[tracking] E2EShark IREE Tests - Onnx Op - Runtime

[PhaneeshB]

Tracking fixes of E2E IREE tests. Below is the list of ops for which OnnxToTorch lowering exists and compiles but it fails at runtime.

To reproduce issue:
build venv following https://github.com/nod-ai/SHARK-TestSuite/tree/main/iree_tests#common-venv-setup-with-deps

cd iree_tests/onnx/node/generated/TEST_NAME/
iree-compile model.mlir --iree-hal-target-backends=llvm-cpu -o test.vmfb 
iree-run-module --module=test.vmfb --device=local-sync --flagfile=test_data_flags.txt

When picking up any failures below, please cross check #215, #450, #566 to see if there is overlap issue.

Failures By Category:

Return Type Mismatch (for ints signed / unsigned)

• ISSUE : Test case failures in iree-run-module with signed/unsigned/signless types iree-org/iree#16674
  • test_add_uint8
  • test_argmax_default_axis_example
  • test_argmax_default_axis_random
  • test_argmax_keepdims_example
  • test_argmax_keepdims_random
  • test_argmax_negative_axis_keepdims_example
  • test_argmax_negative_axis_keepdims_random
  • test_argmax_no_keepdims_example
  • test_argmax_no_keepdims_random
  • test_argmin_default_axis_example
  • test_argmin_default_axis_random
  • test_argmin_keepdims_example
  • test_argmin_keepdims_random
  • test_argmin_negative_axis_keepdims_example
  • test_argmin_negative_axis_keepdims_random
  • test_argmin_no_keepdims_example
  • test_argmin_no_keepdims_random
  • test_bitshift_left_uint16
  • test_bitshift_left_uint32
  • test_bitshift_left_uint64
  • test_bitshift_left_uint8
  • test_bitshift_right_uint16
  • test_bitshift_right_uint32
  • test_bitshift_right_uint64
  • test_bitshift_right_uint8
  • test_bitwise_and_i16_3d
  • test_bitwise_and_i32_2d
  • test_bitwise_and_ui64_bcast_3v1d
  • test_bitwise_and_ui8_bcast_4v3d
  • test_bitwise_not_2d
  • test_bitwise_not_3d
  • test_bitwise_not_4d
  • test_bitwise_or_i16_4d
  • test_bitwise_or_i32_2d
  • test_bitwise_or_ui64_bcast_3v1d
  • test_bitwise_or_ui8_bcast_4v3d
  • test_bitwise_xor_i16_3d
  • test_bitwise_xor_i32_2d
  • test_bitwise_xor_ui64_bcast_3v1d
  • test_bitwise_xor_ui8_bcast_4v3d
  • test_cast_FLOAT_to_BFLOAT16
  • test_castlike_FLOAT_to_BFLOAT16
  • test_castlike_FLOAT_to_BFLOAT16_expanded
  • test_clip_default_int8_max
  • test_clip_default_int8_max_expanded
  • test_clip_default_int8_min
  • test_clip_default_int8_min_expanded
  • test_convinteger_with_padding
  • test_convinteger_without_padding
  • test_div_uint8
  • test_dynamicquantizelinear
  • test_dynamicquantizelinear_max_adjusted
  • test_dynamicquantizelinear_min_adjusted
  • test_eyelike_without_dtype
  • test_gathernd_example_int32
  • test_max_int16
  • test_max_int32
  • test_max_int64
  • test_max_int8
  • test_max_uint16
  • test_max_uint32
  • test_max_uint64
  • test_max_uint8
  • test_min_int16
  • test_min_int32
  • test_min_int64
  • test_min_int8
  • test_min_uint16
  • test_min_uint32
  • test_min_uint64
  • test_min_uint8
  • test_mod_broadcast
  • test_mod_int64_fmod
  • test_mod_mixed_sign_int64
  • test_mod_uint16
  • test_mod_uint32
  • test_mod_uint8
  • test_mul_uint8
  • test_qlinearconv
  • test_qlinearmatmul_2D_int8_float16
  • test_qlinearmatmul_2D_int8_float32
  • test_qlinearmatmul_3D_int8_float16
  • test_qlinearmatmul_3D_int8_float32
  • test_qlinearmatmul_3D_uint8_float16
  • test_qlinearmatmul_3D_uint8_float32
  • test_quantizelinear
  • test_range_int32_type_negative_delta
  • test_shape
  • test_shape_clip_end
  • test_shape_clip_start
  • test_shape_end_negative_1
  • test_shape_example
  • test_shape_start_1
  • test_sub_uint8
  • test_tril
  • test_tril_neg
  • test_tril_one_row_neg
  • test_tril_out_neg
  • test_tril_out_pos
  • test_tril_pos
  • test_tril_square
  • test_tril_square_neg
  • test_where_long_example

---

OUT_OF_RANGE

• test_bernoulli
• test_cast_FLOAT_to_DOUBLE
• test_cast_FLOAT16_to_DOUBLE
• test_castlike_FLOAT_to_DOUBLE
• test_castlike_FLOAT_to_DOUBLE_expanded
• test_castlike_FLOAT16_to_DOUBLE
• test_castlike_FLOAT16_to_DOUBLE_expanded
• test_eyelike_with_dtype
• test_max_float64
• test_min_float64

---

NUMERICAL ERROR

• test_cast_DOUBLE_to_FLOAT
• test_cast_DOUBLE_to_FLOAT16
• test_castlike_DOUBLE_to_FLOAT
• test_castlike_DOUBLE_to_FLOAT_expanded
• test_castlike_DOUBLE_to_FLOAT16
• test_castlike_DOUBLE_to_FLOAT16_expanded
• test_constant_pad
• test_elu_default
• test_gather_elements_negative_indices
• test_hardsigmoid
• test_hardsigmoid_default
• test_hardsigmoid_example
• test_hardswish_expanded
• test_pow
• test_pow_example
• test_pow_types_float32_int32
• test_pow_types_float32_int64
• test_pow_types_float32_uint32
• test_pow_types_float32_uint64
• test_scatter_elements_with_negative_indices
• test_selu_default

---

INVALID_ARGUMENT

• test_cast_BFLOAT16_to_FLOAT
• test_castlike_BFLOAT16_to_FLOAT
• test_castlike_BFLOAT16_to_FLOAT_expanded

---

ERROR CODE 248

• test_mod_mixed_sign_int16
• test_mod_mixed_sign_int32
• test_mod_mixed_sign_int8
• test_mod_uint64

---

ERROR CODE 245

• test_constantofshape_float_ones
• test_constantofshape_int_shape_zero
• test_constantofshape_int_zeros
• test_dropout_default_mask_ratio
• test_reduce_min_empty_set
• test_shape_end_1
• test_shape_start_1_end_2
• test_shape_start_1_end_negative_1
• test_shape_start_negative_1
• test_size
• test_size_example
• test_tril_zero