Muennighoff commited on
Commit
0c49c58
1 Parent(s): 4332999

Add eval scripts

Browse files
eval_13b.sh ADDED
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+ #!/bin/bash
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+ #SBATCH --nodes=1
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+ #SBATCH --ntasks-per-node=1
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+ #SBATCH -p small-g
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+ #SBATCH -t 24:00:00
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+ #SBATCH --gpus-per-node=mi250:1
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+ #SBATCH --exclusive=user
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+ #SBATCH --hint=nomultithread
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+ #SBATCH --account=project_462000241
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+ #SBATCH -o logs/%j.out
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+ #SBATCH -e logs/%j.err
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+
13
+ source /pfs/lustrep2/scratch/project_462000241/muennighoff/lmevallatest/venv/bin/activate
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+
15
+ cd /pfs/lustrep2/scratch/project_462000241/muennighoff/lmevallatest/lm-evaluation-harness
16
+
17
+ python main.py \
18
+ --model hf-causal \
19
+ --model_args pretrained=gpt3-finnish-13B \
20
+ --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 \
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+ --device cuda:0 \
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+ --output_path results/gpt3_finnish_13b_bigbench_3shot.json --num_fewshot 3
eval_3b.sh ADDED
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+ #!/bin/bash
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+ #SBATCH --nodes=1
3
+ #SBATCH --ntasks-per-node=1
4
+ #SBATCH -p small-g
5
+ #SBATCH -t 24:00:00
6
+ #SBATCH --gpus-per-node=mi250:1
7
+ #SBATCH --exclusive=user
8
+ #SBATCH --hint=nomultithread
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+ #SBATCH --account=project_462000241
10
+ #SBATCH -o logs/%j.out
11
+ #SBATCH -e logs/%j.err
12
+
13
+ source /pfs/lustrep2/scratch/project_462000241/muennighoff/lmevallatest/venv/bin/activate
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+
15
+ cd /pfs/lustrep2/scratch/project_462000241/muennighoff/lmevallatest/lm-evaluation-harness
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+
17
+ python main.py \
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+ --model hf-causal \
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+ --model_args pretrained=gpt3-finnish-3B \
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+ --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 \
21
+ --device cuda:0 \
22
+ --output_path results/gpt3_finnish_3b_bigbench_3shot.json --num_fewshot 3
eval_8b.sh ADDED
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1
+ #!/bin/bash
2
+ #SBATCH --nodes=1
3
+ #SBATCH --ntasks-per-node=1
4
+ #SBATCH -p small-g
5
+ #SBATCH -t 24:00:00
6
+ #SBATCH --gpus-per-node=mi250:1
7
+ #SBATCH --exclusive=user
8
+ #SBATCH --hint=nomultithread
9
+ #SBATCH --account=project_462000241
10
+ #SBATCH -o logs/%j.out
11
+ #SBATCH -e logs/%j.err
12
+
13
+ source /pfs/lustrep2/scratch/project_462000241/muennighoff/lmevallatest/venv/bin/activate
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+
15
+ cd /pfs/lustrep2/scratch/project_462000241/muennighoff/lmevallatest/lm-evaluation-harness
16
+
17
+ python main.py \
18
+ --model hf-causal \
19
+ --model_args pretrained=gpt3-finnish-8B \
20
+ --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 \
21
+ --device cuda:0 \
22
+ --output_path results/gpt3_finnish_8b_bigbench_3shot.json --num_fewshot 3
eval_bloom_array.sh ADDED
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1
+ #!/bin/bash
2
+ #SBATCH --nodes=1
3
+ #SBATCH --ntasks-per-node=1
4
+ #SBATCH -p small-g
5
+ #SBATCH -t 24:00:00
6
+ #SBATCH --gpus-per-node=mi250:1
7
+ #SBATCH --exclusive=user
8
+ #SBATCH --hint=nomultithread
9
+ #SBATCH --account=project_462000241
10
+ #SBATCH -o logs/%j.out
11
+ #SBATCH -e logs/%j.err
12
+
13
+ source /pfs/lustrep2/scratch/project_462000241/muennighoff/lmevallatest/venv/bin/activate
14
+
15
+ cd /pfs/lustrep2/scratch/project_462000241/muennighoff/
16
+
17
+ export HF_DATASETS_OFFLINE=1
18
+ export HF_DATASETS_CACHE=/pfs/lustrep2/scratch/project_462000185/muennighoff/ds_cache
19
+
20
+ # Evaluation to run
21
+ CONFIGS=(
22
+ bigbench_analogies
23
+ bigbench_arithmetic_1_digit_addition
24
+ bigbench_arithmetic_1_digit_division
25
+ bigbench_arithmetic_1_digit_multiplication
26
+ bigbench_arithmetic_1_digit_subtraction
27
+ bigbench_arithmetic_2_digit_addition
28
+ bigbench_arithmetic_2_digit_division
29
+ bigbench_arithmetic_2_digit_multiplication
30
+ bigbench_arithmetic_2_digit_subtraction
31
+ bigbench_arithmetic_3_digit_addition
32
+ bigbench_arithmetic_3_digit_division
33
+ bigbench_arithmetic_3_digit_multiplication
34
+ bigbench_arithmetic_3_digit_subtraction
35
+ bigbench_arithmetic_4_digit_addition
36
+ bigbench_arithmetic_4_digit_division
37
+ bigbench_arithmetic_4_digit_multiplication
38
+ bigbench_arithmetic_4_digit_subtraction
39
+ bigbench_arithmetic_5_digit_addition
40
+ bigbench_arithmetic_5_digit_division
41
+ bigbench_arithmetic_5_digit_multiplication
42
+ bigbench_arithmetic_5_digit_subtraction
43
+ bigbench_cause_and_effect_one_sentence
44
+ bigbench_cause_and_effect_one_sentence_no_prompt
45
+ bigbench_cause_and_effect_two_sentences
46
+ bigbench_emotions
47
+ bigbench_empirical_judgments
48
+ bigbench_general_knowledge
49
+ bigbench_hhh_alignment_harmless
50
+ bigbench_hhh_alignment_helpful
51
+ bigbench_hhh_alignment_honest
52
+ bigbench_hhh_alignment_other
53
+ bigbench_misconceptions
54
+ bigbench_paraphrase
55
+ bigbench_sentence_ambiguity
56
+ bigbench_similarities_abstraction
57
+ )
58
+ CONFIGSZ=(
59
+ bigbench_intent_recognition
60
+ )
61
+
62
+ CONFIGSX=(
63
+ bigbench_analogies
64
+ )
65
+
66
+ #CONFIGS=(
67
+ #bigbench_similarities_abstraction
68
+ #)
69
+ CONFIGSX=(
70
+ bigbench_cause_and_effect_one_sentence
71
+ bigbench_cause_and_effect_one_sentence_no_prompt
72
+ bigbench_cause_and_effect_two_sentences
73
+ bigbench_emotions
74
+ bigbench_empirical_judgments
75
+ bigbench_general_knowledge
76
+ bigbench_hhh_alignment_harmless
77
+ bigbench_hhh_alignment_helpful
78
+ bigbench_hhh_alignment_honest
79
+ bigbench_hhh_alignment_other
80
+ )
81
+
82
+ # Iterate through all possible combinations of config and run the jobs
83
+ for ((i=0; i<${#CONFIGS[@]}; i++)); do
84
+ eval_script="./eval_$i.slurm"
85
+ OUTPUT_PATH=results/bloom_176B_${CONFIGS[$i]}_1shot.json
86
+ cat <<EOT > $eval_script
87
+ #!/bin/bash
88
+ #SBATCH --nodes=1
89
+ #SBATCH --ntasks-per-node=1
90
+ #SBATCH -p standard-g
91
+ #SBATCH -t 48:00:00
92
+ #SBATCH --gpus-per-node=mi250:8
93
+ #SBATCH --exclusive=user
94
+ #SBATCH --hint=nomultithread
95
+ #SBATCH --account=project_462000241
96
+ #SBATCH -o logs/%j.out
97
+ #SBATCH -e logs/%j.err
98
+
99
+ source /pfs/lustrep2/scratch/project_462000241/muennighoff/lmevallatest/venv/bin/activate
100
+
101
+ cd /pfs/lustrep2/scratch/project_462000241/muennighoff/lmevallatest/lm-evaluation-harness
102
+
103
+ export HF_DATASETS_OFFLINE=1
104
+ export HF_DATASETS_CACHE=/pfs/lustrep2/scratch/project_462000185/muennighoff/ds_cache
105
+
106
+ python main.py \
107
+ --model hf-causal-experimental \
108
+ --model_args pretrained=/pfs/lustrep2/scratch/project_462000185/muennighoff/bloom \
109
+ --tasks ${CONFIGS[$i]} \
110
+ --device cuda:0 \
111
+ --output_path $OUTPUT_PATH \
112
+ --no_cache --num_fewshot 1
113
+ echo "END TIME: $(date)"
114
+ EOT
115
+ # Submit the job
116
+ sbatch $eval_script
117
+ # Sleep for a bit to avoid hitting the job submission limit
118
+ # sleep 0.1
119
+ done
120
+
121
+
122
+ echo "END TIME: $(date)"
eval_bloom_finnish_array.sh ADDED
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1
+ #!/bin/bash
2
+ #SBATCH --nodes=1
3
+ #SBATCH --ntasks-per-node=1
4
+ #SBATCH -p small-g
5
+ #SBATCH -t 24:00:00
6
+ #SBATCH --gpus-per-node=mi250:1
7
+ #SBATCH --exclusive=user
8
+ #SBATCH --hint=nomultithread
9
+ #SBATCH --account=project_462000241
10
+ #SBATCH -o logs/%j.out
11
+ #SBATCH -e logs/%j.err
12
+
13
+ source /pfs/lustrep2/scratch/project_462000241/muennighoff/lmevallatest/venv/bin/activate
14
+
15
+ cd /pfs/lustrep2/scratch/project_462000241/muennighoff/
16
+
17
+ export HF_DATASETS_OFFLINE=1
18
+ export HF_DATASETS_CACHE=/pfs/lustrep2/scratch/project_462000185/muennighoff/ds_cache
19
+
20
+ # Evaluation to run
21
+ CONFIGS=(
22
+ bigbench_analogies
23
+ bigbench_arithmetic_1_digit_addition
24
+ bigbench_arithmetic_1_digit_division
25
+ bigbench_arithmetic_1_digit_multiplication
26
+ bigbench_arithmetic_1_digit_subtraction
27
+ bigbench_arithmetic_2_digit_addition
28
+ bigbench_arithmetic_2_digit_division
29
+ bigbench_arithmetic_2_digit_multiplication
30
+ bigbench_arithmetic_2_digit_subtraction
31
+ bigbench_arithmetic_3_digit_addition
32
+ bigbench_arithmetic_3_digit_division
33
+ bigbench_arithmetic_3_digit_multiplication
34
+ bigbench_arithmetic_3_digit_subtraction
35
+ bigbench_arithmetic_4_digit_addition
36
+ bigbench_arithmetic_4_digit_division
37
+ bigbench_arithmetic_4_digit_multiplication
38
+ bigbench_arithmetic_4_digit_subtraction
39
+ bigbench_arithmetic_5_digit_addition
40
+ bigbench_arithmetic_5_digit_division
41
+ bigbench_arithmetic_5_digit_multiplication
42
+ bigbench_arithmetic_5_digit_subtraction
43
+ bigbench_cause_and_effect_one_sentence
44
+ bigbench_cause_and_effect_one_sentence_no_prompt
45
+ bigbench_cause_and_effect_two_sentences
46
+ bigbench_emotions
47
+ bigbench_empirical_judgments
48
+ bigbench_general_knowledge
49
+ bigbench_hhh_alignment_harmless
50
+ bigbench_hhh_alignment_helpful
51
+ bigbench_hhh_alignment_honest
52
+ bigbench_hhh_alignment_other
53
+ bigbench_misconceptions
54
+ bigbench_paraphrase
55
+ bigbench_sentence_ambiguity
56
+ bigbench_similarities_abstraction
57
+ )
58
+ CONFIGS=(
59
+ bigbench_intent_recognition
60
+ )
61
+ CONFIGSX=(
62
+ bigbench_arithmetic_1_digit_addition
63
+ bigbench_arithmetic_1_digit_division
64
+ bigbench_arithmetic_1_digit_multiplication
65
+ bigbench_arithmetic_1_digit_subtraction
66
+ bigbench_arithmetic_2_digit_addition
67
+ bigbench_arithmetic_2_digit_division
68
+ bigbench_arithmetic_2_digit_multiplication
69
+ bigbench_arithmetic_2_digit_subtraction
70
+ bigbench_arithmetic_3_digit_addition
71
+ bigbench_arithmetic_3_digit_division
72
+ bigbench_arithmetic_3_digit_multiplication
73
+ bigbench_arithmetic_3_digit_subtraction
74
+ bigbench_arithmetic_4_digit_addition
75
+ bigbench_arithmetic_4_digit_division
76
+ bigbench_arithmetic_4_digit_multiplication
77
+ bigbench_arithmetic_4_digit_subtraction
78
+ bigbench_arithmetic_5_digit_addition
79
+ bigbench_arithmetic_5_digit_division
80
+ bigbench_arithmetic_5_digit_multiplication
81
+ bigbench_arithmetic_5_digit_subtraction
82
+ )
83
+
84
+ CONFIGSX=(
85
+ bigbench_cause_and_effect_one_sentence
86
+ bigbench_cause_and_effect_one_sentence_no_prompt
87
+ bigbench_cause_and_effect_two_sentences
88
+ bigbench_emotions
89
+ bigbench_empirical_judgments
90
+ bigbench_general_knowledge
91
+ bigbench_hhh_alignment_harmless
92
+ bigbench_hhh_alignment_helpful
93
+ bigbench_hhh_alignment_honest
94
+ bigbench_hhh_alignment_other
95
+ )
96
+
97
+ # Iterate through all possible combinations of config and run the jobs
98
+ for ((i=0; i<${#CONFIGS[@]}; i++)); do
99
+ eval_script="./eval_$i.slurm"
100
+ OUTPUT_PATH=results/bloom_finnish_176B_${CONFIGS[$i]}_2shot.json
101
+ cat <<EOT > $eval_script
102
+ #!/bin/bash
103
+ #SBATCH --nodes=1
104
+ #SBATCH --ntasks-per-node=1
105
+ #SBATCH -p standard-g
106
+ #SBATCH -t 48:00:00
107
+ #SBATCH --gpus-per-node=mi250:8
108
+ #SBATCH --exclusive=user
109
+ #SBATCH --hint=nomultithread
110
+ #SBATCH --account=project_462000241
111
+ #SBATCH -o logs/%j.out
112
+ #SBATCH -e logs/%j.err
113
+
114
+ source /pfs/lustrep2/scratch/project_462000241/muennighoff/lmevallatest/venv/bin/activate
115
+
116
+ cd /pfs/lustrep2/scratch/project_462000241/muennighoff/lmevallatest/lm-evaluation-harness
117
+
118
+ export HF_DATASETS_OFFLINE=1
119
+ export HF_DATASETS_CACHE=/pfs/lustrep2/scratch/project_462000185/muennighoff/ds_cache
120
+
121
+ python main.py \
122
+ --model hf-causal-experimental \
123
+ --model_args pretrained=/pfs/lustrep2/scratch/project_462000185/muennighoff/bloom-finnish-176b \
124
+ --tasks ${CONFIGS[$i]} \
125
+ --device cuda:0 \
126
+ --output_path $OUTPUT_PATH \
127
+ --no_cache --num_fewshot 2
128
+ echo "END TIME: $(date)"
129
+ EOT
130
+ # Submit the job
131
+ sbatch $eval_script
132
+ # Sleep for a bit to avoid hitting the job submission limit
133
+ sleep 1
134
+ done
135
+
136
+
137
+ echo "END TIME: $(date)"
eval_gpt2.sh ADDED
@@ -0,0 +1,22 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ #!/bin/bash
2
+ #SBATCH --nodes=1
3
+ #SBATCH --ntasks-per-node=1
4
+ #SBATCH -p small-g
5
+ #SBATCH -t 24:00:00
6
+ #SBATCH --gpus-per-node=mi250:1
7
+ #SBATCH --exclusive=user
8
+ #SBATCH --hint=nomultithread
9
+ #SBATCH --account=project_462000241
10
+ #SBATCH -o logs/%j.out
11
+ #SBATCH -e logs/%j.err
12
+
13
+ source /pfs/lustrep2/scratch/project_462000241/muennighoff/lmevallatest/venv/bin/activate
14
+
15
+ cd /pfs/lustrep2/scratch/project_462000241/muennighoff/lmevallatest/lm-evaluation-harness
16
+
17
+ python main.py \
18
+ --model hf-causal \
19
+ --model_args pretrained=/pfs/lustrep2/scratch/project_462000185/muennighoff/bigcode-evaluation-harness/gpt2-finnish \
20
+ --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 \
21
+ --device cuda:0 \
22
+ --output_path results/gpt2_finnish_bigbench_2shot.json --num_fewshot 2
eval_gpt2_large.sh ADDED
@@ -0,0 +1,22 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ #!/bin/bash
2
+ #SBATCH --nodes=1
3
+ #SBATCH --ntasks-per-node=1
4
+ #SBATCH -p small-g
5
+ #SBATCH -t 24:00:00
6
+ #SBATCH --gpus-per-node=mi250:1
7
+ #SBATCH --exclusive=user
8
+ #SBATCH --hint=nomultithread
9
+ #SBATCH --account=project_462000241
10
+ #SBATCH -o logs/%j.out
11
+ #SBATCH -e logs/%j.err
12
+
13
+ source /pfs/lustrep2/scratch/project_462000241/muennighoff/lmevallatest/venv/bin/activate
14
+
15
+ cd /pfs/lustrep2/scratch/project_462000241/muennighoff/lmevallatest/lm-evaluation-harness
16
+
17
+ python main.py \
18
+ --model hf-causal \
19
+ --model_args pretrained=/pfs/lustrep2/scratch/project_462000185/muennighoff/bigcode-evaluation-harness/gpt2-large-finnish \
20
+ --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 \
21
+ --device cuda:0 \
22
+ --output_path results/gpt2_finnish_large_bigbench_2shot.json --num_fewshot 2
eval_gpt2_medium.sh ADDED
@@ -0,0 +1,22 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ #!/bin/bash
2
+ #SBATCH --nodes=1
3
+ #SBATCH --ntasks-per-node=1
4
+ #SBATCH -p small-g
5
+ #SBATCH -t 24:00:00
6
+ #SBATCH --gpus-per-node=mi250:1
7
+ #SBATCH --exclusive=user
8
+ #SBATCH --hint=nomultithread
9
+ #SBATCH --account=project_462000241
10
+ #SBATCH -o logs/%j.out
11
+ #SBATCH -e logs/%j.err
12
+
13
+ source /pfs/lustrep2/scratch/project_462000241/muennighoff/lmevallatest/venv/bin/activate
14
+
15
+ cd /pfs/lustrep2/scratch/project_462000241/muennighoff/lmevallatest/lm-evaluation-harness
16
+
17
+ python main.py \
18
+ --model hf-causal \
19
+ --model_args pretrained=/pfs/lustrep2/scratch/project_462000185/muennighoff/bigcode-evaluation-harness/gpt2-medium-finnish \
20
+ --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 \
21
+ --device cuda:0 \
22
+ --output_path results/gpt2_finnish_medium_bigbench_1shot.json --num_fewshot 1
eval_gpt_fi.sh ADDED
@@ -0,0 +1,22 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ #!/bin/bash
2
+ #SBATCH --nodes=1
3
+ #SBATCH --ntasks-per-node=1
4
+ #SBATCH -p small-g
5
+ #SBATCH -t 24:00:00
6
+ #SBATCH --gpus-per-node=mi250:1
7
+ #SBATCH --exclusive=user
8
+ #SBATCH --hint=nomultithread
9
+ #SBATCH --account=project_462000241
10
+ #SBATCH -o logs/%j.out
11
+ #SBATCH -e logs/%j.err
12
+
13
+ source /pfs/lustrep2/scratch/project_462000241/muennighoff/lmevallatest/venv/bin/activate
14
+
15
+ cd /pfs/lustrep2/scratch/project_462000241/muennighoff/lmevallatest/lm-evaluation-harness
16
+
17
+ python main.py \
18
+ --model hf-causal \
19
+ --model_args pretrained=/pfs/lustrep2/scratch/project_462000185/muennighoff/bigcode-evaluation-harness/gpt-fi \
20
+ --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 \
21
+ --device cuda:0 \
22
+ --output_path results/gpt_fi_bigbench_1shot.json --num_fewshot 1
eval_gpt_fi_distill.sh ADDED
@@ -0,0 +1,22 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ #!/bin/bash
2
+ #SBATCH --nodes=1
3
+ #SBATCH --ntasks-per-node=1
4
+ #SBATCH -p small-g
5
+ #SBATCH -t 24:00:00
6
+ #SBATCH --gpus-per-node=mi250:1
7
+ #SBATCH --exclusive=user
8
+ #SBATCH --hint=nomultithread
9
+ #SBATCH --account=project_462000241
10
+ #SBATCH -o logs/%j.out
11
+ #SBATCH -e logs/%j.err
12
+
13
+ source /pfs/lustrep2/scratch/project_462000241/muennighoff/lmevallatest/venv/bin/activate
14
+
15
+ cd /pfs/lustrep2/scratch/project_462000241/muennighoff/lmevallatest/lm-evaluation-harness
16
+
17
+ python main.py \
18
+ --model hf-causal \
19
+ --model_args pretrained=gpt-fi-distill \
20
+ --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 \
21
+ --device cuda:0 \
22
+ --output_path results/gpt_fi_distill_bigbench_3shot.json --num_fewshot 3
eval_gpt_fi_small.sh ADDED
@@ -0,0 +1,22 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ #!/bin/bash
2
+ #SBATCH --nodes=1
3
+ #SBATCH --ntasks-per-node=1
4
+ #SBATCH -p small-g
5
+ #SBATCH -t 24:00:00
6
+ #SBATCH --gpus-per-node=mi250:1
7
+ #SBATCH --exclusive=user
8
+ #SBATCH --hint=nomultithread
9
+ #SBATCH --account=project_462000241
10
+ #SBATCH -o logs/%j.out
11
+ #SBATCH -e logs/%j.err
12
+
13
+ source /pfs/lustrep2/scratch/project_462000241/muennighoff/lmevallatest/venv/bin/activate
14
+
15
+ cd /pfs/lustrep2/scratch/project_462000241/muennighoff/lmevallatest/lm-evaluation-harness
16
+
17
+ python main.py \
18
+ --model hf-causal \
19
+ --model_args pretrained=gpt-fi-small \
20
+ --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 \
21
+ --device cuda:0 \
22
+ --output_path results/gpt_fi_small_bigbench_0shot.json
eval_large.sh ADDED
@@ -0,0 +1,23 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ #!/bin/bash
2
+ #SBATCH --nodes=1
3
+ #SBATCH --ntasks-per-node=1
4
+ #SBATCH -p small-g
5
+ #SBATCH -t 24:00:00
6
+ #SBATCH --gpus-per-node=mi250:1
7
+ #SBATCH --exclusive=user
8
+ #SBATCH --hint=nomultithread
9
+ #SBATCH --account=project_462000241
10
+ #SBATCH -o logs/%j.out
11
+ #SBATCH -e logs/%j.err
12
+
13
+ source /pfs/lustrep2/scratch/project_462000241/muennighoff/lmevallatest/venv/bin/activate
14
+
15
+ cd /pfs/lustrep2/scratch/project_462000241/muennighoff/lmevallatest/lm-evaluation-harness
16
+
17
+ python main.py \
18
+ --model hf-causal \
19
+ --model_args pretrained=gpt3-finnish-large \
20
+ --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 \
21
+ --device cuda:0 \
22
+ --output_path results/gpt3_finnish_large_bigbench_3shot.json \
23
+ --num_fewshot 3
eval_medium.sh ADDED
@@ -0,0 +1,23 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ #!/bin/bash
2
+ #SBATCH --nodes=1
3
+ #SBATCH --ntasks-per-node=1
4
+ #SBATCH -p small-g
5
+ #SBATCH -t 24:00:00
6
+ #SBATCH --gpus-per-node=mi250:1
7
+ #SBATCH --exclusive=user
8
+ #SBATCH --hint=nomultithread
9
+ #SBATCH --account=project_462000241
10
+ #SBATCH -o logs/%j.out
11
+ #SBATCH -e logs/%j.err
12
+
13
+ source /pfs/lustrep2/scratch/project_462000241/muennighoff/lmevallatest/venv/bin/activate
14
+
15
+ cd /pfs/lustrep2/scratch/project_462000241/muennighoff/lmevallatest/lm-evaluation-harness
16
+
17
+ python main.py \
18
+ --model hf-causal \
19
+ --model_args pretrained=gpt3-finnish-medium \
20
+ --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 \
21
+ --device cuda:0 \
22
+ --output_path results/gpt3_finnish_medium_bigbench_3shot.json \
23
+ --num_fewshot 3
eval_small.sh ADDED
@@ -0,0 +1,23 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ #!/bin/bash
2
+ #SBATCH --nodes=1
3
+ #SBATCH --ntasks-per-node=1
4
+ #SBATCH -p small-g
5
+ #SBATCH -t 24:00:00
6
+ #SBATCH --gpus-per-node=mi250:1
7
+ #SBATCH --exclusive=user
8
+ #SBATCH --hint=nomultithread
9
+ #SBATCH --account=project_462000241
10
+ #SBATCH -o logs/%j.out
11
+ #SBATCH -e logs/%j.err
12
+
13
+ source /pfs/lustrep2/scratch/project_462000241/muennighoff/lmevallatest/venv/bin/activate
14
+
15
+ cd /pfs/lustrep2/scratch/project_462000241/muennighoff/lmevallatest/lm-evaluation-harness
16
+
17
+ python main.py \
18
+ --model hf-causal \
19
+ --model_args pretrained=gpt3-finnish-small \
20
+ --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 \
21
+ --device cuda:0 \
22
+ --output_path results/gpt3_finnish_small_bigbench_3shot.json \
23
+ --num_fewshot 3
eval_xl.sh ADDED
@@ -0,0 +1,23 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ #!/bin/bash
2
+ #SBATCH --nodes=1
3
+ #SBATCH --ntasks-per-node=1
4
+ #SBATCH -p small-g
5
+ #SBATCH -t 24:00:00
6
+ #SBATCH --gpus-per-node=mi250:1
7
+ #SBATCH --exclusive=user
8
+ #SBATCH --hint=nomultithread
9
+ #SBATCH --account=project_462000241
10
+ #SBATCH -o logs/%j.out
11
+ #SBATCH -e logs/%j.err
12
+
13
+ source /pfs/lustrep2/scratch/project_462000241/muennighoff/lmevallatest/venv/bin/activate
14
+
15
+ cd /pfs/lustrep2/scratch/project_462000241/muennighoff/lmevallatest/lm-evaluation-harness
16
+
17
+ python main.py \
18
+ --model hf-causal \
19
+ --model_args pretrained=gpt3-finnish-xl \
20
+ --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 \
21
+ --device cuda:0 \
22
+ --output_path results/gpt3_finnish_xl_bigbench_3shot.json \
23
+ --num_fewshot 3