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- .gitattributes +48 -0
- 4b284b12bc4/3431499.err +0 -0
- 4b284b12bc4/3431499.out +0 -0
- 4b284b12bc4/latest +1 -0
- 4b284b12bc4/sbatch_4b284b12bval.sh +168 -0
- 4b284b12bc4/tensorboard_4b284b12bc4val/events.out.tfevents.1682762126.nid006361.45223.0 +3 -0
- 4b284b17bc4/3431498.err +0 -0
- 4b284b17bc4/3431498.out +0 -0
- 4b284b17bc4/latest +1 -0
- 4b284b17bc4/sbatch_4b284b17bval.sh +168 -0
- 4b284b17bc4/tensorboard_4b284b17bc4val/events.out.tfevents.1682762116.nid006180.66890.0 +3 -0
- 4b284b1b9c4/3449314.err +0 -0
- 4b284b1b9c4/3449314.out +0 -0
- 4b284b1b9c4/evaluation/generation/examples.4b284b1b9c4_GEM-web_nlg_en_PALM_prompt_0.jsonl +0 -0
- 4b284b1b9c4/evaluation/generation/examples.4b284b1b9c4_GEM-web_nlg_en_PALM_prompt_1.jsonl +0 -0
- 4b284b1b9c4/evaluation/generation/examples.4b284b1b9c4_GEM-web_nlg_en_PALM_prompt_2.jsonl +0 -0
- 4b284b1b9c4/evaluation/generation/examples.4b284b1b9c4_GEM-web_nlg_en_PALM_prompt_3.jsonl +0 -0
- 4b284b1b9c4/evaluation/generation/examples.4b284b1b9c4_GEM-web_nlg_en_PALM_prompt_4.jsonl +0 -0
- 4b284b1b9c4/evaluation/generation/examples.4b284b1b9c4_GEM-web_nlg_en_PALM_prompt_5.jsonl +0 -0
- 4b284b1b9c4/evaluation/generation/examples.4b284b1b9c4_GEM-wiki_lingua_en_tldr_en_0.jsonl +0 -0
- 4b284b1b9c4/evaluation/generation/examples.4b284b1b9c4_GEM-wiki_lingua_en_tldr_en_1.jsonl +0 -0
- 4b284b1b9c4/evaluation/generation/examples.4b284b1b9c4_GEM-wiki_lingua_en_tldr_en_2.jsonl +0 -0
- 4b284b1b9c4/evaluation/generation/examples.4b284b1b9c4_GEM-wiki_lingua_en_tldr_en_3.jsonl +0 -0
- 4b284b1b9c4/evaluation/generation/examples.4b284b1b9c4_GEM-wiki_lingua_en_tldr_en_4.jsonl +0 -0
- 4b284b1b9c4/evaluation/generation/examples.4b284b1b9c4_GEM-wiki_lingua_en_tldr_en_5.jsonl +0 -0
- 4b284b1b9c4/evaluation/generation/examples.4b284b1b9c4_e2e_nlg_cleaned_generate_text_restaurant_0.jsonl +0 -0
- 4b284b1b9c4/evaluation/generation/examples.4b284b1b9c4_e2e_nlg_cleaned_generate_text_restaurant_1.jsonl +0 -0
- 4b284b1b9c4/evaluation/generation/examples.4b284b1b9c4_e2e_nlg_cleaned_generate_text_restaurant_2.jsonl +0 -0
- 4b284b1b9c4/evaluation/generation/examples.4b284b1b9c4_e2e_nlg_cleaned_generate_text_restaurant_3.jsonl +0 -0
- 4b284b1b9c4/evaluation/generation/examples.4b284b1b9c4_e2e_nlg_cleaned_generate_text_restaurant_4.jsonl +0 -0
- 4b284b1b9c4/evaluation/generation/examples.4b284b1b9c4_e2e_nlg_cleaned_generate_text_restaurant_5.jsonl +0 -0
- 4b284b1b9c4/evaluation/generation/examples.4b284b1b9c4_gem_xsum_article_DOC_summary_0.jsonl +0 -0
- 4b284b1b9c4/evaluation/generation/examples.4b284b1b9c4_gem_xsum_article_DOC_summary_1.jsonl +0 -0
- 4b284b1b9c4/evaluation/generation/examples.4b284b1b9c4_gem_xsum_article_DOC_summary_2.jsonl +0 -0
- 4b284b1b9c4/evaluation/generation/examples.4b284b1b9c4_gem_xsum_article_DOC_summary_3.jsonl +0 -0
- 4b284b1b9c4/evaluation/generation/examples.4b284b1b9c4_gem_xsum_article_DOC_summary_4.jsonl +0 -0
- 4b284b1b9c4/evaluation/generation/examples.4b284b1b9c4_gem_xsum_article_DOC_summary_5.jsonl +0 -0
- 4b284b1b9c4/evaluation/generation/merged.csv +1 -0
- 4b284b1b9c4/evaluation/generation/merged.json +1 -0
- 4b284b1b9c4/evaluation/rankeval/4b284b1b9c4_0.csv +21 -0
- 4b284b1b9c4/evaluation/rankeval/4b284b1b9c4_0.json +87 -0
- 4b284b1b9c4/evaluation/rankeval/4b284b1b9c4_1.csv +21 -0
- 4b284b1b9c4/evaluation/rankeval/4b284b1b9c4_1.json +87 -0
- 4b284b1b9c4/evaluation/rankeval/4b284b1b9c4_2.csv +21 -0
- 4b284b1b9c4/evaluation/rankeval/4b284b1b9c4_2.json +87 -0
- 4b284b1b9c4/evaluation/rankeval/4b284b1b9c4_3.csv +21 -0
- 4b284b1b9c4/evaluation/rankeval/4b284b1b9c4_3.json +87 -0
- 4b284b1b9c4/evaluation/rankeval/4b284b1b9c4_4.csv +21 -0
- 4b284b1b9c4/evaluation/rankeval/4b284b1b9c4_4.json +87 -0
- 4b284b1b9c4/evaluation/rankeval/4b284b1b9c4_5.csv +21 -0
.gitattributes
CHANGED
@@ -3116,3 +3116,51 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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4b284b84bc4v2/evaluation/generation/examples.4b284b84bc4v2_e2e_nlg_cleaned_generate_text_restaurant_1.jsonl filter=lfs diff=lfs merge=lfs -text
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4b284b84bc4v2/evaluation/generation/examples.4b284b84bc4v2_GEM-web_nlg_en_PALM_prompt_1.jsonl filter=lfs diff=lfs merge=lfs -text
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4b284b84bc4v2/evaluation/generation/examples.4b284b84bc4v2_GEM-wiki_lingua_en_tldr_en_3.jsonl filter=lfs diff=lfs merge=lfs -text
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4b284b84bc4v2/evaluation/generation/examples.4b284b84bc4v2_e2e_nlg_cleaned_generate_text_restaurant_1.jsonl filter=lfs diff=lfs merge=lfs -text
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4b284b84bc4v2/evaluation/generation/examples.4b284b84bc4v2_GEM-web_nlg_en_PALM_prompt_1.jsonl filter=lfs diff=lfs merge=lfs -text
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4b284b84bc4v2/evaluation/generation/examples.4b284b84bc4v2_GEM-wiki_lingua_en_tldr_en_3.jsonl filter=lfs diff=lfs merge=lfs -text
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4b284b6bc4/evaluation/generation/examples.4b284b6bc4_GEM-wiki_lingua_en_tldr_en_1.jsonl filter=lfs diff=lfs merge=lfs -text
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4b284b6bc4/evaluation/generation/examples.4b284b6bc4_GEM-wiki_lingua_en_tldr_en_5.jsonl filter=lfs diff=lfs merge=lfs -text
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4b284b1b9c4/evaluation/generation/examples.4b284b1b9c4_GEM-web_nlg_en_PALM_prompt_2.jsonl filter=lfs diff=lfs merge=lfs -text
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4b284b1b9c4/evaluation/generation/examples.4b284b1b9c4_gem_xsum_article_DOC_summary_3.jsonl filter=lfs diff=lfs merge=lfs -text
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4b284b1b9c4/evaluation/generation/examples.4b284b1b9c4_GEM-web_nlg_en_PALM_prompt_0.jsonl filter=lfs diff=lfs merge=lfs -text
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4b284b6bc4/evaluation/generation/examples.4b284b6bc4_GEM-wiki_lingua_en_tldr_en_3.jsonl filter=lfs diff=lfs merge=lfs -text
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4b284b12bc4/3431499.err
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4b284b12bc4/latest
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global_step80108
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4b284b12bc4/sbatch_4b284b12bval.sh
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#!/bin/bash
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#SBATCH --exclude=nid007571,nid007112,nid006774,nid007502,nid007506,nid007507,nid005145,nid006692,nid007218,nid007123,nid006124,nid006123,nid007496,nid007237,nid006852,nid007206,nid006947,nid007212,nid006977,nid007222,nid005444,nid007219,nid007493,nid007221,nid005300,nid005619,nid006118,nid005203,nid006113,nid006481,nid007077,nid005208,nid005207,nid005879,nid005901
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#SBATCH --nodes=32
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#SBATCH --ntasks-per-node=1
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#SBATCH --cpus-per-task=40
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#SBATCH --mem=256G
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#SBATCH -p standard-g
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#SBATCH -t 48:00:00
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#SBATCH --gpus-per-node=mi250:8
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#SBATCH --exclusive=user
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#SBATCH --hint=nomultithread
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#SBATCH --account=project_462000119
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#SBATCH -o logs/%j.out
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#SBATCH -e logs/%j.err
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VARIANT=4b284b12bc4val
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VARIANT_CKPT=lm1-4b2-84b-c4-repetitions/4b284b12bc4
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# if run without sbatch, invoke here
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if [ -z $SLURM_JOB_ID ]; then
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mkdir -p logs
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sbatch "$0"
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exit
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fi
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26 |
+
set -euo pipefail
|
27 |
+
|
28 |
+
# symlink logs/latest.out and logs/latest.err
|
29 |
+
ln -f -s $SLURM_JOB_ID.out logs/latest.out
|
30 |
+
ln -f -s $SLURM_JOB_ID.err logs/latest.err
|
31 |
+
|
32 |
+
KILL_SWITCH_PATH=kill-switch-$VARIANT
|
33 |
+
CHECKPOINT_PATH=$VARIANT_CKPT
|
34 |
+
TENSORBOARD_PATH=tensorboard_$VARIANT
|
35 |
+
|
36 |
+
# Data
|
37 |
+
VOCAB_FILE="gpt2/vocab.json"
|
38 |
+
MERGE_FILE="gpt2/merges.txt"
|
39 |
+
#DATA_PATH="/scratch/project_462000119/data/pile/megatron_data/meg-gpt2_pile_text_document"
|
40 |
+
TRAIN_DATA_PATH=train1b5.txt
|
41 |
+
# "train: 1.0 0:1 /scratch/project_462000119/data/c4_subsampled/gpt2tok_c4_en_12B_text_document"
|
42 |
+
VALID_DATA_PATH=val.txt
|
43 |
+
# "validation: 1.0 0:1 /scratch/project_462000119/data/c4_validation/gpt2tok_c4validation_rerun_text_document"
|
44 |
+
|
45 |
+
PP_SIZE=1
|
46 |
+
TP_SIZE=2
|
47 |
+
|
48 |
+
MICRO_BATCH_SIZE=2
|
49 |
+
GRADIENT_ACCUMULATION_STEPS=2
|
50 |
+
WORLD_SIZE=$((SLURM_GPUS_ON_NODE*SLURM_JOB_NUM_NODES))
|
51 |
+
GLOBAL_BATCH_SIZE=$((MICRO_BATCH_SIZE*WORLD_SIZE*GRADIENT_ACCUMULATION_STEPS))
|
52 |
+
|
53 |
+
# Model parameters
|
54 |
+
source model_params.sh
|
55 |
+
MODEL_PARAM=("${PARAM_4516M[@]}")
|
56 |
+
NHIDDEN=${MODEL_PARAM[0]}
|
57 |
+
FFN_HIDDEN_SIZE=${MODEL_PARAM[1]}
|
58 |
+
KV_SIZE=${MODEL_PARAM[2]}
|
59 |
+
NHEADS=${MODEL_PARAM[3]}
|
60 |
+
NLAYERS=${MODEL_PARAM[4]}
|
61 |
+
SEQ_LEN=2048
|
62 |
+
|
63 |
+
echo "Model parameters: d_model $NHIDDEN ffw_size $FFN_HIDDEN_SIZE kv_size $KV_SIZE n_heads $NHEADS n_layers $NLAYERS"
|
64 |
+
|
65 |
+
SAVE_INTERVAL=1000
|
66 |
+
|
67 |
+
# Tokens: 25611230000
|
68 |
+
# -> Samples: 12505484
|
69 |
+
TRAIN_SAMPLES=1
|
70 |
+
|
71 |
+
OPTIMIZER_ARGS=" \
|
72 |
+
--optimizer adam \
|
73 |
+
--adam-beta1 0.9 \
|
74 |
+
--adam-beta2 0.999 \
|
75 |
+
--adam-eps 1e-8 \
|
76 |
+
--lr 2e-4 \
|
77 |
+
--min-lr 2e-5 \
|
78 |
+
--lr-decay-style cosine \
|
79 |
+
--lr-decay-samples $TRAIN_SAMPLES \
|
80 |
+
--lr-warmup-samples 0 \
|
81 |
+
--clip-grad 1.0 \
|
82 |
+
--weight-decay 1e-1 \
|
83 |
+
--override-lr-scheduler \
|
84 |
+
--reset-progress \
|
85 |
+
--no-load-optim \
|
86 |
+
"
|
87 |
+
|
88 |
+
GPT_ARGS=" \
|
89 |
+
--num-layers $NLAYERS \
|
90 |
+
--hidden-size $NHIDDEN \
|
91 |
+
--num-attention-heads $NHEADS \
|
92 |
+
--kv-channels $KV_SIZE \
|
93 |
+
--ffn-hidden-size $FFN_HIDDEN_SIZE \
|
94 |
+
--seq-length $SEQ_LEN \
|
95 |
+
--max-position-embeddings $SEQ_LEN \
|
96 |
+
--micro-batch-size $MICRO_BATCH_SIZE \
|
97 |
+
--global-batch-size $GLOBAL_BATCH_SIZE \
|
98 |
+
--train-samples $TRAIN_SAMPLES \
|
99 |
+
--vocab-file $VOCAB_FILE \
|
100 |
+
--merge-file $MERGE_FILE \
|
101 |
+
--clip-grad 1.0 \
|
102 |
+
--kill-switch-path $KILL_SWITCH_PATH \
|
103 |
+
--bf16 \
|
104 |
+
$OPTIMIZER_ARGS \
|
105 |
+
"
|
106 |
+
|
107 |
+
OUTPUT_ARGS=" \
|
108 |
+
--log-interval 10 \
|
109 |
+
--save-interval $SAVE_INTERVAL \
|
110 |
+
--eval-interval 1 \
|
111 |
+
--eval-iters 100 \
|
112 |
+
--eval-only true \
|
113 |
+
--tensorboard-dir $TENSORBOARD_PATH \
|
114 |
+
--tensorboard-queue-size 5 \
|
115 |
+
--log-timers-to-tensorboard \
|
116 |
+
--log-batch-size-to-tensorboard \
|
117 |
+
--log-validation-ppl-to-tensorboard \
|
118 |
+
"
|
119 |
+
|
120 |
+
ZERO_STAGE=0
|
121 |
+
|
122 |
+
mkdir -p ds_configs
|
123 |
+
DS_CONFIG_PATH="ds_configs/$SLURM_JOB_ID.json"
|
124 |
+
|
125 |
+
cat <<EOF > $DS_CONFIG_PATH
|
126 |
+
{
|
127 |
+
"train_micro_batch_size_per_gpu": $MICRO_BATCH_SIZE,
|
128 |
+
"train_batch_size": $GLOBAL_BATCH_SIZE,
|
129 |
+
"gradient_clipping": 1.0,
|
130 |
+
"zero_optimization": {
|
131 |
+
"stage": $ZERO_STAGE
|
132 |
+
},
|
133 |
+
"bf16": {
|
134 |
+
"enabled": true
|
135 |
+
},
|
136 |
+
"steps_per_print": 2000,
|
137 |
+
"wall_clock_breakdown": false
|
138 |
+
}
|
139 |
+
EOF
|
140 |
+
|
141 |
+
DEEPSPEED_ARGS=" \
|
142 |
+
--deepspeed \
|
143 |
+
--deepspeed_config $DS_CONFIG_PATH \
|
144 |
+
--zero-stage $ZERO_STAGE \
|
145 |
+
"
|
146 |
+
|
147 |
+
CMD=" \
|
148 |
+
Megatron-DeepSpeed/pretrain_gpt.py \
|
149 |
+
--tensor-model-parallel-size $TP_SIZE \
|
150 |
+
--pipeline-model-parallel-size $PP_SIZE \
|
151 |
+
$GPT_ARGS \
|
152 |
+
$OUTPUT_ARGS \
|
153 |
+
--save $CHECKPOINT_PATH \
|
154 |
+
--load $CHECKPOINT_PATH \
|
155 |
+
--train-weighted-split-paths-path $TRAIN_DATA_PATH \
|
156 |
+
--valid-weighted-split-paths-path $VALID_DATA_PATH \
|
157 |
+
--data-impl mmap \
|
158 |
+
$DEEPSPEED_ARGS \
|
159 |
+
"
|
160 |
+
|
161 |
+
echo $CMD
|
162 |
+
|
163 |
+
echo "START $SLURM_JOBID: $(date)"
|
164 |
+
|
165 |
+
# bash launch_srun_32.sh $CMD
|
166 |
+
srun --label launch.sh $CMD
|
167 |
+
|
168 |
+
echo "END $SLURM_JOBID: $(date)"
|
4b284b12bc4/tensorboard_4b284b12bc4val/events.out.tfevents.1682762126.nid006361.45223.0
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:f919c1294214557e109fa48f1ef5c77c27e44762991f870399ece229ffdc44bb
|
3 |
+
size 980
|
4b284b17bc4/3431498.err
ADDED
The diff for this file is too large to render.
See raw diff
|
|
4b284b17bc4/3431498.out
ADDED
The diff for this file is too large to render.
See raw diff
|
|
4b284b17bc4/latest
ADDED
@@ -0,0 +1 @@
|
|
|
|
|
1 |
+
global_step80108
|
4b284b17bc4/sbatch_4b284b17bval.sh
ADDED
@@ -0,0 +1,168 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
#!/bin/bash
|
2 |
+
#SBATCH --exclude=nid007571,nid007112,nid006774,nid007502,nid007506,nid007507,nid005145,nid006692,nid007218,nid007123,nid006124,nid006123,nid007496,nid007237,nid006852,nid007206,nid006947,nid007212,nid006977,nid007222,nid005444,nid007219,nid007493,nid007221,nid005300,nid005619,nid006118,nid005203,nid006113,nid006481,nid007077,nid005208,nid005207,nid005879,nid005901
|
3 |
+
#SBATCH --nodes=32
|
4 |
+
#SBATCH --ntasks-per-node=1
|
5 |
+
#SBATCH --cpus-per-task=40
|
6 |
+
#SBATCH --mem=256G
|
7 |
+
#SBATCH -p standard-g
|
8 |
+
#SBATCH -t 48:00:00
|
9 |
+
#SBATCH --gpus-per-node=mi250:8
|
10 |
+
#SBATCH --exclusive=user
|
11 |
+
#SBATCH --hint=nomultithread
|
12 |
+
#SBATCH --account=project_462000119
|
13 |
+
#SBATCH -o logs/%j.out
|
14 |
+
#SBATCH -e logs/%j.err
|
15 |
+
|
16 |
+
VARIANT=4b284b17bc4val
|
17 |
+
VARIANT_CKPT=lm1-4b2-84b-c4-repetitions/4b284b17bc4
|
18 |
+
|
19 |
+
# if run without sbatch, invoke here
|
20 |
+
if [ -z $SLURM_JOB_ID ]; then
|
21 |
+
mkdir -p logs
|
22 |
+
sbatch "$0"
|
23 |
+
exit
|
24 |
+
fi
|
25 |
+
|
26 |
+
set -euo pipefail
|
27 |
+
|
28 |
+
# symlink logs/latest.out and logs/latest.err
|
29 |
+
ln -f -s $SLURM_JOB_ID.out logs/latest.out
|
30 |
+
ln -f -s $SLURM_JOB_ID.err logs/latest.err
|
31 |
+
|
32 |
+
KILL_SWITCH_PATH=kill-switch-$VARIANT
|
33 |
+
CHECKPOINT_PATH=$VARIANT_CKPT
|
34 |
+
TENSORBOARD_PATH=tensorboard_$VARIANT
|
35 |
+
|
36 |
+
# Data
|
37 |
+
VOCAB_FILE="gpt2/vocab.json"
|
38 |
+
MERGE_FILE="gpt2/merges.txt"
|
39 |
+
#DATA_PATH="/scratch/project_462000119/data/pile/megatron_data/meg-gpt2_pile_text_document"
|
40 |
+
TRAIN_DATA_PATH=train1b5.txt
|
41 |
+
# "train: 1.0 0:1 /scratch/project_462000119/data/c4_subsampled/gpt2tok_c4_en_12B_text_document"
|
42 |
+
VALID_DATA_PATH=val.txt
|
43 |
+
# "validation: 1.0 0:1 /scratch/project_462000119/data/c4_validation/gpt2tok_c4validation_rerun_text_document"
|
44 |
+
|
45 |
+
PP_SIZE=1
|
46 |
+
TP_SIZE=2
|
47 |
+
|
48 |
+
MICRO_BATCH_SIZE=2
|
49 |
+
GRADIENT_ACCUMULATION_STEPS=2
|
50 |
+
WORLD_SIZE=$((SLURM_GPUS_ON_NODE*SLURM_JOB_NUM_NODES))
|
51 |
+
GLOBAL_BATCH_SIZE=$((MICRO_BATCH_SIZE*WORLD_SIZE*GRADIENT_ACCUMULATION_STEPS))
|
52 |
+
|
53 |
+
# Model parameters
|
54 |
+
source model_params.sh
|
55 |
+
MODEL_PARAM=("${PARAM_4516M[@]}")
|
56 |
+
NHIDDEN=${MODEL_PARAM[0]}
|
57 |
+
FFN_HIDDEN_SIZE=${MODEL_PARAM[1]}
|
58 |
+
KV_SIZE=${MODEL_PARAM[2]}
|
59 |
+
NHEADS=${MODEL_PARAM[3]}
|
60 |
+
NLAYERS=${MODEL_PARAM[4]}
|
61 |
+
SEQ_LEN=2048
|
62 |
+
|
63 |
+
echo "Model parameters: d_model $NHIDDEN ffw_size $FFN_HIDDEN_SIZE kv_size $KV_SIZE n_heads $NHEADS n_layers $NLAYERS"
|
64 |
+
|
65 |
+
SAVE_INTERVAL=1000
|
66 |
+
|
67 |
+
# Tokens: 25611230000
|
68 |
+
# -> Samples: 12505484
|
69 |
+
TRAIN_SAMPLES=1
|
70 |
+
|
71 |
+
OPTIMIZER_ARGS=" \
|
72 |
+
--optimizer adam \
|
73 |
+
--adam-beta1 0.9 \
|
74 |
+
--adam-beta2 0.999 \
|
75 |
+
--adam-eps 1e-8 \
|
76 |
+
--lr 2e-4 \
|
77 |
+
--min-lr 2e-5 \
|
78 |
+
--lr-decay-style cosine \
|
79 |
+
--lr-decay-samples $TRAIN_SAMPLES \
|
80 |
+
--lr-warmup-samples 0 \
|
81 |
+
--clip-grad 1.0 \
|
82 |
+
--weight-decay 1e-1 \
|
83 |
+
--override-lr-scheduler \
|
84 |
+
--reset-progress \
|
85 |
+
--no-load-optim \
|
86 |
+
"
|
87 |
+
|
88 |
+
GPT_ARGS=" \
|
89 |
+
--num-layers $NLAYERS \
|
90 |
+
--hidden-size $NHIDDEN \
|
91 |
+
--num-attention-heads $NHEADS \
|
92 |
+
--kv-channels $KV_SIZE \
|
93 |
+
--ffn-hidden-size $FFN_HIDDEN_SIZE \
|
94 |
+
--seq-length $SEQ_LEN \
|
95 |
+
--max-position-embeddings $SEQ_LEN \
|
96 |
+
--micro-batch-size $MICRO_BATCH_SIZE \
|
97 |
+
--global-batch-size $GLOBAL_BATCH_SIZE \
|
98 |
+
--train-samples $TRAIN_SAMPLES \
|
99 |
+
--vocab-file $VOCAB_FILE \
|
100 |
+
--merge-file $MERGE_FILE \
|
101 |
+
--clip-grad 1.0 \
|
102 |
+
--kill-switch-path $KILL_SWITCH_PATH \
|
103 |
+
--bf16 \
|
104 |
+
$OPTIMIZER_ARGS \
|
105 |
+
"
|
106 |
+
|
107 |
+
OUTPUT_ARGS=" \
|
108 |
+
--log-interval 10 \
|
109 |
+
--save-interval $SAVE_INTERVAL \
|
110 |
+
--eval-interval 1 \
|
111 |
+
--eval-iters 100 \
|
112 |
+
--eval-only true \
|
113 |
+
--tensorboard-dir $TENSORBOARD_PATH \
|
114 |
+
--tensorboard-queue-size 5 \
|
115 |
+
--log-timers-to-tensorboard \
|
116 |
+
--log-batch-size-to-tensorboard \
|
117 |
+
--log-validation-ppl-to-tensorboard \
|
118 |
+
"
|
119 |
+
|
120 |
+
ZERO_STAGE=0
|
121 |
+
|
122 |
+
mkdir -p ds_configs
|
123 |
+
DS_CONFIG_PATH="ds_configs/$SLURM_JOB_ID.json"
|
124 |
+
|
125 |
+
cat <<EOF > $DS_CONFIG_PATH
|
126 |
+
{
|
127 |
+
"train_micro_batch_size_per_gpu": $MICRO_BATCH_SIZE,
|
128 |
+
"train_batch_size": $GLOBAL_BATCH_SIZE,
|
129 |
+
"gradient_clipping": 1.0,
|
130 |
+
"zero_optimization": {
|
131 |
+
"stage": $ZERO_STAGE
|
132 |
+
},
|
133 |
+
"bf16": {
|
134 |
+
"enabled": true
|
135 |
+
},
|
136 |
+
"steps_per_print": 2000,
|
137 |
+
"wall_clock_breakdown": false
|
138 |
+
}
|
139 |
+
EOF
|
140 |
+
|
141 |
+
DEEPSPEED_ARGS=" \
|
142 |
+
--deepspeed \
|
143 |
+
--deepspeed_config $DS_CONFIG_PATH \
|
144 |
+
--zero-stage $ZERO_STAGE \
|
145 |
+
"
|
146 |
+
|
147 |
+
CMD=" \
|
148 |
+
Megatron-DeepSpeed/pretrain_gpt.py \
|
149 |
+
--tensor-model-parallel-size $TP_SIZE \
|
150 |
+
--pipeline-model-parallel-size $PP_SIZE \
|
151 |
+
$GPT_ARGS \
|
152 |
+
$OUTPUT_ARGS \
|
153 |
+
--save $CHECKPOINT_PATH \
|
154 |
+
--load $CHECKPOINT_PATH \
|
155 |
+
--train-weighted-split-paths-path $TRAIN_DATA_PATH \
|
156 |
+
--valid-weighted-split-paths-path $VALID_DATA_PATH \
|
157 |
+
--data-impl mmap \
|
158 |
+
$DEEPSPEED_ARGS \
|
159 |
+
"
|
160 |
+
|
161 |
+
echo $CMD
|
162 |
+
|
163 |
+
echo "START $SLURM_JOBID: $(date)"
|
164 |
+
|
165 |
+
# bash launch_srun_32.sh $CMD
|
166 |
+
srun --label launch.sh $CMD
|
167 |
+
|
168 |
+
echo "END $SLURM_JOBID: $(date)"
|
4b284b17bc4/tensorboard_4b284b17bc4val/events.out.tfevents.1682762116.nid006180.66890.0
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
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4b284b1b9c4/evaluation/rankeval/4b284b1b9c4_0.csv
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4b284b1b9c4/evaluation/rankeval/4b284b1b9c4_1.csv
ADDED
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4b284b1b9c4/evaluation/rankeval/4b284b1b9c4_1.json
ADDED
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4b284b1b9c4/evaluation/rankeval/4b284b1b9c4_2.csv
ADDED
@@ -0,0 +1,21 @@
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|
1 |
+
task,metric,value,err,version
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anli_r1,acc,0.322,0.014782913600996652,0
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anli_r3,acc,0.33916666666666667,0.013672343491681815,0
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arc_challenge,acc,0.24829351535836178,0.012624912868089758,0
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storycloze_2016,acc,0.6547300908605024,0.010994860223187675,0
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4b284b1b9c4/evaluation/rankeval/4b284b1b9c4_2.json
ADDED
@@ -0,0 +1,87 @@
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|
4b284b1b9c4/evaluation/rankeval/4b284b1b9c4_3.csv
ADDED
@@ -0,0 +1,21 @@
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|
1 |
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task,metric,value,err,version
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anli_r1,acc,0.323,0.014794927843348639,0
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anli_r2,acc,0.36,0.015186527932040122,0
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anli_r3,acc,0.3425,0.013704669762934725,0
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arc_challenge,acc,0.24914675767918087,0.012639407111926437,0
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arc_challenge,acc_norm,0.26109215017064846,0.012835523909473855,0
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copa,acc,0.69,0.04648231987117316,0
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hellaswag,acc,0.4055964947221669,0.004900036261309041,0
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hellaswag,acc_norm,0.5056761601274646,0.0049894598716091814,0
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piqa,acc,0.7132752992383025,0.010551314503108056,0
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sciq,acc_norm,0.713,0.014312087053809961,0
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storycloze_2016,acc,0.6568679850347408,0.010978648097499872,0
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winogrande,acc,0.5240726124704025,0.014036189665395132,0
|
4b284b1b9c4/evaluation/rankeval/4b284b1b9c4_3.json
ADDED
@@ -0,0 +1,87 @@
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|
4b284b1b9c4/evaluation/rankeval/4b284b1b9c4_4.csv
ADDED
@@ -0,0 +1,21 @@
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|
1 |
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task,metric,value,err,version
|
2 |
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anli_r1,acc,0.337,0.014955087918653607,0
|
3 |
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anli_r2,acc,0.362,0.015204840912919498,0
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anli_r3,acc,0.36583333333333334,0.013910212062701167,0
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hellaswag,acc_norm,0.5022903804023103,0.004989729059957431,0
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sciq,acc_norm,0.726,0.014111099288259588,0
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storycloze_2016,acc,0.6606092998396579,0.010949682016358629,0
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winogrande,acc,0.5280189423835833,0.01403040421340578,0
|
4b284b1b9c4/evaluation/rankeval/4b284b1b9c4_4.json
ADDED
@@ -0,0 +1,87 @@
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|
1 |
+
{
|
2 |
+
"results": {
|
3 |
+
"anli_r1": {
|
4 |
+
"acc": 0.337,
|
5 |
+
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|
6 |
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},
|
7 |
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"anli_r2": {
|
8 |
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"acc": 0.362,
|
9 |
+
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|
10 |
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},
|
11 |
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"anli_r3": {
|
12 |
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|
13 |
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|
14 |
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},
|
15 |
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|
16 |
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"acc": 0.5178571428571429,
|
17 |
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|
18 |
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"f1": 0.27628205128205124
|
19 |
+
},
|
20 |
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"copa": {
|
21 |
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"acc": 0.67,
|
22 |
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"acc_stderr": 0.04725815626252606
|
23 |
+
},
|
24 |
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"hellaswag": {
|
25 |
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"acc": 0.40619398526190004,
|
26 |
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"acc_stderr": 0.004901178917900842,
|
27 |
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"acc_norm": 0.5022903804023103,
|
28 |
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|
29 |
+
},
|
30 |
+
"rte": {
|
31 |
+
"acc": 0.5090252707581228,
|
32 |
+
"acc_stderr": 0.030091559826331334
|
33 |
+
},
|
34 |
+
"winogrande": {
|
35 |
+
"acc": 0.5280189423835833,
|
36 |
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"acc_stderr": 0.01403040421340578
|
37 |
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},
|
38 |
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"storycloze_2016": {
|
39 |
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|
40 |
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|
41 |
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},
|
42 |
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"boolq": {
|
43 |
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|
44 |
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|
45 |
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},
|
46 |
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"arc_easy": {
|
47 |
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"acc": 0.4903198653198653,
|
48 |
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|
49 |
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"acc_norm": 0.47474747474747475,
|
50 |
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"acc_norm_stderr": 0.010246690042583842
|
51 |
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},
|
52 |
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"arc_challenge": {
|
53 |
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"acc": 0.24146757679180889,
|
54 |
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|
55 |
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"acc_norm": 0.26621160409556316,
|
56 |
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|
57 |
+
},
|
58 |
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"sciq": {
|
59 |
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"acc": 0.761,
|
60 |
+
"acc_stderr": 0.013493000446937591,
|
61 |
+
"acc_norm": 0.726,
|
62 |
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"acc_norm_stderr": 0.014111099288259588
|
63 |
+
},
|
64 |
+
"piqa": {
|
65 |
+
"acc": 0.7072905331882481,
|
66 |
+
"acc_stderr": 0.010616044462393092,
|
67 |
+
"acc_norm": 0.7072905331882481,
|
68 |
+
"acc_norm_stderr": 0.010616044462393094
|
69 |
+
}
|
70 |
+
},
|
71 |
+
"versions": {
|
72 |
+
"anli_r1": 0,
|
73 |
+
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|
74 |
+
"anli_r3": 0,
|
75 |
+
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|
76 |
+
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|
77 |
+
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|
78 |
+
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|
79 |
+
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|
80 |
+
"storycloze_2016": 0,
|
81 |
+
"boolq": 1,
|
82 |
+
"arc_easy": 0,
|
83 |
+
"arc_challenge": 0,
|
84 |
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"sciq": 0,
|
85 |
+
"piqa": 0
|
86 |
+
}
|
87 |
+
}
|
4b284b1b9c4/evaluation/rankeval/4b284b1b9c4_5.csv
ADDED
@@ -0,0 +1,21 @@
|
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|
|
|
1 |
+
task,metric,value,err,version
|
2 |
+
anli_r1,acc,0.36,0.015186527932040126,0
|
3 |
+
anli_r2,acc,0.354,0.015129868238451773,0
|
4 |
+
anli_r3,acc,0.3625,0.013883037874225516,0
|
5 |
+
arc_challenge,acc,0.25853242320819114,0.012794553754288682,0
|
6 |
+
arc_challenge,acc_norm,0.2696245733788396,0.012968040686869147,0
|
7 |
+
arc_easy,acc,0.4877946127946128,0.010256726235129018,0
|
8 |
+
arc_easy,acc_norm,0.4713804713804714,0.010242962617927192,0
|
9 |
+
boolq,acc,0.5324159021406728,0.008726657178723137,1
|
10 |
+
cb,acc,0.5178571428571429,0.06737697508644647,1
|
11 |
+
cb,f1,0.25430894308943086,,1
|
12 |
+
copa,acc,0.71,0.04560480215720683,0
|
13 |
+
hellaswag,acc,0.40400318661621193,0.004896952378506924,0
|
14 |
+
hellaswag,acc_norm,0.5022903804023103,0.004989729059957428,0
|
15 |
+
piqa,acc,0.7067464635473341,0.010621818421101928,0
|
16 |
+
piqa,acc_norm,0.70620239390642,0.01062757408051481,0
|
17 |
+
rte,acc,0.48014440433212996,0.0300727231673172,0
|
18 |
+
sciq,acc,0.766,0.01339490288966001,0
|
19 |
+
sciq,acc_norm,0.734,0.01397996564514515,0
|
20 |
+
storycloze_2016,acc,0.6563335114911811,0.010982724236255948,0
|
21 |
+
winogrande,acc,0.5224940805051302,0.014038257824059874,0
|