Delete Untitled.ipynb
Browse files- Untitled.ipynb +0 -734
Untitled.ipynb
DELETED
@@ -1,734 +0,0 @@
|
|
1 |
-
{
|
2 |
-
"cells": [
|
3 |
-
{
|
4 |
-
"cell_type": "code",
|
5 |
-
"execution_count": null,
|
6 |
-
"id": "64361b9e-39fe-4777-9887-68712aa1098b",
|
7 |
-
"metadata": {},
|
8 |
-
"outputs": [],
|
9 |
-
"source": [
|
10 |
-
"#Model Commit"
|
11 |
-
]
|
12 |
-
},
|
13 |
-
{
|
14 |
-
"cell_type": "code",
|
15 |
-
"execution_count": 3,
|
16 |
-
"id": "9483d5c4-b8c5-48f8-b86d-bde850edc532",
|
17 |
-
"metadata": {},
|
18 |
-
"outputs": [
|
19 |
-
{
|
20 |
-
"name": "stdout",
|
21 |
-
"output_type": "stream",
|
22 |
-
"text": [
|
23 |
-
"Requirement already satisfied: huggingface_hub in /opt/conda/lib/python3.10/site-packages (0.21.3)\n",
|
24 |
-
"Collecting python-dotenv\n",
|
25 |
-
" Downloading python_dotenv-1.0.1-py3-none-any.whl.metadata (23 kB)\n",
|
26 |
-
"Requirement already satisfied: filelock in /opt/conda/lib/python3.10/site-packages (from huggingface_hub) (3.13.1)\n",
|
27 |
-
"Requirement already satisfied: fsspec>=2023.5.0 in /opt/conda/lib/python3.10/site-packages (from huggingface_hub) (2023.12.2)\n",
|
28 |
-
"Requirement already satisfied: requests in /opt/conda/lib/python3.10/site-packages (from huggingface_hub) (2.31.0)\n",
|
29 |
-
"Requirement already satisfied: tqdm>=4.42.1 in /opt/conda/lib/python3.10/site-packages (from huggingface_hub) (4.65.0)\n",
|
30 |
-
"Requirement already satisfied: pyyaml>=5.1 in /opt/conda/lib/python3.10/site-packages (from huggingface_hub) (6.0.1)\n",
|
31 |
-
"Requirement already satisfied: typing-extensions>=3.7.4.3 in /opt/conda/lib/python3.10/site-packages (from huggingface_hub) (4.9.0)\n",
|
32 |
-
"Requirement already satisfied: packaging>=20.9 in /opt/conda/lib/python3.10/site-packages (from huggingface_hub) (23.1)\n",
|
33 |
-
"Requirement already satisfied: charset-normalizer<4,>=2 in /opt/conda/lib/python3.10/site-packages (from requests->huggingface_hub) (2.0.4)\n",
|
34 |
-
"Requirement already satisfied: idna<4,>=2.5 in /opt/conda/lib/python3.10/site-packages (from requests->huggingface_hub) (3.4)\n",
|
35 |
-
"Requirement already satisfied: urllib3<3,>=1.21.1 in /opt/conda/lib/python3.10/site-packages (from requests->huggingface_hub) (1.26.18)\n",
|
36 |
-
"Requirement already satisfied: certifi>=2017.4.17 in /opt/conda/lib/python3.10/site-packages (from requests->huggingface_hub) (2023.11.17)\n",
|
37 |
-
"Downloading python_dotenv-1.0.1-py3-none-any.whl (19 kB)\n",
|
38 |
-
"Installing collected packages: python-dotenv\n",
|
39 |
-
"Successfully installed python-dotenv-1.0.1\n",
|
40 |
-
"\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
|
41 |
-
"\u001b[0m"
|
42 |
-
]
|
43 |
-
}
|
44 |
-
],
|
45 |
-
"source": [
|
46 |
-
"!pip install huggingface_hub python-dotenv"
|
47 |
-
]
|
48 |
-
},
|
49 |
-
{
|
50 |
-
"cell_type": "code",
|
51 |
-
"execution_count": 4,
|
52 |
-
"id": "93c881e9-1081-4ab8-883e-c0bd8abb241e",
|
53 |
-
"metadata": {},
|
54 |
-
"outputs": [
|
55 |
-
{
|
56 |
-
"name": "stdout",
|
57 |
-
"output_type": "stream",
|
58 |
-
"text": [
|
59 |
-
"Token has not been saved to git credential helper. Pass `add_to_git_credential=True` if you want to set the git credential as well.\n",
|
60 |
-
"Token is valid (permission: write).\n",
|
61 |
-
"Your token has been saved to /root/.cache/huggingface/token\n",
|
62 |
-
"Login successful\n"
|
63 |
-
]
|
64 |
-
}
|
65 |
-
],
|
66 |
-
"source": [
|
67 |
-
"from dotenv import load_dotenv\n",
|
68 |
-
"import os\n",
|
69 |
-
"from huggingface_hub import login, hf_hub_download\n",
|
70 |
-
"\n",
|
71 |
-
"# Load environment variables from .env file\n",
|
72 |
-
"load_dotenv()\n",
|
73 |
-
"\n",
|
74 |
-
"# Retrieve the Hugging Face token from the environment variable\n",
|
75 |
-
"hf_token = os.getenv(\"HF_TOKEN\")\n",
|
76 |
-
"\n",
|
77 |
-
"# Ensure the token is present\n",
|
78 |
-
"if not hf_token:\n",
|
79 |
-
" raise ValueError(\"Hugging Face token not found. Make sure your .env file is configured correctly and HF_TOKEN is set.\")\n",
|
80 |
-
"\n",
|
81 |
-
"# Authenticate with Hugging Face using the token\n",
|
82 |
-
"login(token=hf_token)"
|
83 |
-
]
|
84 |
-
},
|
85 |
-
{
|
86 |
-
"cell_type": "code",
|
87 |
-
"execution_count": 7,
|
88 |
-
"id": "6c7c4ca0-31fe-4dd5-ae42-136ddf947983",
|
89 |
-
"metadata": {},
|
90 |
-
"outputs": [
|
91 |
-
{
|
92 |
-
"name": "stdout",
|
93 |
-
"output_type": "stream",
|
94 |
-
"text": [
|
95 |
-
"Collecting package metadata (current_repodata.json): done\n",
|
96 |
-
"Solving environment: done\n",
|
97 |
-
"\n",
|
98 |
-
"\n",
|
99 |
-
"==> WARNING: A newer version of conda exists. <==\n",
|
100 |
-
" current version: 23.9.0\n",
|
101 |
-
" latest version: 24.1.2\n",
|
102 |
-
"\n",
|
103 |
-
"Please update conda by running\n",
|
104 |
-
"\n",
|
105 |
-
" $ conda update -n base -c defaults conda\n",
|
106 |
-
"\n",
|
107 |
-
"Or to minimize the number of packages updated during conda update use\n",
|
108 |
-
"\n",
|
109 |
-
" conda install conda=24.1.2\n",
|
110 |
-
"\n",
|
111 |
-
"\n",
|
112 |
-
"\n",
|
113 |
-
"## Package Plan ##\n",
|
114 |
-
"\n",
|
115 |
-
" environment location: /opt/conda\n",
|
116 |
-
"\n",
|
117 |
-
" added / updated specs:\n",
|
118 |
-
" - git\n",
|
119 |
-
"\n",
|
120 |
-
"\n",
|
121 |
-
"The following packages will be downloaded:\n",
|
122 |
-
"\n",
|
123 |
-
" package | build\n",
|
124 |
-
" ---------------------------|-----------------\n",
|
125 |
-
" ca-certificates-2023.08.22 | h06a4308_0 130 KB anaconda\n",
|
126 |
-
" certifi-2023.11.17 | py310h06a4308_0 159 KB anaconda\n",
|
127 |
-
" curl-8.4.0 | hdbd6064_0 90 KB anaconda\n",
|
128 |
-
" gdbm-1.18 | hd4cb3f1_4 193 KB anaconda\n",
|
129 |
-
" gettext-0.21.0 | h39681ba_1 3.4 MB anaconda\n",
|
130 |
-
" git-2.40.1 | pl5340h36fbf9e_1 9.9 MB\n",
|
131 |
-
" libcurl-8.4.0 | h251f7ec_0 388 KB anaconda\n",
|
132 |
-
" openssl-3.0.12 | h7f8727e_0 5.2 MB anaconda\n",
|
133 |
-
" perl-5.34.0 | h5eee18b_2 13.3 MB anaconda\n",
|
134 |
-
" ------------------------------------------------------------\n",
|
135 |
-
" Total: 32.8 MB\n",
|
136 |
-
"\n",
|
137 |
-
"The following NEW packages will be INSTALLED:\n",
|
138 |
-
"\n",
|
139 |
-
" curl anaconda/linux-64::curl-8.4.0-hdbd6064_0 \n",
|
140 |
-
" gdbm anaconda/linux-64::gdbm-1.18-hd4cb3f1_4 \n",
|
141 |
-
" gettext anaconda/linux-64::gettext-0.21.0-h39681ba_1 \n",
|
142 |
-
" git pkgs/main/linux-64::git-2.40.1-pl5340h36fbf9e_1 \n",
|
143 |
-
" perl anaconda/linux-64::perl-5.34.0-h5eee18b_2 \n",
|
144 |
-
"\n",
|
145 |
-
"The following packages will be SUPERSEDED by a higher-priority channel:\n",
|
146 |
-
"\n",
|
147 |
-
" ca-certificates pkgs/main::ca-certificates-2023.12.12~ --> anaconda::ca-certificates-2023.08.22-h06a4308_0 \n",
|
148 |
-
" certifi pkgs/main --> anaconda \n",
|
149 |
-
" libcurl pkgs/main::libcurl-8.4.0-h251f7ec_1 --> anaconda::libcurl-8.4.0-h251f7ec_0 \n",
|
150 |
-
" openssl pkgs/main --> anaconda \n",
|
151 |
-
"\n",
|
152 |
-
"\n",
|
153 |
-
"\n",
|
154 |
-
"Downloading and Extracting Packages:\n",
|
155 |
-
"libcurl-8.4.0 | 388 KB | | 0% \n",
|
156 |
-
"perl-5.34.0 | 13.3 MB | | 0% \u001b[A\n",
|
157 |
-
"\n",
|
158 |
-
"git-2.40.1 | 9.9 MB | | 0% \u001b[A\u001b[A\n",
|
159 |
-
"\n",
|
160 |
-
"\n",
|
161 |
-
"certifi-2023.11.17 | 159 KB | | 0% \u001b[A\u001b[A\u001b[A\n",
|
162 |
-
"\n",
|
163 |
-
"\n",
|
164 |
-
"\n",
|
165 |
-
"openssl-3.0.12 | 5.2 MB | | 0% \u001b[A\u001b[A\u001b[A\u001b[A\n",
|
166 |
-
"\n",
|
167 |
-
"\n",
|
168 |
-
"\n",
|
169 |
-
"\n",
|
170 |
-
"curl-8.4.0 | 90 KB | | 0% \u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
|
171 |
-
"\n",
|
172 |
-
"\n",
|
173 |
-
"\n",
|
174 |
-
"\n",
|
175 |
-
"\n",
|
176 |
-
"ca-certificates-2023 | 130 KB | | 0% \u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
|
177 |
-
"\n",
|
178 |
-
"\n",
|
179 |
-
"\n",
|
180 |
-
"\n",
|
181 |
-
"\n",
|
182 |
-
"\n",
|
183 |
-
"gettext-0.21.0 | 3.4 MB | | 0% \u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
|
184 |
-
"\n",
|
185 |
-
"\n",
|
186 |
-
"\n",
|
187 |
-
"\n",
|
188 |
-
"\n",
|
189 |
-
"\n",
|
190 |
-
"\n",
|
191 |
-
"gdbm-1.18 | 193 KB | | 0% \u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
|
192 |
-
"\n",
|
193 |
-
"libcurl-8.4.0 | 388 KB | #5 | 4% \u001b[A\u001b[A\n",
|
194 |
-
"\n",
|
195 |
-
"\n",
|
196 |
-
"certifi-2023.11.17 | 159 KB | ###7 | 10% \u001b[A\u001b[A\u001b[A\n",
|
197 |
-
"\n",
|
198 |
-
"\n",
|
199 |
-
"\n",
|
200 |
-
"openssl-3.0.12 | 5.2 MB | 1 | 0% \u001b[A\u001b[A\u001b[A\u001b[A\n",
|
201 |
-
"perl-5.34.0 | 13.3 MB | | 0% \u001b[A\n",
|
202 |
-
"\n",
|
203 |
-
"git-2.40.1 | 9.9 MB | ##########6 | 29% \u001b[A\u001b[A\n",
|
204 |
-
"\n",
|
205 |
-
"\n",
|
206 |
-
"\n",
|
207 |
-
"\n",
|
208 |
-
"\n",
|
209 |
-
"ca-certificates-2023 | 130 KB | ####5 | 12% \u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
|
210 |
-
"\n",
|
211 |
-
"\n",
|
212 |
-
"\n",
|
213 |
-
"openssl-3.0.12 | 5.2 MB | #####7 | 16% \u001b[A\u001b[A\u001b[A\u001b[A\n",
|
214 |
-
"\n",
|
215 |
-
"\n",
|
216 |
-
"\n",
|
217 |
-
"\n",
|
218 |
-
"curl-8.4.0 | 90 KB | ######6 | 18% \u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
|
219 |
-
"perl-5.34.0 | 13.3 MB | #3 | 4% \u001b[A\n",
|
220 |
-
"\n",
|
221 |
-
"\n",
|
222 |
-
"\n",
|
223 |
-
"\n",
|
224 |
-
"\n",
|
225 |
-
"ca-certificates-2023 | 130 KB | ##################################### | 100% \u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
|
226 |
-
"\n",
|
227 |
-
"libcurl-8.4.0 | 388 KB | ##################################### | 100% \u001b[A\u001b[A\n",
|
228 |
-
"\n",
|
229 |
-
"\n",
|
230 |
-
"certifi-2023.11.17 | 159 KB | ##################################### | 100% \u001b[A\u001b[A\u001b[A\n",
|
231 |
-
"\n",
|
232 |
-
"\n",
|
233 |
-
"certifi-2023.11.17 | 159 KB | ##################################### | 100% \u001b[A\u001b[A\u001b[A\n",
|
234 |
-
"\n",
|
235 |
-
"\n",
|
236 |
-
"\n",
|
237 |
-
"\n",
|
238 |
-
"\n",
|
239 |
-
"\n",
|
240 |
-
"gettext-0.21.0 | 3.4 MB | 1 | 0% \u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
|
241 |
-
"\n",
|
242 |
-
"\n",
|
243 |
-
"\n",
|
244 |
-
"\n",
|
245 |
-
"curl-8.4.0 | 90 KB | ##################################### | 100% \u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
|
246 |
-
"\n",
|
247 |
-
"\n",
|
248 |
-
"\n",
|
249 |
-
"openssl-3.0.12 | 5.2 MB | #######################7 | 64% \u001b[A\u001b[A\u001b[A\u001b[A\n",
|
250 |
-
"\n",
|
251 |
-
"\n",
|
252 |
-
"\n",
|
253 |
-
"\n",
|
254 |
-
"\n",
|
255 |
-
"\n",
|
256 |
-
"\n",
|
257 |
-
"gdbm-1.18 | 193 KB | ### | 8% \u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
|
258 |
-
"perl-5.34.0 | 13.3 MB | ####6 | 12% \u001b[A\n",
|
259 |
-
"perl-5.34.0 | 13.3 MB | ########6 | 23% \u001b[A\n",
|
260 |
-
"perl-5.34.0 | 13.3 MB | ###############6 | 42% \u001b[A\n",
|
261 |
-
"\n",
|
262 |
-
"\n",
|
263 |
-
"\n",
|
264 |
-
"\n",
|
265 |
-
"\n",
|
266 |
-
"\n",
|
267 |
-
"\n",
|
268 |
-
"gdbm-1.18 | 193 KB | ##################################### | 100% \u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
|
269 |
-
"\n",
|
270 |
-
"\n",
|
271 |
-
"\n",
|
272 |
-
"\n",
|
273 |
-
"\n",
|
274 |
-
"\n",
|
275 |
-
"\n",
|
276 |
-
"gdbm-1.18 | 193 KB | ##################################### | 100% \u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
|
277 |
-
"perl-5.34.0 | 13.3 MB | ########################3 | 66% \u001b[A\n",
|
278 |
-
"perl-5.34.0 | 13.3 MB | ##############################8 | 83% \u001b[A\n",
|
279 |
-
"\n",
|
280 |
-
"git-2.40.1 | 9.9 MB | ##################################### | 100% \u001b[A\u001b[A\n",
|
281 |
-
"\n",
|
282 |
-
"git-2.40.1 | 9.9 MB | ##################################### | 100% \u001b[A\u001b[A\n",
|
283 |
-
"\n",
|
284 |
-
"\n",
|
285 |
-
"\n",
|
286 |
-
"\n",
|
287 |
-
"\n",
|
288 |
-
"\n",
|
289 |
-
"gettext-0.21.0 | 3.4 MB | ##################################### | 100% \u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
|
290 |
-
"\n",
|
291 |
-
"\n",
|
292 |
-
"\n",
|
293 |
-
"\n",
|
294 |
-
"\n",
|
295 |
-
"\n",
|
296 |
-
"gettext-0.21.0 | 3.4 MB | ##################################### | 100% \u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
|
297 |
-
"\n",
|
298 |
-
"\n",
|
299 |
-
"\n",
|
300 |
-
"openssl-3.0.12 | 5.2 MB | ##################################### | 100% \u001b[A\u001b[A\u001b[A\u001b[A\n",
|
301 |
-
"\n",
|
302 |
-
"\n",
|
303 |
-
"\n",
|
304 |
-
"openssl-3.0.12 | 5.2 MB | ##################################### | 100% \u001b[A\u001b[A\u001b[A\u001b[A\n",
|
305 |
-
"perl-5.34.0 | 13.3 MB | ##################################### | 100% \u001b[A\n",
|
306 |
-
" \u001b[A\n",
|
307 |
-
" \u001b[A\n",
|
308 |
-
"\n",
|
309 |
-
" \u001b[A\u001b[A\n",
|
310 |
-
"\n",
|
311 |
-
"\n",
|
312 |
-
" \u001b[A\u001b[A\u001b[A\n",
|
313 |
-
"\n",
|
314 |
-
"\n",
|
315 |
-
"\n",
|
316 |
-
" \u001b[A\u001b[A\u001b[A\u001b[A\n",
|
317 |
-
"\n",
|
318 |
-
"\n",
|
319 |
-
"\n",
|
320 |
-
"\n",
|
321 |
-
" \u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
|
322 |
-
"\n",
|
323 |
-
"\n",
|
324 |
-
"\n",
|
325 |
-
"\n",
|
326 |
-
"\n",
|
327 |
-
" \u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
|
328 |
-
"\n",
|
329 |
-
"\n",
|
330 |
-
"\n",
|
331 |
-
"\n",
|
332 |
-
"\n",
|
333 |
-
"\n",
|
334 |
-
" \u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
|
335 |
-
"\n",
|
336 |
-
"\n",
|
337 |
-
"\n",
|
338 |
-
"\n",
|
339 |
-
"\n",
|
340 |
-
"\n",
|
341 |
-
"\n",
|
342 |
-
" \u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
|
343 |
-
"Preparing transaction: done\n",
|
344 |
-
"Verifying transaction: done\n",
|
345 |
-
"Executing transaction: done\n",
|
346 |
-
"Collecting package metadata (current_repodata.json): / WARNING conda.models.version:get_matcher(556): Using .* with relational operator is superfluous and deprecated and will be removed in a future version of conda. Your spec was 1.7.1.*, but conda is ignoring the .* and treating it as 1.7.1\n",
|
347 |
-
"done\n",
|
348 |
-
"Solving environment: done\n",
|
349 |
-
"\n",
|
350 |
-
"\n",
|
351 |
-
"==> WARNING: A newer version of conda exists. <==\n",
|
352 |
-
" current version: 23.9.0\n",
|
353 |
-
" latest version: 24.1.2\n",
|
354 |
-
"\n",
|
355 |
-
"Please update conda by running\n",
|
356 |
-
"\n",
|
357 |
-
" $ conda update -n base -c defaults conda\n",
|
358 |
-
"\n",
|
359 |
-
"Or to minimize the number of packages updated during conda update use\n",
|
360 |
-
"\n",
|
361 |
-
" conda install conda=24.1.2\n",
|
362 |
-
"\n",
|
363 |
-
"\n",
|
364 |
-
"\n",
|
365 |
-
"## Package Plan ##\n",
|
366 |
-
"\n",
|
367 |
-
" environment location: /opt/conda\n",
|
368 |
-
"\n",
|
369 |
-
" added / updated specs:\n",
|
370 |
-
" - git-lfs\n",
|
371 |
-
"\n",
|
372 |
-
"\n",
|
373 |
-
"The following packages will be downloaded:\n",
|
374 |
-
"\n",
|
375 |
-
" package | build\n",
|
376 |
-
" ---------------------------|-----------------\n",
|
377 |
-
" ca-certificates-2024.2.2 | hbcca054_0 152 KB conda-forge\n",
|
378 |
-
" certifi-2024.2.2 | pyhd8ed1ab_0 157 KB conda-forge\n",
|
379 |
-
" git-lfs-3.4.1 | ha770c72_0 3.6 MB conda-forge\n",
|
380 |
-
" openssl-3.0.13 | h7f8727e_0 5.2 MB\n",
|
381 |
-
" ------------------------------------------------------------\n",
|
382 |
-
" Total: 9.1 MB\n",
|
383 |
-
"\n",
|
384 |
-
"The following NEW packages will be INSTALLED:\n",
|
385 |
-
"\n",
|
386 |
-
" git-lfs conda-forge/linux-64::git-lfs-3.4.1-ha770c72_0 \n",
|
387 |
-
"\n",
|
388 |
-
"The following packages will be UPDATED:\n",
|
389 |
-
"\n",
|
390 |
-
" ca-certificates anaconda::ca-certificates-2023.08.22-~ --> conda-forge::ca-certificates-2024.2.2-hbcca054_0 \n",
|
391 |
-
" certifi anaconda/linux-64::certifi-2023.11.17~ --> conda-forge/noarch::certifi-2024.2.2-pyhd8ed1ab_0 \n",
|
392 |
-
" openssl anaconda::openssl-3.0.12-h7f8727e_0 --> pkgs/main::openssl-3.0.13-h7f8727e_0 \n",
|
393 |
-
"\n",
|
394 |
-
"\n",
|
395 |
-
"\n",
|
396 |
-
"Downloading and Extracting Packages:\n",
|
397 |
-
"certifi-2024.2.2 | 157 KB | | 0% \n",
|
398 |
-
"git-lfs-3.4.1 | 3.6 MB | | 0% \u001b[A\n",
|
399 |
-
"\n",
|
400 |
-
"openssl-3.0.13 | 5.2 MB | | 0% \u001b[A\u001b[A\n",
|
401 |
-
"\n",
|
402 |
-
"\n",
|
403 |
-
"ca-certificates-2024 | 152 KB | | 0% \u001b[A\u001b[A\u001b[A\n",
|
404 |
-
"\n",
|
405 |
-
"certifi-2024.2.2 | 157 KB | ###7 | 10% \u001b[A\u001b[A\n",
|
406 |
-
"\n",
|
407 |
-
"\n",
|
408 |
-
"ca-certificates-2024 | 152 KB | ###9 | 11% \u001b[A\u001b[A\u001b[A\n",
|
409 |
-
"git-lfs-3.4.1 | 3.6 MB | 1 | 0% \u001b[A\n",
|
410 |
-
"\n",
|
411 |
-
"\n",
|
412 |
-
"certifi-2024.2.2 | 157 KB | ##################################### | 100% \u001b[A\u001b[A\u001b[A\n",
|
413 |
-
"\n",
|
414 |
-
"openssl-3.0.13 | 5.2 MB | ################ | 43% \u001b[A\u001b[A\n",
|
415 |
-
"git-lfs-3.4.1 | 3.6 MB | ##############5 | 39% \u001b[A\n",
|
416 |
-
"git-lfs-3.4.1 | 3.6 MB | ##################################### | 100% \u001b[A\n",
|
417 |
-
"git-lfs-3.4.1 | 3.6 MB | ##################################### | 100% \u001b[A\n",
|
418 |
-
"\n",
|
419 |
-
"openssl-3.0.13 | 5.2 MB | ##################################### | 100% \u001b[A\u001b[A\n",
|
420 |
-
"\n",
|
421 |
-
" \u001b[A\u001b[A\n",
|
422 |
-
" \u001b[A\n",
|
423 |
-
"\n",
|
424 |
-
" \u001b[A\u001b[A\n",
|
425 |
-
"\n",
|
426 |
-
"\n",
|
427 |
-
" \u001b[A\u001b[A\u001b[A\n",
|
428 |
-
"Preparing transaction: done\n",
|
429 |
-
"Verifying transaction: done\n",
|
430 |
-
"Executing transaction: done\n",
|
431 |
-
"Git LFS initialized.\n",
|
432 |
-
"Installation completed.\n"
|
433 |
-
]
|
434 |
-
}
|
435 |
-
],
|
436 |
-
"source": [
|
437 |
-
"import sys\n",
|
438 |
-
"\n",
|
439 |
-
"# Install git\n",
|
440 |
-
"!conda install -c anaconda git -y\n",
|
441 |
-
"\n",
|
442 |
-
"# Install git-lfs\n",
|
443 |
-
"!conda install -c conda-forge git-lfs -y\n",
|
444 |
-
"\n",
|
445 |
-
"# Set up git-lfs (you only need to do this once)\n",
|
446 |
-
"!git lfs install\n",
|
447 |
-
"\n",
|
448 |
-
"print(\"Installation completed.\")"
|
449 |
-
]
|
450 |
-
},
|
451 |
-
{
|
452 |
-
"cell_type": "code",
|
453 |
-
"execution_count": 8,
|
454 |
-
"id": "785e2b01-4046-4aac-b72b-3918ab723414",
|
455 |
-
"metadata": {
|
456 |
-
"scrolled": true
|
457 |
-
},
|
458 |
-
"outputs": [
|
459 |
-
{
|
460 |
-
"name": "stderr",
|
461 |
-
"output_type": "stream",
|
462 |
-
"text": [
|
463 |
-
"/opt/conda/lib/python3.10/site-packages/huggingface_hub/utils/_deprecation.py:131: FutureWarning: 'Repository' (from 'huggingface_hub.repository') is deprecated and will be removed from version '1.0'. Please prefer the http-based alternatives instead. Given its large adoption in legacy code, the complete removal is only planned on next major release.\n",
|
464 |
-
"For more details, please read https://huggingface.co/docs/huggingface_hub/concepts/git_vs_http.\n",
|
465 |
-
" warnings.warn(warning_message, FutureWarning)\n"
|
466 |
-
]
|
467 |
-
},
|
468 |
-
{
|
469 |
-
"ename": "ValueError",
|
470 |
-
"evalue": "If not specifying `clone_from`, you need to pass Repository a valid git clone.",
|
471 |
-
"output_type": "error",
|
472 |
-
"traceback": [
|
473 |
-
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
|
474 |
-
"\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)",
|
475 |
-
"Cell \u001b[0;32mIn[8], line 33\u001b[0m\n\u001b[1;32m 31\u001b[0m repo \u001b[38;5;241m=\u001b[39m Repository(local_dir\u001b[38;5;241m=\u001b[39mrepo_local_path, clone_from\u001b[38;5;241m=\u001b[39mrepo_url, use_auth_token\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[1;32m 32\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m---> 33\u001b[0m repo \u001b[38;5;241m=\u001b[39m \u001b[43mRepository\u001b[49m\u001b[43m(\u001b[49m\u001b[43mlocal_dir\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrepo_local_path\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43muse_auth_token\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m)\u001b[49m\n\u001b[1;32m 34\u001b[0m repo\u001b[38;5;241m.\u001b[39mgit_pull()\n\u001b[1;32m 36\u001b[0m \u001b[38;5;66;03m# Copy files from your model directory to the cloned repository\u001b[39;00m\n",
|
476 |
-
"File \u001b[0;32m/opt/conda/lib/python3.10/site-packages/huggingface_hub/utils/_validators.py:118\u001b[0m, in \u001b[0;36mvalidate_hf_hub_args.<locals>._inner_fn\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 115\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m check_use_auth_token:\n\u001b[1;32m 116\u001b[0m kwargs \u001b[38;5;241m=\u001b[39m smoothly_deprecate_use_auth_token(fn_name\u001b[38;5;241m=\u001b[39mfn\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m, has_token\u001b[38;5;241m=\u001b[39mhas_token, kwargs\u001b[38;5;241m=\u001b[39mkwargs)\n\u001b[0;32m--> 118\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfn\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
|
477 |
-
"File \u001b[0;32m/opt/conda/lib/python3.10/site-packages/huggingface_hub/utils/_deprecation.py:132\u001b[0m, in \u001b[0;36m_deprecate_method.<locals>._inner_deprecate_method.<locals>.inner_f\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 130\u001b[0m warning_message \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m \u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;241m+\u001b[39m message\n\u001b[1;32m 131\u001b[0m warnings\u001b[38;5;241m.\u001b[39mwarn(warning_message, \u001b[38;5;167;01mFutureWarning\u001b[39;00m)\n\u001b[0;32m--> 132\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mf\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
|
478 |
-
"File \u001b[0;32m/opt/conda/lib/python3.10/site-packages/huggingface_hub/repository.py:538\u001b[0m, in \u001b[0;36mRepository.__init__\u001b[0;34m(self, local_dir, clone_from, repo_type, token, git_user, git_email, revision, skip_lfs_files, client)\u001b[0m\n\u001b[1;32m 536\u001b[0m logger\u001b[38;5;241m.\u001b[39mdebug(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m[Repository] is a valid git repo\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 537\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 538\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mIf not specifying `clone_from`, you need to pass Repository a valid git clone.\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 540\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhuggingface_token \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m (git_email \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mor\u001b[39;00m git_user \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m):\n\u001b[1;32m 541\u001b[0m user \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mclient\u001b[38;5;241m.\u001b[39mwhoami(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhuggingface_token)\n",
|
479 |
-
"\u001b[0;31mValueError\u001b[0m: If not specifying `clone_from`, you need to pass Repository a valid git clone."
|
480 |
-
]
|
481 |
-
}
|
482 |
-
],
|
483 |
-
"source": [
|
484 |
-
"from huggingface_hub import HfApi, HfFolder, Repository\n",
|
485 |
-
"import os\n",
|
486 |
-
"\n",
|
487 |
-
"# Define the path to your model and the name of the Hugging Face repository\n",
|
488 |
-
"local_model_directory = \"./workspace/outputs/NousResearch/Nous-Hermes-2-Mistral-7B-DPO/a83a8c0d-5838-47ac-ba15-69da87e94619/epoch_3/step_final/\"\n",
|
489 |
-
"repo_name = \"clau_creat\"\n",
|
490 |
-
"username = \"arthrod\" # Replace with your Hugging Face username\n",
|
491 |
-
"repo_id = f\"{username}/{repo_name}\"\n",
|
492 |
-
"\n",
|
493 |
-
"# Authenticate with Hugging Face\n",
|
494 |
-
"#token = HfFolder.get_token()\n",
|
495 |
-
"#if token is None:\n",
|
496 |
-
"# raise ValueError(\"You must be logged in to Hugging Face. Use `huggingface-cli login`.\")\n",
|
497 |
-
"\n",
|
498 |
-
"# Initialize the HfApi object\n",
|
499 |
-
"api = HfApi()\n",
|
500 |
-
"\n",
|
501 |
-
"# Check if the repository exists, if not, create it\n",
|
502 |
-
"try:\n",
|
503 |
-
" api.repo_info(repo_id=repo_id)\n",
|
504 |
-
"except Exception as e:\n",
|
505 |
-
" print(f\"Repository {repo_id} does not exist. Creating it...\")\n",
|
506 |
-
" api.create_repo(token=token, name=repo_name, organization=username, private=False) # Set private=True for a private repository\n",
|
507 |
-
"\n",
|
508 |
-
"# Clone the repository (if necessary) and copy your model files into it\n",
|
509 |
-
"repo_url = f\"https://huggingface.co/{repo_id}\"\n",
|
510 |
-
"repo_local_path = os.path.join(os.getcwd(), repo_name)\n",
|
511 |
-
"\n",
|
512 |
-
"# If the repo directory doesn't exist, clone it. Otherwise, just pull the latest changes\n",
|
513 |
-
"if not os.path.isdir(repo_local_path):\n",
|
514 |
-
" repo = Repository(local_dir=repo_local_path, clone_from=repo_url, use_auth_token=True)\n",
|
515 |
-
"else:\n",
|
516 |
-
" repo = Repository(local_dir=repo_local_path, use_auth_token=True)\n",
|
517 |
-
" repo.git_pull()\n",
|
518 |
-
"\n",
|
519 |
-
"# Copy files from your model directory to the cloned repository\n",
|
520 |
-
"for file_name in os.listdir(local_model_directory):\n",
|
521 |
-
" src_file_path = os.path.join(local_model_directory, file_name)\n",
|
522 |
-
" dst_file_path = os.path.join(repo_local_path, file_name)\n",
|
523 |
-
" if os.path.isfile(src_file_path):\n",
|
524 |
-
" os.replace(src_file_path, dst_file_path)\n",
|
525 |
-
"\n",
|
526 |
-
"# Commit and push the changes to the repository\n",
|
527 |
-
"repo.git_add(auto_lfs_track=True)\n",
|
528 |
-
"repo.git_commit(\"Upload model to Hugging Face Hub\")\n",
|
529 |
-
"repo.git_push()\n",
|
530 |
-
"\n",
|
531 |
-
"print(f\"Model successfully uploaded to: https://huggingface.co/{repo_id}\")"
|
532 |
-
]
|
533 |
-
},
|
534 |
-
{
|
535 |
-
"cell_type": "code",
|
536 |
-
"execution_count": 14,
|
537 |
-
"id": "41eb533d-7d4b-45a6-ae1a-e6cab2275431",
|
538 |
-
"metadata": {},
|
539 |
-
"outputs": [
|
540 |
-
{
|
541 |
-
"name": "stdout",
|
542 |
-
"output_type": "stream",
|
543 |
-
"text": [
|
544 |
-
"Collecting pickleshare\n",
|
545 |
-
" Downloading pickleshare-0.7.5-py2.py3-none-any.whl.metadata (1.5 kB)\n",
|
546 |
-
"Downloading pickleshare-0.7.5-py2.py3-none-any.whl (6.9 kB)\n",
|
547 |
-
"Installing collected packages: pickleshare\n",
|
548 |
-
"Successfully installed pickleshare-0.7.5\n",
|
549 |
-
"\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
|
550 |
-
"\u001b[0m"
|
551 |
-
]
|
552 |
-
}
|
553 |
-
],
|
554 |
-
"source": [
|
555 |
-
"!pip install pickleshare"
|
556 |
-
]
|
557 |
-
},
|
558 |
-
{
|
559 |
-
"cell_type": "code",
|
560 |
-
"execution_count": 16,
|
561 |
-
"id": "c6d17b7a-fb51-4e10-83b6-c47c4eabdf36",
|
562 |
-
"metadata": {},
|
563 |
-
"outputs": [
|
564 |
-
{
|
565 |
-
"name": "stdout",
|
566 |
-
"output_type": "stream",
|
567 |
-
"text": [
|
568 |
-
"[Errno 2] No such file or directory: '/outputs/NousResearch/Nous-Hermes-2-Mistral-7B-DPO/a83a8c0d-5838-47ac-ba15-69da87e94619/epoch_3/step_final'\n",
|
569 |
-
"/workspace/outputs/NousResearch/Nous-Hermes-2-Mistral-7B-DPO/a83a8c0d-5838-47ac-ba15-69da87e94619/epoch_3\n"
|
570 |
-
]
|
571 |
-
}
|
572 |
-
],
|
573 |
-
"source": [
|
574 |
-
"%cd /outputs/NousResearch/Nous-Hermes-2-Mistral-7B-DPO/a83a8c0d-5838-47ac-ba15-69da87e94619/epoch_3/step_final"
|
575 |
-
]
|
576 |
-
},
|
577 |
-
{
|
578 |
-
"cell_type": "code",
|
579 |
-
"execution_count": 17,
|
580 |
-
"id": "9e644c65-2937-42a6-b7b4-658f763b2b3a",
|
581 |
-
"metadata": {},
|
582 |
-
"outputs": [
|
583 |
-
{
|
584 |
-
"name": "stdout",
|
585 |
-
"output_type": "stream",
|
586 |
-
"text": [
|
587 |
-
"/workspace/outputs/NousResearch/Nous-Hermes-2-Mistral-7B-DPO/a83a8c0d-5838-47ac-ba15-69da87e94619/epoch_3\n"
|
588 |
-
]
|
589 |
-
}
|
590 |
-
],
|
591 |
-
"source": [
|
592 |
-
"!pwd"
|
593 |
-
]
|
594 |
-
},
|
595 |
-
{
|
596 |
-
"cell_type": "code",
|
597 |
-
"execution_count": null,
|
598 |
-
"id": "be54ebe7-5970-46d2-b5dd-61da9670b1d9",
|
599 |
-
"metadata": {},
|
600 |
-
"outputs": [
|
601 |
-
{
|
602 |
-
"data": {
|
603 |
-
"application/vnd.jupyter.widget-view+json": {
|
604 |
-
"model_id": "83b5e3d4e3c34a7ea9f2ef61e59af30a",
|
605 |
-
"version_major": 2,
|
606 |
-
"version_minor": 0
|
607 |
-
},
|
608 |
-
"text/plain": [
|
609 |
-
"Upload 3 LFS files: 0%| | 0/3 [00:00<?, ?it/s]"
|
610 |
-
]
|
611 |
-
},
|
612 |
-
"metadata": {},
|
613 |
-
"output_type": "display_data"
|
614 |
-
},
|
615 |
-
{
|
616 |
-
"data": {
|
617 |
-
"application/vnd.jupyter.widget-view+json": {
|
618 |
-
"model_id": "3cf26060d2354c9391518f745d9015fd",
|
619 |
-
"version_major": 2,
|
620 |
-
"version_minor": 0
|
621 |
-
},
|
622 |
-
"text/plain": [
|
623 |
-
"tokenizer.model: 0%| | 0.00/493k [00:00<?, ?B/s]"
|
624 |
-
]
|
625 |
-
},
|
626 |
-
"metadata": {},
|
627 |
-
"output_type": "display_data"
|
628 |
-
},
|
629 |
-
{
|
630 |
-
"data": {
|
631 |
-
"application/vnd.jupyter.widget-view+json": {
|
632 |
-
"model_id": "541431de504e420eb35dda77b7de8a3c",
|
633 |
-
"version_major": 2,
|
634 |
-
"version_minor": 0
|
635 |
-
},
|
636 |
-
"text/plain": [
|
637 |
-
"pytorch_model-00001-of-00002.bin: 0%| | 0.00/9.94G [00:00<?, ?B/s]"
|
638 |
-
]
|
639 |
-
},
|
640 |
-
"metadata": {},
|
641 |
-
"output_type": "display_data"
|
642 |
-
},
|
643 |
-
{
|
644 |
-
"data": {
|
645 |
-
"application/vnd.jupyter.widget-view+json": {
|
646 |
-
"model_id": "24f509ed004745fba85a9e250bb6cd05",
|
647 |
-
"version_major": 2,
|
648 |
-
"version_minor": 0
|
649 |
-
},
|
650 |
-
"text/plain": [
|
651 |
-
"pytorch_model-00002-of-00002.bin: 0%| | 0.00/4.54G [00:00<?, ?B/s]"
|
652 |
-
]
|
653 |
-
},
|
654 |
-
"metadata": {},
|
655 |
-
"output_type": "display_data"
|
656 |
-
}
|
657 |
-
],
|
658 |
-
"source": [
|
659 |
-
"from huggingface_hub import HfApi, HfFolder\n",
|
660 |
-
"import os\n",
|
661 |
-
"\n",
|
662 |
-
"def upload_files_to_hub(directory, repo_name, username, private=False):\n",
|
663 |
-
" \"\"\"\n",
|
664 |
-
" Uploads files from a specified directory to a Hugging Face Hub repository using the HTTP-based API.\n",
|
665 |
-
"\n",
|
666 |
-
" Parameters:\n",
|
667 |
-
" - directory: The local directory where your files are stored.\n",
|
668 |
-
" - repo_name: The name of the repository on the Hugging Face Hub.\n",
|
669 |
-
" - username: Your Hugging Face username.\n",
|
670 |
-
" - private: (Optional) Whether to create a private repository. Defaults to False.\n",
|
671 |
-
" \"\"\"\n",
|
672 |
-
" # Ensure the directory is an absolute path\n",
|
673 |
-
" directory = os.path.abspath(directory)\n",
|
674 |
-
"\n",
|
675 |
-
" # Instantiate HfApi object\n",
|
676 |
-
" api = HfApi()\n",
|
677 |
-
"\n",
|
678 |
-
" # Get token\n",
|
679 |
-
" token = HfFolder.get_token()\n",
|
680 |
-
" if token is None:\n",
|
681 |
-
" raise ValueError(\"You must be logged in to Hugging Face. Use `huggingface-cli login`.\")\n",
|
682 |
-
"\n",
|
683 |
-
" # Correctly specify the repository ID\n",
|
684 |
-
" repo_id = f\"{username}/{repo_name}\"\n",
|
685 |
-
"\n",
|
686 |
-
" # Check if the repository exists, and create it if it does not\n",
|
687 |
-
" try:\n",
|
688 |
-
" repo_url = api.create_repo(token=token, repo_id=repo_id, private=private, exist_ok=True)\n",
|
689 |
-
" except Exception as e:\n",
|
690 |
-
" print(f\"Error creating repository: {e}\")\n",
|
691 |
-
" return\n",
|
692 |
-
"\n",
|
693 |
-
" # Upload directory to repository\n",
|
694 |
-
" try:\n",
|
695 |
-
" api.upload_folder(token=token, repo_id=repo_id, folder_path=directory, path_in_repo=\"\")\n",
|
696 |
-
" print(f\"Files successfully uploaded to: {repo_url}\")\n",
|
697 |
-
" except Exception as e:\n",
|
698 |
-
" print(f\"Error uploading files to the repository: {e}\")\n",
|
699 |
-
"\n",
|
700 |
-
"# Example usage\n",
|
701 |
-
"upload_files_to_hub(directory=\".\", repo_name=\"clau_creat\", username=\"arthrod\", private=False)"
|
702 |
-
]
|
703 |
-
},
|
704 |
-
{
|
705 |
-
"cell_type": "code",
|
706 |
-
"execution_count": null,
|
707 |
-
"id": "a93ce8ca-1e47-4dfb-b8d7-7ebec869f842",
|
708 |
-
"metadata": {},
|
709 |
-
"outputs": [],
|
710 |
-
"source": []
|
711 |
-
}
|
712 |
-
],
|
713 |
-
"metadata": {
|
714 |
-
"kernelspec": {
|
715 |
-
"display_name": "Python 3 (ipykernel)",
|
716 |
-
"language": "python",
|
717 |
-
"name": "python3"
|
718 |
-
},
|
719 |
-
"language_info": {
|
720 |
-
"codemirror_mode": {
|
721 |
-
"name": "ipython",
|
722 |
-
"version": 3
|
723 |
-
},
|
724 |
-
"file_extension": ".py",
|
725 |
-
"mimetype": "text/x-python",
|
726 |
-
"name": "python",
|
727 |
-
"nbconvert_exporter": "python",
|
728 |
-
"pygments_lexer": "ipython3",
|
729 |
-
"version": "3.10.13"
|
730 |
-
}
|
731 |
-
},
|
732 |
-
"nbformat": 4,
|
733 |
-
"nbformat_minor": 5
|
734 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|