From 263b800d556b5157d902ed95baeda1c07ac992cf Mon Sep 17 00:00:00 2001 From: Phillip Lakaschus Date: Mon, 30 Jan 2023 20:26:13 +0100 Subject: [PATCH 01/16] Select smaller openwebtext dataset --- .vscode/launch.json | 29 +++++++++++++++++++++++++++++ data/openwebtext/prepare.py | 6 +++--- data/openwebtext/train.bin | Bin 0 -> 20099740 bytes data/openwebtext/val.bin | Bin 0 -> 2406368 bytes playground.ipynb | 28 ++++++++++++++++++++++++++++ 5 files changed, 60 insertions(+), 3 deletions(-) create mode 100644 .vscode/launch.json create mode 100644 data/openwebtext/train.bin create mode 100644 data/openwebtext/val.bin create mode 100644 playground.ipynb diff --git a/.vscode/launch.json b/.vscode/launch.json new file mode 100644 index 0000000000..caade9e9a7 --- /dev/null +++ b/.vscode/launch.json @@ -0,0 +1,29 @@ +{ + // Use IntelliSense to learn about possible attributes. + // Hover to view descriptions of existing attributes. + // For more information, visit: https://go.microsoft.com/fwlink/?linkid=830387 + "version": "0.2.0", + "configurations": [ + { + "name": "Python: Current File", + "type": "python", + "request": "launch", + "program": "${file}", + "console": "integratedTerminal", + "justMyCode": true + }, + // Run train.py with arguments + { + "name": "Python: train.py", + "type": "python", + "request": "launch", + "program": "${workspaceFolder}/train.py", + "console": "integratedTerminal", + "args": [ + "--batch_size=32", + "--compile=False", + "--wandb_log=True" + ], + } + ] +} \ No newline at end of file diff --git a/data/openwebtext/prepare.py b/data/openwebtext/prepare.py index 7710bdf953..029421ce49 100644 --- a/data/openwebtext/prepare.py +++ b/data/openwebtext/prepare.py @@ -9,13 +9,13 @@ # number of workers in .map() call # good number to use is ~order number of cpu cores // 2 -num_proc = 8 +num_proc = 1 # takes 54GB in huggingface .cache dir, about 8M documents (8,013,769) -dataset = load_dataset("openwebtext") +dataset = load_dataset("stas/openwebtext-10k") # owt by default only contains the 'train' split, so create a test split -split_dataset = dataset["train"].train_test_split(test_size=0.0005, seed=2357, shuffle=True) +split_dataset = dataset["train"].train_test_split(test_size=0.1, seed=2351, shuffle=True) split_dataset['val'] = split_dataset.pop('test') # rename the test split to val # this results in: diff --git a/data/openwebtext/train.bin b/data/openwebtext/train.bin new file mode 100644 index 0000000000000000000000000000000000000000..a48ea553ce5c508bccb3ea63864ac0287167a975 GIT binary patch literal 20099740 zcmeFad0bWH`Zs)E_gZ`Hd4SEdVY`9Nj36RviUr5&3sI~_GO(u%Y!^OU7^EX&H_`Cfa$@to&<-hbZD`+1+|kN0;zKZCv3x`*q& zhVM1qoJh8dtI5a0$|+gcL@QA&E*RHGj5it0b}_igCbEma%F8JZ-=zz?XoGL_XjO<^ z{LPR@hqLb5?4q2s(a+LobJr#gF(lI@-pBu1C==ZVr?)aK<$pcK6t$S%q~Ar6xSc_C z&OdsJm)ffuB?e`f?*tVRk=^>C<`Fi9*YST@pKrIc2j+>)&Wo~&X!6ij%SxM7xMkzG zLp(%hW46+IgIzq3-EqFYhcvO;alz=NSj@FG-=-9k#Z*cf^;Ug!EX*p1J~WQ-UUWp` zGlTOMRmu0gM9HpN>Zuv9#TWmNAagwAGLl98Ig#K_2HDg?dnxQi7(et$hCSmp$ta$vS8N?mxSR197^qwbbf^lWk|=xi0IX@;@4 zS{T^B7WlcCp6^vdCqst@y=?qIIbhW3@Fx8!k}>b^qK8;V5z&6^Y=NbRT~#jOeEpP7 zGSeDZ*I(ssxzaX9?lJmh$N4%ndTLKc+&e$FETE3_t>PB(%J~#ub~JK}RSeKRa{d&x z6`W!hbLfH`pR<$38OzkJvXIggyO%VAUO8RTwOQBy>P+kC!D2W zuzM#hw8q}w$RlTCbPhR%)zwiU^v42)sEw@<9CFmJ@9M49(;~&L*zOt2V(*Kz3f{Xu)`Eni{z$CyL*GpI zKv(d`;ILKhJl|S~3_K^|$PcOtL zxjcwCd5vJRYkrlFw&wF$X46{O7C&90i^rs8;Va2nK_5Za?HRPpQbNpMmc%OCRL?!S zO;Fk9ZjpKTZk~%Z^MlmX>r|`hpJ9b$xKE=e9bb24dPmx9V#J=#X&E#Z@@9qBd_^n3 z9tTB~fQo~g^gC!53C%UyRiW!Iwg4MaeKaq!r)Cvz1+^X6+tBz;ExD;1b+<)(^(WRF zd4{iAHGbdtCTj}`3}RH`B+KC$P8T>1yEiMlp&e}foHWI<3lXnwigQe)V;;}e`~ zFsuXH(|RC3x2$a7jz+u9lsSf#ed*`{x#NBG5MOJhcw=Am%Y8qDz0HOco>RYhj^&zv zIzuOne9o(2@v`Z7fVRh^K3f@;ftPZD3LnTFmy`hfG+b6wwTx=zR6D4@HSitV6P?5M zhd@Fe$RiQp$DLSRt=RZG*xZ_+v=p6lI+)$i8jB z`by_UsVpU(KkVXMp+|Iyb%^f^`~yQW9AbypmxI)2mj|d$d&??tC7nr}HO& zmnBk5cnQE&F@RB<; zQ=Y+WR}HDqB$@ITC0PF0#19=(LU}m%S*|rHW#BQ^#4bGHH1@!L*b{q4y{C(%%2Z6D zLk)VrJDyw@`5EMYx}0vEq!?rm&}fQnJpSc9&Y`ic8ff~_*5Bxohxuf&sV~;XXZcME z(bFk4)W{i{m=}4*-O6Q<{Oz8?2ACv^|5KnR;=oMoD_4
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