High-Performance Compute Tools Directory

🌟 All Disciplines 🧠 AI Models & VRAM Compute ⚡ Hardware Bottlenecks & Thermals 🏢 Data Center PUE & Cooling ☁️ Cloud GPU Lease vs On-Prem ROI 🛰️ Edge AI, Avionics & Robotics
💻 Flux.1 Dev 12B High-Quality DiT (GPTQ 4-Bit Second-Order) on NVIDIA L40S 48GB Ada Lovelace VRAM & Throughput Calculator

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Flux.1 Dev 12B High-Quality DiT quantized in GPTQ 4-Bit Second-Order deployed on NVIDIA L40S 48GB Ada Lovelace.

💻 Flux.1 Dev 12B High-Quality DiT (GGUF Q4_K_M Medium Quant) on AMD Instinct MI300X 192GB VRAM & Throughput Calculator

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Flux.1 Dev 12B High-Quality DiT quantized in GGUF Q4_K_M Medium Quant deployed on AMD Instinct MI300X 192GB.

💻 Stable Diffusion 3.5 Large 8B (FP16 Uncompressed Native) on NVIDIA H100 80GB SXM5 VRAM & Throughput Calculator

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Stable Diffusion 3.5 Large 8B quantized in FP16 Uncompressed Native deployed on NVIDIA H100 80GB SXM5.

💻 Stable Diffusion 3.5 Large 8B (BF16 Bfloat16 Mixed Precision) on NVIDIA H200 141GB HBM3e VRAM & Throughput Calculator

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Stable Diffusion 3.5 Large 8B quantized in BF16 Bfloat16 Mixed Precision deployed on NVIDIA H200 141GB HBM3e.

💻 Stable Diffusion 3.5 Large 8B (FP8 Scaled Native Hopper) on NVIDIA B200 192GB Blackwell VRAM & Throughput Calculator

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Stable Diffusion 3.5 Large 8B quantized in FP8 Scaled Native Hopper deployed on NVIDIA B200 192GB Blackwell.

💻 Stable Diffusion 3.5 Large 8B (INT8 SmoothQuant Precision) on NVIDIA A100 80GB PCIe VRAM & Throughput Calculator

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Stable Diffusion 3.5 Large 8B quantized in INT8 SmoothQuant Precision deployed on NVIDIA A100 80GB PCIe.

💻 Stable Diffusion 3.5 Large 8B (AWQ 4-Bit Activation-Aware) on NVIDIA RTX 4090 24GB GDDR6X VRAM & Throughput Calculator

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Stable Diffusion 3.5 Large 8B quantized in AWQ 4-Bit Activation-Aware deployed on NVIDIA RTX 4090 24GB GDDR6X.

💻 Stable Diffusion 3.5 Large 8B (GPTQ 4-Bit Second-Order) on NVIDIA L40S 48GB Ada Lovelace VRAM & Throughput Calculator

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Stable Diffusion 3.5 Large 8B quantized in GPTQ 4-Bit Second-Order deployed on NVIDIA L40S 48GB Ada Lovelace.

💻 Stable Diffusion 3.5 Large 8B (GGUF Q4_K_M Medium Quant) on AMD Instinct MI300X 192GB VRAM & Throughput Calculator

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Stable Diffusion 3.5 Large 8B quantized in GGUF Q4_K_M Medium Quant deployed on AMD Instinct MI300X 192GB.

💻 Stable Diffusion XL 6.6B Base (FP16 Uncompressed Native) on NVIDIA H100 80GB SXM5 VRAM & Throughput Calculator

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Stable Diffusion XL 6.6B Base quantized in FP16 Uncompressed Native deployed on NVIDIA H100 80GB SXM5.

💻 Stable Diffusion XL 6.6B Base (BF16 Bfloat16 Mixed Precision) on NVIDIA H200 141GB HBM3e VRAM & Throughput Calculator

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Stable Diffusion XL 6.6B Base quantized in BF16 Bfloat16 Mixed Precision deployed on NVIDIA H200 141GB HBM3e.

💻 Stable Diffusion XL 6.6B Base (FP8 Scaled Native Hopper) on NVIDIA B200 192GB Blackwell VRAM & Throughput Calculator

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Stable Diffusion XL 6.6B Base quantized in FP8 Scaled Native Hopper deployed on NVIDIA B200 192GB Blackwell.

💻 Stable Diffusion XL 6.6B Base (INT8 SmoothQuant Precision) on NVIDIA A100 80GB PCIe VRAM & Throughput Calculator

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Stable Diffusion XL 6.6B Base quantized in INT8 SmoothQuant Precision deployed on NVIDIA A100 80GB PCIe.

💻 Stable Diffusion XL 6.6B Base (AWQ 4-Bit Activation-Aware) on NVIDIA RTX 4090 24GB GDDR6X VRAM & Throughput Calculator

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Stable Diffusion XL 6.6B Base quantized in AWQ 4-Bit Activation-Aware deployed on NVIDIA RTX 4090 24GB GDDR6X.

💻 Stable Diffusion XL 6.6B Base (GPTQ 4-Bit Second-Order) on NVIDIA L40S 48GB Ada Lovelace VRAM & Throughput Calculator

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Stable Diffusion XL 6.6B Base quantized in GPTQ 4-Bit Second-Order deployed on NVIDIA L40S 48GB Ada Lovelace.

💻 Stable Diffusion XL 6.6B Base (GGUF Q4_K_M Medium Quant) on AMD Instinct MI300X 192GB VRAM & Throughput Calculator

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Stable Diffusion XL 6.6B Base quantized in GGUF Q4_K_M Medium Quant deployed on AMD Instinct MI300X 192GB.

💻 CogVideoX-5B Video Synthesis (FP16 Uncompressed Native) on NVIDIA H100 80GB SXM5 VRAM & Throughput Calculator

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for CogVideoX-5B Video Synthesis quantized in FP16 Uncompressed Native deployed on NVIDIA H100 80GB SXM5.

💻 CogVideoX-5B Video Synthesis (BF16 Bfloat16 Mixed Precision) on NVIDIA H200 141GB HBM3e VRAM & Throughput Calculator

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for CogVideoX-5B Video Synthesis quantized in BF16 Bfloat16 Mixed Precision deployed on NVIDIA H200 141GB HBM3e.

💻 CogVideoX-5B Video Synthesis (FP8 Scaled Native Hopper) on NVIDIA B200 192GB Blackwell VRAM & Throughput Calculator

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for CogVideoX-5B Video Synthesis quantized in FP8 Scaled Native Hopper deployed on NVIDIA B200 192GB Blackwell.

💻 CogVideoX-5B Video Synthesis (INT8 SmoothQuant Precision) on NVIDIA A100 80GB PCIe VRAM & Throughput Calculator

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for CogVideoX-5B Video Synthesis quantized in INT8 SmoothQuant Precision deployed on NVIDIA A100 80GB PCIe.

💻 CogVideoX-5B Video Synthesis (AWQ 4-Bit Activation-Aware) on NVIDIA RTX 4090 24GB GDDR6X VRAM & Throughput Calculator

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for CogVideoX-5B Video Synthesis quantized in AWQ 4-Bit Activation-Aware deployed on NVIDIA RTX 4090 24GB GDDR6X.

💻 CogVideoX-5B Video Synthesis (GPTQ 4-Bit Second-Order) on NVIDIA L40S 48GB Ada Lovelace VRAM & Throughput Calculator

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for CogVideoX-5B Video Synthesis quantized in GPTQ 4-Bit Second-Order deployed on NVIDIA L40S 48GB Ada Lovelace.

💻 CogVideoX-5B Video Synthesis (GGUF Q4_K_M Medium Quant) on AMD Instinct MI300X 192GB VRAM & Throughput Calculator

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for CogVideoX-5B Video Synthesis quantized in GGUF Q4_K_M Medium Quant deployed on AMD Instinct MI300X 192GB.

💻 Whisper Large v3 Audio Speech-to-Text (FP16 Uncompressed Native) on NVIDIA H100 80GB SXM5 VRAM & Throughput Calculator

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Whisper Large v3 Audio Speech-to-Text quantized in FP16 Uncompressed Native deployed on NVIDIA H100 80GB SXM5.

💻 Whisper Large v3 Audio Speech-to-Text (BF16 Bfloat16 Mixed Precision) on NVIDIA H200 141GB HBM3e VRAM & Throughput Calculator

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Whisper Large v3 Audio Speech-to-Text quantized in BF16 Bfloat16 Mixed Precision deployed on NVIDIA H200 141GB HBM3e.

💻 Whisper Large v3 Audio Speech-to-Text (FP8 Scaled Native Hopper) on NVIDIA B200 192GB Blackwell VRAM & Throughput Calculator

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Whisper Large v3 Audio Speech-to-Text quantized in FP8 Scaled Native Hopper deployed on NVIDIA B200 192GB Blackwell.

💻 Whisper Large v3 Audio Speech-to-Text (INT8 SmoothQuant Precision) on NVIDIA A100 80GB PCIe VRAM & Throughput Calculator

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Whisper Large v3 Audio Speech-to-Text quantized in INT8 SmoothQuant Precision deployed on NVIDIA A100 80GB PCIe.

💻 Whisper Large v3 Audio Speech-to-Text (AWQ 4-Bit Activation-Aware) on NVIDIA RTX 4090 24GB GDDR6X VRAM & Throughput Calculator

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Whisper Large v3 Audio Speech-to-Text quantized in AWQ 4-Bit Activation-Aware deployed on NVIDIA RTX 4090 24GB GDDR6X.

💻 Whisper Large v3 Audio Speech-to-Text (GPTQ 4-Bit Second-Order) on NVIDIA L40S 48GB Ada Lovelace VRAM & Throughput Calculator

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Whisper Large v3 Audio Speech-to-Text quantized in GPTQ 4-Bit Second-Order deployed on NVIDIA L40S 48GB Ada Lovelace.

💻 Whisper Large v3 Audio Speech-to-Text (GGUF Q4_K_M Medium Quant) on AMD Instinct MI300X 192GB VRAM & Throughput Calculator

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Whisper Large v3 Audio Speech-to-Text quantized in GGUF Q4_K_M Medium Quant deployed on AMD Instinct MI300X 192GB.

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