May 2026
Intermediate
374 pages
12h 6m
German
Content preview from LLM-Betrieb und -Optimierung in der Praxis (German Edition)Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
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Index
Symbole
- 2:4 strukturierte Sparsity, Pruning
A
- „Beschleunigung der Dekodierung großer Sprachmodelle durch spekulatives Sampling“ (Chen et al.), Detaillierte Schritte
- Beschleunigerchips, Die Rolle von Beschleunigerchips beim LLM-Serving –Vergleich der Spezifikationen beliebter GPUs
- KI-Beschleuniger in System-on-a-Chip, spezialisierte Hardware mit geringem Stromverbrauch
- Chips im Wettbewerb mit NVIDIA, andere KI-Beschleuniger und Trends –andere KI-Beschleuniger und Trends
- NVIDIA dominiert den Markt, Andere KI-Beschleuniger und Trends
- Datenbewegungsgewinne bei rückläufiger Rechenleistung, Andere KI-Beschleuniger und Trends
- Speicherwand, Andere KI-Beschleuniger und Trends –Andere KI-Beschleuniger und Trends
- NVIDIA-GPUs
- dominieren den Markt, andere KI-Beschleuniger und Trends
- Ausführung von LLM-Modellen, Engpässe bei der Ausführung von LLM-Modellen –Anwendung der Arithmetikintensitätsanalyse auf die Prefill- und Decode-Phasen von LLM
- LLM-Modell-Laden, Engpässe beim Laden von LLM-Modellen –Schätzen der KV-Cache-Größe
- GPU-Spezifikationen lesen, GPU-Spezifikationen lesen –GPU-Stromverbrauch
- Vergleich beliebter GPUs, Vergleich der Spezifikationen beliebter GPUs
- Trends, andere KI-Beschleuniger und Trends
- Fortschritte beim LLM-Serving
- Kanten-KI, Kanten-KI: Treiber undWegbereiter – Edge-Cloud-Hybrid-Compute
- Edge-Cloud-Hybrid-Compute, Edge-Cloud-Hybrid-Compute
- Heterogenes Rechnen, Heterogenes Rechnen
- Modellkomprimierung und -optimierung, Modellkomprimierung und -optimierung
- spezialisierte Low-Power-Hardware ...
- Kanten-KI, Kanten-KI: Treiber undWegbereiter – Edge-Cloud-Hybrid-Compute
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I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.Addison B.
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I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.