coffezhou opened a new issue, #17746:
URL: https://github.com/apache/tvm/issues/17746

   
   ### Expected behavior
   
   The onnx frontend should import the model correctly.
   
   ### Actual behavior
   
   ```c
   Traceback (most recent call last):
     File "/home/carla/Documents/test_tvm/0312/test_relax1.py", line 13, in 
<module>
       tvm_model = from_onnx(model, keep_params_in_input=True)
                   ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
     File 
"/home/carla/Documents/tvm/python/tvm/relax/frontend/onnx/onnx_frontend.py", 
line 3690, in from_onnx
       return g.from_onnx(graph, opset)
              ^^^^^^^^^^^^^^^^^^^^^^^^^
     File 
"/home/carla/Documents/tvm/python/tvm/relax/frontend/onnx/onnx_frontend.py", 
line 3321, in from_onnx
       self._construct_nodes(graph)
     File 
"/home/carla/Documents/tvm/python/tvm/relax/frontend/onnx/onnx_frontend.py", 
line 3496, in _construct_nodes
       op = self._convert_operator(op_name, inputs, attr, self.opset)
            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
     File 
"/home/carla/Documents/tvm/python/tvm/relax/frontend/onnx/onnx_frontend.py", 
line 3596, in _convert_operator
       sym = op_function(self.bb, inputs, attrs, [self._nodes, self._params])
             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
     File 
"/home/carla/Documents/tvm/python/tvm/relax/frontend/onnx/onnx_frontend.py", 
line 2688, in _impl_v12
       axis, keepdims = cls._check_attrs(data, attr)
                        ^^^^^^^^^^^^^^^^^^^^^^^^^^^^
     File 
"/home/carla/Documents/tvm/python/tvm/relax/frontend/onnx/onnx_frontend.py", 
line 2669, in _check_attrs
       assert 0 <= axis < dims_num, "Axis is out of bounds"
              ^^^^^^^^^^^^^^^^^^^^
   AssertionError: Axis is out of bounds
   ```
   
   ### Environment
   
   OS: Ubuntu 20.04
   TVM: 0.20.dev0 (6e8c367)
   
   ### Steps to reproduce
   This bug can be reproduced by the following code with the model in the 
attachment. For the model, it can be correctly checked by 
onnx.checker.check_model. However, the onnx frontend cannot import it.
   
   ```python
   import tvm
   from tvm import relax
   from tvm.relax.frontend.onnx import from_onnx
   
   import onnx
   
   model_path = "model.onnx"
   model = onnx.load(model_path)
   
   onnx.checker.check_model(model, full_check=True)
   
   tvm_model = from_onnx(model, keep_params_in_input=True)
   ```
   
   [model.zip](https://github.com/user-attachments/files/19223207/model.zip)
   
   * needs-triage
   


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