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feat: 模型

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少轻狂 2 years ago
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11 changed files with 2187 additions and 51 deletions
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  1. +634
    -20
      app/api/annotation_data/data.json
  2. +667
    -15
      app/api/annotation_data/dataset.json
  3. +797
    -0
      app/api/annotation_data/val.json
  4. +14
    -1
      app/api/api.py
  5. +10
    -4
      app/api/config.json
  6. +38
    -1
      app/api/model/model.py
  7. BIN
      app/api/model/model_1.1.onnx
  8. +8
    -0
      app/api/命令行.txt
  9. +10
    -1
      app/utils/utils.py
  10. +7
    -3
      src/pages/Personalization/annotations.vue
  11. +2
    -6
      src/pages/Personalization/index.vue

+ 634
- 20
app/api/annotation_data/data.json View File

@@ -7,37 +7,37 @@
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@@ -83,7 +95,44 @@
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@@ -99,7 +185,44 @@
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+ 667
- 15
app/api/annotation_data/dataset.json View File

@@ -41,18 +41,96 @@
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}
],
"categories": [


+ 797
- 0
app/api/annotation_data/val.json View File

@@ -0,0 +1,797 @@
{
"images": [
{
"file_name": "2022-12-22-15-30-01.jpg",
"height": 480,
"width": 640,
"id": 0
},
{
"file_name": "2022-12-22-15-38-16.jpg",
"height": 480,
"width": 640,
"id": 1
},
{
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"height": 480,
"width": 640,
"id": 2
},
{
"file_name": "2022-12-22-15-44-49.jpg",
"height": 480,
"width": 640,
"id": 3
},
{
"file_name": "2022-12-22-15-44-55.jpg",
"height": 480,
"width": 640,
"id": 4
},
{
"file_name": "2022-12-26-10-03-41.jpg",
"height": 480,
"width": 640,
"id": 5
},
{
"file_name": "2022-12-26-10-40-15.jpg",
"height": 480,
"width": 640,
"id": 6
},
{
"file_name": "2022-12-27-10-24-39.jpg",
"height": 480,
"width": 640,
"id": 7
},
{
"file_name": "2022-12-27-10-24-41.jpg",
"height": 480,
"width": 640,
"id": 8
},
{
"file_name": "2022-12-27-10-24-44.jpg",
"height": 480,
"width": 640,
"id": 9
},
{
"file_name": "2022-12-27-10-24-46.jpg",
"height": 480,
"width": 640,
"id": 10
},
{
"file_name": "2022-12-27-10-24-51.jpg",
"height": 480,
"width": 640,
"id": 11
},
{
"file_name": "2022-12-27-10-24-54.jpg",
"height": 480,
"width": 640,
"id": 12
},
{
"file_name": "2022-12-27-10-24-56.jpg",
"height": 480,
"width": 640,
"id": 13
},
{
"file_name": "2022-12-27-10-24-59.jpg",
"height": 480,
"width": 640,
"id": 14
},
{
"file_name": "2022-12-27-10-25-09.jpg",
"height": 480,
"width": 640,
"id": 15
},
{
"file_name": "2022-12-27-10-30-28.jpg",
"height": 320,
"width": 320,
"id": 16
},
{
"file_name": "2022-12-27-10-30-33.jpg",
"height": 320,
"width": 320,
"id": 17
},
{
"file_name": "2022-12-27-10-30-37.jpg",
"height": 320,
"width": 320,
"id": 18
},
{
"file_name": "2022-12-27-10-30-41.jpg",
"height": 320,
"width": 320,
"id": 19
}
],
"type": "instances",
"annotations": [
{
"area": 882,
"iscrowd": 0,
"bbox": [
355,
263,
42,
21
],
"category_id": 3,
"ignore": 0,
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"id": 0
},
{
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"iscrowd": 0,
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56,
20
],
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},
{
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385,
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},
{
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356,
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],
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},
{
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},
{
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},
{
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},
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},
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},
{
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},
{
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239,
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},
{
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},
{
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},
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},
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},
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},
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},
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},
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},
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},
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},
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},
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},
{
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148,
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],
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"id": 39
},
{
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"bbox": [
20,
155,
83,
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],
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"ignore": 0,
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"id": 40
},
{
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"bbox": [
163,
152,
74,
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],
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"ignore": 0,
"image_id": 17,
"id": 41
},
{
"area": 1235,
"iscrowd": 0,
"bbox": [
173,
117,
65,
19
],
"category_id": 3,
"ignore": 0,
"image_id": 18,
"id": 42
},
{
"area": 1386,
"iscrowd": 0,
"bbox": [
42,
126,
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],
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"ignore": 0,
"image_id": 18,
"id": 43
},
{
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"iscrowd": 0,
"bbox": [
177,
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],
"category_id": 1,
"ignore": 0,
"image_id": 19,
"id": 44
},
{
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"iscrowd": 0,
"bbox": [
57,
141,
68,
23
],
"category_id": 3,
"ignore": 0,
"image_id": 19,
"id": 45
}
],
"categories": [
{
"supercategory": "none",
"id": 1,
"name": "closed_eye",
"color": "#E3170D85"
},
{
"supercategory": "none",
"id": 2,
"name": "closed_mouth",
"color": "#1E90FF85"
},
{
"supercategory": "none",
"id": 3,
"name": "open_eye",
"color": "#32CD3285"
},
{
"supercategory": "none",
"id": 4,
"name": "open_mouth",
"color": "#C0C0C085"
}
]
}

+ 14
- 1
app/api/api.py View File

@@ -69,6 +69,19 @@ def mat2base64(frame):
image = cv2.imencode('.jpg',frame)[1]
image_code = str(base64.b64encode(image))[2:-1]
return image_code
def getModelSetting(args):
import requests
url = 'https://gitee.com/JiangNoah/emc/raw/master/model.json'
r = requests.get(url)
model_dict = (r.json())["models"]
#将get_settings_status_name(args,"ModelSetting","模型版本设置")在model_dict的list中对应的status设置为true
for model in model_dict:
if model["name"] == get_settings_status_name(args,"ModelSetting","模型版本设置"):
model["status"] = True
else:
model["status"] = False
args["ModelSetting"][0]["status"] = model_dict
return args

class API:
'''本地API，供前端JS调用'''
@@ -81,7 +94,7 @@ class API:
def __init__(self):
with open(getFile("config.json"),'r',encoding='utf8')as fp:
self.args = json.load(fp)
self.args = getModelSetting(self.args)
self.net = PicoDet(
get_settings_status_name(self.args,"ModelSetting","模型版本设置"),
self.args['classfile'],


+ 10
- 4
app/api/config.json View File

@@ -2,16 +2,16 @@
"classfile": "coco_label.txt",
"img_fold": "./imgs",
"result_fold": "results",
"toggle": false,
"tip": false,
"toggle": true,
"tip": true,
"control": [
{
"name": "嘴控",
"status": true
"status": false
},
{
"name": "眼控",
"status": false
"status": true
},
{
"name": "嘴/眼控",
@@ -61,7 +61,13 @@
"status": [
{
"name": "model_1.0.onnx",
"url": "http://docs.marlene.top/demo/model/model_1.0.onnx",
"status": true
},
{
"name": "model_1.1.onnx",
"url": "http://docs.marlene.top/demo/model/model_1.1.onnx",
"status": false
}
],
"description": "目前仅有官方提供模型，可通过个性化设置进行修改",


+ 38
- 1
app/api/model/model.py View File

@@ -8,6 +8,8 @@ from tqdm import tqdm
import time
import sys
import os
import requests
from utils.utils import send_notifycation

def getFile(ruleFile):
if getattr(sys, 'frozen', False):
@@ -18,6 +20,41 @@ def getFile(ruleFile):
absPath = ''
return os.path.join(absPath,ruleFile)

def checkModel(model):
"""
【功能】检查模型是否存在
【参数】
model: str 必选,模型名称
【输入/输出】
True: 模型存在
False: 模型不存在
"""
# 先检查本地是否存在该文件模型，不存在则查看网络数据库是否存在该模型，存在则下载然后返回该模型
if not os.path.exists(getFile(model)):
send_notifycation('模型不存在，正在下载模型...')
url = 'https://gitee.com/JiangNoah/emc/raw/master/model.json'
r = requests.get(url)
model_dict = r.json()# model_dict = {models:[{'name':model,'url':url}]}
#检查是否存在该模型的name
models = model_dict["models"]
url_ = ''
for m in models:
if m["name"] == model:
url_ = m["url"]
break
if url_ == '':
send_notifycation('模型不存在')
return getFile(model)
else:
send_notifycation('模型下载中...')
r = requests.get(url_)
with open(getFile(model), 'wb') as f:
f.write(r.content)
send_notifycation('模型下载完成')
return getFile(model)
else:
return getFile(model)


class PicoDet():
def __init__(self,
@@ -36,7 +73,7 @@ class PicoDet():
[57.375, 57.12, 58.395], dtype=np.float32).reshape(1, 1, 3)
so = ort.SessionOptions()
so.log_severity_level = 3
self.net = ort.InferenceSession(getFile(model_pb_path), so)
self.net = ort.InferenceSession(checkModel(model_pb_path), so)
inputs_name = [a.name for a in self.net.get_inputs()]
inputs_shape = {
k: v.shape


BIN
app/api/model/model_1.1.onnx View File


+ 8
- 0
app/api/命令行.txt View File

@@ -0,0 +1,8 @@
python tools/train.py -c configs/picodet_xs_320_coco_lcnet.yml -o use_gpu=false --eval


python tools/export_model.py -c configs/picodet_xs_320_coco_lcnet.yml -o weights=output/picodet_xs_320_coco_lcnet/model_final.pdparams num_classes=4 --output_dir=inference_model

paddle2onnx --model_dir inference_model/picodet_xs_320_coco_lcnet --model_filename model.pdmodel --params_filename model.pdiparams --opset_version 11 --save_file picodet_xs_320_coco.onnx

python -m paddle2onnx.optimize --input_model picodet_xs_320_coco.onnx --output_model picodet_xs_processed.onnx

+ 10
- 1
app/utils/utils.py View File

@@ -1,4 +1,13 @@
import subprocess
import os,sys
def getFile(ruleFile):
if getattr(sys, 'frozen', False):
absPath = os.path.dirname(os.path.abspath(sys.executable))
elif __file__:
absPath = os.path.dirname(os.path.abspath(__file__))
else:
absPath = ''
return os.path.join(absPath,ruleFile)
def send_notifycation (content: str = '', title: str = 'New notifycation',
tip_type: str = 'None', duration: int = 3) -> None:
"""
@@ -28,4 +37,4 @@ def send_notifycation (content: str = '', title: str = 'New notifycation',
'-win', 'Hidden', '-c', '& {%s}' % (
"".join([d.get(c, c) for c in (s)]) % (
content, title, tip_type, duration))
])
])

+ 7
- 3
src/pages/Personalization/annotations.vue View File

@@ -211,6 +211,10 @@ const DrawLayerMousemove = (e) => {
}
}

const unFinished = () => {
alert('目前仅支持云端训练，且只支持手动上传数据集，后续会支持更多功能')
}

const expertAllData = async () => {
const imgData = []
let annotationData = []
@@ -235,11 +239,11 @@ const expertAllData = async () => {
}
expertData.mergeData.images = imgData
expertData.mergeData.annotations = annotationData
console.log(JSON.parse(JSON.stringify(expertData.mergeData)))
await window.pywebview.api.saveAnnotationData(expertData.annotationData, expertData.mergeData)

const toast = new ToastCreator({ message: '数据集标注结果已保存', type: 'success', duration: 1500 })
toast.createToast()
unFinished()
}

watch(
@@ -408,12 +412,12 @@ onMounted(async () => {
<div class="flex-col items-end">
<div class="btn-group">
<button class="btn hover:btn-primary" @click="expertAllData()">
<router-link to="/Personalization/train" class="flex items-center">
<router-link class="flex items-center">
<div i-mingcute-cloud-line />云端训练
</router-link>
</button>
<button class="btn hover:btn-primary" @click="expertAllData()">
<router-link to="/Personalization/train" class="flex items-center">
<router-link class="flex items-center">
<div i-mingcute-computer-line />本地训练
</router-link>
</button>


+ 2
- 6
src/pages/Personalization/index.vue View File

@@ -13,24 +13,20 @@ const { t } = useI18n()
const imgType = reactive({
name: '图片载入方式',
status: [
{
name: '不裁剪',
status: true,
},
{
name: '居中裁剪成224*224',
status: false,
},
{
name: '居中裁剪成320*320',
status: false,
status: true,
},
],
})
// 找到imgType的status为true的name
const imgTypeStatus = computed(() => {
const opt = imgType.status.find(option => option.status === true)
return opt ? opt.name : '不裁剪'
return opt ? opt.name : '居中裁剪成320*320'
})
let currentImgUrl = $ref('')
let ImgLength = $ref(0)


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