High-Performance Compute Tools Directory

๐ŸŒŸ All Disciplines ๐Ÿง  AI Models & VRAM Compute โšก Hardware Bottlenecks & Thermals ๐Ÿข Data Center PUE & Cooling โ˜๏ธ Cloud GPU Lease vs On-Prem ROI ๐Ÿ›ฐ๏ธ Edge AI, Avionics & Robotics
๐Ÿ’ป 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.

๐Ÿ’ป 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.

๐Ÿ’ป 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.

๐Ÿ’ป 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.

๐Ÿ’ป 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.

๐Ÿ’ป 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.

๐Ÿ’ป 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.

๐Ÿ’ป 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.

๐Ÿ’ป 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.

๐Ÿ’ป 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.

๐Ÿ’ป 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.

๐Ÿ’ป 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.

๐Ÿ’ป 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.

๐Ÿ’ป 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.

๐Ÿ’ป 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.

๐Ÿ’ป 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.

๐Ÿ’ป 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.

๐Ÿ’ป 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.

๐Ÿ’ป 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.

๐Ÿ’ป 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.

๐Ÿ’ป 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.

๐Ÿ’ป 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.

๐Ÿ’ป 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.

๐Ÿ’ป 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.

๐Ÿ’ป 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.

๐Ÿ’ป 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.

๐Ÿ’ป 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.

๐Ÿ’ป 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.

๐Ÿ’ป 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.

๐Ÿ’ป 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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