diff --git a/.gitattributes b/.gitattributes
index 1ef325f1b111266a6b26e0196871bd78baa8c2f3..8e5010e918be2ea3554324be4f9b191474a68241 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -57,3 +57,97 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 # Video files - compressed
 *.mp4 filter=lfs diff=lfs merge=lfs -text
 *.webm filter=lfs diff=lfs merge=lfs -text
+train/shard.00000.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00001.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00002.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00003.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00004.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00005.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00006.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00007.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00008.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00009.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00010.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00011.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00012.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00013.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00014.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00015.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00016.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00017.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00018.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00019.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00020.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00021.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00022.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00023.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00024.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00025.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00026.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00027.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00028.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00029.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00030.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00031.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00032.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00033.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00034.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00035.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00036.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00037.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00038.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00039.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00040.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00041.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00042.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00043.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00044.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00045.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00046.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00047.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00048.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00049.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00050.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00051.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00052.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00053.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00054.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00055.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00056.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00057.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00058.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00059.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00060.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00061.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00062.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00063.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00064.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00065.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00066.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00067.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00068.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00069.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00070.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00071.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00072.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00073.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00074.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00075.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00076.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00077.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00078.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00079.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00080.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00081.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00082.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00083.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00084.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00085.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00086.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00087.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00088.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00089.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00090.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00091.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00092.mds.zstd filter=lfs diff=lfs merge=lfs -text
+train/shard.00093.mds.zstd filter=lfs diff=lfs merge=lfs -text
diff --git a/train/index.json b/train/index.json
new file mode 100644
index 0000000000000000000000000000000000000000..fef39a008f68ccd5cb80ea41432c64da0b80b7cf
--- /dev/null
+++ b/train/index.json
@@ -0,0 +1 @@
+{"shards": [{"column_encodings": ["ndarray:int32"], "column_names": ["tokens"], "column_sizes": [null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00000.mds", "bytes": 134197418, "hashes": {}}, "samples": 4094, "size_limit": 134217728, "version": 2, "zip_data": {"basename": "shard.00000.mds.zstd", "bytes": 36676082, "hashes": {}}}, {"column_encodings": ["ndarray:int32"], "column_names": ["tokens"], "column_sizes": [null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00001.mds", "bytes": 134197418, "hashes": {}}, "samples": 4094, "size_limit": 134217728, "version": 2, "zip_data": {"basename": "shard.00001.mds.zstd", "bytes": 36629263, "hashes": {}}}, {"column_encodings": ["ndarray:int32"], "column_names": ["tokens"], "column_sizes": [null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00002.mds", "bytes": 134197418, "hashes": {}}, "samples": 4094, "size_limit": 134217728, "version": 2, "zip_data": {"basename": "shard.00002.mds.zstd", "bytes": 36643437, "hashes": {}}}, {"column_encodings": ["ndarray:int32"], "column_names": ["tokens"], "column_sizes": [null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00003.mds", "bytes": 134197418, "hashes": {}}, "samples": 4094, "size_limit": 134217728, "version": 2, "zip_data": {"basename": "shard.00003.mds.zstd", "bytes": 36691471, "hashes": {}}}, {"column_encodings": ["ndarray:int32"], "column_names": ["tokens"], "column_sizes": [null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00004.mds", "bytes": 134197418, "hashes": {}}, "samples": 4094, "size_limit": 134217728, "version": 2, "zip_data": {"basename": "shard.00004.mds.zstd", "bytes": 36627762, "hashes": {}}}, {"column_encodings": ["ndarray:int32"], "column_names": ["tokens"], "column_sizes": [null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00005.mds", "bytes": 134197418, "hashes": {}}, "samples": 4094, "size_limit": 134217728, "version": 2, "zip_data": {"basename": "shard.00005.mds.zstd", "bytes": 36589320, "hashes": {}}}, {"column_encodings": ["ndarray:int32"], "column_names": ["tokens"], "column_sizes": [null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00006.mds", "bytes": 134197418, "hashes": {}}, "samples": 4094, "size_limit": 134217728, "version": 2, "zip_data": {"basename": "shard.00006.mds.zstd", "bytes": 36559427, "hashes": {}}}, {"column_encodings": ["ndarray:int32"], "column_names": ["tokens"], "column_sizes": [null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00007.mds", "bytes": 134197418, "hashes": {}}, "samples": 4094, "size_limit": 134217728, "version": 2, "zip_data": {"basename": "shard.00007.mds.zstd", "bytes": 36556619, "hashes": {}}}, {"column_encodings": ["ndarray:int32"], "column_names": ["tokens"], "column_sizes": [null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00008.mds", "bytes": 134197418, "hashes": {}}, "samples": 4094, "size_limit": 134217728, "version": 2, "zip_data": {"basename": "shard.00008.mds.zstd", "bytes": 36615895, "hashes": {}}}, {"column_encodings": ["ndarray:int32"], "column_names": ["tokens"], "column_sizes": [null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00009.mds", "bytes": 134197418, "hashes": {}}, "samples": 4094, "size_limit": 134217728, "version": 2, "zip_data": {"basename": "shard.00009.mds.zstd", "bytes": 36583781, "hashes": {}}}, {"column_encodings": ["ndarray:int32"], "column_names": ["tokens"], "column_sizes": [null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00010.mds", "bytes": 134197418, "hashes": {}}, "samples": 4094, "size_limit": 134217728, "version": 2, "zip_data": {"basename": 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"hashes": {}}, "samples": 4094, "size_limit": 134217728, "version": 2, "zip_data": {"basename": "shard.00013.mds.zstd", "bytes": 36644308, "hashes": {}}}, {"column_encodings": ["ndarray:int32"], "column_names": ["tokens"], "column_sizes": [null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00014.mds", "bytes": 134197418, "hashes": {}}, "samples": 4094, "size_limit": 134217728, "version": 2, "zip_data": {"basename": "shard.00014.mds.zstd", "bytes": 36632667, "hashes": {}}}, {"column_encodings": ["ndarray:int32"], "column_names": ["tokens"], "column_sizes": [null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00015.mds", "bytes": 134197418, "hashes": {}}, "samples": 4094, "size_limit": 134217728, "version": 2, "zip_data": {"basename": "shard.00015.mds.zstd", "bytes": 36614136, "hashes": {}}}, {"column_encodings": ["ndarray:int32"], "column_names": ["tokens"], "column_sizes": [null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00016.mds", "bytes": 134197418, "hashes": {}}, "samples": 4094, "size_limit": 134217728, "version": 2, "zip_data": {"basename": "shard.00016.mds.zstd", "bytes": 36704533, "hashes": {}}}, {"column_encodings": ["ndarray:int32"], "column_names": ["tokens"], "column_sizes": [null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00017.mds", "bytes": 134197418, "hashes": {}}, "samples": 4094, "size_limit": 134217728, "version": 2, "zip_data": {"basename": "shard.00017.mds.zstd", "bytes": 36591830, "hashes": {}}}, {"column_encodings": ["ndarray:int32"], "column_names": ["tokens"], "column_sizes": [null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00018.mds", "bytes": 134197418, "hashes": {}}, "samples": 4094, "size_limit": 134217728, "version": 2, "zip_data": {"basename": "shard.00018.mds.zstd", "bytes": 36642340, "hashes": {}}}, {"column_encodings": ["ndarray:int32"], "column_names": ["tokens"], "column_sizes": [null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00019.mds", "bytes": 134197418, "hashes": {}}, "samples": 4094, "size_limit": 134217728, "version": 2, "zip_data": {"basename": "shard.00019.mds.zstd", "bytes": 36629058, "hashes": {}}}, {"column_encodings": ["ndarray:int32"], "column_names": ["tokens"], "column_sizes": [null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00020.mds", "bytes": 134197418, "hashes": {}}, "samples": 4094, "size_limit": 134217728, "version": 2, "zip_data": {"basename": "shard.00020.mds.zstd", "bytes": 36673440, "hashes": {}}}, {"column_encodings": ["ndarray:int32"], "column_names": ["tokens"], "column_sizes": [null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00021.mds", "bytes": 134197418, "hashes": {}}, "samples": 4094, "size_limit": 134217728, "version": 2, 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