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Subiendo modelo de traducción de español a ayuuk

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Files changed (49) hide show
  1. bible_and_corpus1.csv +0 -0
  2. full_corpus_bible.csv +0 -0
  3. full_corpus_index.csv +0 -0
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  49. translator_bible_v1.ipynb +514 -0
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1
+ {
2
+ "cells": [
3
+ {
4
+ "cell_type": "code",
5
+ "execution_count": 1,
6
+ "metadata": {},
7
+ "outputs": [
8
+ {
9
+ "name": "stdout",
10
+ "output_type": "stream",
11
+ "text": [
12
+ "WARNING:tensorflow:From c:\\Users\\olver\\anaconda3\\envs\\NS_env\\Lib\\site-packages\\keras\\src\\losses.py:2976: The name tf.losses.sparse_softmax_cross_entropy is deprecated. Please use tf.compat.v1.losses.sparse_softmax_cross_entropy instead.\n",
13
+ "\n"
14
+ ]
15
+ },
16
+ {
17
+ "data": {
18
+ "application/vnd.jupyter.widget-view+json": {
19
+ "model_id": "0a6aaf8a708b4826966e824a741b031c",
20
+ "version_major": 2,
21
+ "version_minor": 0
22
+ },
23
+ "text/plain": [
24
+ "VBox(children=(HTML(value='<center> <img\\nsrc=https://huggingface.co/front/assets/huggingface_logo-noborder.sv…"
25
+ ]
26
+ },
27
+ "metadata": {},
28
+ "output_type": "display_data"
29
+ }
30
+ ],
31
+ "source": [
32
+ "# Cargando las librerias necesarias\n",
33
+ "import pandas as pd\n",
34
+ "import numpy as np\n",
35
+ "from datasets import load_dataset\n",
36
+ "from transformers import AutoTokenizer\n",
37
+ "from transformers import DataCollatorForSeq2Seq\n",
38
+ "import evaluate\n",
39
+ "from transformers import AutoModelForSeq2SeqLM, Seq2SeqTrainingArguments, Seq2SeqTrainer\n",
40
+ "import numpy as np\n",
41
+ "from datasets import load_metric\n",
42
+ "from huggingface_hub import notebook_login\n",
43
+ "from transformers import pipeline\n",
44
+ "from huggingface_hub import create_repo\n",
45
+ "\n",
46
+ "notebook_login()\n"
47
+ ]
48
+ },
49
+ {
50
+ "cell_type": "code",
51
+ "execution_count": 11,
52
+ "metadata": {},
53
+ "outputs": [
54
+ {
55
+ "data": {
56
+ "text/plain": [
57
+ "RepoUrl('https://huggingface.co/l52mas/spanish_to_ayuuk_translator', endpoint='https://huggingface.co', repo_type='model', repo_id='l52mas/spanish_to_ayuuk_translator')"
58
+ ]
59
+ },
60
+ "execution_count": 11,
61
+ "metadata": {},
62
+ "output_type": "execute_result"
63
+ }
64
+ ],
65
+ "source": [
66
+ "repo_id = \"spanish_to_ayuuk_translator\" \n",
67
+ "organization = \"l52mas\" \n",
68
+ "\n",
69
+ "create_repo(\n",
70
+ " repo_id=f\"{organization}/{repo_id}\", \n",
71
+ " repo_type=\"model\", \n",
72
+ " exist_ok=True \n",
73
+ ")"
74
+ ]
75
+ },
76
+ {
77
+ "cell_type": "code",
78
+ "execution_count": 2,
79
+ "metadata": {},
80
+ "outputs": [],
81
+ "source": [
82
+ "# Leemos los corpus de la biblia y de Delfino\n",
83
+ "bible_data = pd.read_csv('full_corpus_bible.csv')\n",
84
+ "bible_index = pd.read_csv('full_corpus_index.csv')\n",
85
+ "\n",
86
+ "# Unimos ambos corpus y reseteamos los indices\n",
87
+ "bible_data = pd.concat([bible_data, bible_index], axis=0)\n",
88
+ "bible_data['id'] = range(0, len(bible_data))\n",
89
+ "\n",
90
+ "# Guardamos el corpus final\n",
91
+ "bible_data.to_csv('bible_and_corpus1.csv', index=False)"
92
+ ]
93
+ },
94
+ {
95
+ "cell_type": "code",
96
+ "execution_count": 3,
97
+ "metadata": {},
98
+ "outputs": [
99
+ {
100
+ "data": {
101
+ "application/vnd.jupyter.widget-view+json": {
102
+ "model_id": "f47c85872a8b4f2fbab6c063a8958d8e",
103
+ "version_major": 2,
104
+ "version_minor": 0
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+ },
106
+ "text/plain": [
107
+ "Generating train split: 0 examples [00:00, ? examples/s]"
108
+ ]
109
+ },
110
+ "metadata": {},
111
+ "output_type": "display_data"
112
+ },
113
+ {
114
+ "data": {
115
+ "application/vnd.jupyter.widget-view+json": {
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+ "model_id": "a58d49dd479e4a2b8b23c208c55584e4",
117
+ "version_major": 2,
118
+ "version_minor": 0
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+ },
120
+ "text/plain": [
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+ "Map: 0%| | 0/10076 [00:00<?, ? examples/s]"
122
+ ]
123
+ },
124
+ "metadata": {},
125
+ "output_type": "display_data"
126
+ },
127
+ {
128
+ "data": {
129
+ "text/plain": [
130
+ "DatasetDict({\n",
131
+ " train: Dataset({\n",
132
+ " features: ['id', 'translation'],\n",
133
+ " num_rows: 8564\n",
134
+ " })\n",
135
+ " test: Dataset({\n",
136
+ " features: ['id', 'translation'],\n",
137
+ " num_rows: 1512\n",
138
+ " })\n",
139
+ "})"
140
+ ]
141
+ },
142
+ "execution_count": 3,
143
+ "metadata": {},
144
+ "output_type": "execute_result"
145
+ }
146
+ ],
147
+ "source": [
148
+ "# Transformamos el corpus en un dataset de HuggingFace\n",
149
+ "dataset = load_dataset('csv', data_files='bible_and_corpus1.csv', column_names=['spanish', 'ayuuk', 'id'])\n",
150
+ "\n",
151
+ "# Lo transformamos al formato necesario para el entrenamiento\n",
152
+ "dataset = dataset.map(lambda x: {'translation': {'es': x['spanish'], 'ayuuk': x['ayuuk']}, 'id': x['id']})\n",
153
+ "dataset = dataset.remove_columns(['spanish', 'ayuuk'])\n",
154
+ "\n",
155
+ "# Dividimos el dataset en entrenamiento y validación\n",
156
+ "dataset = dataset['train'].train_test_split(test_size=0.15)\n",
157
+ "dataset"
158
+ ]
159
+ },
160
+ {
161
+ "cell_type": "code",
162
+ "execution_count": 4,
163
+ "metadata": {},
164
+ "outputs": [],
165
+ "source": [
166
+ "# Cargamos el modelo preentrenado\n",
167
+ "checkpoint = \"google-t5/t5-small\"\n",
168
+ "tokenizer = AutoTokenizer.from_pretrained(checkpoint)"
169
+ ]
170
+ },
171
+ {
172
+ "cell_type": "code",
173
+ "execution_count": 5,
174
+ "metadata": {},
175
+ "outputs": [
176
+ {
177
+ "data": {
178
+ "application/vnd.jupyter.widget-view+json": {
179
+ "model_id": "08455684484e4a8eadf18e2d56e67c6e",
180
+ "version_major": 2,
181
+ "version_minor": 0
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+ },
183
+ "text/plain": [
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+ "Map: 0%| | 0/8564 [00:00<?, ? examples/s]"
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+ ]
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+ },
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+ "metadata": {},
188
+ "output_type": "display_data"
189
+ },
190
+ {
191
+ "data": {
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+ "application/vnd.jupyter.widget-view+json": {
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+ "model_id": "5550a7facd3e48f5ac57beda677560f7",
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+ "version_major": 2,
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+ "version_minor": 0
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+ },
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+ "text/plain": [
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+ "Map: 0%| | 0/1512 [00:00<?, ? examples/s]"
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+ ]
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+ },
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+ "metadata": {},
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+ "output_type": "display_data"
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+ }
204
+ ],
205
+ "source": [
206
+ "source_lang = \"es\"\n",
207
+ "target_lang = \"ayuuk\"\n",
208
+ "prefix = \"translate Spanish to Ayuuk: \"\n",
209
+ "\n",
210
+ "# Tranformamos los inputs al formato:\n",
211
+ "# translate Spanish to Ayuuk: texto en español\n",
212
+ "def preprocess_function(examples):\n",
213
+ " inputs = [prefix + example[source_lang] for example in examples[\"translation\"]]\n",
214
+ " targets = [example[target_lang] for example in examples[\"translation\"]]\n",
215
+ " model_inputs = tokenizer(inputs, text_target=targets, max_length=128, truncation=True)\n",
216
+ " return model_inputs\n",
217
+ "\n",
218
+ "#tokenized_corpus = dataset.map(preprocess_function, batched=True)\n",
219
+ "tokenized_corpus = dataset.map(preprocess_function, batched=True)"
220
+ ]
221
+ },
222
+ {
223
+ "cell_type": "code",
224
+ "execution_count": 6,
225
+ "metadata": {},
226
+ "outputs": [
227
+ {
228
+ "name": "stderr",
229
+ "output_type": "stream",
230
+ "text": [
231
+ "C:\\Users\\olver\\AppData\\Local\\Temp\\ipykernel_3180\\3890291550.py:3: FutureWarning: load_metric is deprecated and will be removed in the next major version of datasets. Use 'evaluate.load' instead, from the new library 🤗 Evaluate: https://huggingface.co/docs/evaluate\n",
232
+ " cer_metric = load_metric(\"cer\")\n",
233
+ "c:\\Users\\olver\\anaconda3\\envs\\NS_env\\Lib\\site-packages\\datasets\\load.py:756: FutureWarning: The repository for cer contains custom code which must be executed to correctly load the metric. You can inspect the repository content at https://raw.githubusercontent.com/huggingface/datasets/2.18.0/metrics/cer/cer.py\n",
234
+ "You can avoid this message in future by passing the argument `trust_remote_code=True`.\n",
235
+ "Passing `trust_remote_code=True` will be mandatory to load this metric from the next major release of `datasets`.\n",
236
+ " warnings.warn(\n",
237
+ "c:\\Users\\olver\\anaconda3\\envs\\NS_env\\Lib\\site-packages\\datasets\\load.py:756: FutureWarning: The repository for wer contains custom code which must be executed to correctly load the metric. You can inspect the repository content at https://raw.githubusercontent.com/huggingface/datasets/2.18.0/metrics/wer/wer.py\n",
238
+ "You can avoid this message in future by passing the argument `trust_remote_code=True`.\n",
239
+ "Passing `trust_remote_code=True` will be mandatory to load this metric from the next major release of `datasets`.\n",
240
+ " warnings.warn(\n"
241
+ ]
242
+ }
243
+ ],
244
+ "source": [
245
+ "data_collator = DataCollatorForSeq2Seq(tokenizer=tokenizer, model=checkpoint)\n",
246
+ "metric = evaluate.load(\"sacrebleu\")\n",
247
+ "cer_metric = load_metric(\"cer\")\n",
248
+ "wer_metric = load_metric(\"wer\")\n",
249
+ "\n",
250
+ "\n",
251
+ "# Función para evaluar el modelo\n",
252
+ "def postprocess_text(preds, labels):\n",
253
+ " preds = [pred.strip() for pred in preds]\n",
254
+ " labels = [[label.strip()] for label in labels]\n",
255
+ "\n",
256
+ " return preds, labels\n",
257
+ "\n",
258
+ "# Función que calcula bleu, cer y wer\n",
259
+ "def compute_metrics(eval_preds):\n",
260
+ " preds, labels = eval_preds\n",
261
+ " if isinstance(preds, tuple):\n",
262
+ " preds = preds[0]\n",
263
+ " decoded_preds = tokenizer.batch_decode(preds, skip_special_tokens=True)\n",
264
+ "\n",
265
+ " labels = np.where(labels != -100, labels, tokenizer.pad_token_id)\n",
266
+ " decoded_labels = tokenizer.batch_decode(labels, skip_special_tokens=True)\n",
267
+ "\n",
268
+ " decoded_preds, decoded_labels = postprocess_text(decoded_preds, decoded_labels)\n",
269
+ "\n",
270
+ " result = metric.compute(predictions=decoded_preds, references=decoded_labels)\n",
271
+ " cer = cer_metric.compute(predictions=decoded_preds, references=decoded_labels)\n",
272
+ " result[\"cer\"] = cer\n",
273
+ " \n",
274
+ " wer = wer_metric.compute(predictions=decoded_preds, references=decoded_labels)\n",
275
+ " result[\"wer\"] = wer\n",
276
+ " \n",
277
+ " result = {\"bleu\": result[\"score\"], \"cer\": result[\"cer\"], \"wer\": result[\"wer\"]}\n",
278
+ "\n",
279
+ " prediction_lens = [np.count_nonzero(pred != tokenizer.pad_token_id) for pred in preds]\n",
280
+ " result[\"gen_len\"] = np.mean(prediction_lens)\n",
281
+ " result = {k: round(v, 4) for k, v in result.items()}\n",
282
+ " return result"
283
+ ]
284
+ },
285
+ {
286
+ "cell_type": "code",
287
+ "execution_count": 7,
288
+ "metadata": {},
289
+ "outputs": [],
290
+ "source": [
291
+ "#cargamos el modelo preentrenado\n",
292
+ "model = AutoModelForSeq2SeqLM.from_pretrained(checkpoint)"
293
+ ]
294
+ },
295
+ {
296
+ "cell_type": "code",
297
+ "execution_count": 8,
298
+ "metadata": {},
299
+ "outputs": [
300
+ {
301
+ "name": "stderr",
302
+ "output_type": "stream",
303
+ "text": [
304
+ "c:\\Users\\olver\\anaconda3\\envs\\NS_env\\Lib\\site-packages\\accelerate\\accelerator.py:432: FutureWarning: Passing the following arguments to `Accelerator` is deprecated and will be removed in version 1.0 of Accelerate: dict_keys(['dispatch_batches', 'split_batches', 'even_batches', 'use_seedable_sampler']). Please pass an `accelerate.DataLoaderConfiguration` instead: \n",
305
+ "dataloader_config = DataLoaderConfiguration(dispatch_batches=None, split_batches=False, even_batches=True, use_seedable_sampler=True)\n",
306
+ " warnings.warn(\n"
307
+ ]
308
+ }
309
+ ],
310
+ "source": [
311
+ "# Definimos los argumentos de entrenamiento\n",
312
+ "training_args = Seq2SeqTrainingArguments(\n",
313
+ " output_dir=\"sp_ay_translator\",\n",
314
+ " #eval_strategy=\"epoch\",\n",
315
+ " learning_rate=2e-3,\n",
316
+ " per_device_train_batch_size=8,\n",
317
+ " per_device_eval_batch_size=8,\n",
318
+ " weight_decay=0.0001,\n",
319
+ " save_total_limit=3,\n",
320
+ " num_train_epochs=3,\n",
321
+ " predict_with_generate=True,\n",
322
+ " fp16=True,\n",
323
+ " push_to_hub=True,\n",
324
+ ")\n",
325
+ "\n",
326
+ "trainer = Seq2SeqTrainer(\n",
327
+ " model=model,\n",
328
+ " args=training_args,\n",
329
+ " train_dataset=tokenized_corpus[\"train\"],\n",
330
+ " eval_dataset=tokenized_corpus[\"test\"],\n",
331
+ " tokenizer=tokenizer,\n",
332
+ " data_collator=data_collator,\n",
333
+ " compute_metrics=compute_metrics,\n",
334
+ ")\n"
335
+ ]
336
+ },
337
+ {
338
+ "cell_type": "code",
339
+ "execution_count": 9,
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+ "metadata": {},
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+ "outputs": [
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+ {
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+ "data": {
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+ },
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+ "text/plain": [
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+ " 0%| | 0/3213 [00:00<?, ?it/s]"
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+ ]
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+ },
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+ "metadata": {},
354
+ "output_type": "display_data"
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+ },
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+ {
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+ "name": "stdout",
358
+ "output_type": "stream",
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+ "text": [
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+ "{'loss': 2.0331, 'grad_norm': 0.5498889088630676, 'learning_rate': 0.001689386865857454, 'epoch': 0.47}\n",
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+ "{'loss': 1.3852, 'grad_norm': 0.48198166489601135, 'learning_rate': 0.0007556800497976969, 'epoch': 1.87}\n",
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+ "{'train_runtime': 4000.2069, 'train_samples_per_second': 6.423, 'train_steps_per_second': 0.803, 'train_loss': 1.4916166987628385, 'epoch': 3.0}\n"
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+ ]
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+ {
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+ "name": "stderr",
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+ "text": [
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+ "c:\\Users\\olver\\anaconda3\\envs\\NS_env\\Lib\\site-packages\\transformers\\generation\\utils.py:1132: UserWarning: Using the model-agnostic default `max_length` (=20) to control the generation length. We recommend setting `max_new_tokens` to control the maximum length of the generation.\n",
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+ " warnings.warn(\n"
375
+ ]
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+ },
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+ {
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+ "data": {
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+ "metadata": {},
389
+ "output_type": "display_data"
390
+ },
391
+ {
392
+ "data": {
393
+ "text/plain": [
394
+ "{'eval_loss': 1.221753478050232,\n",
395
+ " 'eval_bleu': 0.1583,\n",
396
+ " 'eval_cer': 0.8668,\n",
397
+ " 'eval_wer': 0.9532,\n",
398
+ " 'eval_gen_len': 18.4861,\n",
399
+ " 'eval_runtime': 135.2724,\n",
400
+ " 'eval_samples_per_second': 11.177,\n",
401
+ " 'eval_steps_per_second': 1.397,\n",
402
+ " 'epoch': 3.0}"
403
+ ]
404
+ },
405
+ "execution_count": 9,
406
+ "metadata": {},
407
+ "output_type": "execute_result"
408
+ }
409
+ ],
410
+ "source": [
411
+ "# Entrenamos y evaluamos el modelo\n",
412
+ "trainer.train()\n",
413
+ "trainer.evaluate()"
414
+ ]
415
+ },
416
+ {
417
+ "cell_type": "code",
418
+ "execution_count": 10,
419
+ "metadata": {},
420
+ "outputs": [
421
+ {
422
+ "data": {
423
+ "text/plain": [
424
+ "[{'translation_text': 'ch, nm ja nm nm n'}]"
425
+ ]
426
+ },
427
+ "execution_count": 10,
428
+ "metadata": {},
429
+ "output_type": "execute_result"
430
+ }
431
+ ],
432
+ "source": [
433
+ "# Ejemplo de traducción\n",
434
+ "text = 'translate Spanish to Ayuuk: Hola, soy Alberto'\n",
435
+ "translator = pipeline(\"translation_xx_to_yy\", model=\"sp_ay_translator\")\n",
436
+ "translator(text)"
437
+ ]
438
+ },
439
+ {
440
+ "cell_type": "code",
441
+ "execution_count": 15,
442
+ "metadata": {},
443
+ "outputs": [
444
+ {
445
+ "ename": "HfHubHTTPError",
446
+ "evalue": "403 Client Error: Forbidden for url: https://huggingface.co/l52mas/spanish_to_ayuuk_translator.git/info/lfs/objects/batch (Request ID: Root=1-673bd7f7-49fcc06606e2e5027608f8dc;05b34658-d5f9-4195-a245-09d560630b3d)\n\nAuthorization error.",
447
+ "output_type": "error",
448
+ "traceback": [
449
+ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
450
+ "\u001b[1;31mHTTPError\u001b[0m Traceback (most recent call last)",
451
+ "File \u001b[1;32mc:\\Users\\olver\\anaconda3\\envs\\NS_env\\Lib\\site-packages\\huggingface_hub\\utils\\_errors.py:304\u001b[0m, in \u001b[0;36mhf_raise_for_status\u001b[1;34m(response, endpoint_name)\u001b[0m\n\u001b[0;32m 303\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m--> 304\u001b[0m \u001b[43mresponse\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mraise_for_status\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 305\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m HTTPError \u001b[38;5;28;01mas\u001b[39;00m e:\n",
452
+ "File \u001b[1;32mc:\\Users\\olver\\anaconda3\\envs\\NS_env\\Lib\\site-packages\\requests\\models.py:1021\u001b[0m, in \u001b[0;36mResponse.raise_for_status\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 1020\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m http_error_msg:\n\u001b[1;32m-> 1021\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m HTTPError(http_error_msg, response\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m)\n",
453
+ "\u001b[1;31mHTTPError\u001b[0m: 403 Client Error: Forbidden for url: https://huggingface.co/l52mas/spanish_to_ayuuk_translator.git/info/lfs/objects/batch",
454
+ "\nThe above exception was the direct cause of the following exception:\n",
455
+ "\u001b[1;31mHfHubHTTPError\u001b[0m Traceback (most recent call last)",
456
+ "Cell \u001b[1;32mIn[15], line 5\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mhuggingface_hub\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m upload_folder\n\u001b[0;32m 3\u001b[0m folder_path \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m----> 5\u001b[0m \u001b[43mupload_folder\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 6\u001b[0m \u001b[43m \u001b[49m\u001b[43mfolder_path\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfolder_path\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 7\u001b[0m \u001b[43m \u001b[49m\u001b[43mrepo_id\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43mf\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;132;43;01m{\u001b[39;49;00m\u001b[43morganization\u001b[49m\u001b[38;5;132;43;01m}\u001b[39;49;00m\u001b[38;5;124;43m/\u001b[39;49m\u001b[38;5;132;43;01m{\u001b[39;49;00m\u001b[43mrepo_id\u001b[49m\u001b[38;5;132;43;01m}\u001b[39;49;00m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[0;32m 8\u001b[0m \u001b[43m \u001b[49m\u001b[43mcommit_message\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mSubiendo modelo de traducción de español a ayuuk\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\n\u001b[0;32m 9\u001b[0m \u001b[43m)\u001b[49m\n",
457
+ "File \u001b[1;32mc:\\Users\\olver\\anaconda3\\envs\\NS_env\\Lib\\site-packages\\huggingface_hub\\utils\\_validators.py:118\u001b[0m, in \u001b[0;36mvalidate_hf_hub_args.<locals>._inner_fn\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 115\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m check_use_auth_token:\n\u001b[0;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[1;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",
458
+ "File \u001b[1;32mc:\\Users\\olver\\anaconda3\\envs\\NS_env\\Lib\\site-packages\\huggingface_hub\\hf_api.py:1227\u001b[0m, in \u001b[0;36mfuture_compatible.<locals>._inner\u001b[1;34m(self, *args, **kwargs)\u001b[0m\n\u001b[0;32m 1224\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mrun_as_future(fn, \u001b[38;5;28mself\u001b[39m, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m 1226\u001b[0m \u001b[38;5;66;03m# Otherwise, call the function normally\u001b[39;00m\n\u001b[1;32m-> 1227\u001b[0m \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[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",
459
+ "File \u001b[1;32mc:\\Users\\olver\\anaconda3\\envs\\NS_env\\Lib\\site-packages\\huggingface_hub\\hf_api.py:4802\u001b[0m, in \u001b[0;36mHfApi.upload_folder\u001b[1;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, multi_commits, multi_commits_verbose, run_as_future)\u001b[0m\n\u001b[0;32m 4798\u001b[0m \u001b[38;5;66;03m# Defining a CommitInfo object is not really relevant in this case\u001b[39;00m\n\u001b[0;32m 4799\u001b[0m \u001b[38;5;66;03m# Let's return early with pr_url only (as string).\u001b[39;00m\n\u001b[0;32m 4800\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m pr_url\n\u001b[1;32m-> 4802\u001b[0m commit_info \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcreate_commit\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 4803\u001b[0m \u001b[43m \u001b[49m\u001b[43mrepo_type\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrepo_type\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 4804\u001b[0m \u001b[43m \u001b[49m\u001b[43mrepo_id\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrepo_id\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 4805\u001b[0m \u001b[43m \u001b[49m\u001b[43moperations\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcommit_operations\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 4806\u001b[0m \u001b[43m \u001b[49m\u001b[43mcommit_message\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcommit_message\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 4807\u001b[0m \u001b[43m \u001b[49m\u001b[43mcommit_description\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcommit_description\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 4808\u001b[0m \u001b[43m \u001b[49m\u001b[43mtoken\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtoken\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 4809\u001b[0m \u001b[43m \u001b[49m\u001b[43mrevision\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrevision\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 4810\u001b[0m \u001b[43m \u001b[49m\u001b[43mcreate_pr\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcreate_pr\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 4811\u001b[0m \u001b[43m \u001b[49m\u001b[43mparent_commit\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mparent_commit\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 4812\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 4814\u001b[0m \u001b[38;5;66;03m# Create url to uploaded folder (for legacy return value)\u001b[39;00m\n\u001b[0;32m 4815\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m create_pr \u001b[38;5;129;01mand\u001b[39;00m commit_info\u001b[38;5;241m.\u001b[39mpr_url \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n",
460
+ "File \u001b[1;32mc:\\Users\\olver\\anaconda3\\envs\\NS_env\\Lib\\site-packages\\huggingface_hub\\utils\\_validators.py:118\u001b[0m, in \u001b[0;36mvalidate_hf_hub_args.<locals>._inner_fn\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 115\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m check_use_auth_token:\n\u001b[0;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[1;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",
461
+ "File \u001b[1;32mc:\\Users\\olver\\anaconda3\\envs\\NS_env\\Lib\\site-packages\\huggingface_hub\\hf_api.py:1227\u001b[0m, in \u001b[0;36mfuture_compatible.<locals>._inner\u001b[1;34m(self, *args, **kwargs)\u001b[0m\n\u001b[0;32m 1224\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mrun_as_future(fn, \u001b[38;5;28mself\u001b[39m, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m 1226\u001b[0m \u001b[38;5;66;03m# Otherwise, call the function normally\u001b[39;00m\n\u001b[1;32m-> 1227\u001b[0m \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[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",
462
+ "File \u001b[1;32mc:\\Users\\olver\\anaconda3\\envs\\NS_env\\Lib\\site-packages\\huggingface_hub\\hf_api.py:3762\u001b[0m, in \u001b[0;36mHfApi.create_commit\u001b[1;34m(self, repo_id, operations, commit_message, commit_description, token, repo_type, revision, create_pr, num_threads, parent_commit, run_as_future)\u001b[0m\n\u001b[0;32m 3759\u001b[0m \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[0;32m 3760\u001b[0m _warn_on_overwriting_operations(operations)\n\u001b[1;32m-> 3762\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpreupload_lfs_files\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 3763\u001b[0m \u001b[43m \u001b[49m\u001b[43mrepo_id\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrepo_id\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 3764\u001b[0m \u001b[43m \u001b[49m\u001b[43madditions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43madditions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 3765\u001b[0m \u001b[43m \u001b[49m\u001b[43mtoken\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtoken\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 3766\u001b[0m \u001b[43m \u001b[49m\u001b[43mrepo_type\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrepo_type\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 3767\u001b[0m \u001b[43m \u001b[49m\u001b[43mrevision\u001b[49m\u001b[38;5;241;43m=\u001b[39;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[0;32m 3768\u001b[0m \u001b[43m \u001b[49m\u001b[43mcreate_pr\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcreate_pr\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 3769\u001b[0m \u001b[43m \u001b[49m\u001b[43mnum_threads\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnum_threads\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 3770\u001b[0m \u001b[43m \u001b[49m\u001b[43mfree_memory\u001b[49m\u001b[38;5;241;43m=\u001b[39;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[0;32m 3771\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 3772\u001b[0m files_to_copy \u001b[38;5;241m=\u001b[39m _fetch_files_to_copy(\n\u001b[0;32m 3773\u001b[0m copies\u001b[38;5;241m=\u001b[39mcopies,\n\u001b[0;32m 3774\u001b[0m repo_type\u001b[38;5;241m=\u001b[39mrepo_type,\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 3778\u001b[0m endpoint\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mendpoint,\n\u001b[0;32m 3779\u001b[0m )\n\u001b[0;32m 3780\u001b[0m commit_payload \u001b[38;5;241m=\u001b[39m _prepare_commit_payload(\n\u001b[0;32m 3781\u001b[0m operations\u001b[38;5;241m=\u001b[39moperations,\n\u001b[0;32m 3782\u001b[0m files_to_copy\u001b[38;5;241m=\u001b[39mfiles_to_copy,\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 3785\u001b[0m parent_commit\u001b[38;5;241m=\u001b[39mparent_commit,\n\u001b[0;32m 3786\u001b[0m )\n",
463
+ "File \u001b[1;32mc:\\Users\\olver\\anaconda3\\envs\\NS_env\\Lib\\site-packages\\huggingface_hub\\hf_api.py:4262\u001b[0m, in \u001b[0;36mHfApi.preupload_lfs_files\u001b[1;34m(self, repo_id, additions, token, repo_type, revision, create_pr, num_threads, free_memory, gitignore_content)\u001b[0m\n\u001b[0;32m 4256\u001b[0m logger\u001b[38;5;241m.\u001b[39minfo(\n\u001b[0;32m 4257\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSkipped upload for \u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mlen\u001b[39m(new_lfs_additions)\u001b[38;5;250m \u001b[39m\u001b[38;5;241m-\u001b[39m\u001b[38;5;250m \u001b[39m\u001b[38;5;28mlen\u001b[39m(new_lfs_additions_to_upload)\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m LFS file(s) \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 4258\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m(ignored by gitignore file).\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 4259\u001b[0m )\n\u001b[0;32m 4261\u001b[0m \u001b[38;5;66;03m# Upload new LFS files\u001b[39;00m\n\u001b[1;32m-> 4262\u001b[0m \u001b[43m_upload_lfs_files\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 4263\u001b[0m \u001b[43m \u001b[49m\u001b[43madditions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnew_lfs_additions_to_upload\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 4264\u001b[0m \u001b[43m \u001b[49m\u001b[43mrepo_type\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrepo_type\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 4265\u001b[0m \u001b[43m \u001b[49m\u001b[43mrepo_id\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrepo_id\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 4266\u001b[0m \u001b[43m \u001b[49m\u001b[43mtoken\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtoken\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtoken\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 4267\u001b[0m \u001b[43m \u001b[49m\u001b[43mendpoint\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mendpoint\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 4268\u001b[0m \u001b[43m \u001b[49m\u001b[43mnum_threads\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnum_threads\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 4269\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;66;43;03m# If `create_pr`, we don't want to check user permission on the revision as users with read permission\u001b[39;49;00m\n\u001b[0;32m 4270\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;66;43;03m# should still be able to create PRs even if they don't have write permission on the target branch of the\u001b[39;49;00m\n\u001b[0;32m 4271\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;66;43;03m# PR (i.e. `revision`).\u001b[39;49;00m\n\u001b[0;32m 4272\u001b[0m \u001b[43m \u001b[49m\u001b[43mrevision\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrevision\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mif\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mnot\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mcreate_pr\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01melse\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[0;32m 4273\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 4274\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m addition \u001b[38;5;129;01min\u001b[39;00m new_lfs_additions_to_upload:\n\u001b[0;32m 4275\u001b[0m addition\u001b[38;5;241m.\u001b[39m_is_uploaded \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m\n",
464
+ "File \u001b[1;32mc:\\Users\\olver\\anaconda3\\envs\\NS_env\\Lib\\site-packages\\huggingface_hub\\utils\\_validators.py:118\u001b[0m, in \u001b[0;36mvalidate_hf_hub_args.<locals>._inner_fn\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 115\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m check_use_auth_token:\n\u001b[0;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[1;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",
465
+ "File \u001b[1;32mc:\\Users\\olver\\anaconda3\\envs\\NS_env\\Lib\\site-packages\\huggingface_hub\\_commit_api.py:360\u001b[0m, in \u001b[0;36m_upload_lfs_files\u001b[1;34m(additions, repo_type, repo_id, token, endpoint, num_threads, revision)\u001b[0m\n\u001b[0;32m 358\u001b[0m batch_actions: List[Dict] \u001b[38;5;241m=\u001b[39m []\n\u001b[0;32m 359\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m chunk \u001b[38;5;129;01min\u001b[39;00m chunk_iterable(additions, chunk_size\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m256\u001b[39m):\n\u001b[1;32m--> 360\u001b[0m batch_actions_chunk, batch_errors_chunk \u001b[38;5;241m=\u001b[39m \u001b[43mpost_lfs_batch_info\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 361\u001b[0m \u001b[43m \u001b[49m\u001b[43mupload_infos\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m[\u001b[49m\u001b[43mop\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mupload_info\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mop\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mchunk\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 362\u001b[0m \u001b[43m \u001b[49m\u001b[43mtoken\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtoken\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 363\u001b[0m \u001b[43m \u001b[49m\u001b[43mrepo_id\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrepo_id\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 364\u001b[0m \u001b[43m \u001b[49m\u001b[43mrepo_type\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrepo_type\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 365\u001b[0m \u001b[43m \u001b[49m\u001b[43mrevision\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrevision\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 366\u001b[0m \u001b[43m \u001b[49m\u001b[43mendpoint\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mendpoint\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 367\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 369\u001b[0m \u001b[38;5;66;03m# If at least 1 error, we do not retrieve information for other chunks\u001b[39;00m\n\u001b[0;32m 370\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m batch_errors_chunk:\n",
466
+ "File \u001b[1;32mc:\\Users\\olver\\anaconda3\\envs\\NS_env\\Lib\\site-packages\\huggingface_hub\\utils\\_validators.py:118\u001b[0m, in \u001b[0;36mvalidate_hf_hub_args.<locals>._inner_fn\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 115\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m check_use_auth_token:\n\u001b[0;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[1;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",
467
+ "File \u001b[1;32mc:\\Users\\olver\\anaconda3\\envs\\NS_env\\Lib\\site-packages\\huggingface_hub\\lfs.py:159\u001b[0m, in \u001b[0;36mpost_lfs_batch_info\u001b[1;34m(upload_infos, token, repo_type, repo_id, revision, endpoint)\u001b[0m\n\u001b[0;32m 157\u001b[0m headers \u001b[38;5;241m=\u001b[39m {\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mLFS_HEADERS, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mbuild_hf_headers(token\u001b[38;5;241m=\u001b[39mtoken \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m)} \u001b[38;5;66;03m# Token must be provided or retrieved\u001b[39;00m\n\u001b[0;32m 158\u001b[0m resp \u001b[38;5;241m=\u001b[39m get_session()\u001b[38;5;241m.\u001b[39mpost(batch_url, headers\u001b[38;5;241m=\u001b[39mheaders, json\u001b[38;5;241m=\u001b[39mpayload)\n\u001b[1;32m--> 159\u001b[0m \u001b[43mhf_raise_for_status\u001b[49m\u001b[43m(\u001b[49m\u001b[43mresp\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 160\u001b[0m batch_info \u001b[38;5;241m=\u001b[39m resp\u001b[38;5;241m.\u001b[39mjson()\n\u001b[0;32m 162\u001b[0m objects \u001b[38;5;241m=\u001b[39m batch_info\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mobjects\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m)\n",
468
+ "File \u001b[1;32mc:\\Users\\olver\\anaconda3\\envs\\NS_env\\Lib\\site-packages\\huggingface_hub\\utils\\_errors.py:362\u001b[0m, in \u001b[0;36mhf_raise_for_status\u001b[1;34m(response, endpoint_name)\u001b[0m\n\u001b[0;32m 358\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m BadRequestError(message, response\u001b[38;5;241m=\u001b[39mresponse) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01me\u001b[39;00m\n\u001b[0;32m 360\u001b[0m \u001b[38;5;66;03m# Convert `HTTPError` into a `HfHubHTTPError` to display request information\u001b[39;00m\n\u001b[0;32m 361\u001b[0m \u001b[38;5;66;03m# as well (request id and/or server error message)\u001b[39;00m\n\u001b[1;32m--> 362\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m HfHubHTTPError(\u001b[38;5;28mstr\u001b[39m(e), response\u001b[38;5;241m=\u001b[39mresponse) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01me\u001b[39;00m\n",
469
+ "\u001b[1;31mHfHubHTTPError\u001b[0m: 403 Client Error: Forbidden for url: https://huggingface.co/l52mas/spanish_to_ayuuk_translator.git/info/lfs/objects/batch (Request ID: Root=1-673bd7f7-49fcc06606e2e5027608f8dc;05b34658-d5f9-4195-a245-09d560630b3d)\n\nAuthorization error."
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+ ]
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+ }
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+ ],
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+ "source": [
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+ "from huggingface_hub import upload_folder\n",
475
+ "\n",
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+ "folder_path = \".\"\n",
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+ "\n",
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+ "upload_folder(\n",
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+ " folder_path=folder_path,\n",
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+ " repo_id=f\"{organization}/{repo_id}\",\n",
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+ " commit_message=\"Subiendo modelo de traducción de español a ayuuk\"\n",
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+ ")\n"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": null,
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+ "metadata": {},
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+ "outputs": [],
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+ "source": []
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+ }
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+ ],
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+ "metadata": {
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+ "kernelspec": {
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+ "display_name": "NS_env",
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+ "language": "python",
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+ "name": "python3"
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+ },
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+ "language_info": {
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+ "codemirror_mode": {
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+ "name": "ipython",
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+ "version": 3
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+ },
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+ "file_extension": ".py",
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+ "mimetype": "text/x-python",
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+ "name": "python",
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+ "nbconvert_exporter": "python",
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+ "pygments_lexer": "ipython3",
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+ "version": "3.11.5"
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+ }
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+ },
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+ "nbformat": 4,
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+ "nbformat_minor": 2
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+ }