Nvidia

	Alugu n NVIDIA
	Talɣut ɣef termist Tasɣimt n NVIDIA
Isem unṣib	Nvidia Corp.
Anaw n teṛmist	Titiknulujit
Azemz n usbeddi	5 yebrir, 1993
Amesbedday	Jensen Huang Chris Malachowsky Curtis Priem
Tasɣimt tagejdant	Santa Klara, Kalifurnya, Marikan
Tamurt	Iwunak Yedduklen n Marikan
Taɣult n urmud	GPU
Ifarisen	Tikarḍiwin n GPU(GeForce • RTX / Quadro) CUDA CPUs (Grace) DPUs (BlueField) SoCs (Tegra • Drive) DGX
Amaduf	215 938 000 000 Adular amarikani (2025) ↑ +65,5 % (2024 → 2025)
Afaṛes n urmud	130 387 000 000 Adular amarikani (2025) ↑ +60,1 % (2024 → 2025)
Tigenfit n taggara	120 067 000 000 Adular amarikani (2025) ↑ +64,7 % (2024 → 2025)
Asmel unṣib	https://www.nvidia.com/
	ẓ; b;

Nvidia d tarmiṣt tamirikanit n titiknulujit, tettnadi, tessalay yerna tessuffuɣ-d tiɣeṛɣaṛ n yisekkaren udlifen (GPU), inagrawen n usiḍen arurad, iseɣẓanen d wallalen n tigzi taragmawant.

Tettwasbedd deg 5 yebrir 1993 deg Kalifurnya, deg Marikan. Deg tazwara, iswi-is yella deg usnerni n wudlifen s kraḍ n tsekkiwin (3D), ladɣa i wuraren n yiselkimen. Maca, seg useggas n 2006, tebda tarmiṣt ad tesnerni tiknulujit i yessawaḍen GPU ad yexdem asiḍen ur cudden ara kan ɣer tugniwin.

Ass-a, NVIDIA ur teqqim ara d tarmiṣt n tikarḍiwin tudlifin kan. Tuɣal d yiwet seg tiṛmisin tigejdanin deg usali n inagrawen n tigzi taragmawant, aselmed n tmudmiwin n tutlayt, tusna, arrubutik, timacinin tifulmanin d yisekkaren imeqqranen.

Deg 2026, afaris-is ur yettwasres ara kan deg yiselkimen n yimdanen, maca daɣen deg yimmasen n yisefka, i deg xeddmen yiwalen n GPU s umata akken ad siḍnen isefka iṭṭuqqten s zreb.

3. Amezruy n NVIDIA

3.1. Tallit n tlalit: 1993–1997

Deg yebrir 1993, kraḍ n yijenyuṛen, Jensen Huang, Chris Malachowsky d Curtis Priem, sbeddan NVIDIA. Ɣur-sen, tikti tagejdant tella d asnerni n tiknulujit n tugniwin i yiselkimen.

Deg tallit-nni, uranen n yiselkimen bdant ad sɛun azal ameqran. Maca isekkaren n wakud-nni ur zmiren ara ad siḍnen s lemɣawla akk isefka ilaqen i usken n wudlifen 3D.

Deg 1995, NVIDIA tessufeɣ-d NV1, yiwen seg yifarisen-is imezwura. Ur yewwi ara lebɣi n tnezzut acku tasegda-s temgarad ɣef kra n yilugan i yettwasqedcen deg tallit-nni.

Deg 1997, tarmiṣt tessufeɣ-d RIVA 128, asekkar udlif i yesɛan amhaz meqqren deg usefrak n tugniwin 3D. Afaris-a yefka-as i NVIDIA tagnit ad tebnu azadur n tnezzut-is.

3.2. GeForce d tlalit n GPU: 1999

Deg 1999, NVIDIA tessufeɣ-d GeForce 256, i tessekna am uGPU amezwaru.

GPU d agzul n Graphics Processing Unit, d asekkar yettwaselɣen i usiḍen n tugniwin d wudlifen. GeForce 256 yesdukkel deg yiwen n uceṛṛun kra n yimahilen udlifen i yellan uqbel xeddmen-ten yiferdisen yemgaraden.

Ilaq ad nefhem dakken NVIDIA d nettat i d-yessumren GPU s wudem-a n tnezzut deg 1999, maca isekkaren n tugniwin llan yakan uqbel-as.

S GeForce 256, NVIDIA tebda ad tettwasnen ugar deg tnezzut n uraren d yiselkimen n yimeẓla.

3.3. Tallit n CUDA: 2006

Deg 2006, NVIDIA tessufeɣ-d CUDA (Compute Unified Device Architecture).

D yiwet seg tneqqiḍin tigejdanin deg umezruy-is.

Uqbel CUDA, GPU yettwasqedc s waṭas i tugniwin. S CUDA, imsihelen zemren ad arun ahilen i yessawaḍen GPU ad yexdem isḍanen n tusna, tusnakt, tusnengama d tasleṭ n yisefka.

S waya, GPU yuɣal d allal n usiḍen arurad, ur yeqqim ara kan d allal n uraren.

3.4. NVIDIA d tigzi taragmawant: 2012

Deg 2012, tamudemt AlexNet, i d-yessuffɣen Alex Krizhevsky, Ilya Sutskever d Geoffrey Hinton, tewwi-d agmuḍ yelhan deg timsizzelt ImageNet.

Imnadiyen-a sqedcen GPU n NVIDIA i uselmed n uzeṭṭa n yiṛununen.

Agmuḍ-a yessekna dakken almad alqay (deep learning) yezmer ad yili d tarrayt tafessast ugar deg waṭas n tɣawsiwin n ussugen d tasleṭ n tugniwin.

Seg tallit-a, aseqdec n GPU deg tigzi taragmawant ibeddel amek xeddmen imnadiyen d yimsihelen.

3.5. Tallit n RTX: 2018

Deg 2018, NVIDIA tessufeɣ-d tasegda RTX, i yessawaḍen ad yettwaxdem uskan n yizirigen n tafat (ray tracing) deg wakud ilaw.

Tatiknulujit-a tezmer ad tesɛeddi aselɣu n tafat, tilisa n tili d yimeclalen n tugniwin akken ad d-banent s wudem iqerrben ugar ɣer tilawt.

RTX tessnerna daɣen aseqdec n tigzi taragmawant i usnerni n tbadut d tɣara n tugniwin.

3.6. Seg 2022 ar 2026: tallit n inagrawen imeqqranen n AI

Deg yiseggasen-a, NVIDIA teffeɣ seg wudem n tarmiṣt i yeznuzun GPU ɣer tarmiṣt i yessalayn anagraw ummid: isekkaren, takatut, azeṭṭa, iseɣẓanen, allalen n usihel d yimmasen n yisefka.

Tiɣeṛɣaṛ Hopper, Blackwell d Rubin ttwasnernant iwakken ad siḍnent timudmiwin timeqqranin n tigzi taragmawant.

Deg 2026, NVIDIA tebda asnerni n tɣessa Vera Rubin, i yesdukklen GPU Rubin, CPU Vera d yiferdisen n uzeṭṭa, akken ad yili usiḍen s waṭas n yisekkaren i d-yettmeslayen gar-asen.

Amezruy-a yeskan-d abeddel agejdan: seg usken n tugniwin 3D, ɣer tɣessa n tigzi taragmawant n umaḍal.

4. D acu i d GPU? Amek i iteddu?

GPU (Graphics Processing Unit) d asekkar udlif, yettwaselɣen iwakken ad yexdem aṭas n usiḍen s yiwet n tikelt, s tarrayt n umahil amsadaɣ (parallel processing).

Tifrat-a temgarad ɣef CPU (Central Processing Unit), i yellan d asekkar agejdan n uselkim.

4.1. Amgired gar CPU d GPU

Unuɣ n usegzi, ur d-yettmeslay ara ɣef umḍan n yiferdisen n CPU neɣ GPU n tidet.

CPU yelha i yimahilen yemgaraden, i usendeh n unagraw, i usefrek n yisefka d tigawin i yesran ad myezwarent.

GPU, s tama-nniḍen, yelha ladɣa i yimahilen i nezmer ad nebḍu ɣef waṭas n yiferdisen ad ten-nsiḍen s wudem amsadaɣ.

Amedya: ad neḥseb timernit n sin yisurta, yal yiwen deg-sen yesɛa 1 000 000 n yimḍanen.

$C_{i} = A_{i} + B_{i}, 0 \leq i < 1 000 000$

Imi yal timernit ur teḥwaǧ ara agmuḍ n tin nniḍen, GPU yezmer ad yebḍu amahil-a ɣef waṭas n yiḥricen. D tamiḍrant-a i d azadur n usiḍen amsadaɣ.

4.2. Iferdisen igejdanen n GPU

GPU amiran yesɛa aṭas n yiferdisen, gar-asen:

- CUDA Cores: iferdisen n usiḍen i yimahilen n tusnakt d usiḍen amatu.

- Tensor Cores: iferdisen yettwaselɣen i yimahilen n yisiraw (matrices), i yesɛan azal meqqren deg almad alqay.

- RT Cores: iferdisen n uskan n yizirigen n tafat deg tugniwin 3D.

- VRAM: takatut n GPU, i deg ttwaḥrazen yisefka i yettwasiḍnen.

- Takatut L2: takatut taruradt i yellan qrib ɣer yigrawen n usiḍen.

- NVLink: tarrayt n tuqqna taruradt gar GPU d GPU, neɣ gar yiferdisen n unagraw, ilmend n tasegda.

Amedya, RTX 5090 yesɛa 32 GB n tkatut GDDR7, ma d isekkaren n yimmasen n yisefka zemren ad sɛun takatut HBM s wazal d tɣara yemgaraden.

5. CUDA: azadur n tzemmert n NVIDIA

CUDA d yiwen n unagraw n usihel d tɣessa n usiḍen amsadaɣ i d-tesnulfa NVIDIA. Tessawaḍ i umsihel ad yesseqdec GPU i yimahilen ur nelli ara d tugniwin kan. Deg CUDA, imahilen ttwasuddsen s wudem-a:

Yal akala afessas(thread) yezmer ad yesɛu amḍiq-is, ad iɣer isefka, ad yexdem asiḍen, syin ad yerr agmuḍ.

D acu kan, ur ilaq ara ad neḥseb dakken GPU dima yif CPU deg yal amahil. Ma yella amahil yesɛa aṭas n tigawin i yemyuqqnen, neɣ yesra abrid amezwaru uqbel win wis sin, CPU yezmer ad yili yif-it.

5.1. Aseqdec n CUDA deg usihel

CUDA yettwasqedc deg waṭas n tutlayin d yisnasen. Gar-asen C++, Python, PyTorch d TensorFlow.

Amedya amezwaru d agzul n wamek i yezmer umsihel ad yesseqdec GPU i tmernit n yisurta:

__global__ void add(const float *a,
                    const float *b,
                    float *c, int n) {
    int i = blockIdx.x * blockDim.x + threadIdx.x;
    if (i < n) {
        c[i] = a[i] + b[i];
    }
}

Deg uhil-a, yal akala afessas(thread) yettawi yiwen n umḍiq i, syin yesiḍin a[i] + b[i]. S waya, aṭas n yiḥricen zemren ad xedmen deg wakud-nni kan. Amedya-a yeskan kan iɣes(kernel); akken ad yeddu, yesra asenker-is d usefrek n tkatut.

5.2. Ayɣer CUDA yesɛa azal meqqren?

Azal n CUDA ur yelli ara kan deg tzemmert n GPU.

NVIDIA tebna-d fell-as aṭas n temkarḍiwin n usihel (software libraries), gar-asent cuDNN, cuBLAS, NCCL d TensorRT.

Asihel n waṭas n yisnasen n tigzi taragmawant teqqen ɣer tɣessa-a. Aya yessawaḍ-d i NVIDIA azal nniḍen deg tnezzut, acku amsihel ur yessutur ara GPU kan: yesra daɣen iseɣẓanen, allalen n usenqed d temkarḍiwin i yettwasenqden.

6. Tiɣeṛɣaṛ n NVIDIA: seg Tesla ɣer Vera Rubin

NVIDIA tessnerna aṭas n tisegda n GPU deg umezruy-is.


Tallit	Tasegda	Azal-is agejdan
2006	Tesla	Asnerni n usiḍen amsadaɣ
2010	Fermi	Asnerni n usiḍen ussnan
2012	Kepler	Tazmert akked tɣellist n useqdec asrurad
2014	Maxwell	Aseqdec yelhan n usrurad
2016	Pascal	Asnerni n tigzi taragmawant d GPU
2017	Volta	Asekcem n Tensor Cores
2018	Turing	RTX d ray tracing
2020	Ampere	A100 d RTX 30
2022	Hopper	H100 d usiḍen n tmudmiwin timeqqranin
2024	Blackwell	B200, GB200 d RTX 50
2026	Rubin / Vera Rubin	Inagrawen imeqqranen n AI

6.1. Hopper d H100

H100 d asekkar i d-tessufeɣ NVIDIA iwakken ad yexdem almad alqayan d usiḍen n tmudmiwin timeqqranin.

Yesɛa Tensor Cores n tziri tis kuẓ, takatut HBM d tigawin n usiḍen i yettwaselɣen i tigzi taragmawant.

H100 yesɛa azal deg umezruy n tmudmiwin n tutlayt timeqqranin (LLM), acku aṭas n yimmasen n yisefka sqedcen-t deg yiseggasen imezwura n tnerni n tigzi taragmawant turriwt.

6.2. Blackwell

Blackwell d tasegda i d-tessufeɣ NVIDIA deg 2024, i d-tefka azadur i yisekkaren B200, GB200 d yifarisen nniḍen.

Yiwen seg usnifel-is agejdan d asdukkel n sin yiḥricen n GPU deg yiwen n uceṛṛun ameqran, s tuqqna taruradt gar-asen.

Blackwell tesnerna daɣen aseqdec n yimḍanen s tiseddi taẓẓayant (low precision), iwakken ad yettwasiḍen ulmad n tmudmiwin d useqdec-nsent s tazzla d taɛkwamt n tazzla tameẓẓyant ugar.

Deg 2025 d 2026, NVIDIA tessnerna talɣa Blackwell Ultra, i yettwaselɣen ladɣa i usnerni n tzemmert n usiḍen n tigzi taragmawant.

6.3. Vera Rubin

Vera Rubin d tasegda i d-yernan ɣef Blackwell. Ur d yiwen n GPU kan, maca d anagraw yesdukklen aṭas n yiferdisen:

- GPU Rubin: i usiḍen n tigzi taragmawant.

- CPU Vera: i usendeh d usefrek n yisefka.

- NVLink: i tuqqna taruradt gar GPU.

- ConnectX d BlueField: i usefrek n uzeṭṭa d yisefka.

- InfiniBand d Ethernet: i tuqqna gar yimmasen n yisekkaren d yimmasen n yisefka.

Anagraw Vera Rubin NVL72 yesdukkel 72 n GPU Rubin d 36 n CPU Vera deg yiwen n unagraw n yiṛak imeqqranen (rack-scale system).

Deg 2026, NVIDIA teqqar-d dakken tasegda-a tettwasnerna ladɣa i tmudmiwin n tigzi taragmawant i yesseqdecen aseɣẓen d yimeggan ifulmanen.

7. Iseɣẓanen d yifarisen n NVIDIA

NVIDIA tesɛa aṭas n yifarisen yemgaraden ilmend n taɣult n useqdec.

GeForce d RTX

D tikarḍiwin tudlifin i wuraren n yiselkimen, asnulfuy anaẓuran, tugniwin 3D d yisnasen n tigzi taragmawant n uselkim udmawan. Tawsit RTX 50 tesɛa tikarḍiwin am RTX 5090, RTX 5080 d RTX 5070.

DGX d HGX

D inagrawen n usiḍen arurad i yimmasen n yisefka, i uselmed n tmudmiwin n tigzi taragmawant d usiḍen ussnan.

Jetson

D tiɣeṛɣaṛ timeẓyanin n usiḍen i warrubutik, tikufal d tigzi taragmawant i yettxeddimen deg yibenk s timmad-nsen, war ma ḥwaǧen dima tuqqna ɣer uxeddim n yisefka agwemmaḍ.

DRIVE d Hyperion

D tasegda n tigzi taragmawant i tkerṛusin tikufalin. Ttwasqedcent i usenqed n tugniwin n tkamiṛatin, tiferni n yiberdan, asenqed n tagnatin d tigawin n usendeh n tkerṛust.

Omniverse

D tasegda n usnulfu d userwes n yimeḍqan d tɣawsiwin 3D. Tettwaseqdec deg tasemlilit n yimmasen n yisefka, iferdisen n yisuddas, arrubutik d yisnasen n twennaḍt taragmawant.

Tasegda-a n yifarisen tessawaḍ i NVIDIA ad teqqen usnulfuy n yiseɣẓanen ɣer tɣessa n yisekkaren-is, seg uselkim udmawan armi d inagrawen n yimmasen n yisefka.

8. NVIDIA d tigzi taragmawant

Tigzi taragmawant d taɣult i deg teṭṭef NVIDIA amḍiq ameqran deg tnezzut tamirant.

Aṭas n tmudmiwin n tutlayt timeqqranin, am tid i ttwasqedcen deg yisnasen n ChatGPT, Claude d tmudmawin nniḍen, sran ɣer usiḍen meqqren, ladɣa deg tallit n uselmed.

8.1. Almad n tmudmiwin (training)

Deg tallit n uselmed, azeṭṭa n yiṛununen (neural network) yettawi isefka, yesiḍin igmuḍen, syin yettbeddil imsektayen-is iwakken ad yesseɣti tuccḍiwin-is.

Aṭas n tigawin-a cudden ɣer yisiraw (matrices) d yimawayen (vectors).

Amedya, ma yella ɣur-neɣ sin yisiraw:

$A \in ℝ^{m \times k}, B \in ℝ^{k \times n}$

Afaris-nsen d:

$C = A B, C_{i j} = \sum_{r = 1}^{k} A_{i r} B_{r j}$

GPU yesɛa tazmert ad yebḍu aṭas n yimahilen n usiḍen-a ɣef yigrawen yemgaraden, ladɣa mi ara yettwaseqdec Tensor Cores.

S waya, NVIDIA tesnerna tiknulujit i yessawaḍen aselmed n tmudmiwin ɣef yisefka iṭṭuqqten.

8.2. Aseqdec n tmudmiwin (inference)

Mi ara tefru tallit n uselmed, tamudemt tezmer ad tettwaseqdec i tririt ɣef yisteqsiyen, asnulfu n tugniwin, tasuqilt neɣ tasleṭ n yisefka.

Akala-a yettwasemma inference.

Deg wakud n useqdec, GPU yettawi imsektayen n tmudemt d yisefka imaynuten, yesiḍin igmuḍen, syin yettarra-d tiririt.

Ilaq ad nẓer dakken GPU n uselmed d GPU n useqdec ur sran ara dima ɣer yiwet n tɣessa. Aselmed yesra aṭas n usiḍen d useḥraz n igmuḍen agensan, ma d useqdec yesra dima tazzla tameqqrant akked tkatut i iwulmen.

8.3. NVIDIA d tmudmiwin n tutlayt

NVIDIA ur teznuzi ara kan GPU. Tessnerna daɣen iseɣẓanen i yessawaḍen:

- NeMo: aselmed, asezger d usenqed n tmudmiwin n tigzi taragmawant.

- TensorRT-LLM: asnerni n tazzla d tzemmert n useqdec n tmudmiwin n tutlayt.

- NIM: aseddu n tmudmiwin n AI ɣer yisnasen d yimmasen n yisefka.

- Nemotron: tawacult n tmudmiwin n tigzi taragmawant i d-tessnerna NVIDIA.

Azal n waya d akken taṛmist tebna yiwen n unagraw yettak i umsihel allalen seg uselmed n tmudemt armi d useqdec-is deg usnas.

Gar yimendiden-is, TSMC d yiwet seg tiṛmisin tigejdanin i yessalayn ceṛṛunat n NVIDIA. Taṛmist tettawi daɣen takatut seg SK Hynix, Micron d Samsung.

Tarrayt-a tessefk i NVIDIA ad tesseɣzef leqdic-is deg unadi d usnulfu, maca tessaɣ-itt ɣer yimendiden-is deg ufares. Ma yella anṭag ɣef yiwen seg yiberdan n ufares, aɣbel yezmer ad yaweḍ ɣer tnezzut n NVIDIA.

9. Taɣulin n useqdec

9.1. Tussna d unadi

GPU n NVIDIA ttwasqedcen deg waṭas n taɣulin tussnanin. Deg tfizikt, zemren ad siḍnen amussu n tanga, azal n tesareɣt neɣ tasedmirt n yiferdisen ɣef wayeḍ.

Deg tasnudert, ttwasqedcen deg tesleṭ n tɣessa n yipṛutinen, deg tesleṭ n yisefka n tusnatudert iṭṭuqqten, akked unadi ɣef ddwa imaynuten.

9.2. Tadawsa

NVIDIA tessnerna allalen i tfizikt n tudert d unadi ɣef ddwa. GPU zemren ad fken tallelt i:

- Tasleṭ n tugniwin n rradyulujit.

- Asugen n tɣessa n yipṛutinen.

- Anadi ɣef ddwa imaynuten.

- Asnerni n tmudmiwin i yettakken tallelt i yimnadiyen n tdawsa.

Deg 21 tuber 2026, NVIDIA tessufeɣ-d isallen ɣef yineblagen-is deg taɣulin n tusnatudert d tdawsa, ladɣa deg unadi ɣef yipṛutinen d ddwa.

9.3. Arrubutik

NVIDIA tesnerna tasegda Isaac i usebni n yirrubuten ifulmanen.

Isaac yesdukkel aserwes, almad, asenqed n yiḥricen d tigzi taragmawant.

Amedya, arubut yezmer ad yesseqdec takamiṛat iwakken ad yẓer taɣawsa, ad yefren abrid i d-yessefk, syin ad yexdem tigawt s yigmamenn-is.

Tamiḍrant-a tettwasnerna daɣen s tmudmiwin n physical AI, i yesɛan iswi ad fehmen amek iteddu umaḍal aɣaran, mačči kan isefka n uḍris d tugna.

9.4. Takerṛust takufalt

Deg taɣult n tkerṛusin, NVIDIA tesnerna inagrawen DRIVE.

Inagrawen-a zemren ad siḍnen isefka i d-ttawin tkamiṛatin d yibenk n useddar (sensors), akken ad d-ssuknen abrid, inudda n tkerṛusin nniḍen, imdanen, d wayen yezmer ad yili d amihi.

D acu kan, tazmert n unagraw ad yessiḍen isefka ur d-temmal ara s timmad-is dakken takerṛust tezmer ad teddu war amdan deg yal tegnit. Taɣellist d usenqed usrid mazal d tiɣawsiwin tigejdanin.

9.5. Asnulfuy anaẓuran d wuraren

Deg uraren n yiselkimen, GeForce RTX tessawaḍ ad tessnerni tɣara n tugniwin, tafat, tilisa d umussu.

Deg 2026, DLSS 5 d yiwen seg yisnifal imaynuten i d-tessufeɣ NVIDIA, yesdukklen tugniwin n yurar akked tigzi taragmawant iwakken ad d-yefk agmuḍ iqerrben ugar ɣer tugniwin n tilawt.

10. Amek i d-tettwafares iceṛṛunen n NVIDIA?

NVIDIA d taṛmist n tisegda n yisekkaren, maca ur tesɛi ara akk tizdayin n ufares i d-yettawin i iceṛṛunen-is.

Tettwasemma taṛmist n usali neɣ "fabless", d anamek-is dakken tettak azal ameqran i usnulfu, asali d usenqed n tiknulujit, ma d afares aɣaran n iceṛṛunen tettak-it i yineblagen-is.

Gar yineblagen-is, TSMC d yiwet seg tiṛmisin tigejdanin i yessuffuɣen iceṛṛunen n NVIDIA. Taṛmist tettawi daɣen takatut seg SK Hynix, Micron d Samsung.

Tarrayt-a tessefk i NVIDIA ad tesseɣzef leqdic-is deg unadi d usnulfu, maca tessaɣ-itt ɣer yimendiden-is deg ufares. Ma yella anṭag ɣef yiwen seg yiberdan n ufares, aɣbel yezmer ad yaweḍ ɣer tnezzut n NVIDIA.

11. Tadamsa d tnezzut n NVIDIA

NVIDIA d yiwet seg tiṛmisin i yesɛan amaduf ameqran deg taɣult n tsenselkimt.

Deg 2026, taṛmist teffeɣ-d s igmuḍen idamsanen imeqqranen, ladɣa seg tnezzut n yisekkaren n tigzi taragmawant.

11.1. Imadufen d tigenfit

Deg useggas adamsan 2026, i ifukken deg 25 yennayer 2026, NVIDIA tewwi-d:


Aferdis	Azal
Amaduf amatu	215,9 milyar $
Asnerni n umaduf	+65%
Tigenfit n taggara	120,1 milyar $
Amaduf n usiḍen d uzeṭṭa	193,5 milyar $
Amaduf n tugniwin	22,5 milyar $

Deg uḥric wis sin n useggas adamsan 2027, i ifukken deg 26 yulyu 2026, NVIDIA tewwi-d 96,2 milyar n ddulaṛ n umaduf, gar-asen 89 milyar seg yimmasen n yisefka. D isallen i d-tessufeɣ deg 26 ɣuct 2026.

Aya yeskan-d dakken amaduf n NVIDIA yuɣal yettawi-d seg tigzi taragmawant d usiḍen arurad ugar n wayen i d-yettawi seg tikarḍiwin n wuraren.

11.2. Taɣuri n tnezzut

NVIDIA tettnezzuy s waṭas n yiberdan. Tettzenzi GPU i tiṛmisin n yimmasen n yisefka, i wid ixeddmen arrubutik, i yimsihelen d wid yessuddusen inagrawen n usiḍen. Tettzenzi daɣen tisegda, allalen n tuqqna d iseɣẓanen. D anagraw i yettak i NVIDIA tazmert ad tesselḥu aseqdec n yisekkaren-is deg waṭas n tɣulin.