diff --git a/.gitignore b/.gitignore
index d9aca805166aa859d12a51e3fcf603a95b66a407..980cbeefc079cdd24b56ec2fba79bacf557ac5f2 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,5 +1,5 @@
 transformers
-debug_squad
 runs
+debug_squad_*
 cached_*
 squad_train_*
diff --git a/README.md b/README.md
index 094b6bf7c4ab1b84a19db91f324cbbc2ff487fd5..6fdd7a4ffd90cb2628ea0326220e006311ce1661 100644
--- a/README.md
+++ b/README.md
@@ -14,6 +14,7 @@ fusion-output -f <jobid> # watch the job logs during
 
 Fusion supercomputer documentation : https://mesocentre.pages.centralesupelec.fr/user_doc/
 
+Transformers on github : https://github.com/huggingface/transformers
 The documentation for `run_squad.py` can be found here : https://huggingface.co/transformers/examples.html#squad
 
 ## Configure environment
@@ -39,13 +40,17 @@ Run the network training
 ```bash
 qsub <pbs_script>.pbs
 ```
-> Some temporary data is written in directory `--output_dir` (`./debug_squad/`). You may have to clean the directory manually before relaunching the training `rm -r ./debug_squad/`
 
-Two training examples :
+Two training examples are provided :
 
 - `single_gpu_training.pbs` : train the network on a single GPUs
 - `dual_gpu_training.pbs` : train the network on a two GPUs
 
+Notes : 
+
+- Some temporary data is written in directory `--output_dir` (`./debug_squad/`). You may have to clean the directory manually before relaunching the training `rm -r ./debug_squad/`
+- During the TP sessions, you can use the reservation `isiaq` instead of the `gpuq` by commenting/decommenting lines beginning with `#PBS -q`)
+
 ## Misc notes
 
 ### Squad dataset location
diff --git a/dual_gpu_training.pbs b/dual_gpu_training.pbs
index 74dc12a502b7b2e565d3385f478a631a6bed59b7..b968b57a4028ac026570cf39042bd94e8343779f 100644
--- a/dual_gpu_training.pbs
+++ b/dual_gpu_training.pbs
@@ -4,7 +4,8 @@
 #PBS -l walltime=02:00:00
 #PBS -l select=1:ncpus=24:ngpus=2:mem=20gb
 #PBS -q gpuq
-#PBS -P test
+##PBS -q isiaq
+#PBS -P isia
 
 # Go to the current directory 
 cd $PBS_O_WORKDIR
diff --git a/single_gpu_training.pbs b/single_gpu_training.pbs
index 1c8ee2e6affbff0107dffeffb1a5a7b086899cae..460d289b4870ecc652394150ede7ef608fc6998f 100644
--- a/single_gpu_training.pbs
+++ b/single_gpu_training.pbs
@@ -4,7 +4,8 @@
 #PBS -l walltime=02:00:00
 #PBS -l select=1:ncpus=12:ngpus=1:mem=20gb
 #PBS -q gpuq
-#PBS -P test
+##PBS -q isiaq
+#PBS -P isia
 
 # Go to the current directory 
 cd $PBS_O_WORKDIR