mirror of
https://github.com/gradio-app/gradio.git
synced 2024-12-09 02:00:44 +08:00
Adding documentation
This commit is contained in:
Abubakar Abid
parent
d76c9b6fa1
commit
606d11b308
@ -1,5 +1,12 @@
|
|||||||
{
|
{
|
||||||
"cells": [
|
"cells": [
|
||||||
|
{
|
||||||
|
"cell_type": "markdown",
|
||||||
|
"metadata": {},
|
||||||
|
"source": [
|
||||||
|
"# Load the Model"
|
||||||
|
]
|
||||||
|
},
|
||||||
{
|
{
|
||||||
"cell_type": "code",
|
"cell_type": "code",
|
||||||
"execution_count": 1,
|
"execution_count": 1,
|
||||||
@ -23,11 +30,317 @@
|
|||||||
"model = tf.keras.applications.inception_v3.InceptionV3()"
|
"model = tf.keras.applications.inception_v3.InceptionV3()"
|
||||||
]
|
]
|
||||||
},
|
},
|
||||||
|
{
|
||||||
|
"cell_type": "markdown",
|
||||||
|
"metadata": {},
|
||||||
|
"source": [
|
||||||
|
"# Feed An Image Into the Model Manually"
|
||||||
|
]
|
||||||
|
},
|
||||||
{
|
{
|
||||||
"cell_type": "code",
|
"cell_type": "code",
|
||||||
"execution_count": 3,
|
"execution_count": 3,
|
||||||
"metadata": {},
|
"metadata": {},
|
||||||
"outputs": [],
|
"outputs": [],
|
||||||
|
"source": [
|
||||||
|
"from PIL import Image\n",
|
||||||
|
"import requests\n",
|
||||||
|
"from io import BytesIO\n",
|
||||||
|
"\n",
|
||||||
|
"url = 'https://nationalzoo.si.edu/sites/default/files/animals/cheetah-004.jpg'\n",
|
||||||
|
"\n",
|
||||||
|
"response = requests.get(url)\n",
|
||||||
|
"img = Image.open(BytesIO(response.content))\n",
|
||||||
|
"\n",
|
||||||
|
"# resize the image into an array that the model can accept\n",
|
||||||
|
"img = np.array(img.resize((299, 299))).reshape((1, 299, 299, 3))\n",
|
||||||
|
"\n",
|
||||||
|
"# scale the image and do other preprocessing\n",
|
||||||
|
"img = img/255"
|
||||||
|
]
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"cell_type": "code",
|
||||||
|
"execution_count": 13,
|
||||||
|
"metadata": {},
|
||||||
|
"outputs": [
|
||||||
|
{
|
||||||
|
"data": {
|
||||||
|
"text/plain": [
|
||||||
|
"array([[2.87348394e-05, 3.31625670e-05, 2.48761153e-05, 2.91672295e-05,\n",
|
||||||
|
" 1.58476214e-05, 2.04349963e-05, 2.29794769e-05, 2.98258401e-05,\n",
|
||||||
|
" 7.79210823e-05, 1.14480768e-04, 4.18152449e-05, 5.98102342e-05,\n",
|
||||||
|
" 8.04319134e-05, 1.35788669e-05, 3.69409063e-05, 2.70363416e-05,\n",
|
||||||
|
" 4.31931585e-05, 2.60745201e-05, 5.94786252e-05, 4.99271664e-05,\n",
|
||||||
|
" 2.43047725e-05, 1.30793895e-04, 4.14417882e-05, 2.70148976e-05,\n",
|
||||||
|
" 4.10587854e-05, 6.58849458e-05, 3.18542261e-05, 2.28214885e-05,\n",
|
||||||
|
" 4.62773096e-05, 2.48329743e-05, 2.42654005e-05, 2.44440125e-05,\n",
|
||||||
|
" 4.15933137e-05, 2.09003556e-05, 1.59764550e-05, 1.34925976e-05,\n",
|
||||||
|
" 5.11476246e-05, 3.04547921e-05, 5.38403292e-05, 2.52995142e-05,\n",
|
||||||
|
" 2.60678062e-05, 1.34934933e-04, 5.17043627e-05, 1.98286180e-05,\n",
|
||||||
|
" 1.71139363e-05, 1.33584617e-04, 3.85650528e-05, 4.20200013e-05,\n",
|
||||||
|
" 4.11127767e-05, 4.81091338e-05, 2.95333430e-05, 1.35418804e-05,\n",
|
||||||
|
" 2.56965777e-05, 3.57028839e-05, 3.47831883e-05, 1.86437192e-05,\n",
|
||||||
|
" 2.68215954e-05, 3.62955325e-05, 3.25360379e-05, 2.10378585e-05,\n",
|
||||||
|
" 5.16176551e-05, 1.74321522e-05, 1.70013354e-05, 3.05602764e-04,\n",
|
||||||
|
" 2.08724887e-05, 4.20338292e-05, 3.24174725e-05, 5.40788969e-05,\n",
|
||||||
|
" 3.05910835e-05, 3.09062816e-05, 3.70780981e-05, 5.52072815e-05,\n",
|
||||||
|
" 5.70952288e-05, 9.20407110e-05, 7.28778541e-05, 7.14581111e-05,\n",
|
||||||
|
" 1.53447272e-05, 8.25692987e-05, 1.66468253e-05, 3.68028523e-05,\n",
|
||||||
|
" 3.37601887e-05, 6.55732729e-05, 7.85594093e-05, 1.06584033e-04,\n",
|
||||||
|
" 2.29202069e-05, 8.09206249e-05, 9.53404306e-05, 3.45181325e-05,\n",
|
||||||
|
" 4.02693950e-05, 4.56266353e-05, 2.36524411e-05, 3.45649423e-05,\n",
|
||||||
|
" 2.90476983e-05, 4.14484311e-05, 6.00201092e-05, 2.55004470e-05,\n",
|
||||||
|
" 2.67037540e-05, 4.19789467e-05, 1.82741569e-05, 3.19312676e-05,\n",
|
||||||
|
" 2.70542678e-05, 5.47103627e-05, 3.11060867e-05, 1.23055879e-05,\n",
|
||||||
|
" 2.46065429e-05, 1.89571019e-05, 6.07315133e-06, 2.28815934e-05,\n",
|
||||||
|
" 2.02425854e-05, 4.30371547e-05, 4.66785350e-05, 2.23741263e-05,\n",
|
||||||
|
" 5.11738763e-05, 1.96830188e-05, 6.12578588e-05, 3.12303055e-05,\n",
|
||||||
|
" 2.31823124e-05, 3.49025431e-05, 4.09512031e-05, 3.99867422e-05,\n",
|
||||||
|
" 2.12125287e-05, 4.49290274e-05, 4.11992005e-05, 2.76286501e-05,\n",
|
||||||
|
" 5.41073750e-05, 2.77385552e-05, 1.73709468e-05, 7.04166450e-05,\n",
|
||||||
|
" 4.19379321e-05, 1.01846208e-05, 5.60213484e-05, 1.86260368e-05,\n",
|
||||||
|
" 2.41570415e-05, 2.32356997e-05, 3.61526509e-05, 3.48804824e-05,\n",
|
||||||
|
" 3.82888429e-05, 1.91788040e-05, 2.66903371e-05, 2.22696453e-05,\n",
|
||||||
|
" 8.82827590e-05, 5.88142175e-05, 4.24889695e-05, 1.39571493e-05,\n",
|
||||||
|
" 2.34105919e-05, 9.14792054e-06, 2.38255616e-05, 2.36884007e-05,\n",
|
||||||
|
" 4.16137882e-05, 2.61921778e-05, 9.35538628e-06, 4.06456202e-05,\n",
|
||||||
|
" 5.00514470e-05, 5.93220975e-05, 4.06428662e-05, 4.57445349e-05,\n",
|
||||||
|
" 9.33669071e-05, 6.87131251e-05, 6.56917036e-05, 1.63057150e-04,\n",
|
||||||
|
" 2.07711382e-05, 3.40171828e-05, 5.25352189e-05, 7.87169774e-05,\n",
|
||||||
|
" 2.05707147e-05, 2.78320695e-05, 6.96952338e-05, 5.21129659e-05,\n",
|
||||||
|
" 7.22707264e-05, 1.92875741e-05, 2.23326842e-05, 1.34510556e-04,\n",
|
||||||
|
" 2.18944042e-05, 2.92327531e-05, 3.70465386e-05, 5.92614815e-05,\n",
|
||||||
|
" 1.72934742e-05, 1.91587696e-05, 2.92312779e-05, 2.92381355e-05,\n",
|
||||||
|
" 3.74670744e-05, 1.88971571e-05, 8.49900607e-05, 4.99997332e-05,\n",
|
||||||
|
" 1.66820264e-05, 7.92418869e-05, 7.79421171e-05, 3.04292171e-05,\n",
|
||||||
|
" 1.57136732e-04, 7.85228622e-05, 7.21035758e-05, 1.09024957e-04,\n",
|
||||||
|
" 4.36982591e-05, 2.41748094e-05, 6.00040876e-05, 2.53325179e-05,\n",
|
||||||
|
" 1.18568069e-05, 2.16146182e-05, 1.14633331e-05, 2.29929574e-05,\n",
|
||||||
|
" 4.85876917e-05, 2.81516332e-05, 5.11928120e-05, 2.46606432e-05,\n",
|
||||||
|
" 2.56997391e-05, 3.24740686e-05, 6.63395913e-05, 5.39563443e-05,\n",
|
||||||
|
" 7.46768637e-05, 1.44902097e-05, 6.21178260e-05, 7.94990920e-05,\n",
|
||||||
|
" 5.26915173e-05, 2.44574185e-05, 4.84968186e-05, 5.58190695e-05,\n",
|
||||||
|
" 6.10985153e-05, 3.27518101e-05, 4.99396410e-05, 4.66030106e-05,\n",
|
||||||
|
" 4.85124510e-05, 4.44747529e-05, 8.11594291e-05, 5.17867738e-05,\n",
|
||||||
|
" 3.27908747e-05, 5.72784738e-05, 3.77279248e-05, 2.79495016e-05,\n",
|
||||||
|
" 1.14093185e-04, 3.22306660e-05, 6.37761405e-05, 4.70271916e-05,\n",
|
||||||
|
" 5.12053120e-05, 3.55333796e-05, 4.20222823e-05, 7.67037345e-05,\n",
|
||||||
|
" 6.28583803e-05, 5.06723591e-05, 1.65470137e-05, 8.55832404e-05,\n",
|
||||||
|
" 9.10326271e-05, 4.44190991e-05, 2.66823718e-05, 4.90651146e-05,\n",
|
||||||
|
" 3.16314836e-05, 1.70037019e-05, 2.22507952e-05, 3.08026210e-05,\n",
|
||||||
|
" 2.92006262e-05, 5.21812508e-05, 2.88916035e-05, 3.42814019e-04,\n",
|
||||||
|
" 3.08394483e-05, 3.21107982e-05, 5.83832407e-05, 3.17412378e-05,\n",
|
||||||
|
" 4.86168028e-05, 3.69986228e-05, 7.35939539e-05, 1.01651509e-04,\n",
|
||||||
|
" 6.33892123e-05, 1.16707757e-04, 4.40528347e-05, 7.76190718e-05,\n",
|
||||||
|
" 4.07124644e-05, 3.60297745e-05, 3.41399682e-05, 3.80674792e-05,\n",
|
||||||
|
" 2.62926351e-05, 6.99426528e-05, 4.08917695e-05, 6.30973009e-05,\n",
|
||||||
|
" 1.36613016e-04, 6.11745490e-05, 4.07748266e-05, 4.84085140e-05,\n",
|
||||||
|
" 3.05555557e-04, 1.16628311e-04, 6.46469707e-05, 8.43134148e-06,\n",
|
||||||
|
" 5.46161064e-05, 2.23031002e-05, 6.53090974e-05, 2.36686647e-05,\n",
|
||||||
|
" 1.82996901e-05, 1.40099131e-04, 5.82382090e-05, 4.51421191e-04,\n",
|
||||||
|
" 2.13040854e-03, 4.35033289e-04, 5.41022397e-04, 1.60870492e-04,\n",
|
||||||
|
" 4.68313883e-05, 9.54939544e-01, 3.10988798e-05, 3.05654467e-05,\n",
|
||||||
|
" 3.23688837e-05, 2.17403522e-05, 3.35242439e-05, 5.57901185e-05,\n",
|
||||||
|
" 3.60432459e-05, 2.85484166e-05, 3.54308868e-05, 2.04342177e-05,\n",
|
||||||
|
" 5.79034349e-05, 8.77326820e-05, 5.87764771e-05, 7.48893217e-05,\n",
|
||||||
|
" 3.75710188e-05, 6.65013722e-05, 3.93841146e-05, 4.30815053e-05,\n",
|
||||||
|
" 3.90250025e-05, 2.49465302e-05, 6.32623924e-05, 2.82751062e-05,\n",
|
||||||
|
" 4.39944779e-05, 2.91896849e-05, 6.09816307e-05, 3.73154508e-05,\n",
|
||||||
|
" 2.32816583e-05, 3.47097885e-05, 2.34287490e-05, 3.12690463e-05,\n",
|
||||||
|
" 3.78116711e-05, 2.44250441e-05, 5.76958992e-05, 1.89158709e-05,\n",
|
||||||
|
" 3.32920463e-05, 7.67280217e-05, 3.95814968e-05, 1.52310495e-05,\n",
|
||||||
|
" 2.03246800e-05, 2.73730711e-05, 1.54649297e-05, 4.58700415e-05,\n",
|
||||||
|
" 9.81626581e-05, 1.53429410e-05, 1.71078354e-05, 2.43297018e-05,\n",
|
||||||
|
" 7.51380576e-05, 1.96585552e-05, 1.77083912e-05, 3.09253592e-05,\n",
|
||||||
|
" 2.97734059e-05, 2.21605824e-05, 2.90767166e-05, 1.85748777e-05,\n",
|
||||||
|
" 4.97450383e-05, 1.88307531e-05, 1.19116285e-05, 7.33295456e-05,\n",
|
||||||
|
" 6.87958745e-05, 3.93158378e-04, 2.31156846e-05, 2.53631715e-05,\n",
|
||||||
|
" 1.65625333e-05, 1.65534693e-05, 4.20270917e-05, 3.63402833e-05,\n",
|
||||||
|
" 4.49393556e-05, 2.52205973e-05, 3.12724478e-05, 2.30503265e-05,\n",
|
||||||
|
" 2.50303183e-05, 7.02027774e-06, 3.39574144e-05, 2.14463907e-05,\n",
|
||||||
|
" 6.73558243e-05, 2.93099947e-05, 4.04911734e-05, 1.33556852e-04,\n",
|
||||||
|
" 3.94189883e-05, 9.10259332e-05, 3.55042503e-05, 1.96132933e-05,\n",
|
||||||
|
" 2.23557199e-05, 1.78663686e-05, 2.76167684e-05, 2.52928312e-05,\n",
|
||||||
|
" 2.53802773e-05, 1.75146706e-05, 3.04427449e-05, 3.05658868e-05,\n",
|
||||||
|
" 2.93310241e-05, 3.47113091e-05, 3.17042395e-05, 4.88488004e-05,\n",
|
||||||
|
" 5.35136824e-05, 1.63490895e-05, 3.07410519e-05, 2.58094551e-05,\n",
|
||||||
|
" 1.68334973e-05, 2.69737084e-05, 1.76451395e-05, 8.72271194e-05,\n",
|
||||||
|
" 4.76380628e-05, 6.58142962e-05, 4.99944399e-05, 3.69260088e-05,\n",
|
||||||
|
" 1.29387572e-05, 4.35098846e-05, 3.55075354e-05, 5.56325867e-05,\n",
|
||||||
|
" 3.39463732e-05, 4.18462005e-05, 2.19590602e-05, 2.19191188e-05,\n",
|
||||||
|
" 1.31938330e-04, 4.50956250e-05, 5.07826589e-05, 4.17550691e-05,\n",
|
||||||
|
" 7.16164577e-05, 3.72835784e-05, 2.07126468e-05, 4.95999884e-05,\n",
|
||||||
|
" 2.19804733e-05, 3.38278987e-05, 3.40998122e-05, 2.76599694e-05,\n",
|
||||||
|
" 5.85454873e-05, 2.18334353e-05, 3.34332472e-05, 4.01523976e-05,\n",
|
||||||
|
" 4.58525028e-05, 3.80572783e-05, 1.40437096e-05, 2.83117733e-05,\n",
|
||||||
|
" 4.42011333e-05, 1.78016035e-05, 1.94806598e-05, 1.90080063e-05,\n",
|
||||||
|
" 6.83374310e-05, 3.57353092e-05, 2.33811606e-05, 2.66535317e-05,\n",
|
||||||
|
" 5.60822373e-05, 2.42737551e-05, 2.61371079e-05, 2.67774813e-05,\n",
|
||||||
|
" 1.90776718e-05, 1.29542277e-05, 2.81340526e-05, 1.97947316e-04,\n",
|
||||||
|
" 4.21368532e-05, 2.00126105e-05, 3.13872697e-05, 5.18013985e-05,\n",
|
||||||
|
" 4.06897962e-05, 5.17138833e-05, 1.88349750e-05, 4.25781291e-05,\n",
|
||||||
|
" 2.22635099e-05, 2.73323512e-05, 3.70964553e-05, 1.27892481e-05,\n",
|
||||||
|
" 2.74279973e-05, 9.07500435e-05, 4.62964235e-05, 2.69962766e-05,\n",
|
||||||
|
" 2.29480265e-05, 3.62087230e-05, 9.92782880e-05, 7.58480746e-05,\n",
|
||||||
|
" 2.73580899e-05, 3.78854857e-05, 1.52056227e-05, 4.57414790e-05,\n",
|
||||||
|
" 2.05655360e-05, 3.76061143e-05, 4.05851133e-05, 4.74572698e-05,\n",
|
||||||
|
" 5.02792682e-05, 2.73430123e-05, 1.88959839e-05, 3.63449617e-05,\n",
|
||||||
|
" 8.58449785e-05, 4.83370568e-05, 2.29676662e-05, 1.39783297e-05,\n",
|
||||||
|
" 3.00153624e-05, 9.30200713e-06, 2.98171090e-05, 4.02061924e-05,\n",
|
||||||
|
" 4.37480085e-05, 2.40602913e-05, 3.97164113e-05, 3.02438275e-05,\n",
|
||||||
|
" 3.59209807e-05, 2.26508218e-05, 8.11787104e-05, 4.59786570e-05,\n",
|
||||||
|
" 3.35251389e-05, 4.65675585e-05, 7.03359765e-05, 3.02757162e-05,\n",
|
||||||
|
" 1.55114576e-05, 2.08013098e-05, 3.21109837e-05, 3.39043763e-05,\n",
|
||||||
|
" 3.69621230e-05, 4.77702197e-05, 2.04758471e-05, 4.22765661e-05,\n",
|
||||||
|
" 1.94308050e-05, 7.30149040e-05, 1.79527942e-05, 2.80337772e-05,\n",
|
||||||
|
" 4.05040737e-05, 3.21173502e-05, 3.44566943e-05, 4.53288958e-05,\n",
|
||||||
|
" 1.00638936e-05, 9.34529671e-05, 3.09277821e-05, 2.75657203e-05,\n",
|
||||||
|
" 7.13371846e-05, 4.78991387e-05, 1.97249592e-05, 2.87434432e-05,\n",
|
||||||
|
" 3.84232007e-05, 3.48397916e-05, 6.53180105e-05, 4.45334517e-05,\n",
|
||||||
|
" 4.27828672e-05, 2.16301651e-05, 6.91576715e-05, 7.24355050e-05,\n",
|
||||||
|
" 1.77990405e-05, 2.19066005e-05, 4.36122064e-05, 1.95597968e-05,\n",
|
||||||
|
" 1.43805864e-05, 3.36158046e-05, 3.29781979e-05, 2.36990436e-05,\n",
|
||||||
|
" 3.80291931e-05, 2.94673118e-05, 5.39072244e-05, 1.34538832e-05,\n",
|
||||||
|
" 4.52095228e-05, 2.56473413e-05, 4.88241676e-05, 3.79534722e-05,\n",
|
||||||
|
" 9.00277664e-05, 2.71920580e-05, 1.99786864e-05, 4.11888686e-05,\n",
|
||||||
|
" 2.08715737e-05, 3.21811240e-05, 3.77245779e-05, 3.90776258e-05,\n",
|
||||||
|
" 5.72720819e-05, 2.28592144e-05, 8.38642154e-05, 7.11378598e-05,\n",
|
||||||
|
" 7.47661543e-05, 2.76085266e-05, 2.37599397e-05, 2.74038648e-05,\n",
|
||||||
|
" 1.96829624e-05, 2.75633538e-05, 1.81687465e-05, 1.65650599e-05,\n",
|
||||||
|
" 1.66132322e-05, 1.77653765e-05, 1.31694123e-05, 4.40269687e-05,\n",
|
||||||
|
" 5.24848438e-05, 7.23133689e-06, 6.08247465e-05, 4.91629107e-05,\n",
|
||||||
|
" 2.79622727e-05, 3.83454862e-05, 3.14143108e-05, 7.62736527e-05,\n",
|
||||||
|
" 7.78079848e-05, 3.67796965e-05, 2.58853524e-05, 2.09938262e-05,\n",
|
||||||
|
" 6.02522668e-05, 2.05882207e-05, 5.41717600e-05, 2.36419546e-05,\n",
|
||||||
|
" 2.47464232e-05, 2.56587409e-05, 4.29635875e-05, 2.33233714e-05,\n",
|
||||||
|
" 2.72860962e-05, 1.83634984e-05, 3.15190737e-05, 3.37215424e-05,\n",
|
||||||
|
" 4.02502737e-05, 4.96676294e-05, 3.87466462e-05, 4.78446273e-05,\n",
|
||||||
|
" 1.86023553e-05, 1.04718667e-04, 3.17602207e-05, 9.92937275e-05,\n",
|
||||||
|
" 2.01554867e-04, 3.02287735e-05, 3.60458944e-05, 2.53110029e-05,\n",
|
||||||
|
" 2.71016797e-05, 4.33302957e-05, 1.72166110e-05, 2.25411804e-05,\n",
|
||||||
|
" 2.48068172e-05, 5.14635103e-05, 1.58837247e-05, 1.93799478e-05,\n",
|
||||||
|
" 1.45588992e-05, 4.06311265e-05, 9.53586550e-06, 4.33395144e-05,\n",
|
||||||
|
" 6.12365402e-05, 4.95142558e-05, 5.42290290e-05, 3.97067161e-05,\n",
|
||||||
|
" 9.20145976e-06, 5.19714195e-05, 5.91691532e-05, 7.11168977e-05,\n",
|
||||||
|
" 1.74283286e-05, 1.11089117e-04, 3.03591587e-05, 6.13862794e-05,\n",
|
||||||
|
" 4.03964805e-05, 3.48730646e-05, 4.12873851e-05, 3.63344952e-05,\n",
|
||||||
|
" 9.57763186e-05, 5.08481317e-05, 2.18448913e-05, 2.55160630e-05,\n",
|
||||||
|
" 2.60871548e-05, 2.94701222e-05, 3.19013780e-05, 4.27702980e-05,\n",
|
||||||
|
" 3.36178891e-05, 5.91083517e-05, 4.76461501e-05, 2.87710882e-05,\n",
|
||||||
|
" 7.71013802e-05, 3.33449207e-05, 3.10998585e-05, 2.31554441e-05,\n",
|
||||||
|
" 7.88360558e-05, 4.88579790e-05, 4.79332739e-05, 6.66515261e-05,\n",
|
||||||
|
" 2.80267468e-05, 3.95161696e-05, 2.19156900e-05, 4.22459379e-05,\n",
|
||||||
|
" 2.90575063e-05, 3.46283523e-05, 4.19461721e-05, 4.79287955e-05,\n",
|
||||||
|
" 4.88870210e-05, 6.30793729e-05, 6.10515781e-05, 7.35698122e-05,\n",
|
||||||
|
" 4.14108945e-05, 2.09264635e-05, 2.75761595e-05, 2.45826413e-05,\n",
|
||||||
|
" 1.17834075e-04, 2.33378105e-05, 2.12311697e-05, 2.49118675e-05,\n",
|
||||||
|
" 1.44527812e-05, 7.47653685e-05, 2.85598799e-05, 4.30836189e-06,\n",
|
||||||
|
" 4.16856419e-05, 6.70859372e-05, 2.27318233e-05, 2.34566724e-05,\n",
|
||||||
|
" 2.86041468e-05, 3.12322700e-05, 4.20835640e-05, 2.88782139e-05,\n",
|
||||||
|
" 2.12479808e-05, 2.67499399e-05, 4.26801307e-05, 3.50373411e-05,\n",
|
||||||
|
" 1.14289542e-04, 2.39087785e-05, 2.87024377e-05, 5.50144468e-05,\n",
|
||||||
|
" 1.25675524e-05, 8.60681976e-05, 5.79822372e-05, 2.25609238e-05,\n",
|
||||||
|
" 1.58922521e-05, 5.59906366e-05, 5.47513882e-05, 3.99525888e-05,\n",
|
||||||
|
" 4.46637750e-05, 3.12694647e-05, 4.69786464e-05, 7.30282045e-05,\n",
|
||||||
|
" 3.32598356e-05, 3.93198643e-05, 2.98816431e-05, 4.68274120e-05,\n",
|
||||||
|
" 3.85413005e-05, 2.63213096e-05, 7.29164458e-05, 1.51059212e-05,\n",
|
||||||
|
" 1.73022017e-05, 2.24817995e-05, 2.50870999e-05, 2.70464498e-05,\n",
|
||||||
|
" 6.94527189e-05, 7.03223559e-05, 1.13023976e-04, 1.81350424e-05,\n",
|
||||||
|
" 1.61756379e-05, 2.27133587e-05, 1.73909539e-05, 3.29188697e-05,\n",
|
||||||
|
" 3.83688603e-05, 4.63621691e-05, 4.20097022e-05, 2.44141211e-05,\n",
|
||||||
|
" 2.36812193e-05, 5.37081723e-05, 3.25651235e-05, 6.26961337e-05,\n",
|
||||||
|
" 4.40348194e-05, 6.08678674e-05, 1.51382401e-05, 4.85360542e-05,\n",
|
||||||
|
" 2.52648915e-05, 2.13416624e-05, 3.66176173e-05, 2.14315878e-05,\n",
|
||||||
|
" 2.53550206e-05, 2.49690220e-05, 1.72549426e-05, 1.23161544e-05,\n",
|
||||||
|
" 4.05697538e-05, 2.80514014e-05, 4.10169851e-05, 1.82738422e-05,\n",
|
||||||
|
" 2.12066843e-05, 1.92876123e-05, 1.40940101e-05, 2.85765000e-05,\n",
|
||||||
|
" 1.49180614e-05, 2.17154247e-05, 1.15241521e-04, 6.20267747e-05,\n",
|
||||||
|
" 3.51752824e-05, 1.84352139e-05, 2.34445524e-05, 6.70253139e-05,\n",
|
||||||
|
" 3.65042324e-05, 3.79433368e-05, 4.84678712e-05, 3.16102814e-05,\n",
|
||||||
|
" 4.14562965e-05, 3.48020985e-05, 5.51545527e-05, 1.20085324e-05,\n",
|
||||||
|
" 4.02397964e-05, 3.69577174e-05, 1.16221108e-05, 1.73307726e-05,\n",
|
||||||
|
" 2.36364995e-05, 3.68570509e-05, 2.28376211e-05, 1.44234800e-05,\n",
|
||||||
|
" 4.29613319e-05, 2.90063417e-05, 3.12782940e-05, 3.48059839e-05,\n",
|
||||||
|
" 3.07464470e-05, 4.45889127e-05, 2.77584841e-05, 2.82693636e-05,\n",
|
||||||
|
" 3.06526708e-05, 2.07262001e-05, 2.39080709e-05, 3.90869063e-05,\n",
|
||||||
|
" 1.63033437e-05, 3.13781420e-05, 1.09535986e-05, 2.71046247e-05,\n",
|
||||||
|
" 1.11349189e-04, 5.54282742e-05, 1.40334141e-05, 4.46840531e-05,\n",
|
||||||
|
" 3.27371636e-05, 2.36247342e-05, 4.71842868e-05, 2.51329329e-05,\n",
|
||||||
|
" 1.72788041e-05, 4.25959151e-05, 3.08176059e-05, 2.34919771e-05,\n",
|
||||||
|
" 5.41002009e-05, 3.36215126e-05, 1.79904982e-05, 2.53810031e-05,\n",
|
||||||
|
" 2.60098714e-05, 3.03672950e-05, 3.66435743e-05, 1.58947860e-05,\n",
|
||||||
|
" 1.63827226e-05, 1.00799487e-04, 7.84313306e-05, 3.44231594e-05,\n",
|
||||||
|
" 2.11487786e-05, 2.59042172e-05, 2.38122284e-05, 4.10612520e-05,\n",
|
||||||
|
" 7.02113830e-05, 5.71030141e-05, 3.37046913e-05, 5.70804186e-05,\n",
|
||||||
|
" 4.23736856e-05, 5.22688570e-05, 1.19306824e-05, 5.73656653e-05,\n",
|
||||||
|
" 7.22504701e-05, 3.07254595e-05, 1.82885069e-05, 3.95821407e-05,\n",
|
||||||
|
" 3.25709625e-05, 3.28924471e-05, 9.97101160e-05, 2.37495660e-05,\n",
|
||||||
|
" 4.08896231e-05, 5.16752771e-05, 2.26338507e-05, 3.62301726e-05,\n",
|
||||||
|
" 3.16428268e-05, 3.80293750e-05, 2.15715372e-05, 4.88352052e-05,\n",
|
||||||
|
" 5.38927270e-05, 1.52157181e-05, 3.10339638e-05, 7.30824031e-05,\n",
|
||||||
|
" 5.28455093e-05, 7.30705578e-05, 5.31096957e-05, 2.09516438e-05,\n",
|
||||||
|
" 2.92397508e-05, 1.90421888e-05, 2.24708656e-05, 5.41521295e-05,\n",
|
||||||
|
" 4.26290353e-05, 2.68298045e-05, 1.68493905e-04, 7.92833162e-05,\n",
|
||||||
|
" 2.62088943e-05, 3.02322060e-05, 4.04044986e-05, 3.22642190e-05,\n",
|
||||||
|
" 3.49984402e-05, 6.04081906e-05, 3.70786656e-05, 3.49358452e-05,\n",
|
||||||
|
" 5.57010717e-05, 6.00058593e-05, 2.44417952e-05, 5.71263263e-05,\n",
|
||||||
|
" 3.27215894e-05, 3.40137776e-05, 1.18062126e-05, 6.24499153e-05,\n",
|
||||||
|
" 6.80528974e-05, 5.41649897e-05, 2.79301566e-05, 6.44374522e-05,\n",
|
||||||
|
" 2.42756778e-05, 1.69049254e-05, 3.07581759e-05, 3.14246172e-05,\n",
|
||||||
|
" 4.06918080e-05, 1.29262517e-05, 3.18938037e-05, 2.57563679e-05,\n",
|
||||||
|
" 4.66018973e-05, 5.63653448e-05, 3.38337704e-05, 2.77759864e-05,\n",
|
||||||
|
" 2.10913349e-05, 2.39067704e-05, 5.60720728e-05, 3.24895882e-05,\n",
|
||||||
|
" 3.95797579e-05, 8.02239229e-05, 1.01568221e-05, 2.71663976e-05,\n",
|
||||||
|
" 4.02033183e-05, 3.46393863e-05, 1.89300026e-05, 6.62385719e-05,\n",
|
||||||
|
" 2.61362366e-05, 1.68800689e-05, 4.81760289e-05, 2.70115488e-05,\n",
|
||||||
|
" 6.33779127e-05, 9.80817131e-05, 1.00358353e-04, 1.55335729e-05,\n",
|
||||||
|
" 6.72744281e-05, 2.67282903e-05, 5.28051060e-05, 2.69585871e-05,\n",
|
||||||
|
" 4.51873238e-05, 1.50139886e-05, 4.31409971e-05, 2.19486756e-05,\n",
|
||||||
|
" 2.87472831e-05, 2.18212153e-05, 5.95341808e-05, 4.36046794e-05,\n",
|
||||||
|
" 2.39972505e-05, 2.03701456e-05, 2.67976375e-05, 1.95541270e-05,\n",
|
||||||
|
" 4.66474739e-05, 3.60696904e-05, 1.68149654e-05, 2.32476013e-05,\n",
|
||||||
|
" 2.53057151e-05, 3.79400080e-05, 4.50154475e-05, 4.20643009e-05,\n",
|
||||||
|
" 2.56692183e-05, 3.46892048e-05, 3.57301287e-05, 3.69169247e-05,\n",
|
||||||
|
" 3.51629387e-05, 3.76432145e-05, 2.19416434e-05, 2.46851632e-05,\n",
|
||||||
|
" 6.47292763e-05, 4.90587045e-05, 9.84386497e-05, 4.41858792e-05,\n",
|
||||||
|
" 1.67457674e-05, 7.27501538e-05, 1.29627551e-05, 4.09351560e-05,\n",
|
||||||
|
" 4.05014071e-05, 5.26341646e-05, 3.61480306e-05, 4.60584415e-05,\n",
|
||||||
|
" 6.60331425e-05, 2.30091900e-05, 4.62839744e-05, 2.25598706e-05,\n",
|
||||||
|
" 3.43657230e-05, 4.64396071e-05, 4.21469849e-05, 4.19451717e-05,\n",
|
||||||
|
" 1.95988596e-05, 2.81598495e-05, 2.10212929e-05, 2.90198714e-05,\n",
|
||||||
|
" 3.15838552e-05, 1.42506296e-05, 1.96369892e-05, 1.41922828e-05,\n",
|
||||||
|
" 2.51494548e-05, 5.29627650e-05, 2.34803319e-05, 2.45093706e-05,\n",
|
||||||
|
" 5.32276354e-05, 3.60567574e-05, 3.34151773e-05, 4.46611339e-05,\n",
|
||||||
|
" 1.84819692e-05, 3.09412899e-05, 4.80864292e-05, 4.70178165e-05,\n",
|
||||||
|
" 7.63339776e-05, 4.71588719e-05, 4.23062920e-05, 4.86267672e-05,\n",
|
||||||
|
" 2.40010959e-05, 1.92821499e-05, 1.88615959e-05, 5.05874268e-05,\n",
|
||||||
|
" 4.82907526e-05, 3.97411168e-05, 5.72696772e-05, 2.60267680e-05,\n",
|
||||||
|
" 5.70021366e-05, 1.14346831e-05, 5.19260393e-05, 6.01843822e-05]],\n",
|
||||||
|
" dtype=float32)"
|
||||||
|
]
|
||||||
|
},
|
||||||
|
"execution_count": 13,
|
||||||
|
"metadata": {},
|
||||||
|
"output_type": "execute_result"
|
||||||
|
}
|
||||||
|
],
|
||||||
|
"source": [
|
||||||
|
"model.predict(img)"
|
||||||
|
]
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"cell_type": "markdown",
|
||||||
|
"metadata": {},
|
||||||
|
"source": [
|
||||||
|
"# Use Gradio Instead"
|
||||||
|
]
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"cell_type": "code",
|
||||||
|
"execution_count": 4,
|
||||||
|
"metadata": {},
|
||||||
|
"outputs": [],
|
||||||
"source": [
|
"source": [
|
||||||
"inp = gradio.inputs.ImageUpload(image_width=299, image_height=299, num_channels=3, aspect_ratio=False)\n",
|
"inp = gradio.inputs.ImageUpload(image_width=299, image_height=299, num_channels=3, aspect_ratio=False)\n",
|
||||||
"out = gradio.outputs.Label(label_names='imagenet1000', max_label_length=8, num_top_classes=5)\n",
|
"out = gradio.outputs.Label(label_names='imagenet1000', max_label_length=8, num_top_classes=5)\n",
|
||||||
@ -40,7 +353,7 @@
|
|||||||
},
|
},
|
||||||
{
|
{
|
||||||
"cell_type": "code",
|
"cell_type": "code",
|
||||||
"execution_count": 4,
|
"execution_count": 5,
|
||||||
"metadata": {
|
"metadata": {
|
||||||
"scrolled": false
|
"scrolled": false
|
||||||
},
|
},
|
||||||
@ -50,13 +363,33 @@
|
|||||||
"output_type": "stream",
|
"output_type": "stream",
|
||||||
"text": [
|
"text": [
|
||||||
"NOTE: Gradio is in beta stage, please report all bugs to: a12d@stanford.edu\n",
|
"NOTE: Gradio is in beta stage, please report all bugs to: a12d@stanford.edu\n",
|
||||||
"Model is running locally at: http://localhost:7860/interface.html\n",
|
"Model is running locally at: http://localhost:7861/interface.html\n",
|
||||||
"To create a public link, set `share=True` in the argument to `launch()`\n"
|
"Model available publicly for 8 hours at: http://018d2844.ngrok.io/interface.html\n"
|
||||||
]
|
]
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"data": {
|
||||||
|
"text/html": [
|
||||||
|
"\n",
|
||||||
|
" <iframe\n",
|
||||||
|
" width=\"1000\"\n",
|
||||||
|
" height=\"500\"\n",
|
||||||
|
" src=\"http://localhost:7861/interface.html\"\n",
|
||||||
|
" frameborder=\"0\"\n",
|
||||||
|
" allowfullscreen\n",
|
||||||
|
" ></iframe>\n",
|
||||||
|
" "
|
||||||
|
],
|
||||||
|
"text/plain": [
|
||||||
|
"<IPython.lib.display.IFrame at 0x1fb803fb8d0>"
|
||||||
|
]
|
||||||
|
},
|
||||||
|
"metadata": {},
|
||||||
|
"output_type": "display_data"
|
||||||
}
|
}
|
||||||
],
|
],
|
||||||
"source": [
|
"source": [
|
||||||
"io.launch(inline=False, inbrowser=True, share=False, validate=False);"
|
"io.launch(inline=True, inbrowser=True, share=True, validate=False);"
|
||||||
]
|
]
|
||||||
}
|
}
|
||||||
],
|
],
|
||||||
|
|||||||
@ -14,6 +14,12 @@
|
|||||||
<a href="sharing.html">Sharing</a>
|
<a href="sharing.html">Sharing</a>
|
||||||
</nav>
|
</nav>
|
||||||
<div class="content">
|
<div class="content">
|
||||||
|
<h1>Installation</h1>
|
||||||
|
<p>Gradio requires <a href="https://www.python.org/downloads/">Python 3</a>. You can download the latest version of <code>gradio</code> using pip, like this:</p>
|
||||||
|
|
||||||
|
<div class="codeblock"><code>
|
||||||
|
</code></div>
|
||||||
|
<p>Or you may want to do </p>
|
||||||
<h1>Getting Started</h1>
|
<h1>Getting Started</h1>
|
||||||
<p>GradIO is a python library that allows you to place input and output
|
<p>GradIO is a python library that allows you to place input and output
|
||||||
interfaces over trained models to make it easy for you to "play around"
|
interfaces over trained models to make it easy for you to "play around"
|
||||||
@ -22,14 +28,14 @@
|
|||||||
page. Setting up GradIO is as easy as <code>pip install gradio</code> or
|
page. Setting up GradIO is as easy as <code>pip install gradio</code> or
|
||||||
<code>pip3 install gradio</code> for Python3.</p>
|
<code>pip3 install gradio</code> for Python3.</p>
|
||||||
<p>Running a GradIO interface requires calling <code><span
|
<p>Running a GradIO interface requires calling <code><span
|
||||||
class="func">Interface(</span><span class="var">input</span> : str,
|
class="func">Interface(</span><span class="var">inputs</span> : str,
|
||||||
<span class="var">output</span> : str, <span class="var">model_type</span>
|
<span class="var">outputs</span> : str, <span class="var">model_type</span>
|
||||||
: str, <span class="var">model</span> : Any<span
|
: str, <span class="var">model</span> : Any<span
|
||||||
class="func">)</span></code> function, which takes as input
|
class="func">)</span></code> function, which takes as input
|
||||||
arguments:<br>
|
arguments:<br>
|
||||||
<code><span class="var">input</span></code> – the string representing
|
<code><span class="var">inputs</span></code> – the string representing
|
||||||
the input interface to be used.<br>
|
the input interface to be used, or a subclass of <code>gradio.AbstractInput</code> (see below).<br>
|
||||||
<code><span class="var">output</span></code> – the string representing
|
<code><span class="var">outputs</span></code> – the string representing
|
||||||
the output interface to be used.<br>
|
the output interface to be used.<br>
|
||||||
<code><span class="var">model_type</span></code> – the string
|
<code><span class="var">model_type</span></code> – the string
|
||||||
representing type of model being passed in. Supported types include
|
representing type of model being passed in. Supported types include
|
||||||
@ -46,26 +52,27 @@
|
|||||||
define and train the model as you would normally</span><br>
|
define and train the model as you would normally</span><br>
|
||||||
<span class="var">io</span> = gradio.<span
|
<span class="var">io</span> = gradio.<span
|
||||||
class="func">Interface(</span><span
|
class="func">Interface(</span><span
|
||||||
class="var">input</span>=“sketchpad”, <span
|
class="var">inputs</span>=“sketchpad”, <span
|
||||||
class="var">output</span>=“label”, <span
|
class="var">outputs</span>=“label”, <span
|
||||||
class="var">model_type</span>=“keras”, <span
|
class="var">model_type</span>=“keras”, <span
|
||||||
class="var">model</span>=mdl<span class="func">)</span><br>
|
class="var">model</span>=mdl<span class="func">)</span><br>
|
||||||
io.<span class="func">launch()</span>
|
io.<span class="func">launch()</span>
|
||||||
</code></div>
|
</code></div>
|
||||||
|
|
||||||
<h1>Supported Interfaces</h1>
|
<h1>Supported Interfaces</h1>
|
||||||
<p id="interfaces_text">This is the list of currently supported interfaces
|
<p id="interfaces_text">This is the list of currently supported interfaces
|
||||||
in GradIO. All input interfaces can be paired with any output interface.
|
in GradIO. All input interfaces can be paired with any output interface.
|
||||||
</p>
|
</p>
|
||||||
<div class="interfaces_set">
|
<div class="interfaces_set">
|
||||||
<div class="inputs_set">
|
<div class="inputs_set">
|
||||||
<h2><code><span class="var">input</span>=“text”</code></h2>
|
<h2><code><span class="var">inputs</span>=“text”</code></h2>
|
||||||
<p>Use this interface to enter text as your input.</p>
|
<p>Use this interface to enter text as your input.</p>
|
||||||
<div class="gradio input text">
|
<div class="gradio input text">
|
||||||
<div class="role">Input</div>
|
<div class="role">Input</div>
|
||||||
<textarea class="input_text"
|
<textarea class="input_text"
|
||||||
placeholder="Enter text here..."></textarea>
|
placeholder="Enter text here..."></textarea>
|
||||||
</div>
|
</div>
|
||||||
<h2><code><span class="var">input</span>=“image_file”</code></h2>
|
<h2><code><span class="var">inputs</span>=“image_file”</code></h2>
|
||||||
<p>Use this interface to upload images to your model.</p>
|
<p>Use this interface to upload images to your model.</p>
|
||||||
<div class="gradio input image_file">
|
<div class="gradio input image_file">
|
||||||
<div class="role">Input</div>
|
<div class="role">Input</div>
|
||||||
@ -73,7 +80,7 @@
|
|||||||
Drop Image Here<br>- or -<br>Click to Upload
|
Drop Image Here<br>- or -<br>Click to Upload
|
||||||
</div>
|
</div>
|
||||||
</div>
|
</div>
|
||||||
<h2><code><span class="var">input</span>=“snapshot”</code></h2>
|
<h2><code><span class="var">inputs</span>=“snapshot”</code></h2>
|
||||||
<p>Use this interface to take snapshots from the user's webcam.</p>
|
<p>Use this interface to take snapshots from the user's webcam.</p>
|
||||||
<div class="gradio input snapshot">
|
<div class="gradio input snapshot">
|
||||||
<div class="role">Input</div>
|
<div class="role">Input</div>
|
||||||
@ -84,12 +91,12 @@
|
|||||||
</div>
|
</div>
|
||||||
</div>
|
</div>
|
||||||
</div>
|
</div>
|
||||||
<h2><code><span class="var">input</span>=“sketchpad”</code></h2>
|
<h2><code><span class="var">inputs</span>=“sketchpad”</code></h2>
|
||||||
<p>Use this interface to take simple monochrome cketches as input.</p>
|
<p>Use this interface to take simple monochrome cketches as input.</p>
|
||||||
<div class="input sketchpad">
|
<div class="input sketchpad">
|
||||||
<div class="role">Input</div>
|
<div class="role">Input</div>
|
||||||
</div>
|
</div>
|
||||||
<h2><code><span class="var">input</span>=“microphone”</code></h2>
|
<h2><code><span class="var">inputs</span>=“microphone”</code></h2>
|
||||||
<p>Use this interface to audio input from the microphone.</p>
|
<p>Use this interface to audio input from the microphone.</p>
|
||||||
<div class="gradio input mic">
|
<div class="gradio input mic">
|
||||||
<div class="role">Input</div>
|
<div class="role">Input</div>
|
||||||
@ -100,7 +107,7 @@
|
|||||||
</div>
|
</div>
|
||||||
</div>
|
</div>
|
||||||
</div>
|
</div>
|
||||||
<h2><code><span class="var">input</span>=“audio_file”</code></h2>
|
<h2><code><span class="var">inputs</span>=“audio_file”</code></h2>
|
||||||
<p>Use this interface to upload audio to your model.</p>
|
<p>Use this interface to upload audio to your model.</p>
|
||||||
<div class="gradio input audio_file">
|
<div class="gradio input audio_file">
|
||||||
<div class="role">Input</div>
|
<div class="role">Input</div>
|
||||||
@ -110,7 +117,7 @@
|
|||||||
</div>
|
</div>
|
||||||
</div><!--
|
</div><!--
|
||||||
--><div class="outputs_set">
|
--><div class="outputs_set">
|
||||||
<h2><code><span class="var">output</span>=“classifier”</code></h2>
|
<h2><code><span class="var">outputs</span>=“classifier”</code></h2>
|
||||||
<p>Use this interface for classification. Responds with confidence
|
<p>Use this interface for classification. Responds with confidence
|
||||||
intervals. </p>
|
intervals. </p>
|
||||||
<div class="gradio output classifier">
|
<div class="gradio output classifier">
|
||||||
@ -123,14 +130,14 @@
|
|||||||
<div class="confidence"><div class="label">angry</div><div class="level" style="width: 6px"> </div></div>
|
<div class="confidence"><div class="label">angry</div><div class="level" style="width: 6px"> </div></div>
|
||||||
</div>
|
</div>
|
||||||
</div>
|
</div>
|
||||||
<h2><code><span class="var">output</span>=“text”</code></h2>
|
<h2><code><span class="var">outputs</span>=“text”</code></h2>
|
||||||
<p>Use this interface to display the text of your output.</p>
|
<p>Use this interface to display the text of your output.</p>
|
||||||
<div class="gradio output text">
|
<div class="gradio output text">
|
||||||
<div class="role">Output</div>
|
<div class="role">Output</div>
|
||||||
<textarea readonly class="output_text">Lorem ipsum consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis nostrud exercitation ullamco laboris nisi ut aliquip ex ea commodo consequat. Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla pariatur. Excepteur sint occaecat cupidatat non proident, sunt in culpa qui officia deserunt mollit anim id est laborum.
|
<textarea readonly class="output_text">Lorem ipsum consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis nostrud exercitation ullamco laboris nisi ut aliquip ex ea commodo consequat. Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla pariatur. Excepteur sint occaecat cupidatat non proident, sunt in culpa qui officia deserunt mollit anim id est laborum.
|
||||||
</textarea>
|
</textarea>
|
||||||
</div>
|
</div>
|
||||||
<h2><code><span class="var">output</span>=“image”</code></h2>
|
<h2><code><span class="var">outputs</span>=“image”</code></h2>
|
||||||
<p>Use this interface to display the text of your output.</p>
|
<p>Use this interface to display the text of your output.</p>
|
||||||
<div class="gradio output image">
|
<div class="gradio output image">
|
||||||
<div class="role">Output</div>
|
<div class="role">Output</div>
|
||||||
|
|||||||
Loading…
Reference in New Issue
Block a user