{ "activation_backends": { "triton_cuda_packed_w4": 300 }, "audio_tokens": 207, "capability": [ 12, 0 ], "cuda": "12.8", "cuda_after_load_bytes": 18328776192, "cuda_forward_ms": 2865.6015625, "cuda_peak_bytes": 46381307904, "effective_runtime_modes": { "native_packed_matmul": 300 }, "gpu": "NVIDIA RTX PRO 6000 Blackwell Server Edition", "h3_dtype_views": 50, "load_dtype": "default", "load_seconds": 0.24018437741324306, "model_dtype": "torch.bfloat16", "move_to_cuda_seconds": 1.1501922300085425, "num_blocks": 50, "orbitquant_linear_count": 300, "orbitquant_linear_cuda_ms": 1077.5865263938904, "orbitquant_linear_inputs": { "transformer_blocks.0.attn.to_k": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.0.attn.to_out.0": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 7168 ], "stride": [ 80740352, 7168, 1 ] }, "transformer_blocks.0.attn.to_q": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.0.attn.to_v": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.0.ff.net.0.proj": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.0.ff.net.2": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 14336 ], "stride": [ 161480704, 14336, 1 ] }, "transformer_blocks.1.attn.to_k": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.1.attn.to_out.0": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 7168 ], "stride": [ 80740352, 7168, 1 ] }, "transformer_blocks.1.attn.to_q": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.1.attn.to_v": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.1.ff.net.0.proj": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.1.ff.net.2": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 14336 ], "stride": [ 161480704, 14336, 1 ] }, "transformer_blocks.10.attn.to_k": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.10.attn.to_out.0": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 7168 ], "stride": [ 80740352, 7168, 1 ] }, "transformer_blocks.10.attn.to_q": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.10.attn.to_v": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.10.ff.net.0.proj": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.10.ff.net.2": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 14336 ], "stride": [ 161480704, 14336, 1 ] }, "transformer_blocks.11.attn.to_k": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.11.attn.to_out.0": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 7168 ], "stride": [ 80740352, 7168, 1 ] }, "transformer_blocks.11.attn.to_q": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.11.attn.to_v": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.11.ff.net.0.proj": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.11.ff.net.2": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 14336 ], "stride": [ 161480704, 14336, 1 ] }, "transformer_blocks.12.attn.to_k": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.12.attn.to_out.0": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 7168 ], "stride": [ 80740352, 7168, 1 ] }, "transformer_blocks.12.attn.to_q": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.12.attn.to_v": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.12.ff.net.0.proj": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.12.ff.net.2": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 14336 ], "stride": [ 161480704, 14336, 1 ] }, "transformer_blocks.13.attn.to_k": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.13.attn.to_out.0": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 7168 ], "stride": [ 80740352, 7168, 1 ] }, "transformer_blocks.13.attn.to_q": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.13.attn.to_v": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.13.ff.net.0.proj": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.13.ff.net.2": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 14336 ], "stride": [ 161480704, 14336, 1 ] }, "transformer_blocks.14.attn.to_k": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.14.attn.to_out.0": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 7168 ], "stride": [ 80740352, 7168, 1 ] }, "transformer_blocks.14.attn.to_q": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.14.attn.to_v": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.14.ff.net.0.proj": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.14.ff.net.2": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 14336 ], "stride": [ 161480704, 14336, 1 ] }, "transformer_blocks.15.attn.to_k": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.15.attn.to_out.0": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 7168 ], "stride": [ 80740352, 7168, 1 ] }, "transformer_blocks.15.attn.to_q": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.15.attn.to_v": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.15.ff.net.0.proj": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.15.ff.net.2": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 14336 ], "stride": [ 161480704, 14336, 1 ] }, "transformer_blocks.16.attn.to_k": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.16.attn.to_out.0": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 7168 ], "stride": [ 80740352, 7168, 1 ] }, "transformer_blocks.16.attn.to_q": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.16.attn.to_v": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.16.ff.net.0.proj": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.16.ff.net.2": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 14336 ], "stride": [ 161480704, 14336, 1 ] }, "transformer_blocks.17.attn.to_k": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.17.attn.to_out.0": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 7168 ], "stride": [ 80740352, 7168, 1 ] }, "transformer_blocks.17.attn.to_q": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.17.attn.to_v": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.17.ff.net.0.proj": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.17.ff.net.2": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 14336 ], "stride": [ 161480704, 14336, 1 ] }, "transformer_blocks.18.attn.to_k": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.18.attn.to_out.0": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 7168 ], "stride": [ 80740352, 7168, 1 ] }, "transformer_blocks.18.attn.to_q": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.18.attn.to_v": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.18.ff.net.0.proj": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.18.ff.net.2": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 14336 ], "stride": [ 161480704, 14336, 1 ] }, "transformer_blocks.19.attn.to_k": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.19.attn.to_out.0": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 7168 ], "stride": [ 80740352, 7168, 1 ] }, "transformer_blocks.19.attn.to_q": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.19.attn.to_v": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.19.ff.net.0.proj": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.19.ff.net.2": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 14336 ], "stride": [ 161480704, 14336, 1 ] }, "transformer_blocks.2.attn.to_k": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.2.attn.to_out.0": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 7168 ], "stride": [ 80740352, 7168, 1 ] }, "transformer_blocks.2.attn.to_q": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.2.attn.to_v": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.2.ff.net.0.proj": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.2.ff.net.2": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 14336 ], "stride": [ 161480704, 14336, 1 ] }, "transformer_blocks.20.attn.to_k": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.20.attn.to_out.0": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 7168 ], "stride": [ 80740352, 7168, 1 ] }, "transformer_blocks.20.attn.to_q": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.20.attn.to_v": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.20.ff.net.0.proj": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.20.ff.net.2": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 14336 ], "stride": [ 161480704, 14336, 1 ] }, "transformer_blocks.21.attn.to_k": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.21.attn.to_out.0": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 7168 ], "stride": [ 80740352, 7168, 1 ] }, "transformer_blocks.21.attn.to_q": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.21.attn.to_v": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.21.ff.net.0.proj": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.21.ff.net.2": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 14336 ], "stride": [ 161480704, 14336, 1 ] }, "transformer_blocks.22.attn.to_k": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.22.attn.to_out.0": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 7168 ], "stride": [ 80740352, 7168, 1 ] }, "transformer_blocks.22.attn.to_q": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.22.attn.to_v": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.22.ff.net.0.proj": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.22.ff.net.2": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 14336 ], "stride": [ 161480704, 14336, 1 ] }, "transformer_blocks.23.attn.to_k": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.23.attn.to_out.0": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 7168 ], "stride": [ 80740352, 7168, 1 ] }, "transformer_blocks.23.attn.to_q": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.23.attn.to_v": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.23.ff.net.0.proj": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.23.ff.net.2": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 14336 ], "stride": [ 161480704, 14336, 1 ] }, "transformer_blocks.24.attn.to_k": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.24.attn.to_out.0": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 7168 ], "stride": [ 80740352, 7168, 1 ] }, "transformer_blocks.24.attn.to_q": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.24.attn.to_v": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.24.ff.net.0.proj": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.24.ff.net.2": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 14336 ], "stride": [ 161480704, 14336, 1 ] }, "transformer_blocks.25.attn.to_k": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.25.attn.to_out.0": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 7168 ], "stride": [ 80740352, 7168, 1 ] }, "transformer_blocks.25.attn.to_q": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.25.attn.to_v": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.25.ff.net.0.proj": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.25.ff.net.2": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 14336 ], "stride": [ 161480704, 14336, 1 ] }, "transformer_blocks.26.attn.to_k": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.26.attn.to_out.0": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 7168 ], "stride": [ 80740352, 7168, 1 ] }, "transformer_blocks.26.attn.to_q": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.26.attn.to_v": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.26.ff.net.0.proj": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.26.ff.net.2": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 14336 ], "stride": [ 161480704, 14336, 1 ] }, "transformer_blocks.27.attn.to_k": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.27.attn.to_out.0": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 7168 ], "stride": [ 80740352, 7168, 1 ] }, "transformer_blocks.27.attn.to_q": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.27.attn.to_v": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.27.ff.net.0.proj": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.27.ff.net.2": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 14336 ], "stride": [ 161480704, 14336, 1 ] }, "transformer_blocks.28.attn.to_k": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.28.attn.to_out.0": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 7168 ], "stride": [ 80740352, 7168, 1 ] }, "transformer_blocks.28.attn.to_q": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.28.attn.to_v": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.28.ff.net.0.proj": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.28.ff.net.2": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 14336 ], "stride": [ 161480704, 14336, 1 ] }, "transformer_blocks.29.attn.to_k": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.29.attn.to_out.0": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 7168 ], "stride": [ 80740352, 7168, 1 ] }, "transformer_blocks.29.attn.to_q": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.29.attn.to_v": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.29.ff.net.0.proj": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.29.ff.net.2": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 14336 ], "stride": [ 161480704, 14336, 1 ] }, "transformer_blocks.3.attn.to_k": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.3.attn.to_out.0": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 7168 ], "stride": [ 80740352, 7168, 1 ] }, "transformer_blocks.3.attn.to_q": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.3.attn.to_v": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.3.ff.net.0.proj": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.3.ff.net.2": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 14336 ], "stride": [ 161480704, 14336, 1 ] }, "transformer_blocks.30.attn.to_k": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.30.attn.to_out.0": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 7168 ], "stride": [ 80740352, 7168, 1 ] }, "transformer_blocks.30.attn.to_q": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.30.attn.to_v": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.30.ff.net.0.proj": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.30.ff.net.2": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 14336 ], "stride": [ 161480704, 14336, 1 ] }, "transformer_blocks.31.attn.to_k": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.31.attn.to_out.0": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 7168 ], "stride": [ 80740352, 7168, 1 ] }, "transformer_blocks.31.attn.to_q": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.31.attn.to_v": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.31.ff.net.0.proj": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.31.ff.net.2": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 14336 ], "stride": [ 161480704, 14336, 1 ] }, "transformer_blocks.32.attn.to_k": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.32.attn.to_out.0": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 7168 ], "stride": [ 80740352, 7168, 1 ] }, "transformer_blocks.32.attn.to_q": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.32.attn.to_v": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.32.ff.net.0.proj": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.32.ff.net.2": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 14336 ], "stride": [ 161480704, 14336, 1 ] }, "transformer_blocks.33.attn.to_k": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.33.attn.to_out.0": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 7168 ], "stride": [ 80740352, 7168, 1 ] }, "transformer_blocks.33.attn.to_q": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.33.attn.to_v": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.33.ff.net.0.proj": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.33.ff.net.2": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 14336 ], "stride": [ 161480704, 14336, 1 ] }, "transformer_blocks.34.attn.to_k": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.34.attn.to_out.0": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 7168 ], "stride": [ 80740352, 7168, 1 ] }, "transformer_blocks.34.attn.to_q": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.34.attn.to_v": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.34.ff.net.0.proj": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.34.ff.net.2": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 14336 ], "stride": [ 161480704, 14336, 1 ] }, "transformer_blocks.35.attn.to_k": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.35.attn.to_out.0": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 7168 ], "stride": [ 80740352, 7168, 1 ] }, "transformer_blocks.35.attn.to_q": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.35.attn.to_v": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.35.ff.net.0.proj": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.35.ff.net.2": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 14336 ], "stride": [ 161480704, 14336, 1 ] }, "transformer_blocks.36.attn.to_k": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.36.attn.to_out.0": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 7168 ], "stride": [ 80740352, 7168, 1 ] }, "transformer_blocks.36.attn.to_q": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.36.attn.to_v": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.36.ff.net.0.proj": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.36.ff.net.2": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 14336 ], "stride": [ 161480704, 14336, 1 ] }, "transformer_blocks.37.attn.to_k": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.37.attn.to_out.0": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 7168 ], "stride": [ 80740352, 7168, 1 ] }, "transformer_blocks.37.attn.to_q": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.37.attn.to_v": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.37.ff.net.0.proj": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.37.ff.net.2": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 14336 ], "stride": [ 161480704, 14336, 1 ] }, "transformer_blocks.38.attn.to_k": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.38.attn.to_out.0": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 7168 ], "stride": [ 80740352, 7168, 1 ] }, "transformer_blocks.38.attn.to_q": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.38.attn.to_v": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.38.ff.net.0.proj": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.38.ff.net.2": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 14336 ], "stride": [ 161480704, 14336, 1 ] }, "transformer_blocks.39.attn.to_k": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.39.attn.to_out.0": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 7168 ], "stride": [ 80740352, 7168, 1 ] }, "transformer_blocks.39.attn.to_q": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.39.attn.to_v": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.39.ff.net.0.proj": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.39.ff.net.2": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 14336 ], "stride": [ 161480704, 14336, 1 ] }, "transformer_blocks.4.attn.to_k": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.4.attn.to_out.0": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 7168 ], "stride": [ 80740352, 7168, 1 ] }, "transformer_blocks.4.attn.to_q": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.4.attn.to_v": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.4.ff.net.0.proj": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.4.ff.net.2": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 14336 ], "stride": [ 161480704, 14336, 1 ] }, "transformer_blocks.40.attn.to_k": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.40.attn.to_out.0": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 7168 ], "stride": [ 80740352, 7168, 1 ] }, "transformer_blocks.40.attn.to_q": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.40.attn.to_v": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.40.ff.net.0.proj": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.40.ff.net.2": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 14336 ], "stride": [ 161480704, 14336, 1 ] }, "transformer_blocks.41.attn.to_k": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.41.attn.to_out.0": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 7168 ], "stride": [ 80740352, 7168, 1 ] }, "transformer_blocks.41.attn.to_q": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.41.attn.to_v": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.41.ff.net.0.proj": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.41.ff.net.2": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 14336 ], "stride": [ 161480704, 14336, 1 ] }, "transformer_blocks.42.attn.to_k": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.42.attn.to_out.0": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 7168 ], "stride": [ 80740352, 7168, 1 ] }, "transformer_blocks.42.attn.to_q": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.42.attn.to_v": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.42.ff.net.0.proj": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.42.ff.net.2": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 14336 ], "stride": [ 161480704, 14336, 1 ] }, "transformer_blocks.43.attn.to_k": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.43.attn.to_out.0": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 7168 ], "stride": [ 80740352, 7168, 1 ] }, "transformer_blocks.43.attn.to_q": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.43.attn.to_v": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.43.ff.net.0.proj": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.43.ff.net.2": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 14336 ], "stride": [ 161480704, 14336, 1 ] }, "transformer_blocks.44.attn.to_k": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.44.attn.to_out.0": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 7168 ], "stride": [ 80740352, 7168, 1 ] }, "transformer_blocks.44.attn.to_q": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.44.attn.to_v": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.44.ff.net.0.proj": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.44.ff.net.2": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 14336 ], "stride": [ 161480704, 14336, 1 ] }, "transformer_blocks.45.attn.to_k": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.45.attn.to_out.0": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 7168 ], "stride": [ 80740352, 7168, 1 ] }, "transformer_blocks.45.attn.to_q": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.45.attn.to_v": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.45.ff.net.0.proj": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.45.ff.net.2": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 14336 ], "stride": [ 161480704, 14336, 1 ] }, "transformer_blocks.46.attn.to_k": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.46.attn.to_out.0": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 7168 ], "stride": [ 80740352, 7168, 1 ] }, "transformer_blocks.46.attn.to_q": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.46.attn.to_v": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.46.ff.net.0.proj": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.46.ff.net.2": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 14336 ], "stride": [ 161480704, 14336, 1 ] }, "transformer_blocks.47.attn.to_k": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.47.attn.to_out.0": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 7168 ], "stride": [ 80740352, 7168, 1 ] }, "transformer_blocks.47.attn.to_q": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.47.attn.to_v": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.47.ff.net.0.proj": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.47.ff.net.2": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 14336 ], "stride": [ 161480704, 14336, 1 ] }, "transformer_blocks.48.attn.to_k": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.48.attn.to_out.0": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 7168 ], "stride": [ 80740352, 7168, 1 ] }, "transformer_blocks.48.attn.to_q": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.48.attn.to_v": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.48.ff.net.0.proj": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.48.ff.net.2": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 14336 ], "stride": [ 161480704, 14336, 1 ] }, "transformer_blocks.49.attn.to_k": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.49.attn.to_out.0": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 7168 ], "stride": [ 80740352, 7168, 1 ] }, "transformer_blocks.49.attn.to_q": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.49.attn.to_v": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.49.ff.net.0.proj": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.49.ff.net.2": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 14336 ], "stride": [ 161480704, 14336, 1 ] }, "transformer_blocks.5.attn.to_k": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.5.attn.to_out.0": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 7168 ], "stride": [ 80740352, 7168, 1 ] }, "transformer_blocks.5.attn.to_q": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.5.attn.to_v": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.5.ff.net.0.proj": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.5.ff.net.2": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 14336 ], "stride": [ 161480704, 14336, 1 ] }, "transformer_blocks.6.attn.to_k": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.6.attn.to_out.0": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 7168 ], "stride": [ 80740352, 7168, 1 ] }, "transformer_blocks.6.attn.to_q": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.6.attn.to_v": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.6.ff.net.0.proj": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.6.ff.net.2": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 14336 ], "stride": [ 161480704, 14336, 1 ] }, "transformer_blocks.7.attn.to_k": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.7.attn.to_out.0": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 7168 ], "stride": [ 80740352, 7168, 1 ] }, "transformer_blocks.7.attn.to_q": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.7.attn.to_v": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.7.ff.net.0.proj": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.7.ff.net.2": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 14336 ], "stride": [ 161480704, 14336, 1 ] }, "transformer_blocks.8.attn.to_k": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.8.attn.to_out.0": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 7168 ], "stride": [ 80740352, 7168, 1 ] }, "transformer_blocks.8.attn.to_q": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.8.attn.to_v": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.8.ff.net.0.proj": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.8.ff.net.2": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 14336 ], "stride": [ 161480704, 14336, 1 ] }, "transformer_blocks.9.attn.to_k": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.9.attn.to_out.0": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 7168 ], "stride": [ 80740352, 7168, 1 ] }, "transformer_blocks.9.attn.to_q": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.9.attn.to_v": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.9.ff.net.0.proj": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 5376 ], "stride": [ 60555264, 5376, 1 ] }, "transformer_blocks.9.ff.net.2": { "contiguous": true, "dtype": "torch.bfloat16", "shape": [ 1, 11264, 14336 ], "stride": [ 161480704, 14336, 1 ] } }, "orbitquant_shape_cuda_ms": { "14336x5376": { "calls": 50, "total_ms": 230.40703773498535 }, "5376x28672": { "calls": 50, "total_ms": 354.5018243789673 }, "5376x7168": { "calls": 150, "total_ms": 368.4010241031647 }, "7168x5376": { "calls": 50, "total_ms": 124.27664017677307 } }, "orbitquant_shapes": { "14336x5376": 50, "5376x28672": 50, "5376x7168": 150, "7168x5376": 50 }, "output_finite": [ true, true ], "output_shapes": [ [ 1, 10545, 96 ], [ 1, 207, 32 ] ], "runtime_mode": "native_packed_matmul", "slowest_orbitquant_linears": [ { "cuda_ms": 18.62041664123535, "name": "transformer_blocks.0.attn.to_q", "shape": "5376x7168" }, { "cuda_ms": 9.111200332641602, "name": "transformer_blocks.0.ff.net.0.proj", "shape": "5376x28672" }, { "cuda_ms": 8.695232391357422, "name": "transformer_blocks.0.ff.net.2", "shape": "14336x5376" }, { "cuda_ms": 7.266304016113281, "name": "transformer_blocks.0.attn.to_out.0", "shape": "7168x5376" }, { "cuda_ms": 7.081600189208984, "name": "transformer_blocks.6.ff.net.0.proj", "shape": "5376x28672" }, { "cuda_ms": 7.080512046813965, "name": "transformer_blocks.27.ff.net.0.proj", "shape": "5376x28672" }, { "cuda_ms": 7.074463844299316, "name": "transformer_blocks.25.ff.net.0.proj", "shape": "5376x28672" }, { "cuda_ms": 7.072256088256836, "name": "transformer_blocks.10.ff.net.0.proj", "shape": "5376x28672" }, { "cuda_ms": 7.0702080726623535, "name": "transformer_blocks.9.ff.net.0.proj", "shape": "5376x28672" }, { "cuda_ms": 7.0693440437316895, "name": "transformer_blocks.4.ff.net.0.proj", "shape": "5376x28672" }, { "cuda_ms": 7.068672180175781, "name": "transformer_blocks.2.ff.net.0.proj", "shape": "5376x28672" }, { "cuda_ms": 7.068160057067871, "name": "transformer_blocks.11.ff.net.0.proj", "shape": "5376x28672" }, { "cuda_ms": 7.067647933959961, "name": "transformer_blocks.37.ff.net.0.proj", "shape": "5376x28672" }, { "cuda_ms": 7.063136100769043, "name": "transformer_blocks.24.ff.net.0.proj", "shape": "5376x28672" }, { "cuda_ms": 7.063039779663086, "name": "transformer_blocks.29.ff.net.0.proj", "shape": "5376x28672" }, { "cuda_ms": 7.062047958374023, "name": "transformer_blocks.32.ff.net.0.proj", "shape": "5376x28672" }, { "cuda_ms": 7.062016010284424, "name": "transformer_blocks.20.ff.net.0.proj", "shape": "5376x28672" }, { "cuda_ms": 7.061503887176514, "name": "transformer_blocks.15.ff.net.0.proj", "shape": "5376x28672" }, { "cuda_ms": 7.061503887176514, "name": "transformer_blocks.16.ff.net.0.proj", "shape": "5376x28672" }, { "cuda_ms": 7.061024188995361, "name": "transformer_blocks.22.ff.net.0.proj", "shape": "5376x28672" }, { "cuda_ms": 7.059103965759277, "name": "transformer_blocks.23.ff.net.0.proj", "shape": "5376x28672" }, { "cuda_ms": 7.058047771453857, "name": "transformer_blocks.47.ff.net.0.proj", "shape": "5376x28672" }, { "cuda_ms": 7.056896209716797, "name": "transformer_blocks.33.ff.net.0.proj", "shape": "5376x28672" }, { "cuda_ms": 7.055935859680176, "name": "transformer_blocks.40.ff.net.0.proj", "shape": "5376x28672" }, { "cuda_ms": 7.054336071014404, "name": "transformer_blocks.17.ff.net.0.proj", "shape": "5376x28672" }, { "cuda_ms": 7.053952217102051, "name": "transformer_blocks.39.ff.net.0.proj", "shape": "5376x28672" }, { "cuda_ms": 7.053855895996094, "name": "transformer_blocks.28.ff.net.0.proj", "shape": "5376x28672" }, { "cuda_ms": 7.053311824798584, "name": "transformer_blocks.3.ff.net.0.proj", "shape": "5376x28672" }, { "cuda_ms": 7.0502400398254395, "name": "transformer_blocks.1.ff.net.0.proj", "shape": "5376x28672" }, { "cuda_ms": 7.049215793609619, "name": "transformer_blocks.5.ff.net.0.proj", "shape": "5376x28672" } ], "status": "pass", "text_tokens": 512, "torch": "2.8.0+cu128", "transformer": "/workspace/orbitquant-h3-perf/model/transformer", "transformer_block_cuda_ms": [ { "cuda_ms": 310.5533752441406, "name": "transformer_blocks.0" }, { "cuda_ms": 48.46879959106445, "name": "transformer_blocks.1" }, { "cuda_ms": 48.629886627197266, "name": "transformer_blocks.2" }, { "cuda_ms": 48.53862380981445, "name": "transformer_blocks.3" }, { "cuda_ms": 48.653438568115234, "name": "transformer_blocks.4" }, { "cuda_ms": 48.58992004394531, "name": "transformer_blocks.5" }, { "cuda_ms": 48.66368103027344, "name": "transformer_blocks.6" }, { "cuda_ms": 48.59689712524414, "name": "transformer_blocks.7" }, { "cuda_ms": 48.5167350769043, "name": "transformer_blocks.8" }, { "cuda_ms": 48.62108612060547, "name": "transformer_blocks.9" }, { "cuda_ms": 48.51871871948242, "name": "transformer_blocks.10" }, { "cuda_ms": 48.5648307800293, "name": "transformer_blocks.11" }, { "cuda_ms": 48.545310974121094, "name": "transformer_blocks.12" }, { "cuda_ms": 48.61705780029297, "name": "transformer_blocks.13" }, { "cuda_ms": 48.762943267822266, "name": "transformer_blocks.14" }, { "cuda_ms": 48.692222595214844, "name": "transformer_blocks.15" }, { "cuda_ms": 48.60326385498047, "name": "transformer_blocks.16" }, { "cuda_ms": 48.44297790527344, "name": "transformer_blocks.17" }, { "cuda_ms": 48.3702392578125, "name": "transformer_blocks.18" }, { "cuda_ms": 48.5167350769043, "name": "transformer_blocks.19" }, { "cuda_ms": 48.67536163330078, "name": "transformer_blocks.20" }, { "cuda_ms": 48.69500732421875, "name": "transformer_blocks.21" }, { "cuda_ms": 48.48076629638672, "name": "transformer_blocks.22" }, { "cuda_ms": 48.34979248046875, "name": "transformer_blocks.23" }, { "cuda_ms": 48.50944137573242, "name": "transformer_blocks.24" }, { "cuda_ms": 48.56480026245117, "name": "transformer_blocks.25" }, { "cuda_ms": 48.68355178833008, "name": "transformer_blocks.26" }, { "cuda_ms": 48.3375358581543, "name": "transformer_blocks.27" }, { "cuda_ms": 48.75628662109375, "name": "transformer_blocks.28" }, { "cuda_ms": 48.42652893066406, "name": "transformer_blocks.29" }, { "cuda_ms": 48.335487365722656, "name": "transformer_blocks.30" }, { "cuda_ms": 48.421470642089844, "name": "transformer_blocks.31" }, { "cuda_ms": 48.22582244873047, "name": "transformer_blocks.32" }, { "cuda_ms": 48.533119201660156, "name": "transformer_blocks.33" }, { "cuda_ms": 48.40399932861328, "name": "transformer_blocks.34" }, { "cuda_ms": 48.340030670166016, "name": "transformer_blocks.35" }, { "cuda_ms": 48.41379165649414, "name": "transformer_blocks.36" }, { "cuda_ms": 48.17622375488281, "name": "transformer_blocks.37" }, { "cuda_ms": 48.51875305175781, "name": "transformer_blocks.38" }, { "cuda_ms": 48.15116882324219, "name": "transformer_blocks.39" }, { "cuda_ms": 48.514591217041016, "name": "transformer_blocks.40" }, { "cuda_ms": 48.00166320800781, "name": "transformer_blocks.41" }, { "cuda_ms": 48.32204818725586, "name": "transformer_blocks.42" }, { "cuda_ms": 48.416385650634766, "name": "transformer_blocks.43" }, { "cuda_ms": 47.402591705322266, "name": "transformer_blocks.44" }, { "cuda_ms": 48.48284912109375, "name": "transformer_blocks.45" }, { "cuda_ms": 48.11532974243164, "name": "transformer_blocks.46" }, { "cuda_ms": 48.25551986694336, "name": "transformer_blocks.47" }, { "cuda_ms": 48.40300750732422, "name": "transformer_blocks.48" }, { "cuda_ms": 47.34415817260742, "name": "transformer_blocks.49" } ], "video_tokens": 10545, "wall_seconds": 2.8667881772853434 }