… Image Zoom Figure 3: Cost per Million Output Tokens vs. Interactivity DeepSeek R1 0528 • FP4 • 8K/1K • MTP • Owning - Hyperscaler Cost Model Source: InferenceX open-source benchmarks. Lower is better. Image Zoom Figure 4: Cost per Million Output Tokens vs. …
… To illustrate the impact of software optimization on cost per token : since February, MI355X GPU cost per token has dropped significantly, while GB300 NVL72 remains higher and unchanged Figure 2 . Figure 2: Cost per million tokens over time, at interactivity 100 TPS/user -- DeepSeek R1, FP8, no MTP. …
… 129 tok/s/user interactivity - we observe the following: AMD Instinct™ MI355X GPUs MoRI SGLang MTP : $0.173 per million tokens, 2,378 tok/s/GPU achieved on 24 GPUs NVIDIA B200 Dynamo TRT-LLM MTP : $0.178 per million tokens, 3,128 tok/s/GPU achieved on 28 GPUs NVIDIA B200 Dynamo SGLang MTP : $0.284 … …
… Claude Sonnet 4.5 standard API pricing is $3 per million input tokens and $15 per million output tokens. That pricing model works well for flexible, on-demand access to frontier AI, but it also means that sustained agent workloads can become costly as token usage grows. …
… Set up anywhere and run intensive AI workloads locally with AMD Ryzen AI Halo, featuring 128 GB unified memory and support for up to 200B parameter models in a compact, power-efficient design, without constraints of cloud costs. …
… July 23, 2026 Creating CPU Inference and Agentic Performance Transparency Your finance team doesn't care about tokens per second. They care about predictable costs, compliance risk, and vendor lock-in. With agentic AI, the metrics for tracking success are even more complex. …
… July 23, 2026 Creating CPU Inference and Agentic Performance Transparency Your finance team doesn't care about tokens per second. They care about predictable costs, compliance risk, and vendor lock-in. With agentic AI, the metrics for tracking success are even more complex. …
… Prompt length tokens TTFT sec TPS tok/sec Memory GB 128 0.54 12.6 13.6 256 0.65 12.5 13.6 512 0.92 12.3 13.7 1024 1.61 11.8 13.8 2048 3.23 10.9 14.0 TTFT – time to first token, TPS – tokens per second Running GPT-OSS-20B with Ryzen AI 1.7 Using ONNX Runtime GenAI 4 , GPT-OSS-20B can be executed loc… …
… Article By Chris Raymond AMD News Contributors Miro Hodak SMTS Systems Design Engineer Related Blogs View All Blogs Reimagining AI-Native Education Through Multi-Agent Interactive Classroom on AMD ROCm Reimagining AI-Native education to AMD ROCm: multi-agent classrooms across Instinct, Radeon, Ryze… …
… Step 2 — Replace the generation loop in generate text python generator = og.Generator model, params for i, prompt in enumerate prompts : Append only the new prompt tokens — the generator retains all prior context generator.append tokens tokenizer.encode prompt loop = 0 while not generator.is done a… …