Add eval scripts

eval_13b.sh

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+#!/bin/bash
+#SBATCH --nodes=1
+#SBATCH --ntasks-per-node=1
+#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/lmevallatest/lm-evaluation-harness
+
+python main.py \
+--model hf-causal \
+--model_args pretrained=gpt3-finnish-13B \
+--tasks bigbench_emotions,bigbench_sentence_ambiguity,bigbench_misconceptions,bigbench_similarities_abstraction,bigbench_cause_and_effect_one_sentence_no_prompt,bigbench_cause_and_effect_one_sentence,bigbench_cause_and_effect_two_sentences,bigbench_intent_recognition,bigbench_paraphrase,bigbench_hhh_alignment_helpful,bigbench_hhh_alignment_other,bigbench_hhh_alignment_honest,bigbench_hhh_alignment_harmless,bigbench_general_knowledge,bigbench_analogies,bigbench_arithmetic_3_digit_subtraction,bigbench_arithmetic_3_digit_addition,bigbench_arithmetic_2_digit_subtraction,bigbench_arithmetic_1_digit_multiplication,bigbench_arithmetic_1_digit_division,bigbench_arithmetic_5_digit_addition,bigbench_arithmetic_4_digit_division,bigbench_arithmetic_4_digit_subtraction,bigbench_arithmetic_1_digit_addition,bigbench_arithmetic_2_digit_multiplication,bigbench_arithmetic_1_digit_subtraction,bigbench_arithmetic_5_digit_division,bigbench_arithmetic_5_digit_multiplication,bigbench_arithmetic_3_digit_multiplication,bigbench_arithmetic_5_digit_subtraction,bigbench_arithmetic_4_digit_addition,bigbench_arithmetic_2_digit_addition,bigbench_arithmetic_4_digit_multiplication,bigbench_arithmetic_2_digit_division,bigbench_arithmetic_3_digit_division,bigbench_empirical_judgments \
+--device cuda:0 \
+--output_path results/gpt3_finnish_13b_bigbench_3shot.json --num_fewshot 3

eval_3b.sh

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+#!/bin/bash
+#SBATCH --nodes=1
+#SBATCH --ntasks-per-node=1
+#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/lmevallatest/lm-evaluation-harness
+
+python main.py \
+--model hf-causal \
+--model_args pretrained=gpt3-finnish-3B \
+--tasks bigbench_emotions,bigbench_sentence_ambiguity,bigbench_misconceptions,bigbench_similarities_abstraction,bigbench_cause_and_effect_one_sentence_no_prompt,bigbench_cause_and_effect_one_sentence,bigbench_cause_and_effect_two_sentences,bigbench_intent_recognition,bigbench_paraphrase,bigbench_hhh_alignment_helpful,bigbench_hhh_alignment_other,bigbench_hhh_alignment_honest,bigbench_hhh_alignment_harmless,bigbench_general_knowledge,bigbench_analogies,bigbench_arithmetic_3_digit_subtraction,bigbench_arithmetic_3_digit_addition,bigbench_arithmetic_2_digit_subtraction,bigbench_arithmetic_1_digit_multiplication,bigbench_arithmetic_1_digit_division,bigbench_arithmetic_5_digit_addition,bigbench_arithmetic_4_digit_division,bigbench_arithmetic_4_digit_subtraction,bigbench_arithmetic_1_digit_addition,bigbench_arithmetic_2_digit_multiplication,bigbench_arithmetic_1_digit_subtraction,bigbench_arithmetic_5_digit_division,bigbench_arithmetic_5_digit_multiplication,bigbench_arithmetic_3_digit_multiplication,bigbench_arithmetic_5_digit_subtraction,bigbench_arithmetic_4_digit_addition,bigbench_arithmetic_2_digit_addition,bigbench_arithmetic_4_digit_multiplication,bigbench_arithmetic_2_digit_division,bigbench_arithmetic_3_digit_division,bigbench_empirical_judgments \
+--device cuda:0 \
+--output_path results/gpt3_finnish_3b_bigbench_3shot.json --num_fewshot 3

eval_8b.sh

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+#!/bin/bash
+#SBATCH --nodes=1
+#SBATCH --ntasks-per-node=1
+#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/lmevallatest/lm-evaluation-harness
+
+python main.py \
+--model hf-causal \
+--model_args pretrained=gpt3-finnish-8B \
+--tasks bigbench_emotions,bigbench_sentence_ambiguity,bigbench_misconceptions,bigbench_similarities_abstraction,bigbench_cause_and_effect_one_sentence_no_prompt,bigbench_cause_and_effect_one_sentence,bigbench_cause_and_effect_two_sentences,bigbench_intent_recognition,bigbench_paraphrase,bigbench_hhh_alignment_helpful,bigbench_hhh_alignment_other,bigbench_hhh_alignment_honest,bigbench_hhh_alignment_harmless,bigbench_general_knowledge,bigbench_analogies,bigbench_arithmetic_3_digit_subtraction,bigbench_arithmetic_3_digit_addition,bigbench_arithmetic_2_digit_subtraction,bigbench_arithmetic_1_digit_multiplication,bigbench_arithmetic_1_digit_division,bigbench_arithmetic_5_digit_addition,bigbench_arithmetic_4_digit_division,bigbench_arithmetic_4_digit_subtraction,bigbench_arithmetic_1_digit_addition,bigbench_arithmetic_2_digit_multiplication,bigbench_arithmetic_1_digit_subtraction,bigbench_arithmetic_5_digit_division,bigbench_arithmetic_5_digit_multiplication,bigbench_arithmetic_3_digit_multiplication,bigbench_arithmetic_5_digit_subtraction,bigbench_arithmetic_4_digit_addition,bigbench_arithmetic_2_digit_addition,bigbench_arithmetic_4_digit_multiplication,bigbench_arithmetic_2_digit_division,bigbench_arithmetic_3_digit_division,bigbench_empirical_judgments \
+--device cuda:0 \
+--output_path results/gpt3_finnish_8b_bigbench_3shot.json --num_fewshot 3

eval_bloom_array.sh

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+#!/bin/bash
+#SBATCH --nodes=1
+#SBATCH --ntasks-per-node=1
+#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_misconceptions
+bigbench_paraphrase
+bigbench_sentence_ambiguity
+bigbench_similarities_abstraction
+)
+CONFIGSZ=(
+bigbench_intent_recognition
+)
+
+CONFIGSX=(
+bigbench_analogies
+)
+
+#CONFIGS=(
+#bigbench_similarities_abstraction
+#)
+CONFIGSX=(
+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
+)
+
+# 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_176B_${CONFIGS[$i]}_1shot.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-experimental \
+--model_args pretrained=/pfs/lustrep2/scratch/project_462000185/muennighoff/bloom \
+--tasks ${CONFIGS[$i]} \
+--device cuda:0 \
+--output_path $OUTPUT_PATH \
+--no_cache --num_fewshot 1
+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)"

eval_bloom_finnish_array.sh

@@ -0,0 +1,137 @@
+#!/bin/bash
+#SBATCH --nodes=1
+#SBATCH --ntasks-per-node=1
+#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_misconceptions
+bigbench_paraphrase
+bigbench_sentence_ambiguity
+bigbench_similarities_abstraction
+)
+CONFIGS=(
+bigbench_intent_recognition
+)
+CONFIGSX=(
+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
+)
+
+CONFIGSX=(
+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
+)
+
+# 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]}_2shot.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-experimental \
+--model_args pretrained=/pfs/lustrep2/scratch/project_462000185/muennighoff/bloom-finnish-176b \
+--tasks ${CONFIGS[$i]} \
+--device cuda:0 \
+--output_path $OUTPUT_PATH \
+--no_cache --num_fewshot 2
+echo "END TIME: $(date)"
+EOT
+    # Submit the job
+    sbatch $eval_script
+    # Sleep for a bit to avoid hitting the job submission limit
+    sleep 1
+done
+
+
+echo "END TIME: $(date)"

eval_gpt2.sh

@@ -0,0 +1,22 @@
+#!/bin/bash
+#SBATCH --nodes=1
+#SBATCH --ntasks-per-node=1
+#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/lmevallatest/lm-evaluation-harness
+
+python main.py \
+--model hf-causal \
+--model_args pretrained=/pfs/lustrep2/scratch/project_462000185/muennighoff/bigcode-evaluation-harness/gpt2-finnish \
+--tasks bigbench_emotions,bigbench_sentence_ambiguity,bigbench_misconceptions,bigbench_similarities_abstraction,bigbench_cause_and_effect_one_sentence_no_prompt,bigbench_cause_and_effect_one_sentence,bigbench_cause_and_effect_two_sentences,bigbench_intent_recognition,bigbench_paraphrase,bigbench_hhh_alignment_helpful,bigbench_hhh_alignment_other,bigbench_hhh_alignment_honest,bigbench_hhh_alignment_harmless,bigbench_general_knowledge,bigbench_analogies,bigbench_arithmetic_3_digit_subtraction,bigbench_arithmetic_3_digit_addition,bigbench_arithmetic_2_digit_subtraction,bigbench_arithmetic_1_digit_multiplication,bigbench_arithmetic_1_digit_division,bigbench_arithmetic_5_digit_addition,bigbench_arithmetic_4_digit_division,bigbench_arithmetic_4_digit_subtraction,bigbench_arithmetic_1_digit_addition,bigbench_arithmetic_2_digit_multiplication,bigbench_arithmetic_1_digit_subtraction,bigbench_arithmetic_5_digit_division,bigbench_arithmetic_5_digit_multiplication,bigbench_arithmetic_3_digit_multiplication,bigbench_arithmetic_5_digit_subtraction,bigbench_arithmetic_4_digit_addition,bigbench_arithmetic_2_digit_addition,bigbench_arithmetic_4_digit_multiplication,bigbench_arithmetic_2_digit_division,bigbench_arithmetic_3_digit_division,bigbench_empirical_judgments \
+--device cuda:0 \
+--output_path results/gpt2_finnish_bigbench_2shot.json --num_fewshot 2

eval_gpt2_large.sh

@@ -0,0 +1,22 @@
+#!/bin/bash
+#SBATCH --nodes=1
+#SBATCH --ntasks-per-node=1
+#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/lmevallatest/lm-evaluation-harness
+
+python main.py \
+--model hf-causal \
+--model_args pretrained=/pfs/lustrep2/scratch/project_462000185/muennighoff/bigcode-evaluation-harness/gpt2-large-finnish \
+--tasks bigbench_emotions,bigbench_sentence_ambiguity,bigbench_misconceptions,bigbench_similarities_abstraction,bigbench_cause_and_effect_one_sentence_no_prompt,bigbench_cause_and_effect_one_sentence,bigbench_cause_and_effect_two_sentences,bigbench_intent_recognition,bigbench_paraphrase,bigbench_hhh_alignment_helpful,bigbench_hhh_alignment_other,bigbench_hhh_alignment_honest,bigbench_hhh_alignment_harmless,bigbench_general_knowledge,bigbench_analogies,bigbench_arithmetic_3_digit_subtraction,bigbench_arithmetic_3_digit_addition,bigbench_arithmetic_2_digit_subtraction,bigbench_arithmetic_1_digit_multiplication,bigbench_arithmetic_1_digit_division,bigbench_arithmetic_5_digit_addition,bigbench_arithmetic_4_digit_division,bigbench_arithmetic_4_digit_subtraction,bigbench_arithmetic_1_digit_addition,bigbench_arithmetic_2_digit_multiplication,bigbench_arithmetic_1_digit_subtraction,bigbench_arithmetic_5_digit_division,bigbench_arithmetic_5_digit_multiplication,bigbench_arithmetic_3_digit_multiplication,bigbench_arithmetic_5_digit_subtraction,bigbench_arithmetic_4_digit_addition,bigbench_arithmetic_2_digit_addition,bigbench_arithmetic_4_digit_multiplication,bigbench_arithmetic_2_digit_division,bigbench_arithmetic_3_digit_division,bigbench_empirical_judgments \
+--device cuda:0 \
+--output_path results/gpt2_finnish_large_bigbench_2shot.json --num_fewshot 2

eval_gpt2_medium.sh

@@ -0,0 +1,22 @@
+#!/bin/bash
+#SBATCH --nodes=1
+#SBATCH --ntasks-per-node=1
+#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/lmevallatest/lm-evaluation-harness
+
+python main.py \
+--model hf-causal \
+--model_args pretrained=/pfs/lustrep2/scratch/project_462000185/muennighoff/bigcode-evaluation-harness/gpt2-medium-finnish \
+--tasks bigbench_emotions,bigbench_sentence_ambiguity,bigbench_misconceptions,bigbench_similarities_abstraction,bigbench_cause_and_effect_one_sentence_no_prompt,bigbench_cause_and_effect_one_sentence,bigbench_cause_and_effect_two_sentences,bigbench_intent_recognition,bigbench_paraphrase,bigbench_hhh_alignment_helpful,bigbench_hhh_alignment_other,bigbench_hhh_alignment_honest,bigbench_hhh_alignment_harmless,bigbench_general_knowledge,bigbench_analogies,bigbench_arithmetic_3_digit_subtraction,bigbench_arithmetic_3_digit_addition,bigbench_arithmetic_2_digit_subtraction,bigbench_arithmetic_1_digit_multiplication,bigbench_arithmetic_1_digit_division,bigbench_arithmetic_5_digit_addition,bigbench_arithmetic_4_digit_division,bigbench_arithmetic_4_digit_subtraction,bigbench_arithmetic_1_digit_addition,bigbench_arithmetic_2_digit_multiplication,bigbench_arithmetic_1_digit_subtraction,bigbench_arithmetic_5_digit_division,bigbench_arithmetic_5_digit_multiplication,bigbench_arithmetic_3_digit_multiplication,bigbench_arithmetic_5_digit_subtraction,bigbench_arithmetic_4_digit_addition,bigbench_arithmetic_2_digit_addition,bigbench_arithmetic_4_digit_multiplication,bigbench_arithmetic_2_digit_division,bigbench_arithmetic_3_digit_division,bigbench_empirical_judgments \
+--device cuda:0 \
+--output_path results/gpt2_finnish_medium_bigbench_1shot.json --num_fewshot 1

eval_gpt_fi.sh

@@ -0,0 +1,22 @@
+#!/bin/bash
+#SBATCH --nodes=1
+#SBATCH --ntasks-per-node=1
+#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/lmevallatest/lm-evaluation-harness
+
+python main.py \
+--model hf-causal \
+--model_args pretrained=/pfs/lustrep2/scratch/project_462000185/muennighoff/bigcode-evaluation-harness/gpt-fi \
+--tasks bigbench_emotions,bigbench_sentence_ambiguity,bigbench_misconceptions,bigbench_similarities_abstraction,bigbench_cause_and_effect_one_sentence_no_prompt,bigbench_cause_and_effect_one_sentence,bigbench_cause_and_effect_two_sentences,bigbench_intent_recognition,bigbench_paraphrase,bigbench_hhh_alignment_helpful,bigbench_hhh_alignment_other,bigbench_hhh_alignment_honest,bigbench_hhh_alignment_harmless,bigbench_general_knowledge,bigbench_analogies,bigbench_arithmetic_3_digit_subtraction,bigbench_arithmetic_3_digit_addition,bigbench_arithmetic_2_digit_subtraction,bigbench_arithmetic_1_digit_multiplication,bigbench_arithmetic_1_digit_division,bigbench_arithmetic_5_digit_addition,bigbench_arithmetic_4_digit_division,bigbench_arithmetic_4_digit_subtraction,bigbench_arithmetic_1_digit_addition,bigbench_arithmetic_2_digit_multiplication,bigbench_arithmetic_1_digit_subtraction,bigbench_arithmetic_5_digit_division,bigbench_arithmetic_5_digit_multiplication,bigbench_arithmetic_3_digit_multiplication,bigbench_arithmetic_5_digit_subtraction,bigbench_arithmetic_4_digit_addition,bigbench_arithmetic_2_digit_addition,bigbench_arithmetic_4_digit_multiplication,bigbench_arithmetic_2_digit_division,bigbench_arithmetic_3_digit_division,bigbench_empirical_judgments \
+--device cuda:0 \
+--output_path results/gpt_fi_bigbench_1shot.json --num_fewshot 1

eval_gpt_fi_distill.sh

@@ -0,0 +1,22 @@
+#!/bin/bash
+#SBATCH --nodes=1
+#SBATCH --ntasks-per-node=1
+#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/lmevallatest/lm-evaluation-harness
+
+python main.py \
+--model hf-causal \
+--model_args pretrained=gpt-fi-distill \
+--tasks bigbench_emotions,bigbench_sentence_ambiguity,bigbench_misconceptions,bigbench_similarities_abstraction,bigbench_cause_and_effect_one_sentence_no_prompt,bigbench_cause_and_effect_one_sentence,bigbench_cause_and_effect_two_sentences,bigbench_intent_recognition,bigbench_paraphrase,bigbench_hhh_alignment_helpful,bigbench_hhh_alignment_other,bigbench_hhh_alignment_honest,bigbench_hhh_alignment_harmless,bigbench_general_knowledge,bigbench_analogies,bigbench_arithmetic_3_digit_subtraction,bigbench_arithmetic_3_digit_addition,bigbench_arithmetic_2_digit_subtraction,bigbench_arithmetic_1_digit_multiplication,bigbench_arithmetic_1_digit_division,bigbench_arithmetic_5_digit_addition,bigbench_arithmetic_4_digit_division,bigbench_arithmetic_4_digit_subtraction,bigbench_arithmetic_1_digit_addition,bigbench_arithmetic_2_digit_multiplication,bigbench_arithmetic_1_digit_subtraction,bigbench_arithmetic_5_digit_division,bigbench_arithmetic_5_digit_multiplication,bigbench_arithmetic_3_digit_multiplication,bigbench_arithmetic_5_digit_subtraction,bigbench_arithmetic_4_digit_addition,bigbench_arithmetic_2_digit_addition,bigbench_arithmetic_4_digit_multiplication,bigbench_arithmetic_2_digit_division,bigbench_arithmetic_3_digit_division,bigbench_empirical_judgments \
+--device cuda:0 \
+--output_path results/gpt_fi_distill_bigbench_3shot.json --num_fewshot 3

eval_gpt_fi_small.sh

@@ -0,0 +1,22 @@
+#!/bin/bash
+#SBATCH --nodes=1
+#SBATCH --ntasks-per-node=1
+#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/lmevallatest/lm-evaluation-harness
+
+python main.py \
+--model hf-causal \
+--model_args pretrained=gpt-fi-small \
+--tasks bigbench_emotions,bigbench_sentence_ambiguity,bigbench_misconceptions,bigbench_similarities_abstraction,bigbench_cause_and_effect_one_sentence_no_prompt,bigbench_cause_and_effect_one_sentence,bigbench_cause_and_effect_two_sentences,bigbench_intent_recognition,bigbench_paraphrase,bigbench_hhh_alignment_helpful,bigbench_hhh_alignment_other,bigbench_hhh_alignment_honest,bigbench_hhh_alignment_harmless,bigbench_general_knowledge,bigbench_analogies,bigbench_arithmetic_3_digit_subtraction,bigbench_arithmetic_3_digit_addition,bigbench_arithmetic_2_digit_subtraction,bigbench_arithmetic_1_digit_multiplication,bigbench_arithmetic_1_digit_division,bigbench_arithmetic_5_digit_addition,bigbench_arithmetic_4_digit_division,bigbench_arithmetic_4_digit_subtraction,bigbench_arithmetic_1_digit_addition,bigbench_arithmetic_2_digit_multiplication,bigbench_arithmetic_1_digit_subtraction,bigbench_arithmetic_5_digit_division,bigbench_arithmetic_5_digit_multiplication,bigbench_arithmetic_3_digit_multiplication,bigbench_arithmetic_5_digit_subtraction,bigbench_arithmetic_4_digit_addition,bigbench_arithmetic_2_digit_addition,bigbench_arithmetic_4_digit_multiplication,bigbench_arithmetic_2_digit_division,bigbench_arithmetic_3_digit_division,bigbench_empirical_judgments \
+--device cuda:0 \
+--output_path results/gpt_fi_small_bigbench_0shot.json

eval_large.sh

@@ -0,0 +1,23 @@
+#!/bin/bash
+#SBATCH --nodes=1
+#SBATCH --ntasks-per-node=1
+#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/lmevallatest/lm-evaluation-harness
+
+python main.py \
+--model hf-causal \
+--model_args pretrained=gpt3-finnish-large \
+--tasks bigbench_emotions,bigbench_sentence_ambiguity,bigbench_misconceptions,bigbench_similarities_abstraction,bigbench_cause_and_effect_one_sentence_no_prompt,bigbench_cause_and_effect_one_sentence,bigbench_cause_and_effect_two_sentences,bigbench_intent_recognition,bigbench_paraphrase,bigbench_hhh_alignment_helpful,bigbench_hhh_alignment_other,bigbench_hhh_alignment_honest,bigbench_hhh_alignment_harmless,bigbench_general_knowledge,bigbench_analogies,bigbench_arithmetic_3_digit_subtraction,bigbench_arithmetic_3_digit_addition,bigbench_arithmetic_2_digit_subtraction,bigbench_arithmetic_1_digit_multiplication,bigbench_arithmetic_1_digit_division,bigbench_arithmetic_5_digit_addition,bigbench_arithmetic_4_digit_division,bigbench_arithmetic_4_digit_subtraction,bigbench_arithmetic_1_digit_addition,bigbench_arithmetic_2_digit_multiplication,bigbench_arithmetic_1_digit_subtraction,bigbench_arithmetic_5_digit_division,bigbench_arithmetic_5_digit_multiplication,bigbench_arithmetic_3_digit_multiplication,bigbench_arithmetic_5_digit_subtraction,bigbench_arithmetic_4_digit_addition,bigbench_arithmetic_2_digit_addition,bigbench_arithmetic_4_digit_multiplication,bigbench_arithmetic_2_digit_division,bigbench_arithmetic_3_digit_division,bigbench_empirical_judgments \
+--device cuda:0 \
+--output_path results/gpt3_finnish_large_bigbench_3shot.json \
+--num_fewshot 3

eval_medium.sh

@@ -0,0 +1,23 @@
+#!/bin/bash
+#SBATCH --nodes=1
+#SBATCH --ntasks-per-node=1
+#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/lmevallatest/lm-evaluation-harness
+
+python main.py \
+--model hf-causal \
+--model_args pretrained=gpt3-finnish-medium \
+--tasks bigbench_emotions,bigbench_sentence_ambiguity,bigbench_misconceptions,bigbench_similarities_abstraction,bigbench_cause_and_effect_one_sentence_no_prompt,bigbench_cause_and_effect_one_sentence,bigbench_cause_and_effect_two_sentences,bigbench_intent_recognition,bigbench_paraphrase,bigbench_hhh_alignment_helpful,bigbench_hhh_alignment_other,bigbench_hhh_alignment_honest,bigbench_hhh_alignment_harmless,bigbench_general_knowledge,bigbench_analogies,bigbench_arithmetic_3_digit_subtraction,bigbench_arithmetic_3_digit_addition,bigbench_arithmetic_2_digit_subtraction,bigbench_arithmetic_1_digit_multiplication,bigbench_arithmetic_1_digit_division,bigbench_arithmetic_5_digit_addition,bigbench_arithmetic_4_digit_division,bigbench_arithmetic_4_digit_subtraction,bigbench_arithmetic_1_digit_addition,bigbench_arithmetic_2_digit_multiplication,bigbench_arithmetic_1_digit_subtraction,bigbench_arithmetic_5_digit_division,bigbench_arithmetic_5_digit_multiplication,bigbench_arithmetic_3_digit_multiplication,bigbench_arithmetic_5_digit_subtraction,bigbench_arithmetic_4_digit_addition,bigbench_arithmetic_2_digit_addition,bigbench_arithmetic_4_digit_multiplication,bigbench_arithmetic_2_digit_division,bigbench_arithmetic_3_digit_division,bigbench_empirical_judgments \
+--device cuda:0 \
+--output_path results/gpt3_finnish_medium_bigbench_3shot.json \
+--num_fewshot 3

eval_small.sh

@@ -0,0 +1,23 @@
+#!/bin/bash
+#SBATCH --nodes=1
+#SBATCH --ntasks-per-node=1
+#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/lmevallatest/lm-evaluation-harness
+
+python main.py \
+--model hf-causal \
+--model_args pretrained=gpt3-finnish-small \
+--tasks bigbench_emotions,bigbench_sentence_ambiguity,bigbench_misconceptions,bigbench_similarities_abstraction,bigbench_cause_and_effect_one_sentence_no_prompt,bigbench_cause_and_effect_one_sentence,bigbench_cause_and_effect_two_sentences,bigbench_intent_recognition,bigbench_paraphrase,bigbench_hhh_alignment_helpful,bigbench_hhh_alignment_other,bigbench_hhh_alignment_honest,bigbench_hhh_alignment_harmless,bigbench_general_knowledge,bigbench_analogies,bigbench_arithmetic_3_digit_subtraction,bigbench_arithmetic_3_digit_addition,bigbench_arithmetic_2_digit_subtraction,bigbench_arithmetic_1_digit_multiplication,bigbench_arithmetic_1_digit_division,bigbench_arithmetic_5_digit_addition,bigbench_arithmetic_4_digit_division,bigbench_arithmetic_4_digit_subtraction,bigbench_arithmetic_1_digit_addition,bigbench_arithmetic_2_digit_multiplication,bigbench_arithmetic_1_digit_subtraction,bigbench_arithmetic_5_digit_division,bigbench_arithmetic_5_digit_multiplication,bigbench_arithmetic_3_digit_multiplication,bigbench_arithmetic_5_digit_subtraction,bigbench_arithmetic_4_digit_addition,bigbench_arithmetic_2_digit_addition,bigbench_arithmetic_4_digit_multiplication,bigbench_arithmetic_2_digit_division,bigbench_arithmetic_3_digit_division,bigbench_empirical_judgments \
+--device cuda:0 \
+--output_path results/gpt3_finnish_small_bigbench_3shot.json \
+--num_fewshot 3

eval_xl.sh

@@ -0,0 +1,23 @@
+#!/bin/bash
+#SBATCH --nodes=1
+#SBATCH --ntasks-per-node=1
+#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/lmevallatest/lm-evaluation-harness
+
+python main.py \
+--model hf-causal \
+--model_args pretrained=gpt3-finnish-xl \
+--tasks bigbench_emotions,bigbench_sentence_ambiguity,bigbench_misconceptions,bigbench_similarities_abstraction,bigbench_cause_and_effect_one_sentence_no_prompt,bigbench_cause_and_effect_one_sentence,bigbench_cause_and_effect_two_sentences,bigbench_intent_recognition,bigbench_paraphrase,bigbench_hhh_alignment_helpful,bigbench_hhh_alignment_other,bigbench_hhh_alignment_honest,bigbench_hhh_alignment_harmless,bigbench_general_knowledge,bigbench_analogies,bigbench_arithmetic_3_digit_subtraction,bigbench_arithmetic_3_digit_addition,bigbench_arithmetic_2_digit_subtraction,bigbench_arithmetic_1_digit_multiplication,bigbench_arithmetic_1_digit_division,bigbench_arithmetic_5_digit_addition,bigbench_arithmetic_4_digit_division,bigbench_arithmetic_4_digit_subtraction,bigbench_arithmetic_1_digit_addition,bigbench_arithmetic_2_digit_multiplication,bigbench_arithmetic_1_digit_subtraction,bigbench_arithmetic_5_digit_division,bigbench_arithmetic_5_digit_multiplication,bigbench_arithmetic_3_digit_multiplication,bigbench_arithmetic_5_digit_subtraction,bigbench_arithmetic_4_digit_addition,bigbench_arithmetic_2_digit_addition,bigbench_arithmetic_4_digit_multiplication,bigbench_arithmetic_2_digit_division,bigbench_arithmetic_3_digit_division,bigbench_empirical_judgments \
+--device cuda:0 \
+--output_path results/gpt3_finnish_xl_bigbench_3shot.json \
+--num_fewshot 3