Merge branch 'main' of https://huggingface.co/datasets/Muennighoff/evaluation

eval_bloom.sh

@@ -0,0 +1,102 @@
+#!/bin/bash
+#SBATCH --nodes=1
+#SBATCH --ntasks-per-node=1
+#SBATCH --cpus-per-task=32
+#SBATCH --mem=256G
+#SBATCH -p small-g
+#SBATCH -t 24:00:00
+#SBATCH --gpus-per-node=mi250:1
+#SBATCH --exclusive=user
+#SBATCH --hint=nomultithread
+#SBATCH --account=project_462000241
+#SBATCH -o logs/%j.out
+#SBATCH -e logs/%j.err
+
+source /pfs/lustrep2/scratch/project_462000241/muennighoff/lmevallatest/venv/bin/activate
+
+cd /pfs/lustrep2/scratch/project_462000241/muennighoff/
+
+export HF_DATASETS_OFFLINE=1
+export HF_DATASETS_CACHE=/pfs/lustrep2/scratch/project_462000185/muennighoff/ds_cache
+
+# Evaluation to run
+CONFIGS=(
+bigbench_analogies
+bigbench_arithmetic_1_digit_addition
+bigbench_arithmetic_1_digit_division
+bigbench_arithmetic_1_digit_multiplication
+bigbench_arithmetic_1_digit_subtraction
+bigbench_arithmetic_2_digit_addition
+bigbench_arithmetic_2_digit_division
+bigbench_arithmetic_2_digit_multiplication
+bigbench_arithmetic_2_digit_subtraction
+bigbench_arithmetic_3_digit_addition
+bigbench_arithmetic_3_digit_division
+bigbench_arithmetic_3_digit_multiplication
+bigbench_arithmetic_3_digit_subtraction
+bigbench_arithmetic_4_digit_addition
+bigbench_arithmetic_4_digit_division
+bigbench_arithmetic_4_digit_multiplication
+bigbench_arithmetic_4_digit_subtraction
+bigbench_arithmetic_5_digit_addition
+bigbench_arithmetic_5_digit_division
+bigbench_arithmetic_5_digit_multiplication
+bigbench_arithmetic_5_digit_subtraction
+bigbench_cause_and_effect_one_sentence
+bigbench_cause_and_effect_one_sentence_no_prompt
+bigbench_cause_and_effect_two_sentences
+bigbench_emotions
+bigbench_empirical_judgments
+bigbench_general_knowledge
+bigbench_hhh_alignment_harmless
+bigbench_hhh_alignment_helpful
+bigbench_hhh_alignment_honest
+bigbench_hhh_alignment_other
+bigbench_intent_recognition
+bigbench_misconceptions
+bigbench_paraphrase
+bigbench_sentence_ambiguity
+bigbench_similarities_abstraction
+)
+
+# Iterate through all possible combinations of config and run the jobs
+for ((i=0; i<${#CONFIGS[@]}; i++)); do
+    eval_script="./eval_$i.slurm"
+    OUTPUT_PATH=results/bloom_finnish_176B_${CONFIGS[$i]}.json
+    cat <<EOT > $eval_script
+#!/bin/bash
+#SBATCH --nodes=1
+#SBATCH --ntasks-per-node=1
+#SBATCH -p standard-g
+#SBATCH -t 48:00:00
+#SBATCH --gpus-per-node=mi250:8
+#SBATCH --exclusive=user
+#SBATCH --hint=nomultithread
+#SBATCH --account=project_462000241
+#SBATCH -o logs/%j.out
+#SBATCH -e logs/%j.err
+
+source /pfs/lustrep2/scratch/project_462000241/muennighoff/lmevallatest/venv/bin/activate
+
+cd /pfs/lustrep2/scratch/project_462000241/muennighoff/lmevallatest/lm-evaluation-harness
+
+export HF_DATASETS_OFFLINE=1
+export HF_DATASETS_CACHE=/pfs/lustrep2/scratch/project_462000185/muennighoff/ds_cache
+
+python main.py \
+--model hf-causal \
+--model_args pretrained=bloom \
+--tasks ${CONFIGS[$i]} \
+--device cuda:0 \
+--output_path $OUTPUT_PATH \
+--no_cache
+echo "END TIME: $(date)"
+EOT
+    # Submit the job
+    sbatch $eval_script
+    # Sleep for a bit to avoid hitting the job submission limit
+    sleep 0.1
+done
+
+
+echo "END TIME: $(date)"