import os
import wave
import numpy as np
import pickle as pkl
from tqdm import tqdm
import pandas as pd
LABELS = ['awake', 'diaper', 'hug', 'hungry', 'sleepy', 'uncomfortable']
N_CLASS = len(LABELS)
with open('./data_test.pkl', 'rb') as f:
raw_data = pkl.load(f)
feeder = fluid.DataFeeder(place=place, feed_list=[image])
result = {'id': [], 'label': []}
#运行时中的所有变量都将分配给新的scope
with fluid.scope_guard(inference_scope):
#获取训练好的模型
#从指定目录中加载模型
[inference_program, #推理Program
feed_target_names, #是一个str列表，它包含需要在推理 Program 中提供数据的变量的名称。
fetch_targets] = fluid.io.load_inference_model(model_save_dir,#fetch_targets：是一个列表，从中我们可以得到推断结果。model_save_dir：模型保存的路径
infer_exe) #infer_exe: 运行 inference model的 executor
for key, value in tqdm(raw_data.items()):
x = np.expand_dims(np.array(value), axis=1)
y = infer_exe.run(program=inference_program, #运行推测程序
feed={feed_target_names[0]: x}, #喂入要预测的img
fetch_list=fetch_targets)[0] #得到推测结果,
if len(y) == 0:
print(key)
else:
y = np.mean(y, axis=0)
y = np.argmax(y)
pred = LABELS[y]
result['id'].append(key)
result['label'].append(pred)
result = pd.DataFrame(result)
result.to_csv('./submission.csv', index=False)
错误信息
0%| | 0/228 [00:00
---------------------------------------------------------------------------EnforceNotMet Traceback (most recent call last)/tmp/ipykernel_99/493398056.py in
33 y = infer_exe.run(program=inference_program, #运行推测程序
34 feed={feed_target_names[0]: x}, #喂入要预测的img
---> 35 fetch_list=fetch_targets)[0] #得到推测结果,
36 if len(y) == 0:
37 print(key)
/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/paddle/fluid/executor.py in run(self, program, feed, fetch_list, feed_var_name, fetch_var_name, scope, return_numpy, use_program_cache)
788 warnings.warn(
789 "The following exception is not an EOF exception.")
--> 790 six.reraise(*sys.exc_info())
791
792 def _run_impl(self, program, feed, fetch_list, feed_var_name,
/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/six.py in reraise(tp, value, tb)
717 if value.__traceback__ is not tb:
718 raise value.with_traceback(tb)
--> 719 raise value
720 finally:
721 value = None
/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/paddle/fluid/executor.py in run(self, program, feed, fetch_list, feed_var_name, fetch_var_name, scope, return_numpy, use_program_cache)
783 scope=scope,
784 return_numpy=return_numpy,
--> 785 use_program_cache=use_program_cache)
786 except Exception as e:
787 if not isinstance(e, core.EOFException):
/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/paddle/fluid/executor.py in _run_impl(self, program, feed, fetch_list, feed_var_name, fetch_var_name, scope, return_numpy, use_program_cache)
836 scope=scope,
837 return_numpy=return_numpy,
--> 838 use_program_cache=use_program_cache)
839
840 program._compile(scope, self.place)
/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/paddle/fluid/executor.py in _run_program(self, program, feed, fetch_list, feed_var_name, fetch_var_name, scope, return_numpy, use_program_cache)
910 if not use_program_cache:
911 self._default_executor.run(program.desc, scope, 0, True, True,
--> 912 fetch_var_name)
913 else:
914 self._default_executor.run_prepared_ctx(ctx, scope, False, False,
EnforceNotMet:
--------------------------------------------
C++ Call Stacks (More useful to developers):
--------------------------------------------
0 std::string paddle::platform::GetTraceBackString(std::string const&, char const*, int)
1 paddle::platform::EnforceNotMet::EnforceNotMet(std::string const&, char const*, int)
2 paddle::operators::MulOp::InferShape(paddle::framework::InferShapeContext*) const
3 paddle::framework::OperatorWithKernel::RunImpl(paddle::framework::Scope const&, paddle::platform::Place const&, paddle::framework::RuntimeContext*) const
4 paddle::framework::OperatorWithKernel::RunImpl(paddle::framework::Scope const&, paddle::platform::Place const&) const
5 paddle::framework::OperatorBase::Run(paddle::framework::Scope const&, paddle::platform::Place const&)
6 paddle::framework::Executor::RunPreparedContext(paddle::framework::ExecutorPrepareContext*, paddle::framework::Scope*, bool, bool, bool)
7 paddle::framework::Executor::Run(paddle::framework::ProgramDesc const&, paddle::framework::Scope*, int, bool, bool, std::vector > const&, bool, bool)
------------------------------------------
Python Call Stacks (More useful to users):
------------------------------------------
File "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/paddle/fluid/framework.py", line 2525, in append_op
attrs=kwargs.get("attrs", None))
File "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/paddle/fluid/layer_helper.py", line 43, in append_op
return self.main_program.current_block().append_op(*args, **kwargs)
File "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/paddle/fluid/layers/nn.py", line 342, in fc
"y_num_col_dims": 1})
File "/tmp/ipykernel_99/3165090398.py", line 39, in net
act="elu"
File "/tmp/ipykernel_99/4213547074.py", line 3, in
out = model.net(input=image, class_dim=N_CLASS)
File "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/IPython/core/interactiveshell.py", line 3553, in run_code
exec(code_obj, self.user_global_ns, self.user_ns)
File "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/IPython/core/interactiveshell.py", line 3473, in run_ast_nodes
if (await self.run_code(code, result, async_=asy)):
File "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/IPython/core/interactiveshell.py", line 3258, in run_cell_async
interactivity=interactivity, compiler=compiler, result=result)
File "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/IPython/core/async_helpers.py", line 78, in _pseudo_sync_runner
coro.send(None)
File "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/IPython/core/interactiveshell.py", line 3030, in _run_cell
return runner(coro)
File "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/IPython/core/interactiveshell.py", line 2976, in run_cell
raw_cell, store_history, silent, shell_futures, cell_id
File "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/ipykernel/zmqshell.py", line 532, in run_cell
return super().run_cell(*args, **kwargs)
File "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/ipykernel/ipkernel.py", line 360, in do_execute
res = shell.run_cell(code, store_history=store_history, silent=silent)
File "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/ipykernel/kernelbase.py", line 662, in execute_request
reply_content = await reply_content
File "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/ipykernel/kernelbase.py", line 367, in dispatch_shell
await result
File "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/ipykernel/kernelbase.py", line 460, in process_one
await dispatch(*args)
File "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/ipykernel/kernelbase.py", line 471, in dispatch_queue
await self.process_one()
File "/opt/conda/envs/python35-paddle120-env/lib/python3.7/asyncio/events.py", line 88, in _run
self._context.run(self._callback, *self._args)
File "/opt/conda/envs/python35-paddle120-env/lib/python3.7/asyncio/base_events.py", line 1771, in _run_once
handle._run()
File "/opt/conda/envs/python35-paddle120-env/lib/python3.7/asyncio/base_events.py", line 534, in run_forever
self._run_once()
File "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/tornado/platform/asyncio.py", line 215, in start
self.asyncio_loop.run_forever()
File "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/ipykernel/kernelapp.py", line 677, in start
self.io_loop.start()
File "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/traitlets/config/application.py", line 978, in launch_instance
app.start()
File "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/ipykernel_launcher.py", line 16, in
app.launch_new_instance()
File "/opt/conda/envs/python35-paddle120-env/lib/python3.7/runpy.py", line 85, in _run_code
exec(code, run_globals)
File "/opt/conda/envs/python35-paddle120-env/lib/python3.7/runpy.py", line 193, in _run_module_as_main
"__main__", mod_spec)
----------------------
Error Message Summary:
----------------------
InvalidArgumentError: After flatten the input tensor X and Y to 2-D dimensions matrix X1 and Y1, the matrix X1's width must be equal with matrix Y1's height. But received X's shape = [3, 224], X1's shape = [3, 224], X1's width = 224; Y's shape = [128, 128], Y1's shape = [128, 128], Y1's height = 128.
[Hint: Expected x_mat_dims[1] == y_mat_dims[0], but received x_mat_dims[1]:224 != y_mat_dims[0]:128.] at (/paddle/paddle/fluid/operators/mul_op.cc:90)
[operator < mul > error]
