What is QLoRA? Definition | AI Understanding

Incazelo

Indlela yokushuna kahle ehlanganisa ukulinganisa kwesisindo esingu-4-bit nama-adaptha e-LoRA ukuze kwehliswe izidingo zenkumbulo.

Imigomo ehlobene

I-LoRA (Ukujwayela Kwezinga Eliphansi)

Indlela yokushuna esebenza kahle ngepharamitha eyengeza amatrices e-adaptha esezingeni eliphansi.

Iguqula izisindo zemodeli zibe amafomethi anemba aphansi njenge-8-bit noma 4-bit.

Ukuqhubeka nokuqeqeshwa kudatha eqondene nesizinda ukuze kulungiswe imodeli eqeqeshwe ngaphambilini emsebenzini othile.

I-Instruction Tuning

Ukulungisa kahle imodeli kumapheya emiyalelo nezimpendulo ukuze uthuthukise umsebenzi olandelayo.

Imodeli Quantization

Ukunciphisa ukunemba kwezinombolo kwezisindo zemodeli ukuze kwehliswe inkumbulo nezindleko zokusho.

I-Parameter-Efficient Fine-Tuning (PEFT)

Izindlela ezijwayelanisa amamodeli ngokuqeqesha isethi encane yamapharamitha angeziwe.

Funda kabanzi kumhlahlandlela wethu wamahhala

QLoRA and 4-Bit Fine-Tuning

Bhekafuthi

DPO (Direct Preference Optimization)Flash Attention Tree of Thoughts Multi-Head Attention ReAct Positional Encoding Agentic Loop RoPE (Rotary Positional Embeddings)

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