Riba:
- Yana ƙayyade wane nau'in kayan aiki ya dace da sarrafa tsari
- Ya fahimci cinikin farashi/latency tsakanin aiki tare, asynchronous da sarrafa tsari
- Yana ƙirƙira ƙaƙƙarfan tsarin aiki wanda ya dace da custom_id zuwa sakamako
Yawancin haɗin gwiwar LLM suna mayar da hankali kan yanayin "rayuwa" inda mai amfani ke jiran amsa a gaban allo. Amma yawancin ƙwararrun aikin ƙwararru ba a zahiri suke rayuwa ba: yiwa dubunnan takardu alama cikin dare, taƙaita duk bayanan da aka tattara, rarraba duk rikodin rikodin kira a cikin tarihin. A cikin waɗannan al'amura, babu wanda ke tsammanin amsa nan take; Muhimmin abu shine a gama aikin cikin arha da dogaro. Batch daidai ne don waɗannan nauyin aikin. A cikin wannan rukunin, zaku koyi bambanci tsakanin aiki tare, asynchronous, da sarrafa tsari, lokacin da tsari shine zaɓin da ya dace, da ƙaƙƙarfan kwarara wanda ke da ƙarfin gwiwa yayi daidai da custom_id da sakamako.
Hanyoyin Aiki Uku
yanayin
Yaya yake aiki
jinkiri
Farashin na yau da kullun
dace aiki
aiki tare
Kuna yin buƙata kuma ku jira amsa
seconds
Daidaitawa
Taɗi kai tsaye, mataimaki nan take
asynchronous
Kuna layi aikin kuma a sanar da ku idan ya gama.
Daƙiƙa–mintuna
Daidaitawa
Ayyukan bango, matakan sarrafa kansa
Batch
Yana aika dubunnan buƙatun a cikin fakiti ɗaya, sannan ya sami sakamako
Minti – hours
Yawancin lokaci ana rangwame
Ayyuka masu girma, jinkirin haƙuri
Tsarin tsari shine wannan: kuna aika ɗaruruwan / dubunnan buƙatun a matsayin "aiki" guda ɗaya ga mai bayarwa; Mai badawa yana sarrafa su a kan kansa kuma yana mayar da duk sakamakon da yawa da zarar an kammala. A sakamakon haka za ku sami abubuwa biyu: (1) gabaɗaya ƙananan farashin naúra, (2) ikon motsa ƙarar girma ba tare da fuskantar iyakokin saurin gudu ba. Farashin shi ne cewa sakamakon ba ya zo nan take, amma bayan wani lokaci.
Lokacin Batch, Lokacin Ba?
Shawarar ta sauko zuwa tambaya ɗaya: Shin mai amfani yana jiran sakamakon yanzu?
- A'a, Zan iya riƙe shi → ɗan takara batch. Alamar dare, taƙaitaccen tsari, rarraba kayan tarihi, haɓaka bayanai, kimantawa (eval) kisa.
- Ee, jira akan allo → daidaitawa. Taɗi kai tsaye, shawara nan take, taimako lokacin cike fom.
Tukwici: Hanyoyi biyu na iya zama tare a cikin samfuri ɗaya. Mai amfani yana aiki tare a cikin taɗi kai tsaye; Da dare, kuna ba da duk tattaunawar wannan rana ga rukuni don ingantaccen bincike. Rabe "bukatar rai" da "bukatar gamayya" shine yanke shawara na farko na gine-gine.
Anatomy na Ƙarfin Batch Flow
Mafi mahimmancin ƙa'idar fasaha na sarrafa tsari shine daidaitawar sakamako.
- Ba kowane buƙatu na musamman na musamman 'ID'. Wannan shine ID ɗin da kuka ƙirƙiro wanda ke gano buƙatar (misali daftari-2026-07-18-000431).
- Sallama aikin. Duk buƙatun suna tafiya cikin fakiti ɗaya; kowanne da nasa custom_id.
- Zabi halin da ake ciki. Kuna neman matsayi a cikin tazara har sai an "yi" aikin.
- Daidaita sakamakon da ` custom_id`. Za a iya mayar da sakamakon a cikin wani tsari daban fiye da odar ƙaddamarwa; don haka kar a yi daidai da matsayi amma ta custom_id kowane sakamako yana ɗauka.
- Duba nau'in kowane sakamako. Buƙata ɗaya na iya yin nasara, wani na iya gazawa, ɗaya na iya ƙarewa. Tsari bisa nasara/ gazawa.
{"buƙata": [ {"custom_id": "taswirar-000431", "params": {"model": "claude-haiku-4-5", "max_tokens": 128, "tsarin": "Rarraba daftari. Koma JSON kawai.", "saƙonni": [{"masu aiki": "{{invoice_text}}" }]} }, {"custom_id": "rasitan-000432", "params": {"model": "claude-haiku-4-5", "max_tokens": 128, "tsarin": "Raba daftari", "Maida" JSON kawai." "content": "{{invoice_text_2}}" }] }}]
Tsanaki: Sakamakon daidaitawa bisa odar ƙaddamarwa shine kuskuren lamba ɗaya a batching. Ba a adana jerin gwano. Idan ba tare da custom_id ba, ba za ku iya amincewa da tabbacin wanne sakamakon na wanne takarda ba ne - kuskuren daidaitawa cikin shiru yana haifar da bayanan da ba daidai ba.
Samfuran da za a iya kwafi
# Tsarin ƙarni na al'ada_id (na musamman kuma wanda za'a iya ganowa) Tsarin: <isture>-<kwanan wata>-<jeri>. Misali: buƙatar-20260718-000431Dokar: kar a sake maimaita aiki; Saka ID na rikodin albarkatu a ciki.
# Katin aiki na Batch (samfurin tsarawa) Sunan aiki: .............Lambar rikodin: .............Model: ............. (sauƙaƙan aiki → samfurin sauri)Max_tokens ga buƙata: ............. Haƙuri lokacin isarwa da ake tsammani: ......... sa'o'i Sakamakon matching key: custom_idIdan akwai kuskure: sake gwadawa / jerin gwano / rahoto
# Buƙatun buƙatun guda ɗaya a cikin tsari (gajere da tsari) Rarraba wannan takaddar. Kawai mayar da wannan JSON, yin sharhi:{"categori":"...","gaggawa":"low|matsakaici|high"}Takardu: """"{{takarda}}"""
# Sakamako sarrafa pseudo-code ga kowane sakamako: idan result.status == "nasara": rikodin = nemo(custom_id) ajiye(rikodi, sakamako.fitarwa) in ba haka ba: add_to_fail(custom_id, result.error) # sannan a sake gwadawa
Rauni mai ƙarfi / ƙarfi mai ƙarfi (ƙirar aikin batch)
# WEAK (ƙirar mai rauni) Aika takardu 10,000 don tsari tare da ƙaƙƙarfan ƙira, adana sakamakon da aka dawo cikin tsari da suka zo.
# KARFI (tsari mai dorewa) Aika takardu 10,000 a cikin tsari ɗaya tare da ƙirar sauri. Ba kowane daftarin aiki na musamman custom_id mai ɗauke da ID na rikodin tushen. Daidaita sakamakon tare da custom_id; yi jerin gwano waɗanda suka kasa kuma sake gwadawa.Run a cikin taga dare; Juriyar bayarwa 6 hours.
Sigar mai ƙarfi; Yana riga ya bayyana zaɓin ƙirar ƙira, maɓallin daidaitawa, sarrafa kuskure da lokaci. Wannan shine bambanci wajen sarrafa dubun dubatan bayanai amintattu.
Mini Cases guda uku
Case 1 - Tagging dare. Ƙungiyar kasuwancin e-commerce za ta rarraba bita-da-kullin samfur 200,000 cikin alamun jin daɗi. Yawo mai aiki tare kai tsaye ya kasance ƙarƙashin iyakokin gudu kuma yana da tsada. Sun dauki aikin a cikin dare a matsayin tsari tare da samfurin sauri; Farashin naúrar ya faɗi, an shirya duk saitin da safe, kuma babu matsalolin iyaka na sauri.
Case 2 - Oda rudani. Rukunin ƙungiyar bincike sun zazzage labarai 5,000, amma sun rubuta sakamakon cikin fayiloli a cikin tsari da suka isa. Domin an dawo da sakamakon a cikin wani tsari na daban, kusan 900 daga cikin 5,000 abstracts an danganta su da labarin da ba daidai ba. Sun mayar da shi zuwa custom_id; An warware matsalar kuma wannan ƙwarewar ta zama doka ta dindindin: "Koyaushe custom_id a cikin tsari."
Case 3 - jiran aiki kai tsaye a yanayin da ba daidai ba. Ƙungiya mai goyan baya ta yi ƙoƙarin bayar da rayayyun martanin da mai amfani ya sa ran akan allon; An watsar da masu amfani saboda sakamakon ya zo bayan mintuna kaɗan. Sun mayar da aikin kai tsaye zuwa aiki tare, sun bar kawai nazarin ingancin dare a cikin tsari. Darasi: Batch ba don jiran aiki ba ne.
Kuskuren gama gari
- Sakamakon daidaitawa ta matsayi: Ba a adana oda; Yi amfani da custom_id.
- Canja wurin aiki kai tsaye zuwa tsari: Mai amfani ba zai iya jira na mintuna ba; tsari ne don jinkirin ayyukan haƙuri.
- Rashin kula da shari'o'in kuskure: Wasu buƙatun na iya dawowa sun gaza/ ƙarewa; Saka shi a cikin wani layi daban kuma a sake gwadawa.
- Ƙarfin samfurin amfani da reflex a cikin tsari: Tsarin sauri + tsari shine mafi arha haɗin gwiwa a cikin ayyuka masu sauƙi.
- Ba a iya gano al'ada_id: Idan ba a saka rikodin tushe a cikin ID ɗin ba, yana da wahala a haɗa sakamakon baya.
- Manta don bincika halin da ake ciki: Ana tsammanin sakamako kafin aikin ya ƙare; Duba matsayin kammalawa.
Zurfafa: Tsarin Sa Ido da Sarrafa Ƙarƙashin Sashe
Mafi balagagge al'amari na tsari tsari shi ne cewa yana buƙatar tunani daban-daban fiye da kiran mutum guda: aikin batch shine "tsari", ba "wani abu ba". Zaton cewa dubunnan buƙatun duk za su yi nasara ba shi da ƙarfi; Zane na gaskiya yana yarda da gazawar sashi daga farkon. Matsayin kowane sakamako na iya bambanta: nasara, kasawa (misali shigarwa mara inganci), soke ko ƙarewa. Ƙaƙƙarfan kwarara yana sarrafa matsayin kowane sakamako daban yayin da yake tafiya cikinsa, yana sanya gazawar zuwa cikin "sake gwada jerin gwano" kuma yana gudanar da wannan jerin gwano daban.
Ayyukan na biyu shine tsarawa don idempotency (cewa gudanar da aiki iri ɗaya sau biyu baya haifar da wani lahani). Idan wani tsari ya katse kuma ka sake kunna shi, bai kamata ka sake yin aiki ba kuma ka rubuta sau biyu na bayanan da aka riga aka sarrafa. Daure custom_id zuwa rikodin tushen ku yana aiki anan kuma: "Shin an riga an sarrafa wannan rikodin?" kafin ajiye sakamakon. Dubawa yana hana bugawa sau biyu.
Batu na uku shine tada rafukan kai tsaye tare da tsari. Wasu ayyuka suna da nau'i-nau'i masu raye-raye da batch: lokacin da mai amfani ya loda daftarin aiki, kuna ba su taƙaitaccen taƙaitaccen bayani (mai daidaitawa), kuma ku sake aiwatar da takaddun iri ɗaya don zurfafa bincike da dare (batch). Tsare-tsare tsakanin hanyoyin biyu yana haɓaka ƙwarewar mai amfani da farashi.
A ƙarshe, batching kuma hanya ce ta magance iyakokin gudu (raka'a 8). Aika babban girma a cikin gudana tare da kai tsaye yana samar da 429 akai-akai, yayin aika ƙarar guda ɗaya zuwa jujjuyawar ƙayyadaddun ƙayyadaddun matsa lamba zuwa tsarin tsarawa na mai bayarwa kuma yana sa aikin ya fi tsinkaya.
a takaice
Sarrafa tsari gabaɗaya hanya ce mai arha kuma mafi ƙarfi don jurewa-haƙuri da manyan ayyuka masu girma. Yanke shawararsa shine "mai amfani yana jiran sakamakon yanzu?" kayyade tambaya. Mafi mahimmancin ƙa'idar fasaha ita ce ba kowane buƙatu na musamman custom_id, sakamakon daidaitawa ta ID maimakon wuri, da kuma bi da nasarar ko gazawar kowane sakamako daban.
Aikin aikace-aikace
Zaɓi aiki mai girma (misali. (1) Yanke shawarar ko wannan aikin yana raye ko na gamayya kuma ku ba da hujja. (2) Zana tsarin custom_id (haɗa rikodin albarkatun). (3) Cika katin aikin batch (samfurin, max_tokens, haƙuri, manufar kuskure). (4) Rubuta pseudocode sarrafa sakamako don haɗa buƙatun da suka gaza.
jerin abubuwan dubawa
- [ ] Zan iya bambance tsarin aiki tare, asynchronous da batch akan madaidaicin farashi/jinkiri.
- [ ] Zan iya yanke shawara ko aiki ya dace da tsari ko a'a ta hanyar yin tambayar da ta dace.
- [ ] Ina ba kowane buƙatu na musamman custom_id kuma na dace da sakamakon ta ID.
- [ ] Zan iya sarrafa gazawar / ƙare sakamakon sakamako daban.
- [ ] Na san fa'idodin zabar samfur mai sauri a cikin ayyuka masu sauƙi.