Muennighoff commited on
Commit
ddd985f
1 Parent(s): c35407a
1b1174b1b5/sbatch_1b174b1b5val.sh ADDED
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1
+ #!/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=16
4
+ #SBATCH --ntasks-per-node=1
5
+ #SBATCH --cpus-per-task=32
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=1b1174b1b5val
17
+ VARIANT_CKPT=1b1174b1b5
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+
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
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+
28
+ # symlink logs/latest.out and logs/latest.err
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+ 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
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+ CHECKPOINT_PATH=checkpoints_$VARIANT_CKPT
34
+ TENSORBOARD_PATH=tensorboard_$VARIANT
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+
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=train100m.txt
41
+ # "train: 1.0 0:1 /scratch/project_462000119/data/c4_subsampled/gpt2tok_c4_en_4B8_text_document"
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+ VALID_DATA_PATH=val.txt
43
+ # "validation: 1.0 0:1 /scratch/project_462000119/data/c4_validation/gpt2tok_c4validation_rerun_text_document"
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+
45
+ PP_SIZE=1
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+ TP_SIZE=1
47
+
48
+ MICRO_BATCH_SIZE=1
49
+ GRADIENT_ACCUMULATION_STEPS=1
50
+ WORLD_SIZE=$((SLURM_GPUS_ON_NODE*SLURM_JOB_NUM_NODES))
51
+ GLOBAL_BATCH_SIZE=$((MICRO_BATCH_SIZE*WORLD_SIZE*GRADIENT_ACCUMULATION_STEPS))
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+
53
+ # Model parameters
54
+ source model_params.sh
55
+ MODEL_PARAM=("${PARAM_1143M[@]}")
56
+ NHIDDEN=${MODEL_PARAM[0]}
57
+ FFN_HIDDEN_SIZE=${MODEL_PARAM[1]}
58
+ KV_SIZE=${MODEL_PARAM[2]}
59
+ NHEADS=${MODEL_PARAM[3]}
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+ NLAYERS=${MODEL_PARAM[4]}
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+ SEQ_LEN=2048
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+
63
+ echo "Model parameters: d_model $NHIDDEN ffw_size $FFN_HIDDEN_SIZE kv_size $KV_SIZE n_heads $NHEADS n_layers $NLAYERS"
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+
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+ SAVE_INTERVAL=10000
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+
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+ # Tokens: 12157780000
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+ # -> Samples: 5936416
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+ TRAIN_SAMPLES=1
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+
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
+ --tensorboard-dir $TENSORBOARD_PATH \
113
+ --tensorboard-queue-size 5 \
114
+ --log-timers-to-tensorboard \
115
+ --log-batch-size-to-tensorboard \
116
+ --log-validation-ppl-to-tensorboard \
117
+ "
118
+
119
+ ZERO_STAGE=0
120
+
121
+ mkdir -p ds_configs
122
+ DS_CONFIG_PATH="ds_configs/$SLURM_JOB_ID.json"
123
+
124
+ cat <<EOF > $DS_CONFIG_PATH
125
+ {
126
+ "train_micro_batch_size_per_gpu": $MICRO_BATCH_SIZE,
127
+ "train_batch_size": $GLOBAL_BATCH_SIZE,
128
+ "gradient_clipping": 1.0,
129
+ "zero_optimization": {
130
+ "stage": $ZERO_STAGE
131
+ },
132
+ "bf16": {
133
+ "enabled": true
134
+ },
135
+ "steps_per_print": 2000,
136
+ "wall_clock_breakdown": false
137
+ }
138
+ EOF
139
+
140
+ DEEPSPEED_ARGS=" \
141
+ --deepspeed \
142
+ --deepspeed_config $DS_CONFIG_PATH \
143
+ --zero-stage $ZERO_STAGE \
144
+ "
145
+
146
+ CMD=" \
147
+ Megatron-DeepSpeed/pretrain_gpt.py \
148
+ --tensor-model-parallel-size $TP_SIZE \
149
+ --pipeline-model-parallel-size $PP_SIZE \
150
+ $GPT_ARGS \
151
+ $OUTPUT_ARGS \
152
+ --save $CHECKPOINT_PATH \
153
+ --load $CHECKPOINT_PATH \
154
+ --train-weighted-split-paths-path $TRAIN_DATA_PATH \
155
+ --valid-weighted-split-paths-path $VALID_DATA_PATH \
156
+ --data-impl mmap \
157
+ $DEEPSPEED_ARGS \
158
+ "
159
+
160
+ echo $CMD
161
+
162
+ echo "START $SLURM_JOBID: $(date)"
163
+
164
+ # bash launch_srun.sh $CMD
165
+ srun --label launch.sh $CMD
166
+
167
+ echo "END $SLURM_JOBID: $(date)"
4b224b12b/sbatch_4b224b12bval.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=4b224b12bc4val
17
+ VARIANT_CKPT=checkpoints_4b224b12bc4
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)"
7m100m100m/tensorboard_7m100m100m/events.out.tfevents.1684867616.nid005033.100459.0 ADDED
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+ oid sha256:13b1675ad2a67ee39dc41c251c0b118f51171a6bc3826220d0e05e452ac42b89
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+ size 355314
7m100m100m/tensorboard_7m100m100mval/events.out.tfevents.1684868245.nid007378.127333.0 ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:44f06137176f8e88c0ed430f64175d07cda44aa64a4c3a6bfa7583a399fa9fef
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+ size 980