Refactor builder out as an utility

[gramalingam]

Move the IR builder utility out as a separate utility.

TODO:

• Should this be moved into the ir folder?
• Should Builder be merged with the Tape class?
• Eventually, merge this with trace-mode onnxscript and expose it to end users.

[codecov]

Codecov Report

Attention: Patch coverage is 97.22222% with 1 line in your changes missing coverage. Please review.

Project coverage is 75.08%. Comparing base (3b95a44) to head (7c7f738).

Files	Patch %	Lines
onnxscript/ir/_tape.py	96.87%	1 Missing ⚠️

Additional details and impacted files

@@            Coverage Diff             @@
##             main    #1772      +/-   ##
==========================================
- Coverage   75.08%   75.08%   -0.01%     
==========================================
  Files         245      245              
  Lines       26509    26507       -2     
  Branches     4831     4830       -1     
==========================================
- Hits        19904    19902       -2     
  Misses       5675     5675              
  Partials      930      930              

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[github-actions]

Test Results

     24 files  ±     0      24 suites  ±0   3h 32m 32s ⏱️ + 13m 28s
 15 759 tests +   464  13 562 ✅ +  644    2 165 💤  -    180   31 ❌  - 1  1 🔥 +1 
467 281 runs  +18 182  97 435 ✅ +2 632  369 576 💤 +15 550  269 ❌  - 1  1 🔥 +1 

For more details on these failures and errors, see this check.

Results for commit 4f1e85c. ± Comparison against base commit 35a35db.

This pull request removes 993 and adds 1457 tests. Note that renamed tests count towards both.

onnxscript.backend.onnx_export_test.TestOnnxBackEnd ‑ test_export2python_produces_correct_onnx_script_model_0289_test_convtranspose_kernel_shape
onnxscript.backend.onnx_export_test.TestOnnxBackEnd ‑ test_export2python_produces_correct_onnx_script_model_0290_test_convtranspose_output_shape
onnxscript.backend.onnx_export_test.TestOnnxBackEnd ‑ test_export2python_produces_correct_onnx_script_model_0291_test_convtranspose_pad
onnxscript.backend.onnx_export_test.TestOnnxBackEnd ‑ test_export2python_produces_correct_onnx_script_model_0292_test_convtranspose_pads
onnxscript.backend.onnx_export_test.TestOnnxBackEnd ‑ test_export2python_produces_correct_onnx_script_model_0293_test_conv_with_autopad_same
onnxscript.backend.onnx_export_test.TestOnnxBackEnd ‑ test_export2python_produces_correct_onnx_script_model_0294_test_conv_with_strides_and_asymmetric_padding
onnxscript.backend.onnx_export_test.TestOnnxBackEnd ‑ test_export2python_produces_correct_onnx_script_model_0295_test_conv_with_strides_no_padding
onnxscript.backend.onnx_export_test.TestOnnxBackEnd ‑ test_export2python_produces_correct_onnx_script_model_0296_test_conv_with_strides_padding
onnxscript.backend.onnx_export_test.TestOnnxBackEnd ‑ test_export2python_produces_correct_onnx_script_model_0297_test_cos
onnxscript.backend.onnx_export_test.TestOnnxBackEnd ‑ test_export2python_produces_correct_onnx_script_model_0298_test_cosh
…

tests.ir.serde_roundtrip_test.SerdeTest ‑ test_serialization_deserialization_produces_same_model_0001_attn_stable_diffusion_unet_0_attn_stable_diffusion_unet_0_onnx
tests.ir.serde_roundtrip_test.SerdeTest ‑ test_serialization_deserialization_produces_same_model_0003_attn_stable_diffusion_unet_without_encoder_hidden_states_1_attn_stable_diffusion_unet_without_encoder_hidden_states_1_onnx
tests.ir.serde_roundtrip_test.SerdeTest ‑ test_serialization_deserialization_produces_same_model_0004_geglu_stable_diffusion_unet_3_geglu_stable_diffusion_unet_3_onnx
tests.ir.serde_roundtrip_test.SerdeTest ‑ test_serialization_deserialization_produces_same_model_0005_geglu_stable_diffusion_unet_0_geglu_stable_diffusion_unet_0_onnx
tests.ir.serde_roundtrip_test.SerdeTest ‑ test_serialization_deserialization_produces_same_model_0007_attn_phi_1_5_0_attn_phi_1_5_0_onnx
tests.ir.serde_roundtrip_test.SerdeTest ‑ test_serialization_deserialization_produces_same_model_0008_geglu_stable_diffusion_unet_2_geglu_stable_diffusion_unet_2_onnx
tests.ir.serde_roundtrip_test.SerdeTest ‑ test_serialization_deserialization_produces_same_model_0009_gelu_phi_1_5_0_gelu_phi_1_5_0_onnx
tests.ir.serde_roundtrip_test.SerdeTest ‑ test_serialization_deserialization_produces_same_model_0010_attn_phi_1_5_1_attn_phi_1_5_1_onnx
tests.ir.serde_roundtrip_test.SerdeTest ‑ test_serialization_deserialization_produces_same_model_0011_gelu_phi_1_5_3_gelu_phi_1_5_3_onnx
tests.ir.serde_roundtrip_test.SerdeTest ‑ test_serialization_deserialization_produces_same_model_0012_attn_phi_1_5_2_attn_phi_1_5_2_onnx
…

This pull request removes 223 skipped tests and adds 1 skipped test. Note that renamed tests count towards both.

onnxscript.backend.onnx_export_test.TestOnnxBackEnd ‑ test_export2python_produces_correct_onnx_script_model_0308_test_deform_conv_with_mask_bias
onnxscript.backend.onnx_export_test.TestOnnxBackEnd ‑ test_export2python_produces_correct_onnx_script_model_0309_test_deform_conv_with_multiple_offset_groups
onnxscript.backend.onnx_export_test.TestOnnxBackEnd ‑ test_export2python_produces_correct_onnx_script_model_0312_test_dequantizelinear
onnxscript.backend.onnx_export_test.TestOnnxBackEnd ‑ test_export2python_produces_correct_onnx_script_model_0313_test_dequantizelinear_axis
onnxscript.backend.onnx_export_test.TestOnnxBackEnd ‑ test_export2python_produces_correct_onnx_script_model_0314_test_dequantizelinear_blocked
onnxscript.backend.onnx_export_test.TestOnnxBackEnd ‑ test_export2python_produces_correct_onnx_script_model_0315_test_dequantizelinear_e4m3fn
onnxscript.backend.onnx_export_test.TestOnnxBackEnd ‑ test_export2python_produces_correct_onnx_script_model_0316_test_dequantizelinear_e4m3fn_float16
onnxscript.backend.onnx_export_test.TestOnnxBackEnd ‑ test_export2python_produces_correct_onnx_script_model_0317_test_dequantizelinear_e4m3fn_zero_point
onnxscript.backend.onnx_export_test.TestOnnxBackEnd ‑ test_export2python_produces_correct_onnx_script_model_0318_test_dequantizelinear_e5m2
onnxscript.backend.onnx_export_test.TestOnnxBackEnd ‑ test_export2python_produces_correct_onnx_script_model_0319_test_dequantizelinear_int16
…

tests.optimizer.test_models.ModelTest ‑ test_model_runs_and_matches_accuracy_after_optimization_1_torchscript_model

This pull request skips 43 and un-skips 1 tests.

onnxscript.backend.onnx_export_test.TestOnnxBackEnd ‑ test_export2python_produces_correct_onnx_script_model_0001_test_acos
onnxscript.backend.onnx_export_test.TestOnnxBackEnd ‑ test_export2python_produces_correct_onnx_script_model_0002_test_acosh
onnxscript.backend.onnx_export_test.TestOnnxBackEnd ‑ test_export2python_produces_correct_onnx_script_model_0003_test_acosh_example
onnxscript.backend.onnx_export_test.TestOnnxBackEnd ‑ test_export2python_produces_correct_onnx_script_model_0004_test_acos_example
onnxscript.backend.onnx_export_test.TestOnnxBackEnd ‑ test_export2python_produces_correct_onnx_script_model_0068_test_asin
onnxscript.backend.onnx_export_test.TestOnnxBackEnd ‑ test_export2python_produces_correct_onnx_script_model_0069_test_asinh
onnxscript.backend.onnx_export_test.TestOnnxBackEnd ‑ test_export2python_produces_correct_onnx_script_model_0070_test_asinh_example
onnxscript.backend.onnx_export_test.TestOnnxBackEnd ‑ test_export2python_produces_correct_onnx_script_model_0071_test_asin_example
onnxscript.backend.onnx_export_test.TestOnnxBackEnd ‑ test_export2python_produces_correct_onnx_script_model_0072_test_atan
onnxscript.backend.onnx_export_test.TestOnnxBackEnd ‑ test_export2python_produces_correct_onnx_script_model_0073_test_atanh
…

tests.function_libs.torch_lib.ops_test.TestOutputConsistencyEagerCPU ‑ test_output_match_opinfo__clamp_min_cpu_float16

♻️ This comment has been updated with latest results.

[justinchuby]

All sounds good!