- Kurwiswa kunovanza zvisingaonekwe multimodal zvinokurudzira mumifananidzo iyo, kana yakasimudzwa paGemini, inouraya pasina yambiro.
- Iyo vector inosimudzira mufananidzo preprocessing (224x224/512x512) uye inokonzeresa maturusi akaita seZapier kuburitsa data.
- Muvakidzani wepedyo, bilinear, uye bicubic algorithms ari panjodzi; chishandiso cheAnamorpher chinovabvumira kubaiwa jekiseni.
- Nyanzvi dzinopa zano kudzivirira kudzika pasi, kuongorora mapindiro, uye kuda kusimbiswa usati waita zviito zvinonetsa.
Boka revatsvakurudzi rakanyora nzira yekupindira inokwanisa kuba data rako pachako nekupinza mirairo yakavanzika mumifananidzoKana iwo mafaera akaiswa kune akawanda masystem seGemini, otomatiki preprocessing inomisa mirairo, uye iyo AI inoitevera sekunge inoshanda.
Kuwanikwa, kwakashumwa neThe Trail of Bits, kunokanganisa nzvimbo dzekugadzira. seGemini CLI, Vertex AI Studio, Gemini API, Google Assistant kana GensparkGoogle yakabvuma kuti iri idambudziko rakakura kune indasitiri, pasina humbowo hwekushandiswa munzvimbo chaidzo dzepasirese kusvika parizvino. Kusagadzikana kwakataurwa muchivande kuburikidza neMozilla's 0Din chirongwa.
Mashandisiro anoita mufananidzo scaling kurwisa
Kiyi iri mu pre-yekuongorora nhanho: akawanda AI mapaipi Otomatiki saizi yemifananidzo kuti ive yakajairwa sarudzo (224 × 224 kana 512 × 512)Mukuita, iyo modhi haione iyo yekutanga faira, asi pane yakaderedzwa-yakadzika vhezheni, uye ndipo panoratidzwa izvo zvakashata.
Vanorwisa vanopinza Multimodal inokurudzira yakavharwa neasingaoneki watermark, kazhinji munzvimbo dzine rima dzemufananidzo. Kana iyo upscaling algorithms ichimhanya, aya mapatani anobuda uye modhi inoadudzira semirairo iri pamutemo, izvo zvinogona kutungamirira kuzviito zvisingadiwe.
Mukudzorwa bvunzo, vaongorori vakakwanisa Bvisa data kubva kuGoogle Calendar uye utumire kune ekunze email pasina kusimbiswa kwemushandisi. Mukuwedzera, maitiro aya anobatanidza kumhuri ye kukurumidza jekiseni kurwisa zvakatoratidzwa mumaturusi ejenti (seClaude Code kana OpenAI Codex), inokwanisa buritsa ruzivo kana kukonzeresa otomatiki zviito kushandisa kusachengeteka kuyerera.
Iyo yekugovera vector yakakura: mufananidzo uri pawebhusaiti, meme yakagovaniswa paWhatsApp kana a phishing campaign ndaigona Shandisa kukurumidza paunenge uchikumbira iyo AI kuti igadzirise zviri mukatiIzvo zvakakosha kusimbisa kuti kurwiswa kunoitika kana iyo AI pombi ichiita kuyera isati yaongororwa; Kuona mufananidzo pasina kupfuura nedanho iroro hakuitise.
Naizvozvo, njodzi inonangana mukuyerera uko AI inokwanisa kuwana maturusi akabatana (semuenzaniso, tumira maemail, tarisa makarenda kana kushandisa APIs): Kana pasina dziviriro, inozviita pasina kupindira kwemushandisi.
Ari mungozi algorithms uye zvishandiso zvinobatanidzwa
Iko kurwiswa kunoshandisa sei mamwe algorithms Dzvanya ruzivo rwepamusoro-resolution mumapikisi mashoma pakudzikisira: kududzira muvakidzani wepedyo, kududzira maviri, uye bicubic interpolation. Imwe neimwe inoda imwe nzira yekumisikidza kuti meseji ipone pakudzokororwa.
Kupinza mirairo iyi yakavhurika sosi chishandiso chashandiswa Anamorpher, yakagadzirirwa kupinza mapikisi mumifananidzo zvichienderana nechinangwa chekuyera algorithm uye kuvanza mumapateni asina kujeka. Iyo AI's mufananidzo preprocessing wozopedzisira waaratidza.
Kana kukurumidza kwaratidzwa, modhi inogona shandisa kubatanidzwa seZapier (kana masevhisi akafanana neIFTTT) uye zviito zveketani: kuunganidza data, kutumira maemail kana kubatana kune wechitatu-bato masevhisi, zvose mukati mekuyerera kunoratidzika sekwenguva dzose.
Muchidimbu, uku hakusi kutadza kwega kwemutengesi, asi kuti a kushaya simba kwemaitiro pakubata mifananidzo yakasimudzwa mukati memapaipi akawanda anosanganisa zvinyorwa, chiono, uye maturusi.
Matanho ekuderedza uye maitiro akanaka
Vatsvakurudzi vanokurudzira dzivisa kudzikisira pese pazvinogoneka uye pachinzvimbo, ganhurira mitoro miyero. Kana kuyera kuchidikanwa, zvinokurudzirwa kuisa a kufanoona kweizvo iyo modhi ichanyatso kuona, zvakare muCLI zvishandiso uye muAPI, uye shandisa maturusi ekuona akadai Google SynthID.
Padanho rekugadzira, kudzivirira kwakasimba kwakanyanya kuburikidza kuchengetedzwa kwemaitiro uye kudzora kwakarongeka kupesana nejekiseni remeseji: hapana zvemukati zvakamisikidzwa mumufananidzo zvinofanirwa kukwanisa kutanga Kufona kune maturusi anonzwisa tsitsi pasina humbowo hwakajeka yemushandisi.
Padanho rekushanda, zvine hungwaru Dzivisa kuisa mifananidzo isingazivikanwe kwaGemini uye nyatsoongorora mvumo yakapihwa mubatsiri kana maapplication (kuwana email, karenda, otomatiki, nezvimwewo). Izvi zvipingamupinyi zvinoderedza zvakanyanya kukanganisa kunogona kuitika.
Kune zvikwata zvehunyanzvi, zvakafanira kuongorora multimodal preprocessing, kuomesa chiito sandbox, uye rekodha/yambiro pamaitiro asina kunaka chishandiso activation mushure mekuongorora mifananidzo. Izvi zvinozadzisa chigadzirwa-chikamu chekudzivirira.
Zvese zvinonongedza kuchokwadi chatakatarisana nacho imwe musiyano wekukurumidza jekiseni Inoshandiswa kumatanho ekuona. Nematanho ekudzivirira, kuisirwa kwekuisa, uye inosungirwa kusimbiswa, muganho wekubiridzira unodzikiswa uye njodzi inogumira kune vashandisi nemabhizinesi.
Tsvagiridzo inotarisa pane isingaonekwi mune multimodal modhi: Kuyera kwemifananidzo kunogona kuve vector yekurwisa Kana ikasiiwa isina kutariswa, kunzwisisa kuti kupinza kunofambiswa sei, kudzikamisa mvumo, uye kunoda tsigiro pamberi pezviito zvakakosha zvinogona kuita mutsauko pakati pekungotora snapshot uye gedhi re data rako.
Ini ndiri anofarira tekinoroji akashandura zvaanofarira zve "geek" kuita basa. Ndapedza makore anopfuura gumi ehupenyu hwangu ndichishandisa tekinoroji yekucheka-kumucheto uye kutamba nemhando dzese dzezvirongwa kunze kwekuda kuziva. Iye zvino ndava nyanzvi mune zvekombiyuta uye mitambo yemavhidhiyo. Izvi zvinodaro nekuti kweanopfuura makore 10 ndanga ndichishanda kunyora kune akasiyana mawebhusaiti pane tekinoroji nemitambo yemavhidhiyo, ndichigadzira zvinyorwa zvinotsvaga kukupa ruzivo rwaunoda mumutauro unonzwisisika nemunhu wese.
Kana iwe uine chero mibvunzo, ruzivo rwangu rwunobva kune zvese zvine chekuita neWindows inoshanda sisitimu pamwe ne Android yenharembozha. Uye kuzvipira kwangu kuri kwauri, ndinogara ndakagadzirira kushandisa maminetsi mashoma uye kukubatsira kugadzirisa chero mibvunzo yaungave unayo munyika ino yeinternet.