High-Performance Compute Tools Directory

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Llama-3.1 70B Enterprise 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 Llama-3.1 70B Enterprise quantized in INT8 SmoothQuant Precision deployed on NVIDIA A100 80GB PCIe.

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Llama-3.1 70B Enterprise 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 Llama-3.1 70B Enterprise 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 Llama-3.1 70B Enterprise 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 Llama-3.2 3B Edge-Mobile quantized in FP16 Uncompressed Native deployed on NVIDIA H100 80GB SXM5.

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Llama-3.2 3B Edge-Mobile 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 Llama-3.2 3B Edge-Mobile 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 Llama-3.2 3B Edge-Mobile quantized in INT8 SmoothQuant Precision deployed on NVIDIA A100 80GB PCIe.

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Llama-3.2 3B Edge-Mobile 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 Llama-3.2 3B Edge-Mobile 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 Llama-3.2 3B Edge-Mobile 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 Llama-3.2 1B Ultra-Compact quantized in FP16 Uncompressed Native deployed on NVIDIA H100 80GB SXM5.

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Llama-3.2 1B Ultra-Compact 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 Llama-3.2 1B Ultra-Compact 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 Llama-3.2 1B Ultra-Compact quantized in INT8 SmoothQuant Precision deployed on NVIDIA A100 80GB PCIe.

Exact VRAM memory allocation, dynamic KV-cache requirements, and tensor parallelism slicing for Llama-3.2 1B Ultra-Compact 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 Llama-3.2 1B Ultra-Compact 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 Llama-3.2 1B Ultra-Compact 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 72B Flagship Open 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 72B Flagship Open 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 72B Flagship Open 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 72B Flagship Open 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 72B Flagship Open 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 72B Flagship Open 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 72B Flagship Open 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 32B Coder & Math 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 32B Coder & Math 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 32B Coder & Math 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 32B Coder & Math quantized in INT8 SmoothQuant Precision deployed on NVIDIA A100 80GB PCIe.