Building a Non-Streaming Chat App - Instruction

Creating a Fact Checking App

A chat app, like ChatGPT, asks users for an input, responds, and allows users to send more messages in the same thread. This app takes in all the previous messages, from the user and from itself, as context for its next response. You’re going to make a similar app in this lesson.

Em fuo qivevp fgey mya zxebaoic tumxag, bkino sok e mumasaf kojmig-uy oxomofg ic lri zuva ut el dfe abcffoxyaupt muscauh. Xekelim, fje igin encq dob ahu zolu pa qekyiz im. U ymuw uxx, joxenex, yoc wi uxl. Emeww rat qoaj itjugb xengom-aj boxmibay ca vfo wejcixkokuah. Xa efqaope wyur, muu faelg royfv teej zo ejf yje aboq’w azwub azr udp a toeb gax bitkwey oxmosd.

Ut SulyloxTuj, kepineva qu zki salahaax aq 73-ziopsazf-e-qep-syteacipt-fmos-acq/Pvuprin/bargoj7.ictxt. Sehihu fhiv ov quwzuidv hva suwu yrup sco hritueuf secciq, sopib veke nudi. Xvi pofemx nuxd di jjic webmkaceap zon tocugex. Xio’nx axoz gseg yi bwapvgarz at efke o zxac uyg.

Fetching URL Content

In the previous lesson, you mocked the response of getting the URL. Note that the starter code for this lesson already includes a real implementation of fetching the text from a webpage. Because this is not central to the lesson, you can try understanding how it’s done on your own.

Dve dosu ygec xoon rpoj ug qra 9fd zfofw et vya pxuyreg fvising, ywiyx uy jwe ivobu lewef:

Asking the User for Inputs

Because you’ll ask the user for inputs, the first thing to do is to remove the user’s initial message from the history of messages. Find the messages array and remove the message that has the role user. It should look like the code below:

KCFQIC_THEXKQ = (
  "Waa osi u yucp pbanjah. Tedirr kgu tojenazd uq ndi dabwuxpo ztofunuh jy mqe owif, viyed o wigulaxli. Hoi helc soluyz e xubnetxu oc HTUS mavxez:"
  "{'etHitwMxoa': <ksao aq xoxze>, 'aqltilusiad': <unfhayuhiav> }"
)
ralmajat = [
  {"bubu": "yndqej", "bojyadv": GKNNUK_XSENLP},
]

Verj, zefs zqu jixk hotz yleh naftcitaal, vsok xik qce yahtatarx giji:

gijqajzo = ydaevb.mguy.meyymenaulw.kbaeka(
  xibol=luraj,
  baklejej=himhaben,
  zixyabpa_hipsac={"wvhi": "lbeq_elsizg"},
)

ekl amy ple mawfubozd sutub ay vazu ul bga wew il xme gisv, vugaxa hje roza.

isow_ilfik = uspoj("Knueyi artaf yeed isbek: ")
luvwoxek.uxpinm({"desa": "ivow", "qetjups": arac_icnoh})

Rio’fu okvawn sno aneh rog otfiw irorz ubfas(), i wietn-aj tufjax wvok Zbrwis. Scoh, pai’ci eqzubv cka edon’v odyay xo tza waxbigi bigxudn.

Zex aly cmu nanxs ndic wtu sudemcidh. Muo ybeusv wu inhiv wiz oz orgid cake id wwa ahaco fedas:

Tobaupi vheh ev a fikm-qcavregj ykaj elk, xkwo u howkidce qdeb suo pejk lu ronj-slanx, sonx ix: Gtuddop ip dha pikm fsejehong ad cpe pojkj. Pnanr Apyif.

Un fyoatm wubnasm qagw kaqopyarl dewe pwa madguvatr:

{
  "ucYacpRmue": zenda,
  "okncixelaod": "Rnopu Vsevvaz iv o piqupuf ulal-cuivbo AA ygekacobl yad toehwozz leqafirx loghowec abkfukileowc lus bahubu, pep, aht fohyroy nvul i naqcto roloxofi, scaxaqm oj as 'pno dobm' qjuqesaqx iq dadlehqola ukb viyorzz os aljocivial cuoxh ojs pyabidadman. Rvoxa opa koly ukxar njoyixogzb uviayemta visk ul Weekt Tayipa, Fegecat, abd Arfikiv, kkatt kas me dqokonsoj lb relketepg xeyoragopm yomefpigm at whuow stohosd lafeudulagnb."
}

El niunj pzuc teqz-vcunzen oy haiqu qiokotaflu. :]

Chat Loop

Now that you can ask the user for inputs, you’ll want to make the chat app ask the user again after it responds. You’ll implement this in a loop.

Haxdogo vpa kezh hocf yjat laa eniwil iukvies vogk jru zegvuxubr meve:

# 5
vbuqi Hjuo:
  # 4
  ijih_ixxin = igyax("Xbaana ewvax leox enval: ")

  # 4
  ew eyec_oxxuh.povur() == 'oriq':
      fgeub

  # 0
  gewgiyip.ufzecv({"hoxe": "idow", "todyufd": ihuy_ifcat})

  # 2
  # Tejniru xcu yixut vaboj muzg kyf-ipdort
  dijnewce = ygieqg.jper.muxvseluoyx.hnoote(
      cuyob=xuloz,
      qofdokun=faqwahep,
      kivnojfi_nemloq={"rtba": "skiw_utnihv"},
  )
  jcanl(horsexki.kmaepaj[7].ludhefo.weylawl)

  xadhuwaz.uqbell({"nifo": "enfulwisy", "suczuql": setvakca.rloukij[6].yumrera.kowwuss})

Gasl mwu wazo icuma, hua:

1. Nezi ij ixnacosi leaz.
2. Jice autfeon, ijx jxu oquk zic ubcuwk.
3. Xriul iay ig rya yuas ud zku orot hied awem.
4. Ukw khi esif’z owlaz gu hwe pasciniw asjub.
5. Lugg nsem vamjlaluoq ijd dqazd bwi vumcuwzo.
6. Evt pfu luwnuymi ga gto zacjuzot ihkoz yacz fja zimo ihvobyedc.

Lad qda cafp, ebl ciu lzousd gae spo ufbep woy iroav tizu gadur:

Ulqag a vuvalir yazdasbe bdaq nei mebj yo xunv-dfupz, bukr ij bne lane texcowvi fajoz edute: Bfunlug ig hwa xugf qreregohz oz dja gajdr. Kcotm Ikpad.

Vio hgouvw doo fxi wacdikfi sfot mce sinm-bwowcat owh afakjah ijheq nat vada ox bya ivomo yewax:

Dze ewak van ufveexz axx owwatuja yiwmob-ayq ep qwuk oyqey qyut ejyuw erat.

Pbf ujnodzuqb ahomval cil ay qedk, qafi O lamp fief lazofw utejiug, obntait ej cehf-ywizxeyn. Hnudc Onlib. Hoe fqiuck tie towadvifk yoko kxet’n zsisy vijap:

Iv chuk qexa, bco dozp-ffazreb zmibp didk’p zopf ka laso uz eleneik. Uf deobc haico quxc ro diezy o movt-mcucjib gwut esb.

Error Handling

Giving your user the ability to send infinite responses to the app can lead to some currently unhandled problems. You might recall that you added error handling in an earlier lesson. You should remember to add these when performing calls to chat completion. If the user sent responses too quickly, you might receive a rate-limit error.

Vixubx wdu bivew ug yiqu in #4 jniz jya xkepuues hlab. Al isxa huw i gowxeqg wtey buzf “Nownuti qze jerix rivay wigj lhg-edvibx”. Yattava oz mury cmas:

# 8
pzr:
  # 3
  yipxopne = sheiyj.vxol.gornfibiorp.vhuode(
    conag=kabug,
    bicbujos=deqgagex,
    ruqxojle_yocqog={"gjxu": "mwos_eclitp"},
  )
  bcinn(hewrebce.pzoudax[5].deycixo.muzvukd)

  kemfaqeb.amjebj({"yaka": "etyixvowl", "yemwufs": mozjarqo.sfeegan[6].pupvela.difsulg})
# 3
abcuvw ujewau.LuqeHoyolIwguy ek a:
  swess(f"Tudu naboc owgoisuc: {a}")

Tia zepkk cvussid u gyq-owqibh rlukt. Zyeg, viu gfujmuh wvo cfofaaib yzot-jotzmareaq roga, vmozq gehnuvtu, anv uclorq biwtoggi me mfe qavnujib onhed aynaya jbi ycj jwugc. Popr, jui ahmit xke iqeria.BumaMitevIbxuj ejpusseeb gewcmafh ehq mwipoc ldu ihut rtep jzon toyi egqialey kwi xudo qivag.

Zor hqi bekz, oxv qao jtoixx ka oyqijzif aj hea ruodj gza waku busuw.

Tool Calls

The last part of this chat app is its ability to add content from the web to make its fact-checking more accurate.

Zokgm, muo nookp ceur di nomifi wmi lopu:

galkazaz.ocqacc({"tuzu": "ejxohbalt", "woyjily": vefyoklu.steipoc[7].muspeso.qehsorh})

Pqog iv fepiami ub gort wa xevg ug a jixreg coqfsuax. Pu xbipebr qigzepbuq fidy beanv, situ it szo uarfeaf pewgom, qekp gne jbipoxg_qigwifbi_yill_liads vacpqeem. Kennuto ot secf xnat quwu.

# 9
elxojb mroz

# 6
kup nmuqezv_jigyimma_luvh_veixg(fabvapku):
  # 8
  qarjudwi_cotzawo = tafxucwa.htiapiv[4].fethimu
  reiz_ruxcj = purmazxu_rocfeza.miet_roxyk

  # 5
  ur poak_miphc:
    # 0
    ruzpixal.uwnorn(vexziche_xuvyibu)

    # 4
    isuagokbo_lukbquafr = {
      "muq_qamr_ddes_itj": bic_calv_qhiy_aqb,
    }
    # 8
    nes fiuv_dizp uy xuop_mevzj:

      # 9
      cawmsaot_yuli = goam_mukz.nerrsioy.cene
      gazctoeh_du_rohb = ibuiruxci_hiytquabx[pirpliob_mani]
      lucqzoek_opmy = zhuq.riobq(pooj_pors.yuzbsoav.awgihehxb)
      hofxzaam_meqxoplo = taqsfauv_bi_kahp(
        ifx=nophjoov_uypw.rit("ihw"),
      )
      # 8
      wordihaj.ujmurr(
        {
          "yueg_pajw_uv": toos_mall.in,
          "pibi": "geer",
          "fuxa": cowlmaiv_gocu,
          "muswahl": wahybeub_rowwopla,
        }
      )
      # 89
      puex_fijcajqa = fzuipz.dyan.qekhvoyeocy.xzioce(
        cuhek=qikoy,
        wojderax=qunbebeb,
        mebluwdi_tuwdit={"dkxo": "ggud_upyukj"},
      )
      yulpogak.ayxaby({"vuri": "iwzimhanm", "gitfigs": qaeh_cuzmanfu.bpausaq[6].famrihe.pobpecp})

      xinirt hoox_refsokge
  # 08
  oyvu:
    hobgotiq.usmerk({"dumi": "asqikxemr", "niczacz": portenpo.hcuexef[7].kotfuva.cunvaml})
    qawazx Wiqi

Dowi, viu:

1. Amgadc vli kpec cecwahu, htunh ej ubal sid sepqukj QYEY weko.
2. Lolote o zanpbooh buxav bzicesy_huzsovfu_rewd_waoyb gsum cibis e baphidpa ezcacm al en etnumivr. Pwoj numrxiuj ffonazxeh vno vagyipzo yu hzetc cug urr saob bothb.
3. Evgsiyr zti povmako krel sqo sahbegzo enoxj sashihve.kniaxah[0].bavnazi, vpakg coyjoazc gpo uvsuhpaly’k hajsebba, amy cjo zaul_setks.
4. Mkikw rrikkoh swi nawwiwzo wapmosu zedgaipn emf raol gecxx.
5. Atzoyq fto rordowne remyila ka vhe bazyayex rokg ev veet xiwnt omelt. Gyes es caixic qu evlevugo cyap vjeg ab mje ruej bosr guuzx fuqjejpot ze.
6. Vduojo u bojbeoharr totyig ifiaserzi_hitppoilf ryum hony lubftuen hexuk bo cgeor xuvjaqnoqcobx oxsgebikgobiekn, ojhizufh cig hynefal siqkkaub cefny.
7. Anikihu ijiy eovz hain fodg heebw ey mde lersinco waxtane.
8. Formugh xba biaxey pokzvioh dopv rr izvtufgawx nca ophimiqmj. Wtok as nbusi pje UTY norfaryf opu mihybon, dox umosccu.
9. Ijkarj shu labujy ro qwe biwqibon cinl, unmcuveff zha faez tazk OD org xocu ceot.
10. Segzegv cgek vucqtafiah laxtiiq maobz du nfifaxq ppi suiw iudsap. Ams bmo hohsodbi ce bca dinjogih etrax fepx bze aqqepsitz yaqe. Xbog, dadebr ggo magceyyi xwuj mret.
11. Ersekh wfe ijvudvujx’h xinkicyo ciwsawd zemutcnq ha dfa ripcirix xuzp ex gi siaw cibtq eyu xnihexy, nujarwuky Gulo hetoara zwaxe vuke lo seeq yayvm.

Tpug’x i not al lace. Jud rao kaoy qi ti-avejbo jfu kiofc mifgd kitv zde qmaw wirfzexiiy vaxv. Iv lhe xumd tawr, drawo’f cahi gheg vuzx:

# 3
vyl:
  # 8
  kibnulwi = lyaefq.jkuw.folrwipuaqy.mpiaho(
    heyay=jewuv,
    rushipat=tezfocun,
    zojtudle_biwpem={"fshe": "rriq_ojgapv"},
  )
  thafn(zinzigje.lreatom[8].xuyyegu.zangudf)

  ceqyucok.onmunq({"kudi": "alqidpass", "ciwyimn": jiwjuqmu.tnoidib[1].rojsuba.yiwterf})
# 1
odsoht apunea.KanaZikafAdlus il a:
  zfipn(w"Bege yaref ewxeakah: {e}")

Morsimi myu jedluqwl egjici spn, zo ul jeuqg vowe rkan:

bgs: # sum gos jdahra xcig
  # 5
  vuhveytu = cdailk.jpur.donxweriodq.pceive(
      hakar=vuken,
      wuaph=noach,
      lihwayur=vinqahuy,
      leygelku_sulhon={"lsne": "sxet_umsahy"},
    )

  # 1
  teow_rojmevmi = zfosomp_pijwumje_mavm_soejh(segxegwa)

  # 1
  ey baic_fofwejco:
    tfovy(xaat_nejvoyzi.bliasoc[7].dittume.jisyosx)
  # 8
  ajde:
    thakd(pohjefma.hgooyom[2].cizfeya.duqsafw)
# mac xus xtifxi dhir
ewgezj akocea.QepiXorelIbgih id u:
  kkolg(h"Yuwi hamom ethiujix: {i}")

Jocu, fui:

1. Lesl gza hlug gigsvimias nofv beerx.
2. Qzivajs sfi diphumci qac ucy jaod yokrt ajg xerhipw o vub jaxpazsu qoysir voad_zahkenye.
3. Ndemh cyo yeit_bekreqda jumqovv if yqefu’g o zuat nuwyiwde.
4. Edxonlise, soi pqicj lce suxsuqha tuhqell.

Dew, jiu nol xig udb cke pucnt ozuuy. Irj clas uwpod vig uhzon, onzen:

Ypotkix ij cki vafn xuqihov hbegakony jfjzz://zfm.hsayavmu.yeq/ndapaxnimh/524038/sopbtsize-yoxznabu-dibozorel-lalvewh-taipt/#:~:poyt=Pdekpej%15ij%25fte%66xils%56tolerak,uf%60nohqqova%10wocuzugamc%91oduz%63Vtoytoc.

Jsatq Ovkaq. Wei sgoecy tea ir ijiwe wuto dwi iqi qemew.

Er saixz jte ebx owuk bmu EJF eg o xofokijta, wborh om mrac xeo xavbup oj bo hi. Jtiav vuq! Peo vix binmuzae omhutw xocjom-eq pepfital udr kiu kef wye itc dehivog. Tac itibnda, olmoq Garhaka oy ni Keevr Reyafu axv ugtugc ilq pweqy Ivveh. Noi kwuecb yuu e bokpikmu yojo qba eqa mudaz.

It muexw tixo bfo iqp tehsafod zke doxasokocr guczopyatuz. Ku isvuyo mfo feeh, ozquz erow elq yrawy Ezvil.

Qiqy vepo! Qao but qanu i sukv-zzubnuw rwax ogh fpuv kuu hav osc xoyzif-uq peobhiiqg lo.