Hi, Any plans to enable ONNX export for Vocos? I developed a to do it,

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Export to ONNX,about gemelo-ai/vocos

Comments (14)

mush42 commented on May 26, 2024 2

Why ONNX?

To start with, ONNX is optimized for inference, and works fluently cross-platforms. It can even run inference on the browser, optionally accelerated with web-GPU API.
For neural TTS models, my experience with two different TTS systems shows that onnxruntime is 2x-3x faster than torch, and significantly faster than torch script.
For undevice inference, onnx has an excellent deployment story as demonstrated by Piper TTS
Note: onnx is an open standard, and onnxruntime is the defacto runtime for onnx.

from vocos.

wetdog commented on May 26, 2024 2

@sankar-mukherjee for sure, is mostly the same that shared mush42 but with the head modification. Another thing is that you have to load the weights into the model, this step was also missing in the earlier script.

Code

# coding: utf-8

import argparse
import logging
import os
import random
from pathlib import Path

import numpy as np
import torch
import yaml
from torch import nn

from vocos.pretrained import Vocos


DEFAULT_OPSET_VERSION = 15
_LOGGER = logging.getLogger("export_onnx")


class VocosGen(nn.Module):
    def __init__(self, vocos):
        super().__init__()
        self.vocos = vocos

    def forward(self, mels):
        x = self.vocos.backbone(mels)
        spec = self.vocos.head(x)
        return spec


def export_generator(config_path, checkpoint_path, output_dir, opset_version):

    with open(config_path, "r") as f:
        config = yaml.safe_load(f)

    class_module, class_name = config["model"]["class_path"].rsplit(".", 1)
    module = __import__(class_module, fromlist=[class_name])
    vocos_cls = getattr(module, class_name)

    components = Vocos.from_hparams(config_path)
    params = config["model"]["init_args"]
    
    vocos = vocos_cls(
        feature_extractor=components.feature_extractor,
        backbone=components.backbone,
        head=components.head,
        sample_rate=params["sample_rate"],
        initial_learning_rate=params["initial_learning_rate"],
        num_warmup_steps=params["num_warmup_steps"],
        mel_loss_coeff=params["mel_loss_coeff"],
        mrd_loss_coeff=params["mrd_loss_coeff"],
    )

    if checkpoint_path.endswith(".bin"):
        state_dict = torch.load(checkpoint_path, map_location="cpu")
        vocos.load_state_dict(state_dict, strict=False)

    elif checkpoint_path.endswith(".ckpt"):
        raw_model = torch.load(checkpoint_path, map_location="cpu")
        vocos.load_state_dict(raw_model['state_dict'], strict=False)

    model = VocosGen(vocos)
    model.eval()

    Path(output_dir).mkdir(parents=True, exist_ok=True)
    onnx_filename = f"mel_spec_24khz.onnx"
    onnx_path = os.path.join(output_dir, onnx_filename)

    dummy_input = torch.rand(1, vocos.backbone.input_channels, 64)
    dynamic_axes = {
        "mels": {0: "batch_size", 2: "time"},
    }

    #Conventional ONNX export
    torch.onnx.export(
        model=model,
        args=dummy_input,
        f=onnx_path,
        input_names=["mels"],
        output_names=["mag","x","y"],
        dynamic_axes=dynamic_axes,
        opset_version=opset_version,
        export_params=True,
        do_constant_folding=True,
     )

    # Using the new dynamo export
    #export_output = torch.onnx.dynamo_export(model, dummy_input)
    #export_output.save(onnx_path)
    
    return onnx_path


def main():
    logging.basicConfig(level=logging.DEBUG)

    parser = argparse.ArgumentParser(
        prog="export_onnx",
        description="Export a vocos checkpoint to onnx",
    )

    parser.add_argument("--config", type=str, required=True)
    parser.add_argument("--checkpoint", type=str, required=True)
    parser.add_argument("--output-dir", type=str, required=True)
    parser.add_argument("--seed", type=int, default=1234, help="random seed")
    parser.add_argument("--opset", type=int, default=DEFAULT_OPSET_VERSION)

    args = parser.parse_args()

    random.seed(args.seed)
    np.random.seed(args.seed)
    torch.manual_seed(args.seed)
    torch.cuda.manual_seed(args.seed)
    torch.backends.cudnn.deterministic = True
    torch.backends.cudnn.benchmark = False

    _LOGGER.info("Exporting model to ONNX")
    _LOGGER.info(f"Config path: `{args.config}`")
    _LOGGER.info(f"Using checkpoint: `{args.checkpoint}`")
    onnx_path = export_generator(
        config_path=args.config,
        checkpoint_path=args.checkpoint,
        output_dir=args.output_dir,
        opset_version=args.opset
    )
    _LOGGER.info(f"Exported ONNX model to: `{onnx_path}`")


if __name__ == '__main__':
    main()

from vocos.

sankar-mukherjee commented on May 26, 2024 1

Thank you @wetdog it works.

from vocos.

mush42 commented on May 26, 2024 1

Here's an ISTFT implementation that can be exported to ONNX, because I want to stay with the onnxruntime stack.
https://github.com/mush42/istft-onnx

It works with Vocos out of the box.

from vocos.

wetdog commented on May 26, 2024 1

@lumpidu and @Liujingxiu23 the workaorund that I posted works doing the export before the ISTFT operation. However, with the code that @mush42 shared it seems to be complete. I'll try to merge to the models into one. Also @mush42 you should post your solution to this issue in onnx/onnx#4777

from vocos.

lumpidu commented on May 26, 2024

Can you elaborate on the problems you've got ?

from vocos.

mush42 commented on May 26, 2024

Torch version: 2.2.0.dev20231208+cpu
Here is the relevant error:

torch.onnx._internal.diagnostics.infra.context.RuntimeErrorWithDiagnostic: Unsupported FX nodes: {'call_function': ['aten._assert_async.msg']}.

Click to expand full run output

$ python3 export_onnx.py  \
    --config ./configs/vocos.yaml  \
    --checkpoint ../assets/vocos.ckpt \
    --output-dir ./assets/

INFO:export_onnx:Exporting model to ONNX
INFO:export_onnx:Config path: `./configs/vocos.yaml`
INFO:export_onnx:Using checkpoint: `../assets/vocos.ckpt`
/home/mush42/projects/vocos/.venv/lib/python3.10/site-packages/transformers/utils/generic.py:441: UserWarning: torch.utils._pytree._register_pytree_node is deprecated. Please use torch.utils._pytree.register_pytree_node instead.
  _torch_pytree._register_pytree_node(
DEBUG:onnxscript:Converter:_translate_function_def_common:Rank
DEBUG:onnxscript:Converter:_bind:input
DEBUG:root:An OpSchema was not provided for Op 'Rank' and there is not one found in opset 'pkg.onnxscript.torch_lib.common'.
DEBUG:onnxscript:Converter:_translate_function_def_common:IsScalar
DEBUG:onnxscript:Converter:_bind:input
DEBUG:root:An OpSchema was not provided for Op 'IsScalar' and there is not one found in opset 'pkg.onnxscript.torch_lib.common'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten__local_scalar_dense
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten__local_scalar_dense' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten__local_scalar_dense_int
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten__local_scalar_dense_int' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten__log_softmax_half' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten__log_softmax
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:dim
DEBUG:onnxscript:Converter:_bind:half_to_float
DEBUG:onnxscript:Converter:_bind:self_is_scalar
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op 'aten__log_softmax' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten__softmax_half' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten__softmax' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_abs
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_abs' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_abs_complex
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:self_real
DEBUG:onnxscript:Converter:_bind:self_imag
DEBUG:onnxscript:Converter:_bind:real_pow
DEBUG:onnxscript:Converter:_bind:imag_pow
DEBUG:onnxscript:Converter:_bind:real_plus_imag
DEBUG:root:An OpSchema was not provided for Op 'aten_abs_complex' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_acos
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_acos' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_acosh
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_acosh' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_add
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:other
DEBUG:onnxscript:Converter:_bind:alpha
DEBUG:onnxscript:Converter:_bind:alpha
DEBUG:onnxscript:Converter:_bind:other
DEBUG:root:An OpSchema was not provided for Op 'aten_add' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_add_complex' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_addbmm
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:batch1
DEBUG:onnxscript:Converter:_bind:batch2
DEBUG:onnxscript:Converter:_bind:beta
DEBUG:onnxscript:Converter:_bind:alpha
DEBUG:onnxscript:Converter:_bind:scaled_self
DEBUG:onnxscript:Converter:_bind:axes
DEBUG:onnxscript:Converter:_bind:reduced_batches
DEBUG:root:An OpSchema was not provided for Op 'aten_addbmm' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_addcdiv
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:tensor1
DEBUG:onnxscript:Converter:_bind:tensor2
DEBUG:onnxscript:Converter:_bind:value
DEBUG:root:An OpSchema was not provided for Op 'aten_addcdiv' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_addcmul
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:tensor1
DEBUG:onnxscript:Converter:_bind:tensor2
DEBUG:onnxscript:Converter:_bind:value
DEBUG:root:An OpSchema was not provided for Op 'aten_addcmul' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_addmm
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:mat1
DEBUG:onnxscript:Converter:_bind:mat2
DEBUG:onnxscript:Converter:_bind:beta
DEBUG:onnxscript:Converter:_bind:alpha
DEBUG:root:An OpSchema was not provided for Op 'aten_addmm' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_addmv
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:mat
DEBUG:onnxscript:Converter:_bind:vec
DEBUG:onnxscript:Converter:_bind:beta
DEBUG:onnxscript:Converter:_bind:alpha
DEBUG:root:An OpSchema was not provided for Op 'aten_addmv' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_addr
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:vec1
DEBUG:onnxscript:Converter:_bind:vec2
DEBUG:onnxscript:Converter:_bind:beta
DEBUG:onnxscript:Converter:_bind:alpha
DEBUG:onnxscript:Converter:_bind:vec1_shape
DEBUG:onnxscript:Converter:_bind:vec2_shape
DEBUG:onnxscript:Converter:_bind:vec1_reshaped
DEBUG:onnxscript:Converter:_bind:vec2_reshaped
DEBUG:onnxscript:Converter:_bind:outer
DEBUG:onnxscript:Converter:_bind:alpha
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:beta
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op 'aten_addr' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_alias
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_alias' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_all
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:self_bool
DEBUG:onnxscript:Converter:_bind:self_int
DEBUG:onnxscript:Converter:_bind:all_true
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op 'aten_all' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_all_dim
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:dim
DEBUG:onnxscript:Converter:_bind:keepdim
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:self_bool
DEBUG:onnxscript:Converter:_bind:self_int
DEBUG:onnxscript:Converter:_bind:dims
DEBUG:onnxscript:Converter:_bind:all_true
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op 'aten_all_dim' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_all_dims' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_all_dims_no_dim
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:keepdims
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:self_bool
DEBUG:onnxscript:Converter:_bind:self_int
DEBUG:onnxscript:Converter:_bind:all_true
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op 'aten_all_dims_no_dim' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_allclose
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:other
DEBUG:onnxscript:Converter:_bind:rtol
DEBUG:onnxscript:Converter:_bind:atol
DEBUG:onnxscript:Converter:_bind:equal_nan
DEBUG:onnxscript:Converter:_bind:left_part
DEBUG:onnxscript:Converter:_bind:right_part
DEBUG:onnxscript:Converter:_bind:is_close
DEBUG:onnxscript:Converter:_bind:is_close_int
DEBUG:root:An OpSchema was not provided for Op 'aten_allclose' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_amax
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:dim
DEBUG:onnxscript:Converter:_bind:keepdim
DEBUG:root:An OpSchema was not provided for Op 'aten_amax' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_amin
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:dim
DEBUG:onnxscript:Converter:_bind:keepdim
DEBUG:root:An OpSchema was not provided for Op 'aten_amin' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_any
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:self_bool
DEBUG:onnxscript:Converter:_bind:self_int
DEBUG:onnxscript:Converter:_bind:any_true
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op 'aten_any' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_any_dim
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:dim
DEBUG:onnxscript:Converter:_bind:keepdim
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:self_bool
DEBUG:onnxscript:Converter:_bind:self_int
DEBUG:onnxscript:Converter:_bind:dims
DEBUG:onnxscript:Converter:_bind:any_true
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op 'aten_any_dim' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_any_dims' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_any_dims_no_dim
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:keepdims
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:self_bool
DEBUG:onnxscript:Converter:_bind:self_int
DEBUG:onnxscript:Converter:_bind:any_true
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op 'aten_any_dims_no_dim' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_arange' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_arange_start' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:_adjust_args_for_arange_int_dtype
DEBUG:onnxscript:Converter:_bind:start
DEBUG:onnxscript:Converter:_bind:end
DEBUG:onnxscript:Converter:_bind:step
DEBUG:onnxscript:Converter:_bind:zero
DEBUG:onnxscript:Converter:_bind:start
DEBUG:onnxscript:Converter:_bind:end
DEBUG:onnxscript:Converter:_bind:step
DEBUG:onnxscript:Converter:_bind:start
DEBUG:onnxscript:Converter:_bind:start
DEBUG:root:An OpSchema was not provided for Op '_adjust_args_for_arange_int_dtype' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_arange_start_step' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_argmax
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:keepdim
DEBUG:onnxscript:Converter:_bind:self_is_scaler
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op 'aten_argmax' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_argmax_dim
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:dim
DEBUG:onnxscript:Converter:_bind:keepdim
DEBUG:onnxscript:Converter:_bind:self_is_scaler
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op 'aten_argmax_dim' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_argmin
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:keepdim
DEBUG:onnxscript:Converter:_bind:self_is_scaler
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op 'aten_argmin' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_argmin_dim
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:dim
DEBUG:onnxscript:Converter:_bind:keepdim
DEBUG:onnxscript:Converter:_bind:self_is_scaler
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op 'aten_argmin_dim' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_as_strided' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:_aten_as_strided_onnx
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:size
DEBUG:onnxscript:Converter:_bind:stride
DEBUG:onnxscript:Converter:_bind:storage_offset
DEBUG:onnxscript:Converter:_bind:rank
DEBUG:onnxscript:Converter:_bind:neg_1
DEBUG:onnxscript:Converter:_bind:rank_tensor
DEBUG:onnxscript:Converter:_bind:indices
DEBUG:onnxscript:Converter:_bind:one_seq
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'ast.For'>
DEBUG:onnxscript:Converter:_bind:i
DEBUG:onnxscript:Converter:_bind:indices
DEBUG:onnxscript:Converter:_bind:one_seq
DEBUG:onnxscript:Converter:_bind:j
DEBUG:onnxscript:Converter:_bind:j_tensor
DEBUG:onnxscript:Converter:_bind:size_dim_j
DEBUG:onnxscript:Converter:_bind:size_after_j
DEBUG:onnxscript:Converter:_bind:stride_dim_j
DEBUG:onnxscript:Converter:_bind:indices
DEBUG:onnxscript:Converter:_bind:add_value
DEBUG:onnxscript:Converter:_enter_scope:3:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:shape
DEBUG:onnxscript:Converter:_exit_scope:3
DEBUG:onnxscript:Converter:_enter_scope:3:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:ones
DEBUG:onnxscript:Converter:_bind:shape
DEBUG:onnxscript:Converter:_bind:shape
DEBUG:onnxscript:Converter:_exit_scope:3
DEBUG:onnxscript:Converter:_bind:shape
DEBUG:onnxscript:Converter:_bind:add_value
DEBUG:onnxscript:Converter:_bind:indices
DEBUG:onnxscript:Converter:_bind:one_seq
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:indices
DEBUG:onnxscript:Converter:_bind:one_seq
DEBUG:onnxscript:Converter:_bind:self_flatten
DEBUG:onnxscript:Converter:_bind:indices
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op '_aten_as_strided_onnx' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_asin
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_asin' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_asinh
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_asinh' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_atan
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_atan' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_atan2
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:other
DEBUG:onnxscript:Converter:_bind:slope
DEBUG:onnxscript:Converter:_bind:atan
DEBUG:onnxscript:Converter:_bind:second_third_quadrant
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op 'aten_atan2' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_atanh
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_atanh' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_atleast_1d
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_atleast_1d' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_atleast_1d_sequence
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'ast.FunctionDef'>
DEBUG:onnxscript:Converter:_translate_function_def_common:reshape_to_1d
DEBUG:onnxscript:Converter:_bind:tensor
DEBUG:onnxscript:Converter:_bind:shape
DEBUG:onnxscript:Converter:_bind:rank
DEBUG:onnxscript:Converter:_enter_scope:3:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:tensor
DEBUG:onnxscript:Converter:_exit_scope:3
DEBUG:onnxscript:Converter:_enter_scope:3:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:3
DEBUG:onnxscript:Converter:_bind:tensor
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:reshape_to_1d
DEBUG:root:An OpSchema was not provided for Op 'aten_atleast_1d_sequence' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_atleast_2d
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_atleast_2d' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_atleast_2d_sequence
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'ast.FunctionDef'>
DEBUG:onnxscript:Converter:_translate_function_def_common:reshape_to_2d
DEBUG:onnxscript:Converter:_bind:tensor
DEBUG:onnxscript:Converter:_bind:shape
DEBUG:onnxscript:Converter:_bind:rank
DEBUG:onnxscript:Converter:_enter_scope:3:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:tensor
DEBUG:onnxscript:Converter:_exit_scope:3
DEBUG:onnxscript:Converter:_enter_scope:3:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:3
DEBUG:onnxscript:Converter:_bind:tensor
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:reshape_to_2d
DEBUG:root:An OpSchema was not provided for Op 'aten_atleast_2d_sequence' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_atleast_3d
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:rank
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_enter_scope:3:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_exit_scope:3
DEBUG:onnxscript:Converter:_enter_scope:3:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:3
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_atleast_3d' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_atleast_3d_sequence
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'ast.FunctionDef'>
DEBUG:onnxscript:Converter:_translate_function_def_common:reshape_to_3d
DEBUG:onnxscript:Converter:_bind:tensor
DEBUG:onnxscript:Converter:_bind:shape
DEBUG:onnxscript:Converter:_bind:rank
DEBUG:onnxscript:Converter:_enter_scope:3:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:tensor
DEBUG:onnxscript:Converter:_exit_scope:3
DEBUG:onnxscript:Converter:_enter_scope:3:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_enter_scope:4:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:tensor
DEBUG:onnxscript:Converter:_exit_scope:4
DEBUG:onnxscript:Converter:_enter_scope:4:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:4
DEBUG:onnxscript:Converter:_bind:tensor
DEBUG:onnxscript:Converter:_exit_scope:3
DEBUG:onnxscript:Converter:_bind:tensor
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:reshape_to_3d
DEBUG:root:An OpSchema was not provided for Op 'aten_atleast_3d_sequence' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_baddbmm
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:batch1
DEBUG:onnxscript:Converter:_bind:batch2
DEBUG:onnxscript:Converter:_bind:beta
DEBUG:onnxscript:Converter:_bind:alpha
DEBUG:onnxscript:Converter:_bind:batch_mul
DEBUG:onnxscript:Converter:_bind:alpha_cast
DEBUG:onnxscript:Converter:_bind:mul_a
DEBUG:onnxscript:Converter:_bind:beta_cast
DEBUG:onnxscript:Converter:_bind:mul_b
DEBUG:root:An OpSchema was not provided for Op 'aten_baddbmm' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_bernoulli
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_bernoulli' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_bernoulli_p
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:p
DEBUG:onnxscript:Converter:_bind:self_float
DEBUG:onnxscript:Converter:_bind:rands
DEBUG:onnxscript:Converter:_bind:sampled
DEBUG:root:An OpSchema was not provided for Op 'aten_bernoulli_p' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_bitwise_and
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:other
DEBUG:root:An OpSchema was not provided for Op 'aten_bitwise_and' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_bitwise_left_shift_int16
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:other
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:other
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op 'aten_bitwise_left_shift_int16' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_bitwise_left_shift_int32
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:other
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:other
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op 'aten_bitwise_left_shift_int32' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_bitwise_left_shift_int64
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:other
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:other
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op 'aten_bitwise_left_shift_int64' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_bitwise_left_shift_int8
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:other
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:other
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op 'aten_bitwise_left_shift_int8' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_bitwise_not
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_bitwise_not' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_bitwise_or
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:other
DEBUG:root:An OpSchema was not provided for Op 'aten_bitwise_or' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_bitwise_right_shift_int16
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:other
DEBUG:onnxscript:Converter:_bind:negative
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:other
DEBUG:onnxscript:Converter:_bind:mask
DEBUG:onnxscript:Converter:_bind:mask
DEBUG:onnxscript:Converter:_bind:shifted
DEBUG:onnxscript:Converter:_bind:negative_shifted
DEBUG:root:An OpSchema was not provided for Op 'aten_bitwise_right_shift_int16' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_bitwise_right_shift_int32
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:other
DEBUG:onnxscript:Converter:_bind:negative
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:other
DEBUG:onnxscript:Converter:_bind:mask
DEBUG:onnxscript:Converter:_bind:mask
DEBUG:onnxscript:Converter:_bind:shifted
DEBUG:onnxscript:Converter:_bind:negative_shifted
DEBUG:root:An OpSchema was not provided for Op 'aten_bitwise_right_shift_int32' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_bitwise_right_shift_int64
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:other
DEBUG:onnxscript:Converter:_bind:negative
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:other
DEBUG:onnxscript:Converter:_bind:mask
DEBUG:onnxscript:Converter:_bind:mask
DEBUG:onnxscript:Converter:_bind:shifted
DEBUG:onnxscript:Converter:_bind:negative_shifted
DEBUG:root:An OpSchema was not provided for Op 'aten_bitwise_right_shift_int64' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_bitwise_right_shift_int8
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:other
DEBUG:onnxscript:Converter:_bind:negative
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:other
DEBUG:onnxscript:Converter:_bind:mask
DEBUG:onnxscript:Converter:_bind:mask
DEBUG:onnxscript:Converter:_bind:shifted
DEBUG:onnxscript:Converter:_bind:negative_shifted
DEBUG:root:An OpSchema was not provided for Op 'aten_bitwise_right_shift_int8' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_bitwise_xor
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:other
DEBUG:root:An OpSchema was not provided for Op 'aten_bitwise_xor' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_bmm
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:mat2
DEBUG:root:An OpSchema was not provided for Op 'aten_bmm' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_broadcast_to
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:size
DEBUG:root:An OpSchema was not provided for Op 'aten_broadcast_to' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_cat
DEBUG:onnxscript:Converter:_bind:tensors
DEBUG:onnxscript:Converter:_bind:dim
DEBUG:root:An OpSchema was not provided for Op 'aten_cat' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_ceil
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_ceil' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:python_math_ceil
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:ceil
DEBUG:root:An OpSchema was not provided for Op 'python_math_ceil' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_chunk
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:chunks
DEBUG:onnxscript:Converter:_bind:dim
DEBUG:onnxscript:Converter:_bind:neg_1
DEBUG:onnxscript:Converter:_bind:self_shape
DEBUG:onnxscript:Converter:_bind:dim_size
DEBUG:onnxscript:Converter:_bind:num_per_chunk
DEBUG:onnxscript:Converter:_bind:num_per_chunk
DEBUG:onnxscript:Converter:_bind:num_chunk
DEBUG:onnxscript:Converter:_bind:list_split
DEBUG:onnxscript:Converter:_bind:remainder
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:list_split
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:list_split
DEBUG:root:An OpSchema was not provided for Op 'aten_chunk' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_clamp' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_clamp_max
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:max_
DEBUG:onnxscript:Converter:_bind:self_size
DEBUG:onnxscript:Converter:_bind:max_shape
DEBUG:onnxscript:Converter:_bind:max_rank
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_enter_scope:3:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:max_
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:3
DEBUG:onnxscript:Converter:_enter_scope:3:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:3
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op 'aten_clamp_max' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_clamp_min
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:min_
DEBUG:onnxscript:Converter:_bind:self_size
DEBUG:onnxscript:Converter:_bind:min_shape
DEBUG:onnxscript:Converter:_bind:min_rank
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_enter_scope:3:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:min_
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:3
DEBUG:onnxscript:Converter:_enter_scope:3:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:3
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op 'aten_clamp_min' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_clone
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:memory_format
DEBUG:root:An OpSchema was not provided for Op 'aten_clone' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_concat
DEBUG:onnxscript:Converter:_bind:tensors
DEBUG:onnxscript:Converter:_bind:dim
DEBUG:root:An OpSchema was not provided for Op 'aten_concat' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_concatenate
DEBUG:onnxscript:Converter:_bind:tensors
DEBUG:onnxscript:Converter:_bind:dim
DEBUG:root:An OpSchema was not provided for Op 'aten_concatenate' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_conj
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_conj' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:_complex_conjugate
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:zero
DEBUG:onnxscript:Converter:_bind:one
DEBUG:onnxscript:Converter:_bind:two
DEBUG:onnxscript:Converter:_bind:neg_1
DEBUG:onnxscript:Converter:_bind:real
DEBUG:onnxscript:Converter:_bind:imag
DEBUG:onnxscript:Converter:_bind:conjugated
DEBUG:root:An OpSchema was not provided for Op '_complex_conjugate' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_conj_complex' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_constant_pad_nd
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:pad
DEBUG:onnxscript:Converter:_bind:value
DEBUG:onnxscript:Converter:_bind:neg_1
DEBUG:onnxscript:Converter:_bind:zero_count
DEBUG:onnxscript:Converter:_bind:zero_count
DEBUG:onnxscript:Converter:_bind:zero
DEBUG:onnxscript:Converter:_bind:zeros
DEBUG:onnxscript:Converter:_bind:torch_paddings
DEBUG:onnxscript:Converter:_bind:size_d
DEBUG:onnxscript:Converter:_bind:steps
DEBUG:onnxscript:Converter:_bind:starts
DEBUG:onnxscript:Converter:_bind:ends
DEBUG:onnxscript:Converter:_bind:odd_elements
DEBUG:onnxscript:Converter:_bind:starts
DEBUG:onnxscript:Converter:_bind:ends
DEBUG:onnxscript:Converter:_bind:even_elements
DEBUG:onnxscript:Converter:_bind:onnx_padding
DEBUG:root:An OpSchema was not provided for Op 'aten_constant_pad_nd' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_contiguous
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:memory_format
DEBUG:root:An OpSchema was not provided for Op 'aten_contiguous' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_conv1d' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_conv2d' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_conv3d' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_convolution' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:_aten_convolution_onnx
DEBUG:onnxscript:Converter:_bind:input
DEBUG:onnxscript:Converter:_bind:weight
DEBUG:onnxscript:Converter:_bind:bias
DEBUG:onnxscript:Converter:_bind:transposed
DEBUG:onnxscript:Converter:_bind:strides
DEBUG:onnxscript:Converter:_bind:pads
DEBUG:onnxscript:Converter:_bind:dilations
DEBUG:onnxscript:Converter:_bind:output_padding
DEBUG:onnxscript:Converter:_bind:groups
DEBUG:onnxscript:Converter:_bind:no_batch
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:input
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:input
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op '_aten_convolution_onnx' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_copy
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:src
DEBUG:onnxscript:Converter:_bind:non_blocking
DEBUG:root:An OpSchema was not provided for Op 'aten_copy' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten__to_copy' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_cos
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_cos' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_cosh
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_cosh' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_cross
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:other
DEBUG:onnxscript:Converter:_bind:dim
DEBUG:onnxscript:Converter:_bind:zero
DEBUG:onnxscript:Converter:_bind:one
DEBUG:onnxscript:Converter:_bind:two
DEBUG:onnxscript:Converter:_bind:three
DEBUG:onnxscript:Converter:_bind:axes
DEBUG:onnxscript:Converter:_bind:a1
DEBUG:onnxscript:Converter:_bind:a2
DEBUG:onnxscript:Converter:_bind:a3
DEBUG:onnxscript:Converter:_bind:b1
DEBUG:onnxscript:Converter:_bind:b2
DEBUG:onnxscript:Converter:_bind:b3
DEBUG:onnxscript:Converter:_bind:c1
DEBUG:onnxscript:Converter:_bind:c2
DEBUG:onnxscript:Converter:_bind:c3
DEBUG:root:An OpSchema was not provided for Op 'aten_cross' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_cumsum' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:_aten_cumsum_onnx
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:dim
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op '_aten_cumsum_onnx' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_deg2rad
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_deg2rad' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_detach
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_detach' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_diagonal' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:_aten_diagonal_onnx
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:offset
DEBUG:onnxscript:Converter:_bind:dim1
DEBUG:onnxscript:Converter:_bind:dim2
DEBUG:onnxscript:Converter:_bind:perm
DEBUG:onnxscript:Converter:_bind:axes
DEBUG:onnxscript:Converter:_bind:neg_1
DEBUG:onnxscript:Converter:_bind:dim1_size
DEBUG:onnxscript:Converter:_bind:dim2_size
DEBUG:onnxscript:Converter:_bind:mask_shape
DEBUG:onnxscript:Converter:_bind:tmp_tensor
DEBUG:onnxscript:Converter:_bind:mask
DEBUG:onnxscript:Converter:_bind:mask
DEBUG:onnxscript:Converter:_bind:self_t
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_bind:min_dim_size
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:length
DEBUG:onnxscript:Converter:_bind:start
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:length
DEBUG:onnxscript:Converter:_bind:start
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:length
DEBUG:onnxscript:Converter:_bind:start
DEBUG:onnxscript:Converter:_bind:length
DEBUG:onnxscript:Converter:_bind:end
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op '_aten_diagonal_onnx' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_diagonal_bool' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:_aten_diagonal_bool_onnx
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:offset
DEBUG:onnxscript:Converter:_bind:dim1
DEBUG:onnxscript:Converter:_bind:dim2
DEBUG:onnxscript:Converter:_bind:perm
DEBUG:onnxscript:Converter:_bind:axes
DEBUG:onnxscript:Converter:_bind:neg_1
DEBUG:onnxscript:Converter:_bind:dim1_size
DEBUG:onnxscript:Converter:_bind:dim2_size
DEBUG:onnxscript:Converter:_bind:mask_shape
DEBUG:onnxscript:Converter:_bind:tmp_tensor
DEBUG:onnxscript:Converter:_bind:mask
DEBUG:onnxscript:Converter:_bind:self_int
DEBUG:onnxscript:Converter:_bind:mask_int
DEBUG:onnxscript:Converter:_bind:self_int_t
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_bind:min_dim_size
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:length
DEBUG:onnxscript:Converter:_bind:start
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:length
DEBUG:onnxscript:Converter:_bind:start
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:length
DEBUG:onnxscript:Converter:_bind:start
DEBUG:onnxscript:Converter:_bind:length
DEBUG:onnxscript:Converter:_bind:end
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op '_aten_diagonal_bool_onnx' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_div
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:other
DEBUG:root:An OpSchema was not provided for Op 'aten_div' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_div_complex
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:other
DEBUG:onnxscript:Converter:_bind:self_real
DEBUG:onnxscript:Converter:_bind:self_imag
DEBUG:onnxscript:Converter:_bind:other_real
DEBUG:onnxscript:Converter:_bind:other_imag
DEBUG:onnxscript:Converter:_bind:ac
DEBUG:onnxscript:Converter:_bind:bd
DEBUG:onnxscript:Converter:_bind:bc
DEBUG:onnxscript:Converter:_bind:ad
DEBUG:onnxscript:Converter:_bind:denominator
DEBUG:onnxscript:Converter:_bind:real
DEBUG:onnxscript:Converter:_bind:imag
DEBUG:root:An OpSchema was not provided for Op 'aten_div_complex' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_div_mode' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_div_mode_int' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_dot
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:tensor
DEBUG:root:An OpSchema was not provided for Op 'aten_dot' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_dropout
DEBUG:onnxscript:Converter:_bind:input
DEBUG:onnxscript:Converter:_bind:p
DEBUG:onnxscript:Converter:_bind:train
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:input
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_bind:_
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_bind:_
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op 'aten_dropout' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_einsum' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_embedding
DEBUG:onnxscript:Converter:_bind:weight
DEBUG:onnxscript:Converter:_bind:indices
DEBUG:onnxscript:Converter:_bind:padding_idx
DEBUG:onnxscript:Converter:_bind:scale_grad_by_freq
DEBUG:onnxscript:Converter:_bind:sparse
DEBUG:root:An OpSchema was not provided for Op 'aten_embedding' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_embedding_bag' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:_aten_embedding_bag_onnx
DEBUG:onnxscript:Converter:_bind:weight
DEBUG:onnxscript:Converter:_bind:indices
DEBUG:onnxscript:Converter:_bind:offsets
DEBUG:onnxscript:Converter:_bind:mode
DEBUG:onnxscript:Converter:_bind:per_sample_weights
DEBUG:onnxscript:Converter:_bind:include_last_offset
DEBUG:onnxscript:Converter:_bind:neg_1
DEBUG:onnxscript:Converter:_bind:indices_1d
DEBUG:onnxscript:Converter:_bind:new_weight
DEBUG:onnxscript:Converter:_bind:new_weight
DEBUG:onnxscript:Converter:_bind:weight_dim_1
DEBUG:onnxscript:Converter:_bind:indices_size
DEBUG:onnxscript:Converter:_bind:num_bag
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:num_bag
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:offsets
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:num_bag
DEBUG:onnxscript:Converter:_bind:offsets
DEBUG:onnxscript:Converter:_bind:new_weight
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_bind:index_tensor
DEBUG:onnxscript:Converter:_bind:cond
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'ast.While'>
DEBUG:onnxscript:Converter:_bind:infinite_loop
DEBUG:onnxscript:Converter:_bind:index_tensor
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_bind:start
DEBUG:onnxscript:Converter:_bind:end
DEBUG:onnxscript:Converter:_enter_scope:3:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:row_result
DEBUG:onnxscript:Converter:_exit_scope:3
DEBUG:onnxscript:Converter:_enter_scope:3:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_enter_scope:4:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:weight_rows
DEBUG:onnxscript:Converter:_bind:row_result
DEBUG:onnxscript:Converter:_exit_scope:4
DEBUG:onnxscript:Converter:_enter_scope:4:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_enter_scope:5:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:weight_rows
DEBUG:onnxscript:Converter:_enter_scope:6:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:row_result
DEBUG:onnxscript:Converter:_bind:denominator
DEBUG:onnxscript:Converter:_enter_scope:7:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:row_result
DEBUG:onnxscript:Converter:_exit_scope:7
DEBUG:onnxscript:Converter:_enter_scope:7:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:7
DEBUG:onnxscript:Converter:_bind:row_result
DEBUG:onnxscript:Converter:_exit_scope:6
DEBUG:onnxscript:Converter:_enter_scope:6:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:row_result
DEBUG:onnxscript:Converter:_exit_scope:6
DEBUG:onnxscript:Converter:_bind:row_result
DEBUG:onnxscript:Converter:_exit_scope:5
DEBUG:onnxscript:Converter:_enter_scope:5:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_enter_scope:6:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:weight_rows
DEBUG:onnxscript:Converter:_exit_scope:6
DEBUG:onnxscript:Converter:_enter_scope:6:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:weight_rows
DEBUG:onnxscript:Converter:_exit_scope:6
DEBUG:onnxscript:Converter:_bind:weight_rows
DEBUG:onnxscript:Converter:_bind:row_result
DEBUG:onnxscript:Converter:_exit_scope:5
DEBUG:onnxscript:Converter:_bind:row_result
DEBUG:onnxscript:Converter:_exit_scope:4
DEBUG:onnxscript:Converter:_bind:row_result
DEBUG:onnxscript:Converter:_exit_scope:3
DEBUG:onnxscript:Converter:_bind:row_result
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_bind:index_tensor
DEBUG:onnxscript:Converter:_bind:cond
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:index_tensor
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:offset2bag
DEBUG:onnxscript:Converter:_enter_scope:3:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:bag_size
DEBUG:onnxscript:Converter:_exit_scope:3
DEBUG:onnxscript:Converter:_enter_scope:3:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:bag_size
DEBUG:onnxscript:Converter:_exit_scope:3
DEBUG:onnxscript:Converter:_bind:bag_size
DEBUG:onnxscript:Converter:_bind:max_indices
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_enter_scope:3:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:offset2bag
DEBUG:onnxscript:Converter:_bind:bag_size
DEBUG:onnxscript:Converter:_bind:max_indices
DEBUG:onnxscript:Converter:_exit_scope:3
DEBUG:onnxscript:Converter:_enter_scope:3:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:offset2bag
DEBUG:onnxscript:Converter:_bind:bag_size
DEBUG:onnxscript:Converter:_bind:dim_0
DEBUG:onnxscript:Converter:_bind:dim_1
DEBUG:onnxscript:Converter:_bind:max_indices
DEBUG:onnxscript:Converter:_exit_scope:3
DEBUG:onnxscript:Converter:_bind:offset2bag
DEBUG:onnxscript:Converter:_bind:max_indices
DEBUG:onnxscript:Converter:_bind:bag_size
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:offset2bag
DEBUG:onnxscript:Converter:_bind:max_indices
DEBUG:onnxscript:Converter:_bind:bag_size
DEBUG:root:An OpSchema was not provided for Op '_aten_embedding_bag_onnx' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_embedding_bag_padding_idx' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:_aten_embedding_bag_1d_padding_idx_onnx
DEBUG:onnxscript:Converter:_bind:weight
DEBUG:onnxscript:Converter:_bind:indices
DEBUG:onnxscript:Converter:_bind:offsets
DEBUG:onnxscript:Converter:_bind:mode
DEBUG:onnxscript:Converter:_bind:per_sample_weights
DEBUG:onnxscript:Converter:_bind:include_last_offset
DEBUG:onnxscript:Converter:_bind:padding_idx
DEBUG:onnxscript:Converter:_bind:neg_1
DEBUG:onnxscript:Converter:_bind:indices_weight
DEBUG:onnxscript:Converter:_bind:indices_weight
DEBUG:onnxscript:Converter:_bind:indices_weight
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_bind:num_bag
DEBUG:onnxscript:Converter:_bind:idx_size
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:num_bag
DEBUG:onnxscript:Converter:_bind:offsets
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:offsets
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:num_bag
DEBUG:onnxscript:Converter:_bind:offsets
DEBUG:onnxscript:Converter:_bind:i
DEBUG:onnxscript:Converter:_bind:cond_1
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'ast.While'>
DEBUG:onnxscript:Converter:_bind:infinite_loop
DEBUG:onnxscript:Converter:_bind:i
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_bind:start_pos
DEBUG:onnxscript:Converter:_bind:end_pos
DEBUG:onnxscript:Converter:_bind:curr_offsets
DEBUG:onnxscript:Converter:_bind:j
DEBUG:onnxscript:Converter:_bind:cond_2
DEBUG:onnxscript:Converter:_enter_scope:3:node:<class 'ast.While'>
DEBUG:onnxscript:Converter:_bind:infinite_loop
DEBUG:onnxscript:Converter:_bind:curr_offsets
DEBUG:onnxscript:Converter:_bind:j
DEBUG:onnxscript:Converter:_bind:index
DEBUG:onnxscript:Converter:_enter_scope:4:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:curr_offsets
DEBUG:onnxscript:Converter:_exit_scope:4
DEBUG:onnxscript:Converter:_enter_scope:4:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:4
DEBUG:onnxscript:Converter:_bind:curr_offsets
DEBUG:onnxscript:Converter:_bind:j
DEBUG:onnxscript:Converter:_bind:cond_2
DEBUG:onnxscript:Converter:_exit_scope:3
DEBUG:onnxscript:Converter:_bind:curr_offsets
DEBUG:onnxscript:Converter:_bind:j
DEBUG:onnxscript:Converter:_enter_scope:3:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:dim_1
DEBUG:onnxscript:Converter:_bind:expand_shape
DEBUG:onnxscript:Converter:_bind:row_result
DEBUG:onnxscript:Converter:_exit_scope:3
DEBUG:onnxscript:Converter:_enter_scope:3:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:row_weight
DEBUG:onnxscript:Converter:_enter_scope:4:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:row_result
DEBUG:onnxscript:Converter:_exit_scope:4
DEBUG:onnxscript:Converter:_enter_scope:4:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_enter_scope:5:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:row_result
DEBUG:onnxscript:Converter:_exit_scope:5
DEBUG:onnxscript:Converter:_enter_scope:5:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:row_result
DEBUG:onnxscript:Converter:_exit_scope:5
DEBUG:onnxscript:Converter:_bind:row_result
DEBUG:onnxscript:Converter:_exit_scope:4
DEBUG:onnxscript:Converter:_bind:row_result
DEBUG:onnxscript:Converter:_exit_scope:3
DEBUG:onnxscript:Converter:_bind:row_result
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_bind:i
DEBUG:onnxscript:Converter:_bind:cond_1
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:i
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:offset2bag
DEBUG:onnxscript:Converter:_enter_scope:3:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:bag_size
DEBUG:onnxscript:Converter:_exit_scope:3
DEBUG:onnxscript:Converter:_enter_scope:3:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:bag_size
DEBUG:onnxscript:Converter:_exit_scope:3
DEBUG:onnxscript:Converter:_bind:bag_size
DEBUG:onnxscript:Converter:_bind:max_indices
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_enter_scope:3:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:offset2bag
DEBUG:onnxscript:Converter:_bind:bag_size
DEBUG:onnxscript:Converter:_bind:max_indices
DEBUG:onnxscript:Converter:_exit_scope:3
DEBUG:onnxscript:Converter:_enter_scope:3:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:offset2bag
DEBUG:onnxscript:Converter:_bind:bag_size
DEBUG:onnxscript:Converter:_bind:dim_0
DEBUG:onnxscript:Converter:_bind:dim_1
DEBUG:onnxscript:Converter:_bind:max_indices
DEBUG:onnxscript:Converter:_exit_scope:3
DEBUG:onnxscript:Converter:_bind:offset2bag
DEBUG:onnxscript:Converter:_bind:max_indices
DEBUG:onnxscript:Converter:_bind:bag_size
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:offset2bag
DEBUG:onnxscript:Converter:_bind:max_indices
DEBUG:onnxscript:Converter:_bind:bag_size
DEBUG:root:An OpSchema was not provided for Op '_aten_embedding_bag_1d_padding_idx_onnx' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_embedding_renorm
DEBUG:onnxscript:Converter:_bind:weight
DEBUG:onnxscript:Converter:_bind:indices
DEBUG:onnxscript:Converter:_bind:max_norm
DEBUG:onnxscript:Converter:_bind:norm_type
DEBUG:onnxscript:Converter:_bind:unique_indices
DEBUG:onnxscript:Converter:_bind:_
DEBUG:onnxscript:Converter:_bind:_
DEBUG:onnxscript:Converter:_bind:_
DEBUG:onnxscript:Converter:_bind:partial_weight
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:partial_weight_norm
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_enter_scope:3:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:partial_weight_norm
DEBUG:onnxscript:Converter:_exit_scope:3
DEBUG:onnxscript:Converter:_enter_scope:3:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:partial_weight_abs
DEBUG:onnxscript:Converter:_bind:partial_weight_pow
DEBUG:onnxscript:Converter:_bind:partial_weight_norm
DEBUG:onnxscript:Converter:_bind:pow_value
DEBUG:onnxscript:Converter:_bind:partial_weight_norm
DEBUG:onnxscript:Converter:_exit_scope:3
DEBUG:onnxscript:Converter:_bind:partial_weight_norm
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:partial_weight_norm
DEBUG:onnxscript:Converter:_bind:max_norm
DEBUG:onnxscript:Converter:_bind:err
DEBUG:onnxscript:Converter:_bind:partial_weight_norm_
DEBUG:onnxscript:Converter:_bind:scales
DEBUG:onnxscript:Converter:_bind:partial_weight_renorm
DEBUG:onnxscript:Converter:_bind:partial_weight_renorm
DEBUG:onnxscript:Converter:_bind:value
DEBUG:root:An OpSchema was not provided for Op 'aten_embedding_renorm' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_empty
DEBUG:onnxscript:Converter:_bind:size
DEBUG:onnxscript:Converter:_bind:dtype
DEBUG:onnxscript:Converter:_bind:size
DEBUG:onnxscript:Converter:_bind:zero
DEBUG:onnxscript:Converter:_bind:zero
DEBUG:root:An OpSchema was not provided for Op 'aten_empty' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_empty_like' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:_aten_empty_like_onnx
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:zero
DEBUG:onnxscript:Converter:_bind:shape
DEBUG:root:An OpSchema was not provided for Op '_aten_empty_like_onnx' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_empty_strided
DEBUG:onnxscript:Converter:_bind:size
DEBUG:onnxscript:Converter:_bind:stride
DEBUG:onnxscript:Converter:_bind:size
DEBUG:onnxscript:Converter:_bind:zero
DEBUG:root:An OpSchema was not provided for Op 'aten_empty_strided' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_eq
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:other
DEBUG:root:An OpSchema was not provided for Op 'aten_eq' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_equal
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:other
DEBUG:onnxscript:Converter:_bind:elementwise_equal
DEBUG:onnxscript:Converter:_bind:elementwise_equal_int
DEBUG:onnxscript:Converter:_bind:all_equal
DEBUG:root:An OpSchema was not provided for Op 'aten_equal' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_exp
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_exp' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_exp2
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:two
DEBUG:onnxscript:Converter:_bind:two
DEBUG:root:An OpSchema was not provided for Op 'aten_exp2' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_expand
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:size
DEBUG:onnxscript:Converter:_bind:size
DEBUG:onnxscript:Converter:_bind:size
DEBUG:root:An OpSchema was not provided for Op 'aten_expand' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_expand_as
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:other
DEBUG:onnxscript:Converter:_bind:shape
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op 'aten_expand_as' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_fill
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:value
DEBUG:onnxscript:Converter:_bind:shape
DEBUG:onnxscript:Converter:_bind:expanded
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op 'aten_fill' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_flip
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:dims
DEBUG:onnxscript:Converter:_bind:shape_dim
DEBUG:onnxscript:Converter:_bind:neg_1
DEBUG:onnxscript:Converter:_bind:starts
DEBUG:onnxscript:Converter:_bind:steps
DEBUG:onnxscript:Converter:_bind:ends
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op 'aten_flip' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_floor
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_floor' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:python_math_floor
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:floor
DEBUG:root:An OpSchema was not provided for Op 'python_math_floor' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_floor_divide
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:other
DEBUG:root:An OpSchema was not provided for Op 'aten_floor_divide' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_fmod
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:other
DEBUG:root:An OpSchema was not provided for Op 'aten_fmod' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_frac
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_frac' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_full
DEBUG:onnxscript:Converter:_bind:size
DEBUG:onnxscript:Converter:_bind:fill_value
DEBUG:onnxscript:Converter:_bind:dtype
DEBUG:onnxscript:Converter:_bind:size
DEBUG:onnxscript:Converter:_bind:fill_value
DEBUG:root:An OpSchema was not provided for Op 'aten_full' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_full_like
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:fill_value
DEBUG:onnxscript:Converter:_bind:fill_value
DEBUG:onnxscript:Converter:_bind:self_shape
DEBUG:root:An OpSchema was not provided for Op 'aten_full_like' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_full_like_dtype
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:fill_value
DEBUG:onnxscript:Converter:_bind:dtype
DEBUG:onnxscript:Converter:_bind:fill_value
DEBUG:onnxscript:Converter:_bind:self_shape
DEBUG:root:An OpSchema was not provided for Op 'aten_full_like_dtype' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_gather
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:dim
DEBUG:onnxscript:Converter:_bind:index
DEBUG:onnxscript:Converter:_bind:sparse_grad
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_enter_scope:3:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_exit_scope:3
DEBUG:onnxscript:Converter:_enter_scope:3:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:3
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_enter_scope:3:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:3
DEBUG:onnxscript:Converter:_enter_scope:3:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:index
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:3
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op 'aten_gather' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_ge
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:other
DEBUG:root:An OpSchema was not provided for Op 'aten_ge' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_ge_bool
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:other
DEBUG:root:An OpSchema was not provided for Op 'aten_ge_bool' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_getitem
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:i
DEBUG:root:An OpSchema was not provided for Op 'aten_getitem' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_grid_sampler' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_grid_sampler_2d' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_gt
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:other
DEBUG:root:An OpSchema was not provided for Op 'aten_gt' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_gt_bool
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:other
DEBUG:root:An OpSchema was not provided for Op 'aten_gt_bool' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_heaviside
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:values
DEBUG:onnxscript:Converter:_bind:zero
DEBUG:onnxscript:Converter:_bind:one
DEBUG:onnxscript:Converter:_bind:intermediate
DEBUG:root:An OpSchema was not provided for Op 'aten_heaviside' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_hstack
DEBUG:onnxscript:Converter:_bind:tensors
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'ast.FunctionDef'>
DEBUG:onnxscript:Converter:_translate_function_def_common:reshape_to_atleast_2d
DEBUG:onnxscript:Converter:_bind:tensor
DEBUG:onnxscript:Converter:_bind:shape
DEBUG:onnxscript:Converter:_bind:rank
DEBUG:onnxscript:Converter:_enter_scope:3:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:tensor
DEBUG:onnxscript:Converter:_exit_scope:3
DEBUG:onnxscript:Converter:_enter_scope:3:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:3
DEBUG:onnxscript:Converter:_bind:tensor
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:reshape_to_atleast_2d
DEBUG:onnxscript:Converter:_bind:tensors_atleast_2d
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_bind:rank_1d_or_less
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op 'aten_hstack' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_index' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_index_put
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:indices
DEBUG:onnxscript:Converter:_bind:values
DEBUG:onnxscript:Converter:_bind:accumulate
DEBUG:onnxscript:Converter:_bind:index
DEBUG:onnxscript:Converter:_bind:self_dim_1
DEBUG:onnxscript:Converter:_bind:index_dim_0
DEBUG:onnxscript:Converter:_bind:neg_1
DEBUG:onnxscript:Converter:_bind:shape
DEBUG:onnxscript:Converter:_bind:new_ind
DEBUG:onnxscript:Converter:_bind:new_ind_t
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:zeros
DEBUG:onnxscript:Converter:_bind:zeros
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op 'aten_index_put' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_index_put_bool
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:indices
DEBUG:onnxscript:Converter:_bind:values
DEBUG:onnxscript:Converter:_bind:accumulate
DEBUG:onnxscript:Converter:_bind:index
DEBUG:onnxscript:Converter:_bind:index_int
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:index
DEBUG:onnxscript:Converter:_bind:self_dim_1
DEBUG:onnxscript:Converter:_bind:index_dim_0
DEBUG:onnxscript:Converter:_bind:shape
DEBUG:onnxscript:Converter:_bind:new_ind
DEBUG:onnxscript:Converter:_bind:new_ind_t
DEBUG:onnxscript:Converter:_enter_scope:3:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:values
DEBUG:onnxscript:Converter:_exit_scope:3
DEBUG:onnxscript:Converter:_enter_scope:3:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:3
DEBUG:onnxscript:Converter:_bind:values
DEBUG:onnxscript:Converter:_enter_scope:3:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:zeros
DEBUG:onnxscript:Converter:_bind:zeros
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:3
DEBUG:onnxscript:Converter:_enter_scope:3:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:3
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op 'aten_index_put_bool' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_index_select
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:dim
DEBUG:onnxscript:Converter:_bind:index
DEBUG:onnxscript:Converter:_bind:self_is_scalar
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:index
DEBUG:onnxscript:Converter:_bind:index
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op 'aten_index_select' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_is_nonzero
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op 'aten_is_nonzero' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_is_same_size
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:other
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:self_shape
DEBUG:onnxscript:Converter:_bind:other_shape
DEBUG:onnxscript:Converter:_bind:result_bool
DEBUG:onnxscript:Converter:_bind:result_int
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op 'aten_is_same_size' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_isclose
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:other
DEBUG:onnxscript:Converter:_bind:rtol
DEBUG:onnxscript:Converter:_bind:atol
DEBUG:onnxscript:Converter:_bind:equal_nan
DEBUG:onnxscript:Converter:_bind:left_part
DEBUG:onnxscript:Converter:_bind:right_part
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op 'aten_isclose' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_isfinite
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:not_inf
DEBUG:onnxscript:Converter:_bind:not_nan
DEBUG:root:An OpSchema was not provided for Op 'aten_isfinite' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_isinf
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_isinf' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_isnan
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_isnan' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_isneginf
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_isneginf' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_isposinf
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_isposinf' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_layer_norm' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:_aten_layer_norm_onnx
DEBUG:onnxscript:Converter:_bind:input
DEBUG:onnxscript:Converter:_bind:weight
DEBUG:onnxscript:Converter:_bind:bias
DEBUG:onnxscript:Converter:_bind:axis
DEBUG:onnxscript:Converter:_bind:eps
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_bind:_
DEBUG:onnxscript:Converter:_bind:_
DEBUG:root:An OpSchema was not provided for Op '_aten_layer_norm_onnx' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_le
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:other
DEBUG:root:An OpSchema was not provided for Op 'aten_le' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_le_bool
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:other
DEBUG:root:An OpSchema was not provided for Op 'aten_le_bool' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_lift_fresh_copy
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_lift_fresh_copy' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_linspace' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_log
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_log' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_log10
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_log10' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_log1p
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_log1p' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_log2
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_log2' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_logaddexp
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:other
DEBUG:root:An OpSchema was not provided for Op 'aten_logaddexp' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_logaddexp2
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:other
DEBUG:onnxscript:Converter:_bind:two
DEBUG:onnxscript:Converter:_bind:summation
DEBUG:root:An OpSchema was not provided for Op 'aten_logaddexp2' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_logcumsumexp
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:dim
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:dims
DEBUG:onnxscript:Converter:_bind:self_max
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op 'aten_logcumsumexp' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_logdet
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_logdet' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_logical_and
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:other
DEBUG:root:An OpSchema was not provided for Op 'aten_logical_and' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_logical_not
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_logical_not' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_logical_or
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:other
DEBUG:root:An OpSchema was not provided for Op 'aten_logical_or' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_logical_xor
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:other
DEBUG:root:An OpSchema was not provided for Op 'aten_logical_xor' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:_aten_logit_onnx
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op '_aten_logit_onnx' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:_aten_logit_clamp_onnx
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:eps
DEBUG:onnxscript:Converter:_bind:eps
DEBUG:onnxscript:Converter:_bind:one
DEBUG:onnxscript:Converter:_bind:temporary_self
DEBUG:onnxscript:Converter:_bind:z
DEBUG:root:An OpSchema was not provided for Op '_aten_logit_clamp_onnx' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_logit' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_logsumexp
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:dim
DEBUG:onnxscript:Converter:_bind:keepdim
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op 'aten_logsumexp' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_lt
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:other
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DEBUG:root:An OpSchema was not provided for Op 'aten_maximum' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
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DEBUG:root:An OpSchema was not provided for Op 'aten_maximum_bool' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
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DEBUG:root:An OpSchema was not provided for Op 'aten_mean_dim' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
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DEBUG:root:An OpSchema was not provided for Op 'aten_min_dim' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
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DEBUG:root:An OpSchema was not provided for Op 'aten_minimum' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
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DEBUG:root:An OpSchema was not provided for Op 'aten_minimum_bool' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
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DEBUG:root:An OpSchema was not provided for Op 'aten_mm' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
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DEBUG:root:An OpSchema was not provided for Op 'aten_mul' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
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DEBUG:root:An OpSchema was not provided for Op 'aten_mul_bool' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
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DEBUG:root:An OpSchema was not provided for Op 'aten_mul_complex' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_multinomial
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DEBUG:root:An OpSchema was not provided for Op 'aten_multinomial' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_narrow
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DEBUG:root:An OpSchema was not provided for Op 'aten_narrow' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten__native_batch_norm_no_training' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten__native_batch_norm_no_stats' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_native_batch_norm' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:_aten_native_batch_norm_training_onnx
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DEBUG:root:An OpSchema was not provided for Op '_aten_native_batch_norm_training_onnx' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
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DEBUG:root:An OpSchema was not provided for Op '_aten_native_batch_norm_inference_onnx' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten__native_batch_norm_legit_functional' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:_aten__native_batch_norm_training_functional_onnx
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DEBUG:onnxscript:Converter:_translate_function_def_common:_aten_native_group_norm_onnx
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DEBUG:root:An OpSchema was not provided for Op 'aten_native_layer_norm' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_ne
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DEBUG:root:An OpSchema was not provided for Op 'aten_new_empty_strided_dtype' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_new_full
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DEBUG:root:An OpSchema was not provided for Op 'aten_new_full' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
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DEBUG:root:An OpSchema was not provided for Op 'aten_new_full_dtype' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_new_ones
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DEBUG:root:An OpSchema was not provided for Op 'aten_new_ones' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
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DEBUG:root:An OpSchema was not provided for Op 'aten_new_ones_dtype' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_new_zeros
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DEBUG:root:An OpSchema was not provided for Op 'aten_new_zeros' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
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DEBUG:root:An OpSchema was not provided for Op 'aten_new_zeros_dtype' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_nonzero
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DEBUG:root:An OpSchema was not provided for Op 'aten_nonzero' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_normal
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DEBUG:root:An OpSchema was not provided for Op 'aten_normal' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_normal_float_float
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DEBUG:root:An OpSchema was not provided for Op 'aten_normal_float_float' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_normal_float_tensor
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DEBUG:root:An OpSchema was not provided for Op 'aten_normal_float_tensor' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_normal_tensor_float
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DEBUG:root:An OpSchema was not provided for Op 'aten_normal_tensor_float' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_normal_tensor_tensor
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DEBUG:root:An OpSchema was not provided for Op 'aten_normal_tensor_tensor' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_ones
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DEBUG:root:An OpSchema was not provided for Op 'aten_ones' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_ones_like' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:_aten_ones_like_onnx
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DEBUG:onnxscript:Converter:_bind:one
DEBUG:onnxscript:Converter:_bind:shape
DEBUG:root:An OpSchema was not provided for Op '_aten_ones_like_onnx' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_permute' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_pow
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:exponent
DEBUG:root:An OpSchema was not provided for Op 'aten_pow' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_rad2deg
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_rad2deg' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_rand
DEBUG:onnxscript:Converter:_bind:size
DEBUG:onnxscript:Converter:_bind:dtype
DEBUG:onnxscript:Converter:_bind:shaper
DEBUG:root:An OpSchema was not provided for Op 'aten_rand' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_rand_like
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_rand_like' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_rand_like_dtype
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:dtype
DEBUG:root:An OpSchema was not provided for Op 'aten_rand_like_dtype' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_randint
DEBUG:onnxscript:Converter:_bind:high
DEBUG:onnxscript:Converter:_bind:size
DEBUG:onnxscript:Converter:_bind:dtype
DEBUG:onnxscript:Converter:_bind:shaper
DEBUG:onnxscript:Converter:_bind:rand
DEBUG:onnxscript:Converter:_bind:rand_scaled
DEBUG:onnxscript:Converter:_bind:rand_int
DEBUG:root:An OpSchema was not provided for Op 'aten_randint' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_randint_low
DEBUG:onnxscript:Converter:_bind:low
DEBUG:onnxscript:Converter:_bind:high
DEBUG:onnxscript:Converter:_bind:size
DEBUG:onnxscript:Converter:_bind:dtype
DEBUG:onnxscript:Converter:_bind:shaper
DEBUG:onnxscript:Converter:_bind:rand
DEBUG:onnxscript:Converter:_bind:high
DEBUG:onnxscript:Converter:_bind:low
DEBUG:onnxscript:Converter:_bind:rand_translated
DEBUG:onnxscript:Converter:_bind:rand_int
DEBUG:root:An OpSchema was not provided for Op 'aten_randint_low' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_randint_like
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:high
DEBUG:onnxscript:Converter:_bind:self_float
DEBUG:onnxscript:Converter:_bind:rand
DEBUG:onnxscript:Converter:_bind:rand_scaled
DEBUG:onnxscript:Converter:_bind:rand_int
DEBUG:root:An OpSchema was not provided for Op 'aten_randint_like' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_randint_like_dtype
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:high
DEBUG:onnxscript:Converter:_bind:dtype
DEBUG:onnxscript:Converter:_bind:self_float
DEBUG:onnxscript:Converter:_bind:rand
DEBUG:onnxscript:Converter:_bind:rand_scaled
DEBUG:onnxscript:Converter:_bind:rand_int
DEBUG:root:An OpSchema was not provided for Op 'aten_randint_like_dtype' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_randint_like_low_dtype
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:low
DEBUG:onnxscript:Converter:_bind:high
DEBUG:onnxscript:Converter:_bind:self_float
DEBUG:onnxscript:Converter:_bind:rand
DEBUG:onnxscript:Converter:_bind:high
DEBUG:onnxscript:Converter:_bind:low
DEBUG:onnxscript:Converter:_bind:rand_translated
DEBUG:onnxscript:Converter:_bind:rand_int
DEBUG:root:An OpSchema was not provided for Op 'aten_randint_like_low_dtype' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_randint_like_low_dtype_dtype
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:low
DEBUG:onnxscript:Converter:_bind:high
DEBUG:onnxscript:Converter:_bind:dtype
DEBUG:onnxscript:Converter:_bind:self_float
DEBUG:onnxscript:Converter:_bind:rand
DEBUG:onnxscript:Converter:_bind:high
DEBUG:onnxscript:Converter:_bind:low
DEBUG:onnxscript:Converter:_bind:rand_translated
DEBUG:onnxscript:Converter:_bind:rand_int
DEBUG:root:An OpSchema was not provided for Op 'aten_randint_like_low_dtype_dtype' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_randn
DEBUG:onnxscript:Converter:_bind:size
DEBUG:onnxscript:Converter:_bind:dtype
DEBUG:onnxscript:Converter:_bind:shaper
DEBUG:root:An OpSchema was not provided for Op 'aten_randn' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_randn_like
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_randn_like' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_randn_like_dtype
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:dtype
DEBUG:root:An OpSchema was not provided for Op 'aten_randn_like_dtype' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_reciprocal
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_reciprocal' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_remainder
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:other
DEBUG:onnxscript:Converter:_bind:rounded_quotient
DEBUG:root:An OpSchema was not provided for Op 'aten_remainder' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_remainder_int
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:other
DEBUG:root:An OpSchema was not provided for Op 'aten_remainder_int' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_repeat
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:repeats
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:repeats
DEBUG:onnxscript:Converter:_bind:one
DEBUG:onnxscript:Converter:_bind:repeats_shape
DEBUG:onnxscript:Converter:_bind:shape
DEBUG:onnxscript:Converter:_bind:self_expanded
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op 'aten_repeat' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_reshape
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:shape
DEBUG:onnxscript:Converter:_bind:shape
DEBUG:root:An OpSchema was not provided for Op 'aten_reshape' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_resolve_conj
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_resolve_conj' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_resolve_neg
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_resolve_neg' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_roll' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_roll_complex' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:_aten_roll_shift_no_dim_onnx
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:shift
DEBUG:onnxscript:Converter:_bind:neg_1
DEBUG:onnxscript:Converter:_bind:self_flatten
DEBUG:onnxscript:Converter:_bind:shift_tensor
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:slice_length
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:slice_length
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:slice_length
DEBUG:onnxscript:Converter:_bind:suffix
DEBUG:onnxscript:Converter:_bind:prefix
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op '_aten_roll_shift_no_dim_onnx' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:_aten_roll_shift_and_dim_onnx
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:shift
DEBUG:onnxscript:Converter:_bind:dim
DEBUG:onnxscript:Converter:_bind:neg_1
DEBUG:onnxscript:Converter:_bind:dim_tensor
DEBUG:onnxscript:Converter:_bind:shift_tensor
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:slice_length
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:slice_length
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:slice_length
DEBUG:onnxscript:Converter:_bind:suffix
DEBUG:onnxscript:Converter:_bind:prefix
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op '_aten_roll_shift_and_dim_onnx' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_round
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_round' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_round_decimals
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:decimals
DEBUG:onnxscript:Converter:_bind:ten
DEBUG:onnxscript:Converter:_bind:scale
DEBUG:onnxscript:Converter:_bind:self_scaled
DEBUG:onnxscript:Converter:_bind:rounded
DEBUG:root:An OpSchema was not provided for Op 'aten_round_decimals' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_rsqrt
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_rsqrt' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_rsub
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:other
DEBUG:onnxscript:Converter:_bind:alpha
DEBUG:root:An OpSchema was not provided for Op 'aten_rsub' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_rsub_complex' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_scalar_tensor' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_scalar_tensor_sym_number' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_scatter_add
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:dim
DEBUG:onnxscript:Converter:_bind:index
DEBUG:onnxscript:Converter:_bind:src
DEBUG:root:An OpSchema was not provided for Op 'aten_scatter_add' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_scatter_reduce' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:_aten_scatter_reduce_onnx
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:index
DEBUG:onnxscript:Converter:_bind:src
DEBUG:onnxscript:Converter:_bind:dim
DEBUG:onnxscript:Converter:_bind:onnx_reduce
DEBUG:onnxscript:Converter:_bind:self_is_scalar
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:neg_1
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:index
DEBUG:onnxscript:Converter:_bind:src
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:src
DEBUG:onnxscript:Converter:_bind:index
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op '_aten_scatter_reduce_onnx' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_select
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:dim
DEBUG:onnxscript:Converter:_bind:index
DEBUG:root:An OpSchema was not provided for Op 'aten_select' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_select_scatter
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:src
DEBUG:onnxscript:Converter:_bind:dim
DEBUG:onnxscript:Converter:_bind:index
DEBUG:onnxscript:Converter:_bind:update
DEBUG:onnxscript:Converter:_bind:indices
DEBUG:root:An OpSchema was not provided for Op 'aten_select_scatter' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_selu
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_selu' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_sigmoid
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_sigmoid' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_sign
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_sign' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_sin
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_sin' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_sinh
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_sinh' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_slice' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_slice_scatter
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:src
DEBUG:onnxscript:Converter:_bind:dim
DEBUG:onnxscript:Converter:_bind:start
DEBUG:onnxscript:Converter:_bind:end
DEBUG:onnxscript:Converter:_bind:step
DEBUG:onnxscript:Converter:_bind:zero
DEBUG:onnxscript:Converter:_bind:one
DEBUG:onnxscript:Converter:_bind:self_shape
DEBUG:onnxscript:Converter:_bind:dim_shape
DEBUG:onnxscript:Converter:_bind:index_base
DEBUG:onnxscript:Converter:_bind:index_base
DEBUG:onnxscript:Converter:_bind:index_base
DEBUG:onnxscript:Converter:_bind:shape_expand
DEBUG:onnxscript:Converter:_bind:indices
DEBUG:root:An OpSchema was not provided for Op 'aten_slice_scatter' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_softmax' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_softmax_no_dtype
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:dim
DEBUG:onnxscript:Converter:_bind:self_is_scalar
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op 'aten_softmax_no_dtype' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_split
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:split_size
DEBUG:onnxscript:Converter:_bind:dim
DEBUG:root:An OpSchema was not provided for Op 'aten_split' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_split_with_sizes
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:split_sizes
DEBUG:onnxscript:Converter:_bind:dim
DEBUG:root:An OpSchema was not provided for Op 'aten_split_with_sizes' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_sqrt
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_sqrt' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_squeeze
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_squeeze' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_squeeze_dim
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:dim
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:shape
DEBUG:onnxscript:Converter:_bind:dim_size
DEBUG:onnxscript:Converter:_enter_scope:3:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:dims
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:3
DEBUG:onnxscript:Converter:_enter_scope:3:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:3
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op 'aten_squeeze_dim' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_squeeze_dim_complex' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_stack
DEBUG:onnxscript:Converter:_bind:tensors
DEBUG:onnxscript:Converter:_bind:dim
DEBUG:root:An OpSchema was not provided for Op 'aten_stack' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:_add_batch_dimension
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:signal_rank
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op '_add_batch_dimension' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:_center_window_around_zeros_if_needed
DEBUG:onnxscript:Converter:_bind:window
DEBUG:onnxscript:Converter:_bind:n_fft
DEBUG:onnxscript:Converter:_bind:n_win
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:left
DEBUG:onnxscript:Converter:_bind:right
DEBUG:onnxscript:Converter:_bind:left
DEBUG:onnxscript:Converter:_bind:right
DEBUG:onnxscript:Converter:_bind:left_win
DEBUG:onnxscript:Converter:_bind:right_win
DEBUG:onnxscript:Converter:_bind:right_win
DEBUG:onnxscript:Converter:_bind:left_win
DEBUG:onnxscript:Converter:_bind:window
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:window
DEBUG:root:An OpSchema was not provided for Op '_center_window_around_zeros_if_needed' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:_create_window_from_win_length
DEBUG:onnxscript:Converter:_bind:win_length
DEBUG:onnxscript:Converter:_bind:n_fft
DEBUG:onnxscript:Converter:_bind:left
DEBUG:onnxscript:Converter:_bind:right
DEBUG:onnxscript:Converter:_bind:left
DEBUG:onnxscript:Converter:_bind:right
DEBUG:onnxscript:Converter:_bind:win_length
DEBUG:onnxscript:Converter:_bind:left_win
DEBUG:onnxscript:Converter:_bind:right_win
DEBUG:onnxscript:Converter:_bind:window_list
DEBUG:root:An OpSchema was not provided for Op '_create_window_from_win_length' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:_create_window_from_n_fft
DEBUG:onnxscript:Converter:_bind:n_fft
DEBUG:onnxscript:Converter:_bind:n_fft_tensor
DEBUG:onnxscript:Converter:_bind:window
DEBUG:root:An OpSchema was not provided for Op '_create_window_from_n_fft' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:_normalize_fft_result
DEBUG:onnxscript:Converter:_bind:signal
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_bind:n_fft
DEBUG:onnxscript:Converter:_bind:n_fft_tensor
DEBUG:onnxscript:Converter:_bind:sqrt_nfft
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op '_normalize_fft_result' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:_aten_stft_onnx
DEBUG:onnxscript:Converter:_bind:signal
DEBUG:onnxscript:Converter:_bind:frame_step_const
DEBUG:onnxscript:Converter:_bind:window
DEBUG:onnxscript:Converter:_bind:frame_length_const
DEBUG:onnxscript:Converter:_bind:signal_rank
DEBUG:onnxscript:Converter:_bind:onesided
DEBUG:onnxscript:Converter:_bind:window
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op '_aten_stft_onnx' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_stft' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_sub
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:other
DEBUG:onnxscript:Converter:_bind:alpha
DEBUG:onnxscript:Converter:_bind:alpha
DEBUG:onnxscript:Converter:_bind:other
DEBUG:root:An OpSchema was not provided for Op 'aten_sub' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_sub_complex' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_sum_dim_IntList' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:_aten_sum_dim_onnx
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:dim
DEBUG:onnxscript:Converter:_bind:keepdim
DEBUG:onnxscript:Converter:_bind:self_is_scalar
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:dim
DEBUG:onnxscript:Converter:_bind:dim
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:dim
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op '_aten_sum_dim_onnx' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:_aten_sum_dim_none
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:keepdim
DEBUG:onnxscript:Converter:_bind:self_is_scalar
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op '_aten_sum_dim_none' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_sym_size
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:dim
DEBUG:onnxscript:Converter:_bind:shape
DEBUG:onnxscript:Converter:_bind:start
DEBUG:onnxscript:Converter:_bind:end
DEBUG:root:An OpSchema was not provided for Op 'aten_sym_size' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_t
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:rank
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op 'aten_t' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_tan
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_tan' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_tanh
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_tanh' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_tensor_bool
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:dtype
DEBUG:onnxscript:Converter:_bind:tensor
DEBUG:root:An OpSchema was not provided for Op 'aten_tensor_bool' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_tensor_float
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:dtype
DEBUG:onnxscript:Converter:_bind:tensor
DEBUG:root:An OpSchema was not provided for Op 'aten_tensor_float' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_tensor_int
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:dtype
DEBUG:onnxscript:Converter:_bind:tensor
DEBUG:root:An OpSchema was not provided for Op 'aten_tensor_int' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_tile
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:dims
DEBUG:onnxscript:Converter:_bind:self_rank
DEBUG:onnxscript:Converter:_bind:dims_rank
DEBUG:onnxscript:Converter:_bind:diff
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:diff_1d
DEBUG:onnxscript:Converter:_bind:exapnd_ones
DEBUG:onnxscript:Converter:_bind:dims
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:dims
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:diff_1d
DEBUG:onnxscript:Converter:_bind:exapnd_ones
DEBUG:onnxscript:Converter:_bind:self_shape
DEBUG:onnxscript:Converter:_bind:self_final_shape
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_tile' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_topk
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:k
DEBUG:onnxscript:Converter:_bind:dim
DEBUG:onnxscript:Converter:_bind:largest
DEBUG:onnxscript:Converter:_bind:sorted
DEBUG:onnxscript:Converter:_bind:self_is_scalar
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:k
DEBUG:onnxscript:Converter:_bind:values
DEBUG:onnxscript:Converter:_bind:indices
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:values
DEBUG:onnxscript:Converter:_bind:indices
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:indices
DEBUG:onnxscript:Converter:_bind:values
DEBUG:root:An OpSchema was not provided for Op 'aten_topk' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_transpose' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_transpose_complex' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_tril
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:diagonal
DEBUG:root:An OpSchema was not provided for Op 'aten_tril' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_triu
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:diagonal
DEBUG:root:An OpSchema was not provided for Op 'aten_triu' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_trunc
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:integer_parts
DEBUG:onnxscript:Converter:_bind:is_negative
DEBUG:root:An OpSchema was not provided for Op 'aten_trunc' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_unbind
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:dim
DEBUG:onnxscript:Converter:_bind:split_sizes
DEBUG:root:An OpSchema was not provided for Op 'aten_unbind' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_unflatten
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:dim
DEBUG:onnxscript:Converter:_bind:sizes
DEBUG:onnxscript:Converter:_bind:self_size
DEBUG:onnxscript:Converter:_bind:self_rank
DEBUG:onnxscript:Converter:_bind:dim
DEBUG:onnxscript:Converter:_bind:dim
DEBUG:onnxscript:Converter:_bind:head_start_idx
DEBUG:onnxscript:Converter:_bind:head_end_idx
DEBUG:onnxscript:Converter:_bind:head_part_rank
DEBUG:onnxscript:Converter:_bind:tail_start_idx
DEBUG:onnxscript:Converter:_bind:tail_end_idx
DEBUG:onnxscript:Converter:_bind:tail_part_rank
DEBUG:onnxscript:Converter:_bind:final_shape
DEBUG:root:An OpSchema was not provided for Op 'aten_unflatten' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_unfold' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:_aten_unfold_onnx
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:dim
DEBUG:onnxscript:Converter:_bind:size
DEBUG:onnxscript:Converter:_bind:step
DEBUG:onnxscript:Converter:_bind:target_end
DEBUG:onnxscript:Converter:_bind:perm
DEBUG:onnxscript:Converter:_bind:dims
DEBUG:onnxscript:Converter:_bind:seq_result
DEBUG:onnxscript:Converter:_bind:i
DEBUG:onnxscript:Converter:_bind:cond
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'ast.While'>
DEBUG:onnxscript:Converter:_bind:infinite_loop
DEBUG:onnxscript:Converter:_bind:i
DEBUG:onnxscript:Converter:_bind:seq_result
DEBUG:onnxscript:Converter:_bind:starts
DEBUG:onnxscript:Converter:_bind:ends
DEBUG:onnxscript:Converter:_bind:slice_result
DEBUG:onnxscript:Converter:_bind:slice_result_float32
DEBUG:onnxscript:Converter:_bind:seq_result
DEBUG:onnxscript:Converter:_bind:i
DEBUG:onnxscript:Converter:_bind:cond
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:i
DEBUG:onnxscript:Converter:_bind:seq_result
DEBUG:onnxscript:Converter:_bind:concat_result
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op '_aten_unfold_onnx' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_unsqueeze
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:dim
DEBUG:onnxscript:Converter:_bind:dim
DEBUG:root:An OpSchema was not provided for Op 'aten_unsqueeze' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_var' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_var_dim' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_var_correction' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:_aten_var_onnx
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:correction
DEBUG:onnxscript:Converter:_bind:keepdim
DEBUG:onnxscript:Converter:_bind:mean
DEBUG:onnxscript:Converter:_bind:sub_mean
DEBUG:onnxscript:Converter:_bind:sqr_mean
DEBUG:onnxscript:Converter:_bind:var
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:self_shape
DEBUG:onnxscript:Converter:_bind:numel_float
DEBUG:onnxscript:Converter:_bind:mul
DEBUG:onnxscript:Converter:_bind:sub
DEBUG:onnxscript:Converter:_bind:var
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:var
DEBUG:root:An OpSchema was not provided for Op '_aten_var_onnx' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:_aten_var_dim_onnx
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:dims
DEBUG:onnxscript:Converter:_bind:correction
DEBUG:onnxscript:Converter:_bind:keepdim
DEBUG:onnxscript:Converter:_bind:dims
DEBUG:onnxscript:Converter:_bind:sub_mean
DEBUG:onnxscript:Converter:_bind:sqr_mean
DEBUG:onnxscript:Converter:_bind:var
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:self_shape
DEBUG:onnxscript:Converter:_bind:dim_size
DEBUG:onnxscript:Converter:_bind:numel_float
DEBUG:onnxscript:Converter:_bind:mul
DEBUG:onnxscript:Converter:_bind:sub
DEBUG:onnxscript:Converter:_bind:var
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:var
DEBUG:root:An OpSchema was not provided for Op '_aten_var_dim_onnx' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_var_mean' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_var_mean_dim' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_var_mean_correction' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:_aten_var_mean_onnx
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:correction
DEBUG:onnxscript:Converter:_bind:keepdim
DEBUG:onnxscript:Converter:_bind:mean
DEBUG:onnxscript:Converter:_bind:sub_mean
DEBUG:onnxscript:Converter:_bind:sqr_mean
DEBUG:onnxscript:Converter:_bind:var
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:self_shape
DEBUG:onnxscript:Converter:_bind:numel_float
DEBUG:onnxscript:Converter:_bind:mul
DEBUG:onnxscript:Converter:_bind:sub
DEBUG:onnxscript:Converter:_bind:var
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:var
DEBUG:root:An OpSchema was not provided for Op '_aten_var_mean_onnx' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:_aten_var_mean_dim_onnx
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:dims
DEBUG:onnxscript:Converter:_bind:correction
DEBUG:onnxscript:Converter:_bind:keepdim
DEBUG:onnxscript:Converter:_bind:dims
DEBUG:onnxscript:Converter:_bind:mean
DEBUG:onnxscript:Converter:_bind:sub_mean
DEBUG:onnxscript:Converter:_bind:sqr_mean
DEBUG:onnxscript:Converter:_bind:var
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:self_shape
DEBUG:onnxscript:Converter:_bind:dim_size
DEBUG:onnxscript:Converter:_bind:numel_float
DEBUG:onnxscript:Converter:_bind:mul
DEBUG:onnxscript:Converter:_bind:sub
DEBUG:onnxscript:Converter:_bind:var
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:var
DEBUG:root:An OpSchema was not provided for Op '_aten_var_mean_dim_onnx' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_view
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:size
DEBUG:onnxscript:Converter:_bind:size
DEBUG:root:An OpSchema was not provided for Op 'aten_view' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_view_complex
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:size
DEBUG:onnxscript:Converter:_bind:size
DEBUG:onnxscript:Converter:_bind:complex_size
DEBUG:root:An OpSchema was not provided for Op 'aten_view_complex' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_view_as
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:other
DEBUG:onnxscript:Converter:_bind:size
DEBUG:root:An OpSchema was not provided for Op 'aten_view_as' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_view_as_complex
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_view_as_complex' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_view_as_complex_copy
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_view_as_complex_copy' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_view_as_real
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_view_as_real' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_view_as_real_copy
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_view_as_real_copy' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_view_copy
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:size
DEBUG:onnxscript:Converter:_bind:size
DEBUG:root:An OpSchema was not provided for Op 'aten_view_copy' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_vstack
DEBUG:onnxscript:Converter:_bind:tensors
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'ast.FunctionDef'>
DEBUG:onnxscript:Converter:_translate_function_def_common:reshape_to_2d
DEBUG:onnxscript:Converter:_bind:tensor
DEBUG:onnxscript:Converter:_bind:shape
DEBUG:onnxscript:Converter:_bind:rank
DEBUG:onnxscript:Converter:_enter_scope:3:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:tensor
DEBUG:onnxscript:Converter:_exit_scope:3
DEBUG:onnxscript:Converter:_enter_scope:3:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:3
DEBUG:onnxscript:Converter:_bind:tensor
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:reshape_to_2d
DEBUG:onnxscript:Converter:_bind:tensors_2d
DEBUG:root:An OpSchema was not provided for Op 'aten_vstack' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_where
DEBUG:onnxscript:Converter:_bind:condition
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:other
DEBUG:root:An OpSchema was not provided for Op 'aten_where' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_zeros
DEBUG:onnxscript:Converter:_bind:size
DEBUG:onnxscript:Converter:_bind:dtype
DEBUG:onnxscript:Converter:_bind:size
DEBUG:onnxscript:Converter:_bind:zero
DEBUG:onnxscript:Converter:_bind:zero
DEBUG:root:An OpSchema was not provided for Op 'aten_zeros' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_zeros_like' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:_aten_zeros_like_onnx
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:zero
DEBUG:onnxscript:Converter:_bind:shape
DEBUG:root:An OpSchema was not provided for Op '_aten_zeros_like_onnx' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:_fftn_onnx_normalization
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:transformed
DEBUG:onnxscript:Converter:_bind:normalization
DEBUG:onnxscript:Converter:_bind:forward
DEBUG:onnxscript:Converter:_bind:dims
DEBUG:onnxscript:Converter:_bind:self_shape
DEBUG:onnxscript:Converter:_bind:total_sample_count
DEBUG:onnxscript:Converter:_bind:total_sample_count
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_enter_scope:3:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:3
DEBUG:onnxscript:Converter:_enter_scope:3:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:3
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_enter_scope:3:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_enter_scope:4:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:4
DEBUG:onnxscript:Converter:_enter_scope:4:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:4
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:3
DEBUG:onnxscript:Converter:_enter_scope:3:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_enter_scope:4:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:4
DEBUG:onnxscript:Converter:_enter_scope:4:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:4
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:3
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op '_fftn_onnx_normalization' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op '_fftn_onnx' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten__fft_c2c' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten__fft_c2r' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten__fft_r2c' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_linalg_det
DEBUG:onnxscript:Converter:_bind:A
DEBUG:root:An OpSchema was not provided for Op 'aten_linalg_det' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_linalg_vector_norm' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:_aten_linalg_vector_norm_no_dim_onnx
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DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op '_aten_linalg_vector_norm_no_dim_onnx' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:_aten_linalg_vector_norm_onnx
DEBUG:onnxscript:Converter:_bind:self
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DEBUG:onnxscript:Converter:_bind:keepdim
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DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:6
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DEBUG:onnxscript:Converter:_bind:ord_float
DEBUG:onnxscript:Converter:_bind:self_pow
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:6
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:5
DEBUG:onnxscript:Converter:_bind:result
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DEBUG:onnxscript:Converter:_bind:result
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DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op '_aten_linalg_vector_norm_onnx' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_adaptive_avg_pool1d
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:output_size
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DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:pooled
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DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op 'aten_adaptive_avg_pool1d' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_adaptive_avg_pool2d
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:output_size
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DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op 'aten_adaptive_avg_pool2d' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_adaptive_avg_pool3d
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:output_size
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:pooled
DEBUG:onnxscript:Converter:_bind:result
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DEBUG:onnxscript:Converter:_bind:result
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DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op 'aten_adaptive_avg_pool3d' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_avg_pool1d' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_avg_pool2d' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_avg_pool3d' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_celu
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:alpha
DEBUG:root:An OpSchema was not provided for Op 'aten_celu' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_celu_type_promoted
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:alpha
DEBUG:onnxscript:Converter:_bind:self_upcasted
DEBUG:root:An OpSchema was not provided for Op 'aten_celu_type_promoted' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_col2im' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_cross_entropy_loss
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:target
DEBUG:onnxscript:Converter:_bind:weight
DEBUG:onnxscript:Converter:_bind:reduction
DEBUG:onnxscript:Converter:_bind:ignore_index
DEBUG:onnxscript:Converter:_bind:label_smoothing
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DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_bind:_
DEBUG:onnxscript:Converter:_exit_scope:2
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DEBUG:onnxscript:Converter:_enter_scope:3:node:<class 'NoneType'>
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DEBUG:onnxscript:Converter:_bind:_
DEBUG:onnxscript:Converter:_exit_scope:3
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DEBUG:onnxscript:Converter:_bind:_
DEBUG:onnxscript:Converter:_exit_scope:3
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DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op 'aten_cross_entropy_loss' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_elu
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:alpha
DEBUG:onnxscript:Converter:_bind:scale
DEBUG:onnxscript:Converter:_bind:input_scale
DEBUG:root:An OpSchema was not provided for Op 'aten_elu' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_gelu' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:_aten_gelu_approximate_none
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:inner
DEBUG:onnxscript:Converter:_bind:erf
DEBUG:onnxscript:Converter:_bind:inner
DEBUG:onnxscript:Converter:_bind:inner
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op '_aten_gelu_approximate_none' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:_aten_gelu_approximate_tanh
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:cubed
DEBUG:onnxscript:Converter:_bind:inner
DEBUG:onnxscript:Converter:_bind:inner
DEBUG:onnxscript:Converter:_bind:two_over_pi
DEBUG:onnxscript:Converter:_bind:inner
DEBUG:onnxscript:Converter:_bind:inner
DEBUG:onnxscript:Converter:_bind:inner
DEBUG:onnxscript:Converter:_bind:inner
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op '_aten_gelu_approximate_tanh' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_hardtanh
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:min_val
DEBUG:onnxscript:Converter:_bind:max_val
DEBUG:root:An OpSchema was not provided for Op 'aten_hardtanh' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_leaky_relu
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:negative_slope
DEBUG:root:An OpSchema was not provided for Op 'aten_leaky_relu' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_linear
DEBUG:onnxscript:Converter:_bind:input
DEBUG:onnxscript:Converter:_bind:weight
DEBUG:onnxscript:Converter:_bind:weight_transposed
DEBUG:root:An OpSchema was not provided for Op 'aten_linear' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_linear_bias
DEBUG:onnxscript:Converter:_bind:input
DEBUG:onnxscript:Converter:_bind:weight
DEBUG:onnxscript:Converter:_bind:bias
DEBUG:onnxscript:Converter:_bind:weight_transposed
DEBUG:onnxscript:Converter:_bind:mul
DEBUG:root:An OpSchema was not provided for Op 'aten_linear_bias' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_log_sigmoid
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_log_sigmoid' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_max_pool1d' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_max_pool1d_with_indices' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_max_pool2d' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:_aten_max_pool_onnx
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:kernel_shape
DEBUG:onnxscript:Converter:_bind:strides
DEBUG:onnxscript:Converter:_bind:pads
DEBUG:onnxscript:Converter:_bind:dilations
DEBUG:onnxscript:Converter:_bind:ceil_mode
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DEBUG:onnxscript:Converter:_bind:self_rank_is_unbatched_rank
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DEBUG:onnxscript:Converter:_bind:self
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DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:self
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DEBUG:onnxscript:Converter:_bind:_
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:pool_result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:pool_result
DEBUG:root:An OpSchema was not provided for Op '_aten_max_pool_onnx' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_max_pool3d' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_max_pool2d_with_indices' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_max_pool3d_with_indices' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:_aten_max_pool_with_indices_onnx
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:kernel_size
DEBUG:onnxscript:Converter:_bind:stride
DEBUG:onnxscript:Converter:_bind:padding
DEBUG:onnxscript:Converter:_bind:dilation
DEBUG:onnxscript:Converter:_bind:ceil_mode
DEBUG:onnxscript:Converter:_bind:unbatched_rank
DEBUG:onnxscript:Converter:_bind:n_dims_one
DEBUG:onnxscript:Converter:_bind:n_dims_zero
DEBUG:onnxscript:Converter:_bind:n_dims_axes
DEBUG:onnxscript:Converter:_bind:self_rank_is_unbatched_rank
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:self
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DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:pool_result
DEBUG:onnxscript:Converter:_bind:indices
DEBUG:onnxscript:Converter:_bind:_
DEBUG:onnxscript:Converter:_bind:flatten_indices
DEBUG:onnxscript:Converter:_bind:ends
DEBUG:onnxscript:Converter:_bind:starts
DEBUG:onnxscript:Converter:_bind:axes
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DEBUG:onnxscript:Converter:_bind:indices
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DEBUG:onnxscript:Converter:_bind:pool_result
DEBUG:onnxscript:Converter:_bind:indices
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:indices
DEBUG:onnxscript:Converter:_bind:pool_result
DEBUG:root:An OpSchema was not provided for Op '_aten_max_pool_with_indices_onnx' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_mish
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_mish' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_mse_loss
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:target
DEBUG:onnxscript:Converter:_bind:reduction
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DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op 'aten_mse_loss' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_nll_loss
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:target
DEBUG:onnxscript:Converter:_bind:reduction
DEBUG:onnxscript:Converter:_bind:ignore_index
DEBUG:onnxscript:Converter:_bind:self_rank_is_1
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DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:rank_target
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:target
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:target
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_enter_scope:3:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:3
DEBUG:onnxscript:Converter:_enter_scope:3:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:3
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op 'aten_nll_loss' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_nll_loss_weight
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:target
DEBUG:onnxscript:Converter:_bind:weight
DEBUG:onnxscript:Converter:_bind:reduction
DEBUG:onnxscript:Converter:_bind:ignore_index
DEBUG:onnxscript:Converter:_bind:self_rank_is_1
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:rank_target
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:target
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:target
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_enter_scope:3:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:3
DEBUG:onnxscript:Converter:_enter_scope:3:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:3
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:result
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:result
DEBUG:root:An OpSchema was not provided for Op 'aten_nll_loss_weight' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_reflection_pad1d
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:padding
DEBUG:onnxscript:Converter:_bind:start
DEBUG:onnxscript:Converter:_bind:end
DEBUG:onnxscript:Converter:_bind:padding_onnx
DEBUG:root:An OpSchema was not provided for Op 'aten_reflection_pad1d' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_reflection_pad2d
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:padding
DEBUG:onnxscript:Converter:_bind:neg_1
DEBUG:onnxscript:Converter:_bind:zero
DEBUG:onnxscript:Converter:_bind:rank
DEBUG:onnxscript:Converter:_bind:zero_count
DEBUG:onnxscript:Converter:_bind:zeros
DEBUG:onnxscript:Converter:_bind:torch_paddings
DEBUG:onnxscript:Converter:_bind:size_d
DEBUG:onnxscript:Converter:_bind:steps
DEBUG:onnxscript:Converter:_bind:starts
DEBUG:onnxscript:Converter:_bind:ends
DEBUG:onnxscript:Converter:_bind:odd_elements
DEBUG:onnxscript:Converter:_bind:starts
DEBUG:onnxscript:Converter:_bind:ends
DEBUG:onnxscript:Converter:_bind:even_elements
DEBUG:onnxscript:Converter:_bind:onnx_padding
DEBUG:root:An OpSchema was not provided for Op 'aten_reflection_pad2d' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_relu
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_relu' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_relu6
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:six
DEBUG:root:An OpSchema was not provided for Op 'aten_relu6' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
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DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:padding
DEBUG:onnxscript:Converter:_bind:start
DEBUG:onnxscript:Converter:_bind:end
DEBUG:onnxscript:Converter:_bind:padding_onnx
DEBUG:root:An OpSchema was not provided for Op 'aten_replication_pad1d' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_replication_pad2d
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:padding
DEBUG:onnxscript:Converter:_bind:neg_1
DEBUG:onnxscript:Converter:_bind:zero
DEBUG:onnxscript:Converter:_bind:rank
DEBUG:onnxscript:Converter:_bind:zero_count
DEBUG:onnxscript:Converter:_bind:zeros
DEBUG:onnxscript:Converter:_bind:torch_paddings
DEBUG:onnxscript:Converter:_bind:size_d
DEBUG:onnxscript:Converter:_bind:steps
DEBUG:onnxscript:Converter:_bind:starts
DEBUG:onnxscript:Converter:_bind:ends
DEBUG:onnxscript:Converter:_bind:odd_elements
DEBUG:onnxscript:Converter:_bind:starts
DEBUG:onnxscript:Converter:_bind:ends
DEBUG:onnxscript:Converter:_bind:even_elements
DEBUG:onnxscript:Converter:_bind:onnx_padding
DEBUG:root:An OpSchema was not provided for Op 'aten_replication_pad2d' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_replication_pad3d
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:padding
DEBUG:onnxscript:Converter:_bind:neg_1
DEBUG:onnxscript:Converter:_bind:zero
DEBUG:onnxscript:Converter:_bind:rank
DEBUG:onnxscript:Converter:_bind:zero_count
DEBUG:onnxscript:Converter:_bind:zeros
DEBUG:onnxscript:Converter:_bind:torch_paddings
DEBUG:onnxscript:Converter:_bind:size_d
DEBUG:onnxscript:Converter:_bind:steps
DEBUG:onnxscript:Converter:_bind:starts
DEBUG:onnxscript:Converter:_bind:ends
DEBUG:onnxscript:Converter:_bind:odd_elements
DEBUG:onnxscript:Converter:_bind:starts
DEBUG:onnxscript:Converter:_bind:ends
DEBUG:onnxscript:Converter:_bind:even_elements
DEBUG:onnxscript:Converter:_bind:onnx_padding
DEBUG:root:An OpSchema was not provided for Op 'aten_replication_pad3d' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:_causal_attention_mask
DEBUG:onnxscript:Converter:_bind:query
DEBUG:onnxscript:Converter:_bind:key
DEBUG:onnxscript:Converter:_bind:target_length
DEBUG:onnxscript:Converter:_bind:source_length
DEBUG:onnxscript:Converter:_bind:size
DEBUG:onnxscript:Converter:_bind:attn_mask
DEBUG:onnxscript:Converter:_bind:attn_mask
DEBUG:onnxscript:Converter:_bind:attn_mask
DEBUG:root:An OpSchema was not provided for Op '_causal_attention_mask' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:_attention_scale
DEBUG:onnxscript:Converter:_bind:query
DEBUG:onnxscript:Converter:_bind:embedding_size
DEBUG:onnxscript:Converter:_bind:scale
DEBUG:root:An OpSchema was not provided for Op '_attention_scale' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_scaled_dot_product_attention' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:_aten__scaled_dot_product_flash_attention_fillin_empty_outputs
DEBUG:onnxscript:Converter:_bind:query
DEBUG:onnxscript:Converter:_bind:query_first_three_dims
DEBUG:onnxscript:Converter:_bind:logsumexp
DEBUG:onnxscript:Converter:_bind:empty_tensor_int
DEBUG:onnxscript:Converter:_bind:empty_tensor_float
DEBUG:onnxscript:Converter:_bind:empty_int
DEBUG:root:An OpSchema was not provided for Op '_aten__scaled_dot_product_flash_attention_fillin_empty_outputs' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten__scaled_dot_product_flash_attention' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:_aten_scaled_dot_product_efficient_attention_fillin_empty_outputs
DEBUG:onnxscript:Converter:_bind:query
DEBUG:onnxscript:Converter:_bind:compute_log_sumexp
DEBUG:onnxscript:Converter:_bind:query
DEBUG:onnxscript:Converter:_bind:query_shape
DEBUG:onnxscript:Converter:_bind:query_first_dims
DEBUG:onnxscript:Converter:_bind:query_second_dims
DEBUG:onnxscript:Converter:_bind:num_heads
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:logsumexp_dim
DEBUG:onnxscript:Converter:_bind:logsum_exp
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_enter_scope:2:node:<class 'NoneType'>
DEBUG:onnxscript:Converter:_bind:logsum_exp
DEBUG:onnxscript:Converter:_exit_scope:2
DEBUG:onnxscript:Converter:_bind:logsum_exp
DEBUG:onnxscript:Converter:_bind:empty_tensor_int
DEBUG:root:An OpSchema was not provided for Op '_aten_scaled_dot_product_efficient_attention_fillin_empty_outputs' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten__scaled_dot_product_efficient_attention' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_scaled_dot_product_attention_bool_mask' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:_aten_scaled_dot_product_attention_no_mask_onnx
DEBUG:onnxscript:Converter:_bind:query
DEBUG:onnxscript:Converter:_bind:key
DEBUG:onnxscript:Converter:_bind:value
DEBUG:onnxscript:Converter:_bind:scale
DEBUG:onnxscript:Converter:_bind:dropout_p
DEBUG:onnxscript:Converter:_bind:key_shape
DEBUG:onnxscript:Converter:_bind:key_last_dim
DEBUG:onnxscript:Converter:_bind:key_second_last_dim
DEBUG:onnxscript:Converter:_bind:key_first_dims
DEBUG:onnxscript:Converter:_bind:key_squeezed_shape
DEBUG:onnxscript:Converter:_bind:key_squeezed
DEBUG:onnxscript:Converter:_bind:key_squeezed_transposed
DEBUG:onnxscript:Converter:_bind:key_transposed_shape
DEBUG:onnxscript:Converter:_bind:key_transposed
DEBUG:onnxscript:Converter:_bind:query_scaled
DEBUG:onnxscript:Converter:_bind:key_transposed_scaled
DEBUG:onnxscript:Converter:_bind:attn_weight
DEBUG:onnxscript:Converter:_bind:attn_weight
DEBUG:onnxscript:Converter:_bind:_
DEBUG:root:An OpSchema was not provided for Op '_aten_scaled_dot_product_attention_no_mask_onnx' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:_aten_scaled_dot_product_attention_bool_mask_onnx
DEBUG:onnxscript:Converter:_bind:query
DEBUG:onnxscript:Converter:_bind:key
DEBUG:onnxscript:Converter:_bind:value
DEBUG:onnxscript:Converter:_bind:attn_mask
DEBUG:onnxscript:Converter:_bind:scale
DEBUG:onnxscript:Converter:_bind:dropout_p
DEBUG:onnxscript:Converter:_bind:key_shape
DEBUG:onnxscript:Converter:_bind:key_last_dim
DEBUG:onnxscript:Converter:_bind:key_second_last_dim
DEBUG:onnxscript:Converter:_bind:key_first_dims
DEBUG:onnxscript:Converter:_bind:key_squeezed_shape
DEBUG:onnxscript:Converter:_bind:key_squeezed
DEBUG:onnxscript:Converter:_bind:key_squeezed_transposed
DEBUG:onnxscript:Converter:_bind:key_transposed_shape
DEBUG:onnxscript:Converter:_bind:key_transposed
DEBUG:onnxscript:Converter:_bind:query_scaled
DEBUG:onnxscript:Converter:_bind:key_transposed_scaled
DEBUG:onnxscript:Converter:_bind:attn_mask
DEBUG:onnxscript:Converter:_bind:attn_weight
DEBUG:onnxscript:Converter:_bind:attn_weight
DEBUG:onnxscript:Converter:_bind:_
DEBUG:root:An OpSchema was not provided for Op '_aten_scaled_dot_product_attention_bool_mask_onnx' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:_aten_scaled_dot_product_attention_float_mask_onnx
DEBUG:onnxscript:Converter:_bind:query
DEBUG:onnxscript:Converter:_bind:key
DEBUG:onnxscript:Converter:_bind:value
DEBUG:onnxscript:Converter:_bind:attn_mask
DEBUG:onnxscript:Converter:_bind:scale
DEBUG:onnxscript:Converter:_bind:dropout_p
DEBUG:onnxscript:Converter:_bind:key_shape
DEBUG:onnxscript:Converter:_bind:key_last_dim
DEBUG:onnxscript:Converter:_bind:key_second_last_dim
DEBUG:onnxscript:Converter:_bind:key_first_dims
DEBUG:onnxscript:Converter:_bind:key_squeezed_shape
DEBUG:onnxscript:Converter:_bind:key_squeezed
DEBUG:onnxscript:Converter:_bind:key_squeezed_transposed
DEBUG:onnxscript:Converter:_bind:key_transposed_shape
DEBUG:onnxscript:Converter:_bind:key_transposed
DEBUG:onnxscript:Converter:_bind:query_scaled
DEBUG:onnxscript:Converter:_bind:key_transposed_scaled
DEBUG:onnxscript:Converter:_bind:attn_weight
DEBUG:onnxscript:Converter:_bind:attn_weight
DEBUG:onnxscript:Converter:_bind:_
DEBUG:root:An OpSchema was not provided for Op '_aten_scaled_dot_product_attention_float_mask_onnx' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_softplus
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:beta
DEBUG:onnxscript:Converter:_bind:threshold
DEBUG:onnxscript:Converter:_bind:self_scaled
DEBUG:onnxscript:Converter:_bind:softplus
DEBUG:root:An OpSchema was not provided for Op 'aten_softplus' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_upsample_bilinear2d' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:_aten_upsample_bilinear2d_output_size
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:output_size
DEBUG:onnxscript:Converter:_bind:self_shape
DEBUG:onnxscript:Converter:_bind:starts
DEBUG:onnxscript:Converter:_bind:ends
DEBUG:onnxscript:Converter:_bind:batch_channel
DEBUG:onnxscript:Converter:_bind:output_size
DEBUG:root:An OpSchema was not provided for Op '_aten_upsample_bilinear2d_output_size' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:_aten_upsample_bilinear2d_scales
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:scales_h
DEBUG:onnxscript:Converter:_bind:scales_w
DEBUG:onnxscript:Converter:_bind:neg_1
DEBUG:onnxscript:Converter:_bind:scales
DEBUG:root:An OpSchema was not provided for Op '_aten_upsample_bilinear2d_scales' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_upsample_nearest2d' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:_aten_upsample_nearest2d_onnx
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:size
DEBUG:onnxscript:Converter:_bind:self_shape
DEBUG:onnxscript:Converter:_bind:batch_channel
DEBUG:onnxscript:Converter:_bind:output_size
DEBUG:root:An OpSchema was not provided for Op '_aten_upsample_nearest2d_onnx' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'prims_convert_element_type' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:prims_device_put
DEBUG:onnxscript:Converter:_bind:a
DEBUG:onnxscript:Converter:_bind:device
DEBUG:root:An OpSchema was not provided for Op 'prims_device_put' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_special_erf
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_special_erf' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_special_erfc
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_special_erfc' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_special_erfcx
DEBUG:onnxscript:Converter:_bind:self
DEBUG:root:An OpSchema was not provided for Op 'aten_special_erfcx' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:root:An OpSchema was not provided for Op 'aten_special_log_softmax' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:onnxscript:Converter:_translate_function_def_common:aten_special_xlogy
DEBUG:onnxscript:Converter:_bind:self
DEBUG:onnxscript:Converter:_bind:other
DEBUG:onnxscript:Converter:_bind:nans
DEBUG:onnxscript:Converter:_bind:zeros
DEBUG:onnxscript:Converter:_bind:xlogy
DEBUG:onnxscript:Converter:_bind:xlogy_with_nans
DEBUG:root:An OpSchema was not provided for Op 'aten_special_xlogy' and there is not one found in opset 'pkg.onnxscript.torch_lib'.
DEBUG:matplotlib:matplotlib data path: /home/mush42/projects/vocos/.venv/lib/python3.10/site-packages/matplotlib/mpl-data
DEBUG:matplotlib:CONFIGDIR=/home/mush42/.config/matplotlib
DEBUG:matplotlib:interactive is False
DEBUG:matplotlib:platform is linux
DEBUG:matplotlib:CACHEDIR=/home/mush42/.cache/matplotlib
DEBUG:matplotlib.font_manager:Using fontManager instance from /home/mush42/.cache/matplotlib/fontlist-v330.json
DEBUG:matplotlib.pyplot:Loaded backend agg version v2.2.
/home/mush42/projects/vocos/.venv/lib/python3.10/site-packages/torch/nn/utils/weight_norm.py:28: UserWarning: torch.nn.utils.weight_norm is deprecated in favor of torch.nn.utils.parametrizations.weight_norm.
  warnings.warn("torch.nn.utils.weight_norm is deprecated in favor of torch.nn.utils.parametrizations.weight_norm.")
/home/mush42/projects/vocos/.venv/lib/python3.10/site-packages/torch/onnx/_internal/exporter.py:137: UserWarning: torch.onnx.dynamo_export only implements opset version 18 for now. If you need to use a different opset version, please register them with register_custom_op.
  warnings.warn(
/home/mush42/projects/vocos/.venv/lib/python3.10/site-packages/transformers/utils/generic.py:309: UserWarning: torch.utils._pytree._register_pytree_node is deprecated. Please use torch.utils._pytree.register_pytree_node instead.
  _torch_pytree._register_pytree_node(
Traceback (most recent call last):
  File "/home/mush42/projects/vocos/.venv/lib/python3.10/site-packages/torch/onnx/_internal/exporter.py", line 1385, in dynamo_export
    ).export()
  File "/home/mush42/projects/vocos/.venv/lib/python3.10/site-packages/torch/onnx/_internal/exporter.py", line 1128, in export
    graph_module = self.options.fx_tracer.generate_fx(
  File "/home/mush42/projects/vocos/.venv/lib/python3.10/site-packages/torch/onnx/_internal/fx/dynamo_graph_extractor.py", line 223, in generate_fx
    return self.pre_export_passes(options, model, graph_module, updated_model_args)  # type: ignore[return-value]
  File "/home/mush42/projects/vocos/.venv/lib/python3.10/site-packages/torch/onnx/_internal/fx/dynamo_graph_extractor.py", line 233, in pre_export_passes
    return exporter.common_pre_export_passes(
  File "/home/mush42/projects/vocos/.venv/lib/python3.10/site-packages/torch/onnx/_internal/exporter.py", line 1441, in common_pre_export_passes
    ).analyze(infra.levels.ERROR)
  File "/home/mush42/projects/vocos/.venv/lib/python3.10/site-packages/torch/onnx/_internal/fx/analysis/unsupported_nodes.py", line 85, in analyze
    self._lint(analysis_result, diagnostic_level)
  File "/home/mush42/projects/vocos/.venv/lib/python3.10/site-packages/torch/onnx/_internal/fx/analysis/unsupported_nodes.py", line 37, in _lint
    self.diagnostic_context.log_and_raise_if_error(diagnostic)
  File "/home/mush42/projects/vocos/.venv/lib/python3.10/site-packages/torch/onnx/_internal/diagnostics/infra/context.py", line 367, in log_and_raise_if_error
    raise RuntimeErrorWithDiagnostic(diagnostic)
torch.onnx._internal.diagnostics.infra.context.RuntimeErrorWithDiagnostic: Unsupported FX nodes: {'call_function': ['aten._assert_async.msg']}.

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/home/mush42/projects/vocos/export_onnx.py", line 126, in <module>
    main()
  File "/home/mush42/projects/vocos/export_onnx.py", line 116, in main
    onnx_path = export_generator(
  File "/home/mush42/projects/vocos/export_onnx.py", line 85, in export_generator
    export_output = torch.onnx.dynamo_export(model, dummy_input)
  File "/home/mush42/projects/vocos/.venv/lib/python3.10/site-packages/torch/onnx/_internal/exporter.py", line 1396, in dynamo_export
    raise OnnxExporterError(
torch.onnx.OnnxExporterError: Failed to export the model to ONNX. Generating SARIF report at 'report_dynamo_export.sarif'. SARIF is a standard format for the output of static analysis tools. SARIF logs can be loaded in VS Code SARIF viewer extension, or SARIF web viewer (https://microsoft.github.io/sarif-web-component/). Please report a bug on PyTorch Github: https://github.com/pytorch/pytorch/issues

Best

from vocos.

sankar-mukherjee commented on May 26, 2024

Is there any update on this?

from vocos.

wetdog commented on May 26, 2024

I found a partial solution for this, I used the conventional ONNX export on the code that @mush42 shared and got rid of the assertion errors. However the export complains about istft operation. I then modified the vocos head to output mag, x, y and the export was successful

    def forward(self, x: torch.Tensor) -> torch.Tensor:
        """
        Forward pass of the ISTFTHead module.

        Args:
            x (Tensor): Input tensor of shape (B, L, H), where B is the batch size,
                        L is the sequence length, and H denotes the model dimension.

        Returns:
            Tensor: Reconstructed time-domain audio signal of shape (B, T), where T is the length of the output signal.
        """
        x = self.out(x).transpose(1, 2)
        mag, p = x.chunk(2, dim=1)
        mag = torch.exp(mag)
        mag = torch.clip(mag, max=1e2)  # safeguard to prevent excessively large magnitudes
        # wrapping happens here. These two lines produce real and imaginary value
        x = torch.cos(p)
        y = torch.sin(p)
        # recalculating phase here does not produce anything new
        # only costs time
        # phase = torch.atan2(y, x)
        # S = mag * torch.exp(phase * 1j)
        # better directly produce the complex value 
        # S = mag * (x + 1j * y)
        # audio = self.istft(S)
        return mag, x, y

you can find an example here and I also shared the 24khz_mel model to the HF hub https://huggingface.co/wetdog/vocos-mel-24khz-onnx

from vocos.

sankar-mukherjee commented on May 26, 2024

@wetdog i followed the same as you described but my model is producing white noise instead of speech. Is it possible to post the onnx conversion code that you used?

from vocos.

mush42 commented on May 26, 2024

Hi all

What library are you using for ISTFT?
Any recommendations?

from vocos.

wetdog commented on May 26, 2024

@sankar-mukherjee I'm glad that it worked for you. @mush42 I'm using the ISTFT from torch but I guess that librosa would also work. BTW here's our version of 22khz vocos https://huggingface.co/BSC-LT/vocos-mel-22khz

from vocos.

lumpidu commented on May 26, 2024

@wetdog but does ONNX export of torch ISTFT already work ?

from vocos.

Liujingxiu23 commented on May 26, 2024

@wetdog I am either do not understand how to export onnx since the model has ISTFT

from vocos.

Export to ONNX about vocos HOT 14 OPEN

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