3c11360
chenzhiqing 3 years ago
3 changed file(s) with 391 addition(s) and 102 deletion(s). Raw diff Collapse all Expand all
+46
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demo.ipynb less more
11 "cells": [
22 {
33 "cell_type": "code",
4 "execution_count": 9,
5 "id": "1066364b",
6 "metadata": {},
7 "outputs": [],
4 "execution_count": 1,
5 "id": "e0a92132",
6 "metadata": {},
7 "outputs": [
8 {
9 "name": "stdout",
10 "output_type": "stream",
11 "text": [
12 "import local transformers ......\n"
13 ]
14 },
15 {
16 "name": "stderr",
17 "output_type": "stream",
18 "text": [
19 "2022-06-27 13:18:59.248094: W tensorflow/stream_executor/platform/default/dso_loader.cc:59] Could not load dynamic library 'libcudart.so.10.1'; dlerror: libcudart.so.10.1: cannot open shared object file: No such file or directory\n",
20 "2022-06-27 13:18:59.248129: I tensorflow/stream_executor/cuda/cudart_stub.cc:29] Ignore above cudart dlerror if you do not have a GPU set up on your machine.\n"
21 ]
22 }
23 ],
824 "source": [
925 "from PIL import Image\n",
1026 "import requests\n",
1834 {
1935 "cell_type": "code",
2036 "execution_count": 2,
21 "id": "cc4b5667",
37 "id": "9d813d61",
2238 "metadata": {},
2339 "outputs": [
2440 {
2541 "data": {
2642 "application/vnd.jupyter.widget-view+json": {
27 "model_id": "6361030f9fe64e6593015763b1735eb2",
43 "model_id": "a6ca4f752d1743888aa067b138494be7",
2844 "version_major": 2,
2945 "version_minor": 0
3046 },
4561 {
4662 "data": {
4763 "application/vnd.jupyter.widget-view+json": {
48 "model_id": "30aebc83528141a6ab29e40fba55a590",
64 "model_id": "946df54241da4fc2b6acce1c79a1c3e3",
4965 "version_major": 2,
5066 "version_minor": 0
5167 },
6682 {
6783 "data": {
6884 "application/vnd.jupyter.widget-view+json": {
69 "model_id": "f4025c356f584c88b3abf1e4f0e9eddf",
85 "model_id": "4dbd3f83d7c34ae491d68b4eedc48784",
7086 "version_major": 2,
7187 "version_minor": 0
7288 },
87103 {
88104 "data": {
89105 "application/vnd.jupyter.widget-view+json": {
90 "model_id": "604d6b87b24e4b60aa9672a0878f865c",
106 "model_id": "a3382095fbc847098b596057ecad9527",
91107 "version_major": 2,
92108 "version_minor": 0
93109 },
117133 },
118134 {
119135 "cell_type": "code",
120 "execution_count": 10,
121 "id": "8c4549f4",
136 "execution_count": 3,
137 "id": "c593e23d",
122138 "metadata": {},
123139 "outputs": [],
124140 "source": [
134150 },
135151 {
136152 "cell_type": "code",
137 "execution_count": 11,
138 "id": "5178db11",
153 "execution_count": 4,
154 "id": "66881991",
139155 "metadata": {},
140156 "outputs": [],
141157 "source": [
156172 },
157173 {
158174 "cell_type": "code",
159 "execution_count": 12,
160 "id": "70b423bf",
175 "execution_count": 5,
176 "id": "9b07e1bd",
161177 "metadata": {},
162178 "outputs": [],
163179 "source": [
171187 },
172188 {
173189 "cell_type": "code",
174 "execution_count": 13,
175 "id": "2740697c",
190 "execution_count": 6,
191 "id": "22705ef6",
176192 "metadata": {},
177193 "outputs": [],
178194 "source": [
188204 },
189205 {
190206 "cell_type": "code",
191 "execution_count": 14,
192 "id": "6cd1807e",
207 "execution_count": 7,
208 "id": "180905bf",
193209 "metadata": {},
194210 "outputs": [
195211 {
196212 "name": "stdout",
197213 "output_type": "stream",
198214 "text": [
199 "Runned time: 1.23 s\n",
215 "Runned time: 0.378 s\n",
200216 "Answer : squirrel eating from basket\n"
201217 ]
202218 },
206222 "{'Answer': 'squirrel eating from basket'}"
207223 ]
208224 },
209 "execution_count": 14,
225 "execution_count": 7,
210226 "metadata": {},
211227 "output_type": "execute_result"
212228 }
218234 {
219235 "cell_type": "code",
220236 "execution_count": null,
221 "id": "788768e4",
237 "id": "47db66ba",
238 "metadata": {},
239 "outputs": [],
240 "source": []
241 },
242 {
243 "cell_type": "code",
244 "execution_count": null,
245 "id": "a6d3e06d",
222246 "metadata": {},
223247 "outputs": [],
224248 "source": []
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env.ipynb less more
11 "cells": [
22 {
33 "cell_type": "code",
4 "execution_count": null,
5 "id": "f6a173d7",
4 "execution_count": 2,
5 "id": "55ec6f8f",
66 "metadata": {},
77 "outputs": [
88 {
1212 "Looking in indexes: https://pypi.doubanio.com/simple/\n",
1313 "Collecting timm==0.4.12\n",
1414 " Downloading https://pypi.doubanio.com/packages/90/fc/606bc5cf46acac3aa9bd179b3954433c026aaf88ea98d6b19f5d14c336da/timm-0.4.12-py3-none-any.whl (376 kB)\n",
15 "\u001b[K |████████████████████████████████| 376 kB 2.6 MB/s eta 0:00:01\n",
16 "\u001b[?25hCollecting transformers==4.15.0\n",
17 " Downloading https://pypi.doubanio.com/packages/4a/7f/f1c28621af0d74794b18cbe5534ec7565ee782ba48257d08ec264bc4aacb/transformers-4.15.0-py3-none-any.whl (3.4 MB)\n",
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19 "\u001b[?25hCollecting fairscale==0.4.4\n",
20 " Downloading https://pypi.doubanio.com/packages/9f/51/9b8406605333f7d0a2e6f6a4af29ff64cf6c597b056411c1ed43c35e32b8/fairscale-0.4.4.tar.gz (235 kB)\n",
21 "\u001b[K |████████████████████████████████| 235 kB 516 kB/s eta 0:00:01\n",
22 "\u001b[?25h Installing build dependencies ... \u001b[?25ldone\n",
23 "\u001b[?25h Getting requirements to build wheel ... \u001b[?25ldone\n",
24 "\u001b[?25h Installing backend dependencies ... \u001b[?25ldone\n",
25 "\u001b[?25h Preparing wheel metadata ... \u001b[?25ldone\n",
26 "\u001b[33mWARNING: Retrying (Retry(total=4, connect=None, read=None, redirect=None, status=None)) after connection broken by 'ReadTimeoutError(\"HTTPSConnectionPool(host='pypi.doubanio.com', port=443): Read timed out. (read timeout=15)\")': /simple/pycocoevalcap/\u001b[0m\n",
27 "\u001b[?25hCollecting pycocoevalcap\n",
28 " Downloading https://pypi.doubanio.com/packages/08/f9/466f289f1628296b5e368940f89e3cfcfb066d15ddc02ff536dc532b1c93/pycocoevalcap-1.2-py3-none-any.whl (104.3 MB)\n",
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31 "Requirement already satisfied: torch>=1.4 in /home/jovyan/.virtualenvs/basenv/lib/python3.7/site-packages (from timm==0.4.12->-r requirement.txt (line 1)) (1.4.0+cpu)\n",
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18 "Requirement already satisfied: pycocoevalcap in /home/jovyan/.virtualenvs/basenv/lib/python3.7/site-packages (from -r requirement.txt (line 4)) (1.2)\n",
19 "Requirement already satisfied: torchvision in /home/jovyan/.virtualenvs/basenv/lib/python3.7/site-packages (from timm==0.4.12->-r requirement.txt (line 1)) (0.12.0)\n",
20 "Requirement already satisfied: torch>=1.4 in /home/jovyan/.virtualenvs/basenv/lib/python3.7/site-packages (from timm==0.4.12->-r requirement.txt (line 1)) (1.11.0)\n",
21 "Requirement already satisfied: tokenizers<0.11,>=0.10.1 in /home/jovyan/.virtualenvs/basenv/lib/python3.7/site-packages (from transformers==4.15.0->-r requirement.txt (line 2)) (0.10.3)\n",
22 "Requirement already satisfied: requests in /usr/local/lib/python3.7/dist-packages (from transformers==4.15.0->-r requirement.txt (line 2)) (2.27.1)\n",
23 "Requirement already satisfied: tqdm>=4.27 in /home/jovyan/.virtualenvs/basenv/lib/python3.7/site-packages (from transformers==4.15.0->-r requirement.txt (line 2)) (4.46.1)\n",
24 "Requirement already satisfied: regex!=2019.12.17 in /home/jovyan/.virtualenvs/basenv/lib/python3.7/site-packages (from transformers==4.15.0->-r requirement.txt (line 2)) (2022.1.18)\n",
25 "Requirement already satisfied: huggingface-hub<1.0,>=0.1.0 in /home/jovyan/.virtualenvs/basenv/lib/python3.7/site-packages (from transformers==4.15.0->-r requirement.txt (line 2)) (0.8.1)\n",
26 "Requirement already satisfied: packaging>=20.0 in /home/jovyan/.virtualenvs/basenv/lib/python3.7/site-packages (from transformers==4.15.0->-r requirement.txt (line 2)) (21.3)\n",
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33 "Requirement already satisfied: tqdm>=4.27 in /home/jovyan/.virtualenvs/basenv/lib/python3.7/site-packages (from transformers==4.15.0->-r requirement.txt (line 2)) (4.46.1)\n",
34 "\u001b[33mWARNING: Retrying (Retry(total=4, connect=None, read=None, redirect=None, status=None)) after connection broken by 'ReadTimeoutError(\"HTTPSConnectionPool(host='pypi.doubanio.com', port=443): Read timed out. (read timeout=15)\")': /simple/tokenizers/\u001b[0m\n",
35 "Collecting tokenizers<0.11,>=0.10.1\n",
36 " Downloading https://pypi.doubanio.com/packages/d4/e2/df3543e8ffdab68f5acc73f613de9c2b155ac47f162e725dcac87c521c11/tokenizers-0.10.3-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl (3.3 MB)\n",
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40 "Requirement already satisfied: importlib-metadata in /usr/local/lib/python3.7/dist-packages (from transformers==4.15.0->-r requirement.txt (line 2)) (4.11.1)\n",
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42 "Collecting huggingface-hub<1.0,>=0.1.0\n",
43 " Downloading https://pypi.doubanio.com/packages/d8/2c/9af8451ab780598e3b26a84d4f0e3844841456657401eb6843fdb622bb41/huggingface_hub-0.8.1-py3-none-any.whl (101 kB)\n",
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48 "Collecting torch>=1.4\n",
49 " Downloading https://pypi.doubanio.com/packages/94/32/96a0955e5d6ed8a837eda5ca095dd2694c4617cfa70ca599660cd5ff7447/torch-1.11.0-cp37-cp37m-manylinux1_x86_64.whl (750.6 MB)\n",
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51 "\u001b[?25hRequirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.7/dist-packages (from huggingface-hub<1.0,>=0.1.0->transformers==4.15.0->-r requirement.txt (line 2)) (4.1.1)\n",
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53 "Collecting pycocotools>=2.0.2\n",
54 " Downloading https://pypi.doubanio.com/packages/75/5c/ac61ea715d7a89ecc31c090753bde28810238225ca8b71778dfe3e6a68bc/pycocotools-2.0.4.tar.gz (106 kB)\n",
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56 "\u001b[?25h Installing build dependencies ... \u001b[?25ldone\n",
57 "\u001b[?25h Getting requirements to build wheel ... \u001b[?25ldone\n",
58 "\u001b[?25h Preparing wheel metadata ... \u001b[?25ldone\n",
59 "\u001b[?25hRequirement already satisfied: matplotlib>=2.1.0 in /usr/local/lib/python3.7/dist-packages (from pycocotools>=2.0.2->pycocoevalcap->-r requirement.txt (line 4)) (3.0.3)\n",
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6541 "Requirement already satisfied: charset-normalizer~=2.0.0 in /usr/local/lib/python3.7/dist-packages (from requests->transformers==4.15.0->-r requirement.txt (line 2)) (2.0.12)\n",
42 "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests->transformers==4.15.0->-r requirement.txt (line 2)) (2021.10.8)\n",
43 "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests->transformers==4.15.0->-r requirement.txt (line 2)) (3.3)\n",
6644 "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests->transformers==4.15.0->-r requirement.txt (line 2)) (1.26.8)\n",
67 "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests->transformers==4.15.0->-r requirement.txt (line 2)) (3.3)\n",
68 "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests->transformers==4.15.0->-r requirement.txt (line 2)) (2021.10.8)\n",
45 "Requirement already satisfied: click in /home/jovyan/.virtualenvs/basenv/lib/python3.7/site-packages (from sacremoses->transformers==4.15.0->-r requirement.txt (line 2)) (8.0.4)\n",
6946 "Requirement already satisfied: joblib in /home/jovyan/.virtualenvs/basenv/lib/python3.7/site-packages (from sacremoses->transformers==4.15.0->-r requirement.txt (line 2)) (1.1.0)\n",
70 "Requirement already satisfied: click in /home/jovyan/.virtualenvs/basenv/lib/python3.7/site-packages (from sacremoses->transformers==4.15.0->-r requirement.txt (line 2)) (8.0.4)\n",
71 "Collecting torchvision\n",
72 " Downloading https://pypi.doubanio.com/packages/11/5a/6dc5d28e352187502f80b4015fb05ccdd401fa6125f51750a789f2536c18/torchvision-0.12.0-cp37-cp37m-manylinux1_x86_64.whl (21.0 MB)\n",
73 "\u001b[K |████████████████████████████████| 21.0 MB 18 kB/s eta 0:00:01 |█████████████▎ | 8.7 MB 1.5 MB/s eta 0:00:09/s eta 0:00:07:00:04\n",
74 "\u001b[?25hRequirement already satisfied: pillow!=8.3.*,>=5.3.0 in /home/jovyan/.virtualenvs/basenv/lib/python3.7/site-packages (from torchvision->timm==0.4.12->-r requirement.txt (line 1)) (8.1.0)\n",
75 "Building wheels for collected packages: fairscale, pycocotools\n",
76 " Building wheel for fairscale (PEP 517) ... \u001b[?25ldone\n",
77 "\u001b[?25h Created wheel for fairscale: filename=fairscale-0.4.4-py3-none-any.whl size=292864 sha256=d5184bc0ef09024f2d7f9e0ead707074b4dcc94de47d0c2f36254f95a2ced5db\n",
78 " Stored in directory: /home/jovyan/.cache/pip/wheels/88/27/5a/046dd50d60ab3aac5b16392e29c216a160268e09e03ec3a598\n",
79 " Building wheel for pycocotools (PEP 517) ... \u001b[?25ldone\n",
80 "\u001b[?25h Created wheel for pycocotools: filename=pycocotools-2.0.4-cp37-cp37m-linux_x86_64.whl size=265221 sha256=b0baa11d99ae1369caba52b9fc679e3e7d80c670bdcdf1bd32b9614945b49f3f\n",
81 " Stored in directory: /home/jovyan/.cache/pip/wheels/84/a2/01/c56ec9c809432ac11fb4ff58c9b80e1182f2a649828984ad87\n",
82 "Successfully built fairscale pycocotools\n",
83 "Installing collected packages: torch, torchvision, tokenizers, pycocotools, huggingface-hub, transformers, timm, pycocoevalcap, fairscale\n",
84 " Attempting uninstall: torch\n",
85 " Found existing installation: torch 1.4.0+cpu\n",
86 " Uninstalling torch-1.4.0+cpu:\n",
87 " Successfully uninstalled torch-1.4.0+cpu\n",
88 " Attempting uninstall: torchvision\n",
89 " Found existing installation: torchvision 0.5.0+cpu\n",
90 " Uninstalling torchvision-0.5.0+cpu:\n",
91 " Successfully uninstalled torchvision-0.5.0+cpu\n",
92 " Attempting uninstall: tokenizers\n",
93 " Found existing installation: tokenizers 0.9.4\n",
94 " Uninstalling tokenizers-0.9.4:\n",
95 " Successfully uninstalled tokenizers-0.9.4\n",
96 " Attempting uninstall: transformers\n",
97 " Found existing installation: transformers 4.1.1\n",
98 " Uninstalling transformers-4.1.1:\n",
99 " Successfully uninstalled transformers-4.1.1\n"
47 "Requirement already satisfied: pillow!=8.3.*,>=5.3.0 in /home/jovyan/.virtualenvs/basenv/lib/python3.7/site-packages (from torchvision->timm==0.4.12->-r requirement.txt (line 1)) (8.1.0)\n",
48 "Installing collected packages: timm\n",
49 " Attempting uninstall: timm\n",
50 " Found existing installation: timm 0.5.4\n",
51 " Not uninstalling timm at /home/jovyan/work/.localenv/lib/python3.7/site-packages, outside environment /home/jovyan/.virtualenvs/basenv\n",
52 " Can't uninstall 'timm'. No files were found to uninstall.\n",
53 "Successfully installed timm-0.4.12\n",
54 "\u001b[33mWARNING: You are using pip version 21.1.3; however, version 22.1.2 is available.\n",
55 "You should consider upgrading via the '/home/jovyan/.virtualenvs/basenv/bin/python -m pip install --upgrade pip' command.\u001b[0m\n"
10056 ]
10157 }
10258 ],
10662 },
10763 {
10864 "cell_type": "code",
65 "execution_count": 3,
66 "id": "9c47fb1c",
67 "metadata": {},
68 "outputs": [
69 {
70 "name": "stdout",
71 "output_type": "stream",
72 "text": [
73 "Package Version\n",
74 "----------------------------- ------------\n",
75 "absl-py 0.9.0\n",
76 "alembic 1.7.6\n",
77 "argon2-cffi 21.3.0\n",
78 "argon2-cffi-bindings 21.2.0\n",
79 "astor 0.8.1\n",
80 "asttokens 2.0.5\n",
81 "astunparse 1.6.3\n",
82 "async-generator 1.10\n",
83 "attrs 19.3.0\n",
84 "Augmentor 0.2.8\n",
85 "backcall 0.2.0\n",
86 "baytune 0.3.12\n",
87 "bleach 4.1.0\n",
88 "blis 0.4.1\n",
89 "boto3 1.16.25\n",
90 "botocore 1.19.25\n",
91 "cachetools 3.1.1\n",
92 "cairocffi 1.3.0\n",
93 "CairoSVG 2.5.2\n",
94 "calysto 1.0.6\n",
95 "catalogue 1.0.0\n",
96 "certifi 2021.10.8\n",
97 "certipy 0.1.3\n",
98 "cffi 1.15.0\n",
99 "charset-normalizer 2.0.12\n",
100 "click 8.0.4\n",
101 "cloudpickle 1.2.2\n",
102 "cmake 3.21.1\n",
103 "configparser 5.2.0\n",
104 "copulas 0.3.3\n",
105 "cryptography 36.0.1\n",
106 "cssselect2 0.4.1\n",
107 "cycler 0.11.0\n",
108 "cymem 2.0.6\n",
109 "Cython 0.29.20\n",
110 "debugpy 1.5.1\n",
111 "decorator 5.1.1\n",
112 "defusedxml 0.7.1\n",
113 "distlib 0.3.4\n",
114 "dlib 19.22.0\n",
115 "dm-tree 0.1.6\n",
116 "easydict 1.9\n",
117 "en-core-web-sm 2.3.0\n",
118 "entrypoints 0.4\n",
119 "et-xmlfile 1.1.0\n",
120 "fairscale 0.4.4\n",
121 "filelock 3.6.0\n",
122 "func-timeout 4.3.5\n",
123 "future 0.18.2\n",
124 "gast 0.3.3\n",
125 "gensim 3.8.3\n",
126 "google-auth 2.6.0\n",
127 "google-auth-oauthlib 0.4.6\n",
128 "google-pasta 0.2.0\n",
129 "graphviz 0.14\n",
130 "greenlet 1.1.2\n",
131 "grpcio 1.29.0\n",
132 "gym 0.15.7\n",
133 "h5py 2.10.0\n",
134 "huggingface-hub 0.8.1\n",
135 "idna 3.3\n",
136 "imageio 2.8.0\n",
137 "imbalanced-learn 0.6.2\n",
138 "imgaug 0.4.0\n",
139 "importlib-metadata 4.11.1\n",
140 "importlib-resources 5.4.0\n",
141 "install 1.3.5\n",
142 "ipdb 0.13.2\n",
143 "ipykernel 6.9.1\n",
144 "ipython 7.31.1\n",
145 "ipython-genutils 0.2.0\n",
146 "ipywidgets 7.4.0\n",
147 "jdcal 1.4.1\n",
148 "jedi 0.18.1\n",
149 "jieba 0.42.1\n",
150 "Jinja2 3.0.3\n",
151 "jmespath 0.10.0\n",
152 "joblib 1.1.0\n",
153 "jsonschema 4.4.0\n",
154 "jupyter-client 7.1.2\n",
155 "jupyter-core 4.9.2\n",
156 "jupyter-telemetry 0.1.0\n",
157 "jupyterhub 1.4.2\n",
158 "jupyterlab 1.0.0a1\n",
159 "jupyterlab-server 0.2.0\n",
160 "kanren 0.2.3\n",
161 "Keras 2.4.3\n",
162 "Keras-Preprocessing 1.1.2\n",
163 "kiwisolver 1.3.2\n",
164 "Mako 1.1.6\n",
165 "Markdown 3.3.6\n",
166 "MarkupSafe 2.1.0\n",
167 "matplotlib 3.0.3\n",
168 "matplotlib-inline 0.1.3\n",
169 "metakernel 0.28.2\n",
170 "mindspore 1.0.0\n",
171 "minepy 1.2.4\n",
172 "minio 5.0.10\n",
173 "mistune 0.8.4\n",
174 "mpmath 1.2.1\n",
175 "multipledispatch 0.6.0\n",
176 "murmurhash 1.0.6\n",
177 "nbconvert 5.6.1\n",
178 "nbformat 5.1.3\n",
179 "nest-asyncio 1.5.4\n",
180 "networkx 2.6.3\n",
181 "nltk 3.5\n",
182 "notebook 6.2.0\n",
183 "numpy 1.18.5\n",
184 "numpyencoder 0.3.0\n",
185 "oauthlib 3.2.0\n",
186 "opencv-python 4.5.1.48\n",
187 "openpyxl 2.6.4\n",
188 "opt-einsum 3.3.0\n",
189 "packaging 21.3\n",
190 "paddlepaddle 2.0.1\n",
191 "pamela 1.0.0\n",
192 "pandas 0.24.2\n",
193 "pandocfilters 1.5.0\n",
194 "parso 0.8.3\n",
195 "pbr 5.8.1\n",
196 "pexpect 4.8.0\n",
197 "pickleshare 0.7.5\n",
198 "Pillow 8.1.0\n",
199 "pip 21.1.3\n",
200 "plac 1.1.3\n",
201 "platformdirs 2.5.1\n",
202 "plotly 4.8.1\n",
203 "portpicker 1.3.9\n",
204 "preshed 3.0.6\n",
205 "prometheus-client 0.13.1\n",
206 "prompt-toolkit 3.0.28\n",
207 "protobuf 3.19.4\n",
208 "ptyprocess 0.7.0\n",
209 "pyasn1 0.4.8\n",
210 "pyasn1-modules 0.2.8\n",
211 "PyAudio 0.2.11\n",
212 "pycocoevalcap 1.2\n",
213 "pycocotools 2.0.4\n",
214 "pycparser 2.21\n",
215 "pydot 1.4.1\n",
216 "pygame 2.0.1\n",
217 "pyglet 1.5.0\n",
218 "Pygments 2.11.2\n",
219 "pyOpenSSL 22.0.0\n",
220 "pyparsing 3.0.7\n",
221 "pyrsistent 0.18.1\n",
222 "python-dateutil 2.8.2\n",
223 "python-json-logger 2.0.2\n",
224 "pytorch-pretrained-bert 0.6.2\n",
225 "pytorch-transformers 1.2.0\n",
226 "pytz 2021.3\n",
227 "PyWavelets 1.2.0\n",
228 "PyYAML 6.0\n",
229 "pyzmq 22.3.0\n",
230 "regex 2022.1.18\n",
231 "requests 2.27.1\n",
232 "requests-oauthlib 1.3.1\n",
233 "retrying 1.3.3\n",
234 "rouge 1.0.0\n",
235 "rsa 4.8\n",
236 "ruamel.yaml 0.17.21\n",
237 "ruamel.yaml.clib 0.2.6\n",
238 "s3transfer 0.3.3\n",
239 "sacremoses 0.0.47\n",
240 "scikit-image 0.15.0\n",
241 "scikit-learn 0.22.2.post1\n",
242 "scipy 1.3.3\n",
243 "seaborn 0.10.1\n",
244 "semantic-version 2.8.5\n",
245 "Send2Trash 1.8.0\n",
246 "sentencepiece 0.1.91\n",
247 "setuptools 57.1.0\n",
248 "Shapely 1.7.0\n",
249 "six 1.16.0\n",
250 "smart-open 5.2.1\n",
251 "spacy 2.3.2\n",
252 "SQLAlchemy 1.4.31\n",
253 "srsly 1.0.5\n",
254 "stevedore 3.5.0\n",
255 "svgwrite 1.4.1\n",
256 "sympy 1.6.2\n",
257 "tensorboard 2.8.0\n",
258 "tensorboard-data-server 0.6.1\n",
259 "tensorboard-plugin-wit 1.8.1\n",
260 "tensorboardX 2.0\n",
261 "tensorflow 2.3.1\n",
262 "tensorflow-addons 0.11.2\n",
263 "tensorflow-estimator 2.3.0\n",
264 "tensorflow-federated 0.17.0\n",
265 "tensorflow-model-optimization 0.4.1\n",
266 "tensorflow-privacy 0.5.2\n",
267 "termcolor 1.1.0\n",
268 "terminado 0.13.1\n",
269 "testpath 0.5.0\n",
270 "tf-slim 1.1.0\n",
271 "thinc 7.4.1\n",
272 "timm 0.4.12\n",
273 "tinycss2 1.1.1\n",
274 "tokenizers 0.10.3\n",
275 "toolz 0.11.2\n",
276 "torch 1.11.0\n",
277 "torchtext 0.6.0\n",
278 "torchvision 0.12.0\n",
279 "tornado 6.1\n",
280 "tqdm 4.46.1\n",
281 "traitlets 5.1.1\n",
282 "transformers 4.15.0\n",
283 "typeguard 2.13.3\n",
284 "typing-extensions 4.1.1\n",
285 "unification 0.2.2\n",
286 "urllib3 1.26.8\n",
287 "virtualenv 20.13.1\n",
288 "virtualenv-clone 0.5.7\n",
289 "virtualenvwrapper 4.7.0\n",
290 "wasabi 0.9.0\n",
291 "wcwidth 0.2.5\n",
292 "webencodings 0.5.1\n",
293 "Werkzeug 2.0.3\n",
294 "wheel 0.36.2\n",
295 "widgetsnbextension 3.4.2\n",
296 "word2vec 0.11.1\n",
297 "wrapt 1.13.3\n",
298 "xlrd 1.2.0\n",
299 "XlsxWriter 1.4.3\n",
300 "yellowbrick 1.1\n",
301 "zipp 3.7.0\n",
302 "\u001b[33mWARNING: You are using pip version 21.1.3; however, version 22.1.2 is available.\n",
303 "You should consider upgrading via the '/home/jovyan/work/.localenv/bin/python -m pip install --upgrade pip' command.\u001b[0m\n"
304 ]
305 }
306 ],
307 "source": [
308 "! pip list\n"
309 ]
310 },
311 {
312 "cell_type": "code",
313 "execution_count": 1,
314 "id": "c2181ede",
315 "metadata": {},
316 "outputs": [
317 {
318 "ename": "ConnectionError",
319 "evalue": "HTTPSConnectionPool(host='mo.zju.edu.cn', port=443): Max retries exceeded with url: /pyapi/file/temp_api_file (Caused by NewConnectionError('<urllib3.connection.HTTPSConnection object at 0x7f7d07fedf50>: Failed to establish a new connection: [Errno 110] Connection timed out'))",
320 "output_type": "error",
321 "traceback": [
322 "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
323 "\u001b[0;31mTimeoutError\u001b[0m Traceback (most recent call last)",
324 "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/urllib3/connection.py\u001b[0m in \u001b[0;36m_new_conn\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 174\u001b[0m conn = connection.create_connection(\n\u001b[0;32m--> 175\u001b[0;31m \u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_dns_host\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mport\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtimeout\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mextra_kw\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 176\u001b[0m )\n",
325 "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/urllib3/util/connection.py\u001b[0m in \u001b[0;36mcreate_connection\u001b[0;34m(address, timeout, source_address, socket_options)\u001b[0m\n\u001b[1;32m 94\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0merr\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 95\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0merr\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 96\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
326 "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/urllib3/util/connection.py\u001b[0m in \u001b[0;36mcreate_connection\u001b[0;34m(address, timeout, source_address, socket_options)\u001b[0m\n\u001b[1;32m 84\u001b[0m \u001b[0msock\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbind\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msource_address\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 85\u001b[0;31m \u001b[0msock\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mconnect\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msa\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 86\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0msock\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
327 "\u001b[0;31mTimeoutError\u001b[0m: [Errno 110] Connection timed out",
328 "\nDuring handling of the above exception, another exception occurred:\n",
329 "\u001b[0;31mNewConnectionError\u001b[0m Traceback (most recent call last)",
330 "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/urllib3/connectionpool.py\u001b[0m in \u001b[0;36murlopen\u001b[0;34m(self, method, url, body, headers, retries, redirect, assert_same_host, timeout, pool_timeout, release_conn, chunked, body_pos, **response_kw)\u001b[0m\n\u001b[1;32m 709\u001b[0m \u001b[0mheaders\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mheaders\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 710\u001b[0;31m \u001b[0mchunked\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mchunked\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 711\u001b[0m )\n",
331 "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/urllib3/connectionpool.py\u001b[0m in \u001b[0;36m_make_request\u001b[0;34m(self, conn, method, url, timeout, chunked, **httplib_request_kw)\u001b[0m\n\u001b[1;32m 385\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 386\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_validate_conn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mconn\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 387\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mSocketTimeout\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mBaseSSLError\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
332 "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/urllib3/connectionpool.py\u001b[0m in \u001b[0;36m_validate_conn\u001b[0;34m(self, conn)\u001b[0m\n\u001b[1;32m 1039\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mconn\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"sock\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;31m# AppEngine might not have `.sock`\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1040\u001b[0;31m \u001b[0mconn\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mconnect\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1041\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
333 "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/urllib3/connection.py\u001b[0m in \u001b[0;36mconnect\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 357\u001b[0m \u001b[0;31m# Add certificate verification\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 358\u001b[0;31m \u001b[0mconn\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_new_conn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 359\u001b[0m \u001b[0mhostname\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhost\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
334 "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/urllib3/connection.py\u001b[0m in \u001b[0;36m_new_conn\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 186\u001b[0m raise NewConnectionError(\n\u001b[0;32m--> 187\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"Failed to establish a new connection: %s\"\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 188\u001b[0m )\n",
335 "\u001b[0;31mNewConnectionError\u001b[0m: <urllib3.connection.HTTPSConnection object at 0x7f7d07fedf50>: Failed to establish a new connection: [Errno 110] Connection timed out",
336 "\nDuring handling of the above exception, another exception occurred:\n",
337 "\u001b[0;31mMaxRetryError\u001b[0m Traceback (most recent call last)",
338 "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/requests/adapters.py\u001b[0m in \u001b[0;36msend\u001b[0;34m(self, request, stream, timeout, verify, cert, proxies)\u001b[0m\n\u001b[1;32m 449\u001b[0m \u001b[0mretries\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmax_retries\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 450\u001b[0;31m \u001b[0mtimeout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtimeout\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 451\u001b[0m )\n",
339 "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/urllib3/connectionpool.py\u001b[0m in \u001b[0;36murlopen\u001b[0;34m(self, method, url, body, headers, retries, redirect, assert_same_host, timeout, pool_timeout, release_conn, chunked, body_pos, **response_kw)\u001b[0m\n\u001b[1;32m 785\u001b[0m retries = retries.increment(\n\u001b[0;32m--> 786\u001b[0;31m \u001b[0mmethod\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0murl\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0merror\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0me\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_pool\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_stacktrace\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msys\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexc_info\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 787\u001b[0m )\n",
340 "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/urllib3/util/retry.py\u001b[0m in \u001b[0;36mincrement\u001b[0;34m(self, method, url, response, error, _pool, _stacktrace)\u001b[0m\n\u001b[1;32m 591\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mnew_retry\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mis_exhausted\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 592\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mMaxRetryError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0m_pool\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0murl\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0merror\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0mResponseError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcause\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 593\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
341 "\u001b[0;31mMaxRetryError\u001b[0m: HTTPSConnectionPool(host='mo.zju.edu.cn', port=443): Max retries exceeded with url: /pyapi/file/temp_api_file (Caused by NewConnectionError('<urllib3.connection.HTTPSConnection object at 0x7f7d07fedf50>: Failed to establish a new connection: [Errno 110] Connection timed out'))",
342 "\nDuring handling of the above exception, another exception occurred:\n",
343 "\u001b[0;31mConnectionError\u001b[0m Traceback (most recent call last)",
344 "\u001b[0;32m/tmp/ipykernel_374/4271832855.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mupload_url\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'https://mo.zju.edu.cn/pyapi/file/temp_api_file'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0mPhoto_file\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0;34m'file'\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'./img/demo.jpg'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'rb'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 6\u001b[0;31m \u001b[0mPhoto_file_name\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mrequests\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpost\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mupload_url\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfiles\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mPhoto_file\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjson\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'temp_file_name'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 7\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
345 "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/requests/api.py\u001b[0m in \u001b[0;36mpost\u001b[0;34m(url, data, json, **kwargs)\u001b[0m\n\u001b[1;32m 115\u001b[0m \"\"\"\n\u001b[1;32m 116\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 117\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mrequest\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'post'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0murl\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mjson\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mjson\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 118\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 119\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
346 "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/requests/api.py\u001b[0m in \u001b[0;36mrequest\u001b[0;34m(method, url, **kwargs)\u001b[0m\n\u001b[1;32m 59\u001b[0m \u001b[0;31m# cases, and look like a memory leak in others.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 60\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0msessions\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mSession\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0msession\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 61\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0msession\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrequest\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmethod\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmethod\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0murl\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0murl\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 62\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 63\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
347 "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/requests/sessions.py\u001b[0m in \u001b[0;36mrequest\u001b[0;34m(self, method, url, params, data, headers, cookies, files, auth, timeout, allow_redirects, proxies, hooks, stream, verify, cert, json)\u001b[0m\n\u001b[1;32m 527\u001b[0m }\n\u001b[1;32m 528\u001b[0m \u001b[0msend_kwargs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mupdate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msettings\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 529\u001b[0;31m \u001b[0mresp\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mprep\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0msend_kwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 530\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 531\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mresp\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
348 "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/requests/sessions.py\u001b[0m in \u001b[0;36msend\u001b[0;34m(self, request, **kwargs)\u001b[0m\n\u001b[1;32m 643\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 644\u001b[0m \u001b[0;31m# Send the request\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 645\u001b[0;31m \u001b[0mr\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0madapter\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrequest\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 646\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 647\u001b[0m \u001b[0;31m# Total elapsed time of the request (approximately)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
349 "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/requests/adapters.py\u001b[0m in \u001b[0;36msend\u001b[0;34m(self, request, stream, timeout, verify, cert, proxies)\u001b[0m\n\u001b[1;32m 517\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0mSSLError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0me\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrequest\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mrequest\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 518\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 519\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mConnectionError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0me\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrequest\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mrequest\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 520\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 521\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mClosedPoolError\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
350 "\u001b[0;31mConnectionError\u001b[0m: HTTPSConnectionPool(host='mo.zju.edu.cn', port=443): Max retries exceeded with url: /pyapi/file/temp_api_file (Caused by NewConnectionError('<urllib3.connection.HTTPSConnection object at 0x7f7d07fedf50>: Failed to establish a new connection: [Errno 110] Connection timed out'))"
351 ]
352 }
353 ],
354 "source": [
355 "import requests\n",
356 "\n",
357 "# 先将文件上传至文件存储（此存储为临时用，一小时后文件即会被删除）\n",
358 "upload_url = 'https://mo.zju.edu.cn/pyapi/file/temp_api_file'\n",
359 "Photo_file = {'file': open('./img/demo.jpg', 'rb')}\n",
360 "Photo_file_name = requests.post(upload_url, files=Photo_file).json().get('temp_file_name')"
361 ]
362 },
363 {
364 "cell_type": "code",
109365 "execution_count": null,
110 "id": "2f197046",
366 "id": "de60afb6",
111367 "metadata": {},
112368 "outputs": [],
113 "source": []
369 "source": [
370 "base_url = \"https://mo.zju.edu.cn/pyapi/apps/run/\"\n",
371 "app_id = \"62b12fde34514bed5c29038b\"\n",
372 "input_dic = {\"Photo\": {\"val\": Photo_file_name, \"type\": \"img\"}, \"Question\": {\"val\": \"<fill_with_str>\", \"type\": \"str\"}}\n",
373 "output_dic = {\"Answer\": {\"type\": \"str\"}}\n",
374 "app_version = \"0-3-0\"\n",
375 "payload = {\"app\": {\"input\": input_dic, \"output\": output_dic}, \"version\": app_version}\n",
376 "response = requests.post(base_url + app_id, json=payload)\n",
377 "print(response.json())"
378 ]
114379 }
115380 ],
116381 "metadata": {
+1
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handler.py less more
77
88
99 image_size = 480
10 device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')
10 device = torch.device('cpu')
1111 model_url = './ckpt/model_base_vqa_capfilt_large.pth'
1212 model = blip_vqa(pretrained=model_url, image_size=image_size, vit='base')
1313 model = model.to(device)