注意
单击此处下载完整的示例代码
简介torch.compile¶
创建时间： 2023年3月15日 |上次更新时间：2024 年 8 月 30 日 |上次验证： Nov 05， 2024
作者：威廉温
torch.compile是加速 PyTorch 代码的最新方法！ 使 PyTorch 代码运行得更快
将 PyTorch 代码 JIT 编译为优化的内核，
同时需要最少的代码更改。torch.compile
在本教程中，我们将介绍基本用法
并展示 Over 的优势
以前的 PyTorch 编译器解决方案，例如 TorchScript 和 FX Tracing。torch.compiletorch.compile
内容
必需的 pip 依赖项
torch >= 2.0torchvisionnumpyscipytabulate
注意：本教程建议使用现代 NVIDIA GPU（H100、A100 或 V100） 以重现下面显示的加速比数字，并在其他位置记录。
import torch
import warnings
gpu_ok = False
if torch.cuda.is_available():
device_cap = torch.cuda.get_device_capability()
if device_cap in ((7, 0), (8, 0), (9, 0)):
gpu_ok = True
if not gpu_ok:
warnings.warn(
"GPU is not NVIDIA V100, A100, or H100. Speedup numbers may be lower "
"than expected."
)
/var/lib/workspace/intermediate_source/torch_compile_tutorial.py:48: UserWarning:
GPU is not NVIDIA V100, A100, or H100. Speedup numbers may be lower than expected.
基本用法¶
torch.compile包含在最新的 PyTorch 中。
在 GPU 上运行 TorchInductor 需要 Triton，它包含在 PyTorch 2.0 nightly 中
二元的。如果仍然缺少 Triton，请尝试通过 pip 安装
（适用于 CUDA 11.7）。torchtritonpip install torchtriton --extra-index-url "https://download.pytorch.org/whl/nightly/cu117"
可以通过将可调用对象传递给 来优化任意 Python 函数。然后，我们可以将返回的优化
函数代替原始函数。torch.compile
def foo(x, y):
a = torch.sin(x)
b = torch.cos(y)
return a + b
opt_foo1 = torch.compile(foo)
print(opt_foo1(torch.randn(10, 10), torch.randn(10, 10)))
/usr/local/lib/python3.10/dist-packages/onnxscript/converter.py:820: FutureWarning:
'onnxscript.values.Op.param_schemas' is deprecated in version 0.1 and will be removed in the future. Please use '.op_signature' instead.
/usr/local/lib/python3.10/dist-packages/onnxscript/converter.py:820: FutureWarning:
'onnxscript.values.OnnxFunction.param_schemas' is deprecated in version 0.1 and will be removed in the future. Please use '.op_signature' instead.
tensor([[ 1.6850, 1.9924, 1.7090, 0.0034, 1.1414, -0.1822, 0.4861, -0.0536,
-0.2252, 1.9398],
[ 0.3693, -0.0695, 0.1748, 0.3436, 0.1939, 1.5721, 1.9882, -0.2235,
0.3161, 1.2642],
[ 0.2480, 1.8793, 1.7152, 1.6772, 1.8881, 1.4748, 1.3466, 1.7763,
0.7469, 1.0407],
[-0.1121, 1.6015, -0.0188, 0.2128, 0.5218, 1.9838, 0.8185, 0.5093,
-0.3603, 0.1793],
[-1.7890, 1.7532, -0.4040, 0.1222, -0.0029, 1.7975, -0.3877, 0.5123,
0.1673, 0.1330],
[ 1.0627, 0.9609, 0.1019, 1.8814, 0.1142, -0.2338, -0.9621, 0.7631,
0.6506, 0.1853],
[ 0.4584, 1.7648, -0.0444, 1.9610, 1.5884, 0.7353, 1.2190, 1.3662,
1.0938, -0.1587],
[-0.7502, 1.6640, 0.3495, 1.3496, 0.8187, 1.1719, 0.5820, 0.1498,
0.0885, 0.1036],
[ 0.3961, 0.6043, -0.0861, -0.3371, 0.8622, 1.4341, 1.2988, 0.5023,
0.3074, 0.1277],
[ 0.9748, 0.4117, 1.2616, 1.6314, 0.4693, 0.4092, 0.0401, 1.1196,
1.2458, 1.3280]])
或者，我们可以装饰函数。
t1 = torch.randn(10, 10)
t2 = torch.randn(10, 10)
@torch.compile
def opt_foo2(x, y):
a = torch.sin(x)
b = torch.cos(y)
return a + b
print(opt_foo2(t1, t2))
tensor([[ 0.5360, 0.1697, -0.0561, 0.1890, -0.1310, 1.2276, 1.1739, 0.1944,
-0.1561, 1.6990],
[ 1.0421, 1.9472, 0.2682, 0.2701, 1.3346, 0.7651, 1.0897, 1.1730,
0.6161, 0.9223],
[ 1.5756, 1.5294, 0.0112, -0.1522, -0.7674, 1.8515, -0.2443, 0.3696,
0.2693, 0.8735],
[-0.3701, 1.1190, 1.4164, 1.8648, 1.2080, 0.0732, 1.5274, 0.6868,
1.2440, 1.0715],
[-1.2454, -0.0159, 0.4315, 0.1317, 1.0530, -1.0603, -0.0532, 0.6661,
1.7101, -0.2076],
[-0.7091, 0.7824, 1.7161, 1.2750, 0.6368, 1.2488, 0.4897, 1.2429,
1.3409, 1.3735],
[ 0.8345, 0.0653, 0.3462, 1.2383, -0.4092, 1.6438, -0.0962, 0.4011,
0.2463, -0.5802],
[ 1.6349, 0.7297, 1.2547, -0.3113, 0.9310, 0.1162, 1.7618, 0.4882,
0.7640, 0.2930],
[ 1.1669, -0.7775, 1.2000, 0.6008, -0.2814, 0.5541, 0.5753, 1.4731,
1.6835, 0.7370],
[ 1.5087, 0.6195, 0.1153, 1.2966, 1.8815, 1.1678, 1.5686, 1.6018,
0.2193, 1.3500]])
我们还可以优化实例。torch.nn.Module
t = torch.randn(10, 100)
class MyModule(torch.nn.Module):
def __init__(self):
super().__init__()
self.lin = torch.nn.Linear(100, 10)
def forward(self, x):
return torch.nn.functional.relu(self.lin(x))
mod = MyModule()
opt_mod = torch.compile(mod)
print(opt_mod(t))
tensor([[0.0000, 0.7610, 0.2562, 0.0405, 0.0000, 0.3631, 0.3325, 0.0000, 0.4574,
0.8850],
[0.4322, 0.0984, 0.3238, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 1.0738,
0.1925],
[0.0413, 0.1075, 0.0000, 0.0000, 0.2039, 0.0000, 1.7316, 0.0000, 0.0000,
0.5836],
[0.2436, 0.0000, 0.9565, 0.0000, 0.9550, 0.6644, 0.0000, 0.0000, 0.7600,
0.0000],
[0.0000, 0.3446, 0.0000, 0.5052, 1.1132, 0.0233, 0.0000, 0.1331, 0.5702,
1.9597],
[0.5364, 0.9321, 0.4773, 0.0000, 0.0000, 0.5301, 0.0000, 0.2444, 0.2557,
0.0000],
[0.0000, 0.0000, 0.8326, 0.0000, 0.5457, 0.0885, 0.0000, 1.1365, 0.0000,
0.1474],
[0.7596, 0.0000, 0.0000, 0.6814, 0.0000, 0.0000, 0.0000, 0.2448, 0.4532,
0.0000],
[0.0000, 0.0000, 0.0000, 0.0000, 0.5201, 0.0000, 0.6107, 0.3494, 0.2592,
0.6562],
[0.5368, 0.8832, 0.6859, 0.0000, 0.0000, 0.4080, 0.0000, 0.0000, 0.0000,
0.0000]], grad_fn=<CompiledFunctionBackward>)
torch.compile 和嵌套调用¶
装饰函数中的嵌套函数调用也将被编译。
tensor([[ 0.5360, 0.1697, -0.0561, 0.1890, -0.1310, 1.2276, 1.1739, 0.1944,
-0.1561, 1.6990],
[ 1.0421, 1.9472, 0.2682, 0.2701, 1.3346, 0.7651, 1.0897, 1.1730,
0.6161, 0.9223],
[ 1.5756, 1.5294, 0.0112, -0.1522, -0.7674, 1.8515, -0.2443, 0.3696,
0.2693, 0.8735],
[-0.3701, 1.1190, 1.4164, 1.8648, 1.2080, 0.0732, 1.5274, 0.6868,
1.2440, 1.0715],
[-1.2454, -0.0159, 0.4315, 0.1317, 1.0530, -1.0603, -0.0532, 0.6661,
1.7101, -0.2076],
[-0.7091, 0.7824, 1.7161, 1.2750, 0.6368, 1.2488, 0.4897, 1.2429,
1.3409, 1.3735],
[ 0.8345, 0.0653, 0.3462, 1.2383, -0.4092, 1.6438, -0.0962, 0.4011,
0.2463, -0.5802],
[ 1.6349, 0.7297, 1.2547, -0.3113, 0.9310, 0.1162, 1.7618, 0.4882,
0.7640, 0.2930],
[ 1.1669, -0.7775, 1.2000, 0.6008, -0.2814, 0.5541, 0.5753, 1.4731,
1.6835, 0.7370],
[ 1.5087, 0.6195, 0.1153, 1.2966, 1.8815, 1.1678, 1.5686, 1.6018,
0.2193, 1.3500]])
同样，在编译模块时，所有子模块和方法 在其中，不在 SKIP 列表中的 THE LIST 也会被编译。
class OuterModule(torch.nn.Module):
def __init__(self):
super().__init__()
self.inner_module = MyModule()
self.outer_lin = torch.nn.Linear(10, 2)
def forward(self, x):
x = self.inner_module(x)
return torch.nn.functional.relu(self.outer_lin(x))
outer_mod = OuterModule()
opt_outer_mod = torch.compile(outer_mod)
print(opt_outer_mod(t))
tensor([[0.0000, 0.1057],
[0.0000, 0.2927],
[0.0000, 0.0000],
[0.3042, 0.0000],
[0.0000, 0.0000],
[0.1152, 0.2923],
[0.0000, 0.1439],
[0.0000, 0.4087],
[0.0000, 0.2846],
[0.2514, 0.4253]], grad_fn=<CompiledFunctionBackward>)
我们还可以使用 来禁用某些函数的编译。假设您只想在
函数，但希望继续跟踪回 。在这种情况下，您可以使用 option。否则，默认值为 .torch.compiler.disablecomplex_functioncomplex_conjugatetorch.compiler.disable(recursive=False)recursive=True
def complex_conjugate(z):
return torch.conj(z)
@torch.compiler.disable(recursive=False)
def complex_function(real, imag):
# Assuming this function cause problems in the compilation
z = torch.complex(real, imag)
return complex_conjugate(z)
def outer_function():
real = torch.tensor([2, 3], dtype=torch.float32)
imag = torch.tensor([4, 5], dtype=torch.float32)
z = complex_function(real, imag)
return torch.abs(z)
# Try to compile the outer_function
try:
opt_outer_function = torch.compile(outer_function)
print(opt_outer_function())
except Exception as e:
print("Compilation of outer_function failed:", e)
/usr/local/lib/python3.10/dist-packages/torch/_inductor/lowering.py:1713: UserWarning:
Torchinductor does not support code generation for complex operators. Performance may be worse than eager.
tensor([4.4721, 5.8310])
最佳实践和建议¶
使用嵌套模块和函数调用的行为torch.compile
当你使用 时，编译器将尝试递归编译
目标函数或目标内部模块中的每个函数调用
不在跳过列表中的函数或模块（例如内置函数、
torch.* 命名空间）。torch.compile
最佳实践：
1. 顶级编译：一种方法是在最高级别编译 possible （即，当顶级模块被初始化/调用时）和 在遇到过多的图形中断时选择性地禁用编译，或者 错误。如果仍然有很多编译问题，请编译单个 子组件。
2. 模块化测试：在将单个功能和模块集成到更大的模型之前对其进行测试，以隔离潜在问题。torch.compile
3. 选择性禁用编译：如果某些功能或子模块 无法由 torch.compile 处理，请使用 torch.compiler.disable 上下文 managers 递归地将它们从编译中排除。
4. 先编译叶函数：在具有多个嵌套的复杂模型中 functions 和 modules 中，首先编译叶子函数或模块。 有关更多信息，请参阅用于精细跟踪的 TorchDynamo API。
演示加速¶
现在让我们演示一下使用 can speed
上真实模型。我们将比较标准的 Eager 模式，并在随机数据上评估和训练模型。torch.compiletorch.compiletorchvision
在开始之前，我们需要定义一些 Utility Functions。
# Returns the result of running `fn()` and the time it took for `fn()` to run,
# in seconds. We use CUDA events and synchronization for the most accurate
# measurements.
def timed(fn):
start = torch.cuda.Event(enable_timing=True)
end = torch.cuda.Event(enable_timing=True)
start.record()
result = fn()
end.record()
torch.cuda.synchronize()
return result, start.elapsed_time(end) / 1000
# Generates random input and targets data for the model, where `b` is
# batch size.
def generate_data(b):
return (
torch.randn(b, 3, 128, 128).to(torch.float32).cuda(),
torch.randint(1000, (b,)).cuda(),
)
N_ITERS = 10
from torchvision.models import densenet121
def init_model():
return densenet121().to(torch.float32).cuda()
首先，我们来比较一下推理。
请注意，在对 的调用中，我们有一个额外的参数，我们将在下面讨论。torch.compilemode
model = init_model()
# Reset since we are using a different mode.
import torch._dynamo
torch._dynamo.reset()
model_opt = torch.compile(model, mode="reduce-overhead")
inp = generate_data(16)[0]
with torch.no_grad():
print("eager:", timed(lambda: model(inp))[1])
print("compile:", timed(lambda: model_opt(inp))[1])
eager: 0.335246337890625
/usr/local/lib/python3.10/dist-packages/torch/_inductor/compile_fx.py:167: UserWarning:
TensorFloat32 tensor cores for float32 matrix multiplication available but not enabled. Consider setting `torch.set_float32_matmul_precision('high')` for better performance.
compile: 94.882859375
请注意，完成需要更长的时间
与热切相比。这是因为编译
模型转换为优化的内核。在我们的示例中，
structure 不会改变，因此 recompilation 不会改变
需要。因此，如果我们再运行几次优化后的模型，我们应该
与 Eager 相比，看到了显著的改进。torch.compiletorch.compile
eager_times = []
for i in range(N_ITERS):
inp = generate_data(16)[0]
with torch.no_grad():
_, eager_time = timed(lambda: model(inp))
eager_times.append(eager_time)
print(f"eager eval time {i}: {eager_time}")
print("~" * 10)
compile_times = []
for i in range(N_ITERS):
inp = generate_data(16)[0]
with torch.no_grad():
_, compile_time = timed(lambda: model_opt(inp))
compile_times.append(compile_time)
print(f"compile eval time {i}: {compile_time}")
print("~" * 10)
import numpy as np
eager_med = np.median(eager_times)
compile_med = np.median(compile_times)
speedup = eager_med / compile_med
assert(speedup > 1)
print(f"(eval) eager median: {eager_med}, compile median: {compile_med}, speedup: {speedup}x")
print("~" * 10)
eager eval time 0: 0.01840025520324707
eager eval time 1: 0.016736255645751954
eager eval time 2: 0.01658060836791992
eager eval time 3: 0.016931840896606445
eager eval time 4: 0.016630783081054687
eager eval time 5: 0.01660108757019043
eager eval time 6: 0.016516031265258788
eager eval time 7: 0.01655705642700195
eager eval time 8: 0.01657548713684082
eager eval time 9: 0.01660825538635254
~~~~~~~~~~
compile eval time 0: 0.6860523681640625
compile eval time 1: 0.008736767768859864
compile eval time 2: 0.008926207542419434
compile eval time 3: 0.008175616264343261
compile eval time 4: 0.008154111862182617
compile eval time 5: 0.008144895553588867
compile eval time 6: 0.008176639556884765
compile eval time 7: 0.008136704444885253
compile eval time 8: 0.008142848014831543
compile eval time 9: 0.008140800476074218
~~~~~~~~~~
(eval) eager median: 0.016604671478271486, compile median: 0.00816486406326294, speedup: 2.033673965618447x
~~~~~~~~~~
事实上，我们可以看到，使用 Run Our Model 可以显著加快速度。加速主要来自于减少 Python 开销和
GPU 读/写，因此观察到的加速可能会因模型等因素而异
architecture 和 batch size 的 BATCH size 进行验证。例如，如果模型的体系结构是 simple
并且数据量很大，那么瓶颈将是
GPU 计算和观察到的加速可能不太显著。torch.compile
您可能还会看到不同的加速比结果，具体取决于所选参数。该模式使用 CUDA 图形进一步减少
Python 的开销。对于您自己的模型，
您可能需要尝试不同的模式以最大限度地提高加速比。您可以
在此处阅读有关 modes 的更多信息。mode"reduce-overhead"
您可能还会注意到，我们第二次运行模型时，我们的
比其他运行慢，尽管它比第一次运行快得多。这是因为该模式为 CUDA 图形运行了一些预热迭代。torch.compile"reduce-overhead"
对于一般的 PyTorch 基准测试，您可以尝试使用我们上面定义的函数。在本教程中，我们编写了自己的 timing 函数来显示 的编译延迟。torch.utils.benchmarktimedtorch.compile
现在，让我们考虑比较训练。
model = init_model()
opt = torch.optim.Adam(model.parameters())
def train(mod, data):
opt.zero_grad(True)
pred = mod(data[0])
loss = torch.nn.CrossEntropyLoss()(pred, data[1])
loss.backward()
opt.step()
eager_times = []
for i in range(N_ITERS):
inp = generate_data(16)
_, eager_time = timed(lambda: train(model, inp))
eager_times.append(eager_time)
print(f"eager train time {i}: {eager_time}")
print("~" * 10)
model = init_model()
opt = torch.optim.Adam(model.parameters())
train_opt = torch.compile(train, mode="reduce-overhead")
compile_times = []
for i in range(N_ITERS):
inp = generate_data(16)
_, compile_time = timed(lambda: train_opt(model, inp))
compile_times.append(compile_time)
print(f"compile train time {i}: {compile_time}")
print("~" * 10)
eager_med = np.median(eager_times)
compile_med = np.median(compile_times)
speedup = eager_med / compile_med
assert(speedup > 1)
print(f"(train) eager median: {eager_med}, compile median: {compile_med}, speedup: {speedup}x")
print("~" * 10)
eager train time 0: 0.259694580078125
eager train time 1: 0.05178060913085938
eager train time 2: 0.049650688171386716
eager train time 3: 0.049121280670166016
eager train time 4: 0.049334270477294925
eager train time 5: 0.04968038558959961
eager train time 6: 0.04909056091308594
eager train time 7: 0.049160190582275394
eager train time 8: 0.04977356719970703
eager train time 9: 0.049469375610351564
~~~~~~~~~~
compile train time 0: 209.54971875
compile train time 1: 7.4405009765625
compile train time 2: 0.022986751556396484
compile train time 3: 0.02184499168395996
compile train time 4: 0.020983808517456053
compile train time 5: 0.020982784271240236
compile train time 6: 0.020942848205566408
compile train time 7: 0.021000192642211913
compile train time 8: 0.020998144149780275
compile train time 9: 0.020990976333618162
~~~~~~~~~~
(train) eager median: 0.04956003189086914, compile median: 0.020999168395996096, speedup: 2.3600949788239585x
~~~~~~~~~~
同样，我们可以看到第一个
iteration 的 API 中，因为它必须编译模型，但在后续的迭代中，我们会看到
与 Eager 相比，速度显著提高。torch.compile
请注意，本教程中提供的加速比数字适用于 仅用于演示目的。官方加速比值可以在 TorchInductor 性能仪表板上看到。
与 TorchScript 和 FX 跟踪的比较¶
我们已经看到这可以加快 PyTorch 代码的速度。
为什么我们应该使用现有的 PyTorch
编译器解决方案，例如 TorchScript 或 FX Tracing？首先，
其优势在于其处理能力
对现有代码进行最小更改的任意 Python 代码。torch.compiletorch.compiletorch.compile
可以处理另一个编译器的一个 case
解决方案难以解决的是依赖于数据的控制流（下面的行）。torch.compileif x.sum() < 0:
def f1(x, y):
if x.sum() < 0:
return -y
return y
# Test that `fn1` and `fn2` return the same result, given
# the same arguments `args`. Typically, `fn1` will be an eager function
# while `fn2` will be a compiled function (torch.compile, TorchScript, or FX graph).
def test_fns(fn1, fn2, args):
out1 = fn1(*args)
out2 = fn2(*args)
return torch.allclose(out1, out2)
inp1 = torch.randn(5, 5)
inp2 = torch.randn(5, 5)
TorchScript 跟踪结果
静默错误的结果，因为只有实际的控制流路
被追踪。f1
/var/lib/workspace/intermediate_source/torch_compile_tutorial.py:372: TracerWarning:
Converting a tensor to a Python boolean might cause the trace to be incorrect. We can't record the data flow of Python values, so this value will be treated as a constant in the future. This means that the trace might not generalize to other inputs!
traced 1, 1: True
traced 1, 2: False
FX 跟踪会导致错误，因为存在
数据依赖型控制流。f1
import traceback as tb
try:
torch.fx.symbolic_trace(f1)
except:
tb.print_exc()
Traceback (most recent call last):
File "/var/lib/workspace/intermediate_source/torch_compile_tutorial.py", line 402, in <module>
torch.fx.symbolic_trace(f1)
File "/usr/local/lib/python3.10/dist-packages/torch/fx/_symbolic_trace.py", line 1281, in symbolic_trace
graph = tracer.trace(root, concrete_args)
File "/usr/local/lib/python3.10/dist-packages/torch/_dynamo/eval_frame.py", line 632, in _fn
return fn(*args, **kwargs)
File "/usr/local/lib/python3.10/dist-packages/torch/fx/_symbolic_trace.py", line 823, in trace
(self.create_arg(fn(*args)),),
File "/var/lib/workspace/intermediate_source/torch_compile_tutorial.py", line 372, in f1
if x.sum() < 0:
File "/usr/local/lib/python3.10/dist-packages/torch/fx/proxy.py", line 487, in __bool__
return self.tracer.to_bool(self)
File "/usr/local/lib/python3.10/dist-packages/torch/fx/proxy.py", line 318, in to_bool
raise TraceError('symbolically traced variables cannot be used as inputs to control flow')
torch.fx.proxy.TraceError: symbolically traced variables cannot be used as inputs to control flow
如果我们为 当我们尝试 FX 跟踪 时提供一个值，则
我们遇到了与 TorchScript 跟踪相同的问题，因为依赖于 data-
在 traced 函数中删除 Control Flow。xf1
/usr/local/lib/python3.10/dist-packages/torch/fx/_symbolic_trace.py:892: UserWarning:
Was not able to add assertion to guarantee correct input x to specialized function. It is up to the user to make sure that your inputs match the inputs you specialized the function with.
fx 1, 1: True
fx 1, 2: False
现在我们可以看到 正确地处理
数据依赖型控制流。torch.compile
# Reset since we are using a different mode.
torch._dynamo.reset()
compile_f1 = torch.compile(f1)
print("compile 1, 1:", test_fns(f1, compile_f1, (inp1, inp2)))
print("compile 1, 2:", test_fns(f1, compile_f1, (-inp1, inp2)))
print("~" * 10)
compile 1, 1: True
compile 1, 2: True
~~~~~~~~~~
TorchScript 脚本可以处理依赖于数据的控制流，但是这个 解决方案有其自身的一系列问题。即 TorchScript 脚本 可能需要对代码进行重大更改，并在 Python 不受支持时引发错误 被使用。
在下面的示例中，我们忘记了 TorchScript 类型注释，并收到
TorchScript 错误，因为参数 、 、 的输入类型
与默认参数类型 .yinttorch.Tensor
def f2(x, y):
return x + y
inp1 = torch.randn(5, 5)
inp2 = 3
script_f2 = torch.jit.script(f2)
try:
script_f2(inp1, inp2)
except:
tb.print_exc()
Traceback (most recent call last):
File "/var/lib/workspace/intermediate_source/torch_compile_tutorial.py", line 445, in <module>
script_f2(inp1, inp2)
RuntimeError: f2() Expected a value of type 'Tensor (inferred)' for argument 'y' but instead found type 'int'.
Inferred 'y' to be of type 'Tensor' because it was not annotated with an explicit type.
Position: 1
Value: 3
Declaration: f2(Tensor x, Tensor y) -> Tensor
Cast error details: Unable to cast 3 to Tensor
但是，它很容易处理 .torch.compilef2
compile_f2 = torch.compile(f2)
print("compile 2:", test_fns(f2, compile_f2, (inp1, inp2)))
print("~" * 10)
compile 2: True
~~~~~~~~~~
与以下相比，另一个处理良好的情况
以前的编译器解决方案是非 PyTorch 函数的使用。torch.compile
import scipy
def f3(x):
x = x * 2
x = scipy.fft.dct(x.numpy())
x = torch.from_numpy(x)
x = x * 2
return x
TorchScript 跟踪处理非 PyTorch 函数调用的结果 作为常量，因此我们的结果可能会无声地出错。
inp1 = torch.randn(5, 5)
inp2 = torch.randn(5, 5)
traced_f3 = torch.jit.trace(f3, (inp1,))
print("traced 3:", test_fns(f3, traced_f3, (inp2,)))
/usr/local/lib/python3.10/dist-packages/numpy/core/getlimits.py:518: UserWarning:
The value of the smallest subnormal for <class 'numpy.float64'> type is zero.
/usr/local/lib/python3.10/dist-packages/numpy/core/getlimits.py:89: UserWarning:
The value of the smallest subnormal for <class 'numpy.float64'> type is zero.
/usr/local/lib/python3.10/dist-packages/numpy/core/getlimits.py:518: UserWarning:
The value of the smallest subnormal for <class 'numpy.float32'> type is zero.
/usr/local/lib/python3.10/dist-packages/numpy/core/getlimits.py:89: UserWarning:
The value of the smallest subnormal for <class 'numpy.float32'> type is zero.
/var/lib/workspace/intermediate_source/torch_compile_tutorial.py:463: TracerWarning:
Converting a tensor to a NumPy array might cause the trace to be incorrect. We can't record the data flow of Python values, so this value will be treated as a constant in the future. This means that the trace might not generalize to other inputs!
/var/lib/workspace/intermediate_source/torch_compile_tutorial.py:464: TracerWarning:
torch.from_numpy results are registered as constants in the trace. You can safely ignore this warning if you use this function to create tensors out of constant variables that would be the same every time you call this function. In any other case, this might cause the trace to be incorrect.
traced 3: False
TorchScript 脚本和 FX 跟踪不允许非 PyTorch 函数调用。
try:
torch.jit.script(f3)
except:
tb.print_exc()
try:
torch.fx.symbolic_trace(f3)
except:
tb.print_exc()
Traceback (most recent call last):
File "/var/lib/workspace/intermediate_source/torch_compile_tutorial.py", line 481, in <module>
torch.jit.script(f3)
File "/usr/local/lib/python3.10/dist-packages/torch/jit/_script.py", line 1429, in script
ret = _script_impl(
File "/usr/local/lib/python3.10/dist-packages/torch/jit/_script.py", line 1205, in _script_impl
fn = torch._C._jit_script_compile(
File "/usr/local/lib/python3.10/dist-packages/torch/_jit_internal.py", line 1239, in _try_get_dispatched_fn
return boolean_dispatched.get(fn)
File "/usr/lib/python3.10/weakref.py", line 453, in get
return self.data.get(ref(key),default)
TypeError: cannot create weak reference to 'uarray._Function' object
Traceback (most recent call last):
File "/var/lib/workspace/intermediate_source/torch_compile_tutorial.py", line 486, in <module>
torch.fx.symbolic_trace(f3)
File "/usr/local/lib/python3.10/dist-packages/torch/fx/_symbolic_trace.py", line 1281, in symbolic_trace
graph = tracer.trace(root, concrete_args)
File "/usr/local/lib/python3.10/dist-packages/torch/_dynamo/eval_frame.py", line 632, in _fn
return fn(*args, **kwargs)
File "/usr/local/lib/python3.10/dist-packages/torch/fx/_symbolic_trace.py", line 823, in trace
(self.create_arg(fn(*args)),),
File "/var/lib/workspace/intermediate_source/torch_compile_tutorial.py", line 463, in f3
x = scipy.fft.dct(x.numpy())
File "/usr/local/lib/python3.10/dist-packages/scipy/fft/_backend.py", line 25, in __ua_function__
return fn(*args, **kwargs)
File "/usr/local/lib/python3.10/dist-packages/scipy/fft/_pocketfft/realtransforms.py", line 19, in _r2r
tmp = _asfarray(x)
File "/usr/local/lib/python3.10/dist-packages/scipy/fft/_pocketfft/helper.py", line 89, in _asfarray
if x.dtype == np.float16:
File "/usr/local/lib/python3.10/dist-packages/torch/fx/proxy.py", line 592, in impl
return tracer.create_proxy('call_function', target, args, kwargs)
File "/usr/local/lib/python3.10/dist-packages/torch/fx/proxy.py", line 206, in create_proxy
args_ = self.create_arg(args)
File "/usr/local/lib/python3.10/dist-packages/torch/fx/_symbolic_trace.py", line 425, in create_arg
return super().create_arg(a)
File "/usr/local/lib/python3.10/dist-packages/torch/fx/proxy.py", line 273, in create_arg
return type(a)(self.create_arg(elem) for elem in a)
File "/usr/local/lib/python3.10/dist-packages/torch/fx/proxy.py", line 273, in <genexpr>
return type(a)(self.create_arg(elem) for elem in a)
File "/usr/local/lib/python3.10/dist-packages/torch/fx/_symbolic_trace.py", line 425, in create_arg
return super().create_arg(a)
File "/usr/local/lib/python3.10/dist-packages/torch/fx/proxy.py", line 309, in create_arg
raise NotImplementedError(f"argument of type: {type(a)}")
NotImplementedError: argument of type: <class 'type'>
相比之下，很容易处理
非 PyTorch 函数调用。torch.compile
compile_f3 = torch.compile(f3)
print("compile 3:", test_fns(f3, compile_f3, (inp2,)))
/usr/local/lib/python3.10/dist-packages/torch/_dynamo/variables/functions.py:725: UserWarning:
Graph break due to unsupported builtin scipy.fft._pocketfft.pypocketfft.PyCapsule.dct. This function is either a Python builtin (e.g. _warnings.warn) or a third-party C/C++ Python extension (perhaps created with pybind). If it is a Python builtin, please file an issue on GitHub so the PyTorch team can add support for it and see the next case for a workaround. If it is a third-party C/C++ Python extension, please either wrap it into a PyTorch-understood custom operator (see https://pytorch.org/tutorials/advanced/custom_ops_landing_page.html for more details) or, if it is traceable, use torch.compiler.allow_in_graph.
compile 3: True
TorchDynamo 和 FX 图表¶
的一个重要组件是 TorchDynamo。
TorchDynamo 负责将任意 Python 代码 JIT 编译为 FX 图形，它可以
然后进一步优化。TorchDynamo 通过分析 Python 字节码提取 FX 图
在运行时和检测对 PyTorch 操作的调用。torch.compile
通常，TorchInductor 是 ，
进一步将 FX 图编译为优化的内核，
但 TorchDynamo 允许使用不同的后端。为了检查
TorchDynamo 输出的 FX 图表，让我们创建一个自定义后端
输出 FX 图，并仅返回图的 Unoptimized forward 方法。torch.compile
from typing import List
def custom_backend(gm: torch.fx.GraphModule, example_inputs: List[torch.Tensor]):
print("custom backend called with FX graph:")
gm.graph.print_tabular()
return gm.forward
# Reset since we are using a different backend.
torch._dynamo.reset()
opt_model = torch.compile(init_model(), backend=custom_backend)
opt_model(generate_data(16)[0])
custom backend called with FX graph:
opcode name target args kwargs
------------- ----------------------------------------------------------------------------------------------------------- ----------------------------------------------------------------------------------------------------------- ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- ---------------------------------------------
placeholder l_self_modules_features_modules_conv0_parameters_weight_ L_self_modules_features_modules_conv0_parameters_weight_ () {}
placeholder l_x_ L_x_ () {}
placeholder l_self_modules_features_modules_norm0_buffers_num_batches_tracked_ L_self_modules_features_modules_norm0_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_norm0_buffers_running_mean_ L_self_modules_features_modules_norm0_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_norm0_buffers_running_var_ L_self_modules_features_modules_norm0_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_norm0_parameters_weight_ L_self_modules_features_modules_norm0_parameters_weight_ () {}
placeholder l_self_modules_features_modules_norm0_parameters_bias_ L_self_modules_features_modules_norm0_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer1_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock1_modules_denselayer1_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer1_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock1_modules_denselayer1_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer2_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock1_modules_denselayer2_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer2_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock1_modules_denselayer2_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer3_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock1_modules_denselayer3_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer3_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock1_modules_denselayer3_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer4_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock1_modules_denselayer4_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer4_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock1_modules_denselayer4_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer5_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock1_modules_denselayer5_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer5_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock1_modules_denselayer5_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer6_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock1_modules_denselayer6_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock1_modules_denselayer6_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock1_modules_denselayer6_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_transition1_modules_norm_buffers_num_batches_tracked_ L_self_modules_features_modules_transition1_modules_norm_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_transition1_modules_norm_buffers_running_mean_ L_self_modules_features_modules_transition1_modules_norm_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_transition1_modules_norm_buffers_running_var_ L_self_modules_features_modules_transition1_modules_norm_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_transition1_modules_norm_parameters_weight_ L_self_modules_features_modules_transition1_modules_norm_parameters_weight_ () {}
placeholder l_self_modules_features_modules_transition1_modules_norm_parameters_bias_ L_self_modules_features_modules_transition1_modules_norm_parameters_bias_ () {}
placeholder l_self_modules_features_modules_transition1_modules_conv_parameters_weight_ L_self_modules_features_modules_transition1_modules_conv_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer1_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer1_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer1_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer1_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer2_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer2_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer2_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer2_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer3_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer3_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer3_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer3_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer4_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer4_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer4_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer4_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer5_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer5_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer5_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer5_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer6_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer6_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer6_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer6_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer7_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer7_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer7_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer7_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer8_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer8_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer8_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer8_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer9_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer9_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer9_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer9_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer10_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer10_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer10_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer10_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer11_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer11_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer11_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer11_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer12_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer12_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock2_modules_denselayer12_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock2_modules_denselayer12_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_transition2_modules_norm_buffers_num_batches_tracked_ L_self_modules_features_modules_transition2_modules_norm_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_transition2_modules_norm_buffers_running_mean_ L_self_modules_features_modules_transition2_modules_norm_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_transition2_modules_norm_buffers_running_var_ L_self_modules_features_modules_transition2_modules_norm_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_transition2_modules_norm_parameters_weight_ L_self_modules_features_modules_transition2_modules_norm_parameters_weight_ () {}
placeholder l_self_modules_features_modules_transition2_modules_norm_parameters_bias_ L_self_modules_features_modules_transition2_modules_norm_parameters_bias_ () {}
placeholder l_self_modules_features_modules_transition2_modules_conv_parameters_weight_ L_self_modules_features_modules_transition2_modules_conv_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer1_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer1_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer1_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer1_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer2_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer2_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer2_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer2_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer3_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer3_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer3_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer3_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer4_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer4_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer4_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer4_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer5_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer5_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer5_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer5_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer6_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer6_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer6_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer6_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer7_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer7_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer7_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer7_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer8_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer8_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer8_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer8_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer9_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer9_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer9_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer9_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer10_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer10_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer10_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer10_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer11_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer11_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer11_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer11_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer12_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer12_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer12_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer12_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer13_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer13_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer13_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer13_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer14_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer14_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer14_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer14_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer15_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer15_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer15_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer15_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer16_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer16_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer16_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer16_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer17_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer17_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer17_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer17_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer18_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer18_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer18_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer18_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer19_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer19_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer19_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer19_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer20_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer20_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer20_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer20_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer21_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer21_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer21_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer21_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer22_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer22_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer22_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer22_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer23_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer23_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer23_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer23_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer24_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer24_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock3_modules_denselayer24_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock3_modules_denselayer24_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_transition3_modules_norm_buffers_num_batches_tracked_ L_self_modules_features_modules_transition3_modules_norm_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_transition3_modules_norm_buffers_running_mean_ L_self_modules_features_modules_transition3_modules_norm_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_transition3_modules_norm_buffers_running_var_ L_self_modules_features_modules_transition3_modules_norm_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_transition3_modules_norm_parameters_weight_ L_self_modules_features_modules_transition3_modules_norm_parameters_weight_ () {}
placeholder l_self_modules_features_modules_transition3_modules_norm_parameters_bias_ L_self_modules_features_modules_transition3_modules_norm_parameters_bias_ () {}
placeholder l_self_modules_features_modules_transition3_modules_conv_parameters_weight_ L_self_modules_features_modules_transition3_modules_conv_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer1_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer1_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer1_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer1_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer2_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer2_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer2_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer2_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer3_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer3_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer3_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer3_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer4_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer4_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer4_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer4_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer5_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer5_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer5_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer5_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer6_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer6_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer6_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer6_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer7_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer7_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer7_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer7_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer8_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer8_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer8_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer8_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer9_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer9_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer9_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer9_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer10_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer10_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer10_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer10_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer11_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer11_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer11_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer11_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer12_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer12_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer12_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer12_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer13_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer13_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer13_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer13_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer14_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer14_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer14_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer14_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer15_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer15_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer15_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer15_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm1_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm1_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm1_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm1_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm1_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm1_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm1_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm1_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer16_modules_conv1_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer16_modules_conv1_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm2_buffers_num_batches_tracked_ L_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm2_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm2_buffers_running_mean_ L_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm2_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm2_buffers_running_var_ L_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm2_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm2_parameters_bias_ L_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm2_parameters_bias_ () {}
placeholder l_self_modules_features_modules_denseblock4_modules_denselayer16_modules_conv2_parameters_weight_ L_self_modules_features_modules_denseblock4_modules_denselayer16_modules_conv2_parameters_weight_ () {}
placeholder l_self_modules_features_modules_norm5_buffers_num_batches_tracked_ L_self_modules_features_modules_norm5_buffers_num_batches_tracked_ () {}
placeholder l_self_modules_features_modules_norm5_buffers_running_mean_ L_self_modules_features_modules_norm5_buffers_running_mean_ () {}
placeholder l_self_modules_features_modules_norm5_buffers_running_var_ L_self_modules_features_modules_norm5_buffers_running_var_ () {}
placeholder l_self_modules_features_modules_norm5_parameters_weight_ L_self_modules_features_modules_norm5_parameters_weight_ () {}
placeholder l_self_modules_features_modules_norm5_parameters_bias_ L_self_modules_features_modules_norm5_parameters_bias_ () {}
placeholder l_self_modules_classifier_parameters_weight_ L_self_modules_classifier_parameters_weight_ () {}
placeholder l_self_modules_classifier_parameters_bias_ L_self_modules_classifier_parameters_bias_ () {}
call_function input_1 <built-in method conv2d of type object at 0x7f51af65f1c0> (l_x_, l_self_modules_features_modules_conv0_parameters_weight_, None, (2, 2), (3, 3), (1, 1), 1) {}
call_method add_ add_ (l_self_modules_features_modules_norm0_buffers_num_batches_tracked_, 1) {}
call_function input_2 <function batch_norm at 0x7f50ca7ccf70> (input_1, l_self_modules_features_modules_norm0_buffers_running_mean_, l_self_modules_features_modules_norm0_buffers_running_var_, l_self_modules_features_modules_norm0_parameters_weight_, l_self_modules_features_modules_norm0_parameters_bias_, True, 0.1, 1e-05) {}
call_function input_3 <function relu at 0x7f50ca7bff40> (input_2,) {'inplace': True}
call_function input_4 <function boolean_dispatch.<locals>.fn at 0x7f50ca7bedd0> (input_3, 3, 2, 1, 1) {'ceil_mode': False, 'return_indices': False}
call_function concated_features <built-in method cat of type object at 0x7f51af65f1c0> ([input_4], 1) {}
call_method add__1 add_ (l_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_1 <function batch_norm at 0x7f50ca7ccf70> (concated_features, l_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_1 <function relu at 0x7f50ca7bff40> (batch_norm_1,) {'inplace': True}
call_function bottleneck_output <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_1, l_self_modules_features_modules_denseblock1_modules_denselayer1_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__2 add_ (l_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_2 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output, l_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock1_modules_denselayer1_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_2 <function relu at 0x7f50ca7bff40> (batch_norm_2,) {'inplace': True}
call_function new_features <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_2, l_self_modules_features_modules_denseblock1_modules_denselayer1_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_1 <built-in method cat of type object at 0x7f51af65f1c0> ([input_4, new_features], 1) {}
call_method add__3 add_ (l_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_3 <function batch_norm at 0x7f50ca7ccf70> (concated_features_1, l_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_3 <function relu at 0x7f50ca7bff40> (batch_norm_3,) {'inplace': True}
call_function bottleneck_output_1 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_3, l_self_modules_features_modules_denseblock1_modules_denselayer2_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__4 add_ (l_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_4 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_1, l_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock1_modules_denselayer2_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_4 <function relu at 0x7f50ca7bff40> (batch_norm_4,) {'inplace': True}
call_function new_features_1 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_4, l_self_modules_features_modules_denseblock1_modules_denselayer2_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_2 <built-in method cat of type object at 0x7f51af65f1c0> ([input_4, new_features, new_features_1], 1) {}
call_method add__5 add_ (l_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_5 <function batch_norm at 0x7f50ca7ccf70> (concated_features_2, l_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_5 <function relu at 0x7f50ca7bff40> (batch_norm_5,) {'inplace': True}
call_function bottleneck_output_2 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_5, l_self_modules_features_modules_denseblock1_modules_denselayer3_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__6 add_ (l_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_6 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_2, l_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock1_modules_denselayer3_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_6 <function relu at 0x7f50ca7bff40> (batch_norm_6,) {'inplace': True}
call_function new_features_2 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_6, l_self_modules_features_modules_denseblock1_modules_denselayer3_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_3 <built-in method cat of type object at 0x7f51af65f1c0> ([input_4, new_features, new_features_1, new_features_2], 1) {}
call_method add__7 add_ (l_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_7 <function batch_norm at 0x7f50ca7ccf70> (concated_features_3, l_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_7 <function relu at 0x7f50ca7bff40> (batch_norm_7,) {'inplace': True}
call_function bottleneck_output_3 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_7, l_self_modules_features_modules_denseblock1_modules_denselayer4_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__8 add_ (l_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_8 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_3, l_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock1_modules_denselayer4_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_8 <function relu at 0x7f50ca7bff40> (batch_norm_8,) {'inplace': True}
call_function new_features_3 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_8, l_self_modules_features_modules_denseblock1_modules_denselayer4_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_4 <built-in method cat of type object at 0x7f51af65f1c0> ([input_4, new_features, new_features_1, new_features_2, new_features_3], 1) {}
call_method add__9 add_ (l_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_9 <function batch_norm at 0x7f50ca7ccf70> (concated_features_4, l_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_9 <function relu at 0x7f50ca7bff40> (batch_norm_9,) {'inplace': True}
call_function bottleneck_output_4 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_9, l_self_modules_features_modules_denseblock1_modules_denselayer5_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__10 add_ (l_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_10 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_4, l_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock1_modules_denselayer5_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_10 <function relu at 0x7f50ca7bff40> (batch_norm_10,) {'inplace': True}
call_function new_features_4 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_10, l_self_modules_features_modules_denseblock1_modules_denselayer5_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_5 <built-in method cat of type object at 0x7f51af65f1c0> ([input_4, new_features, new_features_1, new_features_2, new_features_3, new_features_4], 1) {}
call_method add__11 add_ (l_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_11 <function batch_norm at 0x7f50ca7ccf70> (concated_features_5, l_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_11 <function relu at 0x7f50ca7bff40> (batch_norm_11,) {'inplace': True}
call_function bottleneck_output_5 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_11, l_self_modules_features_modules_denseblock1_modules_denselayer6_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__12 add_ (l_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_12 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_5, l_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock1_modules_denselayer6_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_12 <function relu at 0x7f50ca7bff40> (batch_norm_12,) {'inplace': True}
call_function new_features_5 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_12, l_self_modules_features_modules_denseblock1_modules_denselayer6_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function input_5 <built-in method cat of type object at 0x7f51af65f1c0> ([input_4, new_features, new_features_1, new_features_2, new_features_3, new_features_4, new_features_5], 1) {}
call_method add__13 add_ (l_self_modules_features_modules_transition1_modules_norm_buffers_num_batches_tracked_, 1) {}
call_function input_6 <function batch_norm at 0x7f50ca7ccf70> (input_5, l_self_modules_features_modules_transition1_modules_norm_buffers_running_mean_, l_self_modules_features_modules_transition1_modules_norm_buffers_running_var_, l_self_modules_features_modules_transition1_modules_norm_parameters_weight_, l_self_modules_features_modules_transition1_modules_norm_parameters_bias_, True, 0.1, 1e-05) {}
call_function input_7 <function relu at 0x7f50ca7bff40> (input_6,) {'inplace': True}
call_function input_8 <built-in method conv2d of type object at 0x7f51af65f1c0> (input_7, l_self_modules_features_modules_transition1_modules_conv_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_function input_9 <built-in function avg_pool2d> (input_8, 2, 2, 0, False, True, None) {}
call_function concated_features_6 <built-in method cat of type object at 0x7f51af65f1c0> ([input_9], 1) {}
call_method add__14 add_ (l_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_14 <function batch_norm at 0x7f50ca7ccf70> (concated_features_6, l_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_14 <function relu at 0x7f50ca7bff40> (batch_norm_14,) {'inplace': True}
call_function bottleneck_output_6 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_14, l_self_modules_features_modules_denseblock2_modules_denselayer1_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__15 add_ (l_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_15 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_6, l_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock2_modules_denselayer1_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_15 <function relu at 0x7f50ca7bff40> (batch_norm_15,) {'inplace': True}
call_function new_features_6 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_15, l_self_modules_features_modules_denseblock2_modules_denselayer1_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_7 <built-in method cat of type object at 0x7f51af65f1c0> ([input_9, new_features_6], 1) {}
call_method add__16 add_ (l_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_16 <function batch_norm at 0x7f50ca7ccf70> (concated_features_7, l_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_16 <function relu at 0x7f50ca7bff40> (batch_norm_16,) {'inplace': True}
call_function bottleneck_output_7 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_16, l_self_modules_features_modules_denseblock2_modules_denselayer2_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__17 add_ (l_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_17 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_7, l_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock2_modules_denselayer2_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_17 <function relu at 0x7f50ca7bff40> (batch_norm_17,) {'inplace': True}
call_function new_features_7 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_17, l_self_modules_features_modules_denseblock2_modules_denselayer2_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_8 <built-in method cat of type object at 0x7f51af65f1c0> ([input_9, new_features_6, new_features_7], 1) {}
call_method add__18 add_ (l_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_18 <function batch_norm at 0x7f50ca7ccf70> (concated_features_8, l_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_18 <function relu at 0x7f50ca7bff40> (batch_norm_18,) {'inplace': True}
call_function bottleneck_output_8 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_18, l_self_modules_features_modules_denseblock2_modules_denselayer3_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__19 add_ (l_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_19 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_8, l_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock2_modules_denselayer3_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_19 <function relu at 0x7f50ca7bff40> (batch_norm_19,) {'inplace': True}
call_function new_features_8 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_19, l_self_modules_features_modules_denseblock2_modules_denselayer3_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_9 <built-in method cat of type object at 0x7f51af65f1c0> ([input_9, new_features_6, new_features_7, new_features_8], 1) {}
call_method add__20 add_ (l_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_20 <function batch_norm at 0x7f50ca7ccf70> (concated_features_9, l_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_20 <function relu at 0x7f50ca7bff40> (batch_norm_20,) {'inplace': True}
call_function bottleneck_output_9 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_20, l_self_modules_features_modules_denseblock2_modules_denselayer4_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__21 add_ (l_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_21 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_9, l_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock2_modules_denselayer4_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_21 <function relu at 0x7f50ca7bff40> (batch_norm_21,) {'inplace': True}
call_function new_features_9 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_21, l_self_modules_features_modules_denseblock2_modules_denselayer4_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_10 <built-in method cat of type object at 0x7f51af65f1c0> ([input_9, new_features_6, new_features_7, new_features_8, new_features_9], 1) {}
call_method add__22 add_ (l_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_22 <function batch_norm at 0x7f50ca7ccf70> (concated_features_10, l_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_22 <function relu at 0x7f50ca7bff40> (batch_norm_22,) {'inplace': True}
call_function bottleneck_output_10 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_22, l_self_modules_features_modules_denseblock2_modules_denselayer5_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__23 add_ (l_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_23 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_10, l_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock2_modules_denselayer5_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_23 <function relu at 0x7f50ca7bff40> (batch_norm_23,) {'inplace': True}
call_function new_features_10 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_23, l_self_modules_features_modules_denseblock2_modules_denselayer5_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_11 <built-in method cat of type object at 0x7f51af65f1c0> ([input_9, new_features_6, new_features_7, new_features_8, new_features_9, new_features_10], 1) {}
call_method add__24 add_ (l_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_24 <function batch_norm at 0x7f50ca7ccf70> (concated_features_11, l_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_24 <function relu at 0x7f50ca7bff40> (batch_norm_24,) {'inplace': True}
call_function bottleneck_output_11 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_24, l_self_modules_features_modules_denseblock2_modules_denselayer6_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__25 add_ (l_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_25 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_11, l_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock2_modules_denselayer6_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_25 <function relu at 0x7f50ca7bff40> (batch_norm_25,) {'inplace': True}
call_function new_features_11 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_25, l_self_modules_features_modules_denseblock2_modules_denselayer6_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_12 <built-in method cat of type object at 0x7f51af65f1c0> ([input_9, new_features_6, new_features_7, new_features_8, new_features_9, new_features_10, new_features_11], 1) {}
call_method add__26 add_ (l_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_26 <function batch_norm at 0x7f50ca7ccf70> (concated_features_12, l_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_26 <function relu at 0x7f50ca7bff40> (batch_norm_26,) {'inplace': True}
call_function bottleneck_output_12 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_26, l_self_modules_features_modules_denseblock2_modules_denselayer7_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__27 add_ (l_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_27 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_12, l_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock2_modules_denselayer7_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_27 <function relu at 0x7f50ca7bff40> (batch_norm_27,) {'inplace': True}
call_function new_features_12 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_27, l_self_modules_features_modules_denseblock2_modules_denselayer7_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_13 <built-in method cat of type object at 0x7f51af65f1c0> ([input_9, new_features_6, new_features_7, new_features_8, new_features_9, new_features_10, new_features_11, new_features_12], 1) {}
call_method add__28 add_ (l_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_28 <function batch_norm at 0x7f50ca7ccf70> (concated_features_13, l_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_28 <function relu at 0x7f50ca7bff40> (batch_norm_28,) {'inplace': True}
call_function bottleneck_output_13 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_28, l_self_modules_features_modules_denseblock2_modules_denselayer8_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__29 add_ (l_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_29 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_13, l_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock2_modules_denselayer8_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_29 <function relu at 0x7f50ca7bff40> (batch_norm_29,) {'inplace': True}
call_function new_features_13 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_29, l_self_modules_features_modules_denseblock2_modules_denselayer8_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_14 <built-in method cat of type object at 0x7f51af65f1c0> ([input_9, new_features_6, new_features_7, new_features_8, new_features_9, new_features_10, new_features_11, new_features_12, new_features_13], 1) {}
call_method add__30 add_ (l_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_30 <function batch_norm at 0x7f50ca7ccf70> (concated_features_14, l_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_30 <function relu at 0x7f50ca7bff40> (batch_norm_30,) {'inplace': True}
call_function bottleneck_output_14 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_30, l_self_modules_features_modules_denseblock2_modules_denselayer9_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__31 add_ (l_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_31 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_14, l_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock2_modules_denselayer9_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_31 <function relu at 0x7f50ca7bff40> (batch_norm_31,) {'inplace': True}
call_function new_features_14 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_31, l_self_modules_features_modules_denseblock2_modules_denselayer9_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_15 <built-in method cat of type object at 0x7f51af65f1c0> ([input_9, new_features_6, new_features_7, new_features_8, new_features_9, new_features_10, new_features_11, new_features_12, new_features_13, new_features_14], 1) {}
call_method add__32 add_ (l_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_32 <function batch_norm at 0x7f50ca7ccf70> (concated_features_15, l_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_32 <function relu at 0x7f50ca7bff40> (batch_norm_32,) {'inplace': True}
call_function bottleneck_output_15 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_32, l_self_modules_features_modules_denseblock2_modules_denselayer10_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__33 add_ (l_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_33 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_15, l_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock2_modules_denselayer10_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_33 <function relu at 0x7f50ca7bff40> (batch_norm_33,) {'inplace': True}
call_function new_features_15 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_33, l_self_modules_features_modules_denseblock2_modules_denselayer10_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_16 <built-in method cat of type object at 0x7f51af65f1c0> ([input_9, new_features_6, new_features_7, new_features_8, new_features_9, new_features_10, new_features_11, new_features_12, new_features_13, new_features_14, new_features_15], 1) {}
call_method add__34 add_ (l_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_34 <function batch_norm at 0x7f50ca7ccf70> (concated_features_16, l_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_34 <function relu at 0x7f50ca7bff40> (batch_norm_34,) {'inplace': True}
call_function bottleneck_output_16 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_34, l_self_modules_features_modules_denseblock2_modules_denselayer11_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__35 add_ (l_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_35 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_16, l_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock2_modules_denselayer11_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_35 <function relu at 0x7f50ca7bff40> (batch_norm_35,) {'inplace': True}
call_function new_features_16 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_35, l_self_modules_features_modules_denseblock2_modules_denselayer11_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_17 <built-in method cat of type object at 0x7f51af65f1c0> ([input_9, new_features_6, new_features_7, new_features_8, new_features_9, new_features_10, new_features_11, new_features_12, new_features_13, new_features_14, new_features_15, new_features_16], 1) {}
call_method add__36 add_ (l_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_36 <function batch_norm at 0x7f50ca7ccf70> (concated_features_17, l_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_36 <function relu at 0x7f50ca7bff40> (batch_norm_36,) {'inplace': True}
call_function bottleneck_output_17 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_36, l_self_modules_features_modules_denseblock2_modules_denselayer12_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__37 add_ (l_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_37 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_17, l_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock2_modules_denselayer12_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_37 <function relu at 0x7f50ca7bff40> (batch_norm_37,) {'inplace': True}
call_function new_features_17 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_37, l_self_modules_features_modules_denseblock2_modules_denselayer12_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function input_10 <built-in method cat of type object at 0x7f51af65f1c0> ([input_9, new_features_6, new_features_7, new_features_8, new_features_9, new_features_10, new_features_11, new_features_12, new_features_13, new_features_14, new_features_15, new_features_16, new_features_17], 1) {}
call_method add__38 add_ (l_self_modules_features_modules_transition2_modules_norm_buffers_num_batches_tracked_, 1) {}
call_function input_11 <function batch_norm at 0x7f50ca7ccf70> (input_10, l_self_modules_features_modules_transition2_modules_norm_buffers_running_mean_, l_self_modules_features_modules_transition2_modules_norm_buffers_running_var_, l_self_modules_features_modules_transition2_modules_norm_parameters_weight_, l_self_modules_features_modules_transition2_modules_norm_parameters_bias_, True, 0.1, 1e-05) {}
call_function input_12 <function relu at 0x7f50ca7bff40> (input_11,) {'inplace': True}
call_function input_13 <built-in method conv2d of type object at 0x7f51af65f1c0> (input_12, l_self_modules_features_modules_transition2_modules_conv_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_function input_14 <built-in function avg_pool2d> (input_13, 2, 2, 0, False, True, None) {}
call_function concated_features_18 <built-in method cat of type object at 0x7f51af65f1c0> ([input_14], 1) {}
call_method add__39 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_39 <function batch_norm at 0x7f50ca7ccf70> (concated_features_18, l_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_39 <function relu at 0x7f50ca7bff40> (batch_norm_39,) {'inplace': True}
call_function bottleneck_output_18 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_39, l_self_modules_features_modules_denseblock3_modules_denselayer1_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__40 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_40 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_18, l_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer1_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_40 <function relu at 0x7f50ca7bff40> (batch_norm_40,) {'inplace': True}
call_function new_features_18 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_40, l_self_modules_features_modules_denseblock3_modules_denselayer1_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_19 <built-in method cat of type object at 0x7f51af65f1c0> ([input_14, new_features_18], 1) {}
call_method add__41 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_41 <function batch_norm at 0x7f50ca7ccf70> (concated_features_19, l_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_41 <function relu at 0x7f50ca7bff40> (batch_norm_41,) {'inplace': True}
call_function bottleneck_output_19 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_41, l_self_modules_features_modules_denseblock3_modules_denselayer2_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__42 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_42 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_19, l_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer2_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_42 <function relu at 0x7f50ca7bff40> (batch_norm_42,) {'inplace': True}
call_function new_features_19 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_42, l_self_modules_features_modules_denseblock3_modules_denselayer2_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_20 <built-in method cat of type object at 0x7f51af65f1c0> ([input_14, new_features_18, new_features_19], 1) {}
call_method add__43 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_43 <function batch_norm at 0x7f50ca7ccf70> (concated_features_20, l_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_43 <function relu at 0x7f50ca7bff40> (batch_norm_43,) {'inplace': True}
call_function bottleneck_output_20 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_43, l_self_modules_features_modules_denseblock3_modules_denselayer3_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__44 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_44 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_20, l_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer3_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_44 <function relu at 0x7f50ca7bff40> (batch_norm_44,) {'inplace': True}
call_function new_features_20 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_44, l_self_modules_features_modules_denseblock3_modules_denselayer3_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_21 <built-in method cat of type object at 0x7f51af65f1c0> ([input_14, new_features_18, new_features_19, new_features_20], 1) {}
call_method add__45 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_45 <function batch_norm at 0x7f50ca7ccf70> (concated_features_21, l_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_45 <function relu at 0x7f50ca7bff40> (batch_norm_45,) {'inplace': True}
call_function bottleneck_output_21 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_45, l_self_modules_features_modules_denseblock3_modules_denselayer4_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__46 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_46 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_21, l_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer4_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_46 <function relu at 0x7f50ca7bff40> (batch_norm_46,) {'inplace': True}
call_function new_features_21 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_46, l_self_modules_features_modules_denseblock3_modules_denselayer4_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_22 <built-in method cat of type object at 0x7f51af65f1c0> ([input_14, new_features_18, new_features_19, new_features_20, new_features_21], 1) {}
call_method add__47 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_47 <function batch_norm at 0x7f50ca7ccf70> (concated_features_22, l_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_47 <function relu at 0x7f50ca7bff40> (batch_norm_47,) {'inplace': True}
call_function bottleneck_output_22 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_47, l_self_modules_features_modules_denseblock3_modules_denselayer5_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__48 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_48 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_22, l_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer5_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_48 <function relu at 0x7f50ca7bff40> (batch_norm_48,) {'inplace': True}
call_function new_features_22 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_48, l_self_modules_features_modules_denseblock3_modules_denselayer5_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_23 <built-in method cat of type object at 0x7f51af65f1c0> ([input_14, new_features_18, new_features_19, new_features_20, new_features_21, new_features_22], 1) {}
call_method add__49 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_49 <function batch_norm at 0x7f50ca7ccf70> (concated_features_23, l_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_49 <function relu at 0x7f50ca7bff40> (batch_norm_49,) {'inplace': True}
call_function bottleneck_output_23 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_49, l_self_modules_features_modules_denseblock3_modules_denselayer6_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__50 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_50 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_23, l_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer6_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_50 <function relu at 0x7f50ca7bff40> (batch_norm_50,) {'inplace': True}
call_function new_features_23 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_50, l_self_modules_features_modules_denseblock3_modules_denselayer6_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_24 <built-in method cat of type object at 0x7f51af65f1c0> ([input_14, new_features_18, new_features_19, new_features_20, new_features_21, new_features_22, new_features_23], 1) {}
call_method add__51 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_51 <function batch_norm at 0x7f50ca7ccf70> (concated_features_24, l_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_51 <function relu at 0x7f50ca7bff40> (batch_norm_51,) {'inplace': True}
call_function bottleneck_output_24 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_51, l_self_modules_features_modules_denseblock3_modules_denselayer7_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__52 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_52 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_24, l_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer7_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_52 <function relu at 0x7f50ca7bff40> (batch_norm_52,) {'inplace': True}
call_function new_features_24 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_52, l_self_modules_features_modules_denseblock3_modules_denselayer7_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_25 <built-in method cat of type object at 0x7f51af65f1c0> ([input_14, new_features_18, new_features_19, new_features_20, new_features_21, new_features_22, new_features_23, new_features_24], 1) {}
call_method add__53 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_53 <function batch_norm at 0x7f50ca7ccf70> (concated_features_25, l_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_53 <function relu at 0x7f50ca7bff40> (batch_norm_53,) {'inplace': True}
call_function bottleneck_output_25 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_53, l_self_modules_features_modules_denseblock3_modules_denselayer8_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__54 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_54 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_25, l_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer8_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_54 <function relu at 0x7f50ca7bff40> (batch_norm_54,) {'inplace': True}
call_function new_features_25 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_54, l_self_modules_features_modules_denseblock3_modules_denselayer8_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_26 <built-in method cat of type object at 0x7f51af65f1c0> ([input_14, new_features_18, new_features_19, new_features_20, new_features_21, new_features_22, new_features_23, new_features_24, new_features_25], 1) {}
call_method add__55 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_55 <function batch_norm at 0x7f50ca7ccf70> (concated_features_26, l_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_55 <function relu at 0x7f50ca7bff40> (batch_norm_55,) {'inplace': True}
call_function bottleneck_output_26 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_55, l_self_modules_features_modules_denseblock3_modules_denselayer9_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__56 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_56 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_26, l_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer9_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_56 <function relu at 0x7f50ca7bff40> (batch_norm_56,) {'inplace': True}
call_function new_features_26 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_56, l_self_modules_features_modules_denseblock3_modules_denselayer9_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_27 <built-in method cat of type object at 0x7f51af65f1c0> ([input_14, new_features_18, new_features_19, new_features_20, new_features_21, new_features_22, new_features_23, new_features_24, new_features_25, new_features_26], 1) {}
call_method add__57 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_57 <function batch_norm at 0x7f50ca7ccf70> (concated_features_27, l_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_57 <function relu at 0x7f50ca7bff40> (batch_norm_57,) {'inplace': True}
call_function bottleneck_output_27 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_57, l_self_modules_features_modules_denseblock3_modules_denselayer10_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__58 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_58 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_27, l_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer10_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_58 <function relu at 0x7f50ca7bff40> (batch_norm_58,) {'inplace': True}
call_function new_features_27 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_58, l_self_modules_features_modules_denseblock3_modules_denselayer10_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_28 <built-in method cat of type object at 0x7f51af65f1c0> ([input_14, new_features_18, new_features_19, new_features_20, new_features_21, new_features_22, new_features_23, new_features_24, new_features_25, new_features_26, new_features_27], 1) {}
call_method add__59 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_59 <function batch_norm at 0x7f50ca7ccf70> (concated_features_28, l_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_59 <function relu at 0x7f50ca7bff40> (batch_norm_59,) {'inplace': True}
call_function bottleneck_output_28 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_59, l_self_modules_features_modules_denseblock3_modules_denselayer11_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__60 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_60 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_28, l_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer11_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_60 <function relu at 0x7f50ca7bff40> (batch_norm_60,) {'inplace': True}
call_function new_features_28 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_60, l_self_modules_features_modules_denseblock3_modules_denselayer11_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_29 <built-in method cat of type object at 0x7f51af65f1c0> ([input_14, new_features_18, new_features_19, new_features_20, new_features_21, new_features_22, new_features_23, new_features_24, new_features_25, new_features_26, new_features_27, new_features_28], 1) {}
call_method add__61 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_61 <function batch_norm at 0x7f50ca7ccf70> (concated_features_29, l_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_61 <function relu at 0x7f50ca7bff40> (batch_norm_61,) {'inplace': True}
call_function bottleneck_output_29 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_61, l_self_modules_features_modules_denseblock3_modules_denselayer12_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__62 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_62 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_29, l_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer12_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_62 <function relu at 0x7f50ca7bff40> (batch_norm_62,) {'inplace': True}
call_function new_features_29 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_62, l_self_modules_features_modules_denseblock3_modules_denselayer12_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_30 <built-in method cat of type object at 0x7f51af65f1c0> ([input_14, new_features_18, new_features_19, new_features_20, new_features_21, new_features_22, new_features_23, new_features_24, new_features_25, new_features_26, new_features_27, new_features_28, new_features_29], 1) {}
call_method add__63 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_63 <function batch_norm at 0x7f50ca7ccf70> (concated_features_30, l_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_63 <function relu at 0x7f50ca7bff40> (batch_norm_63,) {'inplace': True}
call_function bottleneck_output_30 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_63, l_self_modules_features_modules_denseblock3_modules_denselayer13_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__64 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_64 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_30, l_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer13_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_64 <function relu at 0x7f50ca7bff40> (batch_norm_64,) {'inplace': True}
call_function new_features_30 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_64, l_self_modules_features_modules_denseblock3_modules_denselayer13_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_31 <built-in method cat of type object at 0x7f51af65f1c0> ([input_14, new_features_18, new_features_19, new_features_20, new_features_21, new_features_22, new_features_23, new_features_24, new_features_25, new_features_26, new_features_27, new_features_28, new_features_29, new_features_30], 1) {}
call_method add__65 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_65 <function batch_norm at 0x7f50ca7ccf70> (concated_features_31, l_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_65 <function relu at 0x7f50ca7bff40> (batch_norm_65,) {'inplace': True}
call_function bottleneck_output_31 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_65, l_self_modules_features_modules_denseblock3_modules_denselayer14_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__66 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_66 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_31, l_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer14_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_66 <function relu at 0x7f50ca7bff40> (batch_norm_66,) {'inplace': True}
call_function new_features_31 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_66, l_self_modules_features_modules_denseblock3_modules_denselayer14_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_32 <built-in method cat of type object at 0x7f51af65f1c0> ([input_14, new_features_18, new_features_19, new_features_20, new_features_21, new_features_22, new_features_23, new_features_24, new_features_25, new_features_26, new_features_27, new_features_28, new_features_29, new_features_30, new_features_31], 1) {}
call_method add__67 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_67 <function batch_norm at 0x7f50ca7ccf70> (concated_features_32, l_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_67 <function relu at 0x7f50ca7bff40> (batch_norm_67,) {'inplace': True}
call_function bottleneck_output_32 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_67, l_self_modules_features_modules_denseblock3_modules_denselayer15_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__68 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_68 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_32, l_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer15_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_68 <function relu at 0x7f50ca7bff40> (batch_norm_68,) {'inplace': True}
call_function new_features_32 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_68, l_self_modules_features_modules_denseblock3_modules_denselayer15_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_33 <built-in method cat of type object at 0x7f51af65f1c0> ([input_14, new_features_18, new_features_19, new_features_20, new_features_21, new_features_22, new_features_23, new_features_24, new_features_25, new_features_26, new_features_27, new_features_28, new_features_29, new_features_30, new_features_31, new_features_32], 1) {}
call_method add__69 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_69 <function batch_norm at 0x7f50ca7ccf70> (concated_features_33, l_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_69 <function relu at 0x7f50ca7bff40> (batch_norm_69,) {'inplace': True}
call_function bottleneck_output_33 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_69, l_self_modules_features_modules_denseblock3_modules_denselayer16_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__70 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_70 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_33, l_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer16_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_70 <function relu at 0x7f50ca7bff40> (batch_norm_70,) {'inplace': True}
call_function new_features_33 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_70, l_self_modules_features_modules_denseblock3_modules_denselayer16_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_34 <built-in method cat of type object at 0x7f51af65f1c0> ([input_14, new_features_18, new_features_19, new_features_20, new_features_21, new_features_22, new_features_23, new_features_24, new_features_25, new_features_26, new_features_27, new_features_28, new_features_29, new_features_30, new_features_31, new_features_32, new_features_33], 1) {}
call_method add__71 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_71 <function batch_norm at 0x7f50ca7ccf70> (concated_features_34, l_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_71 <function relu at 0x7f50ca7bff40> (batch_norm_71,) {'inplace': True}
call_function bottleneck_output_34 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_71, l_self_modules_features_modules_denseblock3_modules_denselayer17_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__72 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_72 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_34, l_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer17_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_72 <function relu at 0x7f50ca7bff40> (batch_norm_72,) {'inplace': True}
call_function new_features_34 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_72, l_self_modules_features_modules_denseblock3_modules_denselayer17_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_35 <built-in method cat of type object at 0x7f51af65f1c0> ([input_14, new_features_18, new_features_19, new_features_20, new_features_21, new_features_22, new_features_23, new_features_24, new_features_25, new_features_26, new_features_27, new_features_28, new_features_29, new_features_30, new_features_31, new_features_32, new_features_33, new_features_34], 1) {}
call_method add__73 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_73 <function batch_norm at 0x7f50ca7ccf70> (concated_features_35, l_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_73 <function relu at 0x7f50ca7bff40> (batch_norm_73,) {'inplace': True}
call_function bottleneck_output_35 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_73, l_self_modules_features_modules_denseblock3_modules_denselayer18_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__74 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_74 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_35, l_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer18_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_74 <function relu at 0x7f50ca7bff40> (batch_norm_74,) {'inplace': True}
call_function new_features_35 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_74, l_self_modules_features_modules_denseblock3_modules_denselayer18_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_36 <built-in method cat of type object at 0x7f51af65f1c0> ([input_14, new_features_18, new_features_19, new_features_20, new_features_21, new_features_22, new_features_23, new_features_24, new_features_25, new_features_26, new_features_27, new_features_28, new_features_29, new_features_30, new_features_31, new_features_32, new_features_33, new_features_34, new_features_35], 1) {}
call_method add__75 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_75 <function batch_norm at 0x7f50ca7ccf70> (concated_features_36, l_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_75 <function relu at 0x7f50ca7bff40> (batch_norm_75,) {'inplace': True}
call_function bottleneck_output_36 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_75, l_self_modules_features_modules_denseblock3_modules_denselayer19_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__76 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_76 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_36, l_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer19_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_76 <function relu at 0x7f50ca7bff40> (batch_norm_76,) {'inplace': True}
call_function new_features_36 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_76, l_self_modules_features_modules_denseblock3_modules_denselayer19_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_37 <built-in method cat of type object at 0x7f51af65f1c0> ([input_14, new_features_18, new_features_19, new_features_20, new_features_21, new_features_22, new_features_23, new_features_24, new_features_25, new_features_26, new_features_27, new_features_28, new_features_29, new_features_30, new_features_31, new_features_32, new_features_33, new_features_34, new_features_35, new_features_36], 1) {}
call_method add__77 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_77 <function batch_norm at 0x7f50ca7ccf70> (concated_features_37, l_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_77 <function relu at 0x7f50ca7bff40> (batch_norm_77,) {'inplace': True}
call_function bottleneck_output_37 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_77, l_self_modules_features_modules_denseblock3_modules_denselayer20_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__78 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_78 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_37, l_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer20_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_78 <function relu at 0x7f50ca7bff40> (batch_norm_78,) {'inplace': True}
call_function new_features_37 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_78, l_self_modules_features_modules_denseblock3_modules_denselayer20_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_38 <built-in method cat of type object at 0x7f51af65f1c0> ([input_14, new_features_18, new_features_19, new_features_20, new_features_21, new_features_22, new_features_23, new_features_24, new_features_25, new_features_26, new_features_27, new_features_28, new_features_29, new_features_30, new_features_31, new_features_32, new_features_33, new_features_34, new_features_35, new_features_36, new_features_37], 1) {}
call_method add__79 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_79 <function batch_norm at 0x7f50ca7ccf70> (concated_features_38, l_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_79 <function relu at 0x7f50ca7bff40> (batch_norm_79,) {'inplace': True}
call_function bottleneck_output_38 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_79, l_self_modules_features_modules_denseblock3_modules_denselayer21_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__80 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_80 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_38, l_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer21_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_80 <function relu at 0x7f50ca7bff40> (batch_norm_80,) {'inplace': True}
call_function new_features_38 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_80, l_self_modules_features_modules_denseblock3_modules_denselayer21_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_39 <built-in method cat of type object at 0x7f51af65f1c0> ([input_14, new_features_18, new_features_19, new_features_20, new_features_21, new_features_22, new_features_23, new_features_24, new_features_25, new_features_26, new_features_27, new_features_28, new_features_29, new_features_30, new_features_31, new_features_32, new_features_33, new_features_34, new_features_35, new_features_36, new_features_37, new_features_38], 1) {}
call_method add__81 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_81 <function batch_norm at 0x7f50ca7ccf70> (concated_features_39, l_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_81 <function relu at 0x7f50ca7bff40> (batch_norm_81,) {'inplace': True}
call_function bottleneck_output_39 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_81, l_self_modules_features_modules_denseblock3_modules_denselayer22_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__82 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_82 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_39, l_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer22_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_82 <function relu at 0x7f50ca7bff40> (batch_norm_82,) {'inplace': True}
call_function new_features_39 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_82, l_self_modules_features_modules_denseblock3_modules_denselayer22_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_40 <built-in method cat of type object at 0x7f51af65f1c0> ([input_14, new_features_18, new_features_19, new_features_20, new_features_21, new_features_22, new_features_23, new_features_24, new_features_25, new_features_26, new_features_27, new_features_28, new_features_29, new_features_30, new_features_31, new_features_32, new_features_33, new_features_34, new_features_35, new_features_36, new_features_37, new_features_38, new_features_39], 1) {}
call_method add__83 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_83 <function batch_norm at 0x7f50ca7ccf70> (concated_features_40, l_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_83 <function relu at 0x7f50ca7bff40> (batch_norm_83,) {'inplace': True}
call_function bottleneck_output_40 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_83, l_self_modules_features_modules_denseblock3_modules_denselayer23_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__84 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_84 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_40, l_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer23_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_84 <function relu at 0x7f50ca7bff40> (batch_norm_84,) {'inplace': True}
call_function new_features_40 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_84, l_self_modules_features_modules_denseblock3_modules_denselayer23_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_41 <built-in method cat of type object at 0x7f51af65f1c0> ([input_14, new_features_18, new_features_19, new_features_20, new_features_21, new_features_22, new_features_23, new_features_24, new_features_25, new_features_26, new_features_27, new_features_28, new_features_29, new_features_30, new_features_31, new_features_32, new_features_33, new_features_34, new_features_35, new_features_36, new_features_37, new_features_38, new_features_39, new_features_40], 1) {}
call_method add__85 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_85 <function batch_norm at 0x7f50ca7ccf70> (concated_features_41, l_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_85 <function relu at 0x7f50ca7bff40> (batch_norm_85,) {'inplace': True}
call_function bottleneck_output_41 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_85, l_self_modules_features_modules_denseblock3_modules_denselayer24_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__86 add_ (l_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_86 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_41, l_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock3_modules_denselayer24_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_86 <function relu at 0x7f50ca7bff40> (batch_norm_86,) {'inplace': True}
call_function new_features_41 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_86, l_self_modules_features_modules_denseblock3_modules_denselayer24_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function input_15 <built-in method cat of type object at 0x7f51af65f1c0> ([input_14, new_features_18, new_features_19, new_features_20, new_features_21, new_features_22, new_features_23, new_features_24, new_features_25, new_features_26, new_features_27, new_features_28, new_features_29, new_features_30, new_features_31, new_features_32, new_features_33, new_features_34, new_features_35, new_features_36, new_features_37, new_features_38, new_features_39, new_features_40, new_features_41], 1) {}
call_method add__87 add_ (l_self_modules_features_modules_transition3_modules_norm_buffers_num_batches_tracked_, 1) {}
call_function input_16 <function batch_norm at 0x7f50ca7ccf70> (input_15, l_self_modules_features_modules_transition3_modules_norm_buffers_running_mean_, l_self_modules_features_modules_transition3_modules_norm_buffers_running_var_, l_self_modules_features_modules_transition3_modules_norm_parameters_weight_, l_self_modules_features_modules_transition3_modules_norm_parameters_bias_, True, 0.1, 1e-05) {}
call_function input_17 <function relu at 0x7f50ca7bff40> (input_16,) {'inplace': True}
call_function input_18 <built-in method conv2d of type object at 0x7f51af65f1c0> (input_17, l_self_modules_features_modules_transition3_modules_conv_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_function input_19 <built-in function avg_pool2d> (input_18, 2, 2, 0, False, True, None) {}
call_function concated_features_42 <built-in method cat of type object at 0x7f51af65f1c0> ([input_19], 1) {}
call_method add__88 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_88 <function batch_norm at 0x7f50ca7ccf70> (concated_features_42, l_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_88 <function relu at 0x7f50ca7bff40> (batch_norm_88,) {'inplace': True}
call_function bottleneck_output_42 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_88, l_self_modules_features_modules_denseblock4_modules_denselayer1_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__89 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_89 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_42, l_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer1_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_89 <function relu at 0x7f50ca7bff40> (batch_norm_89,) {'inplace': True}
call_function new_features_42 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_89, l_self_modules_features_modules_denseblock4_modules_denselayer1_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_43 <built-in method cat of type object at 0x7f51af65f1c0> ([input_19, new_features_42], 1) {}
call_method add__90 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_90 <function batch_norm at 0x7f50ca7ccf70> (concated_features_43, l_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_90 <function relu at 0x7f50ca7bff40> (batch_norm_90,) {'inplace': True}
call_function bottleneck_output_43 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_90, l_self_modules_features_modules_denseblock4_modules_denselayer2_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__91 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_91 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_43, l_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer2_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_91 <function relu at 0x7f50ca7bff40> (batch_norm_91,) {'inplace': True}
call_function new_features_43 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_91, l_self_modules_features_modules_denseblock4_modules_denselayer2_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_44 <built-in method cat of type object at 0x7f51af65f1c0> ([input_19, new_features_42, new_features_43], 1) {}
call_method add__92 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_92 <function batch_norm at 0x7f50ca7ccf70> (concated_features_44, l_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_92 <function relu at 0x7f50ca7bff40> (batch_norm_92,) {'inplace': True}
call_function bottleneck_output_44 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_92, l_self_modules_features_modules_denseblock4_modules_denselayer3_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__93 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_93 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_44, l_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer3_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_93 <function relu at 0x7f50ca7bff40> (batch_norm_93,) {'inplace': True}
call_function new_features_44 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_93, l_self_modules_features_modules_denseblock4_modules_denselayer3_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_45 <built-in method cat of type object at 0x7f51af65f1c0> ([input_19, new_features_42, new_features_43, new_features_44], 1) {}
call_method add__94 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_94 <function batch_norm at 0x7f50ca7ccf70> (concated_features_45, l_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_94 <function relu at 0x7f50ca7bff40> (batch_norm_94,) {'inplace': True}
call_function bottleneck_output_45 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_94, l_self_modules_features_modules_denseblock4_modules_denselayer4_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__95 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_95 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_45, l_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer4_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_95 <function relu at 0x7f50ca7bff40> (batch_norm_95,) {'inplace': True}
call_function new_features_45 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_95, l_self_modules_features_modules_denseblock4_modules_denselayer4_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_46 <built-in method cat of type object at 0x7f51af65f1c0> ([input_19, new_features_42, new_features_43, new_features_44, new_features_45], 1) {}
call_method add__96 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_96 <function batch_norm at 0x7f50ca7ccf70> (concated_features_46, l_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_96 <function relu at 0x7f50ca7bff40> (batch_norm_96,) {'inplace': True}
call_function bottleneck_output_46 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_96, l_self_modules_features_modules_denseblock4_modules_denselayer5_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__97 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_97 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_46, l_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer5_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_97 <function relu at 0x7f50ca7bff40> (batch_norm_97,) {'inplace': True}
call_function new_features_46 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_97, l_self_modules_features_modules_denseblock4_modules_denselayer5_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_47 <built-in method cat of type object at 0x7f51af65f1c0> ([input_19, new_features_42, new_features_43, new_features_44, new_features_45, new_features_46], 1) {}
call_method add__98 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_98 <function batch_norm at 0x7f50ca7ccf70> (concated_features_47, l_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_98 <function relu at 0x7f50ca7bff40> (batch_norm_98,) {'inplace': True}
call_function bottleneck_output_47 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_98, l_self_modules_features_modules_denseblock4_modules_denselayer6_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__99 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_99 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_47, l_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer6_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_99 <function relu at 0x7f50ca7bff40> (batch_norm_99,) {'inplace': True}
call_function new_features_47 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_99, l_self_modules_features_modules_denseblock4_modules_denselayer6_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_48 <built-in method cat of type object at 0x7f51af65f1c0> ([input_19, new_features_42, new_features_43, new_features_44, new_features_45, new_features_46, new_features_47], 1) {}
call_method add__100 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_100 <function batch_norm at 0x7f50ca7ccf70> (concated_features_48, l_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_100 <function relu at 0x7f50ca7bff40> (batch_norm_100,) {'inplace': True}
call_function bottleneck_output_48 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_100, l_self_modules_features_modules_denseblock4_modules_denselayer7_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__101 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_101 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_48, l_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer7_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_101 <function relu at 0x7f50ca7bff40> (batch_norm_101,) {'inplace': True}
call_function new_features_48 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_101, l_self_modules_features_modules_denseblock4_modules_denselayer7_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_49 <built-in method cat of type object at 0x7f51af65f1c0> ([input_19, new_features_42, new_features_43, new_features_44, new_features_45, new_features_46, new_features_47, new_features_48], 1) {}
call_method add__102 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_102 <function batch_norm at 0x7f50ca7ccf70> (concated_features_49, l_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_102 <function relu at 0x7f50ca7bff40> (batch_norm_102,) {'inplace': True}
call_function bottleneck_output_49 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_102, l_self_modules_features_modules_denseblock4_modules_denselayer8_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__103 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_103 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_49, l_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer8_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_103 <function relu at 0x7f50ca7bff40> (batch_norm_103,) {'inplace': True}
call_function new_features_49 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_103, l_self_modules_features_modules_denseblock4_modules_denselayer8_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_50 <built-in method cat of type object at 0x7f51af65f1c0> ([input_19, new_features_42, new_features_43, new_features_44, new_features_45, new_features_46, new_features_47, new_features_48, new_features_49], 1) {}
call_method add__104 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_104 <function batch_norm at 0x7f50ca7ccf70> (concated_features_50, l_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_104 <function relu at 0x7f50ca7bff40> (batch_norm_104,) {'inplace': True}
call_function bottleneck_output_50 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_104, l_self_modules_features_modules_denseblock4_modules_denselayer9_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__105 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_105 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_50, l_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer9_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_105 <function relu at 0x7f50ca7bff40> (batch_norm_105,) {'inplace': True}
call_function new_features_50 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_105, l_self_modules_features_modules_denseblock4_modules_denselayer9_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_51 <built-in method cat of type object at 0x7f51af65f1c0> ([input_19, new_features_42, new_features_43, new_features_44, new_features_45, new_features_46, new_features_47, new_features_48, new_features_49, new_features_50], 1) {}
call_method add__106 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_106 <function batch_norm at 0x7f50ca7ccf70> (concated_features_51, l_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_106 <function relu at 0x7f50ca7bff40> (batch_norm_106,) {'inplace': True}
call_function bottleneck_output_51 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_106, l_self_modules_features_modules_denseblock4_modules_denselayer10_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__107 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_107 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_51, l_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer10_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_107 <function relu at 0x7f50ca7bff40> (batch_norm_107,) {'inplace': True}
call_function new_features_51 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_107, l_self_modules_features_modules_denseblock4_modules_denselayer10_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_52 <built-in method cat of type object at 0x7f51af65f1c0> ([input_19, new_features_42, new_features_43, new_features_44, new_features_45, new_features_46, new_features_47, new_features_48, new_features_49, new_features_50, new_features_51], 1) {}
call_method add__108 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_108 <function batch_norm at 0x7f50ca7ccf70> (concated_features_52, l_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_108 <function relu at 0x7f50ca7bff40> (batch_norm_108,) {'inplace': True}
call_function bottleneck_output_52 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_108, l_self_modules_features_modules_denseblock4_modules_denselayer11_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__109 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_109 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_52, l_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer11_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_109 <function relu at 0x7f50ca7bff40> (batch_norm_109,) {'inplace': True}
call_function new_features_52 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_109, l_self_modules_features_modules_denseblock4_modules_denselayer11_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_53 <built-in method cat of type object at 0x7f51af65f1c0> ([input_19, new_features_42, new_features_43, new_features_44, new_features_45, new_features_46, new_features_47, new_features_48, new_features_49, new_features_50, new_features_51, new_features_52], 1) {}
call_method add__110 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_110 <function batch_norm at 0x7f50ca7ccf70> (concated_features_53, l_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_110 <function relu at 0x7f50ca7bff40> (batch_norm_110,) {'inplace': True}
call_function bottleneck_output_53 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_110, l_self_modules_features_modules_denseblock4_modules_denselayer12_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__111 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_111 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_53, l_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer12_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_111 <function relu at 0x7f50ca7bff40> (batch_norm_111,) {'inplace': True}
call_function new_features_53 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_111, l_self_modules_features_modules_denseblock4_modules_denselayer12_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_54 <built-in method cat of type object at 0x7f51af65f1c0> ([input_19, new_features_42, new_features_43, new_features_44, new_features_45, new_features_46, new_features_47, new_features_48, new_features_49, new_features_50, new_features_51, new_features_52, new_features_53], 1) {}
call_method add__112 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_112 <function batch_norm at 0x7f50ca7ccf70> (concated_features_54, l_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_112 <function relu at 0x7f50ca7bff40> (batch_norm_112,) {'inplace': True}
call_function bottleneck_output_54 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_112, l_self_modules_features_modules_denseblock4_modules_denselayer13_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__113 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_113 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_54, l_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer13_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_113 <function relu at 0x7f50ca7bff40> (batch_norm_113,) {'inplace': True}
call_function new_features_54 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_113, l_self_modules_features_modules_denseblock4_modules_denselayer13_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_55 <built-in method cat of type object at 0x7f51af65f1c0> ([input_19, new_features_42, new_features_43, new_features_44, new_features_45, new_features_46, new_features_47, new_features_48, new_features_49, new_features_50, new_features_51, new_features_52, new_features_53, new_features_54], 1) {}
call_method add__114 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_114 <function batch_norm at 0x7f50ca7ccf70> (concated_features_55, l_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_114 <function relu at 0x7f50ca7bff40> (batch_norm_114,) {'inplace': True}
call_function bottleneck_output_55 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_114, l_self_modules_features_modules_denseblock4_modules_denselayer14_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__115 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_115 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_55, l_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer14_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_115 <function relu at 0x7f50ca7bff40> (batch_norm_115,) {'inplace': True}
call_function new_features_55 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_115, l_self_modules_features_modules_denseblock4_modules_denselayer14_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_56 <built-in method cat of type object at 0x7f51af65f1c0> ([input_19, new_features_42, new_features_43, new_features_44, new_features_45, new_features_46, new_features_47, new_features_48, new_features_49, new_features_50, new_features_51, new_features_52, new_features_53, new_features_54, new_features_55], 1) {}
call_method add__116 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_116 <function batch_norm at 0x7f50ca7ccf70> (concated_features_56, l_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_116 <function relu at 0x7f50ca7bff40> (batch_norm_116,) {'inplace': True}
call_function bottleneck_output_56 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_116, l_self_modules_features_modules_denseblock4_modules_denselayer15_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__117 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_117 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_56, l_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer15_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_117 <function relu at 0x7f50ca7bff40> (batch_norm_117,) {'inplace': True}
call_function new_features_56 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_117, l_self_modules_features_modules_denseblock4_modules_denselayer15_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function concated_features_57 <built-in method cat of type object at 0x7f51af65f1c0> ([input_19, new_features_42, new_features_43, new_features_44, new_features_45, new_features_46, new_features_47, new_features_48, new_features_49, new_features_50, new_features_51, new_features_52, new_features_53, new_features_54, new_features_55, new_features_56], 1) {}
call_method add__118 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm1_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_118 <function batch_norm at 0x7f50ca7ccf70> (concated_features_57, l_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm1_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm1_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm1_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm1_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_118 <function relu at 0x7f50ca7bff40> (batch_norm_118,) {'inplace': True}
call_function bottleneck_output_57 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_118, l_self_modules_features_modules_denseblock4_modules_denselayer16_modules_conv1_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1) {}
call_method add__119 add_ (l_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm2_buffers_num_batches_tracked_, 1) {}
call_function batch_norm_119 <function batch_norm at 0x7f50ca7ccf70> (bottleneck_output_57, l_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm2_buffers_running_mean_, l_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm2_buffers_running_var_, l_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm2_parameters_weight_, l_self_modules_features_modules_denseblock4_modules_denselayer16_modules_norm2_parameters_bias_, True, 0.1, 1e-05) {}
call_function relu_119 <function relu at 0x7f50ca7bff40> (batch_norm_119,) {'inplace': True}
call_function new_features_57 <built-in method conv2d of type object at 0x7f51af65f1c0> (relu_119, l_self_modules_features_modules_denseblock4_modules_denselayer16_modules_conv2_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1) {}
call_function input_20 <built-in method cat of type object at 0x7f51af65f1c0> ([input_19, new_features_42, new_features_43, new_features_44, new_features_45, new_features_46, new_features_47, new_features_48, new_features_49, new_features_50, new_features_51, new_features_52, new_features_53, new_features_54, new_features_55, new_features_56, new_features_57], 1) {}
call_method add__120 add_ (l_self_modules_features_modules_norm5_buffers_num_batches_tracked_, 1) {}
call_function input_21 <function batch_norm at 0x7f50ca7ccf70> (input_20, l_self_modules_features_modules_norm5_buffers_running_mean_, l_self_modules_features_modules_norm5_buffers_running_var_, l_self_modules_features_modules_norm5_parameters_weight_, l_self_modules_features_modules_norm5_parameters_bias_, True, 0.1, 1e-05) {}
call_function out <function relu at 0x7f50ca7bff40> (input_21,) {'inplace': True}
call_function out_1 <function adaptive_avg_pool2d at 0x7f50ca7bfa30> (out, (1, 1)) {}
call_function out_2 <built-in method flatten of type object at 0x7f51af65f1c0> (out_1, 1) {}
call_function out_3 <built-in function linear> (out_2, l_self_modules_classifier_parameters_weight_, l_self_modules_classifier_parameters_bias_) {}
output output output ((out_3,),) {}
tensor([[-0.2418, -0.1561, -0.5042, ..., 0.0503, 0.0784, -0.2087],
[-0.2150, -0.2956, -0.4718, ..., 0.0413, 0.0322, -0.2366],
[-0.2173, -0.3720, -0.3057, ..., 0.1889, 0.0051, -0.1921],
...,
[-0.2988, -0.1019, -0.5952, ..., 0.3599, -0.2925, -0.1095],
[-0.2934, -0.0464, -0.4527, ..., 0.0396, -0.0903, -0.2320],
[-0.1442, 0.0545, -0.4443, ..., 0.1844, -0.1573, -0.2857]],
device='cuda:0', grad_fn=<AddmmBackward0>)
使用我们的自定义后端，我们现在可以看到 TorchDynamo 是如何处理的
数据依赖型控制流。考虑下面的函数，其中 line 是数据依赖型控制流的源。if b.sum() < 0
def bar(a, b):
x = a / (torch.abs(a) + 1)
if b.sum() < 0:
b = b * -1
return x * b
opt_bar = torch.compile(bar, backend=custom_backend)
inp1 = torch.randn(10)
inp2 = torch.randn(10)
opt_bar(inp1, inp2)
opt_bar(inp1, -inp2)
custom backend called with FX graph:
opcode name target args kwargs
------------- ------ ------------------------------------------------------ ----------- --------
placeholder l_a_ L_a_ () {}
placeholder l_b_ L_b_ () {}
call_function abs_1 <built-in method abs of type object at 0x7f51af65f1c0> (l_a_,) {}
call_function add <built-in function add> (abs_1, 1) {}
call_function x <built-in function truediv> (l_a_, add) {}
call_method sum_1 sum (l_b_,) {}
call_function lt <built-in function lt> (sum_1, 0) {}
output output output ((x, lt),) {}
custom backend called with FX graph:
opcode name target args kwargs
------------- ------ ----------------------- ------------ --------
placeholder l_x_ L_x_ () {}
placeholder l_b_ L_b_ () {}
call_function mul <built-in function mul> (l_x_, l_b_) {}
output output output ((mul,),) {}
custom backend called with FX graph:
opcode name target args kwargs
------------- ------ ----------------------- ----------- --------
placeholder l_b_ L_b_ () {}
placeholder l_x_ L_x_ () {}
call_function b <built-in function mul> (l_b_, -1) {}
call_function mul_1 <built-in function mul> (l_x_, b) {}
output output output ((mul_1,),) {}
tensor([-0.1181, 0.1225, 0.2214, -0.0173, -0.7982, 0.6274, -0.4151, -0.9775,
-0.2735, 1.0795])
输出显示 TorchDynamo 提取了 3 个不同的 FX 图形 对应于以下代码（顺序可能与上面的输出不同）：
x = a / (torch.abs(a) + 1)b = b * -1; return x * breturn x * b
当 TorchDynamo 遇到不支持的 Python 功能（例如依赖于数据的 control flow，它打破了计算图，让默认的 Python Interpreter 处理不受支持的代码，然后继续捕获图形。
让我们通过示例来研究 TorchDynamo 如何单步执行 .
如果 ，则 TorchDynamo 将运行图 1，则让
Python 确定条件的结果，然后运行
图 2.另一方面，如果 ，则 TorchDynamo
将运行图 1，让 Python 确定条件的结果，然后
运行 Graph 3。barb.sum() < 0not b.sum() < 0
这突出了 TorchDynamo 与以前的 PyTorch 之间的主要区别 编译器解决方案。当遇到不支持的 Python 功能时， 以前的解决方案要么引发错误，要么以静默方式失败。 另一方面，TorchDynamo 会破坏计算图。
我们可以通过使用以下命令来查看 TorchDynamo 在何处中断图形：torch._dynamo.explain
# Reset since we are using a different backend.
torch._dynamo.reset()
explain_output = torch._dynamo.explain(bar)(torch.randn(10), torch.randn(10))
print(explain_output)
Graph Count: 2
Graph Break Count: 1
Op Count: 6
Break Reasons:
Break Reason 1:
Reason: generic_jump TensorVariable()
User Stack:
<FrameSummary file /var/lib/workspace/intermediate_source/torch_compile_tutorial.py, line 532 in bar>
Ops per Graph:
Ops 1:
<built-in method abs of type object at 0x7f51af65f1c0>
<built-in function add>
<built-in function truediv>
<built-in function lt>
Ops 2:
<built-in function mul>
<built-in function mul>
Out Guards:
Guard 1:
Name: ''
Source: global
Create Function: DEFAULT_DEVICE
Guard Types: ['DEFAULT_DEVICE']
Code List: ['utils_device.CURRENT_DEVICE == None']
Object Weakref: None
Guarded Class Weakref: None
Guard 2:
Name: ''
Source: global
Create Function: DETERMINISTIC_ALGORITHMS
Guard Types: None
Code List: None
Object Weakref: None
Guarded Class Weakref: None
Guard 3:
Name: ''
Source: global
Create Function: GRAD_MODE
Guard Types: None
Code List: None
Object Weakref: None
Guarded Class Weakref: None
Guard 4:
Name: "G['torch']"
Source: global
Create Function: FUNCTION_MATCH
Guard Types: ['ID_MATCH']
Code List: ["___check_obj_id(G['torch'], 139988822375008)"]
Object Weakref: None
Guarded Class Weakref: <weakref at 0x7f51b18f71a0; to 'type' at 0x5570564d50a0 (module)>
Guard 5:
Name: ''
Source: global
Create Function: TORCH_FUNCTION_STATE
Guard Types: None
Code List: None
Object Weakref: None
Guarded Class Weakref: None
Guard 6:
Name: ''
Source: shape_env
Create Function: SHAPE_ENV
Guard Types: None
Code List: None
Object Weakref: None
Guarded Class Weakref: None
Guard 7:
Name: "L['b']"
Source: local
Create Function: TENSOR_MATCH
Guard Types: ['TENSOR_MATCH']
Code List: ["hasattr(L['b'], '_dynamo_dynamic_indices') == False"]
Object Weakref: <weakref at 0x7f4fb599bfb0; dead>
Guarded Class Weakref: <weakref at 0x7f50f273d620; to 'torch._C._TensorMeta' at 0x557070a15240 (Tensor)>
Guard 8:
Name: "L['a']"
Source: local
Create Function: TENSOR_MATCH
Guard Types: ['TENSOR_MATCH']
Code List: ["hasattr(L['a'], '_dynamo_dynamic_indices') == False"]
Object Weakref: <weakref at 0x7f4fae5f2f70; dead>
Guarded Class Weakref: <weakref at 0x7f50f273d620; to 'torch._C._TensorMeta' at 0x557070a15240 (Tensor)>
Guard 9:
Name: "G['torch'].abs"
Source: global
Create Function: FUNCTION_MATCH
Guard Types: ['ID_MATCH']
Code List: ["___check_obj_id(G['torch'].abs, 139988821339936)"]
Object Weakref: None
Guarded Class Weakref: <weakref at 0x7f51b18cdcb0; to 'type' at 0x5570564cb8a0 (builtin_function_or_method)>
Guard 10:
Name: "L['x']"
Source: local
Create Function: TENSOR_MATCH
Guard Types: ['TENSOR_MATCH']
Code List: ["hasattr(L['x'], '_dynamo_dynamic_indices') == False"]
Object Weakref: <weakref at 0x7f4fb5ee65c0; dead>
Guarded Class Weakref: <weakref at 0x7f50f273d620; to 'torch._C._TensorMeta' at 0x557070a15240 (Tensor)>
Guard 11:
Name: ''
Source: global
Create Function: DEFAULT_DEVICE
Guard Types: ['DEFAULT_DEVICE']
Code List: ['utils_device.CURRENT_DEVICE == None']
Object Weakref: None
Guarded Class Weakref: None
Guard 12:
Name: ''
Source: global
Create Function: DETERMINISTIC_ALGORITHMS
Guard Types: None
Code List: None
Object Weakref: None
Guarded Class Weakref: None
Guard 13:
Name: ''
Source: global
Create Function: GRAD_MODE
Guard Types: None
Code List: None
Object Weakref: None
Guarded Class Weakref: None
Guard 14:
Name: ''
Source: global
Create Function: TORCH_FUNCTION_STATE
Guard Types: None
Code List: None
Object Weakref: None
Guarded Class Weakref: None
Guard 15:
Name: ''
Source: shape_env
Create Function: SHAPE_ENV
Guard Types: None
Code List: None
Object Weakref: None
Guarded Class Weakref: None
Guard 16:
Name: "L['b']"
Source: local
Create Function: TENSOR_MATCH
Guard Types: ['TENSOR_MATCH']
Code List: ["hasattr(L['b'], '_dynamo_dynamic_indices') == False"]
Object Weakref: <weakref at 0x7f4fb599bfb0; dead>
Guarded Class Weakref: <weakref at 0x7f50f273d620; to 'torch._C._TensorMeta' at 0x557070a15240 (Tensor)>
Compile Times: TorchDynamo compilation metrics:
Function Runtimes (s)
------------------------------ --------------
_compile.compile_inner 0.0099, 0.0058
OutputGraph.call_user_compiler 0.0001, 0.0001
为了最大限度地提高加速比，应限制图形中断。
我们可以强制 TorchDynamo 在第一个图表上引发错误
使用 时遇到中断 ：fullgraph=True
opt_bar = torch.compile(bar, fullgraph=True)
try:
opt_bar(torch.randn(10), torch.randn(10))
except:
tb.print_exc()
Traceback (most recent call last):
File "/var/lib/workspace/intermediate_source/torch_compile_tutorial.py", line 580, in <module>
opt_bar(torch.randn(10), torch.randn(10))
File "/usr/local/lib/python3.10/dist-packages/torch/_dynamo/eval_frame.py", line 465, in _fn
return fn(*args, **kwargs)
File "/usr/local/lib/python3.10/dist-packages/torch/_dynamo/convert_frame.py", line 1269, in __call__
return self._torchdynamo_orig_callable(
File "/usr/local/lib/python3.10/dist-packages/torch/_dynamo/convert_frame.py", line 526, in __call__
return _compile(
File "/usr/local/lib/python3.10/dist-packages/torch/_dynamo/convert_frame.py", line 924, in _compile
guarded_code = compile_inner(code, one_graph, hooks, transform)
File "/usr/local/lib/python3.10/dist-packages/torch/_dynamo/convert_frame.py", line 666, in compile_inner
return _compile_inner(code, one_graph, hooks, transform)
File "/usr/local/lib/python3.10/dist-packages/torch/_utils_internal.py", line 87, in wrapper_function
return function(*args, **kwargs)
File "/usr/local/lib/python3.10/dist-packages/torch/_dynamo/convert_frame.py", line 699, in _compile_inner
out_code = transform_code_object(code, transform)
File "/usr/local/lib/python3.10/dist-packages/torch/_dynamo/bytecode_transformation.py", line 1322, in transform_code_object
transformations(instructions, code_options)
File "/usr/local/lib/python3.10/dist-packages/torch/_dynamo/convert_frame.py", line 219, in _fn
return fn(*args, **kwargs)
File "/usr/local/lib/python3.10/dist-packages/torch/_dynamo/convert_frame.py", line 634, in transform
tracer.run()
File "/usr/local/lib/python3.10/dist-packages/torch/_dynamo/symbolic_convert.py", line 2796, in run
super().run()
File "/usr/local/lib/python3.10/dist-packages/torch/_dynamo/symbolic_convert.py", line 983, in run
while self.step():
File "/usr/local/lib/python3.10/dist-packages/torch/_dynamo/symbolic_convert.py", line 895, in step
self.dispatch_table[inst.opcode](self, inst)
File "/usr/local/lib/python3.10/dist-packages/torch/_dynamo/symbolic_convert.py", line 560, in inner
raise exc.UserError(
torch._dynamo.exc.UserError: Dynamic control flow is not supported at the moment. Please use functorch.experimental.control_flow.cond to explicitly capture the control flow. For more information about this error, see: https://pytorch.org/docs/main/generated/exportdb/index.html#cond-operands
from user code:
File "/var/lib/workspace/intermediate_source/torch_compile_tutorial.py", line 532, in bar
if b.sum() < 0:
Set TORCH_LOGS="+dynamo" and TORCHDYNAMO_VERBOSE=1 for more information
You can suppress this exception and fall back to eager by setting:
import torch._dynamo
torch._dynamo.config.suppress_errors = True
下面，我们演示了 TorchDynamo 不会破坏 我们上面用于演示加速的模型。
opt_model = torch.compile(init_model(), fullgraph=True)
print(opt_model(generate_data(16)[0]))
tensor([[ 0.1944, -0.1853, -0.0347, ..., -0.1097, -0.0873, -0.0559],
[ 0.2224, -0.2525, -0.0481, ..., -0.1010, -0.0564, 0.0947],
[ 0.1814, -0.1847, 0.0864, ..., -0.1824, -0.0489, 0.0789],
...,
[ 0.1163, -0.1853, 0.2043, ..., -0.1979, -0.0941, -0.0805],
[-0.0317, -0.2903, 0.0941, ..., 0.0465, -0.1323, 0.0101],
[ 0.2574, -0.0616, 0.0883, ..., -0.0964, -0.0553, -0.0581]],
device='cuda:0', grad_fn=<CompiledFunctionBackward>)
我们可以使用（从 PyTorch 2.1+ 开始）来提取单个可导出的
来自输入 PyTorch 程序的 FX 图。导出的图形应为
在不同的 （即无 Python） 环境中运行。一个重要的限制
是 不支持图形中断。请查看此教程以了解有关 的更多详细信息。torch.exporttorch.exporttorch.export