diff --git a/34b_launch_script.sh b/34b_launch_script.sh
index 3718c5862..2dd0166b8 100644
--- a/34b_launch_script.sh
+++ b/34b_launch_script.sh
@@ -10,9 +10,8 @@
 #SBATCH --open-mode=append
 #SBATCH --requeue
 
-# setup the environment using the script we created before
-source /fsx/proj-mathlm/conda_setup_deeperspeed.sh
-#source /fsx/quentin/setup.sh
+# setup the conda environment and paths to NCCL install.
+source /path/to/conda_setup_script.sh
 
 ds_report
 
@@ -36,4 +35,4 @@ export DLTS_HOSTFILE=path/to/hostfile/hosts_$SLURM_JOBID
 # launch distributed job. If using `"deepspeed_slurm": true` and `"launcher": "slurm"` on a SLURM cluster, 
 # then NeoX will handle the creation of a distributed run across 256 gpus.
 python $TRAIN_PATH/deepy.py $TRAIN_PATH/train.py \
-        --conf_dir /path/to/math-lm/pretraining llemma_34b.yml data_mixture.yml   
\ No newline at end of file
+        --conf_dir /path/to/math-lm/pretraining llemma_34b.yml data_mixture.yml   
diff --git a/configs/data_mixture.yml b/configs/data_mixture.yml
index 7c6a1b9f1..637ece59c 100644
--- a/configs/data_mixture.yml
+++ b/configs/data_mixture.yml
@@ -1,6 +1,6 @@
 {
-  "train-data-paths": ["/fsx/proj-mathlm/proof-pile_llama/train/arxiv-rp/arxiv-rp_text_document", "/fsx/proj-mathlm/open-web-math-v1.2_llama/train/open-web-math/open-web-math_text_document", "/fsx/proj-mathlm/code-with-proofsteps_llama/train/code-with-proofsteps/code-with-proofsteps_text_document", "/fsx/proj-mathlm/proof-pile_llama/train/pile-sample/pile-sample_text_document", "/fsx/proj-mathlm/code-rp_llama/train/code-rp/code-rp_text_document"],
+  "train-data-paths": ["/path/to/proof-pile_llama_tokenizer/train/arxiv-rp/arxiv-rp_text_document", "/path/to/open-web-math-v1.2_llama/train/open-web-math/open-web-math_text_document", "/path/to/proof-pile_llama_tokenizer/code-with-proofsteps_llama/train/code-with-proofsteps/code-with-proofsteps_text_document", "/path/to/proof-pile_llama_tokenizer/train/pile-sample/pile-sample_text_document", "/path/to/code-rp_llama_tokenizer/train/code-rp/code-rp_text_document"],
   "train-data-weights": [2, 4, 1, 0.147368, 0.221053],
-  "valid-data-paths": ["/fsx/proj-mathlm/proof-pile_llama/validation/arxiv-rp/arxiv-rp_text_document", "/fsx/proj-mathlm/open-web-math-v1.2_llama/validation/open-web-math/open-web-math_text_document", "/fsx/proj-mathlm/code-with-proofsteps_llama/validation/code-with-proofsteps/code-with-proofsteps_text_document"],
-  "test-data-paths": ["/fsx/proj-mathlm/proof-pile_llama/test/arxiv-rp/arxiv-rp_text_document", "/fsx/proj-mathlm/open-web-math-v1.2_llama/test/open-web-math/open-web-math_text_document", "/fsx/proj-mathlm/code-with-proofsteps_llama/test/code-with-proofsteps/code-with-proofsteps_text_document"],
-}
\ No newline at end of file
+  "valid-data-paths": ["/path/to/proof-pile_llama_tokenizer/validation/arxiv-rp/arxiv-rp_text_document", "/path/to/open-web-math-v1.2_llama/validation/open-web-math/open-web-math_text_document", "/path/to/proof-pile_llama_tokenizer/validation/code-with-proofsteps/code-with-proofsteps_text_document"],
+  "test-data-paths": ["/path/to/proof-pile_llama_tokenizer/test/arxiv-rp/arxiv-rp_text_document", "/path/to/open-web-math-v1.2_llama/test/open-web-math/open-web-math_text_document", "/path/to/proof-pile_llama_tokenizer/code-with-proofsteps_llama/test/code-with-proofsteps/code-with-proofsteps_text_document"],
+}
diff --git a/configs/llemma_34b.yml b/configs/llemma_34b.yml
index 88a714575..46e1396cc 100644
--- a/configs/llemma_34b.yml
+++ b/configs/llemma_34b.yml
@@ -98,11 +98,11 @@
 
 
    "use_wandb": true,
-   "wandb_group": "34b-codellama-5e-5lr",
-   "wandb_project": "math-lm",
+   "wandb_group": "llemma_34b_replication",
+   "wandb_project": "your-project-name",
    "wandb_team": "your-teamname-here",
    "wandb_host": "https://api.wandb.ai",
 
    "launcher": "slurm",
    "deepspeed_slurm": true
-}
\ No newline at end of file
+}
diff --git a/configs/llemma_7b.yml b/configs/llemma_7b.yml
index c77c1c841..fa61af90f 100644
--- a/configs/llemma_7b.yml
+++ b/configs/llemma_7b.yml
@@ -95,11 +95,11 @@
    "checkpoint_validation_with_forward_pass": true,
 
    "use_wandb": true,
-   "wandb_group": "codellama_200btok_mp2_32node_2gas_deeperspeed",
-   "wandb_project": "math-lm",
+   "wandb_group": "llemma_7b_replication",
+   "wandb_project": "your-project-name",
    "wandb_team": "your-teamname-here",
    "wandb_host": "https://api.wandb.ai",
 
    "launcher": "slurm",
    "deepspeed_slurm": true
-}
\ No newline at end of file
+}