diff --git a/CIFAR2_32_bs1024_ckpts/md_1/step_154.pt b/CIFAR2_32_bs1024_ckpts/md_1/step_154.pt
new file mode 100644
index 0000000000000000000000000000000000000000..42e261dce352103ea8fa7812e7f551b8d1dabed2
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_1/step_154.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5f7bf0d244c187293f015431ea3bf8afae84627ec73055ceb98b271a33881fdb
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_1/step_156.pt b/CIFAR2_32_bs1024_ckpts/md_1/step_156.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b0fe7c10dd45ccffac61cd475b2c34623de13827
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_1/step_156.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:da237a29918d2db2203d0b24294b690e2b62986aa8ac590817ea39937f9d876b
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_1/step_163.pt b/CIFAR2_32_bs1024_ckpts/md_1/step_163.pt
new file mode 100644
index 0000000000000000000000000000000000000000..26662b931faa89b87a2da4503af2521426233dac
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_1/step_163.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:001e14cfbdd09d0090010a1cacfa1a63d2df20131b4af06145d07f220e0f4e89
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_1/step_164.pt b/CIFAR2_32_bs1024_ckpts/md_1/step_164.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4afa8564799b7386d7769c72828d28430e3ea6da
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_1/step_164.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ea32159b844abe283840668e06d818201ad058b1ab4f7d223697a32f73fcd5f6
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_1/step_166.pt b/CIFAR2_32_bs1024_ckpts/md_1/step_166.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c4ede6a0372e4d0e476d65296da08bbc06e94e81
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_1/step_166.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:727f3942b6165a706c8516898c117321fe863e86601fe0c34546566606d05689
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_1/step_167.pt b/CIFAR2_32_bs1024_ckpts/md_1/step_167.pt
new file mode 100644
index 0000000000000000000000000000000000000000..7abe7cba32c96c4be32159b26a1fa16c4a588ed6
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_1/step_167.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0312ffe9c5e5dbbb7f669bdde249687b1fa19a15b67f8e8da053d265a514812f
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_1/step_53.pt b/CIFAR2_32_bs1024_ckpts/md_1/step_53.pt
new file mode 100644
index 0000000000000000000000000000000000000000..07aaa66ee683425eabf089463ed160487ecda11b
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_1/step_53.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8016857313f2499c759af79e21d431cf304b7817dc8d4b154ae32b4edec2cc14
+size 9126211
diff --git a/CIFAR2_32_bs1024_ckpts/md_1/step_56.pt b/CIFAR2_32_bs1024_ckpts/md_1/step_56.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ae285559c306b94828d32846dcc33cb80aca4b28
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_1/step_56.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:93d14822329af8fbadb3a086a24995e99f84c3f359490b7106241b70de2e7d80
+size 9126211
diff --git a/CIFAR2_32_bs1024_ckpts/md_1/step_57.pt b/CIFAR2_32_bs1024_ckpts/md_1/step_57.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4eddd81ab890f8c1ac8580ec518d8f5a24e3e10c
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_1/step_57.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f68b996eec3e7d431751ab740afb93956db4e9d5e058e5ec825668e4c4729f3a
+size 9126211
diff --git a/CIFAR2_32_bs1024_ckpts/md_1/step_58.pt b/CIFAR2_32_bs1024_ckpts/md_1/step_58.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e42992acf9f86085b4cfa52fe16a410b483c9aba
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_1/step_58.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2fc98d1457af30aa3bcddc2a2de01024711c730e4abe732abe336f8ebbb460a7
+size 9126211
diff --git a/CIFAR2_32_bs1024_ckpts/md_1/step_59.pt b/CIFAR2_32_bs1024_ckpts/md_1/step_59.pt
new file mode 100644
index 0000000000000000000000000000000000000000..df27af3d9481ad623ccc164312a054200d8ad41b
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_1/step_59.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d17557f9acfc1893e17d0dccdc68bfad71b5fac6fce052dd90850d79b6709b66
+size 9126211
diff --git a/CIFAR2_32_bs1024_ckpts/md_10/step_10.pt b/CIFAR2_32_bs1024_ckpts/md_10/step_10.pt
new file mode 100644
index 0000000000000000000000000000000000000000..36c8e8c6062ac166e242e76f8300c54cf93811b9
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_10/step_10.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7d555517ba640c1de78821ea6e155ae1229b6024f96c16f613c1fc1227a3e042
+size 9126211
diff --git a/CIFAR2_32_bs1024_ckpts/md_10/step_12.pt b/CIFAR2_32_bs1024_ckpts/md_10/step_12.pt
new file mode 100644
index 0000000000000000000000000000000000000000..62e4b11bb37aaf8f2c37d6e0b935d43356983792
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_10/step_12.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fc9682893a93d7f587357a95d2bc29214d1565cabc1a95167908347c2feb76d1
+size 9126211
diff --git a/CIFAR2_32_bs1024_ckpts/md_10/step_15.pt b/CIFAR2_32_bs1024_ckpts/md_10/step_15.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a477390540aa5d4b0d8b735bffd72d3aedda0da0
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_10/step_15.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:654642d50edddf237175f29d3736b8d2e69c0b0b0ba5ebed04a46e4fc8799b0e
+size 9126211
diff --git a/CIFAR2_32_bs1024_ckpts/md_10/step_22.pt b/CIFAR2_32_bs1024_ckpts/md_10/step_22.pt
new file mode 100644
index 0000000000000000000000000000000000000000..9a6df0e998adf18466e8f0309b07a7b2d756e937
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_10/step_22.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c550d07ab555be27e7a55031b566296b030c947499402e46fdb3115a8a8e9739
+size 9126211
diff --git a/CIFAR2_32_bs1024_ckpts/md_10/step_5.pt b/CIFAR2_32_bs1024_ckpts/md_10/step_5.pt
new file mode 100644
index 0000000000000000000000000000000000000000..86cc1fb1a3c014738c0b0d69e983c420d142e18c
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_10/step_5.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7fd2ba69f6e0d9f9333558abe0b1bf6476dda6cb4c82cdf95783e8fdc13d090c
+size 9123982
diff --git a/CIFAR2_32_bs1024_ckpts/md_12/step_142.pt b/CIFAR2_32_bs1024_ckpts/md_12/step_142.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b4bc3b2c93a824841dc4fe9b1abef1a4cf708080
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_12/step_142.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:665c978579434cea7b2ed62ec0aebca34a68cbb522a0bc4adf9260d8e9e0dcb5
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_17/step_214.pt b/CIFAR2_32_bs1024_ckpts/md_17/step_214.pt
new file mode 100644
index 0000000000000000000000000000000000000000..95729eb8d7f7f5b66e575ebd57d7aab6e46911f8
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_17/step_214.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1ed3459e088efe21acc59dd7f5db3bae51126c60afbc218170fdb170f0881d04
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_17/step_218.pt b/CIFAR2_32_bs1024_ckpts/md_17/step_218.pt
new file mode 100644
index 0000000000000000000000000000000000000000..293f4d433b617150019fd6d7e147f10a40b463f7
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_17/step_218.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:96c2de436876a126f6fdb7c6f2ab632e6ac9cf166995eab27d72cad994df6266
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_17/step_219.pt b/CIFAR2_32_bs1024_ckpts/md_17/step_219.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b746e2e214fd1edf09be89c4f349ac0786807806
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_17/step_219.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1907d8c4b37cd0d6f98bd28d8d420dd01a32e7f8855e15a28adeca3624dc0a99
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_17/step_220.pt b/CIFAR2_32_bs1024_ckpts/md_17/step_220.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1413793b19aa656b7e52036af51861aea4b075d8
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_17/step_220.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b95891aa0ae5b63d5f92f1b741bc935d8d9ea6162e85e3451fa682b6eb44046d
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_5/step_41.pt b/CIFAR2_32_bs1024_ckpts/md_5/step_41.pt
new file mode 100644
index 0000000000000000000000000000000000000000..17b630bd9d66825116f2d12676f1f537c69b24b0
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_5/step_41.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1b96ca2da22c695d563b371d6f2ec8ad1f247a5c79962289ba3565c0a192d7c0
+size 9126211
diff --git a/CIFAR2_32_bs1024_ckpts/md_5/step_45.pt b/CIFAR2_32_bs1024_ckpts/md_5/step_45.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8d19fad64c87b98423bf072233093f2bbd411764
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_5/step_45.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ba9c01fe54a81312428f724dc9a49d5cd63a7b57bb9208c223a2462209f6f48e
+size 9126211
diff --git a/CIFAR2_32_bs1024_ckpts/md_5/step_46.pt b/CIFAR2_32_bs1024_ckpts/md_5/step_46.pt
new file mode 100644
index 0000000000000000000000000000000000000000..085b5f021dbca06244181fa2b2acc4d31bb10eb7
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_5/step_46.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6938b06028795126dc93c399b1100dd4a569baf097870674668bc38f3299a030
+size 9126211
diff --git a/CIFAR2_32_bs1024_ckpts/md_5/step_48.pt b/CIFAR2_32_bs1024_ckpts/md_5/step_48.pt
new file mode 100644
index 0000000000000000000000000000000000000000..15be7b4623b0bc9ba2b53edb024d505a7598b7fe
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_5/step_48.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3785ed00d57a46487f66f45930e0c0ca4fb8a2dc62f6739af0816e6f3bba7a8e
+size 9126211
diff --git a/CIFAR2_32_bs1024_ckpts/md_5/step_49.pt b/CIFAR2_32_bs1024_ckpts/md_5/step_49.pt
new file mode 100644
index 0000000000000000000000000000000000000000..40f8349dc6f162a03c2d11a57433a9307373eeeb
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_5/step_49.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:35c4c98d9dee2b54ba99d3b09e0232ddacc6599b19b7dcca2ad0b6e86f610fcf
+size 9126211
diff --git a/CIFAR2_32_bs1024_ckpts/md_5/step_50.pt b/CIFAR2_32_bs1024_ckpts/md_5/step_50.pt
new file mode 100644
index 0000000000000000000000000000000000000000..37e6e3b1661b1544f28762864be5c2b8de672b78
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_5/step_50.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:782c69f57c69f62e43badc03d40fe5c860cc6d20a9e7ce3a1c6073cb019601ca
+size 9126211
diff --git a/CIFAR2_32_bs1024_ckpts/md_5/step_51.pt b/CIFAR2_32_bs1024_ckpts/md_5/step_51.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1aaf8620c9bd4f600e64c4d3d93512d98c7c7d97
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_5/step_51.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:80d85e35bb9b613f8481b8c0d0788a60301e130ad4e9f9740217de8b53f5c8e6
+size 9126211
diff --git a/CIFAR2_32_bs1024_ckpts/md_5/step_52.pt b/CIFAR2_32_bs1024_ckpts/md_5/step_52.pt
new file mode 100644
index 0000000000000000000000000000000000000000..38c07ab7e51fc66a9ed5aa0e1a68d4ce77f99d54
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_5/step_52.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4b1ddfc047052b324145767acc764989b4696c278b3a1f9d50eba5d57ef988f5
+size 9126211
diff --git a/CIFAR2_32_bs1024_ckpts/md_5/step_53.pt b/CIFAR2_32_bs1024_ckpts/md_5/step_53.pt
new file mode 100644
index 0000000000000000000000000000000000000000..99c900fbf459eac936b1673d69fe6add95e0e228
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_5/step_53.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ebe8b0432d27f56dbff9a501a48c55e119d33b8746e61f1327d6ab641b7e5d46
+size 9126211
diff --git a/CIFAR2_32_bs1024_ckpts/md_5/step_54.pt b/CIFAR2_32_bs1024_ckpts/md_5/step_54.pt
new file mode 100644
index 0000000000000000000000000000000000000000..04ad5fe442c7a2fc494eee1cf13fa0e05d5fc7f7
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_5/step_54.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9028ea6f794c31ac638cb5a0e09bcc8cab70ea78319a8f8351b14c35917791fd
+size 9126211
diff --git a/CIFAR2_32_bs1024_ckpts/md_5/step_55.pt b/CIFAR2_32_bs1024_ckpts/md_5/step_55.pt
new file mode 100644
index 0000000000000000000000000000000000000000..dae449f3a8385afdef31d7fc042aa3998581d1f0
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_5/step_55.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:161f40fc42ef9fb25f33c9298100a2df5fe5157dfd096f6a181e5f78b4b85248
+size 9126211
diff --git a/CIFAR2_32_bs1024_ckpts/md_5/step_57.pt b/CIFAR2_32_bs1024_ckpts/md_5/step_57.pt
new file mode 100644
index 0000000000000000000000000000000000000000..481fa94d0ad68a6b151c0744e19858fcd572262f
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_5/step_57.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c305c437abc11acdf4a7a513f59317f9bea5d2a486724c155aaf76fd6240724c
+size 9126211
diff --git a/CIFAR2_32_bs1024_ckpts/md_5/step_58.pt b/CIFAR2_32_bs1024_ckpts/md_5/step_58.pt
new file mode 100644
index 0000000000000000000000000000000000000000..55d08107259017499ea2fc44cc7db4eb8deb1aac
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_5/step_58.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:64921d3bd70ab5da9549413dd5fffc70168744b0959fe00f22e61472dff4b9b7
+size 9126211
diff --git a/CIFAR2_32_bs1024_ckpts/md_5/step_59.pt b/CIFAR2_32_bs1024_ckpts/md_5/step_59.pt
new file mode 100644
index 0000000000000000000000000000000000000000..2c16179912572432bf20d3946b6dc24ebebd8eaf
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_5/step_59.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c65258ea5507ad0c1e1f7da0ea973f17d848904e6a6b9c1e0d551648ce456d35
+size 9126211
diff --git a/CIFAR2_32_bs1024_ckpts/md_5/step_60.pt b/CIFAR2_32_bs1024_ckpts/md_5/step_60.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6dee7f64f030279ce2e7fd7d99173610286d2393
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_5/step_60.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a62482a8ddd411803ff412e5483e9b027d1841fe92469c2064554e7fb2e778a3
+size 9126211
diff --git a/CIFAR2_32_bs1024_ckpts/md_5/step_61.pt b/CIFAR2_32_bs1024_ckpts/md_5/step_61.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8f808a7a8d44cccb4943584b30117d84d6181d1e
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_5/step_61.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d6c4fade8cbe7497099562ebe784b0e81cb34211d9169f7252035dd06f1e25da
+size 9126211
diff --git a/CIFAR2_32_bs1024_ckpts/md_5/step_62.pt b/CIFAR2_32_bs1024_ckpts/md_5/step_62.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a5ef0a3aabbe66150698da57a5b13fdeb292b5c3
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_5/step_62.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b09685e2f66804cc97b1a256f22b270255878287fd0144c1a1f9cd26ecf30948
+size 9126211
diff --git a/CIFAR2_32_bs1024_ckpts/md_5/step_63.pt b/CIFAR2_32_bs1024_ckpts/md_5/step_63.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e45ccd12fdbc212d534a63e60db3104985177a8b
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_5/step_63.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c36e0e543e64dac0670c48f1e57f0f5a801c6b7723e81100e3278387e938d496
+size 9126211
diff --git a/CIFAR2_32_bs1024_ckpts/md_5/step_65.pt b/CIFAR2_32_bs1024_ckpts/md_5/step_65.pt
new file mode 100644
index 0000000000000000000000000000000000000000..69566f9b4c62f923f8369b8cadecf5c9a664a9a1
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_5/step_65.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:df1da5192ab6ccae0639bbd7e3145bf732a51cec6c12e18ef71b605ccd410ad4
+size 9126211
diff --git a/CIFAR2_32_bs1024_ckpts/md_5/step_77.pt b/CIFAR2_32_bs1024_ckpts/md_5/step_77.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ff883b0a13f48be63cd900f56944532e9cc9f103
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_5/step_77.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:332d8090e8510671d7a27314e1fa49282c9f0b084223ba5e2dea58596d22c540
+size 9126211
diff --git a/CIFAR2_32_bs1024_ckpts/md_8/step_144.pt b/CIFAR2_32_bs1024_ckpts/md_8/step_144.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c2b558a7899c0c7b96eaa77fb7492112870fcba2
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_8/step_144.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:55da3f75947e8a238c8c6d4979e6d07d03e325c3c0af9c0e91e01327a7ad0dd8
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_8/step_146.pt b/CIFAR2_32_bs1024_ckpts/md_8/step_146.pt
new file mode 100644
index 0000000000000000000000000000000000000000..5ed6d27923c44218777131c0281d3c2412a7e004
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_8/step_146.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:55322ad79bf474d9f0947816fbf55d2888474fd946f7bfb08e380810d8b32532
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_8/step_147.pt b/CIFAR2_32_bs1024_ckpts/md_8/step_147.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c475ce2b45e74375f784b5e0cc766443cc28043f
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_8/step_147.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b337575f29b129c1eda23f3ff470512befe4281e153be7d77f0a845211da44e2
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_8/step_149.pt b/CIFAR2_32_bs1024_ckpts/md_8/step_149.pt
new file mode 100644
index 0000000000000000000000000000000000000000..eb8bd460dbc10987baa75821c61e3da3b189ee03
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_8/step_149.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:38355173775df9b5b46a0f0760b9b4eefd3112291f24b193a048c321ac78aea9
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_8/step_150.pt b/CIFAR2_32_bs1024_ckpts/md_8/step_150.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ffeba62a52a598eea00959aee6649eff7191aee3
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_8/step_150.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:11edeb3bc815932cae57ce95a0285af52a3a6c5df69fd13406f4f5056e6d4ebb
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_8/step_151.pt b/CIFAR2_32_bs1024_ckpts/md_8/step_151.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8f9301a01ba065e861e72f81b13e3f59ed8bc5f0
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_8/step_151.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c8b39c1b765bd5bf83c959c3807b30d97ffeb14f7cddbbfbcac1004eb3b152b6
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_8/step_152.pt b/CIFAR2_32_bs1024_ckpts/md_8/step_152.pt
new file mode 100644
index 0000000000000000000000000000000000000000..aa82aa2e5c234eaa3d460bd7b8ab03f06ceb150a
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_8/step_152.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dc899bc1aef566231e834d544a17be80bdedc7ebcf6ba3425dc2ae8c50e02e8c
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_8/step_153.pt b/CIFAR2_32_bs1024_ckpts/md_8/step_153.pt
new file mode 100644
index 0000000000000000000000000000000000000000..2846cd748ee61e4dd78c41dfbe4fb1771ded3c43
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_8/step_153.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:94cb6a4afb84d2a2768ad73558d9b6783a70e362025316743a3c37d23ddb82e9
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_8/step_154.pt b/CIFAR2_32_bs1024_ckpts/md_8/step_154.pt
new file mode 100644
index 0000000000000000000000000000000000000000..44a4b3f6e4810af770b3378a20ae49dd8540ce8b
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_8/step_154.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9936730011fe7c1098b37fed276f05bbb52f92b1899bb4391d7ccd6236f8091c
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_8/step_155.pt b/CIFAR2_32_bs1024_ckpts/md_8/step_155.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6749aea56c5beb22fbaab4328ed7a671480f235c
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_8/step_155.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7fa15b599097efdab5cb9203f8b994fd87ffcea2afc4255955f339b74f3180f8
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_8/step_156.pt b/CIFAR2_32_bs1024_ckpts/md_8/step_156.pt
new file mode 100644
index 0000000000000000000000000000000000000000..adcd9a99b05792fa7dca781f3728d065e12d4c0a
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_8/step_156.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1f4d92c10c7d6185d951fdbbea633b35f80b47776135a93adebc0937791ab157
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_8/step_158.pt b/CIFAR2_32_bs1024_ckpts/md_8/step_158.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8a424fe42a0ca28618f090cfa43b60e792dc4c39
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_8/step_158.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:505a0d19b34386fb64921c60dbe26acd93d390eb55ed9fcc9e7e65e111427a72
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_8/step_159.pt b/CIFAR2_32_bs1024_ckpts/md_8/step_159.pt
new file mode 100644
index 0000000000000000000000000000000000000000..0581f84db41ab2e54cd54855eda7c9b99db9867b
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_8/step_159.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ce029103f04fb7ee828b9bab6083310f133ab27e3b9758058dc5dad2fd7d9a14
+size 9126712
diff --git a/CIFAR2_32_bs1024_ckpts/md_8/step_162.pt b/CIFAR2_32_bs1024_ckpts/md_8/step_162.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f4dd621b480558ce15ef154066a9aae0db3d0a83
--- /dev/null
+++ b/CIFAR2_32_bs1024_ckpts/md_8/step_162.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:64f9a89af01e093dc39a1089c5b99864f15880c1edaa1fe52359c599e646e150
+size 9126712
diff --git a/CIFAR2_32_bs256_ckpts/md_19/step_390.pt b/CIFAR2_32_bs256_ckpts/md_19/step_390.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c299459a83f66718662b886359f7222cdd71cadc
--- /dev/null
+++ b/CIFAR2_32_bs256_ckpts/md_19/step_390.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:641bee0300a08d3ea56fee17d1a6947143abed1b3c29d68e2c7c12a90b4ae7af
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_0/step_12.pt b/CIFAR2_32_bs512_ckpts/md_0/step_12.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c45d34d6c5017db0f58129c233e908804ce60514
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_0/step_12.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ddcc4fd491b3883afdfdfd07ddce8fd9e4cc3ad3003cbe3192677bb8106bebf6
+size 9126211
diff --git a/CIFAR2_32_bs512_ckpts/md_0/step_13.pt b/CIFAR2_32_bs512_ckpts/md_0/step_13.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a3aea204e71d78f1918063ee0cd29406580269a4
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_0/step_13.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:88ce295239e55946cfb48ce2c97ecd4c098c6405568f90efd29c963e20a2b6ed
+size 9126211
diff --git a/CIFAR2_32_bs512_ckpts/md_0/step_14.pt b/CIFAR2_32_bs512_ckpts/md_0/step_14.pt
new file mode 100644
index 0000000000000000000000000000000000000000..73b18d1ae036206ed5811165d7a24ad304fe4fca
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_0/step_14.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c80612b948fde770f120938a39288771c8ae1dbbe17f142a99119dab7bda4979
+size 9126211
diff --git a/CIFAR2_32_bs512_ckpts/md_0/step_15.pt b/CIFAR2_32_bs512_ckpts/md_0/step_15.pt
new file mode 100644
index 0000000000000000000000000000000000000000..d7d57709800c09f3ff067db271301e97e2da2613
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_0/step_15.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:94ac6e48f9de0bdf61306664ab150e8091547e4a31581f4af7c0c466f6663d6f
+size 9126211
diff --git a/CIFAR2_32_bs512_ckpts/md_0/step_19.pt b/CIFAR2_32_bs512_ckpts/md_0/step_19.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f8090742532c94f27f1b2a56e19397f4b9868cae
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_0/step_19.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:89af780404cde1841d9fa323932ce2f88d960f13c00866b5ef248830b9f7cbff
+size 9126211
diff --git a/CIFAR2_32_bs512_ckpts/md_0/step_21.pt b/CIFAR2_32_bs512_ckpts/md_0/step_21.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b83ed70aa9f4c400b61e5ac91d50bfc76427a5d1
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_0/step_21.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:845dc8d91fba929b12080db5a8ed5f820aaf6bc0856a69b2f2668dcb18fc929b
+size 9126211
diff --git a/CIFAR2_32_bs512_ckpts/md_0/step_24.pt b/CIFAR2_32_bs512_ckpts/md_0/step_24.pt
new file mode 100644
index 0000000000000000000000000000000000000000..d7f64e10b84225314e19dee5bd7e4c6cabd6f199
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_0/step_24.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bf3953aa50e5c98cd03ed1f70c8f54139f036cf82e5382025acbfdcf7734b715
+size 9126211
diff --git a/CIFAR2_32_bs512_ckpts/md_0/step_5.pt b/CIFAR2_32_bs512_ckpts/md_0/step_5.pt
new file mode 100644
index 0000000000000000000000000000000000000000..13aef5293a33d405b79ee9e335b0da767a2073c6
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_0/step_5.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0b8ba1ee5e3a1c646d5eef98f7d39e3ea9b50d1ba0c61a937a11dc6e19d8ec9a
+size 9123982
diff --git a/CIFAR2_32_bs512_ckpts/md_3/step_100.pt b/CIFAR2_32_bs512_ckpts/md_3/step_100.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1eba22623ea0117aed80f683b03026315ec76d8f
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_3/step_100.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9d98fe64475a1f6e58f4f5fe3327076c50fe11f2c8035b7f4b4da257dc3af1ae
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_3/step_101.pt b/CIFAR2_32_bs512_ckpts/md_3/step_101.pt
new file mode 100644
index 0000000000000000000000000000000000000000..29020fe6a5fc649990b79259fb5da38c7833a0b1
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_3/step_101.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:65c290d0c9942256b4fc0cbbf46b6949542c6535e237d0653a7321086ccaef12
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_3/step_102.pt b/CIFAR2_32_bs512_ckpts/md_3/step_102.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ca3faab146533932aeb0b346f502aee402c96cc4
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_3/step_102.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b6dcadbe97d49724d03981df8eb18d0084bc4983421bdebe4654ccb3cda762ae
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_3/step_103.pt b/CIFAR2_32_bs512_ckpts/md_3/step_103.pt
new file mode 100644
index 0000000000000000000000000000000000000000..58bfef5a1563c97f93e8e15eea05bd9486be5b78
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_3/step_103.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5ca1649cb3c58fe169676106607d1d740fb0dba0840d95e1eab574841ea68c49
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_3/step_104.pt b/CIFAR2_32_bs512_ckpts/md_3/step_104.pt
new file mode 100644
index 0000000000000000000000000000000000000000..36fe76170fbeb92f235f3529477f5bd2d88a5fca
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_3/step_104.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:20e8e78cf0444d93055d02da0a8f9360fc9866de4c2cf0952cc750ea2c64afb9
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_3/step_105.pt b/CIFAR2_32_bs512_ckpts/md_3/step_105.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4d010ced65a8f129f7312fee656817395fb3c094
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_3/step_105.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:98dc634ec9eb33c63ccd15ee1966e18d67dafcf594dad6dd3803020689216bdf
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_3/step_107.pt b/CIFAR2_32_bs512_ckpts/md_3/step_107.pt
new file mode 100644
index 0000000000000000000000000000000000000000..0a4215419e5d30875553ff6b466357af394e8a83
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_3/step_107.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5500dbb6cda285354906f761330291603eaa42ede45d5b131699c4f2c6296a41
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_3/step_108.pt b/CIFAR2_32_bs512_ckpts/md_3/step_108.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6ce78107d2e360a6cf0f4ac2040507049478ba69
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_3/step_108.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1f9ce3c1161fe76fa1a2380edc8c3139e0023e7486537fb450f14a54c7d4c409
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_3/step_109.pt b/CIFAR2_32_bs512_ckpts/md_3/step_109.pt
new file mode 100644
index 0000000000000000000000000000000000000000..2d9ddd38134eac642dd2de353cc82d10340fb8b9
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_3/step_109.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6e2d68523490027febcb4f4e24e70e2e98e940fdfcda946f610fa17d95e6e590
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_3/step_112.pt b/CIFAR2_32_bs512_ckpts/md_3/step_112.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f74a18fa4bf56a0d5ac9d89ad5909823caf2d99b
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_3/step_112.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:533cc4d0eb6a666572e924c369cd5e37dcfabadbac7ae77f20d855591490e52b
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_3/step_113.pt b/CIFAR2_32_bs512_ckpts/md_3/step_113.pt
new file mode 100644
index 0000000000000000000000000000000000000000..004eb281e2b4d1698edce0245c21e03998cdb8eb
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_3/step_113.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bb84419c89037876e7e9c44ff50373617c54ccd4d957c9d7d252c95d1f7d77fd
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_3/step_114.pt b/CIFAR2_32_bs512_ckpts/md_3/step_114.pt
new file mode 100644
index 0000000000000000000000000000000000000000..d54bc455a651e73cb99d067b7c89fae92f337f72
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_3/step_114.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5815d9b0c0d985d7db66b3039f8a5377c47726efba6f652dcc8658c6b3667abc
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_3/step_115.pt b/CIFAR2_32_bs512_ckpts/md_3/step_115.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3eb80e1d50f2c049cef97e7c802c7ea4ea3aa8db
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_3/step_115.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d0e6d2170a244f348bc0f88533756b4395628ccc2d32e63d9ea88a68bfaeffa8
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_3/step_116.pt b/CIFAR2_32_bs512_ckpts/md_3/step_116.pt
new file mode 100644
index 0000000000000000000000000000000000000000..d562e14b5844226b1e1466b02f5f1ffe6e1dfd67
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_3/step_116.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:be3c55c1fd53753acbd48b5d5fe514aa8e8b1933f1b1aaf5b82af75734ed2550
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_3/step_119.pt b/CIFAR2_32_bs512_ckpts/md_3/step_119.pt
new file mode 100644
index 0000000000000000000000000000000000000000..baad62c78bc152178c71f1288bfc376c382e37a0
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_3/step_119.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bea04ec309f073e7b570c943e40bafb5304dd7733129b6b4049201cc73f6cb0c
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_3/step_121.pt b/CIFAR2_32_bs512_ckpts/md_3/step_121.pt
new file mode 100644
index 0000000000000000000000000000000000000000..35ddecdc271157c42c8fea235787914a36ab6aac
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_3/step_121.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6c3a90f29eb266316c2920f0d6441e315ff3b7666673fd1ea542d8fd0928a0d5
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_3/step_89.pt b/CIFAR2_32_bs512_ckpts/md_3/step_89.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1e54d3b5a861c393498565e81e5723615c6526d4
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_3/step_89.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:37257d116f975c5b94015a45c0b9d7fb830fce876c25bfb547bc922e3c5d3761
+size 9126211
diff --git a/CIFAR2_32_bs512_ckpts/md_3/step_93.pt b/CIFAR2_32_bs512_ckpts/md_3/step_93.pt
new file mode 100644
index 0000000000000000000000000000000000000000..630ba6bc338565f5890131c55f1bffbd7ab02298
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_3/step_93.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:370301e20b40916f8d3af5ccadc4ccca2d739351f9adf47188587088b7d6cc8a
+size 9126211
diff --git a/CIFAR2_32_bs512_ckpts/md_3/step_95.pt b/CIFAR2_32_bs512_ckpts/md_3/step_95.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8cbf8be251523180afa5e1bb014c1aa326dee120
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_3/step_95.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2d263a3dfb140e3580c208a63bbe8de9594a9ecf3040e4f595b82c345a853018
+size 9126211
diff --git a/CIFAR2_32_bs512_ckpts/md_3/step_98.pt b/CIFAR2_32_bs512_ckpts/md_3/step_98.pt
new file mode 100644
index 0000000000000000000000000000000000000000..72600b31157422c9c72995a062e8cd52ab461bdd
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_3/step_98.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b559eea3e9dabc353bec7d1f41d2f71e5282cf86236c852481837c2cdd66109c
+size 9126211
diff --git a/CIFAR2_32_bs512_ckpts/md_3/step_99.pt b/CIFAR2_32_bs512_ckpts/md_3/step_99.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4fb88eb5e532819a40d8298f47881004a17102cd
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_3/step_99.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ef315fb94ac5c134a4f4f5bc1c95697542502b32dbebca4c269bceabe3081399
+size 9126211
diff --git a/CIFAR2_32_bs512_ckpts/md_5/step_13.pt b/CIFAR2_32_bs512_ckpts/md_5/step_13.pt
new file mode 100644
index 0000000000000000000000000000000000000000..fcfe4324548296ff496b61ef8c65013fe22c14de
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_5/step_13.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8b76f58ae12be9c861d218652d2245307e266176245611bb4075ec052c5d8507
+size 9126211
diff --git a/CIFAR2_32_bs512_ckpts/md_5/step_14.pt b/CIFAR2_32_bs512_ckpts/md_5/step_14.pt
new file mode 100644
index 0000000000000000000000000000000000000000..5a95a663360774fcbc01a1b1b0e080c64ed9e744
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_5/step_14.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2bd0bfc029a7c999fcdd919649d7928f7cf9188224048b1983276d619af1d6b5
+size 9126211
diff --git a/CIFAR2_32_bs512_ckpts/md_5/step_17.pt b/CIFAR2_32_bs512_ckpts/md_5/step_17.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3acf9eca02a1a2293b5344aac5244a0ba1425f06
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_5/step_17.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:624ac24cd31e44a5c1f3c1db6e679f8b288a4791bf95cca5fb81caccee7dc868
+size 9126211
diff --git a/CIFAR2_32_bs512_ckpts/md_5/step_19.pt b/CIFAR2_32_bs512_ckpts/md_5/step_19.pt
new file mode 100644
index 0000000000000000000000000000000000000000..7209ad97a547b451a73fb787e98eaf6d0112bea5
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_5/step_19.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:74f8f3ddb5dea2a0f99b25edaf7176a71939b96bdbc17bd546f7bc2c46976380
+size 9126211
diff --git a/CIFAR2_32_bs512_ckpts/md_5/step_21.pt b/CIFAR2_32_bs512_ckpts/md_5/step_21.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f30bd40661251c1f01716d54787a49837e84f882
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_5/step_21.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ab945f05f206a3aebf0a45c2079cc94dcd3ec22cd050a9b5fc40112b71ac6a4a
+size 9126211
diff --git a/CIFAR2_32_bs512_ckpts/md_5/step_22.pt b/CIFAR2_32_bs512_ckpts/md_5/step_22.pt
new file mode 100644
index 0000000000000000000000000000000000000000..90f1a6e50d5a8785c60c60f76b1b6803bf3e8c12
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_5/step_22.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b8eff06280d4a67790c9056b8b902e703209066b0509244a09ac6c400268bbc7
+size 9126211
diff --git a/CIFAR2_32_bs512_ckpts/md_5/step_23.pt b/CIFAR2_32_bs512_ckpts/md_5/step_23.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6e53bd847658168fca5b1b6c74ad07f46f0a330b
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_5/step_23.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d021ddaa165a97075423fb7dfb22cf0e003ee488e1048306539e84ea76150f6d
+size 9126211
diff --git a/CIFAR2_32_bs512_ckpts/md_5/step_24.pt b/CIFAR2_32_bs512_ckpts/md_5/step_24.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6bbbf942e673817720cd8c3d98b07cc14e45e1c5
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_5/step_24.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:96cad479d4564b18bf391445602a2c19cf50f1308a765aa8a8fd3bffe966439f
+size 9126211
diff --git a/CIFAR2_32_bs512_ckpts/md_5/step_25.pt b/CIFAR2_32_bs512_ckpts/md_5/step_25.pt
new file mode 100644
index 0000000000000000000000000000000000000000..5039d8bf516469688ff40fad16925eb0951ab8a9
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_5/step_25.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7689810139e3d0e054aa37f9af7b8d9cca9262e6788f535bf26d7a0c1db347e3
+size 9126211
diff --git a/CIFAR2_32_bs512_ckpts/md_5/step_26.pt b/CIFAR2_32_bs512_ckpts/md_5/step_26.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f3643298f35a26eb36d0a3fa2c51b767df76470f
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_5/step_26.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0b8a5f4dd387876002633284ac0a88f76f0051cfdb444fec339688d33c7dde98
+size 9126211
diff --git a/CIFAR2_32_bs512_ckpts/md_5/step_29.pt b/CIFAR2_32_bs512_ckpts/md_5/step_29.pt
new file mode 100644
index 0000000000000000000000000000000000000000..83729dcacd99f6935a9c01c012dd3729492b71b9
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_5/step_29.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2f0e353d06cda96b87ad3919a251945334b515aaf8fd9c119b53a380a86e12a7
+size 9126211
diff --git a/CIFAR2_32_bs512_ckpts/md_5/step_31.pt b/CIFAR2_32_bs512_ckpts/md_5/step_31.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8afc1e2f0324078e696ad4d021d9c376791915e8
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_5/step_31.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7b4117c25544f20e09fcefa5f0921e59408b7ad71249a0a9240797b2a7df4f18
+size 9126211
diff --git a/CIFAR2_32_bs512_ckpts/md_5/step_32.pt b/CIFAR2_32_bs512_ckpts/md_5/step_32.pt
new file mode 100644
index 0000000000000000000000000000000000000000..bcef3bf0c52e068544112c9f3c36574c08acd476
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_5/step_32.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3e99aa68ce00762a9fb6657331ed4f34d71e6d959ecdc1a2d5f0347cba7a31f8
+size 9126211
diff --git a/CIFAR2_32_bs512_ckpts/md_5/step_33.pt b/CIFAR2_32_bs512_ckpts/md_5/step_33.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e716a6fce976816dac75fe29196982ca9e5d0334
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_5/step_33.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f72ca06d605d7c68354e9c174894bddead14da3c0de5bb275cebf4416a826c9d
+size 9126211
diff --git a/CIFAR2_32_bs512_ckpts/md_5/step_34.pt b/CIFAR2_32_bs512_ckpts/md_5/step_34.pt
new file mode 100644
index 0000000000000000000000000000000000000000..82656a592d6138dbfd7c54d47e63f6f797d919a8
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_5/step_34.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b047c0bad803356943c9e6b9fb723ebbea7f51ceb14b7daf1f0f8b2974cf102c
+size 9126211
diff --git a/CIFAR2_32_bs512_ckpts/md_5/step_38.pt b/CIFAR2_32_bs512_ckpts/md_5/step_38.pt
new file mode 100644
index 0000000000000000000000000000000000000000..2da007b1197f7452b3f245aefd5ed3fe749c39a1
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_5/step_38.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b92e5886899ef1f0bccbd038fa71f4558128031aeefcb1dab5dc3c0fc85e136d
+size 9126211
diff --git a/CIFAR2_32_bs512_ckpts/md_6/step_372.pt b/CIFAR2_32_bs512_ckpts/md_6/step_372.pt
new file mode 100644
index 0000000000000000000000000000000000000000..2c5e834eee32c5f0f2b2dd78ed1b4bfdb64f2e6c
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_6/step_372.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d2f655110bae5a15218d9a4d8050fff9f3fc7e1b08651d7df18bdbbc63638468
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_6/step_377.pt b/CIFAR2_32_bs512_ckpts/md_6/step_377.pt
new file mode 100644
index 0000000000000000000000000000000000000000..18b7ee2d8347d48ddd6df6c07103c50a74f6065f
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_6/step_377.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4fcbccb47a6fd429216d70e1bdb1ad7ae90d2977a67415a346e64e9ad2aee6dd
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_6/step_381.pt b/CIFAR2_32_bs512_ckpts/md_6/step_381.pt
new file mode 100644
index 0000000000000000000000000000000000000000..79e1b015852da4ce140021c4156a95ce13dca2f4
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_6/step_381.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3fd253584c2e3b9e172355f18a183fd323207c44ef1c6e73d0df6d398748dda6
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_6/step_383.pt b/CIFAR2_32_bs512_ckpts/md_6/step_383.pt
new file mode 100644
index 0000000000000000000000000000000000000000..078acbb3393f15ff8c7746684237d1d2610d8af4
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_6/step_383.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dcf0da0e80cfe5876a6b50030206b78a67f7fda19abdfaa0b26bf6d89c0c5dea
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_6/step_384.pt b/CIFAR2_32_bs512_ckpts/md_6/step_384.pt
new file mode 100644
index 0000000000000000000000000000000000000000..da2a7b3f369f6af57a5a5b8f7bce642c3a675962
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_6/step_384.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f6ca736949198fd0c565bcdf038c1c80f00a85556ee525bd34da8df70e89a2a6
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_6/step_385.pt b/CIFAR2_32_bs512_ckpts/md_6/step_385.pt
new file mode 100644
index 0000000000000000000000000000000000000000..874cf27cbb5184161a297fe1e34741b1b742f330
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_6/step_385.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8bd9d0566678396de9fcf63e79ba236832357f26c6c3f28c5118d4dd668834fc
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_6/step_386.pt b/CIFAR2_32_bs512_ckpts/md_6/step_386.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a5703b65e4f328cf490a481f085fc59e7ffc3989
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_6/step_386.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b4bcce8b66cdf7902cfde6a6d9e54862dca02100efe498fa1b8140985c05e62b
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_6/step_387.pt b/CIFAR2_32_bs512_ckpts/md_6/step_387.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b356ab60652291f3bd8a628cc24e7bd5beaa704e
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_6/step_387.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:58b6f1f124cc4b213d08e8386454ad3df51bd825a18729c58e7057edae8fd409
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_6/step_388.pt b/CIFAR2_32_bs512_ckpts/md_6/step_388.pt
new file mode 100644
index 0000000000000000000000000000000000000000..99380bfe059c2210061effc4f3f7413645cb94e2
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_6/step_388.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:264bd45a958c4012d60f25708b8d6980a1f7f80c418a2a3317b8fda03418ee18
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_6/step_389.pt b/CIFAR2_32_bs512_ckpts/md_6/step_389.pt
new file mode 100644
index 0000000000000000000000000000000000000000..20674f890725a1f34040239abf9b84c66213ac35
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_6/step_389.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3a80cffa22752a2584712c75f9a6bc70fb2b006a702ac7faeb42461034d5e795
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_6/step_390.pt b/CIFAR2_32_bs512_ckpts/md_6/step_390.pt
new file mode 100644
index 0000000000000000000000000000000000000000..0509eb8674268351c07e20fdac0b96e03e86d482
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_6/step_390.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2c65cdf225959bf88fb0c5f2d881fc488cb7f689d4956384c66ffbe8c2dcc6af
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_6/step_391.pt b/CIFAR2_32_bs512_ckpts/md_6/step_391.pt
new file mode 100644
index 0000000000000000000000000000000000000000..0cc27563dad964a1f3b99bd5562694e722a24a78
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_6/step_391.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7f1ec6fc8a7ed98f33544344c57e70413969ba43c5e73a6104a20fd2ca50b78e
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_6/step_392.pt b/CIFAR2_32_bs512_ckpts/md_6/step_392.pt
new file mode 100644
index 0000000000000000000000000000000000000000..288539f39aa03b96bb5aa3a9aeee6639a29c55c1
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_6/step_392.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c11a5565631b45a6c84b0c86631df4486783bfd146ee5f1365108ddc63f60101
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_6/step_393.pt b/CIFAR2_32_bs512_ckpts/md_6/step_393.pt
new file mode 100644
index 0000000000000000000000000000000000000000..14712486ef56e60d66c442c503defc70ee12c674
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_6/step_393.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bcbd9552a43beb6bf736384717dd3857c7acf3aa33dcb718d73e34c8c67769d0
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_6/step_394.pt b/CIFAR2_32_bs512_ckpts/md_6/step_394.pt
new file mode 100644
index 0000000000000000000000000000000000000000..92c9da47a2354c87057f7f49cc9bbbef9bddb3a9
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_6/step_394.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:83443364751bc0c94da63b20fc0a1b8ccebe964f36cfe867903fdbd87a386f75
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_6/step_395.pt b/CIFAR2_32_bs512_ckpts/md_6/step_395.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b877617b9d96028dfc282f81df50f58065f7d4e8
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_6/step_395.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b6c5c28f137db222db740a6189582c340feb0c8eba67678dc5e85bbe200dbba3
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_6/step_396.pt b/CIFAR2_32_bs512_ckpts/md_6/step_396.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8c0c28c555e8965730e4412a5d7a0c46c52e138d
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_6/step_396.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1e2388d8be6645f9eded864513e390fde181ad32a14208defc1d0a65072d577f
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_6/step_397.pt b/CIFAR2_32_bs512_ckpts/md_6/step_397.pt
new file mode 100644
index 0000000000000000000000000000000000000000..2ca73d52f8c300de1f4a32305ac479df27d8b282
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_6/step_397.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0747c881ae49741d536c1c76c8db89cf1ca8dabec8fd60fe70670b565a943595
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_6/step_399.pt b/CIFAR2_32_bs512_ckpts/md_6/step_399.pt
new file mode 100644
index 0000000000000000000000000000000000000000..bebecaa0ee40af20ac3ab9aeaeea93652eefbbb5
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_6/step_399.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:86b430448b00606321590d50cc480e8d98a2c164ba0928e24b83eb57bf87a5c6
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_6/step_400.pt b/CIFAR2_32_bs512_ckpts/md_6/step_400.pt
new file mode 100644
index 0000000000000000000000000000000000000000..95558202d3c8cc890613a35bffa781528095ff0a
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_6/step_400.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8b0a3e1bd5d69f47af2de6ebba9b780c8eb130f77483c0541939946c958c3d0e
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_6/step_405.pt b/CIFAR2_32_bs512_ckpts/md_6/step_405.pt
new file mode 100644
index 0000000000000000000000000000000000000000..762de1c6b6acd166bbbfba547cf52da29d73523e
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_6/step_405.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dfd7bbea340417389ec22843167469cd2bd5c31b289b694b0b3f1985cb4a6cfb
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_6/step_414.pt b/CIFAR2_32_bs512_ckpts/md_6/step_414.pt
new file mode 100644
index 0000000000000000000000000000000000000000..54760bdb4e10fd0d1b7679b2e7c7109c4294d34e
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_6/step_414.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:317726b0dc8522842d837d1df97ad1770647cc3d431a781a30cab32085bde8ce
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_8/step_419.pt b/CIFAR2_32_bs512_ckpts/md_8/step_419.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b3e2a151914b3f4ad4292732f2d663f8e01a45e4
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_8/step_419.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ab2f949c2afa6add367892142e694c749c118c2d1f771953f52388483c51743a
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_8/step_423.pt b/CIFAR2_32_bs512_ckpts/md_8/step_423.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8aecc539da2f9effbf8c3cb6f98cf64002543bdc
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_8/step_423.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d0ebc4438ae29ea8ecb7b81856057467e64b57105bd1c62bf338b15ab565387e
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_8/step_424.pt b/CIFAR2_32_bs512_ckpts/md_8/step_424.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3543aa587d2acc3bcdf8b480cee0fda22d691d9f
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_8/step_424.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a3e2de58da5568ade6d92c498ed586f2096a0b2398b71cd39b95ce6918677674
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_8/step_428.pt b/CIFAR2_32_bs512_ckpts/md_8/step_428.pt
new file mode 100644
index 0000000000000000000000000000000000000000..278735934c7b0c50efc35e43d2d4738edc82de26
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_8/step_428.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b5ba9524b79c37e83c8e7e6aa7626bcb6bfb50966b8b27f965e84c1233e62169
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_8/step_430.pt b/CIFAR2_32_bs512_ckpts/md_8/step_430.pt
new file mode 100644
index 0000000000000000000000000000000000000000..50baef2992799ab0d9794ee9d2461876d1aff2a1
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_8/step_430.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d53fe699d298fd48770bbd83d81837775e378ebc2ae3899e51adb6b0f6599f46
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_8/step_433.pt b/CIFAR2_32_bs512_ckpts/md_8/step_433.pt
new file mode 100644
index 0000000000000000000000000000000000000000..85d8c64452daf6249a1eec3a591aacb3eaf55194
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_8/step_433.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:93d60005c1fd86a9e6883f79c004d2613e86230da7ecf56ede333550c7b9cc85
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_8/step_435.pt b/CIFAR2_32_bs512_ckpts/md_8/step_435.pt
new file mode 100644
index 0000000000000000000000000000000000000000..2ef1196caaefa64a7fc79347f7022e9d773ccd8c
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_8/step_435.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5de024641512824a5835993ec9161475fb6210840ff56a1e2b2e905466c4f84c
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_8/step_436.pt b/CIFAR2_32_bs512_ckpts/md_8/step_436.pt
new file mode 100644
index 0000000000000000000000000000000000000000..2ac4efaa290e17238713056d0c623a3e0ba734be
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_8/step_436.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4ff2113ab4f6353edbb52254fba700d06e148c03b988982bae9b5e129ed27e68
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_8/step_437.pt b/CIFAR2_32_bs512_ckpts/md_8/step_437.pt
new file mode 100644
index 0000000000000000000000000000000000000000..92935025dacb88039bcca22ebe5348270bd390f5
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_8/step_437.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2180dd99678592fe58387cbdff31547198b1fe0f9a4e4b0e716972373d0c814d
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_8/step_438.pt b/CIFAR2_32_bs512_ckpts/md_8/step_438.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b51f0f38a942b93584589f0b0d075411dcd93e5d
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_8/step_438.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:84b6547cec89d6c5f8601c9759ec3b4ff4b30a90613f97699e10a1b06fb107e7
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_8/step_439.pt b/CIFAR2_32_bs512_ckpts/md_8/step_439.pt
new file mode 100644
index 0000000000000000000000000000000000000000..67d819851070b0064c422eb5b28095c741ad3ace
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_8/step_439.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e2b21afab42f9270fe26aa77c8c7b1ed4302585a5c9007862fcbccf3958e5dfe
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_8/step_441.pt b/CIFAR2_32_bs512_ckpts/md_8/step_441.pt
new file mode 100644
index 0000000000000000000000000000000000000000..75cf5e2b8a3c381a262a4370d97371dc0b29a1dc
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_8/step_441.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c7d845bd7abcfe1515feede19c58b488c9eed674d162e12888a9011c07341ca3
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_8/step_442.pt b/CIFAR2_32_bs512_ckpts/md_8/step_442.pt
new file mode 100644
index 0000000000000000000000000000000000000000..d7a98d13e2cfb1fac272b0104b3db1a90d67ef23
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_8/step_442.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c53c8124bb98df79a41479ae0ec23f372f062b64e497875aa004c579f5ba8d91
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_8/step_444.pt b/CIFAR2_32_bs512_ckpts/md_8/step_444.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b4f85d90ca753fb313f084f7d441d772732499ec
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_8/step_444.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:16e34be8a23cb408e651b7a03050404bbf780c8475a4a0ed8d9a3caed076b0fb
+size 9126712
diff --git a/CIFAR2_32_bs512_ckpts/md_9/step_0.pt b/CIFAR2_32_bs512_ckpts/md_9/step_0.pt
new file mode 100644
index 0000000000000000000000000000000000000000..0dba5c38c3da94d74298f7ab0b5f36f201bd4810
--- /dev/null
+++ b/CIFAR2_32_bs512_ckpts/md_9/step_0.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:108a107b2ea9a1dfcbd6c9a0e488e3fede8ab723a6853aa8eba5ab6a9f7c6e34
+size 9123982
diff --git a/CIFAR2_32_bs64_ckpts/md_2/step_196.pt b/CIFAR2_32_bs64_ckpts/md_2/step_196.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f4e57f95aacf40998f5df8ea8639cc8fa2e99a44
--- /dev/null
+++ b/CIFAR2_32_bs64_ckpts/md_2/step_196.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:95789f9d31fb43cb13ea5652f39acda121ea3e340af91216a373367173347ce0
+size 9126712