분류자
다중 모드 및 다국어 데이터를 위한 고성능 제로샷 및 퓨샷 분류기입니다.
분류자 API
API 샌드박스를 사용해 분류자가 어떻게 작동하는지 알아보세요.
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분류할 입력
텍스트의 경우 최대 8192개의 토큰으로 구성된 문장이 될 수 있습니다. 이미지의 경우 이는 URL이나 base64로 인코딩된 이미지가 될 수 있습니다.
upload
묻다
curl https://api.jina.ai/v1/classify \
-H "Content-Type: application/json" \
-H "Authorization: Bearer " \
-d @- <<EOFEOF
{
"input": [
{
"text": "Calculate the compound interest on a principal of $10,000 invested for 5 years at an annual rate of 5%, compounded quarterly."
},
{
"text": "分析使用CRISPR基因编辑技术在人类胚胎中的伦理影响。考虑潜在的医疗益处和长期社会后果。"
},
{
"text": "AIが自意識を持つディストピアの未来を舞台にした短編小説を書いてください。人間とAIの関係や意識の本質をテーマに探求してください。"
},
{
"text": "Erklären Sie die Unterschiede zwischen Merge-Sort und Quicksort-Algorithmen in Bezug auf Zeitkomplexität, Platzkomplexität und Leistung in der Praxis."
},
{
"text": "Write a poem about the beauty of nature and its healing power on the human soul."
},
{
"text": "Translate the following sentence into French: The quick brown fox jumps over the lazy dog."
}
],
"labels": [
"Simple task",
"Complex reasoning",
"Creative writing",
"Complex reasoning",
"Creative writing",
"Simple task"
]
}
EOFEOF
분류기란 무엇입니까?
분류기는 벡터 모델(
jina-embeddings-v3
및 jina-clip-v1
)을 사용하여 텍스트와 이미지를 분류하는 API 서비스로, 학습 데이터 없이도 제로 샷 분류를 지원하고 최소한의 예제로 몇 가지 샷 학습을 지원합니다.Startup
Tech Company
Team Photo
Corporate Culture
Office Environment
Silicon Valley
AI Company
Young Professionals
Modern Workplace
CHAPTER I.
Down the Rabbit-Hole
Alice was beginning to get very tired of sitting by her sister on the bank, and of having nothing to do: once or twice she had peeped into the book her sister was reading, but it had no pictures or conversations in it, “and what is the use of a book,” thought Alice “without pictures or conversations?”
So she was considering in her own mind (as well as she could, for the hot day made her feel very sleepy and stupid), whether the pleasure of making a daisy-chain would be worth the trouble of getting up and picking the daisies, when suddenly a White Rabbit with pink eyes ran close by her.
There was nothing so very remarkable in that; nor did Alice think it so very much out of the way to hear the Rabbit say to itself, “Oh dear! Oh dear! I shall be late!” (when she thought it over afterwards, it occurred to her that she ought to have wondered at this, but at the time it all seemed quite natural); but when the Rabbit actually took a watch out of its waistcoat-pocket, and looked at it, and then hurried on, Alice started to her feet, for it flashed across her mind that she had never before seen a rabbit with either a waistcoat-pocket, or a watch to take out of it, and burning with curiosity, she ran across the field after it, and fortunately was just in time to see it pop down a large rabbit-hole under the hedge.
In another moment down went Alice after it, never once considering how in the world she was to get out again.
The rabbit-hole went straight on like a tunnel for some way, and then dipped suddenly down, so suddenly that Alice had not a moment to think about stopping herself before she found herself falling down a very deep well.
Either the well was very deep, or she fell very slowly, for she had plenty of time as she went down to look about her and to wonder what was going to happen next. First, she tried to look down and make out what she was coming to, but it was too dark to see anything; then she looked at the sides of the well, and noticed that they were filled with cupboards and book-shelves; here and there she saw maps and pictures hung upon pegs. She took down a jar from one of the shelves as she passed; it was labelled “ORANGE MARMALADE”, but to her great disappointment it was empty: she did not like to drop the jar for fear of killing somebody underneath, so managed to put it into one of the cupboards as she fell past it.
“Well!” thought Alice to herself, “after such a fall as this, I shall think nothing of tumbling down stairs! How brave they’ll all think me at home! Why, I wouldn’t say anything about it, even if I fell off the top of the house!” (Which was very likely true.)
Down, down, down. Would the fall never come to an end? “I wonder how many miles I’ve fallen by this time?” she said aloud. “I must be getting somewhere near the centre of the earth. Let me see: that would be four thousand miles down, I think—” (for, you see, Alice had learnt several things of this sort in her lessons in the schoolroom, and though this was not a very good opportunity for showing off her knowledge, as there was no one to listen to her, still it was good practice to say it over) “—yes, that’s about the right distance—but then I wonder what Latitude or Longitude I’ve got to?” (Alice had no idea what Latitude was, or Longitude either, but thought they were nice grand words to say.)
Presently she began again. “I wonder if I shall fall right through the earth! How funny it’ll seem to come out among the people that walk with their heads downward! The Antipathies, I think—” (she was rather glad there was no one listening, this time, as it didn’t sound at all the right word) “—but I shall have to ask them what the name of the country is, you know. Please, Ma’am, is this New Zealand or Australia?” (and she tried to curtsey as she spoke—fancy curtseying as you’re falling through the air! Do you think you could manage it?) “And what an ignorant little girl she’ll think me for asking! No, it’ll never do to ask: perhaps I shall see it written up somewhere.”
Down, down, down. There was nothing else to do, so Alice soon began talking again. “Dinah’ll miss me very much to-night, I should think!” (Dinah was the cat.) “I hope they’ll remember her saucer of milk at tea-time. Dinah my dear! I wish you were down here with me! There are no mice in the air, I’m afraid, but you might catch a bat, and that’s very like a mouse, you know. But do cats eat bats, I wonder?” And here Alice began to get rather sleepy, and went on saying to herself, in a dreamy sort of way, “Do cats eat bats? Do cats eat bats?” and sometimes, “Do bats eat cats?” for, you see, as she couldn’t answer either question, it didn’t much matter which way she put it. She felt that she was dozing off, and had just begun to dream that she was walking hand in hand with Dinah, and saying to her very earnestly, “Now, Dinah, tell me the truth: did you ever eat a bat?” when suddenly, thump! thump! down she came upon a heap of sticks and dry leaves, and the fall was over.
Alice was not a bit hurt, and she jumped up on to her feet in a moment: she looked up, but it was all dark overhead; before her was another long passage, and the White Rabbit was still in sight, hurrying down it. There was not a moment to be lost: away went Alice like the wind, and was just in time to hear it say, as it turned a corner, “Oh my ears and whiskers, how late it’s getting!” She was close behind it when she turned the corner, but the Rabbit was no longer to be seen: she found herself in a long, low hall, which was lit up by a row of lamps hanging from the roof.
There were doors all round the hall, but they were all locked; and when Alice had been all the way down one side and up the other, trying every door, she walked sadly down the middle, wondering how she was ever to get out again.
Suddenly she came upon a little three-legged table, all made of solid glass; there was nothing on it except a tiny golden key, and Alice’s first thought was that it might belong to one of the doors of the hall; but, alas! either the locks were too large, or the key was too small, but at any rate it would not open any of them. However, on the second time round, she came upon a low curtain she had not noticed before, and behind it was a little door about fifteen inches high: she tried the little golden key in the lock, and to her great delight it fitted!
Alice opened the door and found that it led into a small passage, not much larger than a rat-hole: she knelt down and looked along the passage into the loveliest garden you ever saw. How she longed to get out of that dark hall, and wander about among those beds of bright flowers and those cool fountains, but she could not even get her head through the doorway; “and even if my head would go through,” thought poor Alice, “it would be of very little use without my shoulders. Oh, how I wish I could shut up like a telescope! I think I could, if I only knew how to begin.” For, you see, so many out-of-the-way things had happened lately, that Alice had begun to think that very few things indeed were really impossible.
There seemed to be no use in waiting by the little door, so she went back to the table, half hoping she might find another key on it, or at any rate a book of rules for shutting people up like telescopes: this time she found a little bottle on it, (“which certainly was not here before,” said Alice,) and round the neck of the bottle was a paper label, with the words “DRINK ME,” beautifully printed on it in large letters.
It was all very well to say “Drink me,” but the wise little Alice was not going to do that in a hurry. “No, I’ll look first,” she said, “and see whether it’s marked ‘poison’ or not”; for she had read several nice little histories about children who had got burnt, and eaten up by wild beasts and other unpleasant things, all because they would not remember the simple rules their friends had taught them: such as, that a red-hot poker will burn you if you hold it too long; and that if you cut your finger very deeply with a knife, it usually bleeds; and she had never forgotten that, if you drink much from a bottle marked “poison,” it is almost certain to disagree with you, sooner or later.
However, this bottle was not marked “poison,” so Alice ventured to taste it, and finding it very nice, (it had, in fact, a sort of mixed flavour of cherry-tart, custard, pine-apple, roast turkey, toffee, and hot buttered toast,) she very soon finished it off.
Children Literature
Fantasy
Victorian Era
First Chapter
Adventure
Literary Fiction
British Literature
Novel Excerpt
Third Person Narrative
Whimsical
Coming of Age
Interior Design
Minimalist
Scandinavian
Product Photography
Tech Art
Data Visualization
Modern Design
Office Decor
Documentary
AI History
壬戌之秋,七月既望,苏子与客泛舟游于赤壁之下。清风徐来,水波不兴。举酒属客,诵明月之诗,歌窈窕之章。少焉,月出于东山之上,徘徊于斗牛之间。白露横江,水光接天。纵一苇之所如,凌万顷之茫然。浩浩乎如冯虚御风,而不知其所止;飘飘乎如遗世独立,羽化而登仙。(冯 通:凭)
于是饮酒乐甚,扣舷而歌之。歌曰:“桂棹兮兰桨,击空明兮溯流光。渺渺兮予怀,望美人兮天一方。”客有吹洞箫者,倚歌而和之。其声呜呜然,如怨如慕,如泣如诉;余音袅袅,不绝如缕。舞幽壑之潜蛟,泣孤舟之嫠妇。
苏子愀然,正襟危坐而问客曰:“何为其然也?”客曰:“‘月明星稀,乌鹊南飞’,此非曹孟德之诗乎?西望夏口,东望武昌,山川相缪,郁乎苍苍,此非孟德之困于周郎者乎?方其破荆州,下江陵,顺流而东也,舳舻千里,旌旗蔽空,酾酒临江,横槊赋诗,固一世之雄也,而今安在哉?况吾与子渔樵于江渚之上,侣鱼虾而友麋鹿,驾一叶之扁舟,举匏樽以相属。寄蜉蝣于天地,渺沧海之一粟。哀吾生之须臾,羡长江之无穷。挟飞仙以遨游,抱明月而长终。知不可乎骤得,托遗响于悲风。”
苏子曰:“客亦知夫水与月乎?逝者如斯,而未尝往也;盈虚者如彼,而卒莫消长也。盖将自其变者而观之,则天地曾不能以一瞬;自其不变者而观之,则物与我皆无尽也,而又何羡乎!且夫天地之间,物各有主,苟非吾之所有,虽一毫而莫取。惟江上之清风,与山间之明月,耳得之而为声,目遇之而成色,取之无禁,用之不竭。是造物者之无尽藏也,而吾与子之所共适。”(共适 一作:共食)
客喜而笑,洗盏更酌。肴核既尽,杯盘狼籍。相与枕藉乎舟中,不知东方之既白。
Classical Chinese
Song Dynasty
Literary Prose
Philosophy
Nature Writing
Rhapsody
Historical
Meditation
Poetry Prose
Confucian
0개 또는 작은 샘플을 언제 사용해야 합니까?
제로샷 분류를 기본 솔루션으로 사용하면 최대 256개 범주의 일반 분류 작업에서 즉각적인 결과를 얻을 수 있는 반면, 퓨샷 학습은 내장된 모델 지식 외부에 있거나 시간 집약적인 도메인별 데이터를 처리하는 데 더 적합합니다. 모델 업데이트가 필요합니다. 민감한 데이터.
특징 | 제로 샘플 | 작은 샘플 |
---|---|---|
주요 사용 사례 | 일반 분류 문제에 대한 기본 솔루션 | v3/clip-v1 도메인 외부 데이터 또는 시간에 민감한 데이터의 경우 |
다중 모드 및 다중 언어 지원 | check | check |
훈련 데이터가 필요합니다 | close | check |
/train에 필요한 주석 | 해당 없음 | check |
/classify에 필요한 주석 | check | close |
필수 분류자 ID | close | check |
의미 주석이 필요합니다. | check | close |
현황관리 | 무국적 | 상태 저장 |
지속적인 모델 업데이트 | close | check |
접근 제어 | close | check |
최대 수업 수 | 256 | 16 |
최대 분류기 | 해당 없음 | 16 |
요청당 최대 입력 | 1,024 | 1,024 |
입력당 최대 토큰 길이 | 8192 토큰 | 8192 토큰 |
API 가격표
API 가격은 토큰 사용량에 따라 결정됩니다. 하나의 API 키로 모든 Search Essentials 제품에 액세스할 수 있습니다.
제로 샘플 레이블과 작은 샘플 레이블의 차이점은 무엇입니까?
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num_iters는 무엇을 위해 사용되며 어떻게 사용합니까?
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공개 분류자 공유는 어떻게 작동하나요?
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소규모 표본 연구가 제대로 작동하려면 얼마나 많은 데이터가 필요합니까?
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여러 언어와 텍스트/이미지를 처리할 수 있나요?
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내가 알아야 할 엄격한 제한은 무엇입니까?
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시간이 지남에 따라 데이터 변경 사항을 어떻게 처리합니까?
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훈련 데이터를 보낸 후에는 어떻게 되나요?
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제로 샘플과 작은 샘플 - 언제 어느 것을 사용해야 합니까?
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언어/작업별로 다른 모델을 사용할 수 있나요?
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비율 제한
속도 제한은 세 가지 방법, 즉 RPM(분당 요청 수)과 TPM(분당 단어 수)으로 추적됩니다. 제한은 IP/API 키별로 적용되며 RPM 또는 TPM 임계값에 먼저 도달하면 트리거됩니다. 요청 헤더에 API 키를 제공하면 IP 주소 대신 키별로 요금 제한을 추적합니다.
Columns
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제품 | API 포트 | 설명하다arrow_upward | API 키 없음key_off | API 키 사용key | 프리미엄 API 키와 함께 제공key | 평균 지연 | 단어 사용 횟수 | 요청 유형 | |
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리더 API | https://r.jina.ai | URL을 큰 모델 친화적 텍스트로 변환 | 20 RPM | 500 RPM | trending_up5000 RPM | 7.9s | 출력 응답의 토큰 수를 기준으로 합니다. | GET/POST | |
리더 API | https://s.jina.ai | 웹을 검색하고 결과를 모델 친화적인 큰 텍스트로 변환합니다. | block | 100 RPM | trending_up1000 RPM | 2.5s | 각 요청에는 10000개의 토큰으로 시작하는 고정된 수의 토큰이 필요합니다. | GET/POST | |
심층 검색 | https://deepsearch.jina.ai/v1/chat/completions | 추론하고, 검색하고, 반복하여 최상의 답을 찾으세요 | block | 50 RPM | 500 RPM | 56.7s | 전체 프로세스에서 총 토큰 수를 계산합니다. | POST | |
벡터 모델 API | https://api.jina.ai/v1/embeddings | 텍스트/이미지를 고정 길이 벡터로 변환 | block | 500 RPM & 1,000,000 TPM | trending_up2,000 RPM & 5,000,000 TPM | ssid_chart 입력 크기에 따라 다름 help | 입력 요청의 토큰 수를 기준으로 합니다. | POST | |
재정렬 API | https://api.jina.ai/v1/rerank | 쿼리로 문서 구체화 | block | 500 RPM & 1,000,000 TPM | trending_up2,000 RPM & 5,000,000 TPM | ssid_chart 입력 크기에 따라 다름 help | 입력 요청의 토큰 수를 기준으로 합니다. | POST | |
분류자 API | https://api.jina.ai/v1/train | 훈련 샘플을 사용하여 분류기 훈련 | block | 20 RPM & 200,000 TPM | 60 RPM & 1,000,000 TPM | ssid_chart 입력 크기에 따라 다름 | 단어 수는 입력 단어 × 반복 횟수입니다. | POST | |
분류자 API (작은 샘플) | https://api.jina.ai/v1/classify | 훈련된 퓨샷 분류기를 사용하여 입력을 분류합니다. | block | 20 RPM & 200,000 TPM | 60 RPM & 1,000,000 TPM | ssid_chart 입력 크기에 따라 다름 | 토큰 개수는 다음과 같습니다. 입력 토큰 | POST | |
분류자 API (제로 샘플) | https://api.jina.ai/v1/classify | 제로샷 분류를 사용하여 입력 분류 | block | 200 RPM & 500,000 TPM | 1,000 RPM & 3,000,000 TPM | ssid_chart 입력 크기에 따라 다름 | 단어 수는: 입력 단어와 태그 단어입니다. | POST | |
분할기 API | https://api.jina.ai/v1/segment | 긴 텍스트를 단어와 문장으로 분할 | 20 RPM | 200 RPM | 1,000 RPM | 0.3s | 토큰 사용은 계산되지 않습니다. | GET/POST |
API 관련 FAQ
code
Reader, Embedding, Reranker, Classifier 및 Fine-Tuned Model API에 동일한 API 키를 사용할 수 있습니까?
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API 키의 토큰 사용량을 볼 수 있나요?
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API 키를 잊어버린 경우 어떻게 해야 합니까?
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API 키가 만료되나요?
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API 키 간에 토큰 잔액을 전송할 수 있나요?
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내 API 키를 파기할 수 있나요?
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일부 모델을 처음 요청할 때 속도가 느린 이유는 무엇입니까?
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모델을 훈련하는 데 사용자 입력 데이터가 사용됩니까?
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청구 관련 자주 묻는 질문
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API 요금은 문장 수나 요청 수에 따라 청구되나요?
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신규 사용자가 무료 평가판을 받을 수 있나요?
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실패한 요청에 대해 토큰이 차감되나요?
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어떤 결제 방법이 허용되나요?
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Ci Yuan 구매 후 송장을 발행할 수 있나요?
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