Skip to content

Commit 3b104ac

Browse files
committed
docs: ko: revised: change 'train', 'finetuning' in tasks/sequence_classification.mdx
1 parent 637808e commit 3b104ac

File tree

1 file changed

+20
-20
lines changed

1 file changed

+20
-20
lines changed

โ€Ždocs/source/ko/tasks/sequence_classification.mdxโ€Ž

Lines changed: 20 additions & 20 deletions
Original file line numberDiff line numberDiff line change
@@ -20,8 +20,8 @@ specific language governing permissions and limitations under the License.
2020

2121
์ด ๊ฐ€์ด๋“œ์—์„œ ํ•™์Šตํ•  ๋‚ด์šฉ์€:
2222

23-
1. [IMDb](https://huggingface.co/datasets/imdb) ๋ฐ์ดํ„ฐ์…‹์—์„œ [DistilBERT](https://huggingface.co/distilbert-base-uncased)๋ฅผ ๋ฏธ์„ธ ์กฐ์ •ํ•˜์—ฌ ์˜ํ™” ๋ฆฌ๋ทฐ๊ฐ€ ๊ธ์ •์ ์ธ์ง€ ๋ถ€์ •์ ์ธ์ง€ ํŒ๋‹จํ•ฉ๋‹ˆ๋‹ค.
24-
2. ์ถ”๋ก ์„ ์œ„ํ•ด ๋ฏธ์„ธ ์กฐ์ • ๋ชจ๋ธ์„ ์‚ฌ์šฉํ•ฉ๋‹ˆ๋‹ค.
23+
1. [IMDb](https://huggingface.co/datasets/imdb) ๋ฐ์ดํ„ฐ์…‹์—์„œ [DistilBERT](https://huggingface.co/distilbert-base-uncased)๋ฅผ ํŒŒ์ธ ํŠœ๋‹ํ•˜์—ฌ ์˜ํ™” ๋ฆฌ๋ทฐ๊ฐ€ ๊ธ์ •์ ์ธ์ง€ ๋ถ€์ •์ ์ธ์ง€ ํŒ๋‹จํ•ฉ๋‹ˆ๋‹ค.
24+
2. ์ถ”๋ก ์„ ์œ„ํ•ด ํŒŒ์ธ ํŠœ๋‹ ๋ชจ๋ธ์„ ์‚ฌ์šฉํ•ฉ๋‹ˆ๋‹ค.
2525

2626
<Tip>
2727
์ด ํŠœํ† ๋ฆฌ์–ผ์—์„œ ์„ค๋ช…ํ•˜๋Š” ์ž‘์—…์€ ๋‹ค์Œ ๋ชจ๋ธ ์•„ํ‚คํ…์ฒ˜์— ์˜ํ•ด ์ง€์›๋ฉ๋‹ˆ๋‹ค:
@@ -118,7 +118,7 @@ tokenized_imdb = imdb.map(preprocess_function, batched=True)
118118

119119
## ํ‰๊ฐ€ํ•˜๊ธฐ[[evaluate]]
120120

121-
ํ•™์Šต ์ค‘ ๋ชจ๋ธ์˜ ์„ฑ๋Šฅ์„ ํ‰๊ฐ€ํ•˜๊ธฐ ์œ„ํ•ด ๋ฉ”ํŠธ๋ฆญ์„ ํฌํ•จํ•˜๋Š” ๊ฒƒ์ด ์œ ์šฉํ•ฉ๋‹ˆ๋‹ค. ๐Ÿค— [Evaluate](https://huggingface.co/docs/evaluate/index) ๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ๋ฅผ ์‚ฌ์šฉํ•˜์—ฌ ๋น ๋ฅด๊ฒŒ ํ‰๊ฐ€ ๋ฐฉ๋ฒ•์„ ๋กœ๋“œํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. ์ด ์ž‘์—…์—์„œ๋Š” [accuracy](https://huggingface.co/spaces/evaluate-metric/accuracy) ๋ฉ”ํŠธ๋ฆญ์„ ๊ฐ€์ ธ์˜ต๋‹ˆ๋‹ค. (๋ฉ”ํŠธ๋ฆญ์„ ๊ฐ€์ ธ์˜ค๊ณ  ๊ณ„์‚ฐํ•˜๋Š” ๋ฐฉ๋ฒ•์— ๋Œ€ํ•ด์„œ๋Š” ๐Ÿค— Evaluate [quick tour](https://huggingface.co/docs/evaluate/a_quick_tour)๋ฅผ ์ฐธ์กฐํ•˜์„ธ์š”):
121+
ํ›ˆ๋ จ ์ค‘ ๋ชจ๋ธ์˜ ์„ฑ๋Šฅ์„ ํ‰๊ฐ€ํ•˜๊ธฐ ์œ„ํ•ด ๋ฉ”ํŠธ๋ฆญ์„ ํฌํ•จํ•˜๋Š” ๊ฒƒ์ด ์œ ์šฉํ•ฉ๋‹ˆ๋‹ค. ๐Ÿค— [Evaluate](https://huggingface.co/docs/evaluate/index) ๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ๋ฅผ ์‚ฌ์šฉํ•˜์—ฌ ๋น ๋ฅด๊ฒŒ ํ‰๊ฐ€ ๋ฐฉ๋ฒ•์„ ๋กœ๋“œํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. ์ด ์ž‘์—…์—์„œ๋Š” [accuracy](https://huggingface.co/spaces/evaluate-metric/accuracy) ๋ฉ”ํŠธ๋ฆญ์„ ๊ฐ€์ ธ์˜ต๋‹ˆ๋‹ค. (๋ฉ”ํŠธ๋ฆญ์„ ๊ฐ€์ ธ์˜ค๊ณ  ๊ณ„์‚ฐํ•˜๋Š” ๋ฐฉ๋ฒ•์— ๋Œ€ํ•ด์„œ๋Š” ๐Ÿค— Evaluate [quick tour](https://huggingface.co/docs/evaluate/a_quick_tour)๋ฅผ ์ฐธ์กฐํ•˜์„ธ์š”):
122122

123123
```py
124124
>>> import evaluate
@@ -140,9 +140,9 @@ tokenized_imdb = imdb.map(preprocess_function, batched=True)
140140

141141
์ด์ œ `compute_metrics` ํ•จ์ˆ˜๋Š” ์ค€๋น„๋˜์—ˆ๊ณ , ํ›ˆ๋ จ ๊ณผ์ •์„ ์„ค์ •ํ•  ๋•Œ ๋‹ค์‹œ ์‚ดํŽด๋ณผ ์˜ˆ์ •์ž…๋‹ˆ๋‹ค.
142142

143-
## ํ•™์Šต[[train]]
143+
## ํ›ˆ๋ จ[[train]]
144144

145-
๋ชจ๋ธ์„ ํ•™์Šตํ•˜๊ธฐ ์ „์—, `id2label`์™€ `label2id`๋ฅผ ์‚ฌ์šฉํ•˜์—ฌ ์˜ˆ์ƒ๋˜๋Š” id์™€ ๋ ˆ์ด๋ธ”์˜ ๋งต์„ ์ƒ์„ฑํ•˜์„ธ์š”:
145+
๋ชจ๋ธ์„ ํ›ˆ๋ จํ•˜๊ธฐ ์ „์—, `id2label`์™€ `label2id`๋ฅผ ์‚ฌ์šฉํ•˜์—ฌ ์˜ˆ์ƒ๋˜๋Š” id์™€ ๋ ˆ์ด๋ธ”์˜ ๋งต์„ ์ƒ์„ฑํ•˜์„ธ์š”:
146146

147147
```py
148148
>>> id2label = {0: "NEGATIVE", 1: "POSITIVE"}
@@ -153,11 +153,11 @@ tokenized_imdb = imdb.map(preprocess_function, batched=True)
153153
<pt>
154154
<Tip>
155155

156-
[`Trainer`]๋ฅผ ์‚ฌ์šฉํ•˜์—ฌ ๋ชจ๋ธ์„ ๋ฏธ์„ธ ์กฐ์ •ํ•˜๋Š” ๋ฐฉ๋ฒ•์— ์ต์ˆ™ํ•˜์ง€ ์•Š์€ ๊ฒฝ์šฐ, [์—ฌ๊ธฐ](../training#train-with-pytorch-trainer)์˜ ๊ธฐ๋ณธ ํŠœํ† ๋ฆฌ์–ผ์„ ํ™•์ธํ•˜์„ธ์š”!
156+
[`Trainer`]๋ฅผ ์‚ฌ์šฉํ•˜์—ฌ ๋ชจ๋ธ์„ ํŒŒ์ธ ํŠœ๋‹ํ•˜๋Š” ๋ฐฉ๋ฒ•์— ์ต์ˆ™ํ•˜์ง€ ์•Š์€ ๊ฒฝ์šฐ, [์—ฌ๊ธฐ](../training#train-with-pytorch-trainer)์˜ ๊ธฐ๋ณธ ํŠœํ† ๋ฆฌ์–ผ์„ ํ™•์ธํ•˜์„ธ์š”!
157157

158158
</Tip>
159159

160-
์ด์ œ ๋ชจ๋ธ์„ ํ•™์Šต์‹œํ‚ฌ ์ค€๋น„๊ฐ€ ๋˜์—ˆ์Šต๋‹ˆ๋‹ค! [`AutoModelForSequenceClassification`]๋กœ DistilBERT๋ฅผ ๊ฐ€์ณ์˜ค๊ณ  ์˜ˆ์ƒ๋˜๋Š” ๋ ˆ์ด๋ธ” ์ˆ˜์™€ ๋ ˆ์ด๋ธ” ๋งคํ•‘์„ ์ง€์ •ํ•˜์„ธ์š”:
160+
์ด์ œ ๋ชจ๋ธ์„ ํ›ˆ๋ จ์‹œํ‚ฌ ์ค€๋น„๊ฐ€ ๋˜์—ˆ์Šต๋‹ˆ๋‹ค! [`AutoModelForSequenceClassification`]๋กœ DistilBERT๋ฅผ ๊ฐ€์ณ์˜ค๊ณ  ์˜ˆ์ƒ๋˜๋Š” ๋ ˆ์ด๋ธ” ์ˆ˜์™€ ๋ ˆ์ด๋ธ” ๋งคํ•‘์„ ์ง€์ •ํ•˜์„ธ์š”:
161161

162162
```py
163163
>>> from transformers import AutoModelForSequenceClassification, TrainingArguments, Trainer
@@ -169,9 +169,9 @@ tokenized_imdb = imdb.map(preprocess_function, batched=True)
169169

170170
์ด์ œ ์„ธ ๋‹จ๊ณ„๋งŒ ๊ฑฐ์น˜๋ฉด ๋์ž…๋‹ˆ๋‹ค:
171171

172-
1. [`TrainingArguments`]์—์„œ ํ•˜์ดํผํŒŒ๋ผ๋ฏธํ„ฐ๋ฅผ ์ •์˜ํ•˜์„ธ์š”. `output_dir`๋Š” ๋ชจ๋ธ์„ ์ €์žฅํ•  ์œ„์น˜๋ฅผ ์ง€์ •ํ•˜๋Š” ์œ ์ผํ•œ ํŒŒ๋ผ๋ฏธํ„ฐ์ž…๋‹ˆ๋‹ค. ์ด ๋ชจ๋ธ์„ Hub์— ์—…๋กœ๋“œํ•˜๊ธฐ ์œ„ํ•ด `push_to_hub=True`๋ฅผ ์„ค์ •ํ•ฉ๋‹ˆ๋‹ค. (๋ชจ๋ธ์„ ์—…๋กœ๋“œํ•˜๊ธฐ ์œ„ํ•ด Hugging Face์— ๋กœ๊ทธ์ธํ•ด์•ผํ•ฉ๋‹ˆ๋‹ค.) ๊ฐ ์—ํญ์ด ๋๋‚  ๋•Œ๋งˆ๋‹ค, [`Trainer`]๋Š” ์ •ํ™•๋„๋ฅผ ํ‰๊ฐ€ํ•˜๊ณ  ํ•™์Šต ์ฒดํฌํฌ์ธํŠธ๋ฅผ ์ €์žฅํ•ฉ๋‹ˆ๋‹ค.
173-
2. [`Trainer`]์— ํ•™์Šต ์ธ์ˆ˜์™€ ๋ชจ๋ธ, ๋ฐ์ดํ„ฐ์…‹, ํ† ํฌ๋‚˜์ด์ €, ๋ฐ์ดํ„ฐ ์ˆ˜์ง‘๊ธฐ ๋ฐ `compute_metrics` ํ•จ์ˆ˜๋ฅผ ์ „๋‹ฌํ•˜์„ธ์š”.
174-
3. [`~Trainer.train`]๋ฅผ ํ˜ธ์ถœํ•˜์—ฌ ๋ชจ๋ธ์€ ๋ฏธ์„ธ ์กฐ์ •ํ•˜์„ธ์š”.
172+
1. [`TrainingArguments`]์—์„œ ํ•˜์ดํผํŒŒ๋ผ๋ฏธํ„ฐ๋ฅผ ์ •์˜ํ•˜์„ธ์š”. `output_dir`๋Š” ๋ชจ๋ธ์„ ์ €์žฅํ•  ์œ„์น˜๋ฅผ ์ง€์ •ํ•˜๋Š” ์œ ์ผํ•œ ํŒŒ๋ผ๋ฏธํ„ฐ์ž…๋‹ˆ๋‹ค. ์ด ๋ชจ๋ธ์„ Hub์— ์—…๋กœ๋“œํ•˜๊ธฐ ์œ„ํ•ด `push_to_hub=True`๋ฅผ ์„ค์ •ํ•ฉ๋‹ˆ๋‹ค. (๋ชจ๋ธ์„ ์—…๋กœ๋“œํ•˜๊ธฐ ์œ„ํ•ด Hugging Face์— ๋กœ๊ทธ์ธํ•ด์•ผํ•ฉ๋‹ˆ๋‹ค.) ๊ฐ ์—ํญ์ด ๋๋‚  ๋•Œ๋งˆ๋‹ค, [`Trainer`]๋Š” ์ •ํ™•๋„๋ฅผ ํ‰๊ฐ€ํ•˜๊ณ  ํ›ˆ๋ จ ์ฒดํฌํฌ์ธํŠธ๋ฅผ ์ €์žฅํ•ฉ๋‹ˆ๋‹ค.
173+
2. [`Trainer`]์— ํ›ˆ๋ จ ์ธ์ˆ˜์™€ ๋ชจ๋ธ, ๋ฐ์ดํ„ฐ์…‹, ํ† ํฌ๋‚˜์ด์ €, ๋ฐ์ดํ„ฐ ์ˆ˜์ง‘๊ธฐ ๋ฐ `compute_metrics` ํ•จ์ˆ˜๋ฅผ ์ „๋‹ฌํ•˜์„ธ์š”.
174+
3. [`~Trainer.train`]๋ฅผ ํ˜ธ์ถœํ•˜์—ฌ ๋ชจ๋ธ์€ ํŒŒ์ธ ํŠœ๋‹ํ•˜์„ธ์š”.
175175

176176
```py
177177
>>> training_args = TrainingArguments(
@@ -206,7 +206,7 @@ tokenized_imdb = imdb.map(preprocess_function, batched=True)
206206

207207
</Tip>
208208

209-
ํ•™์Šต์ด ์™„๋ฃŒ๋˜๋ฉด, [`~transformers.Trainer.push_to_hub`] ๋ฉ”์†Œ๋“œ๋ฅผ ์‚ฌ์šฉํ•˜์—ฌ ๋ชจ๋ธ์„ Hub์— ๊ณต์œ ํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.
209+
ํ›ˆ๋ จ์ด ์™„๋ฃŒ๋˜๋ฉด, [`~transformers.Trainer.push_to_hub`] ๋ฉ”์†Œ๋“œ๋ฅผ ์‚ฌ์šฉํ•˜์—ฌ ๋ชจ๋ธ์„ Hub์— ๊ณต์œ ํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.
210210

211211
```py
212212
>>> trainer.push_to_hub()
@@ -215,10 +215,10 @@ tokenized_imdb = imdb.map(preprocess_function, batched=True)
215215
<tf>
216216
<Tip>
217217

218-
Keras๋ฅผ ์‚ฌ์šฉํ•˜์—ฌ ๋ชจ๋ธ์„ ๋ฏธ์„ธ ์กฐ์ •ํ•˜๋Š” ๋ฐฉ๋ฒ•์— ์ต์ˆ™ํ•˜์ง€ ์•Š์€ ๊ฒฝ์šฐ, [์—ฌ๊ธฐ](../training#train-a-tensorflow-model-with-keras)์˜ ๊ธฐ๋ณธ ํŠœํ† ๋ฆฌ์–ผ์„ ํ™•์ธํ•˜์„ธ์š”!
218+
Keras๋ฅผ ์‚ฌ์šฉํ•˜์—ฌ ๋ชจ๋ธ์„ ํŒŒ์ธ ํŠœ๋‹ํ•˜๋Š” ๋ฐฉ๋ฒ•์— ์ต์ˆ™ํ•˜์ง€ ์•Š์€ ๊ฒฝ์šฐ, [์—ฌ๊ธฐ](../training#train-a-tensorflow-model-with-keras)์˜ ๊ธฐ๋ณธ ํŠœํ† ๋ฆฌ์–ผ์„ ํ™•์ธํ•˜์„ธ์š”!
219219

220220
</Tip>
221-
TensorFlow์—์„œ ๋ชจ๋ธ์„ ๋ฏธ์„ธ ์กฐ์ •ํ•˜๋ ค๋ฉด, ๋จผ์ € ์˜ตํ‹ฐ๋งˆ์ด์ € ํ•จ์ˆ˜์™€ ํ•™์Šต๋ฅ  ์Šค์ผ€์ฅด, ๊ทธ๋ฆฌ๊ณ  ์ผ๋ถ€ ํ•™์Šต ํ•˜์ดํผํŒŒ๋ผ๋ฏธํ„ฐ๋ฅผ ์„ค์ •ํ•ด์•ผ ํ•ฉ๋‹ˆ๋‹ค:
221+
TensorFlow์—์„œ ๋ชจ๋ธ์„ ํŒŒ์ธ ํŠœ๋‹ํ•˜๋ ค๋ฉด, ๋จผ์ € ์˜ตํ‹ฐ๋งˆ์ด์ € ํ•จ์ˆ˜์™€ ํ•™์Šต๋ฅ  ์Šค์ผ€์ฅด, ๊ทธ๋ฆฌ๊ณ  ์ผ๋ถ€ ํ›ˆ๋ จ ํ•˜์ดํผํŒŒ๋ผ๋ฏธํ„ฐ๋ฅผ ์„ค์ •ํ•ด์•ผ ํ•ฉ๋‹ˆ๋‹ค:
222222

223223
```py
224224
>>> from transformers import create_optimizer
@@ -259,15 +259,15 @@ TensorFlow์—์„œ ๋ชจ๋ธ์„ ๋ฏธ์„ธ ์กฐ์ •ํ•˜๋ ค๋ฉด, ๋จผ์ € ์˜ตํ‹ฐ๋งˆ์ด์ € ํ•จ์ˆ˜
259259
... )
260260
```
261261

262-
[`compile`](https://keras.io/api/models/model_training_apis/#compile-method)๋ฅผ ์‚ฌ์šฉํ•˜์—ฌ ํ•™์Šตํ•  ๋ชจ๋ธ์„ ๊ตฌ์„ฑํ•ฉ๋‹ˆ๋‹ค:
262+
[`compile`](https://keras.io/api/models/model_training_apis/#compile-method)๋ฅผ ์‚ฌ์šฉํ•˜์—ฌ ํ›ˆ๋ จํ•  ๋ชจ๋ธ์„ ๊ตฌ์„ฑํ•ฉ๋‹ˆ๋‹ค:
263263

264264
```py
265265
>>> import tensorflow as tf
266266

267267
>>> model.compile(optimizer=optimizer)
268268
```
269269

270-
ํ•™์Šต์„ ์‹œ์ž‘ํ•˜๊ธฐ ์ „์— ์„ค์ •ํ•ด์•ผํ•  ๋งˆ์ง€๋ง‰ ๋‘ ๊ฐ€์ง€๋Š” ์˜ˆ์ธก์—์„œ ์ •ํ™•๋„๋ฅผ ๊ณ„์‚ฐํ•˜๊ณ , ๋ชจ๋ธ์„ Hub์— ์—…๋กœ๋“œํ•  ๋ฐฉ๋ฒ•์„ ์ œ๊ณตํ•˜๋Š” ๊ฒƒ์ž…๋‹ˆ๋‹ค. ๋ชจ๋‘ [Keras callbacks](../main_classes/keras_callbacks)๋ฅผ ์‚ฌ์šฉํ•˜์—ฌ ์ˆ˜ํ–‰๋ฉ๋‹ˆ๋‹ค.
270+
ํ›ˆ๋ จ์„ ์‹œ์ž‘ํ•˜๊ธฐ ์ „์— ์„ค์ •ํ•ด์•ผํ•  ๋งˆ์ง€๋ง‰ ๋‘ ๊ฐ€์ง€๋Š” ์˜ˆ์ธก์—์„œ ์ •ํ™•๋„๋ฅผ ๊ณ„์‚ฐํ•˜๊ณ , ๋ชจ๋ธ์„ Hub์— ์—…๋กœ๋“œํ•  ๋ฐฉ๋ฒ•์„ ์ œ๊ณตํ•˜๋Š” ๊ฒƒ์ž…๋‹ˆ๋‹ค. ๋ชจ๋‘ [Keras callbacks](../main_classes/keras_callbacks)๋ฅผ ์‚ฌ์šฉํ•˜์—ฌ ์ˆ˜ํ–‰๋ฉ๋‹ˆ๋‹ค.
271271

272272
[`~transformers.KerasMetricCallback`]์— `compute_metrics`๋ฅผ ์ „๋‹ฌํ•˜์—ฌ ์ •ํ™•๋„๋ฅผ ๋†’์ž…๋‹ˆ๋‹ค.
273273

@@ -294,33 +294,33 @@ TensorFlow์—์„œ ๋ชจ๋ธ์„ ๋ฏธ์„ธ ์กฐ์ •ํ•˜๋ ค๋ฉด, ๋จผ์ € ์˜ตํ‹ฐ๋งˆ์ด์ € ํ•จ์ˆ˜
294294
>>> callbacks = [metric_callback, push_to_hub_callback]
295295
```
296296

297-
๋“œ๋””์–ด, ๋ชจ๋ธ ํ•™์Šต์„ ์‹œ์ž‘ํ•  ์ค€๋น„๊ฐ€ ๋˜์—ˆ์Šต๋‹ˆ๋‹ค! [`fit`](https://keras.io/api/models/model_training_apis/#fit-method)์— ํ•™์Šต ๋ฐ์ดํ„ฐ์…‹, ๊ฒ€์ฆ ๋ฐ์ดํ„ฐ์…‹, ์—ํญ์˜ ์ˆ˜ ๋ฐ ์ฝœ๋ฐฑ์„ ์ „๋‹ฌํ•˜์—ฌ ๋ฏธ์„ธ ์กฐ์ •ํ•ฉ๋‹ˆ๋‹ค:
297+
๋“œ๋””์–ด, ๋ชจ๋ธ ํ›ˆ๋ จ์„ ์‹œ์ž‘ํ•  ์ค€๋น„๊ฐ€ ๋˜์—ˆ์Šต๋‹ˆ๋‹ค! [`fit`](https://keras.io/api/models/model_training_apis/#fit-method)์— ํ›ˆ๋ จ ๋ฐ์ดํ„ฐ์…‹, ๊ฒ€์ฆ ๋ฐ์ดํ„ฐ์…‹, ์—ํญ์˜ ์ˆ˜ ๋ฐ ์ฝœ๋ฐฑ์„ ์ „๋‹ฌํ•˜์—ฌ ํŒŒ์ธ ํŠœ๋‹ํ•ฉ๋‹ˆ๋‹ค:
298298

299299
```py
300300
>>> model.fit(x=tf_train_set, validation_data=tf_validation_set, epochs=3, callbacks=callbacks)
301301
```
302302

303-
ํ•™์Šต์ด ์™„๋ฃŒ๋˜๋ฉด, ๋ชจ๋ธ์ด ์ž๋™์œผ๋กœ Hub์— ์—…๋กœ๋“œ๋˜์–ด ๋ชจ๋“  ์‚ฌ๋žŒ์ด ์‚ฌ์šฉํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค!
303+
ํ›ˆ๋ จ์ด ์™„๋ฃŒ๋˜๋ฉด, ๋ชจ๋ธ์ด ์ž๋™์œผ๋กœ Hub์— ์—…๋กœ๋“œ๋˜์–ด ๋ชจ๋“  ์‚ฌ๋žŒ์ด ์‚ฌ์šฉํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค!
304304
</tf>
305305
</frameworkcontent>
306306

307307
<Tip>
308308

309-
ํ…์ŠคํŠธ ๋ถ„๋ฅ˜๋ฅผ ์œ„ํ•œ ๋ชจ๋ธ์„ ๋ฏธ์„ธ ์กฐ์ •ํ•˜๋Š” ์ž์„ธํ•œ ์˜ˆ์ œ๋Š” ๋‹ค์Œ [PyTorch notebook](https://colab.research.google.com/github/huggingface/notebooks/blob/main/examples/text_classification.ipynb) ๋˜๋Š” [TensorFlow notebook](https://colab.research.google.com/github/huggingface/notebooks/blob/main/examples/text_classification-tf.ipynb)๋ฅผ ์ฐธ์กฐํ•˜์„ธ์š”.
309+
ํ…์ŠคํŠธ ๋ถ„๋ฅ˜๋ฅผ ์œ„ํ•œ ๋ชจ๋ธ์„ ํŒŒ์ธ ํŠœ๋‹ํ•˜๋Š” ์ž์„ธํ•œ ์˜ˆ์ œ๋Š” ๋‹ค์Œ [PyTorch notebook](https://colab.research.google.com/github/huggingface/notebooks/blob/main/examples/text_classification.ipynb) ๋˜๋Š” [TensorFlow notebook](https://colab.research.google.com/github/huggingface/notebooks/blob/main/examples/text_classification-tf.ipynb)๋ฅผ ์ฐธ์กฐํ•˜์„ธ์š”.
310310

311311
</Tip>
312312

313313
## ์ถ”๋ก [[inference]]
314314

315-
์ข‹์•„์š”, ์ด์ œ ๋ชจ๋ธ์„ ๋ฏธ์„ธ ์กฐ์ •ํ–ˆ์œผ๋‹ˆ ์ถ”๋ก ์— ์‚ฌ์šฉํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค!
315+
์ข‹์•„์š”, ์ด์ œ ๋ชจ๋ธ์„ ํŒŒ์ธ ํŠœ๋‹ํ–ˆ์œผ๋‹ˆ ์ถ”๋ก ์— ์‚ฌ์šฉํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค!
316316

317317
์ถ”๋ก ์„ ์ˆ˜ํ–‰ํ•˜๊ณ ์ž ํ•˜๋Š” ํ…์ŠคํŠธ๋ฅผ ๊ฐ€์ ธ์™€๋ด…์‹œ๋‹ค:
318318

319319
```py
320320
>>> text = "This was a masterpiece. Not completely faithful to the books, but enthralling from beginning to end. Might be my favorite of the three."
321321
```
322322

323-
๋ฏธ์„ธ ์กฐ์ •๋œ ๋ชจ๋ธ๋กœ ์ถ”๋ก ์„ ์‹œ๋„ํ•˜๋Š” ๊ฐ€์žฅ ๊ฐ„๋‹จํ•œ ๋ฐฉ๋ฒ•์€ [`pipeline`]๋ฅผ ์‚ฌ์šฉํ•˜๋Š” ๊ฒƒ์ž…๋‹ˆ๋‹ค. ๋ชจ๋ธ๋กœ ๊ฐ์ • ๋ถ„์„์„ ์œ„ํ•œ `pipeline`์„ ์ธ์Šคํ„ด์Šคํ™”ํ•˜๊ณ , ํ…์ŠคํŠธ๋ฅผ ์ „๋‹ฌํ•ด๋ณด์„ธ์š”:
323+
ํŒŒ์ธ ํŠœ๋‹๋œ ๋ชจ๋ธ๋กœ ์ถ”๋ก ์„ ์‹œ๋„ํ•˜๋Š” ๊ฐ€์žฅ ๊ฐ„๋‹จํ•œ ๋ฐฉ๋ฒ•์€ [`pipeline`]๋ฅผ ์‚ฌ์šฉํ•˜๋Š” ๊ฒƒ์ž…๋‹ˆ๋‹ค. ๋ชจ๋ธ๋กœ ๊ฐ์ • ๋ถ„์„์„ ์œ„ํ•œ `pipeline`์„ ์ธ์Šคํ„ด์Šคํ™”ํ•˜๊ณ , ํ…์ŠคํŠธ๋ฅผ ์ „๋‹ฌํ•ด๋ณด์„ธ์š”:
324324

325325
```py
326326
>>> from transformers import pipeline

0 commit comments

Comments
ย (0)