DATABASE_URL=postgresql://… uv run pytest tests/test_db_integration.py
""" """
import json
import os import os
import time import time
import uuid import uuid
@@ -139,3 +140,22 @@ def test_training_and_wave_queries(world: dict[str, Any]) -> None:
assert active is not None and active[0] == 1 assert active is not None and active[0] == 1
picks = build_batch(index, profile, Session(), [], n=5, rng=np.random.default_rng(0)) picks = build_batch(index, profile, Session(), [], n=5, rng=np.random.default_rng(0))
assert len(picks) == 5 assert len(picks) == 5
def test_onboarding_seeds_taste(world: dict[str, Any]) -> None:
user = uid()
with psycopg.connect(DSN, autocommit=True) as conn:
conn.execute(
"INSERT INTO users (id, username, password_hash) VALUES (%s, %s, 'x')", (user, f"new-{user[:6]}")
)
artist = conn.execute(
"SELECT artist_id::text FROM track_artists WHERE track_id = %s", (world["tracks"][0],)
).fetchone()
assert artist is not None
conn.execute(
"INSERT INTO user_profiles_rec (user_id, onboarding) VALUES (%s, %s)",
(user, json.dumps({"artist_ids": [artist[0]], "genres": []})),
)
profile = load_profile(conn, user)
assert len(profile.scores) >= 10, "chosen artist's tracks become the initial taste"
assert not profile.played