What is Flash Attention? Definition | AI Understanding

Incazelo

I-algorithm yokunaka ethuthukisiwe eyehlisa ukusetshenziswa kwenkumbulo futhi isheshise ukuqeqeshwa kwe-transformer kanye nencazelo.

Imigomo ehlobene

Isistimu ephethwe yokugcina nokuphakela izici ze-ML eziqinisekisiwe ngokungaguquki ukuze kuqeqeshwe futhi kuqondiswe.

I-Backpropagation

I-algorithm yokuqeqesha eyinhloko ebuyekeza izisindo zemodeli ngokusabalalisa amaphutha okuqagela emuva ngenethiwekhi.

Imodeli Quantization

Ukunciphisa ukunemba kwezinombolo kwezisindo zemodeli ukuze kwehliswe inkumbulo nezindleko zokusho.

I-neural architecture esebenzisa ukunaka ebudlelwaneni bemodeli kuwo wonke amalandelano ngokuhambisana.

Ukulahlekelwa Ukuqeqesha

Inani lephutha lemodeli lenziwe ikhompuyutha phakathi nokuqeqeshwa futhi lathuthukiswa lehla ngokuhamba kwesikhathi.

Ukunakwa kwamakhanda amaningi

Umshini we-transformer osebenzisa ukunakwa okuningana ngokuhambisana ukuze uthwebule izinhlobo ezahlukene zobudlelwano.

Funda kabanzi kumhlahlandlela wethu wamahhala

Attention Rollout and Head Pruning Sequence Parallelism and Ring Attention Multi-Head Latent Attention RWKV Linear Attention

Bhekafuthi

QLoRA DPO (Direct Preference Optimization)Positional Encoding Tree of Thoughts RoPE (Rotary Positional Embeddings)ReAct ALiBi Agentic Loop

Phequlula Uhla lwamagama olugcwele lwe-AI Hlola yonke imihlahlandlela ye-AI yamahhala