diff --git a/environment.yml b/environment.yml
index b62ee1eda5c5a9a7b8fbbd0ef1d9ddf496e1a45d..66ebd3081f94d2f40b527c90169c477fc639a11a 100644
--- a/environment.yml
+++ b/environment.yml
@@ -1,4 +1,4 @@
-name: discret
+name: testenv
 channels:
   - defaults
 dependencies:
@@ -23,10 +23,17 @@ dependencies:
   - zlib=1.2.13=h5eee18b_0
   - pip:
     - adapter-transformers==3.2.1
+    - aiohttp==3.8.4
+    - aiosignal==1.3.1
+    - async-timeout==4.0.2
+    - attrs==23.1.0
     - certifi==2023.5.7
     - charset-normalizer==3.1.0
     - cmake==3.26.3
+    - datasets==2.12.0
+    - dill==0.3.6
     - filelock==3.12.0
+    - frozenlist==1.3.3
     - fsspec==2023.5.0
     - huggingface-hub==0.14.1
     - idna==3.4
@@ -35,6 +42,8 @@ dependencies:
     - lit==16.0.3
     - markupsafe==2.1.2
     - mpmath==1.3.0
+    - multidict==6.0.4
+    - multiprocess==0.70.14
     - networkx==3.1
     - numpy==1.24.3
     - nvidia-cublas-cu11==11.10.3.66
@@ -51,11 +60,13 @@ dependencies:
     - packaging==23.1
     - pandas==2.0.1
     - pillow==9.5.0
+    - pyarrow==12.0.0
     - python-dateutil==2.8.2
     - pytz==2023.3
     - pyyaml==6.0
     - regex==2023.5.5
     - requests==2.30.0
+    - responses==0.18.0
     - scikit-learn==1.2.2
     - scipy==1.10.1
     - six==1.16.0
@@ -70,4 +81,7 @@ dependencies:
     - triton==2.0.0
     - typing-extensions==4.5.0
     - tzdata==2023.3
-    - urllib3==2.0.2
\ No newline at end of file
+    - urllib3==2.0.2
+    - xxhash==3.2.0
+    - yarl==1.9.2
+prefix: /home/lena/anaconda3/envs/testenv
diff --git a/requirements.txt b/requirements.txt
index 95634697cad66af4762c7c2bfaa4936e55dc8871..b24b999bbe0223dc88858691081d380f42c4b0b3 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,8 +1,15 @@
 adapter-transformers==3.2.1
+aiohttp==3.8.4
+aiosignal==1.3.1
+async-timeout==4.0.2
+attrs==23.1.0
 certifi==2023.5.7
 charset-normalizer==3.1.0
 cmake==3.26.3
+datasets==2.12.0
+dill==0.3.6
 filelock==3.12.0
+frozenlist==1.3.3
 fsspec==2023.5.0
 huggingface-hub==0.14.1
 idna==3.4
@@ -11,6 +18,8 @@ joblib==1.2.0
 lit==16.0.3
 MarkupSafe==2.1.2
 mpmath==1.3.0
+multidict==6.0.4
+multiprocess==0.70.14
 networkx==3.1
 numpy==1.24.3
 nvidia-cublas-cu11==11.10.3.66
@@ -27,11 +36,13 @@ nvidia-nvtx-cu11==11.7.91
 packaging==23.1
 pandas==2.0.1
 Pillow==9.5.0
+pyarrow==12.0.0
 python-dateutil==2.8.2
 pytz==2023.3
 PyYAML==6.0
 regex==2023.5.5
 requests==2.30.0
+responses==0.18.0
 scikit-learn==1.2.2
 scipy==1.10.1
 six==1.16.0
@@ -46,4 +57,6 @@ transformers==4.29.0
 triton==2.0.0
 typing_extensions==4.5.0
 tzdata==2023.3
-urllib3==2.0.2
\ No newline at end of file
+urllib3==2.0.2
+xxhash==3.2.0
+yarl==1.9.2
diff --git a/train_classifiers.sh b/train_classifiers.sh
index 538257c56839a31f0b0182821d2cbcfac0b57d99..7ba5e72a085db190487e7fe57fa167075e9652bb 100644
--- a/train_classifiers.sh
+++ b/train_classifiers.sh
@@ -1,12 +1,22 @@
 #!/usr/bin/env bash
 
+# IMPORTANT: Add the path to your cloned DISRPT repo!
+# This script will train all three classifiers (and 2 adapters)
+# needed for this task. 
+# First script does not need the adapters, but the last 2 ones do.
+# If you do not have the adapters, please run all five scripts. 
+# If you have the adapters trained,
+# you can directly run the classifiers.
+
+# To reproduce the results of MELODI team, do NOT change other params.
+
 # bare classifier
-python pytorch_classifier.py --num_epochs 6 --data_path '../sharedtask2023/data'
+python pytorch_classifier.py --num_epochs 6 --data_path 'PATH_TO_REPO'
 
 # Train the adapters:
-python make_adapter.py --num_epochs 15 --data_path '../sharedtask2023/data' --freeze_layers 'layer.1;layer.2;layer.3'
-python make_adapter.py --num_epochs 15 --data_path '../sharedtask2023/data' --freeze_layers 'layer.1'
+python make_adapter.py --num_epochs 15 --data_path 'PATH_TO_REPO' --freeze_layers 'layer.1;layer.2;layer.3'
+python make_adapter.py --num_epochs 15 --data_path 'PATH_TO_REPO' --freeze_layers 'layer.1'
 
 # Run classifiers with adapters
-python adapter_classifier.py --num_epochs 3 --data_path '../sharedtask2023/data' --adapter_name 'adapter_15-epochs_frozen-1'
-python adapter_classifier.py --num_epochs 4 --data_path '../sharedtask2023/data' --adapter_name 'adapter_15-epochs_frozen-1-2-3'
\ No newline at end of file
+python adapter_classifier.py --num_epochs 3 --data_path 'PATH_TO_REPO' --adapter_name 'adapter_15-epochs_frozen-1'
+python adapter_classifier.py --num_epochs 4 --data_path 'PATH_TO_REPO' --adapter_name 'adapter_15-epochs_frozen-1-2-3'
\ No newline at end of file