Me pēhea te Whakatakoto i ngā Tauira AI

Me pēhea te Whakatakoto i ngā Tauira AI

Whakautu poto: Ko te whakamahi i tētahi tauira AI ko te whiriwhiri i tētahi tauira tuku (wā-tūturu, puranga, rerema, taha rānei), kātahi ka taea te tāruarua, te tirotiro, te haumaru, me te whakahurihuri i te ara katoa. Ina whakaputahia e koe ngā mea katoa me te whakataurite i te whakaroa p95/p99 i runga i ngā kawenga rite ki te whakaputa, ka karohia e koe te nuinga o ngā hapa "mahi i runga i taku pona".

Ngā kōrero matua hei whakaaroaro:

Ngā tauira whakatinanatanga: Kōwhiria te wā-tūturu, te puranga, te rere, te taha rānei i mua i te tukunga atu ki ngā taputapu.

Te Whakaputa Anō: Putanga o te tauira, ngā āhuatanga, te waehere, me te taiao hei ārai i te hē.

Te Tirotiro: Te aroturuki tonu i ngā hiku whakaroa, ngā hapa, te kukū, me ngā tohatoha raraunga, putanga rānei.

Ngā whakahōunga haumaru: Whakamahia ngā whakamātautau kanari, kikorangi-kakariki, atarangi rānei me ngā paepae whakahōunga aunoa.

Haumarutanga me te tūmataitinga: Whakamahia te mana whakamana, ngā herenga reiti, me te whakahaere mea ngaro, me te whakaiti i te PII i roto i ngā rangitaki.

Me pēhea te whakatinana i ngā tauira AI? Ngā whakaahua taipitopito

Ngā tuhinga ka pai pea koe ki te pānui i muri i tēnei: 

🔗 Me pehea te ine i te mahi AI
Akohia ngā inenga, ngā paearu, me ngā arowhai o te ao tūturu mō ngā hua pono o te AI.

🔗 Me pēhea te whakahaere aunoa i ngā mahi mā te AI
Tahurihia ngā mahi tāruarua hei rerengamahi mā te whakamahi i ngā tohutohu, ngā taputapu, me ngā whakaurunga.

🔗 Me pēhea te whakamātautau i ngā tauira AI
Te hoahoa i ngā aromatawai, ngā huinga raraunga, me te whakatauranga hei whakatairite i ngā tauira i runga i te whakaaro kotahi.

🔗 Me pehea te korero ki a AI
Pātaihia ngā pātai pai ake, whakatakotohia te horopaki, ā, kia tere te whiwhi whakautu mārama ake.

1) He aha te tikanga tūturu o te "whakatakotoranga" (me te take ehara i te mea he API noa iho) 🧩

Ina kī te tangata "whakatakotoria te tauira," ko tētahi o ēnei pea te tikanga:

Nō reira, he iti ake te "whakamāmā i te tauira" i te whakatinanatanga, engari he rite ki:

He rite tonu ki te whakatuwhera i tētahi wharekai. He mea nui te tunu i tētahi rihi reka, ae. Engari me whai tonu koe i te whare, i ngā kaimahi, i te pouaka whakamātao, i ngā tahua kai, i te mekameka tuku kai, me te huarahi hei whakahaere i te tere o te tina me te kore e tangi i roto i te pouaka tio. Ehara i te kupu whakarite tino tika… engari ka mārama koe. 🍝

2) He aha te mea e pai ai te putanga o "Me pēhea te whakatakoto i ngā tauira AI" ✅

He mea hoha te "whakatakotoranga pai". Ka taea te matapae i tana whanonga i raro i te pēhanga, ā, ki te kore, ka taea e koe te tātari tere.

Koinei te āhua o te kupu "pai":

  • Ngā hanganga ka taea te tāruarua
    He waehere kotahi + he whakawhirinakitanga kotahi = he whanonga kotahi. Kāore he āhua whakamataku "e mahi ana i runga i taku pona" 👻 ( Docker: He aha te ipu? )

  • Kirimana atanga mārama
    Kua tautuhia ngā tāuru, ngā putanga, ngā kauwhata, me ngā tauira taha. Kāore he momo ohorere i te 2am. ( OpenAPI: He aha te OpenAPI?, Kauwhata JSON )

  • Te mahinga e rite ana ki te ao tūturu.
    Ko te whakaroa me te tere o te mahi e inehia ana i runga i ngā taputapu rite ki te whakaputa me ngā kawenga tūturu.

  • Te aroturuki me ngā niho
    Ngā inenga, ngā rangitaki, ngā tohu, me ngā arowhai nekehanga e whakaoho ana i te mahi (ehara i te mea ko ngā papaaho anake kāore e whakatuwheratia e tetahi). ( Pukapuka SRE: Te aroturuki i ngā pūnaha tohatoha )

  • Rautaki whakarewatanga haumaru
    Canary, kikorangi-kakariki rānei, he ngāwari te huri whakamuri, he putanga kāore e hiahiatia he inoi. ( Tukunga Canary , Whakatakotoranga Kikorangi-Kakariki )

  • Mōhio ki ngā utu,
    he mea pai te "Tere" kia rite rā anō te pire ki tētahi nama waea 📞💸

  • Te haumarutanga me te tūmataitinga i roto i
    te whakahaere Ngā mea ngaro, te whakahaere urunga, te whakahaere PII, me te āheinga arotake. ( Kubernetes Secrets , NIST SP 800-122 )

Ki te taea e koe te mahi i aua mea i ngā wā katoa, kua eke kē koe ki mua i te nuinga o ngā tīma. Kia pono tātou.

3) Kōwhiria te tauira whakatinanatanga tika (i mua i te whiriwhiri i ngā taputapu) 🧠

Whakatau API wā-tūturu ⚡

Pai rawa atu ina:

  • e hiahia ana ngā kaiwhakamahi ki ngā hua tere (ngā taunakitanga, ngā tirotiro tinihanga, te kōrerorero, te whakawhaiaro)

  • me puta ngā whakataunga i te wā e tonoa ana

Ngā tūpato:

Te kaute puranga 📦

Pai rawa atu ina:

  • ka taea te whakaroa i ngā matapae (te whakatau i te mōrearea mō te pō kotahi, te matapae i te huringa, te whakarei ake i te ETL) ( Amazon SageMaker Batch Transform )

  • e hiahia ana koe ki te whai huatanga o te utu me ngā mahi māmā ake

Ngā tūpato:

  • te hou o ngā raraunga me ngā whakakī anō

  • te pupuri i te arorau āhuatanga kia rite ki te whakangungu

Whakatau rere 🌊

Pai rawa atu ina:

  • ka tukatuka tonu koe i ngā kaupapa (IoT, clickstreams, pūnaha aroturuki)

  • e hiahia ana koe ki ngā whakataunga tata-wā-tūturu me te kore he whakautu tono tino pakari

Ngā tūpato:

Te whakatinanatanga o te taha 📱

Pai rawa atu ina:

Ngā tūpato:

Kōwhiria te tauira i te tuatahi, kātahi ka tīpako i te puranga. Ki te kore, ka akiakihia e koe te tauira tapawhā ki roto i te wā oma porowhita. He mea pērā rānei. 😬

4) Te tākai i te tauira kia ora tonu ai i te wā e pa atu ana ki te mahi hanga 📦🧯

Koinei te wāhi e mate puku ai te nuinga o ngā "whakatakotoranga ngāwari".

Putanga katoa (āe, katoa)

  • Tauira taonga (taumaha, kauwhata, tohu, mahere tapanga)

  • Arorau āhuatanga (ngā panonitanga, te whakataurite, ngā kaiwhakakōwaehere)

  • Waehere whakatau (i mua/i muri i te tukatuka)

  • Taiao (Python, CUDA, ngā pukapuka pūnaha)

He huarahi māmā e whai hua ana:

  • whakamahia te tauira hei taonga tuku

  • rongoatia me te tohu putanga

  • me whai kōnae raraunga rite ki te kāri tauira: te kaupapa, ngā inenga, ngā tuhipoka whakaahua raraunga whakangungu, ngā herenga e mōhiotia ana ( Ngā Kāri Tauira mō te Pūrongo Tauira )

He āwhina ngā ipu, engari kaua e karakia ki a rātou 🐳

He pai ngā ipu nā te mea:

  • whakatio i ngā whakawhirinakitanga ( Docker: He aha te ipu? )

  • whakapūmau i ngā hanganga

  • whakangawari i ngā whāinga whakatinanatanga

Engari me whakahaere tonu e koe:

  • ngā whakahōutanga o te ahua turanga

  • Hototahi ki ngā taraiwa GPU

  • matawai haumarutanga

  • rahi o te ahua (kāore tetahi e pai ki te 9GB "hello world") ( ngā mahi pai o te hanga Docker )

Whakapūmautia te atanga

Whakatauhia tō hōputu tāuru/tāpui i te tīmatanga:

Ā, whakamanahia ngā tāurunga. Ko ngā tāurunga kore tika te tino take o ngā tīkiti "he aha i whakahokia mai ai ngā mea koretake". ( OpenAPI: He aha te OpenAPI? , JSON Schema )

5) Ngā kōwhiringa tuku - mai i te "API māmā" ki ngā tūmau tauira katoa 🧰

E rua ngā ara noa:

Kōwhiringa A: Tūmau taupānga + waehere whakatau (huarahi kāhua FastAPI) 🧪

Ka tuhi koe i tētahi API e utaina ana te tauira, ā, ka whakahokia mai ngā matapae. ( FastAPI )

Ngā Painga:

  • ngāwari ki te whakarite

  • he pai mō ngā tauira māmā ake, mō ngā hua tīmatanga rānei

  • te whakamanatanga māmā, te ara, me te whakaurunga

Ngā ngoikoretanga:

  • nāu ake te whakatikatika mahi (te puranga, te miro, te whakamahinga GPU)

  • Ka hanga hou koe i ētahi wira, tera pea he kino i te tīmatanga

Kōwhiringa B: Tūmau tauira (huarahi TorchServe / Triton) 🏎️

Ngā tūmau motuhake e whakahaere ana i:

Ngā Painga:

  • ngā tauira mahi pai ake i waho o te pouaka

  • he wehenga māhorahora ake i waenga i te mahi ratonga me te arorau pakihi

Ngā ngoikoretanga:

  • te uauatanga o te mahi anō

  • ka ahua uaua te whirihoranga, pērā i te whakarite i te pāmahana o te kaukau

He tino noa te tauira ranu:

6) Ripanga Whakataurite - ngā huarahi rongonui hei whakatinana (me ngā kare pono) 📊😌

Kei raro nei tētahi tirohanga whānui o ngā kōwhiringa e whakamahia ana e te tangata ina rapu huarahi ana ki te whakatinana i ngā Tauira AI .

Utauta / Huarahi hunga whakarongo Utu He aha i mahi ai
Docker + FastAPI (he rite rānei) Ngā tīma iti, ngā pakihi hou Āhua kore utu He māmā, he ngāwari, he tere te tuku - ka "rongo" koe i ngā raruraru tauine katoa ( Docker , FastAPI )
Kubernetes (DIY) Ngā tīma papaaho Te whakawhirinaki ki te hangarau Mana whakahaere + tauine… he maha hoki ngā pona, ko ētahi he mea kanga ( Kubernetes HPA )
Pūhara ML whakahaeretia (ratonga ML kapua) Ngā tīma e hiahia ana kia iti ake ngā mahi Utu i a koe e haere ana Ngā rerengamahi whakatinanatanga kua hangaia, ngā matau aroturuki - he utu nui i ētahi wā mō ngā pito mutunga e mau tonu ana ( whakatinanatanga Vertex AI , whakatau wā-tūturu SageMaker )
Ngā mahi kore tūmau (mō te whakatau māmā) Ngā taupānga e ārahi ana i ngā huihuinga Utu mo ia whakamahi He pai mō ngā waka tūtae - engari ka taea e ngā tīmatanga makariri me te rahi o te tauira te whakakino i tō rā 😬 ( AWS Lambda tīmatanga makariri )
Tūmau Whakatau NVIDIA Triton Ngā tīma e aro ana ki te mahi Pūmanawa kore utu, utu hanganga He tino pai te whakamahinga o te GPU, te puranga, te maha-tauira - me manawanui te whirihoranga ( Triton: Te puranga hihiri )
Ratonga Rama Ngā tīma maha-PyTorch Pūmanawa kore utu He pai ngā tauira tuku taunoa - me whakatikatika pea mō te tauine teitei ( tuhinga TorchServe )
BentoML (tākai + tūnga) Ngā kaihangarau ML Matua kore utu, he rerekē ngā tāpiri He maeneene te takai, he pai te wheako kaiwhakawhanake - me whai tonu koe i ngā kōwhiringa ā-roto ( takai BentoML mō te whakatinanatanga )
Ray Serve Ngā tāngata pūnaha tohatoha Te whakawhirinaki ki te hangarau Ka tauine whakapae, he pai mō ngā paipa - he "nui" te āhua mō ngā kaupapa iti ( Ngā tuhinga a Ray Serve )

Tuhipoka tēpu: He kupu tūturu te kupu "Free-ish". Nā te mea kāore e kore he utu. He pire tonu kei hea, ahakoa ko tō moe. 😴

7) Te mahi me te tauine - te whakaroa, te tere o te mahi, me te pono 🏁

Ko te whakatikatika i te mahi te wāhi e huri ai te whakatinanatanga hei mahi toi. Ehara i te "tere" te whāinga. Ko te whāinga kia tere tonu .

Ngā inenga matua e whai tikanga ana

Ngā rīwhi noa hei kukume

  • Whakakotahitanga
    Whakakotahitia ngā tono hei whakanui ake i te whakamahinga o te GPU. He pai mō te putanga mahi, ka pā kino pea ki te whakaroa mēnā ka nui rawa te mahi. ( Triton: Whakakotahitanga hihiri )

  • Te Ine Ine
    Ka taea e te iti o te tika (pērā i te INT8) te tere ake te whakatau me te whakaiti i te mahara. Tērā pea ka paku heke te tika. I ētahi wā kāore, he mea miharo. ( Te ine ine i muri i te whakangungu )

  • Te whakahiato/te arotau i
    te kaweake ONNX, ngā arotau kauwhata, ngā rere rite ki te TensorRT. He kaha, engari ka uaua te patuiro 🌶️ ( ONNX , ngā arotau tauira ONNX Runtime )

  • Te Keteroki
    Mena ka tukurua ngā tāurunga (ka taea rānei e koe te keteroki i ngā tāpiringa), ka taea e koe te penapena nui.

  • Aunoa i
    te Tauine i runga i te whakamahinga o te CPU/GPU, te hohonutanga o te rarangi, te tere tono rānei. Kāore i te tino arohia te hohonutanga o te rarangi. ( Kubernetes HPA )

He tohutohu rerekē engari he pono: me ine ki ngā rahi kawenga rite ki te whakaputa. Ka teka ngā kawenga whakamātautau iti ki a koe. Ka menemene mārie rātou, kātahi ka tukua koe i muri mai.

8) Te aroturuki me te mātakitaki - kaua e rere matapo 👀📈

Ehara i te mea ko te aroturuki tauira anake te aroturuki i te wā mahi. Me mōhio koe mēnā:

Ngā mea hei aroturuki (te huinga iti rawa e taea ana)

Hauora ratonga

Whēkenga tauira

  • ngā tohatoha āhuatanga whakauru (ngā tatauranga taketake)

  • ngā paerewa whakauru (mō ngā tauira whakauru)

  • ngā tohatoha putanga (te māia, te ranunga akomanga, ngā awhe kaute)

  • te kimi i ngā hapa i ngā whakaurunga (para e tomo mai ana, para e puta atu ana)

Te rere o ngā raraunga me te rere o ngā ariā

Te takiuru, engari ehara i te huarahi "takihia ngā mea katoa ake ake" 🪵

Rārangi:

Kia tūpato ki te tūmataitinga. Kāore koe e hiahia kia waiho ō rangitaki hei turuturu raraunga mōu. ( NIST SP 800-122 )

9) Ngā rautaki CI/CD me te whakatinanatanga - whakaarohia ngā tauira pērā i ngā tukunga tūturu 🧱🚦

Ki te hiahia koe ki ngā whakatinanatanga pono, hangaia he paipa. Ahakoa he mea māmā noa iho.

He rere mārō

  • Ngā whakamātautau wae mō te tukatuka i mua me te tukatuka i muri

  • Whakamātautau whakauru me te "huinga koura" whakauru-putanga e mōhiotia ana

  • Te tūāpapa whakamātautau kawenga (ahakoa he māmā)

  • Hangaia he taonga tuku iho (ipu + tauira) ( Ngā mahi pai rawa atu mō te hanga Docker )

  • Whakatakotoria ki te whakaaturanga

  • Tukunga Canary ki tētahi wāhanga iti o te waka ( Canary Release )

  • Whakapiki haere mārire

  • Te hurihanga aunoa i ngā paepae matua ( Te Whakatakotoranga Kikorangi-Kakariki )

Ngā tauira hurihuri hei whakaora i tō hinengaro

Ā, hurihia ō pūwāhi mutunga, tō ara rānei mā te tauira putanga. Ka mihi atu koe ki a koe mō ngā mea kei te heke mai. Ka mihi atu hoki koe ki a koe mō ngā mea o nāianei, engari kia ata noho.

10) Te haumarutanga, te tūmataitinga, me te "kaua e turuturu i ngā mea" 🔐🙃

Ka tae pōturi mai ngā kaitiaki, pērā i te manuhiri kāore i karangatia. He pai ake te karanga wawe.

Rārangi arowhai mahi

  • Te manatoko me te whakamanatanga (ko wai ka taea te waea atu ki te tauira?)

  • Te whakawhāiti tere (te tiaki i te tukino me ngā awha tūpono) ( te whakawhāiti i te API Gateway )

  • Te whakahaere i ngā mea ngaro (kāore he kī i roto i te waehere, kāore hoki he kī i roto i ngā kōnae whirihora…) ( Kaiwhakahaere Ngā Mea Ngaro AWS , Ngā Mea Ngaro Kubernetes )

  • Ngā mana whakahaere whatunga (ngā whatunga iti tūmataiti, ngā kaupapa here ratonga-ki-ratonga)

  • Ngā rangitaki arotake (ina koa mō ngā matapae tairongo)

  • Te whakaiti i ngā raraunga (penapenahia ngā mea e tika ana) ( NIST SP 800-122 )

Mena ka pā te tauira ki ngā raraunga whaiaro:

  • ngā tohu whakatika, tohu tātai rānei

  • karohia te tuhi i ngā kawenga mata ( NIST SP 800-122 )

  • tautuhi i ngā ture pupuri

  • te rere o ngā raraunga tuhinga (hoha, engari he tiaki)

Waihoki, he mea nui te werohanga tere me te whakamahi kino i te putanga mō ngā tauira whakaputa. Tāpirihia: ( OWASP Top 10 mō ngā Tono LLM , OWASP: Werohanga Tere )

  • ngā ture horoi whakauru

  • tātari putanga ina tika

  • ngā ārai mō te karanga taputapu, ngā mahi pātengi raraunga rānei

Kāore he pūnaha e tino tika ana, engari ka taea e koe te whakaiti i tōna pakarukaru.

11) Ngā mahanga noa (arā, ngā mahanga noa) 🪤

Anei ngā mea rongonui:

Ki te mea kei te pānui koe i tēnei, ā, kei te whakaaro koe "āe, e rua ā mātou mahi," nau mai ki te karapu. He kai mā te karapu, ā, he iti noa te ahotea. 🍪

12) Whakarāpopototanga - Me pēhea te Whakatakoto i ngā Tauira AI me te kore e ngaro tō hinengaro 😄✅

Mā te whakatinanatanga ka huri te AI hei hua tūturu. Ehara i te mea whakamīharo, engari koinei te wāhi e whiwhi ai i te whakawhirinaki.

Whakarāpopototanga tere

Āe, ko te āhua o te whakatinanatanga o ngā tauira AI he rite ki te takaro pōro poihau mura i te tīmatanga. Engari ina pumau tō paipa, ka tino makona. He rite ki te whakarite i tētahi pouaka kua raruraru… ko te pouaka anake te waka whakaputa. 🔥🎳

Ngā Pātai Auau

Te tikanga o te whakatinana i tētahi tauira AI i roto i te whakaputanga

Ko te whakatinanatanga o tētahi tauira AI he nui atu i te whakaatu noa i tētahi API matapae. I roto i te mahi, kei roto ko te tākai i te tauira me ōna whakawhirinakitanga, te whiriwhiri i tētahi tauira tuku (wā-tūturu, puranga, rerema, taha rānei), te whakatauine me te pono, te aroturuki i te hauora me te nekehanga, me te whakarite i ngā ara whakarewatanga me te hurihanga haumaru. Ka noho pumau tonu te whakatinanatanga pakari i raro i te kawenga, ā, ka taea tonu te tautuhi ina he tetahi mea.

Me pēhea te whiriwhiri i waenga i te wā-tūturu, te puranga, te rerema, te whakatinanatanga taha rānei

Kōwhiria te tauira whakatinanatanga i runga i te wā e hiahiatia ana ngā matapae me ngā here e whakahaerehia ana e koe. Ka uru ngā API wā-tūturu ki ngā wheako taunekeneke e whai tikanga ana te whakaroa. Ka pai te mahi a te kaute puranga ina whakaaetia ngā whakaroa, ā, ka arahi te whai huatanga utu. Ka pai te rerema ki te tukatuka huihuinga tonu, inā koa ka uaua te tikanga tuku. He pai te whakatinanatanga taha mō te mahi tuimotu, te tūmataitinga, ngā whakaritenga whakaroa tino-iti rānei, ahakoa ka uaua ake te whakahaere i ngā whakahoutanga me ngā rerekētanga taputapu.

Me aha te putanga hei karo i ngā hapa whakatinanatanga "e mahi ana i runga i taku pona"

He putanga nui atu i te taumaha tauira anake. I te nuinga o te wā, ka hiahia koe ki tētahi tauira tauira kua whakapūtātia (tae atu ki ngā tohu, ki ngā mahere tapanga rānei), te tukatuka-mua me te arorau āhuatanga, te waehere whakatau, me te taiao wā-oma katoa (ngā whare pukapuka Python/CUDA/pūnaha). Whakamahia te tauira hei tauira tukunga me ngā putanga kua tohua me ngā raraunga māmā e whakaahua ana i ngā tumanakohanga kaupapa, ngā tuhipoka aromatawai, me ngā herenga e mōhiotia ana.

Ahakoa me whakatinana mā te ratonga FastAPI māmā, mā te tūmau tauira motuhake rānei

He pai te mahi a tētahi tūmau taupānga māmā (he huarahi ā-FastAPI) mō ngā hua tōmua, ngā tauira māmā rānei, nā te mea ka mau tonu te mana whakahaere mō te ara, te whakamana, me te whakaurunga. Ka taea e tētahi tūmau tauira (ā-TorchServe, ā-NVIDIA Triton rānei) te whakarato i te puranga kaha ake, te ōritetanga, me te whai huatanga o te GPU mai i te tīmatanga. He maha ngā tīma e tau ana ki tētahi pūnaha ranu: he tūmau tauira mō te whakatau me tētahi paparanga API angiangi mō te whakamana, te hanga tono, me ngā herenga reiti.

Me pēhea te whakapai ake i te whakaroa me te tere o te tuku me te kore e pakaru te tika

Tīmata mā te ine i te whakaroa p95/p99 i runga i ngā taputapu rite ki te whakaputa me ngā kawenga tūturu, nā te mea ka taea e ngā whakamātautau iti te whakapohehe. Ko ngā momo whakamātau noa ko te puranga (he pai ake te putanga, he kino ake pea te whakaroa), te ine ine (he iti ake, he tere ake, i ētahi wā he iti noa ngā taupatupatu tika), ngā rerenga whakahiato me te arotau (he rite ki te ONNX/TensorRT), me te pupuri i ngā whakaurunga, i ngā whakaurunga rānei. Mā te tauine aunoa i runga i te hohonu o te rarangi ka taea hoki te aukati i te whakaroa hiku kia piki ake.

He aha te aroturukitanga e hiahiatia ana i tua atu i te "kua eke te pito mutunga"

Kāore e ranea te wā mahi, nā te mea ka āhua ora te ratonga i te mea ka heke te kounga o te matapae. I te iti rawa, aroturukihia te rahinga tono, te tere hapa, me ngā tohatoha whakaroa, me ngā tohu kukū pēnei i te CPU/GPU/mahara me te wā rarangi. Mō te whanonga tauira, aroturukihia ngā tohatoha tāuru me te putanga me ngā tohu rerekē taketake. Tāpirihia ngā arowhai nekeneke e whakaoho ana i te mahi kaua ki ngā matohi haruru, me te takiuru i ngā ID tono, ngā putanga tauira, me ngā putanga whakamana kaupapa.

Me pēhea te whakarewa i ngā putanga tauira hou me te haumaru, me te whakaora tere hoki

Me rite ngā tauira ki ngā tukunga katoa, me te paipa CI/CD e whakamātautau ana i te tukatuka i mua me te tukatuka i muri, e whakahaere ana i ngā arowhai whakauru ki te "huinga koura," ā, e whakatū ana i tētahi turanga kawenga. Mō ngā whakarewatanga, ka tukuna mārire e Canary te waka piki, ko te kikorangi-kakariki ia ka pupuri i te putanga tawhito kia ora tonu hei whakahokinga. Ka āwhina te whakamātautau atarangi ki te aromatawai i tētahi tauira hou i runga i te waka tūturu me te kore e pā ki ngā kaiwhakamahi. Me waiho te whakahokinga hei tikanga tuatahi, kaua hei whakaaro i muri mai.

Ko ngā hapa tino kitea i te wā e ako ana koe ki te whakatinana i ngā tauira AI

Ko te āhua rerekē o te mahi whakangungu te mea tawhito: he rerekē te tukatuka i mua i te whakangungu me te whakaputa, ā, ka heke mārire te mahi. Ko tētahi atu raruraru e pā ana ko te korenga o te whakamana kaupapa, ina pakaru ngā tāurunga i roto i ngā huarahi ngaro nā te huringa whakarunga. Ka whakaitihia hoki e ngā tīma te roa o te whakaroa o te hiku, ka aro nui ki ngā toharite, ka warewarehia te utu (ka tere te tāpiri o ngā GPU mangere), ā, ka pekehia te whakamahere whakamuri. He tino mōrearea te wā mahi aroturuki anake, nā te mea he kino ake te "piki engari he hē" i te heke.

Ngā Tohutoro

  1. Ratonga Tukutuku Amazon (AWS) - Amazon SageMaker: Whakatau wā-tūturu - docs.aws.amazon.com

  2. Ratonga Tukutuku Amazon (AWS) - Amazon SageMaker Puranga Whakawhiti - docs.aws.amazon.com

  3. Ratonga Tukutuku Amazon (AWS) - Aroturuki Tauira SageMaker a Amazon - docs.aws.amazon.com

  4. Ratonga Tukutuku Amazon (AWS) - Whakawhāiti tono API Gateway - docs.aws.amazon.com

  5. Ratonga Tukutuku Amazon (AWS) - Kaiwhakahaere Ngā Mea Ngaro AWS: Kupu Whakataki - docs.aws.amazon.com

  6. Ratonga Tukutuku Amazon (AWS) - Te huringa ora o te taiao whakahaere AWS Lambda - docs.aws.amazon.com

  7. Kapua Google - Vertex AI: Whakatakotoria he tauira ki tētahi pito - docs.cloud.google.com

  8. Tirohanga whānui mō te Aroturuki Tauira Vertex AI - Google Cloud - docs.cloud.google.com

  9. Google Cloud - Vertex AI: Te piko me te nekeneke o te āhuatanga aroturuki - docs.cloud.google.com

  10. Blog Kapua Google - Rerenga Raraunga: aratau rere kotahi-tūturu, kotahi-te-iti rawa hoki - cloud.google.com

  11. Google Cloud - Ngā aratau rerema o te Cloud Dataflow - docs.cloud.google.com

  12. Pukapuka SRE a Google - Te Aroturuki i ngā Pūnaha Tohatoha - sre.google

  13. Rangahau Google - Te Hiku i te Tauine - research.google

  14. LiteRT (Google AI) - Tirohanga LiteRT - ai.google.dev

  15. LiteRT (Google AI) - LiteRT i runga i te taputapu whakaaro - ai.google.dev

  16. Docker - He aha te ipu? - docs.docker.com

  17. Docker - Ngā mahi pai mō te hanga Docker - docs.docker.com

  18. Kubernetes - Kubernetes mea ngaro - kubernetes.io

  19. Kubernetes - Te Whakatairanga Aunoa o te Pod Whakapae - kubernetes.io

  20. Martin Fowler - Tukunga o Canary - martiinfowler.com

  21. Martin Fowler - Te Whakatakotoranga Kikorangi-Kakariki - martiinfowler.com

  22. Kaupapa OpenAPI - He aha te OpenAPI? - openapis.org

  23. Kaupapa JSON - (paetukutuku i tohua) - json-schema.org

  24. Ngā Pūrere Whakapūmau - Tirohanga whānui mō ngā Pūrere Whakapūmau - protobuf.dev

  25. FastAPI - (paetukutuku i tohua) - fastapi.tiangolo.com

  26. NVIDIA - Triton: Te Whakakotahitanga Hihiri me te Whakahaere Tauira Wātahi - docs.nvidia.com

  27. NVIDIA - Triton: Te Whakahaere Tauira Whakakotahi - docs.nvidia.com

  28. NVIDIA - Ngā tuhinga Tūmau Whakatau Triton - docs.nvidia.com

  29. PyTorch - Ngā tuhinga TorchServe - docs.pytorch.org

  30. BentoML - Te takai mō te whakatinanatanga - docs.bentoml.com

  31. Ray - Ngā tuhinga a Ray Serve - docs.ray.io

  32. TensorFlow - Te ine i muri i te whakangungu (Te Arotau Tauira TensorFlow) - tensorflow.org

  33. TensorFlow - Whakamana Raraunga TensorFlow: kitea te piko o te mahi whakangungu - tensorflow.org

  34. ONNX - (paetukutuku i tohua) - onnx.ai

  35. ONNX Runtime - Tauira arotautanga - onnxruntime.ai

  36. NIST (Te Whare Wānanga Paerewa me te Hangarau ā-Motu) - NIST SP 800-122 - csrc.nist.gov

  37. arXiv - Ngā Kāri Tauira mō te Pūrongo Tauira - arxiv.org

  38. Microsoft - Whakamātautau atarangi - microsoft.github.io

  39. OWASP - Ngā Tono LLM Pai rawa atu e 10 mō te OWASP - owasp.org

  40. Kaupapa Haumarutanga GenAI OWASP - OWASP: Werohanga Tere - genai.owasp.org

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