Recursivescriptmodule pytorch

  • Recursivescriptmodule pytorch. It has 2 components PyTorch JIT and TorchScript. ScriptModule. __init__() def forward(self, x): return x + 1 class ADD2(nn. zip. SETUP CODE (Google Colab Notebook) #@title Setup. The purpose for calibration is to run through some sample examples that is representative of the workload (for example a sample of the training data set) so that the observers in the model are able to observe the statistics of the Tensors and we can later use this information to calculate quantization Mar 15, 2021 · I'm trying to convert a torchscript model to ONNX format. eval() doesn’t change the requires_grad for the parameters in my ScriptModule. optimize_for_mobile utility to run a list of optimization pass with modules in eval mode. this is a problem, because in training mode dropouts are enabled, and also batchnorm needs to be adjusted. TensorProduct s are marked with @compile_mode('trace'), so e3nn. Module) : def __init__(self,index_info) There are reasons to use one path or another, the PyTorch documentation has information on how to choose. ModuleAttributeError: 'RecursiveScriptModule' object has no attribute 'resize_token_embeddings' #9503 Closed Mounika2405 opened this issue Jan 11, 2021 · 3 comments Aug 31, 2022 · Thank you @ptrblck so much. pth') as result you saved function pointer of your model. act should be changed. load (". And, the “QFuncational” actually is “Add” Jun 7, 2018 · I want to iterate through the children() of a module, and identify all the convolutional layers (for instance), or maybe all the maxpool layers, to do something with them. 9. Module): def __init__(self): super(). children(): if layer is a conv layer: # ??? how do I do this ??? do something with the layer Thanks! Learn how our community solves real, everyday machine learning problems with PyTorch. 0 Platform: Windows 10 Ent x64 (no CUDA) full code in github repo torch. Mar 3, 2023 · Hello! I’m trying to export and perform inference over a GPT2 model from HuggingFaceBefore the conversion to torchscript, the text generation is performed by running model. import pkg_resources. Our customers provide us models which have been jit. Calibration¶. Oct 21, 2022 · deployment. save. jit Oct 22, 2019 · You signed in with another tab or window. {"payload":{"allShortcutsEnabled":false,"fileTree":{"torch/jit":{"items":[{"name":"_passes","path":"torch/jit/_passes","contentType":"directory"},{"name":"mobile TorchScript is a way to create serializable and optimizable models from PyTorch code. However, I got following errors: File "/xxx. I’m not sure where to go next in terms of debugging; any pointers or advice would be greatly appreciated! PyTorch version: 1. 1+cu121 documentation. I could already carve out single layers from a model, e. com), rev2. module. half() scripted_model = torch. We also expect to maintain backwards compatibility Jun 26, 2020 · Hi, all I finally success converting the fp32 model to the int8 model thanks to pytorch forum community 🙂. Nov 16, 2022 · If I try to run the recursive script module for inference in Python for testing, it does not produce any outputs. save) into a regular torch. PyTorch Foundation. First is the Eager mode. load('sc_model. Nov 21, 2021 · 5. libtorch: 1. Torch Script is one of two modes of using the PyTorch just in time compiler, the other being tracing. Removing all redundant nodes (anything downstream of the output nodes). children() or . Module state with our 617 # custom Jan 9, 2020 · The idea is supposed to be to recursively reset the parameters of all the modules (Linear, Conv etc) in the current module (the main network i. os: macos 10. I'm running Python code from an old repo that seems to no longer work but I can't figure out why or how to fix it. _overload_method to overload functions, it seems that there is no graph attribute in the output torchscript. Specific methods for converting PyTorch modules to TorchScript, our high-performance deployment runtime. script() using the code you provided above: Learn about PyTorch’s features and capabilities. script for saving the model. TorchScript is a way to create serializable and optimizable models from PyTorch code. The distinction between torch. You can use torch. modules() and call the name of the module via module. Steps to reproduce the behavior: import torchfrom torchvision. state_dict (), 'model_state. Jan 26, 2024 · import torch from torch import nn class ADD1(nn. py at master · pytorch/pytorch · GitHub. However, if I jit Dec 1, 2019 · There isn’t a way to extract an nn. In the process, I want to include the predict function (SSD model) in the jit package for which I am using a function decorator called @torch. pt files. Events. Then we can simply iterate over the list of all (parent_layer, last_token) and use setattr to perform our desired change. utils. Converts data into a tensor, sharing data and preserving autograd history if possible. The “Replacing addition with nn Aug 26, 2021 · how to convert torch::nn::Module to torch::jit::Module with forward? Using torch::nn::Module::save, not compile the forward to the scriptmodule, just the weights Learn how our community solves real, everyday machine learning problems with PyTorch. scale/conv. Module state with our 618 # custom Jun 1, 2020 · Sign in to comment. Feb 16, 2021 · xDuck changed the title ModelSpeedup fails with RecursiveScriptModule ModelSpeedup fails with RecursiveScriptModule in PyTorch Feb 16, 2021 QuanluZhang assigned zheng-ningxin Feb 18, 2021 kvartet added ModelSpeedup support user raised labels Feb 18, 2021 May 6, 2021 · Why would torch. Module): def __init__ Aug 26, 2021 · I would like to load a TorchScript model file (ie saved using torch. Dropout, BatchNorm , etc. Aug 24, 2019 · edited by pytorch-probot bot Modules with conditional modules are not scriptable. 0+cu102 documentation, but it didn’t work. The code we used Oct 25, 2022 · Hi, I’m trying to port my trained tacotron2 model to android, for this I’ve written the following code : checkpoint_path = "outdir/checkpoint_5000" model = load_model(hparams) model. checkpoint file from libtorch: libtorch_0. Second, the output hidden state of each layer will be multiplied by a learnable projection matrix: h_t = W_ {hr}h_t ht = W hrht. The benefits are explained in the linked documentation: Torch Script is a way to create serializable and optimizable models from PyTorch code. version) from IPython. You switched accounts on another tab or window. nn namespace provides all the building blocks you need to build your own neural network. /models/model. Current behavior: During scripting the module below, I see an exception: RuntimeError: method 'get_value_' is called recursivel Apr 17, 2023 · Many of the Pytorch tutorials seem to show a combination of tracing (torch. script(my_net_instance) ? See this example: import torch class MyDecisionGate(torch. This is equivalent with self. Open. class torch. Feb 1, 2020 · 375. The method takes the following parameters: a torch. 8. fx are preserved within the GraphModule, and you can use it for training, evaluation, and other Pytorch uses the torch. Composed out of children Module s that contribute parameters. because you saved your model. Tracing an existing module. Developer Resources. This is the common model exchange interface they have defined for us. Nov 5, 2021 · jiong-zhang (Jiong Zhang) November 5, 2021, 5:15pm 1. Here’s a small example: Aug 13, 2020 · Краткий обзор PyTorch. Collecting environment information PyTorch version: 2. script recurses through the submodules of mod, compiling each in accordance with its @e3nn. cholesky and how torch refers to its methods? 4 This API is in beta and may change in the near future. save(scripted_model,'tacotron2_mobile. This nested structure allows for building and managing complex architectures easily. There is no need to convert it back to the original nn. 2. 0 Is debug build: No CUDA used to build PyTorch: None. export(, opset_version=11). e your module is more likely to compile) for traced modules because it doesn’t include all the complexities of a complete programming language, though both paths supported. __name___. script(), which allows the conversion of the entire model, including all its methods, to TorchScript. This tutorial is an introduction to TorchScript, an intermediate representation of a PyTorch model (subclass of nn. of calling __init__ directly, as it makes sure the. cpp code & pt checkpoint file. This serialization encodes all the modules’ methods, submodules, parameters, and attributes, and it allows the serialized program to be loaded in C++ (i. 6. jit constructs an example input for mod. cpp code: libtorch_cnn. However, this is an implementation detail. pth",device) ())) instead of. 2 Likes. Is this intended behaviour? I can say that as a user this was not expected behaviour. Dec 8, 2022 · Hi, I’m new to scriptmodule. A place to discuss PyTorch code, issues, install, research. script because it does not work with most of models. without Python). trace returns function instead of torch. I wonder if training with ScriptModule is officially supported and is there documentation on that. Module, as it is a subclass of nn. nn as nn import numpy as np class BaseModel(nn. e a particular module can either exist or be None based on the arguments, scripting does not work when the submodule is None. ReLU6() assuming that all instances of self. 👍 1 lironmo reacted with thumbs up emoji Jun 27, 2019 · My guess is, you used torch. the weights). Rather cumbersome to (1) export parameters from C++ into custom binary file (cannot use torch::save because not compatible with Python torch. Community Stories. norm, traces it, and replaces it with the traced TorchScript module. load_state_dict(torch. Here is the code import torch import torch. Versions of relevant Steps. Nov 14, 2022 · Then I believe the printed graph will show shape info. state_dict, 'model_state. o3. trace) and scripting (torch. Module): # get children form model! Oct 20, 2022 · Hi, I wanted to transfer pytorch model to torchscript, so I used test_model = torch. save () may not be immediately clear. Module (even if it contains other modules) is compatible with Torchscript, then do you only need a single line to convert, ie: torch. Any TorchScript program can be saved from a Python process and loaded in a process where there is no Python dependency. detection import maskrcnn_resnet50_fpnmodel = maskrcnn_resnet50_fpn()# The following modifications cause the last command to failmodel. Is it possible for you to instead export your original module instead of a ScriptModule?. Second is the Script mode. Forums. the python jit. save () and torch. load loads the model in training mode. onnx. sequential. mask_head = Nonemodel. 1. cuda(). functional as F import logging import torch. Use the same example model defined in the PyTorch Mobile Performance Recipes: 2. and as a decorator @torch. zero_point. util. I did the workaround mentioned there, and I didn’t get errors, except for the state_dict key error, as mentioned there as well, so I just edited their names and it worked. utils import io. It works by following roughly these steps: Symbolically tracing the model to get a graphical representation of how it transforms the input, step by step. models. 0. If this activation function is defined as a module, you could replace it directly, e. 4s) I converted pre-trained VGG16 model in Jul 28, 2023 · PyTorch 603 code should use this to construct a RecursiveScriptModule instead () 611 init_fn: Lambda that initializes the RecursiveScriptModule passed to it. modules() like in Python, you’ll have to use the . The shapes shown in the graph are just an artifact of the tracing process which could ModuleList. script(model) which model is a . It is focused on the production use case. pytorch: 1. Any code written in Torch Script can be saved from your Python process and loaded in a Aug 20, 2021 · Hi All, I just have a quick question regarding RecursiveScriptModule, I’ve built a custom optimizer and within it I cycle through all layers via for module in net. Community. From a Torch-TensorRT prespective, there is better support (i. F. For example, Dropouts Layers, BatchNorm Layers etc. load(checkpoint_path)['state_dict']) model. eval () is a kind of switch for some specific layers/parts of the model that behave differently during training and inference (evaluating) time. Why _construct method can help to control the instance initialization instead of calling Dec 24, 2022 · PyTorch 604 code should use this to construct a RecursiveScriptModule instead () 612 init_fn: Lambda that initializes the RecursiveScriptModule passed to it. Module) that can then be run in a high-performance environment such as C++. nn as nn import easydict import json from torch import Tensor from typing import Dict,Tuple,Optional,List import torch. Later on, you’ll be able to load the module from this file in C++ and execute it without any dependency on Python. : scripted_model = torch. In order to make sure that the model is quantized, I checked that the size of my quantized model is smaller than the fp32 model (500MB->130MB). a CNN). This has any effect only on certain modules. modules. Can a model serialized by torch. Parameters. PyTorch, разработанный командой Facebook в 2017 году фреймворк Deep Learning, создан в первую очередь Mar 13, 2021 · I netted it for a deeper model and not all blocks were from nn. save () saves Python objects with pickle. 2 Recursive Scripting API. Aug 20, 2023 · Versions. Nov 27, 2019 · So you can export your model in opset_version=11, for that, you should use the parameter opset_version=11 in the exporter api with PyTorch nighly: torch. Module class to represent a neural network. You need to turn them off during model evaluation, and . 12. train (False). ptl model file so that we can deploy it on mobile. I wonder if there is an appropriate method to convert this model into . as_tensor. On the other hand, if the functional API was used via e. Once you have a ScriptModule in your hands, either from tracing or annotating a PyTorch model, you are ready to serialize it to a file. loop _0, y, = (loop Migrating to PyTorch 1. ignore as you have done to leave a call to the Python interpreter. device = torch. original_name=out_Conv. Developer Resources Internally, e3nn. Nov 15, 2022 · I don’t know what is purpose of torch. It won’t compile. 613 """ 614 script_module = RecursiveScriptModule(cpp_module) --> 615 init_fn(script_module) 617 # Finalize the ScriptModule: replace the nn. However, operating my quantized model is much slower than operating the fp32 model. __class__. with io. 0 (CPU) torchvision version: 0. pt. load(model_path) I’d have: my_nn_module = some_function(model_path) Is this possible? I would think it would be straightforward, since TorchScript models are essentially a restricted subset of torch models, but it’s not Module. Features described in this documentation are classified by release status: Stable: These features will be maintained long-term and there should generally be no major performance limitations or gaps in documentation. def get_children(model: torch. script for TorchScript Classes and functions. I need to do inference with Onnx. Identity()) First we return all the parent layers and the last tokens of each parent layer that satisfies a particular layer type such as nn. 7 ROCM used to build PyTorch: N/A Nov 13, 2017 · It looks like a dictionary in python and print can just show the key/value rather than the structure of net. script be tracing into the pytorch code, and how can I fix this error? rwesterman (Ryan) May 6, 2021, 7:05pm 2 Sep 2, 2021 · Dear community, I am working on deploying PyTorch models. eval(). 15. RecursiveScriptModule( original_name=WrapRNN (loop): RecursiveScriptModule( original_name=MyRNNLoop (cell): RecursiveScriptModule( original_name=MyCell (dg): RecursiveScriptModule(original_name=MyDecisionGate) (linear): RecursiveScriptModule(original_name=Linear) ) ) ) def forward(self, xs: Tensor) -> Tensor: loop = self. load to load the model in the mode it was saved in. Jul 25, 2023 · Saved searches Use saved searches to filter your results more quickly Apr 9, 2021 · Hi guys, this is my first post so don’t be too hard on me. May 14, 2023 · In libtorch (the C++ version of PyTorch), you can access the modules in a similar way you’d do in Python. I need this as my optimizer handles different layers differently, and I determine what type of layer it is via module. load code. py file in the yolov5 Github Repo, so I use the Colab environment of it and run:!python export. Improve this answer. mask_predictor = Nonemodel_script = torch. pt--include torchscript --img 512--optimize` Oct 15, 2020 · As for code, you can take this simple MNIST example and add the line of code above to save the model. script(model) torch. please fix this. lopusz mentioned this issue on Mar 8, 2023. As a user I would like it to work as I expect, to warn, or to raise. Module. trace be used for training? In the documentation it seems the ScriptModule is intented for inference and only training example is for torch::nn::Module. How can I determine the type of layer? My code would be something like this: for layer in net. For this, I wrote a custom class class Conv2d_custom(nn. References. g. Join the PyTorch developer community to contribute, learn, and get your questions answered. compile_mode decorator if it has one. named_children() function which returns an iterator over immediate child modules. script) However it seems like if all the code in a given nn. save (model) (saves the entire model with architecture and weights and probably other parameters) instead of torch. we expected torch. OS: Mac OSX 10. act = nn. Apr 5, 2023 · You can use the GraphModule object obtained after applying torch. Apr 16, 2020 · 2. A neural network is a module itself that consists of other modules (layers). e. We are now trying to extract subgraphs of the larger full model graph. Jul 9, 2021 · LibTorch -> TorchScript -> PyTorch (Python) fails with AttributeError: 'RecursiveScriptModule' object has no attribute 'forward' #68559. device('cpu') trained_model. nn. Module): """ Base class for all models May 4, 2023 · However, PyTorch provides a fix for with torch. (700ms -> 2. Using scripting to directly compile a module. Torch mobile supports torch. Find resources and get questions answered. For some background, torch. com), Michael Suo (suo@fb. Reload to refresh your session. pth checkpoint. The changes you made using torch. BatchNorm2d. Given that I can manually set the requires_grad behaviour, it seems Nov 10, 2020 · PyTorch Ecosystem. In any case, that’s not the point of the ticket. eval () will do it for you. I’m confused, can the “script” method return a “script module” for a nested model? For example, I have the following resnet defined in python, here InBlock, ResBlock, OutBlock are standard CN… Step 2: Serializing Your Script Module to a File. When modules are created with arguments that allow for optional modules, i. Every module in PyTorch subclasses the nn. pt') But this gives the following In this tutorial we will cover: The basics of model authoring in PyTorch, including: Modules. We provide tools to incrementally transition a model from a pure Python program to a TorchScript program that can be run independently from Dec 3, 2020 · 🐛 Bug To Reproduce Steps to reproduce the behavior: define the model ( index_info is dict format) index_info has a position information EmbeddingLayer is another torch class class EmbeddingLayer(nn. I followed the steps recommended in (beta) Static Quantization with Eager Mode in PyTorch — PyTorch Tutorials 2. e Nov 27, 2019 · 1425 # For each user-defined class that subclasses ScriptModule this meta-class, I appreciate any help or comment. PyTorch is an optimized tensor library for deep learning using GPUs and CPUs. Follow the steps below to fuse an example model, quantize it, script it, optimize it for mobile, save it and test it with the Android benchmark tool. You signed out in another tab or window. The torch. If you need to stick to the first approach, then you must load it as follows: model = torch. If data is already a tensor with the requested dtype and device then data itself is returned, but if data is a tensor with a different dtype or device then it’s copied as if using Nov 5, 2020 · JIT Triage moved this from Pending to Done on Dec 18, 2020. eval() [source] Set the module in evaluation mode. Learn about the PyTorch foundation. In addition, the common practice for evaluating James Reed (jamesreed@fb. The problem I’m trying to solve is how to export a Apr 20, 2022 · Describe the issue: I am trying to package my model into a jit package. 1 Where is torch. object is properly finalized (and in the future, we may take. Share. (conv): RecursiveScriptModule(original_name=Conv2d) (bn): RecursiveScriptModule(original_name=BatchNorm2d) Dec 29, 2023 · PyTorch code should use this to construct a RecursiveScriptModule instead. capture_output() as captured: . state_dict ()) (saves only the state dict, i. nn Oct 2, 2023 · Works like a charm. That way reseting the parameters would be a one-liner and autograd and the optimize 🐛 Bug. torch script currently does not support this case. 13. export will use torch. ModuleList can be indexed like a regular Python list, but modules it contains are properly registered, and will be visible by all Module methods. Dec 23, 2018 · 1 Answer. We provide tools to incrementally transition a model from a pure Python program to a TorchScript program that can be run independently from Aug 14, 2019 · PyTorch version: 1. get_distribution("torch"). 14. We tried tutorial (Prototype) Introduce lite interpreter workflow in Android and iOS — PyTorch Tutorials 1. Composing modules into a hierarchy of modules. A Module is just a callable function that can be: Parameterized by trainable Parameter tensors that the module can list out. via: model. trace to get an exportable graph from an nn. mask_roi_pool = Nonemodel. py --weights traced_yolo. control of how the RecursiveScriptModule instance is created). However, I want to use it in the Flutter package pytorch_lite and they say to export the model via te export. fx and recompile () like a regular nn. for “Conv” it can directly got “scale” and “zero_point” value with conv. obj ( Callable, class, or nn. Oct 9, 2019 · So, I did some digging & wrote a kaggle notebook explaining how different types of layers / modules are accessed in pytorch. I'm using Pytorch 1. 1. relu, then you could write a custom model and override the forward method Oct 13, 2021 · Hello, I try to inspect the Scale and zero_point value of “QFuncational” with a torchscript Model. The model has a certain complexity also I used torch. You can also programmatically access the input types, see some minimal examples here: pytorch/test_python_bindings. the model was scripted in eval mode and then saved with torch. dev20200407+cu101 When use torch. I know how to export a model in libtorch (serializing to OutputArchive, etc), but I cannot load that model in Python. py", line 54, in eval_one_epoch Jan 14, 2022 · Hello, We have a customized model trained by YoloV5, and the default extension save format is . Apr 10, 2020 · PyTorch version: 1. However I'm getting the errors when I try to run the following code. Python version: 3. Everything goes fine until I try to compile the model as a TorchScript with torch. deepcopy (torch. In particular, Norm and other e3nn. load (PATH). load), (2) define the same NN in PyTorch Python, (3) In Python, read parameters and set into NN, (3) Export model from PyTorch Python to Onnx. This changes the LSTM cell in the following way. generate(): ‘RecursiveScriptModule’ object has Dec 12, 2019 · graph_for should try to optimize or fuse the graph for the provided inputs, while graph should print the IR directly. Defining forward functions. model. It is built for faster prototyping, training, and experimentation. Learn how our community solves real, everyday machine learning problems with PyTorch. load_state_dict (copy. ScriptModule object, a blocklisting optimization set, a preserved method list, and a backend. Saved and Loaded by listing named parameters and other attribute buffers. However, instead of using . But, it always got error: “‘RecursiveScriptModule’ object has no attribute ‘scale’” and “zero_point”. 🚀 Feature Scripting modules with recursive function calls. First, the dimension of h_t ht will be changed from hidden_size to proj_size (dimensions of W_ {hi} W hi will be changed accordingly). export. mobile_optimizer. pth') instead of. save (model. Define the Example Model. scipt()-ed and saved as *. I have a script module like below (this actually is a module of a pre-trained model saved as a RecursiveScriptModule in Pytorch): RecursiveScriptModule(. Fusion Backends. Jun 26, 2021 · pytorch torch. In this tutorial we will cover: The basics of model authoring in PyTorch, including: Modules. generate() method from the HuggingFace model to create the response from GPT2 (Generation) However, after the conversion, the following message appear when running model. I am currently playing around with the BiFuse mesh (GitHub - Yeh-yu-hsuan/BiFuse: [CVPR2020] BiFuse: Monocular 360 Depth Estimation via Bi-Projection Fusion) and would like to convert the already trained mesh with torchscript so I can use inference in c++. Why do we need Script mode? 6. Module, function, class type, dictionary, or list to compile. # PyTorch (also works in Chainer) # (this code runs on every forward pass of the model) # “words” is a Python list with actual values in it h = h0 for word in words: h = rnn_unit (word, h) May 8, 2018 · Hi, I want to replace Conv2d modules in an existing complex state-of-the-art neural network with pretrained weights with my own Conv2d functionality which does something different. jit. Setting the user-selected graph nodes as outputs. script can be used as a function for modules, functions, dictionaries and lists. IE, rather than have my_recursive_script_module = torch. 7. pt The same variable-length recurrent neural network can be implemented with a simple Python for loop in a dynamic framework. 612 """ 613 script_module = RecursiveScriptModule(cpp_module) --> 614 init_fn(script_module) 616 # Finalize the ScriptModule: replace the nn. roi_heads. ModuleList(modules=None) [source] Holds submodules in a list. Find events, webinars, and podcasts. Module from a compiled ScriptModule. Sign up for free to join this conversation on GitHub . Torchvision provides create_feature_extractor () for this purpose. PyTorch supports 2 separate modes to handle research and production environment. Calibration function is run after the observers are inserted in the model. Module) – The nn. TorchScript only supports PyTorch and the math module, so numpy functions won’t work natively and can’t be exported. Jun 24, 2020 · I was having trouble with memory usage of my traced model in C++, and I discovered that . Module . Models (Beta) Discover, publish, and reuse pre-trained models Apr 25, 2019 · setattr(parent_layer, last_token, nn. ezyang added triaged module: fx and removed oncall: fx labels on Jul 20, 2022. However, this Dec 7, 2020 · Hello, I am trying to use the packages of quantization that PyTorch provides to quantize a MobileNet 3D. print(pkg_resources. as_tensor(data, dtype=None, device=None) → Tensor. 1+cu117 Is debug build: False CUDA used to build PyTorch: 11. tranlevision (LA Tran) October 21, 2022, 9:50am 1. Say we want to serialize the ResNet18 model Oct 21, 2022 · i got AttributeError: 'RecursiveScriptModule' object has no attribute 'predict' How to load and use a pretained PyTorch InceptionV3 model to classify an image. Then, I have written the following recursive replacement procedure (it needs to be recursive since the network has many submodules and May 10, 2021 · You signed in with another tab or window. 0. torch. conv. Here's a pseudo type of way you can use torch. Models (Beta) Discover, publish, and reuse pre-trained models Jan 16, 2020 · To Reproduce. for this problem you must load your data like this: model. _ConvNd). Jan 3, 2020 · Hello, I am wondering if it is possible to change the last layer (or more) of a loaded torchscript model? This would be useful for changing the number of categories a torchscript model could predict after training again… Sep 3, 2021 · ptrblck September 3, 2021, 8:53pm 2. named_modules() or . 7 Is CUDA available: No CUDA runtime version: No CUDA GPU models and configuration: No CUDA Nvidia driver version: No CUDA cuDNN version: No CUDA. script. See documentations of particular modules for details of their behaviors in training/evaluation mode, if they are affected, e. 6 GCC version: Could not collect CMake version: version 3. mm ie nm nw hl bh rc pb hk jh