$ /usr/bin/python3 -m pip install --no-cache-dir -q onnx onnxscript onnxruntime huggingface_hub safetensors torchvision tqdm -> rc 0
$ git clone -q https://github.com/VAST-AI-Research/TripoSplat.git /kaggle/working/TripoSplat -> rc 0
$ git -C /kaggle/working/TripoSplat checkout -q d8db9e0 -> rc 0
decoder ckpt triposplat_vae_decoder_fp16.safetensors
decoder params 288.1 M
  octree 50.8 M
  gs     237.3 M
layout {"_xyz": [0, 96], "_features_dc": [96, 192], "_scaling": [192, 288], "_rotation": [288, 416], "_opacity": [416, 448], "_offset_scale": [448, 480]}
octree ref logits (1, 2048, 8)
padding check: 8 rows alone vs inside 2048, max|diff| = 2.193450927734375e-05
octree fp32 203.3 MB {'Cast': 49, 'MatMul': 31, 'Add': 51, 'Constant': 115, 'Reshape': 15, 'Unsqueeze': 8, 'Mul': 77, 'Sin': 2, 'Cos': 2, 'Concat': 3, 'Gemm': 3, 'Sigmoid': 2, 'Shape': 13, 'Gather': 1, 'Div': 13, 'Slice': 10, 'LayerNormalization': 9, 'ReduceL2': 8, 'Clip': 8, 'Expand': 8, 'Split': 4, 'Squeeze': 8, 'Transpose': 16, 'Sqrt': 12, 'Softmax': 4, 'Tanh': 4}
octree io {"inputs": [["x", [1, 2048, 3]], ["l", [1]], ["cond", [1, 8192, 16]]], "outputs": [["logits", [1, 2048, 8]]]}
gs ref features (1, 2048, 480) in 38.4 s
gs fp32 949.8 MB {'Cast': 295, 'MatMul': 179, 'Add': 196, 'Constant': 665, 'Reshape': 83, 'Unsqueeze': 49, 'Mul': 290, 'Sin': 1, 'Cos': 1, 'Concat': 18, 'LayerNormalization': 49, 'Split': 48, 'Squeeze': 128, 'ReduceL2': 64, 'Clip': 64, 'Shape': 96, 'Expand': 64, 'Div': 96, 'Transpose': 128, 'Slice': 32, 'Sqrt': 96, 'Softmax': 32, 'Tanh': 16}
octree_level int4 57.9 MB {'Cast': 49, 'com.microsoft::MatMulNBits': 23, 'Add': 51, 'Constant': 115, 'Reshape': 15, 'Unsqueeze': 8, 'Mul': 77, 'Sin': 2, 'Cos': 2, 'Concat': 3, 'Gemm': 3, 'Sigmoid': 2, 'Shape': 13, 'Gather': 1, 'Div': 13, 'Slice': 10, 'LayerNormalization': 9, 'ReduceL2': 8, 'Clip': 8, 'Expand': 8, 'Split': 4, 'Squeeze': 8, 'Transpose': 16, 'Sqrt': 12, 'MatMul': 8, 'Softmax': 4, 'Tanh': 4}
gs int4 150.4 MB {'Cast': 295, 'com.microsoft::MatMulNBits': 115, 'Add': 196, 'Constant': 665, 'Reshape': 83, 'Unsqueeze': 49, 'Mul': 290, 'Sin': 1, 'Cos': 1, 'Concat': 18, 'LayerNormalization': 49, 'Split': 48, 'Squeeze': 128, 'ReduceL2': 64, 'Clip': 64, 'Shape': 96, 'Expand': 64, 'Div': 96, 'Transpose': 128, 'Slice': 32, 'Sqrt': 96, 'MatMul': 64, 'Softmax': 32, 'Tanh': 16}
octree parity {"cos": 0.946703228429031, "rel_l2": 0.3280873158581016, "fp32_ms": 6827.6, "int4_ms": 6328.3}
gs parity (64 tok) {"cos": 0.9991116642991249, "rel_l2": 0.042165539533916316, "fp32_ms": 2739.9, "int4_ms": 3162.6}
uploaded decoder_meta.json 0.0 MB
uploaded gs.int4.onnx 150.45 MB