High-Performance Compute Tools Directory

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Qwen-2.5 32B Coder & Math quantized in AWQ 4-Bit Activation-Aware deployed on NVIDIA RTX 4090 24GB GDDR6X.

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Qwen-2.5 32B Coder & Math quantized in GPTQ 4-Bit Second-Order deployed on NVIDIA L40S 48GB Ada Lovelace.

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Qwen-2.5 32B Coder & Math quantized in GGUF Q4_K_M Medium Quant deployed on AMD Instinct MI300X 192GB.

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Qwen-2.5 14B High-Density quantized in FP16 Uncompressed Native deployed on NVIDIA H100 80GB SXM5.

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Qwen-2.5 14B High-Density quantized in BF16 Bfloat16 Mixed Precision deployed on NVIDIA H200 141GB HBM3e.

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Qwen-2.5 14B High-Density quantized in FP8 Scaled Native Hopper deployed on NVIDIA B200 192GB Blackwell.

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Qwen-2.5 14B High-Density quantized in INT8 SmoothQuant Precision deployed on NVIDIA A100 80GB PCIe.

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Qwen-2.5 14B High-Density quantized in AWQ 4-Bit Activation-Aware deployed on NVIDIA RTX 4090 24GB GDDR6X.

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Qwen-2.5 14B High-Density quantized in GPTQ 4-Bit Second-Order deployed on NVIDIA L40S 48GB Ada Lovelace.

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Qwen-2.5 14B High-Density quantized in GGUF Q4_K_M Medium Quant deployed on AMD Instinct MI300X 192GB.

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Qwen-2.5 7B Consumer-Grade quantized in FP16 Uncompressed Native deployed on NVIDIA H100 80GB SXM5.

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Qwen-2.5 7B Consumer-Grade quantized in BF16 Bfloat16 Mixed Precision deployed on NVIDIA H200 141GB HBM3e.

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Qwen-2.5 7B Consumer-Grade quantized in FP8 Scaled Native Hopper deployed on NVIDIA B200 192GB Blackwell.

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Qwen-2.5 7B Consumer-Grade quantized in INT8 SmoothQuant Precision deployed on NVIDIA A100 80GB PCIe.

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Qwen-2.5 7B Consumer-Grade quantized in AWQ 4-Bit Activation-Aware deployed on NVIDIA RTX 4090 24GB GDDR6X.

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Qwen-2.5 7B Consumer-Grade quantized in GPTQ 4-Bit Second-Order deployed on NVIDIA L40S 48GB Ada Lovelace.

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Qwen-2.5 7B Consumer-Grade quantized in GGUF Q4_K_M Medium Quant deployed on AMD Instinct MI300X 192GB.

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Mistral Large 2 123B quantized in FP16 Uncompressed Native deployed on NVIDIA H100 80GB SXM5.

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Mistral Large 2 123B quantized in BF16 Bfloat16 Mixed Precision deployed on NVIDIA H200 141GB HBM3e.

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Mistral Large 2 123B quantized in FP8 Scaled Native Hopper deployed on NVIDIA B200 192GB Blackwell.

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Mistral Large 2 123B quantized in INT8 SmoothQuant Precision deployed on NVIDIA A100 80GB PCIe.

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Mistral Large 2 123B quantized in AWQ 4-Bit Activation-Aware deployed on NVIDIA RTX 4090 24GB GDDR6X.

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Mistral Large 2 123B quantized in GPTQ 4-Bit Second-Order deployed on NVIDIA L40S 48GB Ada Lovelace.

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Mistral Large 2 123B quantized in GGUF Q4_K_M Medium Quant deployed on AMD Instinct MI300X 192GB.

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Mixtral 8x22B MoE Flagship quantized in FP16 Uncompressed Native deployed on NVIDIA H100 80GB SXM5.

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Mixtral 8x22B MoE Flagship quantized in BF16 Bfloat16 Mixed Precision deployed on NVIDIA H200 141GB HBM3e.

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Mixtral 8x22B MoE Flagship quantized in FP8 Scaled Native Hopper deployed on NVIDIA B200 192GB Blackwell.

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Mixtral 8x22B MoE Flagship quantized in INT8 SmoothQuant Precision deployed on NVIDIA A100 80GB PCIe.

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Mixtral 8x22B MoE Flagship quantized in AWQ 4-Bit Activation-Aware deployed on NVIDIA RTX 4090 24GB GDDR6X.

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Mixtral 8x22B MoE Flagship quantized in GPTQ 4-Bit Second-Order deployed on NVIDIA L40S 48GB Ada Lovelace.