Qile commited on
Commit
cdd1dc6
1 Parent(s): 9a634ab

testing document

Browse files

Signed-off-by: Qile <43093685+GTHB317@users.noreply.github.com>

.vscode/settings.json ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ {
2
+ "git.ignoreLimitWarning": true
3
+ }
Bacteria-Classifier.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:94c16267f2998b50cc34a00fc06d9ac0a05faf89486565b1d135bd535182f689
3
+ size 103711843
Clostridium.perfringens_sample.png ADDED
Fusobacterium_sample.png ADDED
Veionella_sample.png ADDED
bacTest.ipynb ADDED
@@ -0,0 +1,322 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "cells": [
3
+ {
4
+ "cell_type": "code",
5
+ "execution_count": 3,
6
+ "metadata": {},
7
+ "outputs": [],
8
+ "source": [
9
+ "#|default_exp app"
10
+ ]
11
+ },
12
+ {
13
+ "cell_type": "markdown",
14
+ "metadata": {},
15
+ "source": [
16
+ "# Gram stained bacteria Classifier"
17
+ ]
18
+ },
19
+ {
20
+ "cell_type": "code",
21
+ "execution_count": 4,
22
+ "metadata": {},
23
+ "outputs": [],
24
+ "source": [
25
+ "#|export\n",
26
+ "from fastai.vision.all import *\n",
27
+ "import gradio as gr\n",
28
+ "\n",
29
+ "#def which_bacteria(x): return x[0].isupper"
30
+ ]
31
+ },
32
+ {
33
+ "cell_type": "code",
34
+ "execution_count": 5,
35
+ "metadata": {},
36
+ "outputs": [
37
+ {
38
+ "data": {
39
+ "image/png": "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",
40
+ "text/plain": [
41
+ "PILImage mode=RGB size=224x224"
42
+ ]
43
+ },
44
+ "execution_count": 5,
45
+ "metadata": {},
46
+ "output_type": "execute_result"
47
+ }
48
+ ],
49
+ "source": [
50
+ "im = PILImage.create('Veionella_sample.png')\n",
51
+ "im.thumbnail((244,244))\n",
52
+ "im"
53
+ ]
54
+ },
55
+ {
56
+ "cell_type": "code",
57
+ "execution_count": 16,
58
+ "metadata": {},
59
+ "outputs": [],
60
+ "source": [
61
+ "#this is only for local windows devices\n",
62
+ "import pathlib\n",
63
+ "temp = pathlib.PosixPath\n",
64
+ "pathlib.PosixPath = pathlib.WindowsPath"
65
+ ]
66
+ },
67
+ {
68
+ "cell_type": "code",
69
+ "execution_count": 17,
70
+ "metadata": {},
71
+ "outputs": [],
72
+ "source": [
73
+ "#|export\n",
74
+ "learn = load_learner('Bacteria-Classifier.pkl')"
75
+ ]
76
+ },
77
+ {
78
+ "cell_type": "code",
79
+ "execution_count": 18,
80
+ "metadata": {},
81
+ "outputs": [
82
+ {
83
+ "data": {
84
+ "text/html": [
85
+ "\n",
86
+ "<style>\n",
87
+ " /* Turns off some styling */\n",
88
+ " progress {\n",
89
+ " /* gets rid of default border in Firefox and Opera. */\n",
90
+ " border: none;\n",
91
+ " /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
92
+ " background-size: auto;\n",
93
+ " }\n",
94
+ " .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
95
+ " background: #F44336;\n",
96
+ " }\n",
97
+ "</style>\n"
98
+ ],
99
+ "text/plain": [
100
+ "<IPython.core.display.HTML object>"
101
+ ]
102
+ },
103
+ "metadata": {},
104
+ "output_type": "display_data"
105
+ },
106
+ {
107
+ "data": {
108
+ "text/html": [],
109
+ "text/plain": [
110
+ "<IPython.core.display.HTML object>"
111
+ ]
112
+ },
113
+ "metadata": {},
114
+ "output_type": "display_data"
115
+ },
116
+ {
117
+ "data": {
118
+ "text/plain": [
119
+ "('Veionella',\n",
120
+ " TensorBase(32),\n",
121
+ " TensorBase([2.8252e-10, 4.4268e-10, 1.7102e-08, 3.9701e-09, 2.0528e-10, 3.6430e-10,\n",
122
+ " 3.3014e-10, 4.0905e-12, 2.0536e-09, 4.4373e-09, 1.8908e-09, 2.7296e-09,\n",
123
+ " 2.0407e-09, 4.2650e-09, 1.9036e-11, 1.4979e-11, 3.7114e-10, 7.3161e-10,\n",
124
+ " 1.5772e-11, 3.7359e-10, 1.5850e-12, 7.8666e-10, 3.6061e-09, 1.3573e-10,\n",
125
+ " 2.5014e-12, 6.7269e-10, 7.9661e-11, 2.8282e-10, 1.6020e-10, 4.3308e-12,\n",
126
+ " 3.5873e-12, 2.6547e-07, 1.0000e+00]))"
127
+ ]
128
+ },
129
+ "execution_count": 18,
130
+ "metadata": {},
131
+ "output_type": "execute_result"
132
+ }
133
+ ],
134
+ "source": [
135
+ "learn.predict(im)"
136
+ ]
137
+ },
138
+ {
139
+ "cell_type": "code",
140
+ "execution_count": 19,
141
+ "metadata": {},
142
+ "outputs": [],
143
+ "source": [
144
+ "#|export\n",
145
+ "categories = ('Acinetobacter.baumanii',\n",
146
+ "'Actinetobacter.israeli',\n",
147
+ "'Bacteroides.fragilis',\n",
148
+ "'Bifidobacterium.spp',\n",
149
+ "'Candida.albicans',\n",
150
+ "'Clostridium.perfringens',\n",
151
+ "'Enterococcus.faecalis',\n",
152
+ "'Enterococcus.faecium',\n",
153
+ "'Escherichia.coli',\n",
154
+ "'Fusobacterium',\n",
155
+ "'Lactobacillus.casei',\n",
156
+ "'Lactobacillus.crispatus',\n",
157
+ "'Lactobacillus.delbrueckii',\n",
158
+ "'Lactobacillus.gasseri',\n",
159
+ "'Lactobacillus.jehnsenii',\n",
160
+ "'Lactobacillus.johnsonii',\n",
161
+ "'Lactobacillus.paracasei',\n",
162
+ "'Lactobacillus.plantarum',\n",
163
+ "'Lactobacillus.reuteri',\n",
164
+ "'Lactobacillus.rhamnosus',\n",
165
+ "'Lactobacillus.salivarius',\n",
166
+ "'Listeria.monocytogenes',\n",
167
+ "'Micrococcus.spp',\n",
168
+ "'Neisseria.gonorrhoeae',\n",
169
+ "'Porfyromonas.gingivalis',\n",
170
+ "'Propionibacterium.acnes',\n",
171
+ "'Proteus',\n",
172
+ "'Pseudomonas.aeruginosa',\n",
173
+ "'Staphylococcus.aureus',\n",
174
+ "'Staphylococcus.epidermidis',\n",
175
+ "'Staphylococcus.saprophiticus',\n",
176
+ "'Streptococcus.agalactiae',\n",
177
+ "'Veionella')\n",
178
+ "\n",
179
+ "def classify_image(img):\n",
180
+ " pred,idx,probs = learn.predict(img)\n",
181
+ " return dict(zip(categories,map(float,probs)))"
182
+ ]
183
+ },
184
+ {
185
+ "cell_type": "code",
186
+ "execution_count": 20,
187
+ "metadata": {},
188
+ "outputs": [
189
+ {
190
+ "data": {
191
+ "text/html": [
192
+ "\n",
193
+ "<style>\n",
194
+ " /* Turns off some styling */\n",
195
+ " progress {\n",
196
+ " /* gets rid of default border in Firefox and Opera. */\n",
197
+ " border: none;\n",
198
+ " /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
199
+ " background-size: auto;\n",
200
+ " }\n",
201
+ " .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
202
+ " background: #F44336;\n",
203
+ " }\n",
204
+ "</style>\n"
205
+ ],
206
+ "text/plain": [
207
+ "<IPython.core.display.HTML object>"
208
+ ]
209
+ },
210
+ "metadata": {},
211
+ "output_type": "display_data"
212
+ },
213
+ {
214
+ "data": {
215
+ "text/html": [],
216
+ "text/plain": [
217
+ "<IPython.core.display.HTML object>"
218
+ ]
219
+ },
220
+ "metadata": {},
221
+ "output_type": "display_data"
222
+ },
223
+ {
224
+ "data": {
225
+ "text/plain": [
226
+ "{'Acinetobacter.baumanii': 2.8252464256972587e-10,\n",
227
+ " 'Actinetobacter.israeli': 4.4268086418775e-10,\n",
228
+ " 'Bacteroides.fragilis': 1.710155572709482e-08,\n",
229
+ " 'Bifidobacterium.spp': 3.970113127138575e-09,\n",
230
+ " 'Candida.albicans': 2.0527600452791006e-10,\n",
231
+ " 'Clostridium.perfringens': 3.643012003173851e-10,\n",
232
+ " 'Enterococcus.faecalis': 3.3014477263115793e-10,\n",
233
+ " 'Enterococcus.faecium': 4.090495303588071e-12,\n",
234
+ " 'Escherichia.coli': 2.0535835254520407e-09,\n",
235
+ " 'Fusobacterium': 4.437259448764053e-09,\n",
236
+ " 'Lactobacillus.casei': 1.890767542533922e-09,\n",
237
+ " 'Lactobacillus.crispatus': 2.7296105375995694e-09,\n",
238
+ " 'Lactobacillus.delbrueckii': 2.0407333600758193e-09,\n",
239
+ " 'Lactobacillus.gasseri': 4.264959940769586e-09,\n",
240
+ " 'Lactobacillus.jehnsenii': 1.9036478990375194e-11,\n",
241
+ " 'Lactobacillus.johnsonii': 1.497905618985662e-11,\n",
242
+ " 'Lactobacillus.paracasei': 3.71142921951062e-10,\n",
243
+ " 'Lactobacillus.plantarum': 7.31609328674665e-10,\n",
244
+ " 'Lactobacillus.reuteri': 1.5771986147661288e-11,\n",
245
+ " 'Lactobacillus.rhamnosus': 3.7358680038401815e-10,\n",
246
+ " 'Lactobacillus.salivarius': 1.5850115274093635e-12,\n",
247
+ " 'Listeria.monocytogenes': 7.866587936611324e-10,\n",
248
+ " 'Micrococcus.spp': 3.606138498923883e-09,\n",
249
+ " 'Neisseria.gonorrhoeae': 1.357254864053914e-10,\n",
250
+ " 'Porfyromonas.gingivalis': 2.5014424125807677e-12,\n",
251
+ " 'Propionibacterium.acnes': 6.726929568934281e-10,\n",
252
+ " 'Proteus': 7.966055592945054e-11,\n",
253
+ " 'Pseudomonas.aeruginosa': 2.8282065578366655e-10,\n",
254
+ " 'Staphylococcus.aureus': 1.601954124907934e-10,\n",
255
+ " 'Staphylococcus.epidermidis': 4.330827797077719e-12,\n",
256
+ " 'Staphylococcus.saprophiticus': 3.5873018965071335e-12,\n",
257
+ " 'Streptococcus.agalactiae': 2.6546774734015344e-07,\n",
258
+ " 'Veionella': 0.9999997615814209}"
259
+ ]
260
+ },
261
+ "execution_count": 20,
262
+ "metadata": {},
263
+ "output_type": "execute_result"
264
+ }
265
+ ],
266
+ "source": [
267
+ "classify_image(im)"
268
+ ]
269
+ },
270
+ {
271
+ "cell_type": "code",
272
+ "execution_count": null,
273
+ "metadata": {},
274
+ "outputs": [],
275
+ "source": [
276
+ "#|export\n",
277
+ "image = gr.inputs.Image(shape=(244,244))\n",
278
+ "label = gr.outputs.Label(3)\n",
279
+ "examples = ['Fusobacterium_sample.png','Veionella_sample.png','Clostridium.perfringens_sample.png']\n",
280
+ "\n",
281
+ "intf = gr.Interface(fn=classify_image,inputs=image,outputs=label, examples=examples)\n",
282
+ "intf.launch(inline=False)"
283
+ ]
284
+ },
285
+ {
286
+ "cell_type": "code",
287
+ "execution_count": null,
288
+ "metadata": {},
289
+ "outputs": [],
290
+ "source": [
291
+ "#unfinished"
292
+ ]
293
+ }
294
+ ],
295
+ "metadata": {
296
+ "kernelspec": {
297
+ "display_name": "Python 3.10.4 64-bit",
298
+ "language": "python",
299
+ "name": "python3"
300
+ },
301
+ "language_info": {
302
+ "codemirror_mode": {
303
+ "name": "ipython",
304
+ "version": 3
305
+ },
306
+ "file_extension": ".py",
307
+ "mimetype": "text/x-python",
308
+ "name": "python",
309
+ "nbconvert_exporter": "python",
310
+ "pygments_lexer": "ipython3",
311
+ "version": "3.10.4"
312
+ },
313
+ "orig_nbformat": 4,
314
+ "vscode": {
315
+ "interpreter": {
316
+ "hash": "312045ba5e5a6a9a08f4672e5822768f560e43e6c2bacc494642d7a690b8d863"
317
+ }
318
+ }
319
+ },
320
+ "nbformat": 4,
321
+ "nbformat_minor": 2
322
+ }