{"article_url":"https://newsverum.com/de/news/slackswap-activation-memory-gpu-training-2026","block":{"columns":[{"key":"model","label":{"ar":"النموذج","de":"Modell","en":"Model","es":"Modelo","fr":"Modèle","pt":"Modelo","tr":"Model"},"language":"en","type":"text"},{"key":"ideal_throughput","label":{"ar":"معدل الأداء مقارنة بالمثالي","de":"Durchsatz im Verhältnis zum Ideal","en":"Throughput relative to ideal","es":"Rendimiento respecto al ideal","fr":"Débit par rapport à l’idéal","pt":"Débito face ao ideal","tr":"İdeale göre verim"},"type":"number","unit":"percent"}],"description":{"ar":"النتائج ناتجة عن محاكاة وليست تشغيلًا على GPU فعلي.","de":"Die Ergebnisse stammen aus einer Simulation, nicht von einem physischen GPU-Lauf.","en":"Results are from simulation, not a run on a physical GPU.","es":"Los resultados proceden de una simulación, no de una GPU física.","fr":"Les résultats proviennent d’une simulation, pas d’un GPU physique.","pt":"Os resultados são de simulação, não de uma execução numa GPU física.","tr":"Sonuçlar gerçek GPU çalıştırması değil, benzetimdir."},"id":"simulated-training-throughput","methodology":{"ar":"تقيّم الدراسة ثلاثة أعباء عمل للمحوّلات عند ميزانية ذاكرة تنشيط قدرها 50% في محاكاة أحداث منفصلة مضبوطة وفق A100 وPCIe 4.0.","de":"Die Studie bewertet drei Transformer-Arbeitslasten bei einem Aktivierungsspeicherbudget von 50 % in einer ereignisdiskreten Simulation mit Parametern für A100 und PCIe 4.0.","en":"The study evaluates three transformer workloads at a 50% activation-memory budget in a discrete-event simulation parameterized for an A100 and PCIe 4.0.","es":"El estudio evalúa tres cargas Transformer con un presupuesto de memoria de activaciones del 50 % en una simulación de eventos discretos parametrizada para una A100 y PCIe 4.0.","fr":"L’étude évalue trois charges Transformer avec un budget mémoire d’activations de 50 % dans une simulation à événements discrets paramétrée pour un A100 et PCIe 4.0.","pt":"O estudo avalia três cargas Transformer com um orçamento de memória de ativações de 50% numa simulação de eventos discretos parametrizada para A100 e PCIe 4.0.","tr":"Çalışma, A100 ve PCIe 4.0 özelliklerini temel alan ayrık olay benzetiminde 50% etkinleştirme belleği bütçesindeki üç Transformer iş yükünü değerlendiriyor."},"rowTranslations":[{"model":{"ar":"BERT-Large","de":"BERT-Large","en":"BERT-Large","es":"BERT-Large","fr":"BERT-Large","pt":"BERT-Large","tr":"BERT-Large"}},{"model":{"ar":"GPT-2 XL","de":"GPT-2 XL","en":"GPT-2 XL","es":"GPT-2 XL","fr":"GPT-2 XL","pt":"GPT-2 XL","tr":"GPT-2 XL"}},{"model":{"ar":"نموذج على نمط Llama-7B","de":"Llama-7B-ähnlich","en":"Llama-7B-style","es":"modelo tipo Llama-7B","fr":"modèle de type Llama-7B","pt":"modelo do tipo Llama-7B","tr":"Llama-7B benzeri"}}],"rows":[{"ideal_throughput":96.3,"model":"BERT-Large"},{"ideal_throughput":97.6,"model":"GPT-2 XL"},{"ideal_throughput":99.6,"model":"Llama-7B-style"}],"sourceUrls":["https://arxiv.org/abs/2610.13003"],"title":{"ar":"معدل التدريب المحاكى","de":"Simulierter Trainingsdurchsatz","en":"Simulated training throughput","es":"Rendimiento de entrenamiento simulado","fr":"Débit d’entraînement simulé","pt":"Débito de treino simulado","tr":"Benzetilmiş eğitim verimi"},"type":"table","updatedAt":"2026-10-13T01:31:44Z"},"version":1}