How-to-use.md

@@ -7,9 +7,7 @@ Inside [DSIP group repo page](https://gitlab.fbk.eu/dsip) click on:
 4. Use template: DL_setup
 
 #### Step 2 - Pin requirements
-For replicability is important to pin also the version of Python packages inside `requirements.txt`.
-
-TODO: specify where requirements files are located and maybe think of a solution to automate this process.
+For replicability is important to pin the version of Python packages inside `requirements.txt` files.
 
 #### Step 3 - Write RFC
 Inside the repo there is a .gitlab/issue_templates directory in which are defined:
@@ -35,7 +33,7 @@ Add an optimizer in *train* function inside *run.py* file (you can use [configur
 #### Step 8 (Optional) - Add scheduler and early_stopper
 Change the value of the scheduler in *train* function inside *run.py* from None to a scheduler you want. If you are not going to use a scheduler leave scheduler to None.
 
-If you want to use [early stopper](Pytorch) you need to write 3 config inside [configuration file](https://gitlab.fbk.eu/dsip/templates/dl_setup/-/wikis/Configuration-file):
+If you want to use [early stopper](Pytorch) you need to write 2 configs inside [configuration file](https://gitlab.fbk.eu/dsip/templates/dl_setup/-/wikis/Configuration-file):
 
 * in *environment* section set *use_early_stopper* to true;
 * in *earlystopping* section set *patience* to a value you want.
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