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add audio classify jupyter
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mjq2020 committed Nov 28, 2022
1 parent 6717e20 commit 80f3fac
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116 changes: 116 additions & 0 deletions demo/audio_classify.ipynb
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 环境配置\n",
"1. 下载[edgelab](https://github.com/mjq2020/edgelab)仓库代码\n",
"2. 运行环境配置脚本\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"%cd ~\n",
"!git clone https://github.com/mjq2020/edgelab\n",
"%cd edgelab"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"!python tools/env_config.py\n",
"import os\n",
"os.environ['PYTHONPATH'] = '~/edgelab'\n",
"!nvidia-smi"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 模型训练\n",
"1. 运行train.py,设置任务类别、配置文件路径、等"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"!~/anaconda3/envs/edgelab/bin/python tools/train.py mmcls configs/audio_classify/ali_classiyf_small_8k_8192.py --cfg-options runner.max_epochs=10"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 导出ONNX\n",
"1. 使用torch2onnx.py转换刚才完成训练的权重文件\n",
"2. onnx文件生成位置位于原权重文件相同位置(后缀.onnx)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"!~/anaconda3/envs/edgelab/bin/python tools/torch2onnx.py --config configs/audio_classify/ali_classiyf_small_8k_8192.py --checkpoint work_dirs/exp1/latest.pth --task mmcls"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## onnx转ncnn及量化\n",
"1. 使用export_quantize.py脚本将生成的onnx文件转为ncnn或进行量化\n",
"2. "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"!~/anaconda3/envs/edgelab/bin/python tools/export_quantize.py --onnx work_dirs/exp1/latest.onnx --type ncnn"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3.8.13 ('mmset')",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.15"
},
"orig_nbformat": 4,
"vscode": {
"interpreter": {
"hash": "4371667da6ad0a80396cd63c529a9936708aaf3de3d23ccc7c4ed575a0b05f73"
}
}
},
"nbformat": 4,
"nbformat_minor": 2
}
46 changes: 37 additions & 9 deletions demo/meter.ipynb
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@@ -1,12 +1,22 @@
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 表计回归\n",
"1. 模型训练\n",
"2. 导出onnx\n",
"3. 导出ncnn"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 环境配置\n",
"1. 下载[edgelab](https://github.com/mjq2020/edgelab)仓库代码\n",
"2. 运行环境配置脚本\n"
"1. 下载edgelab仓库代码\n",
"2. 运行项目环境配置脚本"
]
},
{
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"cell_type": "markdown",
"metadata": {},
"source": [
"## 模型训练\n",
"1. 运行train.py,设置任务类别、配置文件路径、等"
"## 数据集下载与上传\n",
"1. 首先下载[表计数据集](https://1drv.ms/u/s!AqG2uRmVUhlShtIhyd_7APHXEhpeXg?e=WwGx5m)\n",
"2. 将数据集上传至用户根目录"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"%unzip ~/meter.zip -d ~ "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 修改配置文件并训练\n",
"1. 修改config文件中的相配置。\n",
"2. 运行train.py,设置任务类别、配置文件路径、等"
]
},
{
Expand All @@ -46,7 +75,7 @@
"metadata": {},
"outputs": [],
"source": [
"!~/anaconda3/envs/edgelab/bin/python tools/train.py mmcls configs/audio_classify/ali_classiyf_small_8k_8192.py --cfg-options runner.max_epochs=10"
"!~/anaconda3/envs/edgelab/bin/python tools/train.py mmpose configs/pfld/pfld_mv2n_112.py --cfg-options runner.max_epochs=10"
]
},
{
Expand All @@ -64,16 +93,15 @@
"metadata": {},
"outputs": [],
"source": [
"!~/anaconda3/envs/edgelab/bin/python tools/torch2onnx.py --config configs/audio_classify/ali_classiyf_small_8k_8192.py --checkpoint work_dirs/exp1/latest.pth --task mmcls"
"!~/anaconda3/envs/edgelab/bin/python tools/torch2onnx.py --config configs/pfld/pfld_mv2n_112.py --checkpoint work_dirs/exp1/latest.pth --task mmcls"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## onnx转ncnn及量化\n",
"1. 使用export_quantize.py脚本将生成的onnx文件转为ncnn或进行量化\n",
"2. "
"1. 使用export_quantize.py脚本将生成的onnx文件转为ncnn或进行量化"
]
},
{
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"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.15"
"version": "3.8.13"
},
"orig_nbformat": 4,
"vscode": {
Expand Down

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