diff --git a/.gitattributes b/.gitattributes
index 996e7582cee14f42a53765ca474f1b1f46c7b881..2590c8a1cc449232dcf3cafa4050de8995c87dda 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -43,3 +43,4 @@ CIFAR10_32_bs2048_ckpts/md_8/trained_indice.json filter=lfs diff=lfs merge=lfs -
 CIFAR10_32_bs2048_ckpts/md_12/trained_indice.json filter=lfs diff=lfs merge=lfs -text
 CIFAR10_32_bs2048_ckpts/md_16/trained_indice.json filter=lfs diff=lfs merge=lfs -text
 CIFAR10_32_bs2048_ckpts/md_2/trained_indice.json filter=lfs diff=lfs merge=lfs -text
+CIFAR10_32_bs2048_ckpts/md_17/trained_indice.json filter=lfs diff=lfs merge=lfs -text
diff --git a/CIFAR10_32_bs2048_ckpts/md_13/step_571.pt b/CIFAR10_32_bs2048_ckpts/md_13/step_571.pt
new file mode 100644
index 0000000000000000000000000000000000000000..5a2a9dc2cf5b7343e9fe4eb8a8fadff6595d2694
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_13/step_571.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:87ca38be709060e862a2d1d937f274b51c1976a8031331c9021ce52e917db652
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_13/step_572.pt b/CIFAR10_32_bs2048_ckpts/md_13/step_572.pt
new file mode 100644
index 0000000000000000000000000000000000000000..d12f3a9345e3d9a5a352310ec6b78fb8ad97971f
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_13/step_572.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:28f1412f2608f94572b8423d34cf2de306ebf41a9b2c7b4b7abe2bbceeebde8d
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_13/step_574.pt b/CIFAR10_32_bs2048_ckpts/md_13/step_574.pt
new file mode 100644
index 0000000000000000000000000000000000000000..cfcd78abc828214b965ef071304cda1800944184
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_13/step_574.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:32748bfc20c4e4fc650fd7e38d2728e2bcfc9b035bdcad73b715ad9a66c7b0ae
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_13/step_576.pt b/CIFAR10_32_bs2048_ckpts/md_13/step_576.pt
new file mode 100644
index 0000000000000000000000000000000000000000..aefb5b772f3383049611fb15207ae3f64e429e8f
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_13/step_576.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:41c424d4a431d3e001bd7ee201f8942d10e8929c47fd5a0017ea1991af8c3c02
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_13/step_578.pt b/CIFAR10_32_bs2048_ckpts/md_13/step_578.pt
new file mode 100644
index 0000000000000000000000000000000000000000..86b205da7730b9fab8abba8931beb134ba421df1
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_13/step_578.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:35c7cf124ccb431b98f44c6fe331fe95b5348f06b3719b3b528d6bbd06e26be8
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_13/step_580.pt b/CIFAR10_32_bs2048_ckpts/md_13/step_580.pt
new file mode 100644
index 0000000000000000000000000000000000000000..7eea02c1ea73dbb17f2a6d4bfd3c97ac44d2238d
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_13/step_580.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d4e61ae3a34bafd243f1f2480c7054bb72f7b517cd1765b73cf46fba22081593
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_13/step_581.pt b/CIFAR10_32_bs2048_ckpts/md_13/step_581.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a851c93e6347477114ee7e0d247285148db47b76
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_13/step_581.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8a6d6635814ce40699a4971a04853e713c75627ba740f0c75750c712c61a3beb
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_13/step_582.pt b/CIFAR10_32_bs2048_ckpts/md_13/step_582.pt
new file mode 100644
index 0000000000000000000000000000000000000000..79a5ebffd76722b5cb5d7c3a2c4ccc44a1799e94
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_13/step_582.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1c7d8427a5e199acdc06c672df745bcbce7e99f9ec30eb223cc7ac2360cb61c5
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_13/step_583.pt b/CIFAR10_32_bs2048_ckpts/md_13/step_583.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ce61385858e532525d4b624909246c068406e6f6
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_13/step_583.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8f1943774c9b86ee76de2fc5f3c9b0db75a098d8d0e3c650c88057e7d2376d50
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_13/step_584.pt b/CIFAR10_32_bs2048_ckpts/md_13/step_584.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3281e8d221a5b5957e2837227ae08ee410d22663
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_13/step_584.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ddc004c9f698261ad7ad630191b062515b6e966d8efae36ea917b32ce2375680
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_13/step_585.pt b/CIFAR10_32_bs2048_ckpts/md_13/step_585.pt
new file mode 100644
index 0000000000000000000000000000000000000000..25679ec60988abe7b5e706651d1fdf91f449b722
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_13/step_585.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ea3889517b709d390cd50a86d92a15878a42d1aab0da9584ef435e32819cb50a
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_13/step_586.pt b/CIFAR10_32_bs2048_ckpts/md_13/step_586.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f0204d6bd6b7356b7629d7c5310bfa36f61dc1ae
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_13/step_586.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:022d465566798545426035a7dd0aa80ee6be9cb5583981e8204e26af072b44c7
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_13/step_587.pt b/CIFAR10_32_bs2048_ckpts/md_13/step_587.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4852fb975e8853692c10e91245685a80fd9b255e
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_13/step_587.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5df94d9d0259358475c69f607dc23de2810203a429e40a83b24315549c081360
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_13/step_588.pt b/CIFAR10_32_bs2048_ckpts/md_13/step_588.pt
new file mode 100644
index 0000000000000000000000000000000000000000..81c96173879fc395d67b8be17efc5f598e56fe91
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_13/step_588.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8eee650ed55eb5eb6a7475a5129511ed6f36823e5e1aeed47660019b836385a4
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_13/step_589.pt b/CIFAR10_32_bs2048_ckpts/md_13/step_589.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8b6be309e67a7f9c550667d118bb98e186452be1
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_13/step_589.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d5f225d4337681a09da382cf25cef9c7b39c86e63a4467bbfe1b79748d14d15b
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_13/step_590.pt b/CIFAR10_32_bs2048_ckpts/md_13/step_590.pt
new file mode 100644
index 0000000000000000000000000000000000000000..83d47035aca9032e64f695fc7a11c98b33c77260
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_13/step_590.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1aa0f4b5b3427aef90649fa361fdce3417b5d738b3ef764b94c430d252bad823
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_13/step_591.pt b/CIFAR10_32_bs2048_ckpts/md_13/step_591.pt
new file mode 100644
index 0000000000000000000000000000000000000000..779e4af11b939388c984ec7a04805f47da5aae60
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_13/step_591.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9893c039069bfdb723c8a6151059bf3ba6a4bc33fcea33d530775551f668c453
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_13/step_594.pt b/CIFAR10_32_bs2048_ckpts/md_13/step_594.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4b528e7f1c059f63396d53d36fa57d05401a9824
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_13/step_594.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0da2b6a73f2fe6ad00f24f6e1e5f798cee40fdd143aae94cbc38a600c6db2548
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_13/step_595.pt b/CIFAR10_32_bs2048_ckpts/md_13/step_595.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1d1ead2d0853a74e7a1bbc6c6c43061e4b5d533b
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_13/step_595.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:eaa404b6d547b3959fd624547ba4ad999df80f0a2e2f65e8fd7c1f7444643e16
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_13/step_597.pt b/CIFAR10_32_bs2048_ckpts/md_13/step_597.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6df9a8e9fc9476d207c6359ec1f9bcba3b20c0ea
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_13/step_597.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d3b93b868cd496ec6572aa33eac06f6587b47ca231d71280db2e75dc71a661d1
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_14/step_0.pt b/CIFAR10_32_bs2048_ckpts/md_14/step_0.pt
new file mode 100644
index 0000000000000000000000000000000000000000..cabbb67a9baf17997da0ce506f3519021ea6f98d
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_14/step_0.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0e4bbdedd6377b1caac40ef176c322ba0b5a3da30d3c20c884974cddf334707d
+size 9123982
diff --git a/CIFAR10_32_bs2048_ckpts/md_17/trained_indice.json b/CIFAR10_32_bs2048_ckpts/md_17/trained_indice.json
new file mode 100644
index 0000000000000000000000000000000000000000..82293907f9a70ece2255203547d53990fcd74c09
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_17/trained_indice.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e4991fe086253e65a9c39143298f5276ae7ae326db38f9433b4839ec986d58f9
+size 17740562
diff --git a/CIFAR10_32_bs2048_ckpts/md_18/step_15.pt b/CIFAR10_32_bs2048_ckpts/md_18/step_15.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6a6aebfd1e9c2e9556c24373d3b3625c1016eeaa
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_18/step_15.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:508f126af0449999db2c22700a20a4bc81ea5f0f1a8c91540b1bd52a79f910dc
+size 9126211
diff --git a/CIFAR10_32_bs2048_ckpts/md_18/step_19.pt b/CIFAR10_32_bs2048_ckpts/md_18/step_19.pt
new file mode 100644
index 0000000000000000000000000000000000000000..58cbb42fdc74a728a6501f597cdf14fc0e37224e
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_18/step_19.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5c5a7b01d3a883905f1611ce359a425cd920e4f3217c30d1129514dfb97be2ab
+size 9126211
diff --git a/CIFAR10_32_bs2048_ckpts/md_18/step_20.pt b/CIFAR10_32_bs2048_ckpts/md_18/step_20.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f97cb4674e425684b93d28f4de4d7fe869873ab8
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_18/step_20.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:66a096c262cdd661965c763688e7ef27ab559595a3200b24d52a79c78ef49268
+size 9126211
diff --git a/CIFAR10_32_bs2048_ckpts/md_18/step_21.pt b/CIFAR10_32_bs2048_ckpts/md_18/step_21.pt
new file mode 100644
index 0000000000000000000000000000000000000000..40dbb3219a3cebf8f0eea6f37f360ae35608e4f6
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_18/step_21.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f9a1af7e8bc0216640a6d2521f2ed59409ebc9676f9e34aa622733da03b815f1
+size 9126211
diff --git a/CIFAR10_32_bs2048_ckpts/md_18/step_22.pt b/CIFAR10_32_bs2048_ckpts/md_18/step_22.pt
new file mode 100644
index 0000000000000000000000000000000000000000..533ab7a66b476540f9b58c0df205866a4c0d5350
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_18/step_22.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:eaab8ebeac47602212c91bc6dd40a9c9f281a2da6bab82e61c9a3735a4074ef5
+size 9126211
diff --git a/CIFAR10_32_bs2048_ckpts/md_18/step_23.pt b/CIFAR10_32_bs2048_ckpts/md_18/step_23.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1f3ac77f392ffbdc685b8ca8028649ca547bf464
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_18/step_23.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4cd14ea7d22eaaf8c5af335c906886d23fbe34aa5b699609fa335e8933c2357f
+size 9126211
diff --git a/CIFAR10_32_bs2048_ckpts/md_18/step_24.pt b/CIFAR10_32_bs2048_ckpts/md_18/step_24.pt
new file mode 100644
index 0000000000000000000000000000000000000000..bf0bfeb7eab64c82be2eaf22b22be94bf246b3ff
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_18/step_24.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9f618a2ef662c1c4e28c1faaeb81921396431b5a7cf4d36b4713079488d7c5f3
+size 9126211
diff --git a/CIFAR10_32_bs2048_ckpts/md_18/step_25.pt b/CIFAR10_32_bs2048_ckpts/md_18/step_25.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6f2ff6c1ee5884091a75013ab879d637523b3b71
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_18/step_25.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4a011e12ad2578db83f56a9c822ecf911089e9948ee68dd22a26fb2cdd75a443
+size 9126211
diff --git a/CIFAR10_32_bs2048_ckpts/md_18/step_27.pt b/CIFAR10_32_bs2048_ckpts/md_18/step_27.pt
new file mode 100644
index 0000000000000000000000000000000000000000..bab0f81471eaaba19f9408db88f092545d8cae53
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_18/step_27.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7f1413f2e5739f0d60020b2826b8a67be58ea33bcd00f28d2f13b549d31b4099
+size 9126211
diff --git a/CIFAR10_32_bs2048_ckpts/md_18/step_28.pt b/CIFAR10_32_bs2048_ckpts/md_18/step_28.pt
new file mode 100644
index 0000000000000000000000000000000000000000..bab65c4edb50a9cf7cc2ca30697de05930d3e10b
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_18/step_28.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:30ef7b484fa8d6a9ec55a43d7eb85dbed92b89f70eab25c3ab38a4940b9a93b7
+size 9126211
diff --git a/CIFAR10_32_bs2048_ckpts/md_18/step_29.pt b/CIFAR10_32_bs2048_ckpts/md_18/step_29.pt
new file mode 100644
index 0000000000000000000000000000000000000000..72c084e169d80f024d472d04136f852be45e6fdc
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_18/step_29.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0ad00ff719e32f36c31f1fe3a8f71db4bc93a99e08f3f977e5f167682a5056db
+size 9126211
diff --git a/CIFAR10_32_bs2048_ckpts/md_18/step_30.pt b/CIFAR10_32_bs2048_ckpts/md_18/step_30.pt
new file mode 100644
index 0000000000000000000000000000000000000000..730386a4b255fb4afa47f85bef4f88a348feface
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_18/step_30.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c2c25d6a5debc9f3ff6d33df30ca368984fa18fa07319d7bc914096fe46c8afe
+size 9126211
diff --git a/CIFAR10_32_bs2048_ckpts/md_18/step_31.pt b/CIFAR10_32_bs2048_ckpts/md_18/step_31.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1eb1a8929fe00af0165b7c0fb7f9b2d5438a9fde
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_18/step_31.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c874001b67a2e32b8e30b7aa82bfb58ce135144f50969afaa91fb6dfd00701d9
+size 9126211
diff --git a/CIFAR10_32_bs2048_ckpts/md_18/step_35.pt b/CIFAR10_32_bs2048_ckpts/md_18/step_35.pt
new file mode 100644
index 0000000000000000000000000000000000000000..92fb3a31f34c6456cef497f529209cfacb6aeb2d
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_18/step_35.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a98db297b500adc174373e8d26cd9c18bff33ae59a2babff2b91ca3ecce6bc0d
+size 9126211
diff --git a/CIFAR10_32_bs2048_ckpts/md_18/step_36.pt b/CIFAR10_32_bs2048_ckpts/md_18/step_36.pt
new file mode 100644
index 0000000000000000000000000000000000000000..959403d6e9b2664dac8a5687159d7931f2a69174
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_18/step_36.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2b34a296bbd911556f45776de1895274d8f4d4117029f018af00e0de3058401d
+size 9126211
diff --git a/CIFAR10_32_bs2048_ckpts/md_18/step_38.pt b/CIFAR10_32_bs2048_ckpts/md_18/step_38.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f0b917d2d98060602fef703bd34ecb034bd13fee
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_18/step_38.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:420da41f90d011305ba532c576e77ea6716aa280c169ca41203b75d9a94f2d38
+size 9126211
diff --git a/CIFAR10_32_bs2048_ckpts/md_3/step_8.pt b/CIFAR10_32_bs2048_ckpts/md_3/step_8.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e42a4f0c50cce1ddf66519ea71109a6e115c41f8
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_3/step_8.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b406537292749899c47f87704b752b83a1d8d0997ae0c8d45ca3c7ab0856d13a
+size 9123982
diff --git a/CIFAR10_32_bs2048_ckpts/md_6/step_489.pt b/CIFAR10_32_bs2048_ckpts/md_6/step_489.pt
new file mode 100644
index 0000000000000000000000000000000000000000..215d27f8e8ee55d9d2ad4f0a935a934069c01299
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_6/step_489.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e8529a4cb1754c994e4265ef2f72efdc6cb181079f70f4dd666c9be07f91d3ef
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_6/step_495.pt b/CIFAR10_32_bs2048_ckpts/md_6/step_495.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6b25b5bc8c7681453fdd68c2af33b26c4fc98a9c
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_6/step_495.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8ce46f8acdf2674f38f16762a60c7fb3e89558eaf0373388c329616090ac6d3a
+size 9126712
diff --git a/CIFAR2_32_bs2048_ckpts/md_1/step_36.pt b/CIFAR2_32_bs2048_ckpts/md_1/step_36.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e322517e47d2c52718bbb71b559d54f2dcd8cb15
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_1/step_36.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c77ab90d3492d702abc6b99308dd67067260d4fe4d838f287038ec3f28cbed81
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_1/step_90.pt b/CIFAR2_32_bs2048_ckpts/md_1/step_90.pt
new file mode 100644
index 0000000000000000000000000000000000000000..13771cd66bb5f10aba502781777c0e1ee1f13460
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_1/step_90.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:368f4144e1d0adf4db5809df1767faa164b54206902b4b3cde5f5e26f5496424
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_11/step_98.pt b/CIFAR2_32_bs2048_ckpts/md_11/step_98.pt
new file mode 100644
index 0000000000000000000000000000000000000000..70a02ca35b9fd78136bfba778ebc67c917248fb7
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_11/step_98.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:16c9dbf5997f926b65ad22881c07acae5fe48cab4873df6f28df890079967d39
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_12/step_110.pt b/CIFAR2_32_bs2048_ckpts/md_12/step_110.pt
new file mode 100644
index 0000000000000000000000000000000000000000..07e0e47da2436acbaaae0a4da3842b640893c3a7
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_12/step_110.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:de8944896753893a2279130799ce1ad27bde762d6edb309a9bf46d1ca3f5773a
+size 9126712
diff --git a/CIFAR2_32_bs2048_ckpts/md_12/step_111.pt b/CIFAR2_32_bs2048_ckpts/md_12/step_111.pt
new file mode 100644
index 0000000000000000000000000000000000000000..d87c05ec5536661eb4b4ac1a0b183dbe737f685e
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_12/step_111.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c1d773843d790527f4f62c767ef8f66d74606ae82ef9ba2bb635911b9e004098
+size 9126712
diff --git a/CIFAR2_32_bs2048_ckpts/md_12/step_114.pt b/CIFAR2_32_bs2048_ckpts/md_12/step_114.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ef338b3a59ba4a20c0f59ac03a76d59addf545c8
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_12/step_114.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:15ca7051fb56f597bb794b07efac3c6ecc26965e8ff8d182ffeb442e0f10119e
+size 9126712
diff --git a/CIFAR2_32_bs2048_ckpts/md_12/step_115.pt b/CIFAR2_32_bs2048_ckpts/md_12/step_115.pt
new file mode 100644
index 0000000000000000000000000000000000000000..eec968c3319e3f56c26d2bd78b6ce2f00257ca5e
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_12/step_115.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:41b54ca9f463f0b83b0b3775b2cc25a6fed4ef993cd8233016e3c03ffb531ba6
+size 9126712
diff --git a/CIFAR2_32_bs2048_ckpts/md_12/step_116.pt b/CIFAR2_32_bs2048_ckpts/md_12/step_116.pt
new file mode 100644
index 0000000000000000000000000000000000000000..12bd231713e4e029eab792de46c66b7316b98d59
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_12/step_116.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e91d5d7f1f97f3f6325bb3fa0d12e51fd84b4c8b212364fa81a05ee167ca4534
+size 9126712
diff --git a/CIFAR2_32_bs2048_ckpts/md_12/step_117.pt b/CIFAR2_32_bs2048_ckpts/md_12/step_117.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1bf037b9a5a7b6e04363edf75b89f2275a2348cd
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_12/step_117.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8b9add5cd6482f44ba546960a3336d930d347512dd63a244479ed6bf483e0765
+size 9126712
diff --git a/CIFAR2_32_bs2048_ckpts/md_12/step_118.pt b/CIFAR2_32_bs2048_ckpts/md_12/step_118.pt
new file mode 100644
index 0000000000000000000000000000000000000000..bf967159674133b6e0c1d3bec91d9aeb938672b7
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_12/step_118.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4ebda9536f1787a80a417821d04d6d7128d807fbcdf3ec3700e8d706e2329fa6
+size 9126712
diff --git a/CIFAR2_32_bs2048_ckpts/md_12/step_119.pt b/CIFAR2_32_bs2048_ckpts/md_12/step_119.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3820d22c351ec98601e8be03e865cee946518b7d
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_12/step_119.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3377f1e983e46064cf507daab2ed44ee71e9ec3077c362c265f07d58ed20ea40
+size 9126712
diff --git a/CIFAR2_32_bs2048_ckpts/md_12/step_12.pt b/CIFAR2_32_bs2048_ckpts/md_12/step_12.pt
new file mode 100644
index 0000000000000000000000000000000000000000..d634447153b4df1776ad2ff78522c60472afdc16
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_12/step_12.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:99d840431f3b04f4b3bd7c1be440a302695661d1ad9fad75a444757766ae41b7
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_12/step_120.pt b/CIFAR2_32_bs2048_ckpts/md_12/step_120.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1b713368a1561ec92a3dd9d420285feefb9b2b22
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_12/step_120.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:da09c22c11d37261f71fff82d23f1da2acb23c1d95723e0b1809ceed913b9454
+size 9126712
diff --git a/CIFAR2_32_bs2048_ckpts/md_12/step_13.pt b/CIFAR2_32_bs2048_ckpts/md_12/step_13.pt
new file mode 100644
index 0000000000000000000000000000000000000000..abb2fff7f43339a5dcef81e85245911d85dd3578
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_12/step_13.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cb7c6040b1ac20e2920f6b519ee592373a5d20fb00c244f77715b2f6354aaa6f
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_12/step_15.pt b/CIFAR2_32_bs2048_ckpts/md_12/step_15.pt
new file mode 100644
index 0000000000000000000000000000000000000000..095656f6760b0eb6de0d77bd7d06715363e87846
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_12/step_15.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b72e9f1489bd34ac9136a7edde6fdeac0684155a784c6161ce3d8ed4388f35b2
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_12/step_16.pt b/CIFAR2_32_bs2048_ckpts/md_12/step_16.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ede77a65783969f0317335fe2d31381d6ddcf61c
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_12/step_16.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:52672b963fae52a165a909ddbe7adefb36f735bc552a1ab2cd79a8f9e940afa7
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_12/step_17.pt b/CIFAR2_32_bs2048_ckpts/md_12/step_17.pt
new file mode 100644
index 0000000000000000000000000000000000000000..01feda7511049a4278d767f712a8047fb6052055
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_12/step_17.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:04cf4e9a42da864a366e064525c4e0f110e45fd609a21619a06ebb94400b6391
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_12/step_18.pt b/CIFAR2_32_bs2048_ckpts/md_12/step_18.pt
new file mode 100644
index 0000000000000000000000000000000000000000..93c791996bcb81fc37a3e40d81c473bc2a6d6036
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_12/step_18.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7a1db268f3f445765ee64afa9cfd9ea6611f86ec209c9f835af0146e3a17ec9c
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_12/step_20.pt b/CIFAR2_32_bs2048_ckpts/md_12/step_20.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6aa5e3886461a8c7ed9b7d681775b5604c02485c
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_12/step_20.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e571168361f0ac242f1ef78ac0dfb073b6ba6463c9a805dd15ae7813cc78ddad
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_13/step_80.pt b/CIFAR2_32_bs2048_ckpts/md_13/step_80.pt
new file mode 100644
index 0000000000000000000000000000000000000000..192fd1249719191aa7cda8b28fbd92f9922afe00
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_13/step_80.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9ba9145d9d2072f11788d88a4bbbb514ba785b30dd006bb4ba3cf240ca81911e
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_14/step_104.pt b/CIFAR2_32_bs2048_ckpts/md_14/step_104.pt
new file mode 100644
index 0000000000000000000000000000000000000000..eba22a24d41ca53a4c1acb2c48674828be3c899e
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_14/step_104.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:002f09955c8cf8242f80ec7716ef4ec4666dae0915b37bd3af3cf3f489f4b858
+size 9126712
diff --git a/CIFAR2_32_bs2048_ckpts/md_15/step_10.pt b/CIFAR2_32_bs2048_ckpts/md_15/step_10.pt
new file mode 100644
index 0000000000000000000000000000000000000000..458b954c9e53f205cce30b6bb76a235ef0f5536f
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_15/step_10.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0403858d9d024fc6e33968faafbcdc4f089543ece8376f002906da6975bec4c0
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_15/step_110.pt b/CIFAR2_32_bs2048_ckpts/md_15/step_110.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c3d6e4632f23e56ccd2c19562c194491ad6166f9
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_15/step_110.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b59cf12157160816184bb32f5382f15845270b7b9513bed9a476cf75d2144ff5
+size 9126712
diff --git a/CIFAR2_32_bs2048_ckpts/md_15/step_115.pt b/CIFAR2_32_bs2048_ckpts/md_15/step_115.pt
new file mode 100644
index 0000000000000000000000000000000000000000..61dcbfa78a941c07db397117e642b4fbda0306cd
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_15/step_115.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0971c625eabdc2541082923c16874c2c9b1a46d868a5b51ecfc132801a031566
+size 9126712
diff --git a/CIFAR2_32_bs2048_ckpts/md_15/step_116.pt b/CIFAR2_32_bs2048_ckpts/md_15/step_116.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b4cea119cbde720694c1385173202c38eb9171af
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_15/step_116.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dc047667ea60de128c3ae9f4f5d90d6027ff4fdfb63a9491209a38c461354acd
+size 9126712
diff --git a/CIFAR2_32_bs2048_ckpts/md_15/step_118.pt b/CIFAR2_32_bs2048_ckpts/md_15/step_118.pt
new file mode 100644
index 0000000000000000000000000000000000000000..d2d45a0ba0bfae6ae6359cd6ab5881052cbaa0c6
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_15/step_118.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6919d6a527442eb22743b6a2fe8edf5bfe0858fac4939556b211e2ff23e1fe8a
+size 9126712
diff --git a/CIFAR2_32_bs2048_ckpts/md_15/step_62.pt b/CIFAR2_32_bs2048_ckpts/md_15/step_62.pt
new file mode 100644
index 0000000000000000000000000000000000000000..cfbbb3d2d9874584f2830d6919eea1c2f5d2565a
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_15/step_62.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8605682ecad17a5e66113918a3e62e9fd7c15268e55320649ee5e9f508ad7fb4
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_15/step_71.pt b/CIFAR2_32_bs2048_ckpts/md_15/step_71.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a731ac7c952c2794c25cc131a123f8eca81bf719
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_15/step_71.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b9db891f4d10b0c73dea1a345fff5bf7491a6a0cc1f66f7f82cda46e10ef1651
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_15/step_73.pt b/CIFAR2_32_bs2048_ckpts/md_15/step_73.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f43fc645a5c79270d48b953c2b34aba849fe9db2
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_15/step_73.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a0f9db128e1bc4ca608e659e4d7012faa5679b3f8a82d081ec8b931f54394aa5
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_19/step_32.pt b/CIFAR2_32_bs2048_ckpts/md_19/step_32.pt
new file mode 100644
index 0000000000000000000000000000000000000000..dbe1711b0e01299506ba551302e7279bc1a4f34a
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_19/step_32.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fddab60825360acb39c04dd5c9a5602bc2ed19008c0ae73997d1f508e1934347
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_19/step_36.pt b/CIFAR2_32_bs2048_ckpts/md_19/step_36.pt
new file mode 100644
index 0000000000000000000000000000000000000000..d51a4b1c45750a9854fc1ce8a010be4b129292ba
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_19/step_36.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:82e154ec4c1eab0ad9a1e33bc470db38e2c36dbe3a2085c593c20e9993da47b7
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_19/step_38.pt b/CIFAR2_32_bs2048_ckpts/md_19/step_38.pt
new file mode 100644
index 0000000000000000000000000000000000000000..baf652c8f8782684de9808efd7d09ee44ba7e6f6
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_19/step_38.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:69d7572586af534e16d09dcba47cbbd09204f940a5bc74b709523bff0543d182
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_19/step_39.pt b/CIFAR2_32_bs2048_ckpts/md_19/step_39.pt
new file mode 100644
index 0000000000000000000000000000000000000000..0b970bdf028e1375636f8f47dbf15d11cfa8d29d
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_19/step_39.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4ca5d0f3da7722ccf2929ac690f74e451067fe840972d40f9ce947ad02984757
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_19/step_4.pt b/CIFAR2_32_bs2048_ckpts/md_19/step_4.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ed6abd695f94383611cd417b4283d91c1fa67ac9
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_19/step_4.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:deaab658877d66dff4b1bc044b20f2ba6b85cd99a9dd3c59a9881b15358ff909
+size 9123982
diff --git a/CIFAR2_32_bs2048_ckpts/md_19/step_40.pt b/CIFAR2_32_bs2048_ckpts/md_19/step_40.pt
new file mode 100644
index 0000000000000000000000000000000000000000..75b17e626715d8847ac4980e9c00edb41ba15218
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_19/step_40.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dfd151a8aaec54596501e91d42edd27fc44db4676f911775e6ec6596f84572e3
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_19/step_42.pt b/CIFAR2_32_bs2048_ckpts/md_19/step_42.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e5234b67e746281fb9f24a3bea1bcd291686da20
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_19/step_42.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e038fb03c4e857bc3af443a66e05d957a870297c154f1e63878c851fdcf6d86a
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_19/step_46.pt b/CIFAR2_32_bs2048_ckpts/md_19/step_46.pt
new file mode 100644
index 0000000000000000000000000000000000000000..77cc7b827191c4eeec26263622492c6f920f442e
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_19/step_46.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1effdbe5c26b62bd16cc0e6aa6d3cd8e1fd64f833b5034b80390d9d4608b5bb0
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_19/step_58.pt b/CIFAR2_32_bs2048_ckpts/md_19/step_58.pt
new file mode 100644
index 0000000000000000000000000000000000000000..20c06be1f1561ef3f81532dad3ebbb5a0b1cac32
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_19/step_58.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b9369b752338a71feccac1e1ae40ae2cd37e8cfcb876e8339745c9f703686e38
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_27/final.pt b/CIFAR2_32_bs2048_ckpts/md_27/final.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4c702e313bfd5090d216e46ad26d805761f0d9b5
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_27/final.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e79000053492026230e0f39a41133e4e251e0ec3f7369f62fbebadebd6dc33db
+size 9123929
diff --git a/CIFAR2_32_bs2048_ckpts/md_27/step_10.pt b/CIFAR2_32_bs2048_ckpts/md_27/step_10.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6123b4808c8791a8f113c5e5c527617317cbabb1
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_27/step_10.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7fb8f64e58af680f32465b00eb12e323371d516df3364e2019d54571d4db40f7
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_27/step_103.pt b/CIFAR2_32_bs2048_ckpts/md_27/step_103.pt
new file mode 100644
index 0000000000000000000000000000000000000000..dee6a5cab943732ee81673e785d35a5897309113
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_27/step_103.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7e8175623586903932f7beccc6266585f9539c73bb181d2961d04868ceeb6c95
+size 9126712
diff --git a/CIFAR2_32_bs2048_ckpts/md_27/step_105.pt b/CIFAR2_32_bs2048_ckpts/md_27/step_105.pt
new file mode 100644
index 0000000000000000000000000000000000000000..73da5e66fecb9c2b9889acf446496ebadfb6043d
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_27/step_105.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c9556222d813512dbeb05c9fd861aabf9ce19322d85f7bb6b236740cf83b9db8
+size 9126712
diff --git a/CIFAR2_32_bs2048_ckpts/md_27/step_107.pt b/CIFAR2_32_bs2048_ckpts/md_27/step_107.pt
new file mode 100644
index 0000000000000000000000000000000000000000..06ac94b197952cf41564b598085bb26edfc30b27
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_27/step_107.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:85941f8a05968b1767f136bb36e4f6d22a90c10390f28d2bcf4af53b90d90452
+size 9126712
diff --git a/CIFAR2_32_bs2048_ckpts/md_35/step_24.pt b/CIFAR2_32_bs2048_ckpts/md_35/step_24.pt
new file mode 100644
index 0000000000000000000000000000000000000000..050bc34a0cdb7db4b75203b3d5bb0636faa7e986
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_35/step_24.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c1d0effcb9ebbd7bf4e3cbe8c80dabc62d758c9650d1d37b4453f41803b200e4
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_35/step_34.pt b/CIFAR2_32_bs2048_ckpts/md_35/step_34.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b40f43ab54f708fafd0f149fe15bc0d417e88795
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_35/step_34.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0a8c1eacbbdf84567df4af94cf818692ae6723bae02dbefed0ff7a5fb2fdd691
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_35/step_35.pt b/CIFAR2_32_bs2048_ckpts/md_35/step_35.pt
new file mode 100644
index 0000000000000000000000000000000000000000..00b3ce3f34146aff30daeb28356e10cca3564c1d
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_35/step_35.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b9a008ada56f81b8a6b3f92d36477aeef589de69e4ace98b9e6f22dc750cf92c
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_35/step_40.pt b/CIFAR2_32_bs2048_ckpts/md_35/step_40.pt
new file mode 100644
index 0000000000000000000000000000000000000000..244c735663f3e37f6de2a7cdb37b1932d3ff6a6b
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_35/step_40.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:85b874a5f2bbfa21ba83d5ab16a41bf1447ab740a239798720b116c823ab4db9
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_35/step_41.pt b/CIFAR2_32_bs2048_ckpts/md_35/step_41.pt
new file mode 100644
index 0000000000000000000000000000000000000000..7db9c9b37b02d640beb2e5e7683e7d6773ef8f78
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_35/step_41.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a6011581db80ac96386394a3e2340c921b613f679bd8a4921cfc1c991aeabc8f
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_35/step_42.pt b/CIFAR2_32_bs2048_ckpts/md_35/step_42.pt
new file mode 100644
index 0000000000000000000000000000000000000000..aa42ea87e6d27a5dfbfa96d350cbbf80260ab970
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_35/step_42.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b594851a6e33b20af09ee003674139fc390286f7a7f69ab4af4b335448dfb69f
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_38/step_109.pt b/CIFAR2_32_bs2048_ckpts/md_38/step_109.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4df21e3bb49c6fd137e0b4ab15c9cfb2ecb1b6d5
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_38/step_109.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b523d843966600372616084ac487f5c85e68b3d78da7db4ffff6b1d4920fbd26
+size 9126712
diff --git a/CIFAR2_32_bs2048_ckpts/md_38/step_111.pt b/CIFAR2_32_bs2048_ckpts/md_38/step_111.pt
new file mode 100644
index 0000000000000000000000000000000000000000..7a48ecc19ea35387e2f26f421ca53a38c0282a81
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_38/step_111.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:52ed50fe962844dba36d1f463b8b9e2d6cd9233ae2db6115a866440872293b3f
+size 9126712
diff --git a/CIFAR2_32_bs2048_ckpts/md_38/step_112.pt b/CIFAR2_32_bs2048_ckpts/md_38/step_112.pt
new file mode 100644
index 0000000000000000000000000000000000000000..2b9429c7434bc3895cd6cb1f0faedec1b7e12a6c
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_38/step_112.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:89667636f86eac18efc0f9b0d7a840743d70d758dda25448213c1dc0977766d3
+size 9126712
diff --git a/CIFAR2_32_bs2048_ckpts/md_38/step_115.pt b/CIFAR2_32_bs2048_ckpts/md_38/step_115.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c7504e944608917e753cf999aea7c75db315b88c
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_38/step_115.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8c95e746c7b3e6bad5ba9d6943e4365a1a57d30265580846cd65993df8057d09
+size 9126712
diff --git a/CIFAR2_32_bs2048_ckpts/md_38/step_118.pt b/CIFAR2_32_bs2048_ckpts/md_38/step_118.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4cf57a8d3217cc67af5eae1f0db26fc9b3afa05e
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_38/step_118.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:41fbac7feabcba241a6569d5befabf9b154934b73f33120f83630900e14b41de
+size 9126712
diff --git a/CIFAR2_32_bs2048_ckpts/md_38/step_13.pt b/CIFAR2_32_bs2048_ckpts/md_38/step_13.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6055717e9064ed186ff6144067621cb6fb138191
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_38/step_13.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:77977afcbce35e6d8a81bdbec00f43a58f54a3bbc3b11802a69f19812db405e1
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_38/step_15.pt b/CIFAR2_32_bs2048_ckpts/md_38/step_15.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c017f2d4cd6fa0d3cdd227e1d4a20233e96cdaa9
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_38/step_15.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d3cd9ad46702c841fb420f8d92c9fe1032a3800c2a457ae87d391f5975fe0392
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_38/step_16.pt b/CIFAR2_32_bs2048_ckpts/md_38/step_16.pt
new file mode 100644
index 0000000000000000000000000000000000000000..39006e55c79c4ed2a531892be5f1d2d3e6823fbb
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_38/step_16.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ee5e1b6b7dea449012beb1e3af76e1f83ccd1e3e583fd7384a9b9f743c2f16a2
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_38/step_18.pt b/CIFAR2_32_bs2048_ckpts/md_38/step_18.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3240d9392a9707306230d9a5613ee90c5d9f4683
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_38/step_18.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a81ef295ffe71252d0f250cae089d1fc77d603aec7405072abcb6caa89db417b
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_38/step_19.pt b/CIFAR2_32_bs2048_ckpts/md_38/step_19.pt
new file mode 100644
index 0000000000000000000000000000000000000000..69ee436d3d150eaa12ba874b904839ab62aa5986
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_38/step_19.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bc910ec18a5469ac75464303b4de0fef2d718c77572d72d8a041312a76ee23a2
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_38/step_2.pt b/CIFAR2_32_bs2048_ckpts/md_38/step_2.pt
new file mode 100644
index 0000000000000000000000000000000000000000..eff7258d5881b24a547ac3d8f172b765225c36f0
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_38/step_2.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:374a282c857c57c98c08ae5dff87d91ff08e6ad33c02b6099b668ae6e27ce7ed
+size 9123982
diff --git a/CIFAR2_32_bs2048_ckpts/md_38/step_22.pt b/CIFAR2_32_bs2048_ckpts/md_38/step_22.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e57bec14bb7f32e4547a384733a273095a915375
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_38/step_22.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:209160fc83a5d9b09569cc2a8c3def224672e19ec7a4610f60fc7e1352781a47
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_38/step_23.pt b/CIFAR2_32_bs2048_ckpts/md_38/step_23.pt
new file mode 100644
index 0000000000000000000000000000000000000000..39736eb3a92d90d606d5870b6261a6e5c74b15b0
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_38/step_23.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0758cc143cb7ad4be09000ecfcfd4e7895f255a1ffeba011cbe6a310734b37bc
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_58/step_40.pt b/CIFAR2_32_bs2048_ckpts/md_58/step_40.pt
new file mode 100644
index 0000000000000000000000000000000000000000..0bdd85e1c20219e96471187b06c8e06b8214bd35
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_58/step_40.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:acb391f83ab63cc1e9c70dfc925629cd68d91517885bc15effac3bc79345c713
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_58/step_42.pt b/CIFAR2_32_bs2048_ckpts/md_58/step_42.pt
new file mode 100644
index 0000000000000000000000000000000000000000..425267997e7ce3c630f2126ed5cf2ada617507f8
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_58/step_42.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d0f4ba3b338923f6d0d12f98fa7e195a65f9bb2c334e5f3af5a782076225c542
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_58/step_45.pt b/CIFAR2_32_bs2048_ckpts/md_58/step_45.pt
new file mode 100644
index 0000000000000000000000000000000000000000..fe272c32fd755d4d7ff03ab50690ccefa84b2884
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_58/step_45.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:99b6bdbddfc974a54b3f1798e47459e848d269f04ce58beb64998c8eb940f7df
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_58/step_46.pt b/CIFAR2_32_bs2048_ckpts/md_58/step_46.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6c1cc92ee588fed4f1d090b1e38ecdb0dc8315b9
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_58/step_46.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5f4032eb176d6fe764b88fc869acbf03267298074dd43cec7f068363a6cb62ef
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_58/step_49.pt b/CIFAR2_32_bs2048_ckpts/md_58/step_49.pt
new file mode 100644
index 0000000000000000000000000000000000000000..2bc4c2a6318308df3066ed53492b2629dd20633e
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_58/step_49.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fe304458c00bf72a32e152b13f677a85f251a51be46e71ca6955a5ec204203ef
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_58/step_5.pt b/CIFAR2_32_bs2048_ckpts/md_58/step_5.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1a87e6ee0a6c5ff808824aaa381717c7d161e4b1
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_58/step_5.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f632a62fad5ad46e6b533617536ba9733b50831fdbb9b05e52a5ac57eaedcd29
+size 9123982
diff --git a/CIFAR2_32_bs2048_ckpts/md_62/step_11.pt b/CIFAR2_32_bs2048_ckpts/md_62/step_11.pt
new file mode 100644
index 0000000000000000000000000000000000000000..bfb1a27b3fc984844073b8a1a0dad49d81f7df93
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_62/step_11.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9313f0363c6872f2f9f01b9c4a70cef36cdba46107605fd3a6382c4a1b4bd0e7
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_62/step_110.pt b/CIFAR2_32_bs2048_ckpts/md_62/step_110.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f2096c5d78ccd163e7ce770c39da3691eab5d604
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_62/step_110.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7b2ce665e252a164b72c5a50107f2478159bf6fcd22aa096ef916a2dd5966cfe
+size 9126712
diff --git a/CIFAR2_32_bs2048_ckpts/md_62/step_113.pt b/CIFAR2_32_bs2048_ckpts/md_62/step_113.pt
new file mode 100644
index 0000000000000000000000000000000000000000..88378e82e93c7501d00b0c30664f2b9c9234d97c
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_62/step_113.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cf20c35282bd2652e80c9da27628e615e7eb7393cc6cdc5e2504d2e80819023a
+size 9126712
diff --git a/CIFAR2_32_bs2048_ckpts/md_62/step_115.pt b/CIFAR2_32_bs2048_ckpts/md_62/step_115.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4c32934fcc939d52100ff24608e599b43a04ee89
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_62/step_115.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:04c8c7845fcb6b1368d0134bfc1dbd0e76853bf82d028353a761c46891e9bf0e
+size 9126712
diff --git a/CIFAR2_32_bs2048_ckpts/md_62/step_116.pt b/CIFAR2_32_bs2048_ckpts/md_62/step_116.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c5743ecc9fa1849faefdb3694f23a0a1e90967c1
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_62/step_116.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c966d0fa1dcdf48d2cae4cbe8596a16c6ab5880c4f26f8e92824e06a8fd59525
+size 9126712
diff --git a/CIFAR2_32_bs2048_ckpts/md_62/step_117.pt b/CIFAR2_32_bs2048_ckpts/md_62/step_117.pt
new file mode 100644
index 0000000000000000000000000000000000000000..563c9069b593826122501fa22192f85efb3ca830
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_62/step_117.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9c79aa151157b7b4534dba18a5e3ca89caa5f4bd6fb303117a2e90a3dbf1b885
+size 9126712
diff --git a/CIFAR2_32_bs2048_ckpts/md_62/step_118.pt b/CIFAR2_32_bs2048_ckpts/md_62/step_118.pt
new file mode 100644
index 0000000000000000000000000000000000000000..5b25ee4f089c181166b8eaeab4243d90d14275cf
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_62/step_118.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:051205c97bea51148ec3066fe87625a908a5ad463fc3e1db0017ea674b1d8859
+size 9126712
diff --git a/CIFAR2_32_bs2048_ckpts/md_62/step_119.pt b/CIFAR2_32_bs2048_ckpts/md_62/step_119.pt
new file mode 100644
index 0000000000000000000000000000000000000000..33fc192b3c10cf60451470f7f091cf5aa5bbbdca
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_62/step_119.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4e67c560ac743610b691792a88ada63da58cbe96b060ecbcf985024ab3ede6ea
+size 9126712
diff --git a/CIFAR2_32_bs2048_ckpts/md_62/step_12.pt b/CIFAR2_32_bs2048_ckpts/md_62/step_12.pt
new file mode 100644
index 0000000000000000000000000000000000000000..56770c7892000f550ef9cba1ab9620ef429252f4
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_62/step_12.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0e036f4730236738f8067b498f870a19da193f6d6d59e2d30a4845195064862c
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_62/step_120.pt b/CIFAR2_32_bs2048_ckpts/md_62/step_120.pt
new file mode 100644
index 0000000000000000000000000000000000000000..98e07f820c96ec2a0e59a31b93fdb10c29c1f6aa
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_62/step_120.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bd2a885c3bc2b71da6bb2d74cff0d045e30d211e08f162ecb25ec8ea9787b61d
+size 9126712
diff --git a/CIFAR2_32_bs2048_ckpts/md_62/step_13.pt b/CIFAR2_32_bs2048_ckpts/md_62/step_13.pt
new file mode 100644
index 0000000000000000000000000000000000000000..7e97824bb93dd0ebfd8a0cc5d3c6ef027ad2e63f
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_62/step_13.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3d0b0bf70ebacaad789779de3490b971df151b968860b4eeb1375781d3585ec2
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_62/step_14.pt b/CIFAR2_32_bs2048_ckpts/md_62/step_14.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c8afba2167434708ccc44981691ebee1b4a2e28a
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_62/step_14.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1935da1a8dc557ca20a21c09f906c466e513ac769dced3e74542dce63ff3d9ad
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_62/step_15.pt b/CIFAR2_32_bs2048_ckpts/md_62/step_15.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b5e2a9841fc40a25adc6658e17a1bc8173b64c4e
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_62/step_15.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:474c322276abf826684fc9907947b2b19f3b55cc1fcf5e2cf8a17d1d276c7225
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_62/step_16.pt b/CIFAR2_32_bs2048_ckpts/md_62/step_16.pt
new file mode 100644
index 0000000000000000000000000000000000000000..390e68d25049d8d0ca30b25cd88e6356ecb0c5fd
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_62/step_16.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:997bf29491da3e4a1c16226e73d17bae685a72ff70ed661e5dd14d5608d437f7
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_62/step_18.pt b/CIFAR2_32_bs2048_ckpts/md_62/step_18.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a234abafefbb96b969defa01b6d5b1e0140d882b
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_62/step_18.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0834521c07fc84abd348dd11df3024ed3ef100239b9c0e7d9004153576a956dd
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_62/step_2.pt b/CIFAR2_32_bs2048_ckpts/md_62/step_2.pt
new file mode 100644
index 0000000000000000000000000000000000000000..29cb5e8e225bcdc8c688bb8aab584f6ebd23d483
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_62/step_2.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9d6962c6aba7467e46846444f41bfd10942d4b722025fc1a20b327e10f996a8e
+size 9123982
diff --git a/CIFAR2_32_bs2048_ckpts/md_72/step_58.pt b/CIFAR2_32_bs2048_ckpts/md_72/step_58.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ef58dc6eb37d4b9daca8356707a3b1b54f34bb1f
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_72/step_58.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c03acda02e38b8b65d6bad15686c75770eff5b1d008117588e9319387775deba
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_72/step_89.pt b/CIFAR2_32_bs2048_ckpts/md_72/step_89.pt
new file mode 100644
index 0000000000000000000000000000000000000000..9f46a6c64a69a00e68b5864952d66ca48e288407
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_72/step_89.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6899ee744f1bd186136b04f470d22c0e61d555c771d9ac9b2356b404cdf26e5c
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_73/step_116.pt b/CIFAR2_32_bs2048_ckpts/md_73/step_116.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b75eeecb055ed5d5863df58f6a4979326ed613b6
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_73/step_116.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8dbee6a2b484025aaa096bbad3fa9bf900c17bcf910a85d26c5549a8412f2675
+size 9126712
diff --git a/CIFAR2_32_bs2048_ckpts/md_73/step_13.pt b/CIFAR2_32_bs2048_ckpts/md_73/step_13.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ae7b81add5270e9e089c864e2c5911310416c0a1
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_73/step_13.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f91dfd649662d198638ec8e92ff9343e2d4798d17da8321daf73a080fa77c505
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_73/step_14.pt b/CIFAR2_32_bs2048_ckpts/md_73/step_14.pt
new file mode 100644
index 0000000000000000000000000000000000000000..012897d048c5018a914962112834079760bff285
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_73/step_14.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:893d382d40919cdf24934cfe49381235afaea8ba7b9736113fda4a1b08a8cb03
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_73/step_16.pt b/CIFAR2_32_bs2048_ckpts/md_73/step_16.pt
new file mode 100644
index 0000000000000000000000000000000000000000..07f790f3381ff102b88bfba48cc78a7896a52e14
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_73/step_16.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:23b7851c62d02cf5fbe6e7931f833ea15760aba9d5b275ae4f95309b67f81bb3
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_73/step_17.pt b/CIFAR2_32_bs2048_ckpts/md_73/step_17.pt
new file mode 100644
index 0000000000000000000000000000000000000000..5bdc982b9833a953316185a08aa02218021d8d33
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_73/step_17.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7f907c025bb54255c5e77a0976f9a6913202cf8468e3e160a8d9118c6d36388a
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_73/step_18.pt b/CIFAR2_32_bs2048_ckpts/md_73/step_18.pt
new file mode 100644
index 0000000000000000000000000000000000000000..59d7cb8fb12a929b7824137d888b67b2ecd32235
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_73/step_18.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:83738025da803d11c39b180d678df3123f52f7123af9d4f9bb0f47ad1b5ef847
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_73/step_2.pt b/CIFAR2_32_bs2048_ckpts/md_73/step_2.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1e2417c40372469fad7aa0303104bfa72d912ec7
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_73/step_2.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:56dda8cc06b2d36ce0f48b2a3ed6c4a68db2437cd552720b2b89aa0a38dc6e1f
+size 9123982
diff --git a/CIFAR2_32_bs2048_ckpts/md_73/step_20.pt b/CIFAR2_32_bs2048_ckpts/md_73/step_20.pt
new file mode 100644
index 0000000000000000000000000000000000000000..20e9c8a3de0bcda5bfaa268fb85f12abef6990c4
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_73/step_20.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d8ac41299507e42296ddc03da04bcbbed6a5346763b0003d45cacaaa270b07d6
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_73/step_21.pt b/CIFAR2_32_bs2048_ckpts/md_73/step_21.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a5deb0ab2f67772f025bfb13404b3d913274a073
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_73/step_21.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2d1b3db0155f37122198e7619a914f62aa0a991e943a3daa0efd8fc5e9573069
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_73/step_22.pt b/CIFAR2_32_bs2048_ckpts/md_73/step_22.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ddb8bb709ba0cb204bf2750c8709fb1a88fde5dc
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_73/step_22.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c1d3933229574dd29987453988af536b9cae89401405eab0f1ef7236d95546a5
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_73/step_23.pt b/CIFAR2_32_bs2048_ckpts/md_73/step_23.pt
new file mode 100644
index 0000000000000000000000000000000000000000..09f6d71e9ef8be7efc7ed1a4827b754061db7f2d
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_73/step_23.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:88b4668d8face53cacedb01296939bf68431459cbe0028bc91de888190f6cc38
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_73/step_24.pt b/CIFAR2_32_bs2048_ckpts/md_73/step_24.pt
new file mode 100644
index 0000000000000000000000000000000000000000..825d0cb15e0f8ddc52dfd704e7d0743f1a7a5ff8
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_73/step_24.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:044b68bda1c3bb5dcaa9dee33769ce1c04335c7fa9a9d8d9abe1f2bfa93d3a8d
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_73/step_25.pt b/CIFAR2_32_bs2048_ckpts/md_73/step_25.pt
new file mode 100644
index 0000000000000000000000000000000000000000..72d47cb24d47d6ed8af51c9a32ce6f678f4bf613
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_73/step_25.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:83efb06c44b6f6bebf2b355b003a5da4086670cb6fef7f9916c58d31807a23ac
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_73/step_26.pt b/CIFAR2_32_bs2048_ckpts/md_73/step_26.pt
new file mode 100644
index 0000000000000000000000000000000000000000..93fd98c47b03ed212768fe28a41b723037794566
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_73/step_26.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bb117dfae1068cd8ae905d9779373f7011a2007b1f496edac20f88dbc5c18b46
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_73/step_27.pt b/CIFAR2_32_bs2048_ckpts/md_73/step_27.pt
new file mode 100644
index 0000000000000000000000000000000000000000..193f8237fd2212265b87e6c6705e68dd0390a67d
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_73/step_27.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e294875bdb285ea65bcb5b921104daa61c62db08f8d53ce1938ae1bafae9e188
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_73/step_28.pt b/CIFAR2_32_bs2048_ckpts/md_73/step_28.pt
new file mode 100644
index 0000000000000000000000000000000000000000..887179eb4bd7c1fbab115bf12ec33c02ba88d1a9
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_73/step_28.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:94ddbe49cf73bfd1e1a976b411ca27f4a8cefd37cdac0e15cc092e94114d6e91
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_73/step_29.pt b/CIFAR2_32_bs2048_ckpts/md_73/step_29.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b54a95ab0af2ec385d7739fc8f4112578967f0d8
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_73/step_29.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2cba14f0c1f53f267411f05760d50a4c1475248e53a3ef39450334c81e8bb0b1
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_73/step_3.pt b/CIFAR2_32_bs2048_ckpts/md_73/step_3.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3790868ba2a55617bc5c52620e2428541e4f3ad1
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_73/step_3.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f2d7e0e4efecfda926767770c90e3608a3d32d76be531c6f14d10289d4af2020
+size 9123982
diff --git a/CIFAR2_32_bs2048_ckpts/md_73/step_30.pt b/CIFAR2_32_bs2048_ckpts/md_73/step_30.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c76c27246eddd1802f71528dfea6a862e2d9c63b
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_73/step_30.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4b0c18c9f8dd2e6801e660596292dbabebed139a9a9dbae62d5a570a66cc002e
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_73/step_32.pt b/CIFAR2_32_bs2048_ckpts/md_73/step_32.pt
new file mode 100644
index 0000000000000000000000000000000000000000..09c40ac5aee47ab10c8f1d22ef5b8d3f27981655
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_73/step_32.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e7760b293bc81cbf26d42a4be79d239cfd441ac1044cab061336a1b88348a7b2
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_73/step_33.pt b/CIFAR2_32_bs2048_ckpts/md_73/step_33.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3783ba4c295733858684e9441f99c3187ad5dd0b
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_73/step_33.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ed5d7d9476a36749dff126eddcfa439436240f03213f10492d83236ddccc3239
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_73/step_34.pt b/CIFAR2_32_bs2048_ckpts/md_73/step_34.pt
new file mode 100644
index 0000000000000000000000000000000000000000..581e6ee694c565fef7fe0ef74179ba427ed715bd
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_73/step_34.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:85d3f7028f8ebc8e0dc37c15949885e318aef48715a656156db8f1c8dfb6455c
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_73/step_40.pt b/CIFAR2_32_bs2048_ckpts/md_73/step_40.pt
new file mode 100644
index 0000000000000000000000000000000000000000..29f3ca6c44780077fa1f685d98dc1c703112c833
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_73/step_40.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:084f36b94b3505928ed111b89dbc60d52f1de54d5d8e89ed27502fcabb39990a
+size 9126211