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Implement distributed training using Kubernetes #77

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merged 17 commits into from
Jan 23, 2021
Merged

Implement distributed training using Kubernetes #77

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1bdb814
Add initial Dockerfile and k8s deployment
leogao2 Jan 23, 2021
05f4dcf
Fix imports
leogao2 Jan 23, 2021
6e9b3a8
Update dockerfile
leogao2 Jan 23, 2021
a0b4748
Merge branch 'main' of github.com:EleutherAI/gpt-neox into k8s
leogao2 Jan 23, 2021
206b8ca
Add /dev/shm patch
leogao2 Jan 23, 2021
2a578d2
Update to be completely passwordless
leogao2 Jan 23, 2021
d48f48a
Add host file generation script
leogao2 Jan 23, 2021
032fde1
Make deploy script
leogao2 Jan 23, 2021
81f1ef4
Update deploy script and fix echo -e problem
leogao2 Jan 23, 2021
ee1739e
Remove command line argument
leogao2 Jan 23, 2021
af90891
Generate keys for worker machines
leogao2 Jan 23, 2021
dcd11ae
Harden security slightly
leogao2 Jan 23, 2021
e682f7f
Update docker for custom keygen
leogao2 Jan 23, 2021
8a26b7e
Fix ssh
leogao2 Jan 23, 2021
0e36734
Fix deploy script to use right id
leogao2 Jan 23, 2021
480dc36
Added logging config
StellaAthena Jan 23, 2021
221d73a
Update README.md
StellaAthena Jan 23, 2021
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Added logging config
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@StellaAthena
StellaAthena committed Jan 23, 2021
commit 480dc36d56434c8ab82f55dfba313f72f9ef0c5e
6 changes: 5 additions & 1 deletion configs/deepspeed_zero2.json
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@@ -1,5 +1,5 @@
{
"train_batch_size": 256,
"train_batch_size": 1028,
"gradient_accumulation_steps": 1,
"gradient_clipping": 1.0,
"tensorboard": {
Expand Down Expand Up @@ -31,6 +31,10 @@
"contiguous_gradients" : false,
"cpu_offload": false
},
"logging": {
"steps_per_print": 100,
"wall_clock_breakdown": true
},
"activation_checkpointing": {
"comment": "to turn on activation checkpointing, set this to a positive integer. Do not touch other params.",
"partition_activations": false,
Expand Down