diff --git a/CIFAR2_32_bs1024_ckpts/md_0/step_233.pt b/CIFAR2_32_bs1024_ckpts/md_0/step_233.pt
new file mode 100644
index 0000000000000000000000000000000000000000..800687400b273ed5b2b290b3aa0d64f8c6c14e67
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_0/step_233.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:938fab28fb3bcd71f98fe453d4a0bfab5c5bfc40f3e9dddbe1d8091da674fa4d
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_1/step_0.pt b/CIFAR2_32_bs1024_ckpts/md_1/step_0.pt
new file mode 100644
index 0000000000000000000000000000000000000000..d4df262fae63ea79e26eb161e9f5f815a9490a34
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_1/step_0.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2b1c4d289d8fadab96b21c3f2ab66197c0e85f28166b185f4910d59f19dacd75
+size 9123982
diff --git a/CIFAR2_32_bs1024_ckpts/md_10/step_58.pt b/CIFAR2_32_bs1024_ckpts/md_10/step_58.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ce304c67ab47f0598366474501c0839f15fa60f3
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_10/step_58.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bd2fea9849ef2290c30d509cb2ac00ea28f614aeb0f14f7ca14e99eb3335612b
+size 9126211
diff --git a/CIFAR2_32_bs1024_ckpts/md_10/step_68.pt b/CIFAR2_32_bs1024_ckpts/md_10/step_68.pt
new file mode 100644
index 0000000000000000000000000000000000000000..d2268093c1d3f0b4c77d94e4194507f56f8cff75
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_10/step_68.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a17414902bb1d9075327863a9a5d161cc145e348274bf3f8a4e8b3f1b1bc33ce
+size 9126211
diff --git a/CIFAR2_32_bs1024_ckpts/md_10/step_70.pt b/CIFAR2_32_bs1024_ckpts/md_10/step_70.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1770b41ae871ee5075349144555ee0931f230c55
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_10/step_70.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bbcee9a616df142d28a1adc75afcaf9816c10576cdeea66a4531df8ae1439e07
+size 9126211
diff --git a/CIFAR2_32_bs1024_ckpts/md_10/step_71.pt b/CIFAR2_32_bs1024_ckpts/md_10/step_71.pt
new file mode 100644
index 0000000000000000000000000000000000000000..9d5f74629a028b68a5d923a014146a6e8961bbea
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_10/step_71.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7c1546b4f23fc0d73b68b711ab109bc4f1f2739a229af7df1e9b1f9c75513aa3
+size 9126211
diff --git a/CIFAR2_32_bs1024_ckpts/md_10/step_72.pt b/CIFAR2_32_bs1024_ckpts/md_10/step_72.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c09c9ef21fc5d2465c1c5d7e4d215a772662769e
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_10/step_72.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fa3450440800423c97177d7dd515ca0b74ead414b416ce26399c8f770425d3c4
+size 9126211
diff --git a/CIFAR2_32_bs1024_ckpts/md_10/step_73.pt b/CIFAR2_32_bs1024_ckpts/md_10/step_73.pt
new file mode 100644
index 0000000000000000000000000000000000000000..75ef98684337c10473607673ed87b5803e7815f0
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_10/step_73.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:eaddebc0773e11780100d114392650f2bc67ac1fe817bd0c4d3fb8867d03ff28
+size 9126211
diff --git a/CIFAR2_32_bs1024_ckpts/md_10/step_74.pt b/CIFAR2_32_bs1024_ckpts/md_10/step_74.pt
new file mode 100644
index 0000000000000000000000000000000000000000..bb9c9bbb10bffcfb10b0adc16dd39b488f59d2ed
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_10/step_74.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:73bea993ee9416d6a1e2039bd64577a16d2f1189582c22daa7878024e9750a81
+size 9126211
diff --git a/CIFAR2_32_bs1024_ckpts/md_10/step_75.pt b/CIFAR2_32_bs1024_ckpts/md_10/step_75.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c207d314d33130f21c8546b09d552898b8022f4f
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_10/step_75.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d65a62e6a55d2a55bda097344594c198f8a2d731b8e3c3bfd8e24dfeca655fa6
+size 9126211
diff --git a/CIFAR2_32_bs1024_ckpts/md_10/step_78.pt b/CIFAR2_32_bs1024_ckpts/md_10/step_78.pt
new file mode 100644
index 0000000000000000000000000000000000000000..df78b2e4ac9b005908d9ee975817981aac453c7b
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_10/step_78.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c9318938c93308083afc79ab363e1f1c943d24bc785cb498d4b9c1b90b61c3fe
+size 9126211
diff --git a/CIFAR2_32_bs1024_ckpts/md_18/step_119.pt b/CIFAR2_32_bs1024_ckpts/md_18/step_119.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8b888942cd4f9f64b9552fc286ac8ddc2cb6ebbf
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_18/step_119.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:979d0301e8b4b98bafa1aca158d5b6ba46ab290e0a82887366d18569c9164914
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_18/step_121.pt b/CIFAR2_32_bs1024_ckpts/md_18/step_121.pt
new file mode 100644
index 0000000000000000000000000000000000000000..496e1a3e5141cc6e83e61e98427f78676995eaef
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_18/step_121.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b80b5be61966226b23e35b25835a96adc6ee7e96b937037734a2ae40bf2a2e1e
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_18/step_124.pt b/CIFAR2_32_bs1024_ckpts/md_18/step_124.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a757568a316c8e4e2ec23f22532d489cb17db4d4
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_18/step_124.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fe8b4acb02a8391d9de09f4012bed073209899a186a4dc4470d06953a36d8c89
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_18/step_125.pt b/CIFAR2_32_bs1024_ckpts/md_18/step_125.pt
new file mode 100644
index 0000000000000000000000000000000000000000..565df4a372c8b0505b64ec7c5d94ed4943e82c46
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_18/step_125.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f3c24ddc861bdb0dbf14797f0b00744fe4861e6099e2378fb4c782e928e1bd40
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_18/step_128.pt b/CIFAR2_32_bs1024_ckpts/md_18/step_128.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e795f1aaef7bac2b7d7f2c1013164e0008ec6b13
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_18/step_128.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:51bc1b131bbe62f9487860e5f263793d2fd065e4473e6dee89752ddcd3cb0d19
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_18/step_129.pt b/CIFAR2_32_bs1024_ckpts/md_18/step_129.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f931c5caf63a9fbb6c1e8194873fd2c41262223f
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_18/step_129.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5a993ba5661cb77b9f96b1dbf0452cef86227774497c115e6a253248df53a977
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_18/step_130.pt b/CIFAR2_32_bs1024_ckpts/md_18/step_130.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e99a96e9f67a018320a5bd16f8ed1c9ef30d00b1
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_18/step_130.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9f3d11fa3ffef3f0bf5640a9d5caf5d11164c08ba3b6503f128e9227e719bfae
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_18/step_131.pt b/CIFAR2_32_bs1024_ckpts/md_18/step_131.pt
new file mode 100644
index 0000000000000000000000000000000000000000..5f75aca5a8728f2ef909fb7d844d1b8cdf26b17a
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_18/step_131.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:20f15b3e65ea16b338e5a404b615c7805fa140e88671894242739727158e2935
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_18/step_132.pt b/CIFAR2_32_bs1024_ckpts/md_18/step_132.pt
new file mode 100644
index 0000000000000000000000000000000000000000..888f8e4184313c1aa4cee1670f2d36c9a5dfb70c
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_18/step_132.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7abc1e9e49b0e86d6857ea6f0804c7466fcebea0053d98612b1247d8439d7eb4
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_18/step_135.pt b/CIFAR2_32_bs1024_ckpts/md_18/step_135.pt
new file mode 100644
index 0000000000000000000000000000000000000000..946a8100a4cb3d2a9427abf7c5bf5d576231b60e
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_18/step_135.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a1340c7348d7c5328f0bf34309766752f7430cd2a1090b59eba54bbd5a593241
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_18/step_137.pt b/CIFAR2_32_bs1024_ckpts/md_18/step_137.pt
new file mode 100644
index 0000000000000000000000000000000000000000..193e72dc78c776dbf2be3804504d0be1a677677f
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_18/step_137.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dc5dbbaeccacbd3734ccd5074130791bfc4f77fcd037489f212dd14885df9cba
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_18/step_138.pt b/CIFAR2_32_bs1024_ckpts/md_18/step_138.pt
new file mode 100644
index 0000000000000000000000000000000000000000..43225c779b748d65d6368381622f1af6a890945d
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_18/step_138.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:143bb2391a358eb3ee0e717819a3bfd23d7a560317b5025b9b2f1943175b4570
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_18/step_141.pt b/CIFAR2_32_bs1024_ckpts/md_18/step_141.pt
new file mode 100644
index 0000000000000000000000000000000000000000..677a415e87770ada0eabda3fb001fb5525c49190
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_18/step_141.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:78ad378b45570a6bd4d33c711c7584805b7f05ce7141e9b93a1ee632c9ef6492
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_18/step_142.pt b/CIFAR2_32_bs1024_ckpts/md_18/step_142.pt
new file mode 100644
index 0000000000000000000000000000000000000000..984b2409cc466cbe6aad01fc390caf6e1e4fffa5
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_18/step_142.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b2a9c9a7ef8d9f8b8e51c886f0801a3346f1e511b5808357f628160df998b484
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_18/step_143.pt b/CIFAR2_32_bs1024_ckpts/md_18/step_143.pt
new file mode 100644
index 0000000000000000000000000000000000000000..2a9863e669b6701bfad8d779baf3fd8d7141b28b
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_18/step_143.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6451b0ed41d9ef2556539d3b8bcbe8126bfc531daa097dd29f2dbc78335a55fe
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_18/step_145.pt b/CIFAR2_32_bs1024_ckpts/md_18/step_145.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8bf5ab1bed56c1b99343f023384491d889e00ea0
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_18/step_145.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8c1a2fc3e0ef01e0bec8dbb6b70f0bcebb21389db3fdde147088e93d4b09b16c
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_18/step_146.pt b/CIFAR2_32_bs1024_ckpts/md_18/step_146.pt
new file mode 100644
index 0000000000000000000000000000000000000000..53e9b200d38366321f7d0f7f6dc24cca2616a76c
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_18/step_146.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9804df3fadb9e6d22afcf34c269494fbb6a226dae2f4043818ed345a9951a253
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_18/step_147.pt b/CIFAR2_32_bs1024_ckpts/md_18/step_147.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b6a578c5a76c36e1672931d3e47772d791e64593
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_18/step_147.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:50d45403f30298c33cae72e2a358b394b473a493b2538caae90ea9b336c486df
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_18/step_148.pt b/CIFAR2_32_bs1024_ckpts/md_18/step_148.pt
new file mode 100644
index 0000000000000000000000000000000000000000..271b86c8608acfc2601d709aa8496e6bb7796877
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_18/step_148.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:089abed1a67f2252e9b5f08d865c72da49ba7cc40d7fdb05506792ccc29bb1c1
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_18/step_149.pt b/CIFAR2_32_bs1024_ckpts/md_18/step_149.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a9811550cc488316ff32269ceeaabd3bb8447d57
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_18/step_149.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ffddcc2c9af7b98304191e5ca93b96f394d4d9c63e94a89a7bdd6685360f7925
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_18/step_150.pt b/CIFAR2_32_bs1024_ckpts/md_18/step_150.pt
new file mode 100644
index 0000000000000000000000000000000000000000..996ed0fbbba6454e55b2656f48ce2c5d7cdd6cac
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_18/step_150.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e8229f5bebe16fb1765c9c42bd4b9de297e3376336917c1ec88e8147534679a0
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_18/step_153.pt b/CIFAR2_32_bs1024_ckpts/md_18/step_153.pt
new file mode 100644
index 0000000000000000000000000000000000000000..29f3dd74c74ecbbee7b58a59e179ddfdb7efc193
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_18/step_153.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e864a70cffe12de20cbfecaad0aff9ce1e4f27542b379114af009cdcbcc0f1a1
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_18/step_158.pt b/CIFAR2_32_bs1024_ckpts/md_18/step_158.pt
new file mode 100644
index 0000000000000000000000000000000000000000..23ebfa6a8d426114bf41b460332867307274b989
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_18/step_158.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:38c32c9c6e8ec819ddd941cd85b4b92e12436bf826f603398442d3ff5f274517
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_18/step_159.pt b/CIFAR2_32_bs1024_ckpts/md_18/step_159.pt
new file mode 100644
index 0000000000000000000000000000000000000000..0403735e108515895e3715799e0fd9e9e3549e59
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_18/step_159.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a794d6bd06beaee09825d2462edbd47fcb4f059b1f24a5036454b91219acfb98
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_18/step_160.pt b/CIFAR2_32_bs1024_ckpts/md_18/step_160.pt
new file mode 100644
index 0000000000000000000000000000000000000000..cfda11cf4d2a96659ebe66787b38e5894b45d96e
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_18/step_160.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d88ec90da070a57bcc3b6586d057a2adb12a120e4a98e4ad837341d6744a57f2
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_18/step_161.pt b/CIFAR2_32_bs1024_ckpts/md_18/step_161.pt
new file mode 100644
index 0000000000000000000000000000000000000000..90c4664a7b6d7817a5ef006bd08f1f5bfc370d10
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_18/step_161.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:381457cecd83059135e96f4ed369376a29981eed01e654dd08f9f7a765b078a1
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_18/step_162.pt b/CIFAR2_32_bs1024_ckpts/md_18/step_162.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1256c9e0a91a0cb59431932d7b668d2ad7416810
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_18/step_162.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5cfeb69f1dff4a81b1b34f4a7d83993fbe177a8533bdc10d13e9d23275aeac8c
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_18/step_163.pt b/CIFAR2_32_bs1024_ckpts/md_18/step_163.pt
new file mode 100644
index 0000000000000000000000000000000000000000..17a976d396c5886ffbc96e38c896cda208fe407f
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_18/step_163.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:759d72a8f56b3cd492a18d149071b2eff7ce739336f2bb6d19a6b9c121318bff
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_18/step_164.pt b/CIFAR2_32_bs1024_ckpts/md_18/step_164.pt
new file mode 100644
index 0000000000000000000000000000000000000000..baeecf94f6d3f7cad6a970e3029d18bdae79b09f
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_18/step_164.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bec3ed21d5f1b22f4427f127989f034279f910021afc6623f40d07dbead3d119
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_18/step_165.pt b/CIFAR2_32_bs1024_ckpts/md_18/step_165.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3a114cc66447f2ad3b0abf3f2440fece3bed3f75
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_18/step_165.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:788978277032dc3a8eeeef2e86d03dc3ba442b456ffc0a409f3b0d1460698cfd
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_18/step_167.pt b/CIFAR2_32_bs1024_ckpts/md_18/step_167.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4bd009d8255e98a7c3febea91eba4030bd4acff0
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_18/step_167.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:760fc75c8ad5dba77b7dcaf1abae5cca34c904c5d6fdce5310fc107e0a3e326e
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_2/step_11.pt b/CIFAR2_32_bs1024_ckpts/md_2/step_11.pt
new file mode 100644
index 0000000000000000000000000000000000000000..21ca77ed2561f028093c5dd1f3677026deec3128
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_2/step_11.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:59a79056e97cd8c8f8ebcc6633c0b197a81738928269dc808705add65d84d4b5
+size 9126211
diff --git a/CIFAR2_32_bs1024_ckpts/md_2/step_12.pt b/CIFAR2_32_bs1024_ckpts/md_2/step_12.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3038ebd44104e5daafa32b378da2ea19d06f49b8
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_2/step_12.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:97dd0b233fa8de2b43313854d46177da6e327b6a772e0f5e6cb169f4557e9cf6
+size 9126211
diff --git a/CIFAR2_32_bs1024_ckpts/md_2/step_13.pt b/CIFAR2_32_bs1024_ckpts/md_2/step_13.pt
new file mode 100644
index 0000000000000000000000000000000000000000..0f9596fefe42926a9233b20d3e32a23f83edbec9
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_2/step_13.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ed75a96ac88ea6660ad7ae425e9f78490396a9c4ae3285be1621b1f3fa70b7f6
+size 9126211
diff --git a/CIFAR2_32_bs1024_ckpts/md_2/step_14.pt b/CIFAR2_32_bs1024_ckpts/md_2/step_14.pt
new file mode 100644
index 0000000000000000000000000000000000000000..0462817eeceef57246fee2ba92e792319782fa24
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_2/step_14.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8740fbfdf83ce265b6339fb7cd9d7dc4e2d87e39ccb73374669509ef6fca0899
+size 9126211
diff --git a/CIFAR2_32_bs1024_ckpts/md_2/step_15.pt b/CIFAR2_32_bs1024_ckpts/md_2/step_15.pt
new file mode 100644
index 0000000000000000000000000000000000000000..9d61157dde5c571e97d75e6e5a1951d276243e9b
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_2/step_15.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a7de4a0df2f312af0301138709f679da1f5023bf4e6ff87f74d0e4ff8ab7c384
+size 9126211
diff --git a/CIFAR2_32_bs1024_ckpts/md_2/step_17.pt b/CIFAR2_32_bs1024_ckpts/md_2/step_17.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ca33bedda04714e619c3d59bb280c4df0cc5f0ab
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_2/step_17.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e0260670d7b06ffe44ed92b5580d529d6e09d49aafcf16823be4c9ff33fa6a19
+size 9126211
diff --git a/CIFAR2_32_bs1024_ckpts/md_2/step_18.pt b/CIFAR2_32_bs1024_ckpts/md_2/step_18.pt
new file mode 100644
index 0000000000000000000000000000000000000000..12966ef30b49a80184b61432ab80b43f37670f35
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_2/step_18.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:af3b0a7aae236721a707e65ea749eeeb563c32f7acab53d19aaf9115e862b051
+size 9126211
diff --git a/CIFAR2_32_bs1024_ckpts/md_2/step_19.pt b/CIFAR2_32_bs1024_ckpts/md_2/step_19.pt
new file mode 100644
index 0000000000000000000000000000000000000000..86b7cd1d914cc59e41c5bffd685d1390b126a04f
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_2/step_19.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:49cf6cb72b2d1bb1230c11f8511637e496c327e3faaea12691ab1623221d1e21
+size 9126211
diff --git a/CIFAR2_32_bs1024_ckpts/md_2/step_20.pt b/CIFAR2_32_bs1024_ckpts/md_2/step_20.pt
new file mode 100644
index 0000000000000000000000000000000000000000..0a8611fc2ad197de3d0485efd2cf2458db775b75
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_2/step_20.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3fa8c37f8a9eab7d1b39c19ffcd285561d3dcd43601f4ef6d71e049019f443ec
+size 9126211
diff --git a/CIFAR2_32_bs1024_ckpts/md_2/step_22.pt b/CIFAR2_32_bs1024_ckpts/md_2/step_22.pt
new file mode 100644
index 0000000000000000000000000000000000000000..d9e3b2a77745d4edc8eba125243d849287c282c4
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_2/step_22.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7e9da4cff827e9447871e32b56981785ee329a124b43f30db00650f7c631741e
+size 9126211
diff --git a/CIFAR2_32_bs1024_ckpts/md_2/step_23.pt b/CIFAR2_32_bs1024_ckpts/md_2/step_23.pt
new file mode 100644
index 0000000000000000000000000000000000000000..83bf9e3a06bdbd0ca734df938e9c1190d1fa8f9a
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_2/step_23.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3709113489eb839e7d5f8b4f06218516a7c95af88469f20b091d788b6a24dcf4
+size 9126211
diff --git a/CIFAR2_32_bs1024_ckpts/md_2/step_26.pt b/CIFAR2_32_bs1024_ckpts/md_2/step_26.pt
new file mode 100644
index 0000000000000000000000000000000000000000..acec36ed1bfb2038560019cd868eef1d0e91a204
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_2/step_26.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:eea8dc7019410d310aa5289f38ddb53f8b90e9f9c53a52d2d98810ba6c3d544d
+size 9126211
diff --git a/CIFAR2_32_bs1024_ckpts/md_2/step_8.pt b/CIFAR2_32_bs1024_ckpts/md_2/step_8.pt
new file mode 100644
index 0000000000000000000000000000000000000000..dc275445aa60de392e905e742160c4cf3091dacd
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_2/step_8.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fd32923bbee450a426fb13fddbd8b0c0aa6eb43ac4303c9560f08e504359e800
+size 9123982
diff --git a/CIFAR2_32_bs1024_ckpts/md_5/step_111.pt b/CIFAR2_32_bs1024_ckpts/md_5/step_111.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b108ff44b769eed3b93059fedaa08d9a36e7d4ce
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_5/step_111.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e9f73d4c8b48d26473ccaa489fdc05cf19f5b10cb56bae045d1543676b6accd8
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_5/step_113.pt b/CIFAR2_32_bs1024_ckpts/md_5/step_113.pt
new file mode 100644
index 0000000000000000000000000000000000000000..286c58b84099d4528901c277488a4f228910dcc1
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_5/step_113.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c00e9d838dc938d759756f39b94ff03e14d38b690303b3432fd1f118b8b24f47
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_5/step_119.pt b/CIFAR2_32_bs1024_ckpts/md_5/step_119.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4a870cc630b4f29af61446154238ec01e561d200
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_5/step_119.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f56039b6627531b099201aac5f63a8e1143ac071a422650ab379ab77e8ee319b
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_5/step_99.pt b/CIFAR2_32_bs1024_ckpts/md_5/step_99.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ec9624160779eb0bc12c83480b57cb11d8b737ef
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_5/step_99.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5d4b43f0c0de62a3026cb38dd2b68eefe7cdb0e7d553d8a75708f9b6c44c54ff
+size 9126211
diff --git a/CIFAR2_32_bs256_ckpts/md_19/step_900.pt b/CIFAR2_32_bs256_ckpts/md_19/step_900.pt
new file mode 100644
index 0000000000000000000000000000000000000000..562c4d0ef38843b1990ab652e864b21f3dc6ed1c
--- /dev/null
+++ b/CIFAR2_32_bs256_ckpts/md_19/step_900.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f3a6dbdb384b9539a71d008e94f9f8ae0ae8f7e4e1f48487132aa9374a660a16
+size 9126712
diff --git a/CIFAR2_32_bs256_ckpts/md_19/step_906.pt b/CIFAR2_32_bs256_ckpts/md_19/step_906.pt
new file mode 100644
index 0000000000000000000000000000000000000000..2cfa101201b797afff306d030e6a330b71464ad3
--- /dev/null
+++ b/CIFAR2_32_bs256_ckpts/md_19/step_906.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7e4a147176cdd139f454d731b7c4df93d62cf981bfdde24a06bafceb60d724c3
+size 9126712
diff --git a/CIFAR2_32_bs256_ckpts/md_19/step_909.pt b/CIFAR2_32_bs256_ckpts/md_19/step_909.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4ff0003774660321ed6b75f7ed171eceadaf87fa
--- /dev/null
+++ b/CIFAR2_32_bs256_ckpts/md_19/step_909.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:132eb147b68bfc7ed35cf876d37e0da2f320925ce3484afed64237bd7b877b0e
+size 9126712
diff --git a/CIFAR2_32_bs256_ckpts/md_19/step_913.pt b/CIFAR2_32_bs256_ckpts/md_19/step_913.pt
new file mode 100644
index 0000000000000000000000000000000000000000..be0b32a5713e8033070533581c037e2ae0676c95
--- /dev/null
+++ b/CIFAR2_32_bs256_ckpts/md_19/step_913.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:63197a1a3e095c1bf980260b5928af0c6fc608c14a550b8a35347d61b73e752d
+size 9126712
diff --git a/CIFAR2_32_bs256_ckpts/md_19/step_914.pt b/CIFAR2_32_bs256_ckpts/md_19/step_914.pt
new file mode 100644
index 0000000000000000000000000000000000000000..5af01e7a738016d535830adde750a48c438bf1ec
--- /dev/null
+++ b/CIFAR2_32_bs256_ckpts/md_19/step_914.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f1bca0f3a0961c6d2e192d22478108852a97c0c9c6840d55e927a4c746ba25f8
+size 9126712
diff --git a/CIFAR2_32_bs256_ckpts/md_19/step_916.pt b/CIFAR2_32_bs256_ckpts/md_19/step_916.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b21d0e4b2bdae75ec257d5092594ba150812e914
--- /dev/null
+++ b/CIFAR2_32_bs256_ckpts/md_19/step_916.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2ab1a049e92a00361c4d059acc99f4f5cf621feb99bfb5e366bb6d8b9835faaa
+size 9126712
diff --git a/CIFAR2_32_bs256_ckpts/md_19/step_917.pt b/CIFAR2_32_bs256_ckpts/md_19/step_917.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6f169c9dce29f9dd9577157b30057661a08b3439
--- /dev/null
+++ b/CIFAR2_32_bs256_ckpts/md_19/step_917.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:20b8ed79b7b8d98ad0ca8bec94efa1b636f24b6ff620b9af0fb1d9eca33e5dce
+size 9126712
diff --git a/CIFAR2_32_bs256_ckpts/md_19/step_918.pt b/CIFAR2_32_bs256_ckpts/md_19/step_918.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a413a0d4b468fb29d58c3084c41911e7807ef932
--- /dev/null
+++ b/CIFAR2_32_bs256_ckpts/md_19/step_918.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c71e3e381e8d2e11dc58652722f271a5443c59f2933aa1e03e11cdfd5460d16b
+size 9126712
diff --git a/CIFAR2_32_bs256_ckpts/md_19/step_919.pt b/CIFAR2_32_bs256_ckpts/md_19/step_919.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b6f0e1c1005128e652f03036a82a91da883d9962
--- /dev/null
+++ b/CIFAR2_32_bs256_ckpts/md_19/step_919.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fb1932d92ed3fa2fc6f7c8b9be9167ff65dc786072ba712b6e390c3bc4e1d283
+size 9126712
diff --git a/CIFAR2_32_bs256_ckpts/md_19/step_921.pt b/CIFAR2_32_bs256_ckpts/md_19/step_921.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3b94f11fdf92e3a6f1effc1ec1403c1c292241a5
--- /dev/null
+++ b/CIFAR2_32_bs256_ckpts/md_19/step_921.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:52f3e72b22dc454992deddbf4ac3bd58fba3eb82e4109e6d18540135483c63f7
+size 9126712
diff --git a/CIFAR2_32_bs256_ckpts/md_19/step_922.pt b/CIFAR2_32_bs256_ckpts/md_19/step_922.pt
new file mode 100644
index 0000000000000000000000000000000000000000..5a087df88548286f739c1e6d8c18da687626c547
--- /dev/null
+++ b/CIFAR2_32_bs256_ckpts/md_19/step_922.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ee1a6a0cb50f43abf0fac37ed476ba98d7eaaa763c5136116bf91cde41ab9138
+size 9126712
diff --git a/CIFAR2_32_bs256_ckpts/md_19/step_923.pt b/CIFAR2_32_bs256_ckpts/md_19/step_923.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8264d82c0b2d41449babe39ec8c28a0f1aa304f0
--- /dev/null
+++ b/CIFAR2_32_bs256_ckpts/md_19/step_923.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:695ab016dacce1856091356ed53b43468f31615ce8057724c15624e652a915fa
+size 9126712
diff --git a/CIFAR2_32_bs256_ckpts/md_19/step_924.pt b/CIFAR2_32_bs256_ckpts/md_19/step_924.pt
new file mode 100644
index 0000000000000000000000000000000000000000..966908315288f61c0a32cee949e678ba753a8df8
--- /dev/null
+++ b/CIFAR2_32_bs256_ckpts/md_19/step_924.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:64f9163dddbea9b4895235539b4787079544f95336dfc91438390ae8b9fe3322
+size 9126712
diff --git a/CIFAR2_32_bs256_ckpts/md_19/step_925.pt b/CIFAR2_32_bs256_ckpts/md_19/step_925.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a7488b109e43fd9c67631db978d6a25fe3968723
--- /dev/null
+++ b/CIFAR2_32_bs256_ckpts/md_19/step_925.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fe0f8252bc39bec710a0b96a20681824d4f2c77b58820fed09732ce76d58d84c
+size 9126712
diff --git a/CIFAR2_32_bs256_ckpts/md_19/step_926.pt b/CIFAR2_32_bs256_ckpts/md_19/step_926.pt
new file mode 100644
index 0000000000000000000000000000000000000000..70151f9fab379064723c870268907cbf2a7d2be2
--- /dev/null
+++ b/CIFAR2_32_bs256_ckpts/md_19/step_926.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bcf7d677bcf4e4be0c02e51a2bfc3f5319c7ae37b3388cff5f28865cd3520ec1
+size 9126712
diff --git a/CIFAR2_32_bs256_ckpts/md_19/step_927.pt b/CIFAR2_32_bs256_ckpts/md_19/step_927.pt
new file mode 100644
index 0000000000000000000000000000000000000000..404f0a5cd82ed957fcdaeacb31d2aff4ba37aacc
--- /dev/null
+++ b/CIFAR2_32_bs256_ckpts/md_19/step_927.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e9ad83d7904b9d85ae5686892cbf47a7bd2e5b3cb83f39a1b45930d08be886da
+size 9126712
diff --git a/CIFAR2_32_bs256_ckpts/md_19/step_929.pt b/CIFAR2_32_bs256_ckpts/md_19/step_929.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4d5585045b78dca8ea798f8c2979e4d0cba43666
--- /dev/null
+++ b/CIFAR2_32_bs256_ckpts/md_19/step_929.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:85e3cdc2c66b604a00d1c838d53d72618efa1b0e22d0c07ea6bf1f4eca835fad
+size 9126712
diff --git a/CIFAR2_32_bs256_ckpts/md_19/step_930.pt b/CIFAR2_32_bs256_ckpts/md_19/step_930.pt
new file mode 100644
index 0000000000000000000000000000000000000000..0935192a40d72914be4ce220fc0bf70bb5590d40
--- /dev/null
+++ b/CIFAR2_32_bs256_ckpts/md_19/step_930.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b0a1d5eaf0617121131f308611e5ddc8ed1941284110814fb837c19e558d835f
+size 9126712
diff --git a/CIFAR2_32_bs256_ckpts/md_19/step_931.pt b/CIFAR2_32_bs256_ckpts/md_19/step_931.pt
new file mode 100644
index 0000000000000000000000000000000000000000..68c3493da299974f9c0eddecdf77f9a1c049c079
--- /dev/null
+++ b/CIFAR2_32_bs256_ckpts/md_19/step_931.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8c06de255bb4f9267d760f91eb57307d187c23b3f6755bacaf0042202c360e7d
+size 9126712
diff --git a/CIFAR2_32_bs256_ckpts/md_19/step_932.pt b/CIFAR2_32_bs256_ckpts/md_19/step_932.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6378c6949d5d5178b02cc55fd09d94915ed34b29
--- /dev/null
+++ b/CIFAR2_32_bs256_ckpts/md_19/step_932.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1411d10c625074f9f597357840e590a8d57e4e001c65354b8d6d0d63abdfb68f
+size 9126712
diff --git a/CIFAR2_32_bs256_ckpts/md_19/step_933.pt b/CIFAR2_32_bs256_ckpts/md_19/step_933.pt
new file mode 100644
index 0000000000000000000000000000000000000000..2aa6d80823d568728d5830b8870700281a4246b1
--- /dev/null
+++ b/CIFAR2_32_bs256_ckpts/md_19/step_933.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4c693d06b814fd4fd6d43a8fdcfaa34831eabc8e5297934eeaad89a6ac0150f3
+size 9126712
diff --git a/CIFAR2_32_bs256_ckpts/md_19/step_934.pt b/CIFAR2_32_bs256_ckpts/md_19/step_934.pt
new file mode 100644
index 0000000000000000000000000000000000000000..052f2180270672fb842a11ab08f8153fb361e430
--- /dev/null
+++ b/CIFAR2_32_bs256_ckpts/md_19/step_934.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8ccd4c65f4692fcb67bc5b51ce70384c40bbd8d96489751d06ea366131aa0c92
+size 9126712
diff --git a/CIFAR2_32_bs256_ckpts/md_19/step_935.pt b/CIFAR2_32_bs256_ckpts/md_19/step_935.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4b8832b1922b9c7c4541fcb824b1f917cd4bca42
--- /dev/null
+++ b/CIFAR2_32_bs256_ckpts/md_19/step_935.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:75948b0c146f803b3fd5334e7b9b3fb213e8357cf641e17bc284f72157e061b5
+size 9126712
diff --git a/CIFAR2_32_bs256_ckpts/md_19/step_936.pt b/CIFAR2_32_bs256_ckpts/md_19/step_936.pt
new file mode 100644
index 0000000000000000000000000000000000000000..db98619fcd1d0101d848b5b91744fa181926db1f
--- /dev/null
+++ b/CIFAR2_32_bs256_ckpts/md_19/step_936.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e211d34429be957e8d9b05b990868b080b56a9330f76dec9bd2d5d566dd33418
+size 9126712
diff --git a/CIFAR2_32_bs256_ckpts/md_19/step_937.pt b/CIFAR2_32_bs256_ckpts/md_19/step_937.pt
new file mode 100644
index 0000000000000000000000000000000000000000..5c98d7ba4331e4680b62e7666bc335f1d4a0f909
--- /dev/null
+++ b/CIFAR2_32_bs256_ckpts/md_19/step_937.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:eee51255a39cf487918a56953e75f3689d47dada2035314f4a1cb75526bcf1d1
+size 9126712
diff --git a/CIFAR2_32_bs256_ckpts/md_19/step_938.pt b/CIFAR2_32_bs256_ckpts/md_19/step_938.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f425f5c9efcdbf60f19a484f1cc6319db4947715
--- /dev/null
+++ b/CIFAR2_32_bs256_ckpts/md_19/step_938.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e24d21c5d23b9408b5960e363cd8dc5b90ccbd575b584c222fd10f07735172a7
+size 9126712
diff --git a/CIFAR2_32_bs256_ckpts/md_19/step_939.pt b/CIFAR2_32_bs256_ckpts/md_19/step_939.pt
new file mode 100644
index 0000000000000000000000000000000000000000..73ee727e65b8fbfa8a9f8e946636a651d8a5d1e6
--- /dev/null
+++ b/CIFAR2_32_bs256_ckpts/md_19/step_939.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f1c1d27b05b281603f855f95e33f844b9113c444637074ec89e7c8584c828408
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_0/step_166.pt b/CIFAR2_32_bs512_ckpts/md_0/step_166.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f0eb691ac2bb4b65c636494381c981061639db4d
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_0/step_166.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:33c16050adb76fa768821977e90e5edaf8b679405cad853963bae9e70332cf46
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_0/step_171.pt b/CIFAR2_32_bs512_ckpts/md_0/step_171.pt
new file mode 100644
index 0000000000000000000000000000000000000000..daca515c9ffd41cd2b0406632c49a048e683dbc9
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_0/step_171.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:75ceeefba635256f5b153167b1f84a28bf438f289a315194db3243b028ae4b4a
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_0/step_172.pt b/CIFAR2_32_bs512_ckpts/md_0/step_172.pt
new file mode 100644
index 0000000000000000000000000000000000000000..0ea8d465c4b68336b00bba3964d93ea1a7ffcd0b
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_0/step_172.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1cf25a193e90b10fda93141cbb4eeb5525dbad14b3b27eed2bf8c7abf7a696b8
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_0/step_173.pt b/CIFAR2_32_bs512_ckpts/md_0/step_173.pt
new file mode 100644
index 0000000000000000000000000000000000000000..fd5ec23744c4373e3fa89b5c10fe2970239c6550
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_0/step_173.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b885594cf3e97d6f47d268b79ffcde66cc92a7c216d90da26a3a17c94c0b0e98
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_0/step_174.pt b/CIFAR2_32_bs512_ckpts/md_0/step_174.pt
new file mode 100644
index 0000000000000000000000000000000000000000..57e2689b8c896c8ebaff2825c97c27363d4a3201
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_0/step_174.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0bd99a065c278d288c4ed9bf79d25a84dc771d9f843f1217e68089d0f0f20ea1
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_0/step_175.pt b/CIFAR2_32_bs512_ckpts/md_0/step_175.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a2f4bfec353514a585ac2eef6e73298e384d9d86
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_0/step_175.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3cfdbcd452f7afe6458071cea805a94da27394dcafa9ade2614dadfd782e9f64
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_0/step_176.pt b/CIFAR2_32_bs512_ckpts/md_0/step_176.pt
new file mode 100644
index 0000000000000000000000000000000000000000..105993a853161db1c882710065c40436f2454a28
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_0/step_176.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c997f5cea44fb9b3f7651b8400c67b79719685b2e653fb3338e795245564f11c
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_0/step_178.pt b/CIFAR2_32_bs512_ckpts/md_0/step_178.pt
new file mode 100644
index 0000000000000000000000000000000000000000..26daad98b4b096d21be968aad470f1b6d38fdecc
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_0/step_178.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3d950755ff779d9fcbd66c3181e9e73e439859aa5d07dab20b390dca40560ebc
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_0/step_179.pt b/CIFAR2_32_bs512_ckpts/md_0/step_179.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6846ebf6d3e9678c5c1ada6916aa6aed561cc88e
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_0/step_179.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:69d1f6d77d23849fea52818b2e78f75a742aa0330b33504f19d299b2d8f57d9e
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_0/step_188.pt b/CIFAR2_32_bs512_ckpts/md_0/step_188.pt
new file mode 100644
index 0000000000000000000000000000000000000000..2505f05db51c5e1ffe0fed58207f42c89cc829f0
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_0/step_188.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1845014890a542339fb314448a37d2229657ea41b342fc442f8f8ad63768e41a
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_0/step_190.pt b/CIFAR2_32_bs512_ckpts/md_0/step_190.pt
new file mode 100644
index 0000000000000000000000000000000000000000..bee5a3c3c34916096f4ab074cf497f3f065f863c
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_0/step_190.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ff750fccb400558ebcb47b3c02e6131b247b3da8b6be484fda7e9f06097aa48a
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_0/step_191.pt b/CIFAR2_32_bs512_ckpts/md_0/step_191.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8d099c63af5a23d8b8ee8686a68c633de8c4e170
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_0/step_191.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7199d80210902830b64be41953e66eb3dbda0193bea427f64cc00a1a3f86806f
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_0/step_192.pt b/CIFAR2_32_bs512_ckpts/md_0/step_192.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4195f3f3a64ff6ecc54ad572e45ef57980117b58
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_0/step_192.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:515906793bcd5b54868b6115b8a0880349bc817fb29a601a0aeb64a00a553ba4
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_0/step_193.pt b/CIFAR2_32_bs512_ckpts/md_0/step_193.pt
new file mode 100644
index 0000000000000000000000000000000000000000..77eeb60595e928bc199b74985332b314ba3951b7
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_0/step_193.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a3619bf3b62eafdab32453098bcbff63b554a42d689367e1be113a52ed7d71d9
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_0/step_194.pt b/CIFAR2_32_bs512_ckpts/md_0/step_194.pt
new file mode 100644
index 0000000000000000000000000000000000000000..7852a0fac9fe5218f45c40d0a45c549b83ab94cd
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_0/step_194.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dc2aa2ad98f37e5bc7f7dcbc136ef7be62b983b793f57d01699d694ab4ba84c0
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_0/step_196.pt b/CIFAR2_32_bs512_ckpts/md_0/step_196.pt
new file mode 100644
index 0000000000000000000000000000000000000000..84e3a96aebc4924494f7c1fff7fbdadc9fbac0bd
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_0/step_196.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0923d8140748500dcdacc2f5dc619e3a737f010773025b4341b71b104c5e8bf4
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_2/step_101.pt b/CIFAR2_32_bs512_ckpts/md_2/step_101.pt
new file mode 100644
index 0000000000000000000000000000000000000000..10b59e0643d6f3e2000433809aee040be9eee584
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_2/step_101.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a73f6c1b64f69c92a6ebaea4df76157b8bda87ab4f9254de7156a289831f3dfe
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_2/step_102.pt b/CIFAR2_32_bs512_ckpts/md_2/step_102.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ae536c80a48381c00d20f8b80b687b223ac1358a
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_2/step_102.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:08890b34f202f1347617b64d305d1e12e2285fabfceec27db4543057997a4550
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_2/step_104.pt b/CIFAR2_32_bs512_ckpts/md_2/step_104.pt
new file mode 100644
index 0000000000000000000000000000000000000000..021eb3bcb9a6d7ab014355507c972655d7e8fd79
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_2/step_104.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:80466b2ab492d142aad7b22e0e4dea9fa1a16edaf79b0760c43c2c39c63470bd
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_2/step_105.pt b/CIFAR2_32_bs512_ckpts/md_2/step_105.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4a83d9794a5276093f2b86f7491fc3367cb91e42
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_2/step_105.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5fcdd4e6c7bf9425af0b2f115a23c0e31c71512e8946da0ec1e3c5fac7ef6f52
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_2/step_106.pt b/CIFAR2_32_bs512_ckpts/md_2/step_106.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a80fe85f29c94772675957df8f60918957f25c56
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_2/step_106.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a94fee05bf04f4c2eb81af0c467ccffec4db7261d62124807afeef3ef056795f
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_2/step_107.pt b/CIFAR2_32_bs512_ckpts/md_2/step_107.pt
new file mode 100644
index 0000000000000000000000000000000000000000..5722a20ca820c6bc8ce71949b507f12db6efe5e9
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_2/step_107.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:91b6f70e0dfe6d0406d6990e76249609987335677bb37803cd63618c266a50a1
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_2/step_108.pt b/CIFAR2_32_bs512_ckpts/md_2/step_108.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a83ce4d6e671cb4d7214a2dea4891fe9813d7034
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_2/step_108.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:46eb9f148c0a9e4bfb75e1fe89822b4e9b3a2d99e19271912967309061b5930a
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_2/step_110.pt b/CIFAR2_32_bs512_ckpts/md_2/step_110.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3e2ddfa405f2dcbc5b6b076c2d7dca0481cd9ab1
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_2/step_110.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b3f3bd6941f26f0c40d499f39c0df8aa04361190f1cda9eac975e3c865327c6a
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_2/step_111.pt b/CIFAR2_32_bs512_ckpts/md_2/step_111.pt
new file mode 100644
index 0000000000000000000000000000000000000000..68a5985773f896a718635c32dc10bda66e7e004c
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_2/step_111.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4f20e64640744fb2129bb430303d950de80558709f7e607ba553f095e72776f6
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_2/step_112.pt b/CIFAR2_32_bs512_ckpts/md_2/step_112.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6fa48703d62781929d859dc0f0009da3146549ba
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_2/step_112.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:58fa24d0686a7cf013dd97a755786d15cfd7b3d3e497bf230830fe554f280e34
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_2/step_113.pt b/CIFAR2_32_bs512_ckpts/md_2/step_113.pt
new file mode 100644
index 0000000000000000000000000000000000000000..adf4e1456079d05db03c66ad9f458ca86fdfd0e7
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_2/step_113.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1bd0fbbebfba592c8cac6f80af9acf816ccc3767a8c7383f7a5decd3ae1276f9
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_2/step_114.pt b/CIFAR2_32_bs512_ckpts/md_2/step_114.pt
new file mode 100644
index 0000000000000000000000000000000000000000..9c689206e84665d9a11df3c69790cb6bf12ae179
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_2/step_114.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6627773c88878a235a944ea814868bccacc35d4f7eebab8c0939858c51d92e24
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_2/step_115.pt b/CIFAR2_32_bs512_ckpts/md_2/step_115.pt
new file mode 100644
index 0000000000000000000000000000000000000000..57845ae0ea8657e85073b212de9b8ddaeafdec99
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_2/step_115.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:78d0d9ee369cb298b7f850547852a1b8222e40e4ee735fbc434a0c86614f0ee8
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_2/step_116.pt b/CIFAR2_32_bs512_ckpts/md_2/step_116.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ab2430b47bef2b7332eccaab596cdc287f6002b4
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_2/step_116.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a73be211ddcc5846a3b22184a0edb6cc0183f18235b9b939dbef64e3a5f259ba
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_2/step_118.pt b/CIFAR2_32_bs512_ckpts/md_2/step_118.pt
new file mode 100644
index 0000000000000000000000000000000000000000..fd5b962f460d2f77c554a7051ef2b7f35c128710
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_2/step_118.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fd26ed51666028fa26d6d625e187fa4888abd2680c837ad0c9a51cbb6b5d5274
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_2/step_119.pt b/CIFAR2_32_bs512_ckpts/md_2/step_119.pt
new file mode 100644
index 0000000000000000000000000000000000000000..d172e33c76a35112d480e3994bec7b051d0e77ba
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_2/step_119.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:40352b034a078876c1ebef2890d0fc9d979177b41a7173e10174494817b4315a
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_2/step_120.pt b/CIFAR2_32_bs512_ckpts/md_2/step_120.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6095c93ccacaa829de79a4c2fd5feed29ba859d8
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_2/step_120.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:28027bf0784c2a2fd3f2392bb43a99c1093a042c616fe00ca5498b04c8c2c2e5
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_2/step_121.pt b/CIFAR2_32_bs512_ckpts/md_2/step_121.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ee2c4852a78395791c25eb9b2bce679282dc7727
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_2/step_121.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:134d9b9c0a3c8eb8b97ce4c5155ebfca95847177d64f6581d9c1843acf6a8b89
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_2/step_125.pt b/CIFAR2_32_bs512_ckpts/md_2/step_125.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e1e327ad4e9cdb3987e3b162939021b8c3d148c0
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_2/step_125.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:17e3db1bd21f913e333b5092eec19ba12e8ccffdce942585b056ecabcd2ce310
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_2/step_126.pt b/CIFAR2_32_bs512_ckpts/md_2/step_126.pt
new file mode 100644
index 0000000000000000000000000000000000000000..38e16370c6c40acb2b3e1f328df6a9e3daeb0c35
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_2/step_126.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:606d932ae79d0b3a8ed953518975b75a3a00f1670a16d53b78dcd5b5e73c1958
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_2/step_129.pt b/CIFAR2_32_bs512_ckpts/md_2/step_129.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8565607118fd120bc17991162b9f64c88e70180e
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_2/step_129.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f34957d025c55cda70479e84bbe19e59a397da3700065e01f3c6c53e472ea50c
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_2/step_148.pt b/CIFAR2_32_bs512_ckpts/md_2/step_148.pt
new file mode 100644
index 0000000000000000000000000000000000000000..85a95bc3a44f528cf6c93cc84bccdfa1e77adabe
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_2/step_148.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:82fca2209ab9329875ac5ea7a6d2040e543fdb000b02adfc0e22ae5560605474
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_2/step_152.pt b/CIFAR2_32_bs512_ckpts/md_2/step_152.pt
new file mode 100644
index 0000000000000000000000000000000000000000..bf8c9beed5b4681cbaf81df819b64fd82ec35d7a
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_2/step_152.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:21e9a58c3113f6854545da5fb0dc683a0d0c1f49b85dac047202185ce38bf0e0
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_2/step_163.pt b/CIFAR2_32_bs512_ckpts/md_2/step_163.pt
new file mode 100644
index 0000000000000000000000000000000000000000..97daba36ff49a7878ff2e8af655936b40ea6b280
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_2/step_163.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3aa8ba5a1361c9de84a3b00e9db08c4ad6c570ef759ff8fa84a72e63e1938a35
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_2/step_165.pt b/CIFAR2_32_bs512_ckpts/md_2/step_165.pt
new file mode 100644
index 0000000000000000000000000000000000000000..cf0d91fbcffdc17bd7cc5e74abcfb222f178e7e3
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_2/step_165.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4f4503021c9d36129c771480f258e0bb812e3f307d186b9467954d19c7862e0f
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_2/step_167.pt b/CIFAR2_32_bs512_ckpts/md_2/step_167.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8283d433afd8f3bb8af550c81caff6fac7b8e9b4
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_2/step_167.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:72f81a147a6146d9eae1604519f90fe6478768d6f0cdff2b478d70db8c93cfe5
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_2/step_98.pt b/CIFAR2_32_bs512_ckpts/md_2/step_98.pt
new file mode 100644
index 0000000000000000000000000000000000000000..113e7e711e08b9c55e9c524de16a403fa54d2f51
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_2/step_98.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ef7fdbc2e5651d146713bd66c9819c9bad8ccf2b5ff96dc9136bd9743ba71433
+size 9126211
diff --git a/CIFAR2_32_bs512_ckpts/md_9/step_186.pt b/CIFAR2_32_bs512_ckpts/md_9/step_186.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e9d85f7c146c1a593843740d579672cc55a5d916
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_9/step_186.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c04eb2ecb95e8b56611b6293de9512767ea5cfd362036892cd8c63df94fbfb00
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_9/step_191.pt b/CIFAR2_32_bs512_ckpts/md_9/step_191.pt
new file mode 100644
index 0000000000000000000000000000000000000000..7591181efa6ca73ac25a28436dbdd9c23da829e5
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_9/step_191.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f106d093717154906a480049251a853132b02edf32dc8afb8117cebc208a7576
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_9/step_195.pt b/CIFAR2_32_bs512_ckpts/md_9/step_195.pt
new file mode 100644
index 0000000000000000000000000000000000000000..529093900eef576e8d8732c0b7a0234dc9930fb8
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_9/step_195.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:369a59f25b50874b1b26417facb0d2e946f8f9998b3a8d176b6ce5e2254654be
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_9/step_196.pt b/CIFAR2_32_bs512_ckpts/md_9/step_196.pt
new file mode 100644
index 0000000000000000000000000000000000000000..0060253230c1c10ee51a71e4b60a136c7d157eed
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_9/step_196.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:10425f9564785bb7f23cdba8db2c3f440c023eb5ccac05dec15463ccfd87ee84
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_9/step_197.pt b/CIFAR2_32_bs512_ckpts/md_9/step_197.pt
new file mode 100644
index 0000000000000000000000000000000000000000..884f475fe99d0ec93c7ed3d799b45d5d595a888d
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_9/step_197.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:40f6b8a2959dddd7587995ad7dd671b8627bd4505c7a5f19990562307ea55969
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_9/step_199.pt b/CIFAR2_32_bs512_ckpts/md_9/step_199.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e8f0c018ca50f067e3f7456983700727a5370b9f
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_9/step_199.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d949430b2bd0f23e46e585008429517e0c113344b7a30132eb9055c0613626f4
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_9/step_200.pt b/CIFAR2_32_bs512_ckpts/md_9/step_200.pt
new file mode 100644
index 0000000000000000000000000000000000000000..2d8121deaf8d1d7fcfb3523f287f4b9983d2050a
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_9/step_200.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3cce657de5e17009dc3263b7b45020e6c531a1ca3855f120e0d1cd4cb39e6b1b
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_9/step_201.pt b/CIFAR2_32_bs512_ckpts/md_9/step_201.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ae6f4818e39c8ddbf053c4dd74f39e0bfe959ac0
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_9/step_201.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:137e6e1b48a4b59baf804b81a2241c6f44b4846964d19fcafd2e99a0a8b0785a
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_9/step_202.pt b/CIFAR2_32_bs512_ckpts/md_9/step_202.pt
new file mode 100644
index 0000000000000000000000000000000000000000..bb7f6816f7fbbd6deacf78bde6324776c9f440df
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_9/step_202.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2d94f1e88001bc144e11a64eb97812caea930b80e7c08e9346b3398cfcd64b14
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_9/step_204.pt b/CIFAR2_32_bs512_ckpts/md_9/step_204.pt
new file mode 100644
index 0000000000000000000000000000000000000000..9b9381fd0f9212644bc80179240ba0c6d88971cc
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_9/step_204.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:052495c3d441cd683512139d4b2f3792469a590cac009ec9ae2a1db61239cdd5
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_9/step_209.pt b/CIFAR2_32_bs512_ckpts/md_9/step_209.pt
new file mode 100644
index 0000000000000000000000000000000000000000..92d7c13af7a0afda4cba7eb86cd741e870f94749
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_9/step_209.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:af930439ed70b96606c84fe669498dde8fa13b4ffe2aa39af83fac87d52c9ee9
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_9/step_212.pt b/CIFAR2_32_bs512_ckpts/md_9/step_212.pt
new file mode 100644
index 0000000000000000000000000000000000000000..5e64332b365d736dc487d58a82261bdf4d6501f7
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_9/step_212.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:19a6059f9b6ac651e00001522ed19b452615b515ae80a505bc87dc7658b79686
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_9/step_213.pt b/CIFAR2_32_bs512_ckpts/md_9/step_213.pt
new file mode 100644
index 0000000000000000000000000000000000000000..d93c36598d0f88133ec04909c0533a870217ea53
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_9/step_213.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3eeab85924d807be37b273cfae2251c0658640335bcc6680bc776857ed9f76ba
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_9/step_215.pt b/CIFAR2_32_bs512_ckpts/md_9/step_215.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e2ee0b3689141ed327338ddcab6deec923ae206f
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_9/step_215.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d25c3f31b59a1631c0c6e9f5ff7c988814593fe46e3ee70f8b9f64ac567103ff
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_9/step_217.pt b/CIFAR2_32_bs512_ckpts/md_9/step_217.pt
new file mode 100644
index 0000000000000000000000000000000000000000..07fc395321fd5af83e6e5a0e6c64c1d116cb0f8b
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_9/step_217.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bcefdf791010774d15460a66bdd1df916d51a92181b3f320f0e9d9650a99e32b
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_9/step_221.pt b/CIFAR2_32_bs512_ckpts/md_9/step_221.pt
new file mode 100644
index 0000000000000000000000000000000000000000..df4be575f1e29c26185218ce276c400a481afe1d
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_9/step_221.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:babaf931867cdd193737be81ffa764f6ebe4fd7d2970fd4c968f9eee7a6d5500
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_9/step_222.pt b/CIFAR2_32_bs512_ckpts/md_9/step_222.pt
new file mode 100644
index 0000000000000000000000000000000000000000..676921d89bea6357e8df942f06ea093bc6ff4bb2
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_9/step_222.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dcd280097a3535604a0408f8ed52fe9925bfcf1a87c1baed1fcee4b356af9d07
+size 9126712
diff --git a/CIFAR2_32_bs64_ckpts/md_2/step_277.pt b/CIFAR2_32_bs64_ckpts/md_2/step_277.pt
new file mode 100644
index 0000000000000000000000000000000000000000..89eccf5e010123d9c0e6b5e0e91ebd05b9771e6f
--- /dev/null
+++ b/CIFAR2_32_bs64_ckpts/md_2/step_277.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ca3ec45bff179840190b709c439b57e58804b6bbbe93ab3d8fcd12dae4ffb82c
+size 9126712
diff --git a/CIFAR2_32_bs64_ckpts/md_2/step_278.pt b/CIFAR2_32_bs64_ckpts/md_2/step_278.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3881c19d56c03b4c2adf4a2c80430553fb0aa7dc
--- /dev/null
+++ b/CIFAR2_32_bs64_ckpts/md_2/step_278.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a2e64879f78fcd9c2b493a18229330f44a05cc4ed0ad850be1956bf2bb82b1d1
+size 9126712
diff --git a/CIFAR2_32_bs64_ckpts/md_2/step_279.pt b/CIFAR2_32_bs64_ckpts/md_2/step_279.pt
new file mode 100644
index 0000000000000000000000000000000000000000..d7079f8ef146a951266a075f85df03fbc531480b
--- /dev/null
+++ b/CIFAR2_32_bs64_ckpts/md_2/step_279.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7ad323e196f12b64268905def2a9252442330284e0173ba15070f36627ab0bae
+size 9126712
diff --git a/CIFAR2_32_bs64_ckpts/md_2/step_280.pt b/CIFAR2_32_bs64_ckpts/md_2/step_280.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b95cc061f4b7fecf553fd011d65b211757a2fcfa
--- /dev/null
+++ b/CIFAR2_32_bs64_ckpts/md_2/step_280.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0204438700a45c50a9def494b58062769ab205799e454d06ccf7049b2dc87ed5
+size 9126712