Muennighoff
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- sbatch_8b7178b178boscar.sh +165 -0
- tensorboard/tensorboard_8b7178b178boscar/events.out.tfevents.1675554707.nid006425.40406.0 +3 -0
- tensorboard/tensorboard_8b7178b178boscar/events.out.tfevents.1675555298.nid006425.46014.0 +3 -0
- tensorboard/tensorboard_8b7178b178boscar/events.out.tfevents.1675555896.nid006961.38637.0 +3 -0
- tensorboard/tensorboard_8b7178b178boscar/events.out.tfevents.1675556493.nid006425.58217.0 +3 -0
- tensorboard/tensorboard_8b7178b178boscar/events.out.tfevents.1675557089.nid006425.63828.0 +3 -0
- tensorboard/tensorboard_8b7178b178boscar/events.out.tfevents.1675856567.nid007115.95928.0 +3 -0
- tensorboard/tensorboard_8b7178b178boscar/events.out.tfevents.1675858197.nid006761.5281.0 +3 -0
- tensorboard/tensorboard_8b7178b178boscar/events.out.tfevents.1675955965.nid006761.109029.0 +3 -0
- tensorboard/tensorboard_8b7178b178boscar/events.out.tfevents.1675982844.nid005702.50113.0 +3 -0
- tensorboard/tensorboard_8b7178b178boscar/events.out.tfevents.1675983403.nid005865.44666.0 +3 -0
- tensorboard/tensorboard_8b7178b178boscar/events.out.tfevents.1675983956.nid006025.44474.0 +3 -0
- tensorboard/tensorboard_8b7178b178boscar/events.out.tfevents.1675984526.nid005865.59274.0 +3 -0
- tensorboard/tensorboard_8b7178b178boscar/events.out.tfevents.1675985145.nid007014.5833.0 +3 -0
- tensorboard/tensorboard_8b7178b178boscar/events.out.tfevents.1675985754.nid006789.21651.0 +3 -0
- tensorboard/tensorboard_8b7178b178boscar/events.out.tfevents.1675986371.nid006299.17744.0 +3 -0
- tensorboard/tensorboard_8b7178b178boscar/events.out.tfevents.1675986990.nid006299.26541.0 +3 -0
- tensorboard/tensorboard_8b7178b178boscar/events.out.tfevents.1675987604.nid006299.35315.0 +3 -0
- tensorboard/tensorboard_8b7178b178boscar/events.out.tfevents.1676013990.nid007220.118035.0 +3 -0
- tensorboard/tensorboard_8b7178b178boscar/events.out.tfevents.1676014535.nid007220.126561.0 +3 -0
- tensorboard/tensorboard_8b7178b178boscar/events.out.tfevents.1676021381.nid007129.44984.0 +3 -0
- tensorboard/tensorboard_8b7178b178boscar/events.out.tfevents.1676021955.nid007086.38758.0 +3 -0
- tensorboard/tensorboard_8b7178b178boscar/events.out.tfevents.1676022543.nid007129.54287.0 +3 -0
- tensorboard/tensorboard_8b7178b178boscar/events.out.tfevents.1676023021.nid007086.48721.0 +3 -0
- tensorboard/tensorboard_8b7178b178boscar/events.out.tfevents.1676038831.nid007045.5685.0 +3 -0
- tensorboard/tensorboard_8b7178b178boscar/events.out.tfevents.1676039406.nid006997.32880.0 +3 -0
- tensorboard/tensorboard_8b7178b178boscar/events.out.tfevents.1676039987.nid006581.69158.0 +3 -0
- tensorboard/tensorboard_8b7178b178boscar/events.out.tfevents.1676040568.nid006789.57590.0 +3 -0
- tensorboard/tensorboard_8b7178b178boscar/events.out.tfevents.1676041216.nid006912.114504.0 +3 -0
- tensorboard/tensorboard_8b7178b178boscar/events.out.tfevents.1676041863.nid006554.62477.0 +3 -0
- tensorboard/tensorboard_8b7178b178boscar/events.out.tfevents.1676046742.nid006460.55415.0 +3 -0
- tensorboard/tensorboard_8b7178b178boscar/events.out.tfevents.1676055113.nid006810.108931.0 +3 -0
- tensorboard/tensorboard_8b7178b178boscar/events.out.tfevents.1676055579.nid007068.82372.0 +3 -0
- tensorboard/tensorboard_8b7178b178boscar/events.out.tfevents.1676055984.nid006810.121469.0 +3 -0
- tensorboard/tensorboard_8b7178b178boscar/events.out.tfevents.1676056622.nid006912.129735.0 +3 -0
- tensorboard/tensorboard_8b7178b178boscar/events.out.tfevents.1676058773.nid006517.84692.0 +3 -0
- tensorboard/tensorboard_8b7178b178boscar/events.out.tfevents.1676065761.nid007222.12505.0 +3 -0
- tensorboard/tensorboard_8b7178b178boscar/events.out.tfevents.1676066423.nid006982.20842.0 +3 -0
- tensorboard/tensorboard_8b7178b178boscar/events.out.tfevents.1676066940.nid007049.7420.0 +3 -0
- tensorboard/tensorboard_8b7178b178boscar/events.out.tfevents.1676067474.nid007237.14043.0 +3 -0
- tensorboard/tensorboard_8b7178b178boscar/events.out.tfevents.1676068095.nid006851.63021.0 +3 -0
- tensorboard/tensorboard_8b7178b178boscar/events.out.tfevents.1676068662.nid007111.68381.0 +3 -0
- tensorboard/tensorboard_8b7178b178boscar/events.out.tfevents.1676069214.nid007237.27488.0 +3 -0
- tensorboard/tensorboard_8b7178b178boscar/events.out.tfevents.1676069766.nid007111.78244.0 +3 -0
- tensorboard/tensorboard_8b7178b178boscar/events.out.tfevents.1676070391.nid007237.40404.0 +3 -0
- tensorboard/tensorboard_8b7178b178boscar/events.out.tfevents.1676071068.nid007111.88055.0 +3 -0
- tensorboard/tensorboard_8b7178b178boscar/events.out.tfevents.1676071639.nid007237.50448.0 +3 -0
- tensorboard/tensorboard_8b7178b178boscar/events.out.tfevents.1676072257.nid007111.100803.0 +3 -0
- tensorboard/tensorboard_8b7178b178boscar/events.out.tfevents.1676072901.nid007237.60237.0 +3 -0
- tensorboard/tensorboard_8b7178b178boscar/events.out.tfevents.1676080077.nid006851.17328.0 +3 -0
sbatch_8b7178b178boscar.sh
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@@ -0,0 +1,165 @@
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#!/bin/bash
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#SBATCH --exclude=nid007542
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#SBATCH --nodes=64
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#SBATCH --ntasks-per-node=1
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#SBATCH --cpus-per-task=40
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#SBATCH --mem=400G
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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=8b7178b178boscar
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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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set -euo pipefail
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# symlink logs/latest.out and logs/latest.err
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ln -f -s $SLURM_JOB_ID.out logs/latest.out
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29 |
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ln -f -s $SLURM_JOB_ID.err logs/latest.err
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30 |
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KILL_SWITCH_PATH=kill-switch-$VARIANT
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32 |
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CHECKPOINT_PATH=checkpoints_$VARIANT
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TENSORBOARD_PATH=tensorboard_$VARIANT
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# Data
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VOCAB_FILE="gpt2/vocab.json"
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MERGE_FILE="gpt2/merges.txt"
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#DATA_PATH="/scratch/project_462000119/data/pile/megatron_data/meg-gpt2_pile_text_document"
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TRAIN_DATA_PATH=train178boscar.txt
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# "train: 1.0 0:1 /scratch/project_462000119/data/oscar_subsampled/gpt2tok_oscar_en_178B_text_document"
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VALID_DATA_PATH=valc4oscar.txt
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# "validation_c4: 1.0 0:1 /scratch/project_462000119/data/c4_validation/gpt2tok_c4validation_rerun_text_document" "validation_oscar: 1.0 0:1 /scratch/project_462000119/data/oscar_validation/gpt2tok_oscarvalidation_text_document"
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PP_SIZE=2
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TP_SIZE=2
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MICRO_BATCH_SIZE=2
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GRADIENT_ACCUMULATION_STEPS=1
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WORLD_SIZE=$((SLURM_GPUS_ON_NODE*SLURM_JOB_NUM_NODES))
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GLOBAL_BATCH_SIZE=$((MICRO_BATCH_SIZE*WORLD_SIZE*GRADIENT_ACCUMULATION_STEPS))
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# Model parameters
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source model_params.sh
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MODEL_PARAM=("${PARAM_9293M[@]}")
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NHIDDEN=${MODEL_PARAM[0]}
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FFN_HIDDEN_SIZE=${MODEL_PARAM[1]}
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KV_SIZE=${MODEL_PARAM[2]}
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NHEADS=${MODEL_PARAM[3]}
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NLAYERS=${MODEL_PARAM[4]}
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SEQ_LEN=2048
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+
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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=5000
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+
|
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+
# Tokens: 178000000000
|
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+
# -> Samples: 86914062
|
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TRAIN_SAMPLES=86_914_062
|
71 |
+
|
72 |
+
OPTIMIZER_ARGS=" \
|
73 |
+
--optimizer adam \
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74 |
+
--adam-beta1 0.9 \
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75 |
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--adam-beta2 0.999 \
|
76 |
+
--adam-eps 1e-8 \
|
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+
--lr 2e-4 \
|
78 |
+
--min-lr 2e-5 \
|
79 |
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--lr-decay-style cosine \
|
80 |
+
--lr-decay-samples $TRAIN_SAMPLES \
|
81 |
+
--lr-warmup-samples 869_140 \
|
82 |
+
--clip-grad 1.0 \
|
83 |
+
--weight-decay 1e-1 \
|
84 |
+
"
|
85 |
+
|
86 |
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GPT_ARGS=" \
|
87 |
+
--num-layers $NLAYERS \
|
88 |
+
--hidden-size $NHIDDEN \
|
89 |
+
--num-attention-heads $NHEADS \
|
90 |
+
--kv-channels $KV_SIZE \
|
91 |
+
--ffn-hidden-size $FFN_HIDDEN_SIZE \
|
92 |
+
--seq-length $SEQ_LEN \
|
93 |
+
--max-position-embeddings $SEQ_LEN \
|
94 |
+
--micro-batch-size $MICRO_BATCH_SIZE \
|
95 |
+
--global-batch-size $GLOBAL_BATCH_SIZE \
|
96 |
+
--train-samples $TRAIN_SAMPLES \
|
97 |
+
--vocab-file $VOCAB_FILE \
|
98 |
+
--merge-file $MERGE_FILE \
|
99 |
+
--clip-grad 1.0 \
|
100 |
+
--kill-switch-path $KILL_SWITCH_PATH \
|
101 |
+
--bf16 \
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+
$OPTIMIZER_ARGS \
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103 |
+
"
|
104 |
+
|
105 |
+
OUTPUT_ARGS=" \
|
106 |
+
--log-interval 10 \
|
107 |
+
--save-interval $SAVE_INTERVAL \
|
108 |
+
--eval-interval 1000 \
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109 |
+
--eval-iters 1 \
|
110 |
+
--tensorboard-dir $TENSORBOARD_PATH \
|
111 |
+
--tensorboard-queue-size 5 \
|
112 |
+
--log-timers-to-tensorboard \
|
113 |
+
--log-batch-size-to-tensorboard \
|
114 |
+
--log-validation-ppl-to-tensorboard \
|
115 |
+
"
|
116 |
+
|
117 |
+
ZERO_STAGE=0
|
118 |
+
|
119 |
+
mkdir -p ds_configs
|
120 |
+
DS_CONFIG_PATH="ds_configs/$SLURM_JOB_ID.json"
|
121 |
+
|
122 |
+
cat <<EOF > $DS_CONFIG_PATH
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123 |
+
{
|
124 |
+
"train_micro_batch_size_per_gpu": $MICRO_BATCH_SIZE,
|
125 |
+
"train_batch_size": $GLOBAL_BATCH_SIZE,
|
126 |
+
"gradient_clipping": 1.0,
|
127 |
+
"zero_optimization": {
|
128 |
+
"stage": $ZERO_STAGE
|
129 |
+
},
|
130 |
+
"bf16": {
|
131 |
+
"enabled": true
|
132 |
+
},
|
133 |
+
"steps_per_print": 2000,
|
134 |
+
"wall_clock_breakdown": false
|
135 |
+
}
|
136 |
+
EOF
|
137 |
+
|
138 |
+
DEEPSPEED_ARGS=" \
|
139 |
+
--deepspeed \
|
140 |
+
--deepspeed_config $DS_CONFIG_PATH \
|
141 |
+
--zero-stage $ZERO_STAGE \
|
142 |
+
"
|
143 |
+
|
144 |
+
CMD=" \
|
145 |
+
Megatron-DeepSpeed/pretrain_gpt.py \
|
146 |
+
--tensor-model-parallel-size $TP_SIZE \
|
147 |
+
--pipeline-model-parallel-size $PP_SIZE \
|
148 |
+
$GPT_ARGS \
|
149 |
+
$OUTPUT_ARGS \
|
150 |
+
--save $CHECKPOINT_PATH \
|
151 |
+
--load $CHECKPOINT_PATH \
|
152 |
+
--train-weighted-split-paths-path $TRAIN_DATA_PATH \
|
153 |
+
--valid-weighted-split-paths-path $VALID_DATA_PATH \
|
154 |
+
--data-impl mmap \
|
155 |
+
$DEEPSPEED_ARGS \
|
156 |
+
"
|
157 |
+
|
158 |
+
echo $CMD
|
159 |
+
|
160 |
+
echo "START $SLURM_JOBID: $(date)"
|
161 |
+
|
162 |
+
# bash launch_srun.sh $CMD
|
163 |
+
srun --label launch.sh $CMD
|
164 |
+
|
165 |
+
echo "END $SLURM_JOBID: $(date)"
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tensorboard/tensorboard_8b7178b178boscar/events.out.tfevents.1675554707.nid006425.40406.0
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1 |
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version https://git-lfs.github.com/spec/v1
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oid sha256:dedb14c776d5958480034b843e3839815a0f5aaaa5b3973b8d0caae0d2eecb0c
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size 40
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tensorboard/tensorboard_8b7178b178boscar/events.out.tfevents.1675555298.nid006425.46014.0
ADDED
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version https://git-lfs.github.com/spec/v1
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oid sha256:2cc9b904df8af8eb30af3a54a4000a0c00a798bfbc2df3922419226c50756fb7
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size 40
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tensorboard/tensorboard_8b7178b178boscar/events.out.tfevents.1675555896.nid006961.38637.0
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version https://git-lfs.github.com/spec/v1
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oid sha256:b002e1baf22923e9267d38d6aa4663a0c11a4de81ff64eafb6885c12213b840c
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size 40
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tensorboard/tensorboard_8b7178b178boscar/events.out.tfevents.1675556493.nid006425.58217.0
ADDED
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version https://git-lfs.github.com/spec/v1
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oid sha256:cf7eb0e3e5e833508a53cda653c40ee694f745c6aae6a8adc0c54931a015e78d
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size 40
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tensorboard/tensorboard_8b7178b178boscar/events.out.tfevents.1675557089.nid006425.63828.0
ADDED
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version https://git-lfs.github.com/spec/v1
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oid sha256:32c3a9f21a694f373949fb32bfb2cbae83491e9b530b32ffe7e79283a8f8adf1
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size 864961
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tensorboard/tensorboard_8b7178b178boscar/events.out.tfevents.1675856567.nid007115.95928.0
ADDED
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version https://git-lfs.github.com/spec/v1
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oid sha256:07349e16abf992195501b11fdd7212dacd4c7b9b888341c15af0fa09765fb9d8
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size 40
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tensorboard/tensorboard_8b7178b178boscar/events.out.tfevents.1675858197.nid006761.5281.0
ADDED
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version https://git-lfs.github.com/spec/v1
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oid sha256:ef4699bca664fb1bd823c6cb9f534fa52e35cd63c5c3ba428175b694ce311465
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size 27265816
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tensorboard/tensorboard_8b7178b178boscar/events.out.tfevents.1675955965.nid006761.109029.0
ADDED
@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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