diff --git a/.gitattributes b/.gitattributes
index 0cd24347d2c77f5b0ad89b477bce1ee6b6078eab..64205d3d8e6fc7fac452ea6e16c6d451961c7480 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -54,3 +54,4 @@ CIFAR10_32_bs2048_ckpts/md_1/trained_indice.json filter=lfs diff=lfs merge=lfs -
 CIFAR10_32_bs2048_ckpts/md_9/trained_indice.json filter=lfs diff=lfs merge=lfs -text
 CIFAR10_32_bs2048_ckpts/md_13/trained_indice.json filter=lfs diff=lfs merge=lfs -text
 CIFAR10_32_bs2048_ckpts/md_20/trained_indice.json filter=lfs diff=lfs merge=lfs -text
+CIFAR10_32_bs2048_ckpts/md_5/trained_indice.json filter=lfs diff=lfs merge=lfs -text
diff --git a/CIFAR10_32_bs2048_ckpts/md_1/step_511.pt b/CIFAR10_32_bs2048_ckpts/md_1/step_511.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6cf1a24583ade8c27603c7278b1886c5c62860f5
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_1/step_511.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:83f25ce1d168a17f4e33074c9fcc57ec0250cfde34f46136c44d2e316067b563
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_1/step_540.pt b/CIFAR10_32_bs2048_ckpts/md_1/step_540.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6e806bc194601152a54ed1764e2d6501b130895c
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_1/step_540.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4181a9da83e7caa2410ab1c606ccd9c4af824972af8d9abb4ee9ddfc6df99b6f
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_1/step_541.pt b/CIFAR10_32_bs2048_ckpts/md_1/step_541.pt
new file mode 100644
index 0000000000000000000000000000000000000000..08daa82e7a1cef1ad02bb77f4061b9cc78fd87b4
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_1/step_541.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ca34780060b03720b1a6eed1a06c5b14b25d8547dd1df7b1a7655d627192ccd3
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_1/step_544.pt b/CIFAR10_32_bs2048_ckpts/md_1/step_544.pt
new file mode 100644
index 0000000000000000000000000000000000000000..52a17263b8d67726bd55407287b9fc9dad157284
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_1/step_544.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d18168f23284cbc03c72535bcc7a33925c72cd6df869b14164c9e08bf4c3baf7
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_1/step_548.pt b/CIFAR10_32_bs2048_ckpts/md_1/step_548.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e459af43e00aaa2b8e06c4b823236bd026088c80
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_1/step_548.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b82ee293265008a879789c3273e29375868b8f8984bc4f63f63d5082a386ffdc
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_1/step_549.pt b/CIFAR10_32_bs2048_ckpts/md_1/step_549.pt
new file mode 100644
index 0000000000000000000000000000000000000000..119e2c0810ed4b1957ead6a30ac7b3ba4ae7f5f3
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_1/step_549.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cc02f6376bd969d5c3ce7f8269c2b4ba01d7f533630f67fd38db5195784768ff
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_1/step_550.pt b/CIFAR10_32_bs2048_ckpts/md_1/step_550.pt
new file mode 100644
index 0000000000000000000000000000000000000000..419a9a7c54751578ce33938cc20f5de6fe2f94f6
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_1/step_550.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:90b6decd697e669e9fa8a8c39316f944917047d863f2369c00d358fef3943520
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_1/step_551.pt b/CIFAR10_32_bs2048_ckpts/md_1/step_551.pt
new file mode 100644
index 0000000000000000000000000000000000000000..aa76ec56341921f6712908e5f42e87a6d674c26b
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_1/step_551.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:62aa0ebb3113bbe51e5fdf7bc23e7768285ee008d98397f106e5f3f5570e88be
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_1/step_552.pt b/CIFAR10_32_bs2048_ckpts/md_1/step_552.pt
new file mode 100644
index 0000000000000000000000000000000000000000..fba343dea52460fb4eb5f6a67d655c5d060479ce
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_1/step_552.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:039819ffeb51dcdf9863a02e36c22b34f6d0191dd013cdf6d8a20a569f987d27
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_1/step_553.pt b/CIFAR10_32_bs2048_ckpts/md_1/step_553.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a757cc75e78ebe787db8d227d3a9c1dbd72c84c3
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_1/step_553.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e6e8d196ada7d1bd559d7d8afa5ff6e113ffe9ca201bccee8cc6b7e7f156fda0
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_1/step_554.pt b/CIFAR10_32_bs2048_ckpts/md_1/step_554.pt
new file mode 100644
index 0000000000000000000000000000000000000000..7ac4414141a3a9cec30685d074daf65a6d449a51
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_1/step_554.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:beb46dd9f27486e6f5aab2336dab01a360216a0a94ac74350661310edf94a991
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_1/step_555.pt b/CIFAR10_32_bs2048_ckpts/md_1/step_555.pt
new file mode 100644
index 0000000000000000000000000000000000000000..31347163b29855566e55b8a95aa9dc191ade3070
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_1/step_555.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2354402d723d2fedeb14138e192226eea265aac2780940f1c9d4c4550bec3468
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_1/step_556.pt b/CIFAR10_32_bs2048_ckpts/md_1/step_556.pt
new file mode 100644
index 0000000000000000000000000000000000000000..09af53ac130503df194da053d4ebf1f7d7e40f5d
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_1/step_556.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9bcf521766c8c364812ebdc82759ff2d573666c571d46a205b0cc86679f80b0f
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_1/step_557.pt b/CIFAR10_32_bs2048_ckpts/md_1/step_557.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ab070a8447bc802e039adf667ddcac4dbeabd7a0
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_1/step_557.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c3ee4380a10c713c009c5dcd919c54a34983be6254c3aa2f66398851529f79af
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_1/step_558.pt b/CIFAR10_32_bs2048_ckpts/md_1/step_558.pt
new file mode 100644
index 0000000000000000000000000000000000000000..0f1257608a9fc5c22d8a72a6a445ea06af5097c6
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_1/step_558.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a4ee5c9f3dc76a580a178279842151a69098a4230da63da119c31024e66da97a
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_1/step_559.pt b/CIFAR10_32_bs2048_ckpts/md_1/step_559.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8ecb48c0cc2076fbc94238d43bea91e36114f756
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_1/step_559.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0b3d0fcce38f47615acb00beb39320bc14257d4b1f48e6c9f7d75e09613b8327
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_1/step_560.pt b/CIFAR10_32_bs2048_ckpts/md_1/step_560.pt
new file mode 100644
index 0000000000000000000000000000000000000000..d44e1ba58c89a171d5e98b095c0697fe3855bbda
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_1/step_560.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cd07883a6a16eb013056426d6122b04b248cb5a380245c19db8d7925c11fb721
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_1/step_561.pt b/CIFAR10_32_bs2048_ckpts/md_1/step_561.pt
new file mode 100644
index 0000000000000000000000000000000000000000..bc47729dc237dda5dc4e7f3b8f233d701544db08
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_1/step_561.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:59f0bb564a9746255bb3bd93de9a71d298022177f7c3ac94903494ba0400c958
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_1/step_562.pt b/CIFAR10_32_bs2048_ckpts/md_1/step_562.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1bbf5fa57f92fdc43fe932df9d402894b3c7662c
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_1/step_562.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:71e7fccce83ba618a5e82020ba90c7250b09a9100df756086f13b3798da5dde8
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_1/step_563.pt b/CIFAR10_32_bs2048_ckpts/md_1/step_563.pt
new file mode 100644
index 0000000000000000000000000000000000000000..74daef464f418e7b774469c5b9c384109684e362
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_1/step_563.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6a6658010c100d6ec2bb90eb0d912d761c4ee5a80c4d64bf6f3da7ee1c7b532c
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_1/step_564.pt b/CIFAR10_32_bs2048_ckpts/md_1/step_564.pt
new file mode 100644
index 0000000000000000000000000000000000000000..0b72bb86d97d14fdc35125b4dd63257a210f8221
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_1/step_564.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:af852ba682b4a466dc936a409c668cfc6531ed43e9c192d6b5b5b635f6821411
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_1/step_565.pt b/CIFAR10_32_bs2048_ckpts/md_1/step_565.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6c721f18827a13a25837d08a675d873e4bb9cf64
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_1/step_565.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:35ce01af5d029938fa8f8db3408527828c0bab0029c90934ba92476f28a60965
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_1/step_566.pt b/CIFAR10_32_bs2048_ckpts/md_1/step_566.pt
new file mode 100644
index 0000000000000000000000000000000000000000..0f77cbcb13235f1c4d29ff171ae28b198b630a33
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_1/step_566.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6687fabb3e7e78bbe64157c0af548ae772d498ddd3be023b89c6bd14eb61ddfa
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_1/step_567.pt b/CIFAR10_32_bs2048_ckpts/md_1/step_567.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c8965f3d982a907ab4d5ff64f5247a0e908c8ed1
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_1/step_567.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e67df848abd377596c13fe0a097da8c4e4fb258b681bee177f34d8ed042852ce
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_1/step_568.pt b/CIFAR10_32_bs2048_ckpts/md_1/step_568.pt
new file mode 100644
index 0000000000000000000000000000000000000000..5b979aa22b30bad38a563161b99a92a59cf9c269
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_1/step_568.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b24b77bc49cec9f2de55683ca1f7a0e395d4407b0a74d7fc92c8e3511273cce9
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_1/step_569.pt b/CIFAR10_32_bs2048_ckpts/md_1/step_569.pt
new file mode 100644
index 0000000000000000000000000000000000000000..5b9cfd3008c1a5940c6a804aac031475b035d1d4
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_1/step_569.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1af9063f27aceb99414b68435eece931b061bb1f87bc8a51402d82f631586737
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_1/step_570.pt b/CIFAR10_32_bs2048_ckpts/md_1/step_570.pt
new file mode 100644
index 0000000000000000000000000000000000000000..da2ab3aa1bf9e646d98a29c2d7cbb32c36ffe965
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_1/step_570.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a51079b6b4ee1ef68efc54687bab5d77966263990bc1dc561b968484cbc75703
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_1/step_571.pt b/CIFAR10_32_bs2048_ckpts/md_1/step_571.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8c1f0f24724e533924f7289d906ab8b9fa3c3d5d
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_1/step_571.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:94079e5d20bf9f686a8bc81740b44bf2074e7cdc6dd06f87adad75538d876d1b
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_1/step_572.pt b/CIFAR10_32_bs2048_ckpts/md_1/step_572.pt
new file mode 100644
index 0000000000000000000000000000000000000000..0bb58396fa7be69d0d2f1badd5ac3af9f70e9099
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_1/step_572.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ffb06f96ec487f020b9aed1ac363dfeb95c9d706e9c3df50ec697b937628cffb
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_1/step_573.pt b/CIFAR10_32_bs2048_ckpts/md_1/step_573.pt
new file mode 100644
index 0000000000000000000000000000000000000000..2efe7544029c442ac544a5ea8051917fbd7392c4
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_1/step_573.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:794244e553615ba6ca906da9ca0549c863d6e6ee5f0b85ce25d86f84b07e4851
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_1/step_574.pt b/CIFAR10_32_bs2048_ckpts/md_1/step_574.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f50fc46700f85ad006e0618229f4a3c443b922ae
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_1/step_574.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d0fa88843b5f076fc9bc59007f053633b2d36b87c31c05914268ab948209fb0b
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_1/step_575.pt b/CIFAR10_32_bs2048_ckpts/md_1/step_575.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4be6e6aadb647f7b3e305d0b5b26494754653c7d
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_1/step_575.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cf4a65539418534c86ed1fabc7f4294622e522c6a63200af309fdb7428595102
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_1/step_576.pt b/CIFAR10_32_bs2048_ckpts/md_1/step_576.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4ff7d45183c15cf66ef058146983d428482d3617
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_1/step_576.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:99fba532a07125f46fd8ff09899c125a8025dd3b68997b463ee49d9c553b80e7
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_1/step_577.pt b/CIFAR10_32_bs2048_ckpts/md_1/step_577.pt
new file mode 100644
index 0000000000000000000000000000000000000000..efe6742d57efa953afdf4e7a9ec1d7cd31f9620e
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_1/step_577.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6b24d81bc8c80c2b558a085286d28c3a0fabe9f722bc0a099f9894cd7f491820
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_1/step_578.pt b/CIFAR10_32_bs2048_ckpts/md_1/step_578.pt
new file mode 100644
index 0000000000000000000000000000000000000000..dca30c28f9c3902498e8faf6394b125983484829
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_1/step_578.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2f0d9604baa09d3b970c2d07ff98f9962f01deb58ec90ff189b20dc7b426d864
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_1/step_579.pt b/CIFAR10_32_bs2048_ckpts/md_1/step_579.pt
new file mode 100644
index 0000000000000000000000000000000000000000..d8877a0b41a924686121c14be3dee92534e4e7ff
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_1/step_579.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e84638a9f8386d93ad6ef6ebd6c086b9436f24c262708d148471d578cd47f1df
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_1/step_580.pt b/CIFAR10_32_bs2048_ckpts/md_1/step_580.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e708542d3a50efc1e39d0dc74f809eebf16bc581
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_1/step_580.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c98bb83c7daf05ca7e649b3a140e210aa621961164f781ad7e74ba4724f95ccc
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_1/step_581.pt b/CIFAR10_32_bs2048_ckpts/md_1/step_581.pt
new file mode 100644
index 0000000000000000000000000000000000000000..67eb8d591acc993a79d839200d86b91dd911b01d
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_1/step_581.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a091854ba177bb1ad8dcfc4ddfbd32479b0023c721e5124e4b2d54b2e3e60b99
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_1/step_582.pt b/CIFAR10_32_bs2048_ckpts/md_1/step_582.pt
new file mode 100644
index 0000000000000000000000000000000000000000..7bb92e312fa77336ae4d6b5d3e63268e53d0f979
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_1/step_582.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c65ee615838025767bca0b63d4766e4b0e5008b082e1bcebc4d252e0d91bea30
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_1/step_584.pt b/CIFAR10_32_bs2048_ckpts/md_1/step_584.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ab4a2023464b4930459b6a0595c55def269bdc19
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_1/step_584.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:eb26b5804ab8db63dcfecdb890a7efa1ffb2ca014c84faa98d3795d2e82fd422
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_1/step_585.pt b/CIFAR10_32_bs2048_ckpts/md_1/step_585.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1118fcf244a5b7965b31ed84d2d727d90ae8ce39
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_1/step_585.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3ab0f381b092d9b04b6e09d692cfa710cf7e9a57bf39b095df69a0a74b319467
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_1/step_586.pt b/CIFAR10_32_bs2048_ckpts/md_1/step_586.pt
new file mode 100644
index 0000000000000000000000000000000000000000..999e0c18f7a4c39dcc528498d26b0feb7c1cb0eb
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_1/step_586.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:59853cba2db7ffb37c389c8f738dc701aed81c1c0deb4411ca39e07854b6b277
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_1/step_587.pt b/CIFAR10_32_bs2048_ckpts/md_1/step_587.pt
new file mode 100644
index 0000000000000000000000000000000000000000..5d15def3fb6df41d312979fb9def69993b7a5e8d
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_1/step_587.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e7e641d9cf4f845b7ff22872f549539f0875a3053757305f4db68310118ece92
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_1/step_588.pt b/CIFAR10_32_bs2048_ckpts/md_1/step_588.pt
new file mode 100644
index 0000000000000000000000000000000000000000..369676f877f02121519cda9e12f475f3a864a03e
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_1/step_588.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:de3a13da7eacad9e758332dea8ee674a23935affb3a8212c64df9c7c1186339b
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_1/step_589.pt b/CIFAR10_32_bs2048_ckpts/md_1/step_589.pt
new file mode 100644
index 0000000000000000000000000000000000000000..2d98d2165927589cf975e4fed6fa9ceb287b37aa
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_1/step_589.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:29f40c44a91017bd3dca1150fb65de9079dc6c7d22958783345c587402771010
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_1/step_590.pt b/CIFAR10_32_bs2048_ckpts/md_1/step_590.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ea475116c3b5678b693e4d5e5911b5a6c96ecdc5
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_1/step_590.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:366a2ee857b05347ab6137de121984aa330608029b89c6f4ec3e5c454630c2c2
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_1/step_591.pt b/CIFAR10_32_bs2048_ckpts/md_1/step_591.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ee68d38a93995756a29a821677b7079d1bdc2dde
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_1/step_591.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:99ed62816f9fdbcdcdaf1a7e264679791f440e40437e535605e0dca4938c6ed6
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_1/step_592.pt b/CIFAR10_32_bs2048_ckpts/md_1/step_592.pt
new file mode 100644
index 0000000000000000000000000000000000000000..716b7dcbe540723d9cd2eb29fa4d59b48d9775a6
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_1/step_592.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d9fff871c41398acb4bdfdda1020f2bbc8c47c89d86db1d1d694ee7b3476ffc4
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_1/step_593.pt b/CIFAR10_32_bs2048_ckpts/md_1/step_593.pt
new file mode 100644
index 0000000000000000000000000000000000000000..9068254ba1899a6c5203add1f4e2ee6ebb04c378
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_1/step_593.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ab170b5028b0dd7bb503f6f7ed1abc67158b95e8d9e0c82f9d4a5a81166363f7
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_1/step_594.pt b/CIFAR10_32_bs2048_ckpts/md_1/step_594.pt
new file mode 100644
index 0000000000000000000000000000000000000000..7e595d43a91c10bad3802355a600a21af5004942
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_1/step_594.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c5ce69ff9d9f6231b63103a8b5e69f40af82a0f31a7cdd738647a6c0c8ef2958
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_1/step_595.pt b/CIFAR10_32_bs2048_ckpts/md_1/step_595.pt
new file mode 100644
index 0000000000000000000000000000000000000000..9bcecb981f57e94aa652f87818d9fe757d8a4956
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_1/step_595.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:059bb93fdbfe650cd6899d4f4867ff89e412058ebea085acc50e2bab183b51e3
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_1/step_597.pt b/CIFAR10_32_bs2048_ckpts/md_1/step_597.pt
new file mode 100644
index 0000000000000000000000000000000000000000..af17ef8fd79ec0fd7f57f645f5c5b65d6443c665
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_1/step_597.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:01cf383a5ce07d97227af9127ce85a4c1d013d9e0ab9ffe8505ce679d907d604
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_13/step_47.pt b/CIFAR10_32_bs2048_ckpts/md_13/step_47.pt
new file mode 100644
index 0000000000000000000000000000000000000000..725c712687ee96b03ff26fe45c669000d61c86bd
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_13/step_47.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3ad68f1f47f2ba68e98d703a56e8a29fdf613bb7e6ea24016f8ab5027c637305
+size 9126211
diff --git a/CIFAR10_32_bs2048_ckpts/md_13/step_57.pt b/CIFAR10_32_bs2048_ckpts/md_13/step_57.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1fa30a2c509c7217fe705acd275b5a8856353a97
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_13/step_57.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f52e6a09b6d3619e2d818ceae0ae226cde72eebb4414c9280c48036d659476db
+size 9126211
diff --git a/CIFAR10_32_bs2048_ckpts/md_16/step_599.pt b/CIFAR10_32_bs2048_ckpts/md_16/step_599.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3d1f61c939d1ed5529b7988fcb899ded7da49e2f
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_16/step_599.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c2c0a1bf98d9c37e644c282b418ca9ec256a0871998c641a2414efd4f9f7e9c2
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_17/step_14.pt b/CIFAR10_32_bs2048_ckpts/md_17/step_14.pt
new file mode 100644
index 0000000000000000000000000000000000000000..41e79012a0d5930bc339469529851dffbb17f6d7
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_17/step_14.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:045b624b88949fa7f2c438be5ece7f4fad74936089e62641f67c1c76ce4a9783
+size 9126211
diff --git a/CIFAR10_32_bs2048_ckpts/md_17/step_16.pt b/CIFAR10_32_bs2048_ckpts/md_17/step_16.pt
new file mode 100644
index 0000000000000000000000000000000000000000..5d86ebb0af1fc2f1a09b94925c71ccdff0da106e
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_17/step_16.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3dfd6090125559c1c3f100d5992734aa20e33b2499edd7ee3f885ec684215ad8
+size 9126211
diff --git a/CIFAR10_32_bs2048_ckpts/md_17/step_17.pt b/CIFAR10_32_bs2048_ckpts/md_17/step_17.pt
new file mode 100644
index 0000000000000000000000000000000000000000..65b1d8ef86089a4bf2a07692ea195707603bf1a0
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_17/step_17.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9778f3f610c7361cd02196e33f9fd881435c6f154eaf5ea0bfe0eb47cde19653
+size 9126211
diff --git a/CIFAR10_32_bs2048_ckpts/md_17/step_18.pt b/CIFAR10_32_bs2048_ckpts/md_17/step_18.pt
new file mode 100644
index 0000000000000000000000000000000000000000..273769e9359c61ee006611deaaf2b809ac77745c
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_17/step_18.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:560293f0eccd04575055e47dbc505e5deb295775bf26c558130aad07f86df6ca
+size 9126211
diff --git a/CIFAR10_32_bs2048_ckpts/md_17/step_20.pt b/CIFAR10_32_bs2048_ckpts/md_17/step_20.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4e895b8e9b53c4283f536b4dec80c3414693b51b
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_17/step_20.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a757f070a2e48efa286647f2afb96ae4c46bd634ff3f8d7981d1a2410120a2f6
+size 9126211
diff --git a/CIFAR10_32_bs2048_ckpts/md_17/step_3.pt b/CIFAR10_32_bs2048_ckpts/md_17/step_3.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a745053e5a1537a7b7b4029c972fb56a9cf4006f
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_17/step_3.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d66aaf8b29043f3fdf028a0aff6a7cbf5bf2e8e0804a7fc21aec194ef19f0b8e
+size 9123982
diff --git a/CIFAR10_32_bs2048_ckpts/md_2/step_0.pt b/CIFAR10_32_bs2048_ckpts/md_2/step_0.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f94045bf19d75e36e35bf7154c6f62cb9fde391e
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_2/step_0.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:60e9a61c0fd208cea6dfcd15927ce36abf67099691277d381139f661eeec511f
+size 9123982
diff --git a/CIFAR10_32_bs2048_ckpts/md_2/step_21.pt b/CIFAR10_32_bs2048_ckpts/md_2/step_21.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e85ec39e044daee881dfc3be7a9518be0e327c1b
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_2/step_21.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:85c4a1103e9083d49dea9e4006e7d7033a1255493bd87013f28188127daafc37
+size 9126211
diff --git a/CIFAR10_32_bs2048_ckpts/md_2/step_23.pt b/CIFAR10_32_bs2048_ckpts/md_2/step_23.pt
new file mode 100644
index 0000000000000000000000000000000000000000..bca7e076275efcb6a996361e0867262c3d2bfa59
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_2/step_23.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:828646ac61bb31adb89aaaac31ad79ed52b30fb8785641ba652748a6fda4952b
+size 9126211
diff --git a/CIFAR10_32_bs2048_ckpts/md_2/step_25.pt b/CIFAR10_32_bs2048_ckpts/md_2/step_25.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f6c954382012e3c4aa5c4ce6a263f9c59f74e724
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_2/step_25.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cc5c3ba86213313f47d77be1a4e36dcda99b93998f0be2ccc40043c8418e9527
+size 9126211
diff --git a/CIFAR10_32_bs2048_ckpts/md_2/step_26.pt b/CIFAR10_32_bs2048_ckpts/md_2/step_26.pt
new file mode 100644
index 0000000000000000000000000000000000000000..125e75cabe7b3de62873d9ca8e10d18b0d8d7279
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_2/step_26.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f111a21d1bfb710f040d8202f3890d2baddbb1ee083bef2d94de088020be93ec
+size 9126211
diff --git a/CIFAR10_32_bs2048_ckpts/md_2/step_27.pt b/CIFAR10_32_bs2048_ckpts/md_2/step_27.pt
new file mode 100644
index 0000000000000000000000000000000000000000..44ddcf786babb802916983d17a9f4639264d9ad6
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_2/step_27.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:43b628e7137ff6c30cc09439d486ce1032696bb8f0efa8ca5db7f33c05f3f95a
+size 9126211
diff --git a/CIFAR10_32_bs2048_ckpts/md_5/final.pt b/CIFAR10_32_bs2048_ckpts/md_5/final.pt
new file mode 100644
index 0000000000000000000000000000000000000000..9ef917725867f53333a82b789a0ab6026d5d1bb2
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_5/final.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2fc480ccd842fe540c3fc38027b91a8976b69ef6b68ea0f77911b413c4ac2737
+size 9123929
diff --git a/CIFAR10_32_bs2048_ckpts/md_5/step_573.pt b/CIFAR10_32_bs2048_ckpts/md_5/step_573.pt
new file mode 100644
index 0000000000000000000000000000000000000000..0108f51efe7703f8a3e136e3a101261cbf2efd03
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_5/step_573.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b18b3c34e0a9221a917788c0ef5ddd7b36e79e4ead0a3a0708d699394fdbd75b
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_5/step_574.pt b/CIFAR10_32_bs2048_ckpts/md_5/step_574.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4c8f841afc4a3cebd7da05baddae2c102e3b1f6b
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_5/step_574.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e3d0862f440d9888ffcab53169aaa8cd818840bff296afe752f29cec19bb7a59
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_5/step_575.pt b/CIFAR10_32_bs2048_ckpts/md_5/step_575.pt
new file mode 100644
index 0000000000000000000000000000000000000000..724677b5dd7ed8213be0c4eaacfdf5791b9fd477
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_5/step_575.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:315a927251b2347d9c5dd59d8a1e9d8b14eca55cf96e163a6986ade28955776e
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_5/step_576.pt b/CIFAR10_32_bs2048_ckpts/md_5/step_576.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a6c51fdb71d7503956ac494ca7abd5d3b540f0ee
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_5/step_576.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d304525dc632e7322dd75420b676d99eb89adc485edec9a1cab79e6d97e2cd6a
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_5/step_577.pt b/CIFAR10_32_bs2048_ckpts/md_5/step_577.pt
new file mode 100644
index 0000000000000000000000000000000000000000..231a68be4a996f7c9a8808235f66f554d6ba3206
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_5/step_577.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e27f7a31cdd90ad67ce11eff8e5b29f842109542eabb2ac6499e6e7f2063af99
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_5/step_578.pt b/CIFAR10_32_bs2048_ckpts/md_5/step_578.pt
new file mode 100644
index 0000000000000000000000000000000000000000..402f6217ed65ab312423f2c936e4498ad75f60a3
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_5/step_578.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3c48f936f5eec257b5b5e4ff74a0d4efbf52ad461647c21eac5b2418c788b30b
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_5/step_579.pt b/CIFAR10_32_bs2048_ckpts/md_5/step_579.pt
new file mode 100644
index 0000000000000000000000000000000000000000..65374dd88185ac29cbaeec48d3a13c7fca70825b
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_5/step_579.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9cc343dba661d5bb486552e08d31c7b1fae20c3769101ec546c4568a2f62101f
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_5/step_580.pt b/CIFAR10_32_bs2048_ckpts/md_5/step_580.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e6221f68513a111e647969abc4007ad1a8c0500f
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_5/step_580.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:15e724d8c6f31c50330966c600c308c749192ce0437dfe2def249cbbab2c9c72
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_5/step_581.pt b/CIFAR10_32_bs2048_ckpts/md_5/step_581.pt
new file mode 100644
index 0000000000000000000000000000000000000000..2ec973227f31d5b2a09a79fcbcdcdee366eeac30
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_5/step_581.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4583c393f9905a8561e90837d59f59ab4e4c878ff9c2dc6ea639f4e611ded86c
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_5/step_582.pt b/CIFAR10_32_bs2048_ckpts/md_5/step_582.pt
new file mode 100644
index 0000000000000000000000000000000000000000..702ad95c6a4e04a42ef1fe0b5d10019926b115a6
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_5/step_582.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2e6eae9717b6fa081d7cac871ea195926b5a805ee8d985470462b60a6035735a
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_5/step_583.pt b/CIFAR10_32_bs2048_ckpts/md_5/step_583.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6c12711884fbcc4a2600730e9b75195e72ba465e
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_5/step_583.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8807fa645f975e342a2016aaf45f896c00564d5bbe8f5a6eb59b6f5a3e172be7
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_5/step_584.pt b/CIFAR10_32_bs2048_ckpts/md_5/step_584.pt
new file mode 100644
index 0000000000000000000000000000000000000000..da1460f8bb76b21e4b69f77d1667d8f092383956
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_5/step_584.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9fce9b42ab39f9ed6a5257c14591d12bcdb7b46f953dfadbdad78bd19e118cdd
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_5/step_586.pt b/CIFAR10_32_bs2048_ckpts/md_5/step_586.pt
new file mode 100644
index 0000000000000000000000000000000000000000..34a9458f5324ad04949ba34ddd723815a36f7510
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_5/step_586.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4fe74ae8582788f879fe415854350ad24a47b80ef53699287c3ecc454b8931e0
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_5/step_595.pt b/CIFAR10_32_bs2048_ckpts/md_5/step_595.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f45f3fc9c9235b2859efb05ea5a007caed335e68
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_5/step_595.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d29f142e39a5763e924fc0f2967964fb1483b1d9bf3088c84e8b4b8fcf7c7198
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_5/step_596.pt b/CIFAR10_32_bs2048_ckpts/md_5/step_596.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a4ca2b89b3185c5b1f0b454884c913f2442c7c9d
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_5/step_596.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2cbd74010196b3c007f5a7d2453ccbd7e32c0752a76a3c2ccf75d59fe03112b3
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_5/step_597.pt b/CIFAR10_32_bs2048_ckpts/md_5/step_597.pt
new file mode 100644
index 0000000000000000000000000000000000000000..bab6a4824697aed08ece3a3cea2ecbc7e3bedb5b
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_5/step_597.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e2b05688226efa9051335f4fb17b06bbc32afe58de992a30eef609fca1d3a844
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_5/step_598.pt b/CIFAR10_32_bs2048_ckpts/md_5/step_598.pt
new file mode 100644
index 0000000000000000000000000000000000000000..7babcf426044b386da80c2212dc4c9d511e56a93
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_5/step_598.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:709cfe8718614fbbfad42a5ef676f6cad091e6d699f356c8bb95c0f2d4dbe8ca
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_5/step_599.pt b/CIFAR10_32_bs2048_ckpts/md_5/step_599.pt
new file mode 100644
index 0000000000000000000000000000000000000000..cb5938da6860c148470f62632e5d3212007e9cd0
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_5/step_599.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ba6d697926a9245a5d3a030f6baa9486757a019280965f5cd607502e452fcbec
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_5/step_600.pt b/CIFAR10_32_bs2048_ckpts/md_5/step_600.pt
new file mode 100644
index 0000000000000000000000000000000000000000..844aba4924178bcaefe984741a2a307739226d2c
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_5/step_600.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c3fc2c92e8dc84e547f484fceb17571c062a979ee4429c351d974cc34056d6e0
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_5/trained_indice.json b/CIFAR10_32_bs2048_ckpts/md_5/trained_indice.json
new file mode 100644
index 0000000000000000000000000000000000000000..5e84d2029bddd9274c2b88d0aa7077444df85a26
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_5/trained_indice.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:390910e2dae4d81e9701de8a77cf09cefd5debcc820767b7f0237cddf507408b
+size 17740562
diff --git a/CIFAR10_32_bs2048_ckpts/md_6/step_0.pt b/CIFAR10_32_bs2048_ckpts/md_6/step_0.pt
new file mode 100644
index 0000000000000000000000000000000000000000..bf721ef0bf10cf89c70c47b58a3f2a08cbd5b4d1
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_6/step_0.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5c8edaa5929e70a6366e7f2ce043d388dcfe1e52bd13f898dd4293ea1b037832
+size 9123982
diff --git a/CIFAR10_32_bs2048_ckpts/md_6/step_1.pt b/CIFAR10_32_bs2048_ckpts/md_6/step_1.pt
new file mode 100644
index 0000000000000000000000000000000000000000..248cc6578d4cfef3e809b2d8c9c54e1642968347
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_6/step_1.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:580b2a8cf46ff3580044d132bcc6016b617885ed3b0fda4eb74f8d356ef0fb61
+size 9123982
diff --git a/CIFAR10_32_bs2048_ckpts/md_6/step_10.pt b/CIFAR10_32_bs2048_ckpts/md_6/step_10.pt
new file mode 100644
index 0000000000000000000000000000000000000000..40a9ca3df160633962bdda667c97bdf3cfa510e9
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_6/step_10.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:24d1890fa0f4a5bdb78535583eb895432def1383722c19bfde5f92c2e398d82e
+size 9126211
diff --git a/CIFAR10_32_bs2048_ckpts/md_6/step_14.pt b/CIFAR10_32_bs2048_ckpts/md_6/step_14.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a79f3abc203ff9824e35324c88bfbed19005d0b4
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_6/step_14.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:06a0457b54a0b7786fa73e0d3f58b70a2b20c24725a33c7c99082660f2a0df0c
+size 9126211
diff --git a/CIFAR10_32_bs2048_ckpts/md_6/step_17.pt b/CIFAR10_32_bs2048_ckpts/md_6/step_17.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f76740c6df17d8db6d1b196093d763ba83164cb2
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_6/step_17.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:df37da9923cf96552272ff0a7b2e30301010f50d4e756ae418a95157955def5c
+size 9126211
diff --git a/CIFAR10_32_bs2048_ckpts/md_6/step_18.pt b/CIFAR10_32_bs2048_ckpts/md_6/step_18.pt
new file mode 100644
index 0000000000000000000000000000000000000000..2ab86084647ea28fea65904920bc6449558cedea
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_6/step_18.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a84ae7a481649ab4a1bdcb060cbc451d0acf265e22b06e019576f9ebe5b77d35
+size 9126211
diff --git a/CIFAR10_32_bs2048_ckpts/md_6/step_2.pt b/CIFAR10_32_bs2048_ckpts/md_6/step_2.pt
new file mode 100644
index 0000000000000000000000000000000000000000..9230859e29aa4a7d6a8b8f17eb89adfc1ab68871
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_6/step_2.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:84cea1143052443788ce76f7dd4a0f435d0b6929b58cde97dab7113f6f6599ce
+size 9123982
diff --git a/CIFAR10_32_bs2048_ckpts/md_6/step_20.pt b/CIFAR10_32_bs2048_ckpts/md_6/step_20.pt
new file mode 100644
index 0000000000000000000000000000000000000000..05739f8bb699e8321ad7a5d75dc5857818354d67
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_6/step_20.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dba1a0b1b88adb369ac78ece940000614937f6306b7477722bf2e01bd7ff2d1f
+size 9126211
diff --git a/CIFAR10_32_bs2048_ckpts/md_6/step_21.pt b/CIFAR10_32_bs2048_ckpts/md_6/step_21.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3df7c37b9b3959afbc0fc1f3da5f21cfdd419bab
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_6/step_21.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c7984fd50afca4dca933e638866a003a4288a60b1e80ab31d4559d970bcc60b1
+size 9126211
diff --git a/CIFAR10_32_bs2048_ckpts/md_6/step_22.pt b/CIFAR10_32_bs2048_ckpts/md_6/step_22.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6b5b0d63f865dfd0bb53dbd8f85fc394ded70690
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_6/step_22.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f262cd7e3efa082988a1cad5b34e5bcf5c6d71032222760cc290942c1ac61531
+size 9126211
diff --git a/CIFAR10_32_bs2048_ckpts/md_6/step_23.pt b/CIFAR10_32_bs2048_ckpts/md_6/step_23.pt
new file mode 100644
index 0000000000000000000000000000000000000000..95db9b0edb135920fcf4d35a1c458b4b5f63449e
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_6/step_23.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8cc638dba40258edbfb1326a46ef05a0e8ef959c35bed50c56320c4a178f17e3
+size 9126211
diff --git a/CIFAR10_32_bs2048_ckpts/md_6/step_25.pt b/CIFAR10_32_bs2048_ckpts/md_6/step_25.pt
new file mode 100644
index 0000000000000000000000000000000000000000..0049bd39e9ef876e04cb394cc0898728dc5d97ee
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_6/step_25.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cc3c22aa48bc67e044fce985192e2aba27c55f326db43d463ecd882e4eda68e7
+size 9126211
diff --git a/CIFAR10_32_bs2048_ckpts/md_6/step_27.pt b/CIFAR10_32_bs2048_ckpts/md_6/step_27.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4372b23dfb53afa275449c738a6066d8aa0d4789
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_6/step_27.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5da346abee36e330583d6724e7580143602ee92ff5086d9466112a3f4effe9bd
+size 9126211
diff --git a/CIFAR10_32_bs2048_ckpts/md_6/step_28.pt b/CIFAR10_32_bs2048_ckpts/md_6/step_28.pt
new file mode 100644
index 0000000000000000000000000000000000000000..bff249bde6a74f1dbc33bc9a23c97e6c8fc32fea
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_6/step_28.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bb9499d9b6bb1a41f7b3799606a44cfa9affc6e672893bcc564efcd2f61f94a2
+size 9126211
diff --git a/CIFAR10_32_bs2048_ckpts/md_6/step_29.pt b/CIFAR10_32_bs2048_ckpts/md_6/step_29.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ec3bdb294406cab29e5b7761c2f85c5e0796e1c0
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_6/step_29.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:60eba83c9863fed68aa04ce709e043da3ed33326b7373db6f4f2bc19e34c6d6a
+size 9126211
diff --git a/CIFAR10_32_bs2048_ckpts/md_6/step_33.pt b/CIFAR10_32_bs2048_ckpts/md_6/step_33.pt
new file mode 100644
index 0000000000000000000000000000000000000000..5f8ab9f041a8e6123dce3f255a2aba24ea6698ea
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_6/step_33.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ad92706f45a3c8f1bb257be7324c98008ab3ea099f133d028b969739112aacda
+size 9126211
diff --git a/CIFAR10_32_bs2048_ckpts/md_6/step_36.pt b/CIFAR10_32_bs2048_ckpts/md_6/step_36.pt
new file mode 100644
index 0000000000000000000000000000000000000000..82be2133d9aaed1215d90b63e599b7e380348d63
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_6/step_36.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0de76db1eee5f3eb922ded527e2880966dcb9c15e65f491ba071d8c669873331
+size 9126211
diff --git a/CIFAR10_32_bs2048_ckpts/md_6/step_4.pt b/CIFAR10_32_bs2048_ckpts/md_6/step_4.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c75aea317b03fdd5df9c8bf8329483cf3c9e7936
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_6/step_4.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d9098d61499ae964f1887183f923ce9e47248f79675b7ead1e68c0adc99d2ab1
+size 9123982
diff --git a/CIFAR10_32_bs2048_ckpts/md_6/step_6.pt b/CIFAR10_32_bs2048_ckpts/md_6/step_6.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b20c73bc7042b6f02c046fb879bf3da2f3c07430
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_6/step_6.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:db37b9b43bcef5d7294a56d9b365c402603f774660cc81709d26b43fc9f679d3
+size 9123982
diff --git a/CIFAR10_32_bs2048_ckpts/md_6/step_7.pt b/CIFAR10_32_bs2048_ckpts/md_6/step_7.pt
new file mode 100644
index 0000000000000000000000000000000000000000..0b77b1b84c98d972d8f0aeacb18ae8278f4dbd43
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_6/step_7.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6cdaa7d48c6d1ea172b8f7d7d5fd2bf284e14c919cf76f96bbad137aa8eeb47c
+size 9123982
diff --git a/CIFAR10_32_bs2048_ckpts/md_6/step_9.pt b/CIFAR10_32_bs2048_ckpts/md_6/step_9.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8f73a942d646d99dac5058488a65ed7c4081f7a7
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_6/step_9.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7115b53ba0bb0af12bbd1c94b0c390409d994069535ec74f66ac0900d5449929
+size 9123982
diff --git a/CIFAR10_32_bs2048_ckpts/md_9/step_248.pt b/CIFAR10_32_bs2048_ckpts/md_9/step_248.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8736877598c9d9226f92fdbfd9efd91455a331dc
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_9/step_248.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e2ddc38d6ca20424dafd62918ba19798180c2566a730409ef5925204c2ba1635
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_9/step_254.pt b/CIFAR10_32_bs2048_ckpts/md_9/step_254.pt
new file mode 100644
index 0000000000000000000000000000000000000000..5103782d1434cf844affda5b913da8f82319cd9c
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_9/step_254.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c546cf6ea8602e414011107dc1adfd129abb3a06c68cbdd0084f8e381b4eae2e
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_9/step_256.pt b/CIFAR10_32_bs2048_ckpts/md_9/step_256.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f121b74bd4e2de0d96193015490a934bd776946b
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_9/step_256.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:41eb242e9571c868deb8c1bb3098792e88e8820d2a48d98ffc47cd419e97998f
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_9/step_257.pt b/CIFAR10_32_bs2048_ckpts/md_9/step_257.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b5e7d383ddadddb352b5dbef748e2f6c74bff33e
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_9/step_257.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:eee4664b89ae93fb36968d2c6484e0707747f52871b76f2d048e693a94523319
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_9/step_258.pt b/CIFAR10_32_bs2048_ckpts/md_9/step_258.pt
new file mode 100644
index 0000000000000000000000000000000000000000..0514a642a637e5906538b85cf7988b5e7fd0e6f4
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_9/step_258.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f404fdf895d3b6576851095217af3a9713cda0048cf5f797e0b69fa36ad539ab
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_9/step_259.pt b/CIFAR10_32_bs2048_ckpts/md_9/step_259.pt
new file mode 100644
index 0000000000000000000000000000000000000000..17dfea06cf55d7eb21fbc853c907c031293237b4
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_9/step_259.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:18fe14a5236b0faabf64aa166f348ecb2ee04492da4539d32c70e194d196c97a
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_9/step_261.pt b/CIFAR10_32_bs2048_ckpts/md_9/step_261.pt
new file mode 100644
index 0000000000000000000000000000000000000000..fc181fdac1fcb9a7c0fee3c3110ce972fe8b1764
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_9/step_261.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:37712fb6ab7e59bd45aa74d7b26ef0c5962b6313ffcabb2c036e8f59f6e64c7e
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_9/step_263.pt b/CIFAR10_32_bs2048_ckpts/md_9/step_263.pt
new file mode 100644
index 0000000000000000000000000000000000000000..059d23ef93ec8f756c05dc6e4b6ec3cb8db3b983
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_9/step_263.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6953d116c01a57eff2cd12c4f7ace8b5ef7538b6db49a493fd896edffc0e0ed2
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_9/step_264.pt b/CIFAR10_32_bs2048_ckpts/md_9/step_264.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b9e88b8b048a5f8924c423b3a242611e77d95740
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_9/step_264.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6b925dd6bc6ad7d5168a057e618e8d25b59429393cc83dc471bf425bfa022ace
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_9/step_265.pt b/CIFAR10_32_bs2048_ckpts/md_9/step_265.pt
new file mode 100644
index 0000000000000000000000000000000000000000..395a5428882bb36555e1d6fa187c0c6ee1b6eee7
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_9/step_265.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5f23e84fc83a4246f54ab4a2795707e9803aaf7c81157870fbf6d2a6dcd7dcf5
+size 9126712
diff --git a/CIFAR10_32_bs2048_ckpts/md_9/step_267.pt b/CIFAR10_32_bs2048_ckpts/md_9/step_267.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8fab066e707c253afa1947a370b5b9e31c5d9986
--- /dev/null
+++ b/CIFAR10_32_bs2048_ckpts/md_9/step_267.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:556cd9466c48cdfd1a689679973c3c11512dd62f1a0aa97cb18bfd2bb2731f1e
+size 9126712
diff --git a/CIFAR2_32_bs2048_ckpts/md_11/step_66.pt b/CIFAR2_32_bs2048_ckpts/md_11/step_66.pt
new file mode 100644
index 0000000000000000000000000000000000000000..233a876c6c07c2cfe3222c8019e3867c9efe6921
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_11/step_66.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6aef9e42120a0cc210c25211e046699cdf06371bd6d37306e4fd101efef4501b
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_37/step_65.pt b/CIFAR2_32_bs2048_ckpts/md_37/step_65.pt
new file mode 100644
index 0000000000000000000000000000000000000000..d584f5d4c508d057725398586f982c5e7b4dde57
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_37/step_65.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b809c0bf7b37bdf20e5ec5092840b9785bf6ee0ae8b36f470eca89f6e4bae05a
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_37/step_66.pt b/CIFAR2_32_bs2048_ckpts/md_37/step_66.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3b02ba2b2e2e0bfc282b845088104dd86806dda4
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_37/step_66.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d379317c6bf9ed1547787067677a9e2b28f9d0fe628f20d9428a6f8ec563f887
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_37/step_73.pt b/CIFAR2_32_bs2048_ckpts/md_37/step_73.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b6a2b82a3ec3a280cd60653d4f2ea029aa265798
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_37/step_73.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a01097a9435a6fb7e9884ce08f10ade03b2959eb7853115037c8a642b8bea56b
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_37/step_74.pt b/CIFAR2_32_bs2048_ckpts/md_37/step_74.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c42eb1903cb0a2ffc14e07fd832ea77c677cbb99
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_37/step_74.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0f3e6433dd3763ad032d60f56beaee36219f4c13e7a1f96175f1d8020b690b43
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_37/step_76.pt b/CIFAR2_32_bs2048_ckpts/md_37/step_76.pt
new file mode 100644
index 0000000000000000000000000000000000000000..d4ed15c2118078523fe7143b01d10a496d73b1b3
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_37/step_76.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:aac9eac9458d0b759a74cd818900ad1e9618df9a7c1ed2e6048e87de6625c898
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_37/step_77.pt b/CIFAR2_32_bs2048_ckpts/md_37/step_77.pt
new file mode 100644
index 0000000000000000000000000000000000000000..10e0f46980dfc881f0b1763348dba32875a626d4
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_37/step_77.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:767ef03ea738afe58bd01f4229f7062375861e4c40c1a57b8fec03ef10fb4a50
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_37/step_78.pt b/CIFAR2_32_bs2048_ckpts/md_37/step_78.pt
new file mode 100644
index 0000000000000000000000000000000000000000..bf1944fd439f8c4187cd1fab9b442571a4bb851a
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_37/step_78.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f605bf4a3184d6cdbcd3df65bcb4fbe0e1261fd9121799247f6ced496b4c787c
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_37/step_79.pt b/CIFAR2_32_bs2048_ckpts/md_37/step_79.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4eca132117c4731ca066c157cf9471a4439e1a16
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_37/step_79.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ef9f47d93570c76469a22386a647fad43b0de38dfd5b546cb478aff507235b90
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_37/step_8.pt b/CIFAR2_32_bs2048_ckpts/md_37/step_8.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c365d0cd1398c43384d40ab3fcd20ea78058f42b
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_37/step_8.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:98d95ebca3d8073ab0b380f51cedd04a2052c69d41b79ca40ecb005babdfb0c5
+size 9123982
diff --git a/CIFAR2_32_bs2048_ckpts/md_37/step_80.pt b/CIFAR2_32_bs2048_ckpts/md_37/step_80.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1ae41585af0ba8842261f1c29b7e7a68aca743ad
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_37/step_80.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6fdbe0efccf7a5a26a7f1557c5850270cb61d736d9788537ddc7b83dac2110b7
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_37/step_82.pt b/CIFAR2_32_bs2048_ckpts/md_37/step_82.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f1de4445924e1f36c9e41846e1a5f910efe1768a
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_37/step_82.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5bc7cb617154f91a2f11b25a0d547caf2de983e1c63e0e08f038931c31b055ec
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_4/step_61.pt b/CIFAR2_32_bs2048_ckpts/md_4/step_61.pt
new file mode 100644
index 0000000000000000000000000000000000000000..5fd0003384b975ab4cd07305109d66febe9033a7
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_4/step_61.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8afda40aef090c2d2b337a199c50ab6db34e74b05c9656a2812f49ad43a7eb05
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_4/step_64.pt b/CIFAR2_32_bs2048_ckpts/md_4/step_64.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6c5c2872c1d6438810cb910c87b3993921d17fdf
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_4/step_64.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f7b31e66e3b7648a151649465af4b11b861e32a0e53c4578344597bf22ea57cb
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_4/step_68.pt b/CIFAR2_32_bs2048_ckpts/md_4/step_68.pt
new file mode 100644
index 0000000000000000000000000000000000000000..fb9c190d42f22f8aa788aba2da110e33f6cfdaaf
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_4/step_68.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d928a230a78b3020f858b7da7b64e32ba32f607c162c8b5b60b73955e0f1ae00
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_4/step_69.pt b/CIFAR2_32_bs2048_ckpts/md_4/step_69.pt
new file mode 100644
index 0000000000000000000000000000000000000000..cabc3320d296d9980ab2cc407dca552c701d867e
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_4/step_69.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:864dbf15e69423fcf3530259e918672a7c10c293a15292746681ad5100cb1638
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_45/step_53.pt b/CIFAR2_32_bs2048_ckpts/md_45/step_53.pt
new file mode 100644
index 0000000000000000000000000000000000000000..fe6a691ec57fc15916065040606cf94bd525a252
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_45/step_53.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2a3c17e4c9dee1f02965a98aa5edd003dd6a7de204cc349e683dade10aab1b29
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_45/step_81.pt b/CIFAR2_32_bs2048_ckpts/md_45/step_81.pt
new file mode 100644
index 0000000000000000000000000000000000000000..9f1cbdf492f62595194becc64c61827ace9ab5eb
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_45/step_81.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b137b74a61ec1132f01a580da07fbae5e9a7ee72bd38462572755fb4565f4e1d
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_45/step_84.pt b/CIFAR2_32_bs2048_ckpts/md_45/step_84.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4f67f96db6e65cc6ce3f8e675bb15b41d140da6a
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_45/step_84.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:40c6cd859c9a994cb19dd60cf51ec4b1d60f1369826f7829340d585a67eb84aa
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_45/step_89.pt b/CIFAR2_32_bs2048_ckpts/md_45/step_89.pt
new file mode 100644
index 0000000000000000000000000000000000000000..daf5ca1034a323f9e6aec48e846b757a0ce7dfcf
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_45/step_89.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e46e0df3b71f7a3157381669fa8f75ba8cf4ddfc206eb29eca68c4d29a843a6f
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_45/step_9.pt b/CIFAR2_32_bs2048_ckpts/md_45/step_9.pt
new file mode 100644
index 0000000000000000000000000000000000000000..0de369e1751d083748b3aa5a0da16c7345575da0
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_45/step_9.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:72c6b4b2871c2e36ea8aacd07d49e279457ef2c5c2ec09fa559c9b330d1b72e0
+size 9123982
diff --git a/CIFAR2_32_bs2048_ckpts/md_45/step_91.pt b/CIFAR2_32_bs2048_ckpts/md_45/step_91.pt
new file mode 100644
index 0000000000000000000000000000000000000000..65d7728b992d9bb178fc17a49f81e7704da1341f
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_45/step_91.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:72edf82f1ed40c39d1afef12ef76bd25f4bd6722e989789671406a3a499971d8
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_45/step_96.pt b/CIFAR2_32_bs2048_ckpts/md_45/step_96.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c86efd0d046524efa5cd740727d7c6d11d6704ac
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_45/step_96.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a83653f46c944d25786e890d46e9f5d533c39367b57eda5299093f5e3a8feeff
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_45/step_97.pt b/CIFAR2_32_bs2048_ckpts/md_45/step_97.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6dca001623f51c3712b2c4a59c6357eedc773074
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_45/step_97.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7bc704612ce4ced92020060c8d0f1b9f7f9ba9ee97d440490218217edaef314c
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_45/step_98.pt b/CIFAR2_32_bs2048_ckpts/md_45/step_98.pt
new file mode 100644
index 0000000000000000000000000000000000000000..643220ca10c10433852115606e19884f7d8c665b
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_45/step_98.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:80015a130c63ad24bbd29a30d9ff046a0310c59abf39f68ba38071e052e33737
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_57/step_120.pt b/CIFAR2_32_bs2048_ckpts/md_57/step_120.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4b0f02c3db849796abf3d3d5b2813d2b6512dfb3
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_57/step_120.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a8a96252d48fc9663fb9409a840bca91fdbd1c82149257ed18b20fd4e150cfd6
+size 9126712
diff --git a/CIFAR2_32_bs2048_ckpts/md_57/step_14.pt b/CIFAR2_32_bs2048_ckpts/md_57/step_14.pt
new file mode 100644
index 0000000000000000000000000000000000000000..803fe055dd96025e5da86003c6ffde215200e280
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_57/step_14.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e7e43473fa47d357e2a03f007ab85b4fa77754e0f3ac72235dc851be719b0903
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_57/step_15.pt b/CIFAR2_32_bs2048_ckpts/md_57/step_15.pt
new file mode 100644
index 0000000000000000000000000000000000000000..96d5926316cb3c15153854735eb28d78213b77fd
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_57/step_15.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6a8fd3b49954ab0ba255131a70f6f3a43fd11f157fa4400b8f610d11a35a8f12
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_57/step_17.pt b/CIFAR2_32_bs2048_ckpts/md_57/step_17.pt
new file mode 100644
index 0000000000000000000000000000000000000000..2f11bc2faa3a021b6981145666ddbd4aa5d7e0dd
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_57/step_17.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a42f0b7e81c06cfbe33d39bc3432e0a6fc1cdd6eddf4e2815eeafe54b08e3123
+size 9126211
diff --git a/CIFAR2_32_bs2048_ckpts/md_57/step_19.pt b/CIFAR2_32_bs2048_ckpts/md_57/step_19.pt
new file mode 100644
index 0000000000000000000000000000000000000000..740907edc47be802c2a4af25c0c8199c50cec462
--- /dev/null
+++ b/CIFAR2_32_bs2048_ckpts/md_57/step_19.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5ca89c356ed1b9522a1ce0ec17aae6ce0791a76c30f05e179f139e617e4abbec
+size 9126211