layer can apply filters to detect: ◮ Edges ◮ Shapes ◮ Objects 14 / 50Software dependencies ◮ TensorFlow Lite ◮ OpenCV 16 / 50MobileNet pre-trained model ◮ CNN architecture created by Google ◮ Trained ◮ Memory consumption with 4 threads: 93MB 31 / 50Comparision with Python Comparision made with TensorFlow Lite’s label image.py C++ Python Running duration (s) 1 7 Number of threads Inference duration https://github.com/adrian-stanciu/cpp-embedded-ml 48 / 50Resources ◮ https://github.com/tensorflow/tensorflow/tree/ master/tensorflow/lite/examples/python ◮ https://kaggle.com/datasets/sanikamal/ rock-paper-scissors-dataset

install Keras and Tensorflow for RStudio which works for most machines. However, if you have a PC which has a CPU purchased before 2012, the current versions(1.10-2.1) of Tensorflow could not be loaded loaded as AVX instructions set is needed from Tensorflow 1.6 and later. Please ensure your machine was purchased in 2012 or later. Step 1 Follow the document or video to install Anaconda3 and RStudio: this prompt: 1 conda install python=3.6 2 conda install -c conda-forge tensorflow 3 conda install -c r r-tensorflow 4 conda install -c conda-forge r-keras C) Open the RStudio and run the

32bits, no support of 32bit tensorflow , a workround from FrozenGene a. python/tvm/contrib/ndk.py options = options if options else [ “-shared”, “-fPIC”, “-m32”] b. python tensorflow_blur.py to get the .log

PRIVATE openssl::openssl)Proposal: CPS location files { "tensorflow-lite": "/path/to/cps/tensorflow-lite.cps", "abseil": "/path/to/cps/abseil.cps", "farmhash": "/path/to/cps/farmhash

前端 2019·11·16绝赞招聘中 TVM 在平头哥 • 工具链产品 平头哥芯片平台发布的配套软件中， TVM 是工具链产品的重要组成部分： 负责将预训练好的 caffe 或者 tensorflow 的模型，转换到 LLVM IR，最后生成可以在无剑 SoC 平台上 执行的二进制。绝赞招聘中 为何添加 caffe 前端？ 客户需求 评估阶段：客户用于评估芯片的网络，caffe

CPU资源节省 100% 分时切换成功率11/19 计算型任务混部 Part 2：双十一 Kubernetes 实践 其他自研 Operators AI 训练 Kubernetes TensorFlow PyTorch Horovod/mpi XGBoost Spark SparkApplication Spark Operator 在线应用 无状态服务 Node Node Node

opset versions of BERT. 里This enables importing of native ONNX models and those converted from Tensorflow. 5 ， Improve scheduling of batch matrix multiplies. 时”Early autotuning templates improve performance

Your Chip Your chip can run any models Your compiler (TVM) supports multiple frontends (e.g., TensorFlow, PyTorch, MXNet) Non Maximum Suppression ResNet-50 Dense Your Chip Your Chip© 2019, Amazon

驱动万物智能 PART THREE AliOos TVM @ Hexagon DSsP AiOS 1驱动万物智能 Alios TVM @ Hexagon DSP 人NiOS ! 驱动万物知 Tensorflow deploy.so / deploy.json / deploy.bin | NNVM / Relay 让 Graph Optimization 站 站 Compile |

➢Cancer modeling research (talk by Ruibo Zhang, CppCon 2024) • Data Science/Machine Learning (TensorFlow Library) • Experimental Physics ➢ATLAS Experiment tracking software ➢CERN Large Hadron Collider