Google yakazivisa kuburitswa kwekodhi yekodhi ye "TAPAS" (Table PArSing), neural network (huchenjeri hwokugadzira) yakagadzirirwa mukati kuti upindure mubvunzo mumutauro wechisikigo uye tora mhinduro kubva kuhukama dhatabhesi kana paspredishiti.
Kuti uwane mhedzisiro muTAPAS, ivo vanogadzira vanotarisira chirongwa ichi vakazvipira ivo kudzidzisa neural network ine 6.2 mamirioni maviri tafura kune zvinyorwa zvakatorwa kubva kuWikipedia. Kuti uone, neural network yaifanira kudzosa mazwi asipo mumatafura uye nemumavara ayo yaisina kudzidziswa pairi. Iyo chaiyo yekudzorera yaive 71,4% sekuyedza kwekuyera kwakaratidza kuti iyo neural network inopa mhinduro dzakaringana kana dzakaenzana pane anokwikwidza algorithms mune ese matatu data seti.
Nezve TAPAS
Chaizvoizvo tarisiro yechirongwa ichi kugona kubvunza, kugadzirisa uye kuratidza ruzivo zvine chekuita nemitemo yemubvunzo wakaitwa nemushandisi mumutauro wechisikigo, zvichiita pamwero mukuru kuwana ruzivo.
Muenzaniso wekutanga wekushandiswa kweTAPAS ndeyekuti kana mushandisi achida kuongorora data rekutengesa, mari, zvikumbiro, pakati pezvimwe zvinhu. Kunze kweizvozvo iwe unofanirwa kufunga nezve izvo TAPAS haina kungogumira mukuwana ruzivo kubva kudhatabhesi, asi zvakare inokwanisa kuita kuverenga, iyo algorithm inotsvaga mhinduro mumasero etafura, zvese zvakananga uye nenzira yekuwedzera, avhareji nevamwe vanoshanda, mukuwedzera kune iyo inogona zvakare kutsvaga mhinduro pakati pematafura akati wandei panguva imwe chete.
Google Inoti Tapas Outperforms kana Matches Iwo Ekutanga Matatu Akavhurwa Source Algorithms kuongorora hukama hwehukama. Kugona kwaTapas kutora zvimwe zvinhu kubva kumahombekombe makuru e data kunogona kuzvikweretesa mukuvandudza kugona kwemhinduro.
Underhood, Tapas inoshandisa musiyano weBERT chaiwo mutauro mutauro maitiro inoshandiswa mukutsvaga kunoitwa neGoogle injini.
BERT inopa chaiyo yakajeka kupfuura echinyakare nzira nekuti inobvumidza AI kuongorora mameseji akateedzana kwete chete kubva kuruboshwe kurudyi kana kurudyi kuruboshwe sezvazviri tsika, asi inoita zvese panguva imwe chete.
Iyo vhezheni yakaitwa neGoogle yeTAPAS inobvumidza AI kutarisisa kwete chete mubvunzo unobvunzwa nevashandisi uye iyo data yavanoda kubvunza, asiwo chimiro chematafura ehukama umo data rakachengetwa.
Maitiro ekuisa TAPAS paLinux?
Kubvira TAPAS inonyanya BERT modhi uye nekudaro ine zvakafanana zvinodiwa. Izvi zvinoreva kuti modhi hombe inogona kudzidziswa nehurefu hwehuwandu hwe512 iyo inoda TPU.
Kugona kuisa TAPAS paLinux isu tinoda iyo protocol compiler, iyo inogona kuwanikwa mune zhinji Linux kugoverwa.
MuDebian, Ubuntu uye zvigadzirwa zveizvi, tinogona kuisa compiler nemirairo inotevera:
sudo apt-get install protobuf-compiler
Muchiitiko cheArch Linux, Manjaro, Arco Linux kana chero chimwe chinobva paArch Linux, tinoisa ne:
sudo pacman -S protobuf
Iye zvino kuti tikwanise kuisa TAPAS, isu tinongofanirwa kuwana kodhi yekodhi uye kuita kusangana pamwe nemirairo inotevera:
git clone https://github.com/google-research/tapas
cd tapas
pip install -e .
Uye kumhanyisa iyo suite suite, isu tinoshandisa iyo tox raibhurari iyo inogona kumhanyisa nekudana:
pip install tox
tox
Kubva pano iyo AI ichafanirwa kudzidziswa munzvimbo yekufarira. Kunyange mamwe mhando dzakadzidziswa dzinopihwa mune yeGitHub repository.
Uye zvakare, iwe unogona kushandisa dzakasiyana sarudzo dzekumisikidza, senge sarudzo max_seq_length kugadzira maratidziro mapfupi. Izvi zvinoderedza kurongeka asi zvakare zvichagadzira iyo modhi GPU-inodzidziswa. Imwe sarudzo ndeyekudzikisa saizi yebatch (chitima_batch_size), asi izvi zvinogona kukanganisa kurongeka futi.
Chekupedzisira kana iwe uchida kuziva zvakawanda nezvazvo Nezve iyi AI, unogona kutarisa ruzivo rwekushandisa, kuuraya uye rumwe ruzivo Mune inotevera chinongedzo.