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added training scripts and readme (#12)
* added training scripts and readme * polish
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@@ -160,5 +160,7 @@ cython_debug/ | |
#.idea/ | ||
.vscode/ | ||
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# files needed to train | ||
# misc files | ||
dataset/ | ||
runs/ | ||
checkpoints/ |
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@@ -3,3 +3,4 @@ torchvision | |
datasets | ||
transformers | ||
av | ||
tensorboard |
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@@ -0,0 +1,41 @@ | ||
#!/usr/bin/env bash | ||
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# get args | ||
GPUS=${1:8} | ||
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# get root dir | ||
FOLDER_DIR="$( cd -- "$( dirname -- "${BASH_SOURCE[0]}" )" &> /dev/null && pwd )" | ||
ROOT_DIR=$FOLDER_DIR/.. | ||
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# go to root dir | ||
cd $ROOT_DIR | ||
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# define dataset shards | ||
COLLATED_VIDEO_DIR=./dataset/MSRVTT-collated/val/videos | ||
PROCESSED_DATASET=( | ||
./dataset/MSRVTT-processed/val/part-00000 | ||
./dataset/MSRVTT-processed/val/part-00001 | ||
./dataset/MSRVTT-processed/val/part-00002 | ||
./dataset/MSRVTT-processed/val/part-00003 | ||
./dataset/MSRVTT-processed/val/part-00004 | ||
./dataset/MSRVTT-processed/val/part-00005 | ||
./dataset/MSRVTT-processed/val/part-00006 | ||
./dataset/MSRVTT-processed/val/part-00007 | ||
./dataset/MSRVTT-processed/val/part-00008 | ||
./dataset/MSRVTT-processed/val/part-00009 | ||
) | ||
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# run single node training | ||
torchrun --standalone \ | ||
--nproc_per_node $GPUS \ | ||
train.py \ | ||
--epochs 1 \ | ||
--batch_size 1 \ | ||
--lr 1e-4 \ | ||
--accumulation_steps 32 \ | ||
--grad_checkpoint \ | ||
--dataset $PROCESSED_DATASET \ | ||
--video_dir $COLLATED_VIDEO_DIR \ | ||
--save_interval 224 \ | ||
--checkpoint_dir ./checkpoints \ | ||
--tensorboard_dir ./runs |