diff --git a/.gitattributes b/.gitattributes
index bed0738c7eeb449bca98b5d2f33c89a1ee56349a..3dfafc4f8791dbc3c85a22b42500fe8534aa4a38 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -58,3 +58,97 @@ 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
+starcoderdata_f-sharp_00059_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00033_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00053_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00117_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00112_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00000_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00099_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00047_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00032_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00061_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00058_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00038_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00108_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00105_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00051_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00083_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00007_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00057_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00010_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00116_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00082_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00013_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00078_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00110_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00003_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00056_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00102_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00049_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00079_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00034_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00109_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00062_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00127_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00072_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00122_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00069_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00115_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00060_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00106_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00064_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00022_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00124_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00042_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
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+starcoderdata_f-sharp_00015_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00067_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
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+starcoderdata_f-sharp_00035_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00044_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00008_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00075_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00088_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00030_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00025_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00040_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00100_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00126_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00074_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00107_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00043_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00080_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00031_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00086_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
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+starcoderdata_f-sharp_00068_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
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+starcoderdata_f-sharp_00011_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
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+starcoderdata_f-sharp_00019_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00098_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00054_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00104_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00094_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00123_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00084_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00077_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00001_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00095_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00092_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00070_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00018_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00103_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00063_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00121_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00101_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00039_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00046_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00055_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00091_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00125_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
+starcoderdata_f-sharp_00114_00000_shuffled.ds filter=lfs diff=lfs merge=lfs -text
diff --git a/starcoderdata_f-sharp_00000_00000_shuffled.ds b/starcoderdata_f-sharp_00000_00000_shuffled.ds
new file mode 100644
index 0000000000000000000000000000000000000000..7f419ab709d200d50c31ba54dde178b6acdc873f
--- /dev/null
+++ b/starcoderdata_f-sharp_00000_00000_shuffled.ds
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a1c4a13b327d88a8a5db98d8fcdb819c02d99fce477a449b27bb3db1a842ff90
+size 5287212
diff --git a/starcoderdata_f-sharp_00001_00000_shuffled.ds b/starcoderdata_f-sharp_00001_00000_shuffled.ds
new file mode 100644
index 0000000000000000000000000000000000000000..668b6e0bce22652e36e95c81eb79a414c5e3cd6e
--- /dev/null
+++ b/starcoderdata_f-sharp_00001_00000_shuffled.ds
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5bb9804ac8a196707dc13c8f60d95b1d8ead77779902250d0cafbc453048a382
+size 4731572
diff --git a/starcoderdata_f-sharp_00002_00000_shuffled.ds.metadata b/starcoderdata_f-sharp_00002_00000_shuffled.ds.metadata
new file mode 100644
index 0000000000000000000000000000000000000000..d1b64f76c62b0f2f2b6311e0c92b9fab23f171fb
--- /dev/null
+++ b/starcoderdata_f-sharp_00002_00000_shuffled.ds.metadata
@@ -0,0 +1,3 @@
+HuggingFaceTB/SmolLM3-3B|4
+1172842
+1.17 MT
\ No newline at end of file
diff --git a/starcoderdata_f-sharp_00003_00000_shuffled.ds b/starcoderdata_f-sharp_00003_00000_shuffled.ds
new file mode 100644
index 0000000000000000000000000000000000000000..a66e8c9691d576a21cecf3caf7db0621bbfffba5
--- /dev/null
+++ b/starcoderdata_f-sharp_00003_00000_shuffled.ds
@@ -0,0 +1,3 @@
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+oid sha256:c6c7cf39f27541d4e917342f3b98073e934ac9cfff60a2ec711116bee1a58022
+size 4987092
diff --git a/starcoderdata_f-sharp_00003_00000_shuffled.ds.index b/starcoderdata_f-sharp_00003_00000_shuffled.ds.index
new file mode 100644
index 0000000000000000000000000000000000000000..9a22e667a3a2e34f9ceeacf8a7e254003ddb7dac
Binary files /dev/null and b/starcoderdata_f-sharp_00003_00000_shuffled.ds.index differ
diff --git a/starcoderdata_f-sharp_00007_00000_shuffled.ds b/starcoderdata_f-sharp_00007_00000_shuffled.ds
new file mode 100644
index 0000000000000000000000000000000000000000..5400160ed33085d027540c39f15f4c638bf7aec7
--- /dev/null
+++ b/starcoderdata_f-sharp_00007_00000_shuffled.ds
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 4862280
diff --git a/starcoderdata_f-sharp_00007_00000_shuffled.ds.metadata b/starcoderdata_f-sharp_00007_00000_shuffled.ds.metadata
new file mode 100644
index 0000000000000000000000000000000000000000..2c533762b10143c918406fab8f1add2ac04890be
--- /dev/null
+++ b/starcoderdata_f-sharp_00007_00000_shuffled.ds.metadata
@@ -0,0 +1,3 @@
+HuggingFaceTB/SmolLM3-3B|4
+1215570
+1.22 MT
\ No newline at end of file
diff --git a/starcoderdata_f-sharp_00008_00000_shuffled.ds b/starcoderdata_f-sharp_00008_00000_shuffled.ds
new file mode 100644
index 0000000000000000000000000000000000000000..664212541b3d48e9918376e0231a34bb3d9c248f
--- /dev/null
+++ b/starcoderdata_f-sharp_00008_00000_shuffled.ds
@@ -0,0 +1,3 @@
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diff --git a/starcoderdata_f-sharp_00009_00000_shuffled.ds.index b/starcoderdata_f-sharp_00009_00000_shuffled.ds.index
new file mode 100644
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Binary files /dev/null and b/starcoderdata_f-sharp_00009_00000_shuffled.ds.index differ
diff --git a/starcoderdata_f-sharp_00010_00000_shuffled.ds b/starcoderdata_f-sharp_00010_00000_shuffled.ds
new file mode 100644
index 0000000000000000000000000000000000000000..8c09f10417d8bf8387f69a27140dae19b338c857
--- /dev/null
+++ b/starcoderdata_f-sharp_00010_00000_shuffled.ds
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diff --git a/starcoderdata_f-sharp_00011_00000_shuffled.ds b/starcoderdata_f-sharp_00011_00000_shuffled.ds
new file mode 100644
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--- /dev/null
+++ b/starcoderdata_f-sharp_00011_00000_shuffled.ds
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diff --git a/starcoderdata_f-sharp_00013_00000_shuffled.ds b/starcoderdata_f-sharp_00013_00000_shuffled.ds
new file mode 100644
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+++ b/starcoderdata_f-sharp_00013_00000_shuffled.ds
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diff --git a/starcoderdata_f-sharp_00015_00000_shuffled.ds b/starcoderdata_f-sharp_00015_00000_shuffled.ds
new file mode 100644
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--- /dev/null
+++ b/starcoderdata_f-sharp_00015_00000_shuffled.ds
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diff --git a/starcoderdata_f-sharp_00018_00000_shuffled.ds b/starcoderdata_f-sharp_00018_00000_shuffled.ds
new file mode 100644
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--- /dev/null
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diff --git a/starcoderdata_f-sharp_00018_00000_shuffled.ds.metadata b/starcoderdata_f-sharp_00018_00000_shuffled.ds.metadata
new file mode 100644
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--- /dev/null
+++ b/starcoderdata_f-sharp_00018_00000_shuffled.ds.metadata
@@ -0,0 +1,3 @@
+HuggingFaceTB/SmolLM3-3B|4
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\ No newline at end of file
diff --git a/starcoderdata_f-sharp_00019_00000_shuffled.ds b/starcoderdata_f-sharp_00019_00000_shuffled.ds
new file mode 100644
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diff --git a/starcoderdata_f-sharp_00028_00000_shuffled.ds.metadata b/starcoderdata_f-sharp_00028_00000_shuffled.ds.metadata
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\ No newline at end of file
diff --git a/starcoderdata_f-sharp_00030_00000_shuffled.ds b/starcoderdata_f-sharp_00030_00000_shuffled.ds
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diff --git a/starcoderdata_f-sharp_00032_00000_shuffled.ds.index b/starcoderdata_f-sharp_00032_00000_shuffled.ds.index
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diff --git a/starcoderdata_f-sharp_00033_00000_shuffled.ds b/starcoderdata_f-sharp_00033_00000_shuffled.ds
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--- /dev/null
+++ b/starcoderdata_f-sharp_00033_00000_shuffled.ds
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+++ b/starcoderdata_f-sharp_00034_00000_shuffled.ds
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