diff --git a/.gitignore b/.gitignore
index 4a27880..67408e5 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,3 +1,5 @@
+lightning_logs*/
+lightning_logs_dev/
 lightning_logs/
 __pycache__/
 out/
diff --git a/newsearch.py b/newsearch.py
index 071cf9e..df80986 100644
--- a/newsearch.py
+++ b/newsearch.py
@@ -8,7 +8,7 @@ from lightning_sdk import Machine, Studio  # noqa: F401
 # consistency of randomly sampled experiments.
 seed(19920921)
 
-NUM_JOBS = 1
+NUM_JOBS = 5
 
 # reference to the current studio
 # if you run outside of Lightning, you can pass the Studio name
@@ -33,12 +33,12 @@ depths = [1, 2, 4, 8, 16]
 # widths, depths = [512], [4]
 
 batch_size_values = [256]
-max_epochs_values = [42]  # at 12 fps, around 35s
+max_epochs_values = [420]  # at 12 fps, around 35s
 seeds = list(range(21, 1992))
 optimizers = [
     # "Adagrad",
     "Adam",
-    # "SGD",
+    "SGD",
     # "AdamW",
     # "LBFGS",
     # "RAdam",
@@ -70,7 +70,7 @@ for idx, params in enumerate(search_params):
     a, lr, bs, me, s, w, d, opt = params
     # cmd = f"cd ~/colors && python main.py --alpha {a} --lr {lr} --bs {bs} --max_epochs {me} --seed {s} --width {w}"
     cmd = f"""
-python newmain.py fit \
+cd ~/colors && python newmain.py fit \
 --seed_everything {s} \
 --data.batch_size {bs} \
 --data.train_size 0 \