Intangiriro

Ikwirakwizwa ryibikoresho bigezweho, nka terefone zigendanwa, ibikoresho byo mu rugo bifite ubwenge, hamwe n’ibinyabiziga byigenga, byatumye hakenerwa cyane uburyo bwo gukoresha imiterere ya AI ikora neza kuri ibyo bikoresho. Uburyo bwa AI bwo gukoresha uburyo bwa AI bukunze gushingira kubikorwa remezo bishingiye ku bicu, bishobora gutangiza ubukererwe, impungenge z'umutekano, hamwe no gukoresha ingufu nyinshi. Kugira ngo ibyo bibazo bikemuke, ibyuma-software bifatanyiriza hamwe byagaragaye nkuburyo butanga icyizere, butuma habaho imikorere yimikorere ya AI, gukoresha ingufu, nubukererwe kubikoresho byo ku nkombe.

Ihuriro rya AI, Kubara Impande, hamwe no Gushushanya

Kubara ku mpande bivuga gutunganya amakuru kuruhande rwurusobe, hafi yinkomoko yamakuru, aho kuba mubicu byegeranye cyangwa hagati yikigo. Moderi ya AI, kurundi ruhande, isaba ibikoresho byingenzi byo kubara kugirango itunganyirize kandi isesengure amakuru menshi. Ihuriro rya AI, kubara impande zose, hamwe no gushushanya bikubiyemo guhuza hamwe ibikoresho hamwe nibikoresho bya software kugirango ugere kubikorwa bya AI byerekana neza ibikoresho.

Inyungu za Hardware-Software Co-Design

Gukorana na software-software itanga inyungu nyinshi, harimo:

• ** Kunoza imikorere **: Mugutezimbere ibyuma hamwe nibikoresho bya software hamwe, gufatanya gushushanya bishobora kuganisha kumikorere igaragara mubikorwa bya AI.
• ** Kugabanya gukoresha ingufu **: Gukorana birashobora gufasha kugabanya gukoresha ingufu muguhindura ibyuma nibikoresho bya software kugirango bikoreshe ingufu nke.
• ** Ubukererwe buke **: Gukorana birashobora gufasha kugabanya ubukererwe mugutezimbere ibyuma nibikoresho bya software mugutunganya amakuru byihuse no gutumanaho. **

Intego yibanze: Urugero rwa Kode

Reka dusuzume urugero rworoshye rwibikoresho-software bifatanyiriza hamwe kubikoresho bya AI byoherejwe kubikoresho byo ku nkombe. Tuzakoresha isomero rizwi cyane rya Python, TensorFlow, kugirango dukoreshe moderi yibanze ya AI kuri Raspberry Pi, igikoresho kizwi cyane.

`` python kwinjiza tensorflow nka tf Kuva kuri tensorflow.keras itumiza ibice

Sobanura ubwubatsi bw'icyitegererezo cya AI

icyitegererezo = tf.kera.Ibisabwa ([ ibice.Conv2D (32, (3, 3), activation = 'relu', input_shape = (28, 28, 1)), ibice.MaxPooling2D ((2, 2)), ibice. Kuringaniza (), ibice. Ubucucike (64, activation = 'relu'), ibice. Ubucucike (10, activation = 'softmax') ])

Gukusanya icyitegererezo

icyitegererezo.compile (optimizer = 'adam', igihombo = 'gake_categorical_crossentropy', metrics = ['ubunyangamugayo'])

Fungura imibare ya MNIST

.

Gutegura amakuru

X_imyitozo = X_imyitozo.ishusho (-1, 28, 28, 1) .ubwoko ('float32') / 255.0 X_test = X_test.ishusho (-1, 28, 28, 1) .ubwoko ('float32') / 255.0

Hugura icyitegererezo

icyitegererezo.kwiranye (X_imyitozo, y_imyitozo, ibihe = 5, icyiciro_size = 128)

Suzuma icyitegererezo

ikizamini_gutakaza, ikizamini_acc = icyitegererezo.gusuzuma (X_test, y_test) icapiro (f'Gupima neza: {test_acc: .2f} ') `` `

Uru rugero rwimyandikire yerekana uburyo bwibanze bwa AI bwoherejwe kuri Raspberry Pi ukoresheje TensorFlow. Icyitegererezo cyahuguwe kuri dataset ya MNIST kandi kigasuzumwa ku kizamini. Kode yerekana ubworoherane nubworoherane bwibikoresho-software bifatanyiriza hamwe kubikorwa bya AI byoherejwe kubikoresho byo ku nkombe.

Hejuru 5-10 Amabwiriza Yakoreshejwe Byinshi / Uduce

Hano hari amwe mumabwiriza akunze gukoreshwa hamwe nibisobanuro bya software-software ikorana:

• ** TensorFlow **: tf.kera.Squential (), tf.keras.layers.Conv2D (),
• ** Raspberry Pi **: sudo apt-kubona update, sudo apt-kubona ushyire python3-pip, pip3 shyiramo tensorflow
• ** Igishushanyo mbonera **: co-design.py -h,co-design.py -m <model_name>,co-design.py -d <device_name>

Kugaragara

Dore amashusho yinyungu za software-software hamwe-ukoresheje Chart.js:

imbonerahamwe { "ubwoko": "akabari", "amakuru": { "ibirango": "imibare": [ { "label": "Imikorere", "amakuru": [10, 20], "backgroundColor": "rgba (255, 99, 132, 0.2)", "umupaka Ibara": "rgba (255, 99, 132, 1)", "Ubugari bwumupaka": 1 }, { "label": "Gukoresha ingufu", "amakuru": [50, 30], "backgroundColor": "rgba (54, 162, 235, 0.2)", "umupaka Ibara": "rgba (54, 162, 235, 1)", "Ubugari bwumupaka": 1 }, { "label": "Ubukererwe", "amakuru": [100, 50], "backgroundColor": "rgba (255, 206, 86, 0.2)", "umupaka Ibara": "rgba (255, 206, 86, 1)", "Ubugari bwumupaka": 1 } ] }, "amahitamo": { "umutwe": { "kwerekana": ukuri, "inyandiko": "Inyungu za Hardware-Software Co-Design" }, "umunzani": { "yAxes": [ { "amatiku": { "gutangiraAtZero": ukuri } } ] } } } `

Iyerekwa rigereranya imikorere, gukoresha ingufu, nubukererwe bwa gakondo ya AI yoherejwe hamwe nibikoresho bya software hamwe.

Umwanzuro

Gukorana na software hamwe na software byagaragaye nkuburyo butanga ikizere cyo gukoresha moderi ya AI ikora neza kubikoresho byo ku nkombe. Mugutezimbere ibyuma hamwe nibikoresho bya software hamwe, gufatanya gushushanya bishobora kuganisha kumikorere igaragara neza, kugabanya ingufu zikoreshwa, hamwe nubukererwe buke. Iyi ngingo yatanze incamake irambuye kubyiza nibikorwa bifatika bya software-software ikorana, harimo kode yoroshye hamwe no kwerekana inyungu. Mugihe icyifuzo cya AI gikomeje kwiyongera, ibyuma-software bifatanyiriza hamwe birashobora kugira uruhare runini mugutezimbere imiterere ya AI ikora neza kandi neza.