From 6c08840628a22a4d53ae563d1041479649d1a8e7 Mon Sep 17 00:00:00 2001
From: Evgeniy Zheltonozhskiy <zheltonozhskiy@gmail.com>
Date: Mon, 4 Oct 2021 18:57:54 +0300
Subject: [PATCH] Fix broken link to distill models in docs (#13848)

* Fix broken link to distill models

* Missing symbol

* Fix spaces
---
 docs/source/pretrained_models.rst | 16 ++++++++--------
 1 file changed, 8 insertions(+), 8 deletions(-)

diff --git a/docs/source/pretrained_models.rst b/docs/source/pretrained_models.rst
index 090e50f5ba..491ee79406 100644
--- a/docs/source/pretrained_models.rst
+++ b/docs/source/pretrained_models.rst
@@ -202,7 +202,7 @@ For the full list, refer to `https://huggingface.co/models <https://huggingface.
 |                    | ``distilroberta-base``                                     | | 6-layer, 768-hidden, 12-heads, 82M parameters                                                                                       |
 |                    |                                                            | | The DistilRoBERTa model distilled from the RoBERTa model `roberta-base` checkpoint.                                                 |
 |                    |                                                            |                                                                                                                                       |
-|                    |                                                            | (see `details <https://github.com/huggingface/transformers/tree/master/examples/distillation>`__)                                     |
+|                    |                                                            | (see `details <https://github.com/huggingface/transformers/tree/master/examples/research_projects/distillation>`__)                   |
 |                    +------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------+
 |                    | ``roberta-base-openai-detector``                           | | 12-layer, 768-hidden, 12-heads, 125M parameters                                                                                     |
 |                    |                                                            | | ``roberta-base`` fine-tuned by OpenAI on the outputs of the 1.5B-parameter GPT-2 model.                                             |
@@ -217,37 +217,37 @@ For the full list, refer to `https://huggingface.co/models <https://huggingface.
 | DistilBERT         | ``distilbert-base-uncased``                                | | 6-layer, 768-hidden, 12-heads, 66M parameters                                                                                       |
 |                    |                                                            | | The DistilBERT model distilled from the BERT model `bert-base-uncased` checkpoint                                                   |
 |                    |                                                            |                                                                                                                                       |
-|                    |                                                            | (see `details <https://github.com/huggingface/transformers/tree/master/examples/distillation>`__)                                     |
+|                    |                                                            | (see `details <https://github.com/huggingface/transformers/tree/master/examples/research_projects/distillation>`__)                   |
 |                    +------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------+
 |                    | ``distilbert-base-uncased-distilled-squad``                | | 6-layer, 768-hidden, 12-heads, 66M parameters                                                                                       |
 |                    |                                                            | | The DistilBERT model distilled from the BERT model `bert-base-uncased` checkpoint, with an additional linear layer.                 |
 |                    |                                                            |                                                                                                                                       |
-|                    |                                                            | (see `details <https://github.com/huggingface/transformers/tree/master/examples/distillation>`__)                                     |
+|                    |                                                            | (see `details <https://github.com/huggingface/transformers/tree/master/examples/research_projects/distillation>`__)                   |
 |                    +------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------+
 |                    | ``distilbert-base-cased``                                  | | 6-layer, 768-hidden, 12-heads, 65M parameters                                                                                       |
 |                    |                                                            | | The DistilBERT model distilled from the BERT model `bert-base-cased` checkpoint                                                     |
 |                    |                                                            |                                                                                                                                       |
-|                    |                                                            | (see `details <https://github.com/huggingface/transformers/tree/master/examples/distillation>`__)                                     |
+|                    |                                                            | (see `details <https://github.com/huggingface/transformers/tree/master/examples/research_projects/distillation>`__)                   |
 |                    +------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------+
 |                    | ``distilbert-base-cased-distilled-squad``                  | | 6-layer, 768-hidden, 12-heads, 65M parameters                                                                                       |
 |                    |                                                            | | The DistilBERT model distilled from the BERT model `bert-base-cased` checkpoint, with an additional question answering layer.       |
 |                    |                                                            |                                                                                                                                       |
-|                    |                                                            | (see `details <https://github.com/huggingface/transformers/tree/master/examples/distillation>`__)                                     |
+|                    |                                                            | (see `details <https://github.com/huggingface/transformers/tree/master/examples/research_projects/distillation>`__)                   |
 |                    +------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------+
 |                    | ``distilgpt2``                                             | | 6-layer, 768-hidden, 12-heads, 82M parameters                                                                                       |
 |                    |                                                            | | The DistilGPT2 model distilled from the GPT2 model `gpt2` checkpoint.                                                               |
 |                    |                                                            |                                                                                                                                       |
-|                    |                                                            | (see `details <https://github.com/huggingface/transformers/tree/master/examples/distillation>`__)                                     |
+|                    |                                                            | (see `details <https://github.com/huggingface/transformers/tree/master/examples/research_projects/distillation>`__)                   |
 |                    +------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------+
 |                    | ``distilbert-base-german-cased``                           | | 6-layer, 768-hidden, 12-heads, 66M parameters                                                                                       |
 |                    |                                                            | | The German DistilBERT model distilled from the German DBMDZ BERT model `bert-base-german-dbmdz-cased` checkpoint.                   |
 |                    |                                                            |                                                                                                                                       |
-|                    |                                                            | (see `details <https://github.com/huggingface/transformers/tree/master/examples/distillation>`__)                                     |
+|                    |                                                            | (see `details <https://github.com/huggingface/transformers/tree/master/examples/research_projects/distillation>`__)                   |
 |                    +------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------+
 |                    | ``distilbert-base-multilingual-cased``                     | | 6-layer, 768-hidden, 12-heads, 134M parameters                                                                                      |
 |                    |                                                            | | The multilingual DistilBERT model distilled from the Multilingual BERT model `bert-base-multilingual-cased` checkpoint.             |
 |                    |                                                            |                                                                                                                                       |
-|                    |                                                            | (see `details <https://github.com/huggingface/transformers/tree/master/examples/distillation>`__)                                     |
+|                    |                                                            | (see `details <https://github.com/huggingface/transformers/tree/master/examples/research_projects/distillation>`__)                   |
 +--------------------+------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------+
 | CTRL               | ``ctrl``                                                   | | 48-layer, 1280-hidden, 16-heads, 1.6B parameters                                                                                    |
 |                    |                                                            | | Salesforce's Large-sized CTRL English model                                                                                         |