Hugging Face's logo

SamuelRx
/
FirstModel

Model card Files
xet
 Community
FirstModel
File size: 25,773 Bytes
3ff78d4
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "177faf3e-cec4-4a9f-a613-4c8838af30c1",
   "metadata": {},
   "outputs": [],
   "source": [
    "#No keras existem os modelos de redes neurais estaticos, funcionais e dinamicmos. Neste notebook lidaresmos com dinamico"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ef8dbd4c-3443-4a5f-b8e1-99b6f0d958b6",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.datasets import fetch_california_housing\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "import numpy as np\n",
    "import tensorflow as tf\n",
    "from tensorflow import keras\n",
    "import pandas as pd\n",
    "import matplotlib\n",
    "matplotlib.use(\"TkAgg\")\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "8b95335e-9efc-44d9-8b6f-9cf8c6929dc7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "7c30100467c14c088b36a2be435e0014",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "VBox(children=(HTML(value='<center> <img\\nsrc=https://huggingface.co/front/assets/huggingface_logo-noborder.sv…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "ename": "RepositoryNotFoundError",
     "evalue": "401 Client Error. (Request ID: Root=1-69d2b972-0d1155714c67789b4cfd9781;b40739f2-40be-43b8-8a63-57d36b83342d)\n\nRepository Not Found for url: https://huggingface.co/api/models/SamuelRx/FirstModel/preupload/main.\nPlease make sure you specified the correct `repo_id` and `repo_type`.\nIf you are trying to access a private or gated repo, make sure you are authenticated and your token has the required permissions.\nFor more details, see https://huggingface.co/docs/huggingface_hub/authentication\nInvalid username or password.\nNote: Creating a commit assumes that the repo already exists on the Huggingface Hub. Please use `create_repo` if it's not the case.",
     "output_type": "error",
     "traceback": [
      "\u001b[31m---------------------------------------------------------------------------\u001b[39m",
      "\u001b[31mHTTPStatusError\u001b[39m                           Traceback (most recent call last)",
      "\u001b[36mFile \u001b[39m\u001b[32m~\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.12_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python312\\site-packages\\huggingface_hub\\utils\\_http.py:761\u001b[39m, in \u001b[36mhf_raise_for_status\u001b[39m\u001b[34m(response, endpoint_name)\u001b[39m\n\u001b[32m    760\u001b[39m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[32m--> \u001b[39m\u001b[32m761\u001b[39m     \u001b[43mresponse\u001b[49m\u001b[43m.\u001b[49m\u001b[43mraise_for_status\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m    762\u001b[39m \u001b[38;5;28;01mexcept\u001b[39;00m httpx.HTTPStatusError \u001b[38;5;28;01mas\u001b[39;00m e:\n",
      "\u001b[36mFile \u001b[39m\u001b[32m~\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.12_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python312\\site-packages\\httpx\\_models.py:829\u001b[39m, in \u001b[36mResponse.raise_for_status\u001b[39m\u001b[34m(self)\u001b[39m\n\u001b[32m    828\u001b[39m message = message.format(\u001b[38;5;28mself\u001b[39m, error_type=error_type)\n\u001b[32m--> \u001b[39m\u001b[32m829\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m HTTPStatusError(message, request=request, response=\u001b[38;5;28mself\u001b[39m)\n",
      "\u001b[31mHTTPStatusError\u001b[39m: Client error '401 Unauthorized' for url 'https://huggingface.co/api/models/SamuelRx/FirstModel/preupload/main'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/401",
      "\nThe above exception was the direct cause of the following exception:\n",
      "\u001b[31mRepositoryNotFoundError\u001b[39m                   Traceback (most recent call last)",
      "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[3]\u001b[39m\u001b[32m, line 7\u001b[39m\n\u001b[32m      4\u001b[39m login()\n\u001b[32m      6\u001b[39m \u001b[38;5;66;03m# Push your model files\u001b[39;00m\n\u001b[32m----> \u001b[39m\u001b[32m7\u001b[39m \u001b[43mupload_folder\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfolder_path\u001b[49m\u001b[43m=\u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43m.\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrepo_id\u001b[49m\u001b[43m=\u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mSamuelRx/FirstModel\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrepo_type\u001b[49m\u001b[43m=\u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mmodel\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n",
      "\u001b[36mFile \u001b[39m\u001b[32m~\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.12_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python312\\site-packages\\huggingface_hub\\utils\\_validators.py:88\u001b[39m, in \u001b[36mvalidate_hf_hub_args.<locals>._inner_fn\u001b[39m\u001b[34m(*args, **kwargs)\u001b[39m\n\u001b[32m     84\u001b[39m         validate_repo_id(arg_value)\n\u001b[32m     86\u001b[39m kwargs = smoothly_deprecate_legacy_arguments(fn_name=fn.\u001b[34m__name__\u001b[39m, kwargs=kwargs)\n\u001b[32m---> \u001b[39m\u001b[32m88\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfn\u001b[49m\u001b[43m(\u001b[49m\u001b[43m*\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
      "\u001b[36mFile \u001b[39m\u001b[32m~\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.12_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python312\\site-packages\\huggingface_hub\\hf_api.py:1932\u001b[39m, in \u001b[36mfuture_compatible.<locals>._inner\u001b[39m\u001b[34m(self, *args, **kwargs)\u001b[39m\n\u001b[32m   1929\u001b[39m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m.run_as_future(fn, \u001b[38;5;28mself\u001b[39m, *args, **kwargs)\n\u001b[32m   1931\u001b[39m \u001b[38;5;66;03m# Otherwise, call the function normally\u001b[39;00m\n\u001b[32m-> \u001b[39m\u001b[32m1932\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfn\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
      "\u001b[36mFile \u001b[39m\u001b[32m~\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.12_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python312\\site-packages\\huggingface_hub\\hf_api.py:5376\u001b[39m, in \u001b[36mHfApi.upload_folder\u001b[39m\u001b[34m(self, repo_id, folder_path, path_in_repo, commit_message, commit_description, token, repo_type, revision, create_pr, parent_commit, allow_patterns, ignore_patterns, delete_patterns, run_as_future)\u001b[39m\n\u001b[32m   5372\u001b[39m commit_operations = delete_operations + add_operations\n\u001b[32m   5374\u001b[39m commit_message = commit_message \u001b[38;5;129;01mor\u001b[39;00m \u001b[33m\"\u001b[39m\u001b[33mUpload folder using huggingface_hub\u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m-> \u001b[39m\u001b[32m5376\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mcreate_commit\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m   5377\u001b[39m \u001b[43m    \u001b[49m\u001b[43mrepo_type\u001b[49m\u001b[43m=\u001b[49m\u001b[43mrepo_type\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m   5378\u001b[39m \u001b[43m    \u001b[49m\u001b[43mrepo_id\u001b[49m\u001b[43m=\u001b[49m\u001b[43mrepo_id\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m   5379\u001b[39m \u001b[43m    \u001b[49m\u001b[43moperations\u001b[49m\u001b[43m=\u001b[49m\u001b[43mcommit_operations\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m   5380\u001b[39m \u001b[43m    \u001b[49m\u001b[43mcommit_message\u001b[49m\u001b[43m=\u001b[49m\u001b[43mcommit_message\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m   5381\u001b[39m \u001b[43m    \u001b[49m\u001b[43mcommit_description\u001b[49m\u001b[43m=\u001b[49m\u001b[43mcommit_description\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m   5382\u001b[39m \u001b[43m    \u001b[49m\u001b[43mtoken\u001b[49m\u001b[43m=\u001b[49m\u001b[43mtoken\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m   5383\u001b[39m \u001b[43m    \u001b[49m\u001b[43mrevision\u001b[49m\u001b[43m=\u001b[49m\u001b[43mrevision\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m   5384\u001b[39m \u001b[43m    \u001b[49m\u001b[43mcreate_pr\u001b[49m\u001b[43m=\u001b[49m\u001b[43mcreate_pr\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m   5385\u001b[39m \u001b[43m    \u001b[49m\u001b[43mparent_commit\u001b[49m\u001b[43m=\u001b[49m\u001b[43mparent_commit\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m   5386\u001b[39m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n",
      "\u001b[36mFile \u001b[39m\u001b[32m~\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.12_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python312\\site-packages\\huggingface_hub\\utils\\_validators.py:88\u001b[39m, in \u001b[36mvalidate_hf_hub_args.<locals>._inner_fn\u001b[39m\u001b[34m(*args, **kwargs)\u001b[39m\n\u001b[32m     84\u001b[39m         validate_repo_id(arg_value)\n\u001b[32m     86\u001b[39m kwargs = smoothly_deprecate_legacy_arguments(fn_name=fn.\u001b[34m__name__\u001b[39m, kwargs=kwargs)\n\u001b[32m---> \u001b[39m\u001b[32m88\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfn\u001b[49m\u001b[43m(\u001b[49m\u001b[43m*\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
      "\u001b[36mFile \u001b[39m\u001b[32m~\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.12_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python312\\site-packages\\huggingface_hub\\hf_api.py:1932\u001b[39m, in \u001b[36mfuture_compatible.<locals>._inner\u001b[39m\u001b[34m(self, *args, **kwargs)\u001b[39m\n\u001b[32m   1929\u001b[39m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m.run_as_future(fn, \u001b[38;5;28mself\u001b[39m, *args, **kwargs)\n\u001b[32m   1931\u001b[39m \u001b[38;5;66;03m# Otherwise, call the function normally\u001b[39;00m\n\u001b[32m-> \u001b[39m\u001b[32m1932\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfn\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
      "\u001b[36mFile \u001b[39m\u001b[32m~\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.12_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python312\\site-packages\\huggingface_hub\\hf_api.py:4688\u001b[39m, in \u001b[36mHfApi.create_commit\u001b[39m\u001b[34m(self, repo_id, operations, commit_message, commit_description, token, repo_type, revision, create_pr, num_threads, parent_commit, run_as_future, _hot_reload)\u001b[39m\n\u001b[32m   4685\u001b[39m \u001b[38;5;66;03m# If updating twice the same file or update then delete a file in a single commit\u001b[39;00m\n\u001b[32m   4686\u001b[39m _warn_on_overwriting_operations(operations)\n\u001b[32m-> \u001b[39m\u001b[32m4688\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mpreupload_lfs_files\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m   4689\u001b[39m \u001b[43m    \u001b[49m\u001b[43mrepo_id\u001b[49m\u001b[43m=\u001b[49m\u001b[43mrepo_id\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m   4690\u001b[39m \u001b[43m    \u001b[49m\u001b[43madditions\u001b[49m\u001b[43m=\u001b[49m\u001b[43madditions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m   4691\u001b[39m \u001b[43m    \u001b[49m\u001b[43mtoken\u001b[49m\u001b[43m=\u001b[49m\u001b[43mtoken\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m   4692\u001b[39m \u001b[43m    \u001b[49m\u001b[43mrepo_type\u001b[49m\u001b[43m=\u001b[49m\u001b[43mrepo_type\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m   4693\u001b[39m \u001b[43m    \u001b[49m\u001b[43mrevision\u001b[49m\u001b[43m=\u001b[49m\u001b[43munquoted_revision\u001b[49m\u001b[43m,\u001b[49m\u001b[43m  \u001b[49m\u001b[38;5;66;43;03m# first-class methods take unquoted revision\u001b[39;49;00m\n\u001b[32m   4694\u001b[39m \u001b[43m    \u001b[49m\u001b[43mcreate_pr\u001b[49m\u001b[43m=\u001b[49m\u001b[43mcreate_pr\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m   4695\u001b[39m \u001b[43m    \u001b[49m\u001b[43mnum_threads\u001b[49m\u001b[43m=\u001b[49m\u001b[43mnum_threads\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m   4696\u001b[39m \u001b[43m    \u001b[49m\u001b[43mfree_memory\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\u001b[43m  \u001b[49m\u001b[38;5;66;43;03m# do not remove `CommitOperationAdd.path_or_fileobj` on LFS files for \"normal\" users\u001b[39;49;00m\n\u001b[32m   4697\u001b[39m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m   4699\u001b[39m files_to_copy = _fetch_files_to_copy(\n\u001b[32m   4700\u001b[39m     copies=copies,\n\u001b[32m   4701\u001b[39m     repo_type=repo_type,\n\u001b[32m   (...)\u001b[39m\u001b[32m   4705\u001b[39m     endpoint=\u001b[38;5;28mself\u001b[39m.endpoint,\n\u001b[32m   4706\u001b[39m )\n\u001b[32m   4707\u001b[39m \u001b[38;5;66;03m# Remove no-op operations (files that have not changed)\u001b[39;00m\n",
      "\u001b[36mFile \u001b[39m\u001b[32m~\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.12_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python312\\site-packages\\huggingface_hub\\hf_api.py:4915\u001b[39m, in \u001b[36mHfApi.preupload_lfs_files\u001b[39m\u001b[34m(self, repo_id, additions, token, repo_type, revision, create_pr, num_threads, free_memory, gitignore_content)\u001b[39m\n\u001b[32m   4913\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(additions_no_upload_mode) > \u001b[32m0\u001b[39m:\n\u001b[32m   4914\u001b[39m     \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[32m-> \u001b[39m\u001b[32m4915\u001b[39m         \u001b[43m_fetch_upload_modes\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m   4916\u001b[39m \u001b[43m            \u001b[49m\u001b[43madditions\u001b[49m\u001b[43m=\u001b[49m\u001b[43madditions_no_upload_mode\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m   4917\u001b[39m \u001b[43m            \u001b[49m\u001b[43mrepo_type\u001b[49m\u001b[43m=\u001b[49m\u001b[43mrepo_type\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m   4918\u001b[39m \u001b[43m            \u001b[49m\u001b[43mrepo_id\u001b[49m\u001b[43m=\u001b[49m\u001b[43mrepo_id\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m   4919\u001b[39m \u001b[43m            \u001b[49m\u001b[43mheaders\u001b[49m\u001b[43m=\u001b[49m\u001b[43mheaders\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m   4920\u001b[39m \u001b[43m            \u001b[49m\u001b[43mrevision\u001b[49m\u001b[43m=\u001b[49m\u001b[43mrevision\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m   4921\u001b[39m \u001b[43m            \u001b[49m\u001b[43mendpoint\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mendpoint\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m   4922\u001b[39m \u001b[43m            \u001b[49m\u001b[43mcreate_pr\u001b[49m\u001b[43m=\u001b[49m\u001b[43mcreate_pr\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[32m   4923\u001b[39m \u001b[43m            \u001b[49m\u001b[43mgitignore_content\u001b[49m\u001b[43m=\u001b[49m\u001b[43mgitignore_content\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m   4924\u001b[39m \u001b[43m        \u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m   4925\u001b[39m     \u001b[38;5;28;01mexcept\u001b[39;00m RepositoryNotFoundError \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[32m   4926\u001b[39m         e.append_to_message(_CREATE_COMMIT_NO_REPO_ERROR_MESSAGE)\n",
      "\u001b[36mFile \u001b[39m\u001b[32m~\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.12_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python312\\site-packages\\huggingface_hub\\utils\\_validators.py:88\u001b[39m, in \u001b[36mvalidate_hf_hub_args.<locals>._inner_fn\u001b[39m\u001b[34m(*args, **kwargs)\u001b[39m\n\u001b[32m     84\u001b[39m         validate_repo_id(arg_value)\n\u001b[32m     86\u001b[39m kwargs = smoothly_deprecate_legacy_arguments(fn_name=fn.\u001b[34m__name__\u001b[39m, kwargs=kwargs)\n\u001b[32m---> \u001b[39m\u001b[32m88\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfn\u001b[49m\u001b[43m(\u001b[49m\u001b[43m*\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
      "\u001b[36mFile \u001b[39m\u001b[32m~\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.12_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python312\\site-packages\\huggingface_hub\\_commit_api.py:760\u001b[39m, in \u001b[36m_fetch_upload_modes\u001b[39m\u001b[34m(additions, repo_type, repo_id, headers, revision, endpoint, create_pr, gitignore_content)\u001b[39m\n\u001b[32m    751\u001b[39m     payload[\u001b[33m\"\u001b[39m\u001b[33mgitIgnore\u001b[39m\u001b[33m\"\u001b[39m] = gitignore_content\n\u001b[32m    753\u001b[39m resp = http_backoff(\n\u001b[32m    754\u001b[39m     \u001b[33m\"\u001b[39m\u001b[33mPOST\u001b[39m\u001b[33m\"\u001b[39m,\n\u001b[32m    755\u001b[39m     \u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mendpoint\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m/api/\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mrepo_type\u001b[38;5;132;01m}\u001b[39;00m\u001b[33ms/\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mrepo_id\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m/preupload/\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mrevision\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m\"\u001b[39m,\n\u001b[32m   (...)\u001b[39m\u001b[32m    758\u001b[39m     params={\u001b[33m\"\u001b[39m\u001b[33mcreate_pr\u001b[39m\u001b[33m\"\u001b[39m: \u001b[33m\"\u001b[39m\u001b[33m1\u001b[39m\u001b[33m\"\u001b[39m} \u001b[38;5;28;01mif\u001b[39;00m create_pr \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[32m    759\u001b[39m )\n\u001b[32m--> \u001b[39m\u001b[32m760\u001b[39m \u001b[43mhf_raise_for_status\u001b[49m\u001b[43m(\u001b[49m\u001b[43mresp\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m    761\u001b[39m preupload_info = _validate_preupload_info(resp.json())\n\u001b[32m    762\u001b[39m upload_modes.update(**{file[\u001b[33m\"\u001b[39m\u001b[33mpath\u001b[39m\u001b[33m\"\u001b[39m]: file[\u001b[33m\"\u001b[39m\u001b[33muploadMode\u001b[39m\u001b[33m\"\u001b[39m] \u001b[38;5;28;01mfor\u001b[39;00m file \u001b[38;5;129;01min\u001b[39;00m preupload_info[\u001b[33m\"\u001b[39m\u001b[33mfiles\u001b[39m\u001b[33m\"\u001b[39m]})\n",
      "\u001b[36mFile \u001b[39m\u001b[32m~\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.12_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python312\\site-packages\\huggingface_hub\\utils\\_http.py:847\u001b[39m, in \u001b[36mhf_raise_for_status\u001b[39m\u001b[34m(response, endpoint_name)\u001b[39m\n\u001b[32m    845\u001b[39m     repo_err.repo_type = repo_type\n\u001b[32m    846\u001b[39m     repo_err.repo_id = repo_id\n\u001b[32m--> \u001b[39m\u001b[32m847\u001b[39m     \u001b[38;5;28;01mraise\u001b[39;00m repo_err \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01me\u001b[39;00m\n\u001b[32m    849\u001b[39m \u001b[38;5;28;01melif\u001b[39;00m response.status_code == \u001b[32m400\u001b[39m:\n\u001b[32m    850\u001b[39m     message = (\n\u001b[32m    851\u001b[39m         \u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[33mBad request for \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mendpoint_name\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m endpoint:\u001b[39m\u001b[33m\"\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m endpoint_name \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;28;01melse\u001b[39;00m \u001b[33m\"\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[33mBad request:\u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m    852\u001b[39m     )\n",
      "\u001b[31mRepositoryNotFoundError\u001b[39m: 401 Client Error. (Request ID: Root=1-69d2b972-0d1155714c67789b4cfd9781;b40739f2-40be-43b8-8a63-57d36b83342d)\n\nRepository Not Found for url: https://huggingface.co/api/models/SamuelRx/FirstModel/preupload/main.\nPlease make sure you specified the correct `repo_id` and `repo_type`.\nIf you are trying to access a private or gated repo, make sure you are authenticated and your token has the required permissions.\nFor more details, see https://huggingface.co/docs/huggingface_hub/authentication\nInvalid username or password.\nNote: Creating a commit assumes that the repo already exists on the Huggingface Hub. Please use `create_repo` if it's not the case."
     ]
    }
   ],
   "source": [
    "from huggingface_hub import login, upload_folder\n",
    "\n",
    "# (optional) Login with your Hugging Face credentials\n",
    "login()\n",
    "\n",
    "# Push your model files\n",
    "upload_folder(folder_path=\".\", repo_id=\"SamuelRx/FirstModel\", repo_type=\"model\")\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "09438fbc-8705-4712-8111-078a22cf8d1d",
   "metadata": {},
   "outputs": [],
   "source": [
    "housing = fetch_california_housing()\n",
    "x_train_full, x_test, y_train_full, y_test = train_test_split(housing.data,housing.target)\n",
    "x_train, x_valid, y_train, y_valid = train_test_split(x_train_full, y_train_full)\n",
    "\n",
    "scaler=StandardScaler()\n",
    "x_train = scaler.fit_transform(x_train)\n",
    "x_valid = scaler.transform(x_valid)\n",
    "x_test=scaler.transform(x_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0e80a374-8f22-40cd-ad12-f15898142f6b",
   "metadata": {},
   "outputs": [],
   "source": [
    "class WideAndDeepModel(keras.Model):\n",
    "    def __init__(self, units=30, activation=\"relu\", **kwargs):\n",
    "        super().__init__(**kwargs)  \n",
    "        self.hidden1 = keras.layers.Dense(units, activation=activation)\n",
    "        self.hidden2 = keras.layers.Dense(units, activation=activation)\n",
    "        self.main_output = keras.layers.Dense(1)\n",
    "        self.aux_output = keras.layers.Dense(1)\n",
    "    def call(self, inputs):\n",
    "        input_A, input_B = inputs\n",
    "        hidden1 = self.hidden1(input_B)\n",
    "        hidden2 = self.hidden2(hidden1)\n",
    "        concat = keras.layers.concatenate([input_A, hidden2])\n",
    "        main_output = self.main_output(concat)\n",
    "        aux_output = self.aux_output(hidden2)\n",
    "        return main_output, aux_output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3a81c2b8-4e95-453a-8d1a-4ba132bd483b",
   "metadata": {},
   "outputs": [],
   "source": [
    "model = WideAndDeepModel()\n",
    "\n",
    "model.compile(\n",
    "    loss=[\"mse\", \"mse\"],           # uma loss para cada saída\n",
    "    optimizer=keras.optimizers.SGD(learning_rate=1e-3),\n",
    "    loss_weights=[0.8, 0.2]        # opcional: peso de cada saída\n",
    ")\n",
    "\n",
    "# Os targets precisam ser tuplas/listas correspondentes às saídas\n",
    "history = model.fit(\n",
    "    (x_train_A, x_train_B),        # entradas\n",
    "    (y_train, y_train),            # targets: main_output e aux_output\n",
    "    epochs=20,\n",
    "    validation_data=((x_valid_A, x_valid_B), (y_valid, y_valid))\n",
    ")\n",
    "\n",
    "# Avaliar\n",
    "mse_test = model.evaluate((x_test_A, x_test_B), (y_test, y_test))\n",
    "\n",
    "# Predição\n",
    "y_pred_main, y_pred_aux = model.predict((x_new_A, x_new_B))\n",
    "print(y_pred_main)\n",
    "\n",
    "model.save(\"my_keras_model.h5\") #Salvando modelo, legal isso"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "044977e1-310c-4f39-9e46-303c86bfbd0f",
   "metadata": {},
   "outputs": [],
   "source": [
    "model = keras.models.load_model(\"my_keras_model.h5\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "079566ef-1c0c-400a-aeba-253ba01d1d5c",
   "metadata": {},
   "outputs": [],
   "source": [
    "checkpoint_cb = keras.callbacs.ModelCheckpoint(\"my_keras_model.h5\")\n",
    "history = model.fit(x_train, y_train, epochs = 10, callbacks = [checkpoint_cb])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cda6a722-d453-4544-a92f-42f3f2b6d131",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}