diff --git a/README.md b/README.md new file mode 100644 index 0000000000000000000000000000000000000000..57195659e447e4088d3565d2b7df7310f075492f --- /dev/null +++ b/README.md @@ -0,0 +1,157 @@ +--- +pretty_name: SmolDataEnvs Multi-harness SFT +language: +- en +task_categories: +- text-generation +tags: +- sft +- trl +- tool-use +- multi-harness +- synthetic +size_categories: +- 10K; inference tokenizer/template remain original.", + "test_task_overlap": 0, + "test_notebook_overlap": 0, + "test_question_overlap": 0, + "original_template_sha256": "ea663864491de7ade391839479860ca95541f892f72665c73251fbd4643b1bef", + "training_template_sha256": "86f4770449a4797c9b4212d110b0cc70fb993c1ce960095bcfb12eea22f61cca" + }, + "qwen35_2b": { + "model": "Qwen/Qwen3.5-2B", + "model_revision": "15852e8c16360a2fea060d615a32b45270f8a8fc", + "total_tokens": 177276678, + "supervised_tokens": 4361348, + "lengths": { + "0": 1274.0, + "50": 7907.0, + "90": 17995.600000000002, + "95": 20334.199999999975, + "99": 26645.800000000017, + "100": 73577.0 + }, + "training_template_note": "Unmodified Qwen template; training prefix follows recorded reasoning presence per example. Inference remains enable_thinking=false as in the baseline.", + "test_task_overlap": 0, + "test_notebook_overlap": 0, + "test_question_overlap": 0, + "original_template_sha256": "273d8e0e683b885071fb17e08d71e5f2a5ddfb5309756181681de4f5a1822d80", + "training_template_sha256": "273d8e0e683b885071fb17e08d71e5f2a5ddfb5309756181681de4f5a1822d80" + } + }, + "files": [ + { + "path": "conversations/claude-code/train-00000.parquet", + "rows": 256, + "sha256": "47fff5bd59ff88d92f67e1881734194384f147fdef9281fc5ab96ad308c5aaf7", + "bytes": 1905342 + }, + { + "path": "lfm25_2_6b/claude-code/train-00000.parquet", + "rows": 256, + "sha256": "2b2d851498cb844aaeeca9a430d1816a743446d9e9f911f6fba9215e61807648", + "bytes": 35932027 + }, + { + "path": "conversations/claude-code/train-00001.parquet", + "rows": 256, + "sha256": "46635ac8d889eec7b2509283f07a1c3192df3d2287337a164eabf33f9d993553", + "bytes": 2193923 + }, + { + "path": "lfm25_2_6b/claude-code/train-00001.parquet", + "rows": 256, + "sha256": "30bcdc57d25b7c37838394f536eb1730c7f98ec3165c0d300f8a86bf6d318c84", + "bytes": 37091719 + }, + { + "path": "conversations/claude-code/train-00002.parquet", + "rows": 256, + "sha256": "18099002bbb9a60dfe68882119c191c5c610e8d1454f40b17ddbea1724d1c0ac", + "bytes": 1971093 + }, + { + "path": "lfm25_2_6b/claude-code/train-00002.parquet", + "rows": 256, + "sha256": "f55a012061c83341e2d646ba78cf6b591f6c7112327f494743d9f4e297527654", + "bytes": 36360283 + }, + { + "path": "conversations/claude-code/train-00003.parquet", + "rows": 256, + "sha256": "ef22662850db4473b6e4e3100d59aa4f3d1be8c719168e44e5abee2c0dc9e1fb", + "bytes": 1749448 + }, + { + "path": "lfm25_2_6b/claude-code/train-00003.parquet", + "rows": 256, + "sha256": "9d96a107119a0fb743ada8a683fc0d52e9b34c6cb77367cdef919db56d88ae3f", + "bytes": 35356863 + }, + { + "path": "conversations/claude-code/train-00004.parquet", + "rows": 256, + "sha256": "a34af162a3ab561991f72480b46faba1a4ddb4f5142a53c871f4177970a1e026", + "bytes": 1756975 + }, + { + "path": "lfm25_2_6b/claude-code/train-00004.parquet", + "rows": 256, + "sha256": "a99b2feb68ba62f49752efff177d322907b16c781a6efc5232eb8a99c6abb69d", + "bytes": 35254803 + }, + { + "path": "conversations/claude-code/train-00005.parquet", + "rows": 256, + "sha256": "c4b20958658761ead547e9896f764c5b05c009574e3e60814abe43c3a7965cb3", + "bytes": 1712237 + }, + { + "path": "lfm25_2_6b/claude-code/train-00005.parquet", + "rows": 256, + "sha256": "292a32f9e5975381fb1aa28cd8291b9a6d497bf5a71c1f419aac7db9f57c6249", + "bytes": 35222967 + }, + { + "path": "conversations/claude-code/train-00006.parquet", + "rows": 256, + "sha256": "acc9da28137c62f38efa717bb539de58f38ba55a927babd6befd8f0b055ff32c", + "bytes": 1831104 + }, + { + "path": "lfm25_2_6b/claude-code/train-00006.parquet", + "rows": 256, + "sha256": "d4b256c8010c11273ae13149a29e9947c650b5f8ea41ebf0351afccfaa7cfc84", + "bytes": 35875937 + }, + { + "path": "conversations/claude-code/train-00007.parquet", + "rows": 256, + "sha256": "fd80569dd3969c5c7b6fd59c691d4f3a68af2df8a9b74ead78b10f98e8709a92", + "bytes": 1670443 + }, + { + "path": "lfm25_2_6b/claude-code/train-00007.parquet", + "rows": 256, + "sha256": "e9143b819ed3deaf652d6645a62a3578de8698bde2466f8e4f0185cd4c3bfbf7", + "bytes": 35095580 + }, + { + "path": "conversations/claude-code/train-00008.parquet", + "rows": 256, + "sha256": "e961115a8e9f0af671d41f76fdcb33866d77ff708d41b257ffa6ed2d946c5a37", + "bytes": 1489379 + }, + { + "path": "lfm25_2_6b/claude-code/train-00008.parquet", + "rows": 256, + "sha256": "771f34633e5a86e172dec8795eba486181940d59965a5f6b533658c30def4058", + "bytes": 34325082 + }, + { + "path": "conversations/claude-code/train-00009.parquet", + "rows": 256, + "sha256": "7cbc9acb33d0e0dd193ad1aabc70ebe2c3772b176a0d3a7955d47df296ff25c7", + "bytes": 1827304 + }, + { + "path": "lfm25_2_6b/claude-code/train-00009.parquet", + "rows": 256, + "sha256": "52026ed8317f84a51fccc21abe8e293f06417c6b3082b879db042a2471bd9a71", + "bytes": 35908715 + }, + { + "path": "conversations/claude-code/train-00010.parquet", + "rows": 256, + "sha256": "7c24576685250665c5be51ef9ab9b7a483700dd495c63278ac1e1f8392acced7", + "bytes": 1762227 + }, + { + "path": "lfm25_2_6b/claude-code/train-00010.parquet", + "rows": 256, + "sha256": "26a031bff63dc2800907261d1f416b338b18a498e738c6be313d26841c4a5152", + "bytes": 35425161 + }, + { + "path": "conversations/claude-code/train-00011.parquet", + "rows": 256, + "sha256": "5a8b83f4fc9e7df1c012f72eb28feb20494bb1ce6bae544a6957adc8b7642fa9", + "bytes": 1927372 + }, + { + "path": "lfm25_2_6b/claude-code/train-00011.parquet", + "rows": 256, + "sha256": "d3bd5a3c986692a5ef987b3f8a6c27d9b9e2b4715f012ebe5b8c69dab63351b1", + "bytes": 35889245 + }, + { + "path": "conversations/claude-code/train-00012.parquet", + "rows": 256, + "sha256": "3ebe1765e61be974922566a3680430a428267d955b05fabe5c636a7a763d33fa", + "bytes": 1853507 + }, + { + "path": "lfm25_2_6b/claude-code/train-00012.parquet", + "rows": 256, + "sha256": "697e10f01fdf6f436c21db950501f60e4bb2c4de416844f8b82dfae6636e0429", + "bytes": 35863574 + }, + { + "path": "conversations/claude-code/train-00013.parquet", + "rows": 256, + "sha256": "4b5f0769441e7c71cb6bbc551fbbdb90ccaac2113a7a71ba1647df917c568e37", + "bytes": 1848062 + }, + { + "path": "lfm25_2_6b/claude-code/train-00013.parquet", + "rows": 256, + "sha256": "9001ab29a609c222bff0867d1b9e21566d4f885c541fc3d1a3965c34044844e7", + "bytes": 35798458 + }, + { + "path": "conversations/claude-code/train-00014.parquet", + "rows": 256, + "sha256": "f1ad1345b7512399be4855549927c62c5809fc1bf0dcb221f68a1e4dcc896ff2", + "bytes": 1687979 + }, + { + "path": "lfm25_2_6b/claude-code/train-00014.parquet", + "rows": 256, + "sha256": "b2b6e1306dad747a8fa81aff675c8ce6ef539d197a00b55ac54d9456600dcde6", + "bytes": 35318970 + }, + { + "path": "conversations/claude-code/train-00015.parquet", + "rows": 256, + "sha256": "c0964b421aa8672170d8e309d184b1a6abf673528242d9a33c0993f0aff849c0", + "bytes": 1960736 + }, + { + "path": "lfm25_2_6b/claude-code/train-00015.parquet", + "rows": 256, + "sha256": "5eb04453cc7a00f6c46c79e2c22a4a656b7025a46ee1d329dacbe45094aa76e4", + "bytes": 36681039 + }, + { + "path": "conversations/claude-code/train-00016.parquet", + "rows": 256, + "sha256": "5726a1342231c86645f7e37ea2310f3f53c94d7e9f37ee7390256eacba65edb4", + "bytes": 2280560 + }, + { + "path": "lfm25_2_6b/claude-code/train-00016.parquet", + "rows": 256, + "sha256": "6868de5c9dd076c9c86cade58553870e75f23a9a8619c394516c60f2895bb626", + "bytes": 37625989 + }, + { + "path": "conversations/codex/train-00000.parquet", + "rows": 256, + "sha256": "ae00b9e3162cc0080d549aa78949f16d407e042825d679e9108797373e1df6fe", + "bytes": 2451368 + }, + { + "path": "lfm25_2_6b/codex/train-00000.parquet", + "rows": 256, + "sha256": "f2b3397e8b101ed605a12f0173953128d0da59ad1da9eca4bb2be423e4dec715", + "bytes": 17776964 + }, + { + "path": "conversations/codex/train-00001.parquet", + "rows": 256, + "sha256": "d4447ccf1f6a16b8ccd419a9cbb45805d4e3c5a7cd679f8e80b9d944301d80c5", + "bytes": 2639971 + }, + { + "path": "lfm25_2_6b/codex/train-00001.parquet", + "rows": 256, + "sha256": "854f080fa5eac3251987455347a3f44166dfd821a2754db33f74271d65148d7d", + "bytes": 18257060 + }, + { + "path": "conversations/codex/train-00002.parquet", + "rows": 256, + "sha256": "3841f23ca9dae301ff9b5cbd26d84b4b497b8fae7bc249b6bc20d3031217d9db", + "bytes": 2559392 + }, + { + "path": "lfm25_2_6b/codex/train-00002.parquet", + "rows": 256, + "sha256": "6f27f1fc6d1214e43a3156e34a8a9de261c045afc3affa42cf96d23119a80cb0", + "bytes": 18251728 + }, + { + "path": "conversations/codex/train-00003.parquet", + "rows": 256, + "sha256": "d53061724be4ca5ba6c1dc671bb2963d7374ac1107717c488571a0ecf9cc10df", + "bytes": 2436326 + }, + { + "path": "lfm25_2_6b/codex/train-00003.parquet", + "rows": 256, + "sha256": "aff2a07d917e520a4eb4f3104fbfe5b42f98f77e9e8f0c2df4f9b11bea23a22d", + "bytes": 17843997 + }, + { + "path": "conversations/codex/train-00004.parquet", + "rows": 256, + "sha256": "e6ef8a6921fcd291864765efa4ecc78d1a4e666480c12788b0d2f42aa3ac7fec", + "bytes": 2589695 + }, + { + "path": "lfm25_2_6b/codex/train-00004.parquet", + "rows": 256, + "sha256": "5889dcb8b79d64aa76e66a8a7eaf204958bb9612287cfbf8e79a46cdf60da3e2", + "bytes": 18302284 + }, + { + "path": "conversations/codex/train-00005.parquet", + "rows": 256, + "sha256": "6fe8d191f6a427364703b1b9c3629fe745102cdcff105dd9d5b422024f9a625c", + "bytes": 2469304 + }, + { + "path": "lfm25_2_6b/codex/train-00005.parquet", + "rows": 256, + "sha256": "ccfb90d9b4c8c56ef0b58d0bb52534b3eeebe9bdd3327299779f013a4f9f4fa7", + "bytes": 17703395 + }, + { + "path": "conversations/codex/train-00006.parquet", + "rows": 256, + "sha256": "163e9b160605c8a2f020a87cdbbd92ddbd031e156902a4e678b21ba711309c00", + "bytes": 2830486 + }, + { + "path": "lfm25_2_6b/codex/train-00006.parquet", + "rows": 256, + "sha256": "2865bc956d9db12cb0531c5cf01cfccd1d63b0c407c15dc90b0dd653e814e789", + "bytes": 19327223 + }, + { + "path": "conversations/codex/train-00007.parquet", + "rows": 256, + "sha256": "bead18a63b5f58aa1b0e0dacdb70996b4efac6ee933b6fcdd7d52025b6c24753", + "bytes": 2401602 + }, + { + "path": "lfm25_2_6b/codex/train-00007.parquet", + "rows": 256, + "sha256": "25ff3c127ceadbf2ab17ef7281fceec1a9afaa13fb449ef243f37df6b0d11651", + "bytes": 17491741 + }, + { + "path": "conversations/codex/train-00008.parquet", + "rows": 256, + "sha256": "4b46a910db1b1ca50fbaa3152d99d9365ba8b3828d930ee08ed3fa4fee7b538f", + "bytes": 2190312 + }, + { + "path": "lfm25_2_6b/codex/train-00008.parquet", + "rows": 256, + "sha256": "8ab6301f020f72b283b5c1e39181ab072c7408f74155f6cb8c2f1e323e382875", + "bytes": 16538015 + }, + { + "path": "conversations/codex/train-00009.parquet", + "rows": 256, + "sha256": "197367410ad81420d9041473a66e47f6684a3c8f6b9649558b4e2aaa64e9eef9", + "bytes": 2585717 + }, + { + "path": "lfm25_2_6b/codex/train-00009.parquet", + "rows": 256, + "sha256": "a0f8544a19cf157ecf0a3e77c73d06a49e2c06d32382c3748b7f0f6a40c15a97", + "bytes": 18237016 + }, + { + "path": "conversations/codex/train-00010.parquet", + "rows": 256, + "sha256": "53ef5084ecc5b532d6b051c20fad66b860559a45a3b7257d769ac56cdb4837af", + "bytes": 2769901 + }, + { + "path": "lfm25_2_6b/codex/train-00010.parquet", + "rows": 256, + "sha256": "90f9a9595f816420b715c5ac47f04801c51c7cb223cbb075c76fafa920a486dd", + "bytes": 18911452 + }, + { + "path": "conversations/codex/train-00011.parquet", + "rows": 256, + "sha256": "59c5e56df3de1e46d70b9a66370ed80da5c49db8311457e9e79553a502d472f5", + "bytes": 2699248 + }, + { + "path": "lfm25_2_6b/codex/train-00011.parquet", + "rows": 256, + "sha256": "7089c6384c423ea21e4c9f181da6e3ef0c29d4aeae81b6615f753758f2255122", + "bytes": 18622477 + }, + { + "path": "conversations/codex/train-00012.parquet", + "rows": 256, + "sha256": "bd4836d9a16c68e8479e02e4c78a10f6e7c8d1987d4fff708fe9dcad27cb84ed", + "bytes": 2839491 + }, + { + "path": "lfm25_2_6b/codex/train-00012.parquet", + "rows": 256, + "sha256": "515f61989deae58bb8e2beee7f9d605433e4833b0ace994aa5ed049cd74faabb", + "bytes": 19328583 + }, + { + "path": "conversations/codex/train-00013.parquet", + "rows": 256, + "sha256": "306be26ae7d2a6339b568e2ffe129702cae0d05fa9c802d1dfb34d97fae1a828", + "bytes": 2761559 + }, + { + "path": "lfm25_2_6b/codex/train-00013.parquet", + "rows": 256, + "sha256": "69a026b6afc01c842e74ef9f05c18aa21e20d9c59c6fd08a6064bc3ec8fd809a", + "bytes": 19142089 + }, + { + "path": "conversations/codex/train-00014.parquet", + "rows": 256, + "sha256": "8b47b18b01f0a816a51a3299493128fd3e59b42b009d1c7290fe1b36fe24a853", + "bytes": 2547754 + }, + { + "path": "lfm25_2_6b/codex/train-00014.parquet", + "rows": 256, + "sha256": "0a95d9f40e1dd6daadb4282d9c550f0e80ac08e24a8f089c1dfd9ce289e10e73", + "bytes": 18025339 + }, + { + "path": "conversations/mini-swe-agent/train-00000.parquet", + "rows": 256, + "sha256": "18bdcd9de9967985d35f5526941fe0a4ca8f1634134d775e10ea716fc2b730d7", + "bytes": 527182 + }, + { + "path": "lfm25_2_6b/mini-swe-agent/train-00000.parquet", + "rows": 256, + "sha256": "f65ce4b44ce5ebbbfa17001c3b73600fa897f821cb8b1f756240869c40c223b1", + "bytes": 6111246 + }, + { + "path": "conversations/mini-swe-agent/train-00001.parquet", + "rows": 256, + "sha256": "97546bd1a6ece63232a96688813301d29a1c636b991d00f7387e15e6c98ecd74", + "bytes": 551885 + }, + { + "path": "lfm25_2_6b/mini-swe-agent/train-00001.parquet", + "rows": 256, + "sha256": "3edbbc30248398246fe88ab2ca8b23eedc8b471313caaca262c21f88d7c2c9a0", + "bytes": 6455350 + }, + { + "path": "conversations/mini-swe-agent/train-00002.parquet", + "rows": 256, + "sha256": "9e5835564d1fe676954f44ee3404c5ff64560417166237ee6a51e89e6875c797", + "bytes": 560528 + }, + { + "path": "lfm25_2_6b/mini-swe-agent/train-00002.parquet", + "rows": 256, + "sha256": "e1dc3ad68a46712b743e231044b143d96872e8e5b4ba2cf4f37c72d4b42a9700", + "bytes": 6649958 + }, + { + "path": "conversations/mini-swe-agent/train-00003.parquet", + "rows": 256, + "sha256": "b5d1ee61f7b9e227e302e5440532fdd96f8d8db761383ecadc5030546fb26bcd", + "bytes": 428316 + }, + { + "path": "lfm25_2_6b/mini-swe-agent/train-00003.parquet", + "rows": 256, + "sha256": "db234e7c1aff032b29846713f82576a53a9528e432c6509567573a5f471c5838", + "bytes": 5139944 + }, + { + "path": "conversations/mini-swe-agent/train-00004.parquet", + "rows": 256, + "sha256": "3db67eb2c6cc2fe915223e3e6f9cc856c6c390bd74e7adf18dc9cbb6cc2dd871", + "bytes": 587672 + }, + { + "path": "lfm25_2_6b/mini-swe-agent/train-00004.parquet", + "rows": 256, + "sha256": "11578bd901485ec279c0797dfbca80633a6045d41404a37e5057a24f6fcc6292", + "bytes": 6848328 + }, + { + "path": "conversations/mini-swe-agent/train-00005.parquet", + "rows": 256, + "sha256": "b40bfd4c59c43db77e0b5b93eb92b1b2879053146787ead75f3938ec5dca2640", + "bytes": 465116 + }, + { + "path": "lfm25_2_6b/mini-swe-agent/train-00005.parquet", + "rows": 256, + "sha256": "aa8e2b72ce0ff8a7bd0d6faab6bf65e72126068f639bd567736f99c04582f9db", + "bytes": 5640046 + }, + { + "path": "conversations/mini-swe-agent/train-00006.parquet", + "rows": 256, + "sha256": "a6baa95c0e4bf58d6e5823b04a8045312a53f143149f9277b473fc36e99bc9fa", + "bytes": 560954 + }, + { + "path": "lfm25_2_6b/mini-swe-agent/train-00006.parquet", + "rows": 256, + "sha256": "a19200a3c217d0baa55fd6badc75501bb301d2d3253bae37aed78728eadfd73d", + "bytes": 6463326 + }, + { + "path": "conversations/mini-swe-agent/train-00007.parquet", + "rows": 256, + "sha256": "0839596373ddbe20e7b728d618c17d51c3bd814f0dcb87e53bb4c90597fecc00", + "bytes": 612092 + }, + { + "path": "lfm25_2_6b/mini-swe-agent/train-00007.parquet", + "rows": 256, + "sha256": "a6a1b2502380ad0e31c0132a9e5a98e358c0f344fac00a839a3f373c5223b66f", + "bytes": 7110614 + }, + { + "path": "conversations/mini-swe-agent/train-00008.parquet", + "rows": 256, + "sha256": "1fa374c0ef8a4cd3fd658eb6fb6329c682cb2b0512542c47fd4dd170cf22dbc0", + "bytes": 440031 + }, + { + "path": "lfm25_2_6b/mini-swe-agent/train-00008.parquet", + "rows": 256, + "sha256": "e42c8bd69059ae13ac3184eaca5f0b9bb4f23537e449bb3e1b62790aa6f7ce65", + "bytes": 5182508 + }, + { + "path": "conversations/mini-swe-agent/train-00009.parquet", + "rows": 256, + "sha256": "08e149c91ecb8d4c1cbf68c62dca53048b5c5bac07e6c13f19cb48d0dafa400f", + "bytes": 399670 + }, + { + "path": "lfm25_2_6b/mini-swe-agent/train-00009.parquet", + "rows": 256, + "sha256": "6c90ac245a8eca05e717eddf2d34fc30accb8560c2d75ee727caaf446c99f3e9", + "bytes": 4733986 + }, + { + "path": "conversations/mini-swe-agent/train-00010.parquet", + "rows": 256, + "sha256": "3e94551dca0f2e2179fe7166ea6853344c7bf3f7d4565fa7513c243907b5f366", + "bytes": 461974 + }, + { + "path": "lfm25_2_6b/mini-swe-agent/train-00010.parquet", + "rows": 256, + "sha256": "45259a967b152c44d122b5eabcf346ea324d48a1ebdabf5158de68365a63ecf7", + "bytes": 5145205 + }, + { + "path": "conversations/mini-swe-agent/train-00011.parquet", + "rows": 256, + "sha256": "2c9cc5595c7724aea36ed5395c33aa71b15954c474b8d997dd55cec7e84c9cf2", + "bytes": 427403 + }, + { + "path": "lfm25_2_6b/mini-swe-agent/train-00011.parquet", + "rows": 256, + "sha256": "5d46360d4a6b14718eaaeefb5ebe34032be49007f7ff63782e40c199a6bda66d", + "bytes": 5053217 + }, + { + "path": "conversations/mini-swe-agent/train-00012.parquet", + "rows": 256, + "sha256": "86f43849054129d6fb777b7a08769b0fde4a008c87de0c8e2aee6ec239a78869", + "bytes": 454307 + }, + { + "path": "lfm25_2_6b/mini-swe-agent/train-00012.parquet", + "rows": 256, + "sha256": "4397c16db0b4c8e12fe0568d4a006d785c7740b540f951811b544b54dec78c2d", + "bytes": 5314412 + }, + { + "path": "conversations/mini-swe-agent/train-00013.parquet", + "rows": 256, + "sha256": "782e78dda3e86ba17f23e4cd1fc65e75edb918494b8932d59a32c0d83bc2036f", + "bytes": 470458 + }, + { + "path": "lfm25_2_6b/mini-swe-agent/train-00013.parquet", + "rows": 256, + "sha256": "4ff42aef9a01394526335cd54904e175c79cef825b29ed510286aabd9d16985e", + "bytes": 5615425 + }, + { + "path": "conversations/mini-swe-agent/train-00014.parquet", + "rows": 256, + "sha256": "9032b8cb054a025e83d4938c666c52d2fb8523abfe78eb53726927db94541bcf", + "bytes": 483392 + }, + { + "path": "lfm25_2_6b/mini-swe-agent/train-00014.parquet", + "rows": 256, + "sha256": "4d29433022f4db23582a14d57839b0f679d3e13687ce2780de1d1aca3cdc5ac2", + "bytes": 5459084 + }, + { + "path": "conversations/mini-swe-agent/train-00015.parquet", + "rows": 256, + "sha256": "573af6e1140c8ef8cb41b06c9af5b317c2116a2f0482acb2769189d78ba9823b", + "bytes": 445428 + }, + { + "path": "lfm25_2_6b/mini-swe-agent/train-00015.parquet", + "rows": 256, + "sha256": "96f8cb6fdb4796a30c1f0fd17036ce52383853357c175287ba35558a657a3b14", + "bytes": 5338824 + }, + { + "path": "conversations/mini-swe-agent/train-00016.parquet", + "rows": 256, + "sha256": "0aa5e4d1e471172db31febda9dffba928ca1476440e46bf6bde023622871516e", + "bytes": 437075 + }, + { + "path": "lfm25_2_6b/mini-swe-agent/train-00016.parquet", + "rows": 256, + "sha256": "3020e0eb1105e5d0b557203c72e083d6a0de9f241005b1c5db5c82d0baf52b84", + "bytes": 5091697 + }, + { + "path": "conversations/opencode/train-00000.parquet", + "rows": 256, + "sha256": "3f864fa6442dda5648f092d6056a82070014cfe71c142bb7105cd8395a5a3fb8", + "bytes": 837443 + }, + { + "path": "lfm25_2_6b/opencode/train-00000.parquet", + "rows": 256, + "sha256": "a72d8a6896923cbc3b1e7ee2ba6ff48a83e96245bb302a696974a28e38262d90", + "bytes": 15922278 + }, + { + "path": "conversations/opencode/train-00001.parquet", + "rows": 256, + "sha256": "6d3f976639bec890bb2cfb3b2f2c190bafd09651659b9495b7d5b4d3ecfaa04c", + "bytes": 834329 + }, + { + "path": "lfm25_2_6b/opencode/train-00001.parquet", + "rows": 256, + "sha256": "a4b4d4209835e731e6fdc6b64dc0c2b24a402a4bf68f3c3fc258f4792dca0bd3", + "bytes": 16023722 + }, + { + "path": "conversations/opencode/train-00002.parquet", + "rows": 256, + "sha256": "012ddd31461e387c410455b8a11ab09fdfc006dd262987dddd58e501315309c6", + "bytes": 1027121 + }, + { + "path": "lfm25_2_6b/opencode/train-00002.parquet", + "rows": 256, + "sha256": "2fab24719a097db43c83a570426a8e5fe9bed407b0a1c3c4b6808b3d81559ba6", + "bytes": 17617686 + }, + { + "path": "conversations/opencode/train-00003.parquet", + "rows": 256, + "sha256": "37549aeab14cc96a8532baf93925517635ee202d30651bd35f7476a4409156c1", + "bytes": 831580 + }, + { + "path": "lfm25_2_6b/opencode/train-00003.parquet", + "rows": 256, + "sha256": "9a7a21331229e453e751c9d8c9c66ccd4648d786515c0d476c7f93bc1d178055", + "bytes": 16047788 + }, + { + "path": "conversations/opencode/train-00004.parquet", + "rows": 256, + "sha256": "a8482f57d82850dab1cfb5812900713f3d8a1a95d6cf666ed3c54049603cabee", + "bytes": 1010690 + }, + { + "path": "lfm25_2_6b/opencode/train-00004.parquet", + "rows": 256, + "sha256": "42f2c5c73ccc6eb6ebe51f8af102dcb2ea650349e6c2f21678fcf801d66e791f", + "bytes": 17406218 + }, + { + "path": "conversations/opencode/train-00005.parquet", + "rows": 256, + "sha256": "a06a75fc0763fe8818f3b2c368f0474f067b27f55cbf1c3322538115ef1d8373", + "bytes": 1090361 + }, + { + "path": "lfm25_2_6b/opencode/train-00005.parquet", + "rows": 256, + "sha256": "3c8e4d79df0ddbeed05c5df6ed3ad0208c005e8a0bca7b412b86e8fa890d4d00", + "bytes": 18276241 + }, + { + "path": "conversations/opencode/train-00006.parquet", + "rows": 256, + "sha256": "0b6753ea160b99a5f517f9f9e7a4cf78f6f64efb16547e0c458e0d15378dedc5", + "bytes": 837507 + }, + { + "path": "lfm25_2_6b/opencode/train-00006.parquet", + "rows": 256, + "sha256": "2a6b8fe2bd58dbf31df7d95348d68bf076776f99c3afd3be345a6ee4967e6d2f", + "bytes": 15640551 + }, + { + "path": "conversations/opencode/train-00007.parquet", + "rows": 256, + "sha256": "59c9ae01b037f247ace902e628198ece344a9d6aa91fb22243df18c7d49ad416", + "bytes": 933886 + }, + { + "path": "lfm25_2_6b/opencode/train-00007.parquet", + "rows": 256, + "sha256": "b957dfa4823d58bee9d9a8425807a9e5f5c6ca5dbe91ad91c556b6edb704143f", + "bytes": 16725617 + }, + { + "path": "conversations/opencode/train-00008.parquet", + "rows": 256, + "sha256": "3e0d05bd3b74c0d5ed3a59862fa8020e25ec47d1de5ff23a0a784ce81c54be7b", + "bytes": 717837 + }, + { + "path": "lfm25_2_6b/opencode/train-00008.parquet", + "rows": 256, + "sha256": "aefde446c95f10c1faa5bfabd282f72792758045c1f6bd9d0e27d09318038db1", + "bytes": 15083650 + }, + { + "path": "conversations/opencode/train-00009.parquet", + "rows": 256, + "sha256": "113713dc20f1fd6c697a47530951307daacff38aaa1479cb368f86f9dc721088", + "bytes": 727714 + }, + { + "path": "lfm25_2_6b/opencode/train-00009.parquet", + "rows": 256, + "sha256": "646390e73a64c3a0c61cc64bcf87addd0d21d0128e08150e7fd6166dcf26d519", + "bytes": 15154359 + }, + { + "path": "conversations/opencode/train-00010.parquet", + "rows": 256, + "sha256": "b722af6f4960723edf914f11e96ecc9b1a62a9e6027cd5ac54261a77ac176a4d", + "bytes": 698756 + }, + { + "path": "lfm25_2_6b/opencode/train-00010.parquet", + "rows": 256, + "sha256": "f8df9a6a20c2021296e19b3e1516fa2e8cc8da9b75bfd0e85ad3ae0d63ebfd85", + "bytes": 14775499 + }, + { + "path": "conversations/opencode/train-00011.parquet", + "rows": 256, + "sha256": "10ffcded67eafbcd27072841919adfd3dda196a35c10c601f5d243948ee07a99", + "bytes": 1089787 + }, + { + "path": "lfm25_2_6b/opencode/train-00011.parquet", + "rows": 256, + "sha256": "057ac2ec013d10cbc617d57aafdcb582312577b0e71ce07a1fdccbe43a5a56e2", + "bytes": 17960132 + }, + { + "path": "conversations/opencode/train-00012.parquet", + "rows": 256, + "sha256": "ad7816e080962bf348e77cf3aa742ac455ea75aca6514145b92565921d315b30", + "bytes": 818487 + }, + { + "path": "lfm25_2_6b/opencode/train-00012.parquet", + "rows": 256, + "sha256": "522398df50620c3c7bb8d4c8481b16a5e7c1e4bfc6fa2bf386837c44ea902f25", + "bytes": 15766166 + }, + { + "path": "conversations/opencode/train-00013.parquet", + "rows": 256, + "sha256": "dbabd0493e49928ef069acd0a2e26e2e73074875d166c204e9bbe8d27d73c3d8", + "bytes": 971953 + }, + { + "path": "lfm25_2_6b/opencode/train-00013.parquet", + "rows": 256, + "sha256": "fa1cb884bc530ac1d2dce78e01cff41adc9a2caacdaa60b4e633bc4b1cc6587c", + "bytes": 16856007 + }, + { + "path": "conversations/opencode/train-00014.parquet", + "rows": 256, + "sha256": "5190e2a1893b624c7da309170a902e8b921f3ab7ef976c70eddb5ab14ebc0a68", + "bytes": 851018 + }, + { + "path": "lfm25_2_6b/opencode/train-00014.parquet", + "rows": 256, + "sha256": "71b98920751a15589421041a6ce2ac9eddd29de44958701a0a3f71614b7260bd", + "bytes": 15491812 + }, + { + "path": "conversations/opencode/train-00015.parquet", + "rows": 256, + "sha256": "ff7108b673b1c9d4b27523159e9652bf2ea62bdd4f02970f9cfa15434ce69782", + "bytes": 1131396 + }, + { + "path": "lfm25_2_6b/opencode/train-00015.parquet", + "rows": 256, + "sha256": "5274f2b315f67b5c7d0cc12c23fbb8fca365f74d525afbe1f102f38fbb1d8452", + "bytes": 20644377 + }, + { + "path": "conversations/opencode/train-00016.parquet", + "rows": 256, + "sha256": "7364f5f6b97e5439b8ca48f869b483add080efee7831a007a2f6afc85d9e3ea5", + "bytes": 1086403 + }, + { + "path": "lfm25_2_6b/opencode/train-00016.parquet", + "rows": 256, + "sha256": "fe618befb557ef25c13fafd17933f51b973200a02447f52796567fefc1717d73", + "bytes": 18434887 + }, + { + "path": "conversations/opencode/train-00017.parquet", + "rows": 256, + "sha256": "a71465a34cb1707b79c06df305aa707213fd0240a5878fa8f7989421327d2698", + "bytes": 999831 + }, + { + "path": "lfm25_2_6b/opencode/train-00017.parquet", + "rows": 256, + "sha256": "59d24244d19255ac3047c0cc6e7c821d80d7618367ad1fa148f0731d12bcbe25", + "bytes": 17410144 + }, + { + "path": "conversations/opencode/train-00018.parquet", + "rows": 217, + "sha256": "3dbba963a7782cda03e420fd4e1f6b7a967f5c70b8824524c02f87d0998947c9", + "bytes": 1045876 + }, + { + "path": "lfm25_2_6b/opencode/train-00018.parquet", + "rows": 217, + "sha256": "de84c0ca1959bce1a89bfd3c87b8c6f7ab83a3fa008074477e7b1eb8795e9812", + "bytes": 17177701 + }, + { + "path": "conversations/claude-code/train-00017.parquet", + "rows": 229, + "sha256": "149a21b352e7e32e61dfaa70b337f906e63ab730ec9dde51c82f33e107f30280", + "bytes": 1858908 + }, + { + "path": "lfm25_2_6b/claude-code/train-00017.parquet", + "rows": 229, + "sha256": "b7a766bdf90e35a322ef7e780ed92804246d03f1fd290688b64861079141153b", + "bytes": 32936490 + }, + { + "path": "conversations/codex/train-00015.parquet", + "rows": 238, + "sha256": "b4a1f1541a2915a1d144fbb265c535052f6f68362f6d313b4580f3647107cf36", + "bytes": 2938269 + }, + { + "path": "lfm25_2_6b/codex/train-00015.parquet", + "rows": 238, + "sha256": "4b0d596d815c4a296de862846e0ebab7b2e4d598d730fd2106836deac8a427fe", + "bytes": 19417872 + }, + { + "path": "conversations/mini-swe-agent/train-00017.parquet", + "rows": 93, + "sha256": "bf03abe01f3c22065860f8b0bb1a99831be8781275d3ce994bbd18119124cf5f", + "bytes": 169828 + }, + { + "path": "lfm25_2_6b/mini-swe-agent/train-00017.parquet", + "rows": 93, + "sha256": "620ffd9319b9c629a750c22a3073e145b98afd4553d86f37272959f51ca0b244", + "bytes": 1968086 + }, + { + "path": "qwen35_2b/claude-code/train-00000.parquet", + "rows": 256, + "sha256": "64a0444e48499f7d62419e4988d683fc37b1ce6801f49174c5cc562ae190a6db", + "bytes": 36719426 + }, + { + "path": "qwen35_2b/claude-code/train-00001.parquet", + "rows": 256, + "sha256": "08b44de1fe75ba88d01b506727a9a7fdbd001ce40f5714ce66d665cf6b40765e", + "bytes": 37908852 + }, + { + "path": "qwen35_2b/claude-code/train-00002.parquet", + "rows": 256, + "sha256": "b05578a9118301ae6ce3507fee0917f52428f385c6c451b0ca24f4c19b5e8f8e", + "bytes": 37153195 + }, + { + "path": "qwen35_2b/claude-code/train-00003.parquet", + "rows": 256, + "sha256": "c3c6a5047663e90dbd1ad68727de7958fb2a954bd2c3c07e7ff1f92f064e43f0", + "bytes": 36154718 + }, + { + "path": "qwen35_2b/claude-code/train-00004.parquet", + "rows": 256, + "sha256": "d7d158d56a6c4e5ff073186ef6c0f0908e4acb26b6a4bd57d9d4658656949224", + "bytes": 35943326 + }, + { + "path": "qwen35_2b/claude-code/train-00005.parquet", + "rows": 256, + "sha256": "75e2e99f9cf71190ef778f5c4f99da14e84fc0fd0eecfae53a730d7a524dd6b1", + "bytes": 35903825 + }, + { + "path": "qwen35_2b/claude-code/train-00006.parquet", + "rows": 256, + "sha256": "a9263df9db6f7577411d23bdbbff8e0ae0bfef63599f5426db568313001feaa9", + "bytes": 36546321 + }, + { + "path": "qwen35_2b/claude-code/train-00007.parquet", + "rows": 256, + "sha256": "73fda9c765a2ac71b96b511dad4998a5e975e274592a480635df6b1647caf4db", + "bytes": 35667076 + }, + { + "path": "qwen35_2b/claude-code/train-00008.parquet", + "rows": 256, + "sha256": "5f40b04007e936bead6eccde0591953e985c66fd44805de9c55d8aa26fbe5aa6", + "bytes": 34807617 + }, + { + "path": "qwen35_2b/claude-code/train-00009.parquet", + "rows": 256, + "sha256": "3e3f9f5188d569cf87c00983a6f4d2ed2e21fb1251b01af0dc757117c07b4f68", + "bytes": 36644917 + }, + { + "path": "qwen35_2b/claude-code/train-00010.parquet", + "rows": 256, + "sha256": "576c6ec299bf371f587610dc5da977f63b072228dfedbcd7ea8fb720526c14bf", + "bytes": 35978289 + }, + { + "path": "qwen35_2b/claude-code/train-00011.parquet", + "rows": 256, + "sha256": "381faa3b1cc5e570616e4042bd165378fa85b5154d87731f1c2bac1c990f2609", + "bytes": 36600906 + }, + { + "path": "qwen35_2b/claude-code/train-00012.parquet", + "rows": 256, + "sha256": "16a3a3a2831745038ec8b43e1355a96aa1636387046d021c0b1fae74b750318b", + "bytes": 36745214 + }, + { + "path": "qwen35_2b/claude-code/train-00013.parquet", + "rows": 256, + "sha256": "a63777e8a557ef2f7f543853ec34da4e98310f710f38698041d09899b1efbeb6", + "bytes": 36468321 + }, + { + "path": "qwen35_2b/claude-code/train-00014.parquet", + "rows": 256, + "sha256": "147484d7eca8545d0804284e8fe0ffc22edb7a8141dd922671efb8066b050a73", + "bytes": 36219215 + }, + { + "path": "qwen35_2b/claude-code/train-00015.parquet", + "rows": 256, + "sha256": "efde4a087504bdf708903e4ce6b04ef8ccd2f37bc50227b00344e14387416e04", + "bytes": 37629294 + }, + { + "path": "qwen35_2b/claude-code/train-00016.parquet", + "rows": 256, + "sha256": "f73eb783711ef984b17409a6307deea72789340ee8ded3cc23dc16fa2ad8bdff", + "bytes": 38556014 + }, + { + "path": "qwen35_2b/codex/train-00000.parquet", + "rows": 256, + "sha256": "f539a7d5343e5f1e9996f51ee561660d95c297d280ba20f13cf37d89c0742646", + "bytes": 18752607 + }, + { + "path": "qwen35_2b/codex/train-00001.parquet", + "rows": 256, + "sha256": "456ea00dd9850fe5230569e34fc4ff616c7b8a09f7829fb3a74151100a4a190f", + "bytes": 19189513 + }, + { + "path": "qwen35_2b/codex/train-00002.parquet", + "rows": 256, + "sha256": "36f981dc71f6f577518ff4e3b07c0ad7ae28ab0e8b4f0ba2f728126aa085d02a", + "bytes": 19451492 + }, + { + "path": "qwen35_2b/codex/train-00003.parquet", + "rows": 256, + "sha256": "8e2f1e12890a8d7009fea1d170b9574ca89cbc63f2dc20ca60cb08f596e8c070", + "bytes": 19112336 + }, + { + "path": "qwen35_2b/codex/train-00004.parquet", + "rows": 256, + "sha256": "13cad2833613304a4689ad5a217c40069398147b1cc90cc2d032b80a16aba1f3", + "bytes": 19393157 + }, + { + "path": "qwen35_2b/codex/train-00005.parquet", + "rows": 256, + "sha256": "55ef5a75be0bdfa01507fab383b2b4090712152b1f907d6f87788ae7f3eee2bc", + "bytes": 18586343 + }, + { + "path": "qwen35_2b/codex/train-00006.parquet", + "rows": 256, + "sha256": "c22e77bbf18c5c5fb177f542cfd4f8b7a4a107c75a257859f640a09581f0b9bc", + "bytes": 20523746 + }, + { + "path": "qwen35_2b/codex/train-00007.parquet", + "rows": 256, + "sha256": "fd121993401e8913b1681aaaea9c9c43d5a6c3977f55f51c05796073bf0e203e", + "bytes": 18380412 + }, + { + "path": "qwen35_2b/codex/train-00008.parquet", + "rows": 256, + "sha256": "742d4a1ffcb13d7958a73507b22ccfdd9df47820dafdadee7d773cbdf1ae5a04", + "bytes": 17412661 + }, + { + "path": "qwen35_2b/codex/train-00009.parquet", + "rows": 256, + "sha256": "730e5c00d56c743f0cf00a5a783b422e94d6c01f91f52552520567c86506cb44", + "bytes": 19302399 + }, + { + "path": "qwen35_2b/codex/train-00010.parquet", + "rows": 256, + "sha256": "be987cdeecd46382d8cbcb6a428d7a4bbd9f1c585d934039986292dde2a51be5", + "bytes": 19927750 + }, + { + "path": "qwen35_2b/codex/train-00011.parquet", + "rows": 256, + "sha256": "71b69c22ac5d72f9464231c285a5e61a2876d8f9d97208e7687d839d4f07112a", + "bytes": 19737833 + }, + { + "path": "qwen35_2b/codex/train-00012.parquet", + "rows": 256, + "sha256": "88191a3da6c2f4c20556654ff03f7b3e70254e7bd4804eded8c86fd787b321ed", + "bytes": 20456633 + }, + { + "path": "qwen35_2b/codex/train-00013.parquet", + "rows": 256, + "sha256": "dc3e715c51d050fe06a2f2238ffa55e6df2143716f40770c52782752d9fd368b", + "bytes": 20324029 + }, + { + "path": "qwen35_2b/codex/train-00014.parquet", + "rows": 256, + "sha256": "b77b460fd4a2003f92213ee94332e428bec4439b584400d59dbfeae35ba14e97", + "bytes": 18979652 + }, + { + "path": "qwen35_2b/mini-swe-agent/train-00000.parquet", + "rows": 256, + "sha256": "7612a992ef5f4c1ea3549d8e54384af3ea5b50dec226fbe5b787c0fa0f287dba", + "bytes": 7265990 + }, + { + "path": "qwen35_2b/mini-swe-agent/train-00001.parquet", + "rows": 256, + "sha256": "70c54537ca1c1c85149a4bd241685fa72e6e8ba26a6a2bdfb7f710179810c2ac", + "bytes": 7423127 + }, + { + "path": "qwen35_2b/mini-swe-agent/train-00002.parquet", + "rows": 256, + "sha256": "465c757ca7db46414760a1fa6084808abac94ac2291b040143150dc8f30ce93a", + "bytes": 7998614 + }, + { + "path": "qwen35_2b/mini-swe-agent/train-00003.parquet", + "rows": 256, + "sha256": "146bc42b920e0269ae715b61e5e42243aed824204ff4dc1532d1f98901a4293d", + "bytes": 6346939 + }, + { + "path": "qwen35_2b/mini-swe-agent/train-00004.parquet", + "rows": 256, + "sha256": "33b0109ce8193745862cf92317c27e15b60215cfa0dabf1c90272c51e91b7204", + "bytes": 7906584 + }, + { + "path": "qwen35_2b/mini-swe-agent/train-00005.parquet", + "rows": 256, + "sha256": "298d2a70ffd8830a8648d8f8d842a589a564e0d7cc8cc29c81c63766f4a4fb8d", + "bytes": 6705805 + }, + { + "path": "qwen35_2b/mini-swe-agent/train-00006.parquet", + "rows": 256, + "sha256": "160d3b2011937fb330b9c444501bb01b6af9adcafb886304ed6e54aeb65e22b3", + "bytes": 7650762 + }, + { + "path": "qwen35_2b/mini-swe-agent/train-00007.parquet", + "rows": 256, + "sha256": "59c8728551a3eef3058d8e66a65124462fbb025bdca0e5cf72ffaa89cef9ce35", + "bytes": 8346401 + }, + { + "path": "qwen35_2b/mini-swe-agent/train-00008.parquet", + "rows": 256, + "sha256": "9d5a4bdac189bb625d2f0b63d47e1b4bb024ebc7d758cf79bc83a24596196eae", + "bytes": 6021214 + }, + { + "path": "qwen35_2b/mini-swe-agent/train-00009.parquet", + "rows": 256, + "sha256": "8079a030a010d81f2be18c6b185126fa7dd79ab7c76b5f6d57ae4849b31e4f90", + "bytes": 5594303 + }, + { + "path": "qwen35_2b/mini-swe-agent/train-00010.parquet", + "rows": 256, + "sha256": "cb0f65829bfa74e881f2f5c50712d27cf370aee800f17d518b3ee703a2576c5c", + "bytes": 5950654 + }, + { + "path": "qwen35_2b/mini-swe-agent/train-00011.parquet", + "rows": 256, + "sha256": "e413e402c08ed4d3c2146992aa783a7e54ce33197ec3033e0fe1009cfc1f48d9", + "bytes": 5928983 + }, + { + "path": "qwen35_2b/mini-swe-agent/train-00012.parquet", + "rows": 256, + "sha256": "fed8520646161863ecc23c179a58d29fc02c40abfd683d8757f88b88200d2979", + "bytes": 6241029 + }, + { + "path": "qwen35_2b/mini-swe-agent/train-00013.parquet", + "rows": 256, + "sha256": "cd8fd198388f9d02edc8f924d12374323f86a7cb1ba73e328d2468c1cc836e6d", + "bytes": 6525345 + }, + { + "path": "qwen35_2b/mini-swe-agent/train-00014.parquet", + "rows": 256, + "sha256": "7836849cf37a72eda54bc307c9fac4f81e5379c903f69da59c3f1dd68b6cf5ee", + "bytes": 6622276 + }, + { + "path": "qwen35_2b/mini-swe-agent/train-00015.parquet", + "rows": 256, + "sha256": "55b76c4776bdfc94f7ed0df5485e93613b8f7ee688a253399b0803dd6218d3eb", + "bytes": 6293759 + }, + { + "path": "qwen35_2b/mini-swe-agent/train-00016.parquet", + "rows": 256, + "sha256": "2ef4566e8d1e6fdfc754bb99f3d9b5abd077c33a4dbab1e35f102debd704bcc8", + "bytes": 5986808 + }, + { + "path": "qwen35_2b/opencode/train-00000.parquet", + "rows": 256, + "sha256": "9ae812a8fcb37a36b82fd67facf4c701a6bf1011c4e26bdc07ec282039692bbb", + "bytes": 16859549 + }, + { + "path": "qwen35_2b/opencode/train-00001.parquet", + "rows": 256, + "sha256": "3bd862e56754c7f969de7c1b857ba1a8a529311e323532a0bb497f8b86c95fb0", + "bytes": 16788295 + }, + { + "path": "qwen35_2b/opencode/train-00002.parquet", + "rows": 256, + "sha256": "2485efcb54e4cee849caa233aa596e1528c727a40d0e358bc0f887567b32651d", + "bytes": 19170089 + }, + { + "path": "qwen35_2b/opencode/train-00003.parquet", + "rows": 256, + "sha256": "10797d8cd17b8dfb73f3648aa3d41bb8194a49712615767a64779082203113a1", + "bytes": 16937586 + }, + { + "path": "qwen35_2b/opencode/train-00004.parquet", + "rows": 256, + "sha256": "b3df38894e71eac9e099c51f85f2ecffc8e3536b32fd877fee3271d21cfc37a9", + "bytes": 18371574 + }, + { + "path": "qwen35_2b/opencode/train-00005.parquet", + "rows": 256, + "sha256": "b2fa38ffd11fd5fb852f0dc37abd8c221fd0018ad22a4b3b977e163d59c67a95", + "bytes": 19693701 + }, + { + "path": "qwen35_2b/opencode/train-00006.parquet", + "rows": 256, + "sha256": "59e36267f4e88bca6663c02d8b066f2ebd0a6828753d58a8fbb0bed381477ba2", + "bytes": 16419956 + }, + { + "path": "qwen35_2b/opencode/train-00007.parquet", + "rows": 256, + "sha256": "7f0922736086bb1ed57976509df6f1aeb14eafb94b968d39ecf3ae0e68da136e", + "bytes": 17764226 + }, + { + "path": "qwen35_2b/opencode/train-00008.parquet", + "rows": 256, + "sha256": "db7b6652b73c500bbd6f090222718006717888bfa52226bb49497d8112a806fb", + "bytes": 15778019 + }, + { + "path": "qwen35_2b/opencode/train-00009.parquet", + "rows": 256, + "sha256": "cb0859ed3aaeb6cb904b0f701a3db2ff6b558e84806498d7fcb5a932b8c5809f", + "bytes": 15847047 + }, + { + "path": "qwen35_2b/opencode/train-00010.parquet", + "rows": 256, + "sha256": "9da9d09a99a8e2865529705228bfd63d4fb786f9b3457e145c6c8efb4d5db148", + "bytes": 15435022 + }, + { + "path": "qwen35_2b/opencode/train-00011.parquet", + "rows": 256, + "sha256": "062cd1116a493ab86e71e8e11812a84ff6d2093ff3531c60df15a1c5fd4a1654", + "bytes": 18871667 + }, + { + "path": "qwen35_2b/opencode/train-00012.parquet", + "rows": 256, + "sha256": "3985996e0c4ad1ffe1da1f9ce9da4ffa3b123f065d6da35a2586dbcb704b05bb", + "bytes": 16657929 + }, + { + "path": "qwen35_2b/opencode/train-00013.parquet", + "rows": 256, + "sha256": "570fc6b2475f3a2e0f68ef98b37d55f6a6bfb8187e877ae1d88f1a54f86c8c47", + "bytes": 18009502 + }, + { + "path": "qwen35_2b/opencode/train-00014.parquet", + "rows": 256, + "sha256": "85cf6aa5eba3d6ea23c9330994a26488e3492298cdb6f0b1cbf9cf099e9a4b70", + "bytes": 16330608 + }, + { + "path": "qwen35_2b/opencode/train-00015.parquet", + "rows": 256, + "sha256": "5e8a6cc338cdd197efbea624463b63575b91a1fcf05e85bf6ab3b1c2fe377a9f", + "bytes": 21940442 + }, + { + "path": "qwen35_2b/opencode/train-00016.parquet", + "rows": 256, + "sha256": "baf425c2fd3504f5a718eb781630b3326aa02b07f72f9e9c0489f3540017d23e", + "bytes": 19804969 + }, + { + "path": "qwen35_2b/opencode/train-00017.parquet", + "rows": 256, + "sha256": "6d0c8476b040d7927400ac63800fcedb33b0ecf66067dc0431a914c764843273", + "bytes": 18456252 + }, + { + "path": "qwen35_2b/opencode/train-00018.parquet", + "rows": 217, + "sha256": "b6a636676a099b5aa35c12bd79a63fb01439bf7c54bbb2152e0054cdacab3c61", + "bytes": 18877384 + }, + { + "path": "qwen35_2b/claude-code/train-00017.parquet", + "rows": 229, + "sha256": "5a6dfc3f9e41022e2a87caf9cb64e2336d9bb57077055a5cbc6d3d2d6e5842b5", + "bytes": 33576538 + }, + { + "path": "qwen35_2b/codex/train-00015.parquet", + "rows": 238, + "sha256": "1e4fd481ba3be6e4a80835c00fb3b1e815fc848b2d557454a5706415ce2819c8", + "bytes": 20461147 + }, + { + "path": "qwen35_2b/mini-swe-agent/train-00017.parquet", + "rows": 93, + "sha256": "a3ee79739579892ab1e00e3ceba98d9890800cfe97d83ee9aae40506af3e4b74", + "bytes": 2391326 + } + ], + "portable_rows_equal_between_students": true, + "parquet_roundtrip_all_rows": true, + "provenance": "Source SHA256 links each turn to the exact teacher rollout export. Only current assistant completions are supervised. No teacher token IDs or logprobs are used as student targets." +} diff --git a/qwen35_2b/claude-code/train-00000.parquet b/qwen35_2b/claude-code/train-00000.parquet new file mode 100644 index 0000000000000000000000000000000000000000..4f2b287270eb0abb6b0e02e2e7f917e8dd8e9087 --- /dev/null +++ b/qwen35_2b/claude-code/train-00000.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:64a0444e48499f7d62419e4988d683fc37b1ce6801f49174c5cc562ae190a6db +size 36719426 diff --git a/qwen35_2b/claude-code/train-00001.parquet b/qwen35_2b/claude-code/train-00001.parquet new file mode 100644 index 0000000000000000000000000000000000000000..9664585ccba088b5065b4fea06ecd0ed2e1c1954 --- /dev/null +++ b/qwen35_2b/claude-code/train-00001.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:08b44de1fe75ba88d01b506727a9a7fdbd001ce40f5714ce66d665cf6b40765e +size 37908852 diff --git a/qwen35_2b/claude-code/train-00002.parquet b/qwen35_2b/claude-code/train-00002.parquet new file mode 100644 index 0000000000000000000000000000000000000000..3cf829540bda9f8ceeca209e0a56a6244b8b4855 --- /dev/null +++ b/qwen35_2b/claude-code/train-00002.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b05578a9118301ae6ce3507fee0917f52428f385c6c451b0ca24f4c19b5e8f8e +size 37153195 diff --git a/qwen35_2b/claude-code/train-00003.parquet b/qwen35_2b/claude-code/train-00003.parquet new file mode 100644 index 0000000000000000000000000000000000000000..28b20e98b10404711ceb48f8a40a6f4e82777909 --- /dev/null +++ b/qwen35_2b/claude-code/train-00003.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c3c6a5047663e90dbd1ad68727de7958fb2a954bd2c3c07e7ff1f92f064e43f0 +size 36154718 diff --git a/qwen35_2b/claude-code/train-00004.parquet b/qwen35_2b/claude-code/train-00004.parquet new file mode 100644 index 0000000000000000000000000000000000000000..d72a15b8ffcd18ec0e933c90652f8e2855938fd1 --- /dev/null +++ b/qwen35_2b/claude-code/train-00004.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d7d158d56a6c4e5ff073186ef6c0f0908e4acb26b6a4bd57d9d4658656949224 +size 35943326 diff --git a/qwen35_2b/claude-code/train-00005.parquet b/qwen35_2b/claude-code/train-00005.parquet new file mode 100644 index 0000000000000000000000000000000000000000..5e61ee04b0d3f0efd4f691fce6a26be952974ddd --- /dev/null +++ b/qwen35_2b/claude-code/train-00005.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:75e2e99f9cf71190ef778f5c4f99da14e84fc0fd0eecfae53a730d7a524dd6b1 +size 35903825 diff --git a/qwen35_2b/claude-code/train-00006.parquet b/qwen35_2b/claude-code/train-00006.parquet new file mode 100644 index 0000000000000000000000000000000000000000..8ab057e9c7392308d08047599af2804182aabb02 --- /dev/null +++ b/qwen35_2b/claude-code/train-00006.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a9263df9db6f7577411d23bdbbff8e0ae0bfef63599f5426db568313001feaa9 +size 36546321 diff --git a/qwen35_2b/claude-code/train-00007.parquet b/qwen35_2b/claude-code/train-00007.parquet new file mode 100644 index 0000000000000000000000000000000000000000..3713fae6099c258f6eaae887ca6eb1ed5961a07d --- /dev/null +++ b/qwen35_2b/claude-code/train-00007.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:73fda9c765a2ac71b96b511dad4998a5e975e274592a480635df6b1647caf4db +size 35667076 diff --git a/qwen35_2b/claude-code/train-00008.parquet b/qwen35_2b/claude-code/train-00008.parquet new file mode 100644 index 0000000000000000000000000000000000000000..f071dc49c0fa7b5508758fccad1cd2b1d06167b5 --- /dev/null +++ b/qwen35_2b/claude-code/train-00008.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5f40b04007e936bead6eccde0591953e985c66fd44805de9c55d8aa26fbe5aa6 +size 34807617 diff --git a/qwen35_2b/claude-code/train-00009.parquet b/qwen35_2b/claude-code/train-00009.parquet new file mode 100644 index 0000000000000000000000000000000000000000..cded0e5d1858e00b2e7b4e0bd879846add71be0b --- /dev/null +++ b/qwen35_2b/claude-code/train-00009.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3e3f9f5188d569cf87c00983a6f4d2ed2e21fb1251b01af0dc757117c07b4f68 +size 36644917 diff --git a/qwen35_2b/claude-code/train-00010.parquet b/qwen35_2b/claude-code/train-00010.parquet new file mode 100644 index 0000000000000000000000000000000000000000..b8550dfcf662075f4748ad309a69bfac3a45da53 --- /dev/null +++ b/qwen35_2b/claude-code/train-00010.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:576c6ec299bf371f587610dc5da977f63b072228dfedbcd7ea8fb720526c14bf +size 35978289 diff --git a/qwen35_2b/claude-code/train-00011.parquet b/qwen35_2b/claude-code/train-00011.parquet new file mode 100644 index 0000000000000000000000000000000000000000..4dc71d756f581bce843e494631c8ef534666220e --- /dev/null +++ b/qwen35_2b/claude-code/train-00011.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:381faa3b1cc5e570616e4042bd165378fa85b5154d87731f1c2bac1c990f2609 +size 36600906 diff --git a/qwen35_2b/claude-code/train-00012.parquet b/qwen35_2b/claude-code/train-00012.parquet new file mode 100644 index 0000000000000000000000000000000000000000..c5451ce335faed16d67af784ca73a4f415a42c19 --- /dev/null +++ b/qwen35_2b/claude-code/train-00012.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:16a3a3a2831745038ec8b43e1355a96aa1636387046d021c0b1fae74b750318b +size 36745214 diff --git a/qwen35_2b/claude-code/train-00013.parquet b/qwen35_2b/claude-code/train-00013.parquet new file mode 100644 index 0000000000000000000000000000000000000000..e062ecb329856400f86450a165be4567502b75f5 --- /dev/null +++ b/qwen35_2b/claude-code/train-00013.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a63777e8a557ef2f7f543853ec34da4e98310f710f38698041d09899b1efbeb6 +size 36468321 diff --git a/qwen35_2b/claude-code/train-00014.parquet b/qwen35_2b/claude-code/train-00014.parquet new file mode 100644 index 0000000000000000000000000000000000000000..2007c8bfd571d5e9c674583b20d9a72abb033090 --- /dev/null +++ b/qwen35_2b/claude-code/train-00014.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:147484d7eca8545d0804284e8fe0ffc22edb7a8141dd922671efb8066b050a73 +size 36219215 diff --git a/qwen35_2b/claude-code/train-00015.parquet b/qwen35_2b/claude-code/train-00015.parquet new file mode 100644 index 0000000000000000000000000000000000000000..47593f3482aacc41e1a7beaefa381fe09f5b1601 --- /dev/null +++ b/qwen35_2b/claude-code/train-00015.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:efde4a087504bdf708903e4ce6b04ef8ccd2f37bc50227b00344e14387416e04 +size 37629294 diff --git a/qwen35_2b/claude-code/train-00016.parquet b/qwen35_2b/claude-code/train-00016.parquet new file mode 100644 index 0000000000000000000000000000000000000000..15152b2c4c2fbdadcec1efe622717effabfd7898 --- /dev/null +++ b/qwen35_2b/claude-code/train-00016.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f73eb783711ef984b17409a6307deea72789340ee8ded3cc23dc16fa2ad8bdff +size 38556014 diff --git a/qwen35_2b/claude-code/train-00017.parquet b/qwen35_2b/claude-code/train-00017.parquet new file mode 100644 index 0000000000000000000000000000000000000000..7f8db804ecfdc83540aeb1bec47c0c844dfaa8be --- /dev/null +++ b/qwen35_2b/claude-code/train-00017.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5a6dfc3f9e41022e2a87caf9cb64e2336d9bb57077055a5cbc6d3d2d6e5842b5 +size 33576538 diff --git a/qwen35_2b/codex/train-00000.parquet b/qwen35_2b/codex/train-00000.parquet new file mode 100644 index 0000000000000000000000000000000000000000..3657b6543aa0bf9d74aa16523b73c4d570ebd9b7 --- /dev/null +++ b/qwen35_2b/codex/train-00000.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f539a7d5343e5f1e9996f51ee561660d95c297d280ba20f13cf37d89c0742646 +size 18752607 diff --git a/qwen35_2b/codex/train-00001.parquet b/qwen35_2b/codex/train-00001.parquet new file mode 100644 index 0000000000000000000000000000000000000000..9e24b7bc404d0a2cd61940284d3d670d1310057c --- /dev/null +++ b/qwen35_2b/codex/train-00001.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:456ea00dd9850fe5230569e34fc4ff616c7b8a09f7829fb3a74151100a4a190f +size 19189513 diff --git a/qwen35_2b/codex/train-00002.parquet b/qwen35_2b/codex/train-00002.parquet new file mode 100644 index 0000000000000000000000000000000000000000..98886b85335e24cf17d9effbc9eaaa0ee675bd40 --- /dev/null +++ b/qwen35_2b/codex/train-00002.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:36f981dc71f6f577518ff4e3b07c0ad7ae28ab0e8b4f0ba2f728126aa085d02a +size 19451492 diff --git a/qwen35_2b/codex/train-00003.parquet b/qwen35_2b/codex/train-00003.parquet new file mode 100644 index 0000000000000000000000000000000000000000..02c96afb4c337f81a552a99a331b38b7917622c8 --- /dev/null +++ b/qwen35_2b/codex/train-00003.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8e2f1e12890a8d7009fea1d170b9574ca89cbc63f2dc20ca60cb08f596e8c070 +size 19112336 diff --git a/qwen35_2b/codex/train-00004.parquet b/qwen35_2b/codex/train-00004.parquet new file mode 100644 index 0000000000000000000000000000000000000000..ef94e40c4fb294591de2652b07a6fe1514774d61 --- /dev/null +++ b/qwen35_2b/codex/train-00004.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:13cad2833613304a4689ad5a217c40069398147b1cc90cc2d032b80a16aba1f3 +size 19393157 diff --git a/qwen35_2b/codex/train-00005.parquet b/qwen35_2b/codex/train-00005.parquet new file mode 100644 index 0000000000000000000000000000000000000000..f6d7d5c483b2e11127ddf2e07939f41bf2fb9f1a --- /dev/null +++ b/qwen35_2b/codex/train-00005.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:55ef5a75be0bdfa01507fab383b2b4090712152b1f907d6f87788ae7f3eee2bc +size 18586343 diff --git a/qwen35_2b/codex/train-00006.parquet b/qwen35_2b/codex/train-00006.parquet new file mode 100644 index 0000000000000000000000000000000000000000..b9b610121fbfb2d7d4dbf2c54b300df24cde5a8a --- /dev/null +++ b/qwen35_2b/codex/train-00006.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c22e77bbf18c5c5fb177f542cfd4f8b7a4a107c75a257859f640a09581f0b9bc +size 20523746 diff --git a/qwen35_2b/codex/train-00007.parquet b/qwen35_2b/codex/train-00007.parquet new file mode 100644 index 0000000000000000000000000000000000000000..55662f8a0dd85f9c14dafd2614057aa3f6652c91 --- /dev/null +++ b/qwen35_2b/codex/train-00007.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fd121993401e8913b1681aaaea9c9c43d5a6c3977f55f51c05796073bf0e203e +size 18380412 diff --git a/qwen35_2b/codex/train-00008.parquet b/qwen35_2b/codex/train-00008.parquet new file mode 100644 index 0000000000000000000000000000000000000000..849e4ca4af47788ec60abaa708134e1e5d4a453f --- /dev/null +++ b/qwen35_2b/codex/train-00008.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:742d4a1ffcb13d7958a73507b22ccfdd9df47820dafdadee7d773cbdf1ae5a04 +size 17412661 diff --git a/qwen35_2b/codex/train-00009.parquet b/qwen35_2b/codex/train-00009.parquet new file mode 100644 index 0000000000000000000000000000000000000000..9df9c141acea33ef03afb868c69dee5bdfc688c2 --- /dev/null +++ b/qwen35_2b/codex/train-00009.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:730e5c00d56c743f0cf00a5a783b422e94d6c01f91f52552520567c86506cb44 +size 19302399 diff --git a/qwen35_2b/codex/train-00010.parquet b/qwen35_2b/codex/train-00010.parquet new file mode 100644 index 0000000000000000000000000000000000000000..b0fe3dc751ca0b3610c557f0aeff28b867cafe5d --- /dev/null +++ b/qwen35_2b/codex/train-00010.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:be987cdeecd46382d8cbcb6a428d7a4bbd9f1c585d934039986292dde2a51be5 +size 19927750 diff --git a/qwen35_2b/codex/train-00011.parquet b/qwen35_2b/codex/train-00011.parquet new file mode 100644 index 0000000000000000000000000000000000000000..159b82e35a5ac64775b41f32e08404461976681b --- /dev/null +++ b/qwen35_2b/codex/train-00011.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:71b69c22ac5d72f9464231c285a5e61a2876d8f9d97208e7687d839d4f07112a +size 19737833 diff --git a/qwen35_2b/codex/train-00012.parquet b/qwen35_2b/codex/train-00012.parquet new file mode 100644 index 0000000000000000000000000000000000000000..52db8f549990f78a2e82a4d226c57306eff63122 --- /dev/null +++ b/qwen35_2b/codex/train-00012.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:88191a3da6c2f4c20556654ff03f7b3e70254e7bd4804eded8c86fd787b321ed +size 20456633 diff --git a/qwen35_2b/codex/train-00013.parquet b/qwen35_2b/codex/train-00013.parquet new file mode 100644 index 0000000000000000000000000000000000000000..9b58818c1d73d4bad0c4405c447a6e2d0f636069 --- /dev/null +++ b/qwen35_2b/codex/train-00013.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:dc3e715c51d050fe06a2f2238ffa55e6df2143716f40770c52782752d9fd368b +size 20324029 diff --git a/qwen35_2b/codex/train-00014.parquet b/qwen35_2b/codex/train-00014.parquet new file mode 100644 index 0000000000000000000000000000000000000000..8d81b556e0ffae9446131cf16880feb205649bcf --- /dev/null +++ b/qwen35_2b/codex/train-00014.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b77b460fd4a2003f92213ee94332e428bec4439b584400d59dbfeae35ba14e97 +size 18979652 diff --git a/qwen35_2b/codex/train-00015.parquet b/qwen35_2b/codex/train-00015.parquet new file mode 100644 index 0000000000000000000000000000000000000000..a89ede2f61837504558a531848ef24830a8f75f6 --- /dev/null +++ b/qwen35_2b/codex/train-00015.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1e4fd481ba3be6e4a80835c00fb3b1e815fc848b2d557454a5706415ce2819c8 +size 20461147 diff --git a/qwen35_2b/mini-swe-agent/train-00000.parquet b/qwen35_2b/mini-swe-agent/train-00000.parquet new file mode 100644 index 0000000000000000000000000000000000000000..f751bb403029b81f10d1871d4b4d457bf23dc46c --- /dev/null +++ b/qwen35_2b/mini-swe-agent/train-00000.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7612a992ef5f4c1ea3549d8e54384af3ea5b50dec226fbe5b787c0fa0f287dba +size 7265990 diff --git a/qwen35_2b/mini-swe-agent/train-00001.parquet b/qwen35_2b/mini-swe-agent/train-00001.parquet new file mode 100644 index 0000000000000000000000000000000000000000..13ed8f611dbcfc8920df3a7254e320f71b9a2624 --- /dev/null +++ b/qwen35_2b/mini-swe-agent/train-00001.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:70c54537ca1c1c85149a4bd241685fa72e6e8ba26a6a2bdfb7f710179810c2ac +size 7423127 diff --git a/qwen35_2b/mini-swe-agent/train-00002.parquet b/qwen35_2b/mini-swe-agent/train-00002.parquet new file mode 100644 index 0000000000000000000000000000000000000000..595c4ba30dcbbebefa2f9ed0ab97caa4f6fd6001 --- /dev/null +++ b/qwen35_2b/mini-swe-agent/train-00002.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:465c757ca7db46414760a1fa6084808abac94ac2291b040143150dc8f30ce93a +size 7998614 diff --git a/qwen35_2b/mini-swe-agent/train-00003.parquet b/qwen35_2b/mini-swe-agent/train-00003.parquet new file mode 100644 index 0000000000000000000000000000000000000000..638003b712676020e3726dab96efb2b8e54ac705 --- /dev/null +++ b/qwen35_2b/mini-swe-agent/train-00003.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:146bc42b920e0269ae715b61e5e42243aed824204ff4dc1532d1f98901a4293d +size 6346939 diff --git a/qwen35_2b/mini-swe-agent/train-00004.parquet b/qwen35_2b/mini-swe-agent/train-00004.parquet new file mode 100644 index 0000000000000000000000000000000000000000..dbc2137c40b8a4e48ff2861cbd3a57598367cd6a --- /dev/null +++ b/qwen35_2b/mini-swe-agent/train-00004.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:33b0109ce8193745862cf92317c27e15b60215cfa0dabf1c90272c51e91b7204 +size 7906584 diff --git a/qwen35_2b/mini-swe-agent/train-00005.parquet b/qwen35_2b/mini-swe-agent/train-00005.parquet new file mode 100644 index 0000000000000000000000000000000000000000..039434d6562ad301b1b05f73552fad6c5bc5a331 --- /dev/null +++ b/qwen35_2b/mini-swe-agent/train-00005.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:298d2a70ffd8830a8648d8f8d842a589a564e0d7cc8cc29c81c63766f4a4fb8d +size 6705805 diff --git a/qwen35_2b/mini-swe-agent/train-00006.parquet b/qwen35_2b/mini-swe-agent/train-00006.parquet new file mode 100644 index 0000000000000000000000000000000000000000..d8f8e74d99796dc205b4a255d6e88c584044ce9f --- /dev/null +++ b/qwen35_2b/mini-swe-agent/train-00006.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:160d3b2011937fb330b9c444501bb01b6af9adcafb886304ed6e54aeb65e22b3 +size 7650762 diff --git a/qwen35_2b/mini-swe-agent/train-00007.parquet b/qwen35_2b/mini-swe-agent/train-00007.parquet new file mode 100644 index 0000000000000000000000000000000000000000..248bf67966dd75afbed6c3559d3252b2117bb065 --- /dev/null +++ b/qwen35_2b/mini-swe-agent/train-00007.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:59c8728551a3eef3058d8e66a65124462fbb025bdca0e5cf72ffaa89cef9ce35 +size 8346401 diff --git a/qwen35_2b/mini-swe-agent/train-00008.parquet b/qwen35_2b/mini-swe-agent/train-00008.parquet new file mode 100644 index 0000000000000000000000000000000000000000..36b2857692b668c878d58b4321758aa5a2d106e5 --- /dev/null +++ b/qwen35_2b/mini-swe-agent/train-00008.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9d5a4bdac189bb625d2f0b63d47e1b4bb024ebc7d758cf79bc83a24596196eae +size 6021214 diff --git a/qwen35_2b/mini-swe-agent/train-00009.parquet b/qwen35_2b/mini-swe-agent/train-00009.parquet new file mode 100644 index 0000000000000000000000000000000000000000..cc414157243246bc517ed917e154d02074f75e6b --- /dev/null +++ b/qwen35_2b/mini-swe-agent/train-00009.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8079a030a010d81f2be18c6b185126fa7dd79ab7c76b5f6d57ae4849b31e4f90 +size 5594303 diff --git a/qwen35_2b/mini-swe-agent/train-00010.parquet b/qwen35_2b/mini-swe-agent/train-00010.parquet new file mode 100644 index 0000000000000000000000000000000000000000..251647c57bf4427eed2fc87eeb9b298182e28f85 --- /dev/null +++ b/qwen35_2b/mini-swe-agent/train-00010.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cb0f65829bfa74e881f2f5c50712d27cf370aee800f17d518b3ee703a2576c5c +size 5950654 diff --git a/qwen35_2b/mini-swe-agent/train-00011.parquet b/qwen35_2b/mini-swe-agent/train-00011.parquet new file mode 100644 index 0000000000000000000000000000000000000000..fee42b14b271e7f8a454e29a5cfd3a6fa73d958b --- /dev/null +++ b/qwen35_2b/mini-swe-agent/train-00011.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e413e402c08ed4d3c2146992aa783a7e54ce33197ec3033e0fe1009cfc1f48d9 +size 5928983 diff --git a/qwen35_2b/mini-swe-agent/train-00012.parquet b/qwen35_2b/mini-swe-agent/train-00012.parquet new file mode 100644 index 0000000000000000000000000000000000000000..30022f9b1269b12314e64f6ecaf268e14501a962 --- /dev/null +++ b/qwen35_2b/mini-swe-agent/train-00012.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fed8520646161863ecc23c179a58d29fc02c40abfd683d8757f88b88200d2979 +size 6241029 diff --git a/qwen35_2b/mini-swe-agent/train-00013.parquet b/qwen35_2b/mini-swe-agent/train-00013.parquet new file mode 100644 index 0000000000000000000000000000000000000000..8aea73aaa2806f3c85c129fb5e7e7576736ac70c --- /dev/null +++ b/qwen35_2b/mini-swe-agent/train-00013.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cd8fd198388f9d02edc8f924d12374323f86a7cb1ba73e328d2468c1cc836e6d +size 6525345 diff --git a/qwen35_2b/mini-swe-agent/train-00014.parquet b/qwen35_2b/mini-swe-agent/train-00014.parquet new file mode 100644 index 0000000000000000000000000000000000000000..1096439a1e9119789acbc2a728da8fcd5bff47a5 --- /dev/null +++ b/qwen35_2b/mini-swe-agent/train-00014.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7836849cf37a72eda54bc307c9fac4f81e5379c903f69da59c3f1dd68b6cf5ee +size 6622276 diff --git a/qwen35_2b/mini-swe-agent/train-00015.parquet b/qwen35_2b/mini-swe-agent/train-00015.parquet new file mode 100644 index 0000000000000000000000000000000000000000..65b3a9ce508f45097c545faa8659faa24d5c8ed4 --- /dev/null +++ b/qwen35_2b/mini-swe-agent/train-00015.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:55b76c4776bdfc94f7ed0df5485e93613b8f7ee688a253399b0803dd6218d3eb +size 6293759 diff --git a/qwen35_2b/mini-swe-agent/train-00016.parquet b/qwen35_2b/mini-swe-agent/train-00016.parquet new file mode 100644 index 0000000000000000000000000000000000000000..3f968546f2a186771d236d79039f42c27d4ebcfc --- /dev/null +++ b/qwen35_2b/mini-swe-agent/train-00016.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2ef4566e8d1e6fdfc754bb99f3d9b5abd077c33a4dbab1e35f102debd704bcc8 +size 5986808 diff --git a/qwen35_2b/mini-swe-agent/train-00017.parquet b/qwen35_2b/mini-swe-agent/train-00017.parquet new file mode 100644 index 0000000000000000000000000000000000000000..0b59ff015f23e30b142245dc66ca88d77e31e3df --- /dev/null +++ b/qwen35_2b/mini-swe-agent/train-00017.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a3ee79739579892ab1e00e3ceba98d9890800cfe97d83ee9aae40506af3e4b74 +size 2391326 diff --git a/qwen35_2b/opencode/train-00000.parquet b/qwen35_2b/opencode/train-00000.parquet new file mode 100644 index 0000000000000000000000000000000000000000..2a16fcf85da26c11ad6d778d5c2e3c9d9e31d848 --- /dev/null +++ b/qwen35_2b/opencode/train-00000.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9ae812a8fcb37a36b82fd67facf4c701a6bf1011c4e26bdc07ec282039692bbb +size 16859549 diff --git a/qwen35_2b/opencode/train-00001.parquet b/qwen35_2b/opencode/train-00001.parquet new file mode 100644 index 0000000000000000000000000000000000000000..703b25abfd1ab17529b6d3b38cd7b00d79282a4a --- /dev/null +++ b/qwen35_2b/opencode/train-00001.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3bd862e56754c7f969de7c1b857ba1a8a529311e323532a0bb497f8b86c95fb0 +size 16788295 diff --git a/qwen35_2b/opencode/train-00002.parquet b/qwen35_2b/opencode/train-00002.parquet new file mode 100644 index 0000000000000000000000000000000000000000..1b649939573aa57ef815942e1ef321d79d79fee6 --- /dev/null +++ b/qwen35_2b/opencode/train-00002.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2485efcb54e4cee849caa233aa596e1528c727a40d0e358bc0f887567b32651d +size 19170089 diff --git a/qwen35_2b/opencode/train-00003.parquet b/qwen35_2b/opencode/train-00003.parquet new file mode 100644 index 0000000000000000000000000000000000000000..cb703ce992a0e73c800efa64c9e8f5858e3737b4 --- /dev/null +++ b/qwen35_2b/opencode/train-00003.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:10797d8cd17b8dfb73f3648aa3d41bb8194a49712615767a64779082203113a1 +size 16937586 diff --git a/qwen35_2b/opencode/train-00004.parquet b/qwen35_2b/opencode/train-00004.parquet new file mode 100644 index 0000000000000000000000000000000000000000..a167c64ba4b64186a53d41686085a5cfeab672b6 --- /dev/null +++ b/qwen35_2b/opencode/train-00004.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b3df38894e71eac9e099c51f85f2ecffc8e3536b32fd877fee3271d21cfc37a9 +size 18371574 diff --git a/qwen35_2b/opencode/train-00005.parquet b/qwen35_2b/opencode/train-00005.parquet new file mode 100644 index 0000000000000000000000000000000000000000..967ef6912e623add6180e8912ca99404012d3b77 --- /dev/null +++ b/qwen35_2b/opencode/train-00005.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b2fa38ffd11fd5fb852f0dc37abd8c221fd0018ad22a4b3b977e163d59c67a95 +size 19693701 diff --git a/qwen35_2b/opencode/train-00006.parquet b/qwen35_2b/opencode/train-00006.parquet new file mode 100644 index 0000000000000000000000000000000000000000..38fd12fe7cdb6ccdb18677f6f7d8de791a90b8e6 --- /dev/null +++ b/qwen35_2b/opencode/train-00006.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:59e36267f4e88bca6663c02d8b066f2ebd0a6828753d58a8fbb0bed381477ba2 +size 16419956 diff --git a/qwen35_2b/opencode/train-00007.parquet b/qwen35_2b/opencode/train-00007.parquet new file mode 100644 index 0000000000000000000000000000000000000000..97e87cee646c67a65f5f627125da52c86878c5b8 --- /dev/null +++ b/qwen35_2b/opencode/train-00007.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7f0922736086bb1ed57976509df6f1aeb14eafb94b968d39ecf3ae0e68da136e +size 17764226 diff --git a/qwen35_2b/opencode/train-00008.parquet b/qwen35_2b/opencode/train-00008.parquet new file mode 100644 index 0000000000000000000000000000000000000000..d0b87df8e052bae3ecb0ead5b4223db7e4ca1aeb --- /dev/null +++ b/qwen35_2b/opencode/train-00008.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:db7b6652b73c500bbd6f090222718006717888bfa52226bb49497d8112a806fb +size 15778019 diff --git a/qwen35_2b/opencode/train-00009.parquet b/qwen35_2b/opencode/train-00009.parquet new file mode 100644 index 0000000000000000000000000000000000000000..ffb69f4242cf00c9103d1d4c0ea2525689e498a4 --- /dev/null +++ b/qwen35_2b/opencode/train-00009.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cb0859ed3aaeb6cb904b0f701a3db2ff6b558e84806498d7fcb5a932b8c5809f +size 15847047 diff --git a/qwen35_2b/opencode/train-00010.parquet b/qwen35_2b/opencode/train-00010.parquet new file mode 100644 index 0000000000000000000000000000000000000000..80eab93d017a383daad1be1a664eeb6218fbec0b --- /dev/null +++ b/qwen35_2b/opencode/train-00010.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9da9d09a99a8e2865529705228bfd63d4fb786f9b3457e145c6c8efb4d5db148 +size 15435022 diff --git a/qwen35_2b/opencode/train-00011.parquet b/qwen35_2b/opencode/train-00011.parquet new file mode 100644 index 0000000000000000000000000000000000000000..38f2e57d739706cc5e741af56a643958cc476f1d --- /dev/null +++ b/qwen35_2b/opencode/train-00011.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:062cd1116a493ab86e71e8e11812a84ff6d2093ff3531c60df15a1c5fd4a1654 +size 18871667 diff --git a/qwen35_2b/opencode/train-00012.parquet b/qwen35_2b/opencode/train-00012.parquet new file mode 100644 index 0000000000000000000000000000000000000000..159773e733fc4131e54cb21b365e0362307ce827 --- /dev/null +++ b/qwen35_2b/opencode/train-00012.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3985996e0c4ad1ffe1da1f9ce9da4ffa3b123f065d6da35a2586dbcb704b05bb +size 16657929 diff --git a/qwen35_2b/opencode/train-00013.parquet b/qwen35_2b/opencode/train-00013.parquet new file mode 100644 index 0000000000000000000000000000000000000000..e72959e1b86549cdccb2ed4ad3292cabfbcf2c9f --- /dev/null +++ b/qwen35_2b/opencode/train-00013.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:570fc6b2475f3a2e0f68ef98b37d55f6a6bfb8187e877ae1d88f1a54f86c8c47 +size 18009502 diff --git a/qwen35_2b/opencode/train-00014.parquet b/qwen35_2b/opencode/train-00014.parquet new file mode 100644 index 0000000000000000000000000000000000000000..fbb52b00b1ecc5d772d745e5dd744e66bd63e58e --- /dev/null +++ b/qwen35_2b/opencode/train-00014.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:85cf6aa5eba3d6ea23c9330994a26488e3492298cdb6f0b1cbf9cf099e9a4b70 +size 16330608 diff --git a/qwen35_2b/opencode/train-00015.parquet b/qwen35_2b/opencode/train-00015.parquet new file mode 100644 index 0000000000000000000000000000000000000000..6ebe33eb7c858aa6b4d53fd1abddb80667755d94 --- /dev/null +++ b/qwen35_2b/opencode/train-00015.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5e8a6cc338cdd197efbea624463b63575b91a1fcf05e85bf6ab3b1c2fe377a9f +size 21940442 diff --git a/qwen35_2b/opencode/train-00016.parquet b/qwen35_2b/opencode/train-00016.parquet new file mode 100644 index 0000000000000000000000000000000000000000..3f8176dabf4cd8a57d24f740fe7469aec3df439b --- /dev/null +++ b/qwen35_2b/opencode/train-00016.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:baf425c2fd3504f5a718eb781630b3326aa02b07f72f9e9c0489f3540017d23e +size 19804969 diff --git a/qwen35_2b/opencode/train-00017.parquet b/qwen35_2b/opencode/train-00017.parquet new file mode 100644 index 0000000000000000000000000000000000000000..96a7b1951f24c4f956334b9671ac16ac3d47d844 --- /dev/null +++ b/qwen35_2b/opencode/train-00017.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6d0c8476b040d7927400ac63800fcedb33b0ecf66067dc0431a914c764843273 +size 18456252 diff --git a/qwen35_2b/opencode/train-00018.parquet b/qwen35_2b/opencode/train-00018.parquet new file mode 100644 index 0000000000000000000000000000000000000000..461fc78251c8f25216907ffce01fa1ca629e23a3 --- /dev/null +++ b/qwen35_2b/opencode/train-00018.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b6a636676a099b5aa35c12bd79a63fb01439bf7c54bbb2152e0054cdacab3c61 +size 18877384 diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..1ddc42a34f1842858ae66366c72829d060b4fecc --- /dev/null +++ b/requirements.txt @@ -0,0 +1,7 @@ +trl @ git+https://github.com/huggingface/trl.git@3cb8efdd8586f1eb1b4d4f9b346f9bdad7e86bb4 +transformers==5.14.1 +datasets==5.0.0 +accelerate==1.14.0 +bitsandbytes==0.49.2 +torch==2.11.0 +huggingface_hub>=0.34 diff --git a/templates/lfm25_2_6b-chat_template.jinja b/templates/lfm25_2_6b-chat_template.jinja new file mode 100644 index 0000000000000000000000000000000000000000..d63583bce992413df713a04cc14b6a3bfe31617a --- /dev/null +++ b/templates/lfm25_2_6b-chat_template.jinja @@ -0,0 +1,125 @@ +{{- bos_token -}} +{%- set preserve_thinking = preserve_thinking | default(false) -%} + +{%- macro format_arg_value(arg_value) -%} + {%- if arg_value is string -%} + {{- "'" + (arg_value | replace("\\", "\\\\") | replace("'", "\\'") | replace("\n", "\\n") | replace("\r", "\\r")) + "'" -}} + {%- elif arg_value is mapping or arg_value is iterable -%} + {{- arg_value | tojson -}} + {%- else -%} + {{- arg_value | string -}} + {%- endif -%} +{%- endmacro -%} + +{%- macro parse_content(content) -%} + {%- if content is string -%} + {{- content -}} + {%- elif content is mapping -%} + {{- content | tojson -}} + {%- elif content is iterable -%} + {%- set _ns = namespace(result="") -%} + {%- for item in content -%} + {%- if item is string -%} + {%- set _ns.result = _ns.result + item -%} + {%- elif item is mapping and item.get("type") == "image" -%} + {%- set _ns.result = _ns.result + "" -%} + {%- elif item is mapping and item.get("type") == "text" -%} + {%- set _ns.result = _ns.result + ((item.get("text") or "") | string) -%} + {%- else -%} + {%- set _ns.result = _ns.result + (item | tojson) -%} + {%- endif -%} + {%- endfor -%} + {{- _ns.result -}} + {%- endif -%} +{%- endmacro -%} + +{%- macro render_tool_calls(tool_calls) -%} + {%- set tool_calls_ns = namespace(tool_calls=[]) -%} + {%- for tool_call in tool_calls -%} + {%- set func = tool_call["function"] if "function" in tool_call else tool_call -%} + {%- set func_name = func["name"] -%} + {%- set func_args = func.get("arguments") -%} + {%- set args_ns = namespace(arg_strings=[]) -%} + {%- if func_args is mapping -%} + {%- for arg_name, arg_value in func_args.items() -%} + {%- set args_ns.arg_strings = args_ns.arg_strings + [arg_name + "=" + format_arg_value(arg_value)] -%} + {%- endfor -%} + {%- elif func_args is string and (func_args | trim) not in ["", "{}", "null"] -%} + {{- raise_exception("Tool call arguments must be a mapping, got a JSON-encoded string: parse arguments with json.loads() before applying the chat template") -}} + {%- endif -%} + {%- set tool_calls_ns.tool_calls = tool_calls_ns.tool_calls + [func_name + "(" + (args_ns.arg_strings | join(", ")) + ")"] -%} + {%- endfor -%} + {{- "<|tool_call_start|>[" + (tool_calls_ns.tool_calls | join(", ")) + "]<|tool_call_end|>" -}} +{%- endmacro -%} + +{%- set ns = namespace(system_prompt="", last_user_index=-1) -%} +{%- if messages and messages[0]["role"] == "system" -%} + {%- if messages[0].get("content") -%} + {%- set ns.system_prompt = parse_content(messages[0]["content"]) -%} + {%- endif -%} + {%- set messages = messages[1:] -%} +{%- endif -%} +{%- if tools -%} + {%- set ns.system_prompt = ns.system_prompt + ("\n" if ns.system_prompt else "") + "List of tools: [" -%} + {%- for tool in tools -%} + {%- if tool is not string -%} + {%- set tool = tool | tojson -%} + {%- endif -%} + {%- set ns.system_prompt = ns.system_prompt + tool -%} + {%- if not loop.last -%} + {%- set ns.system_prompt = ns.system_prompt + ", " -%} + {%- endif -%} + {%- endfor -%} + {%- set ns.system_prompt = ns.system_prompt + "]" -%} +{%- endif -%} +{%- if ns.system_prompt -%} + {{- "<|im_start|>system\n" + ns.system_prompt + "<|im_end|>\n" -}} +{%- endif -%} +{%- for message in messages -%} + {%- if message["role"] == "user" -%} + {%- set ns.last_user_index = loop.index0 -%} + {%- endif -%} +{%- endfor -%} +{%- for message in messages -%} + {{- "<|im_start|>" + message.role + "\n" -}} + {%- if message.role == "assistant" -%} + {%- generation -%} + {%- set keep_thinking = preserve_thinking or loop.index0 > ns.last_user_index -%} + {%- set thinking = message.thinking or message.reasoning or message.reasoning_content -%} + {%- set thinking = thinking if thinking is string else "" -%} + {%- if thinking and keep_thinking -%} + {{- "" + thinking + "" -}} + {%- endif -%} + {%- set _cfm_tag = "CONTINUE_FINAL_MESSAGE_TAG " -%} + {%- set _has_cfm = false -%} + {%- set content = "" -%} + {%- if message.get("content") -%} + {%- set content = parse_content(message.content) -%} + {%- endif -%} + {%- if not keep_thinking and "" in content -%} + {%- set content = content.split("")[-1] | trim -%} + {%- endif -%} + {%- if content.endswith(_cfm_tag) -%} + {%- set _has_cfm = true -%} + {%- set _trunc_len = (content | length) - (_cfm_tag | length) -%} + {%- set content = content[:_trunc_len] -%} + {%- endif -%} + {{- content -}} + {%- if message.tool_calls -%} + {{- render_tool_calls(message.tool_calls) -}} + {%- endif -%} + {%- if _has_cfm -%} + {{- _cfm_tag -}} + {%- endif -%} + {{- "<|im_end|>\n" -}} + {%- endgeneration -%} + {%- else %} + {%- if message.get("content") -%} + {{- parse_content(message["content"]) -}} + {%- endif -%} + {{- "<|im_end|>\n" -}} + {%- endif %} +{%- endfor -%} +{%- if add_generation_prompt -%} + {{- "<|im_start|>assistant\n" -}} +{%- endif -%} diff --git a/templates/lfm25_2_6b-training_chat_template.jinja b/templates/lfm25_2_6b-training_chat_template.jinja new file mode 100644 index 0000000000000000000000000000000000000000..38eec85cfdbc6610bd269ad611330fd86cdf0db3 --- /dev/null +++ b/templates/lfm25_2_6b-training_chat_template.jinja @@ -0,0 +1,125 @@ +{{- bos_token -}} +{%- set preserve_thinking = preserve_thinking | default(false) -%} + +{%- macro format_arg_value(arg_value) -%} + {%- if arg_value is string -%} + {{- "'" + (arg_value | replace("\\", "\\\\") | replace("'", "\\'") | replace("\n", "\\n") | replace("\r", "\\r")) + "'" -}} + {%- elif arg_value is mapping or arg_value is iterable -%} + {{- arg_value | tojson -}} + {%- else -%} + {{- arg_value | string -}} + {%- endif -%} +{%- endmacro -%} + +{%- macro parse_content(content) -%} + {%- if content is string -%} + {{- content -}} + {%- elif content is mapping -%} + {{- content | tojson -}} + {%- elif content is iterable -%} + {%- set _ns = namespace(result="") -%} + {%- for item in content -%} + {%- if item is string -%} + {%- set _ns.result = _ns.result + item -%} + {%- elif item is mapping and item.get("type") == "image" -%} + {%- set _ns.result = _ns.result + "" -%} + {%- elif item is mapping and item.get("type") == "text" -%} + {%- set _ns.result = _ns.result + ((item.get("text") or "") | string) -%} + {%- else -%} + {%- set _ns.result = _ns.result + (item | tojson) -%} + {%- endif -%} + {%- endfor -%} + {{- _ns.result -}} + {%- endif -%} +{%- endmacro -%} + +{%- macro render_tool_calls(tool_calls) -%} + {%- set tool_calls_ns = namespace(tool_calls=[]) -%} + {%- for tool_call in tool_calls -%} + {%- set func = tool_call["function"] if "function" in tool_call else tool_call -%} + {%- set func_name = func["name"] -%} + {%- set func_args = func.get("arguments") -%} + {%- set args_ns = namespace(arg_strings=[]) -%} + {%- if func_args is mapping -%} + {%- for arg_name, arg_value in func_args.items() -%} + {%- set args_ns.arg_strings = args_ns.arg_strings + [arg_name + "=" + format_arg_value(arg_value)] -%} + {%- endfor -%} + {%- elif func_args is string and (func_args | trim) not in ["", "{}", "null"] -%} + {{- raise_exception("Tool call arguments must be a mapping, got a JSON-encoded string: parse arguments with json.loads() before applying the chat template") -}} + {%- endif -%} + {%- set tool_calls_ns.tool_calls = tool_calls_ns.tool_calls + [func_name + "(" + (args_ns.arg_strings | join(", ")) + ")"] -%} + {%- endfor -%} + {{- "<|tool_call_start|>[" + (tool_calls_ns.tool_calls | join(", ")) + "]<|tool_call_end|>" -}} +{%- endmacro -%} + +{%- set ns = namespace(system_prompt="", last_user_index=-1) -%} +{%- if messages and messages[0]["role"] == "system" -%} + {%- if messages[0].get("content") -%} + {%- set ns.system_prompt = parse_content(messages[0]["content"]) -%} + {%- endif -%} + {%- set messages = messages[1:] -%} +{%- endif -%} +{%- if tools -%} + {%- set ns.system_prompt = ns.system_prompt + ("\n" if ns.system_prompt else "") + "List of tools: [" -%} + {%- for tool in tools -%} + {%- if tool is not string -%} + {%- set tool = tool | tojson -%} + {%- endif -%} + {%- set ns.system_prompt = ns.system_prompt + tool -%} + {%- if not loop.last -%} + {%- set ns.system_prompt = ns.system_prompt + ", " -%} + {%- endif -%} + {%- endfor -%} + {%- set ns.system_prompt = ns.system_prompt + "]" -%} +{%- endif -%} +{%- if ns.system_prompt -%} + {{- "<|im_start|>system\n" + ns.system_prompt + "<|im_end|>\n" -}} +{%- endif -%} +{%- for message in messages -%} + {%- if message["role"] == "user" -%} + {%- set ns.last_user_index = loop.index0 -%} + {%- endif -%} +{%- endfor -%} +{%- for message in messages -%} + {{- "<|im_start|>" + message.role + "\n" -}} + {%- if message.role == "assistant" -%} + {%- generation -%} + {%- set keep_thinking = preserve_thinking or loop.index0 > ns.last_user_index -%} + {%- set thinking = message.thinking or message.reasoning or message.reasoning_content -%} + {%- set thinking = thinking if thinking is string else "" -%} + {%- if thinking and keep_thinking -%} + {{- "" + thinking + "" -}} + {%- endif -%} + {%- set _cfm_tag = "CONTINUE_FINAL_MESSAGE_TAG " -%} + {%- set _has_cfm = false -%} + {%- set content = "" -%} + {%- if message.get("content") -%} + {%- set content = parse_content(message.content) -%} + {%- endif -%} + {%- if not keep_thinking and "" in content -%} + {%- set content = content.split("")[-1] | trim -%} + {%- endif -%} + {%- if content.endswith(_cfm_tag) -%} + {%- set _has_cfm = true -%} + {%- set _trunc_len = (content | length) - (_cfm_tag | length) -%} + {%- set content = content[:_trunc_len] -%} + {%- endif -%} + {{- content -}} + {%- if message.tool_calls -%} + {{- render_tool_calls(message.tool_calls) -}} + {%- endif -%} + {%- if _has_cfm -%} + {{- _cfm_tag -}} + {%- endif -%} + {{- "<|im_end|>\n" -}} + {%- endgeneration -%} + {%- else %} + {%- if message.get("content") -%} + {{- parse_content(message["content"]) -}} + {%- endif -%} + {{- "<|im_end|>\n" -}} + {%- endif %} +{%- endfor -%} +{%- if add_generation_prompt -%} + {{- "<|im_start|>assistant\n" -}} +{%- endif -%} diff --git a/templates/qwen35_2b-chat_template.jinja b/templates/qwen35_2b-chat_template.jinja new file mode 100644 index 0000000000000000000000000000000000000000..0ef09f214eaa6d9bca297988afc1454b5827b2c7 --- /dev/null +++ b/templates/qwen35_2b-chat_template.jinja @@ -0,0 +1,154 @@ +{%- set image_count = namespace(value=0) %} +{%- set video_count = namespace(value=0) %} +{%- macro render_content(content, do_vision_count, is_system_content=false) %} + {%- if content is string %} + {{- content }} + {%- elif content is iterable and content is not mapping %} + {%- for item in content %} + {%- if 'image' in item or 'image_url' in item or item.type == 'image' %} + {%- if is_system_content %} + {{- raise_exception('System message cannot contain images.') }} + {%- endif %} + {%- if do_vision_count %} + {%- set image_count.value = image_count.value + 1 %} + {%- endif %} + {%- if add_vision_id %} + {{- 'Picture ' ~ image_count.value ~ ': ' }} + {%- endif %} + {{- '<|vision_start|><|image_pad|><|vision_end|>' }} + {%- elif 'video' in item or item.type == 'video' %} + {%- if is_system_content %} + {{- raise_exception('System message cannot contain videos.') }} + {%- endif %} + {%- if do_vision_count %} + {%- set video_count.value = video_count.value + 1 %} + {%- endif %} + {%- if add_vision_id %} + {{- 'Video ' ~ video_count.value ~ ': ' }} + {%- endif %} + {{- '<|vision_start|><|video_pad|><|vision_end|>' }} + {%- elif 'text' in item %} + {{- item.text }} + {%- else %} + {{- raise_exception('Unexpected item type in content.') }} + {%- endif %} + {%- endfor %} + {%- elif content is none or content is undefined %} + {{- '' }} + {%- else %} + {{- raise_exception('Unexpected content type.') }} + {%- endif %} +{%- endmacro %} +{%- if not messages %} + {{- raise_exception('No messages provided.') }} +{%- endif %} +{%- if tools and tools is iterable and tools is not mapping %} + {{- '<|im_start|>system\n' }} + {{- "# Tools\n\nYou have access to the following functions:\n\n" }} + {%- for tool in tools %} + {{- "\n" }} + {{- tool | tojson }} + {%- endfor %} + {{- "\n" }} + {{- '\n\nIf you choose to call a function ONLY reply in the following format with NO suffix:\n\n\n\n\nvalue_1\n\n\nThis is the value for the second parameter\nthat can span\nmultiple lines\n\n\n\n\n\nReminder:\n- Function calls MUST follow the specified format: an inner block must be nested within XML tags\n- Required parameters MUST be specified\n- You may provide optional reasoning for your function call in natural language BEFORE the function call, but NOT after\n- If there is no function call available, answer the question like normal with your current knowledge and do not tell the user about function calls\n' }} + {%- if messages[0].role == 'system' %} + {%- set content = render_content(messages[0].content, false, true)|trim %} + {%- if content %} + {{- '\n\n' + content }} + {%- endif %} + {%- endif %} + {{- '<|im_end|>\n' }} +{%- else %} + {%- if messages[0].role == 'system' %} + {%- set content = render_content(messages[0].content, false, true)|trim %} + {{- '<|im_start|>system\n' + content + '<|im_end|>\n' }} + {%- endif %} +{%- endif %} +{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %} +{%- for message in messages[::-1] %} + {%- set index = (messages|length - 1) - loop.index0 %} + {%- if ns.multi_step_tool and message.role == "user" %} + {%- set content = render_content(message.content, false)|trim %} + {%- if not(content.startswith('') and content.endswith('')) %} + {%- set ns.multi_step_tool = false %} + {%- set ns.last_query_index = index %} + {%- endif %} + {%- endif %} +{%- endfor %} +{%- if ns.multi_step_tool %} + {{- raise_exception('No user query found in messages.') }} +{%- endif %} +{%- for message in messages %} + {%- set content = render_content(message.content, true)|trim %} + {%- if message.role == "system" %} + {%- if not loop.first %} + {{- raise_exception('System message must be at the beginning.') }} + {%- endif %} + {%- elif message.role == "user" %} + {{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }} + {%- elif message.role == "assistant" %} + {%- set reasoning_content = '' %} + {%- if message.reasoning_content is string %} + {%- set reasoning_content = message.reasoning_content %} + {%- else %} + {%- if '' in content %} + {%- set reasoning_content = content.split('')[0].rstrip('\n').split('')[-1].lstrip('\n') %} + {%- set content = content.split('')[-1].lstrip('\n') %} + {%- endif %} + {%- endif %} + {%- set reasoning_content = reasoning_content|trim %} + {%- if loop.index0 > ns.last_query_index %} + {{- '<|im_start|>' + message.role + '\n\n' + reasoning_content + '\n\n\n' + content }} + {%- else %} + {{- '<|im_start|>' + message.role + '\n' + content }} + {%- endif %} + {%- if message.tool_calls and message.tool_calls is iterable and message.tool_calls is not mapping %} + {%- for tool_call in message.tool_calls %} + {%- if tool_call.function is defined %} + {%- set tool_call = tool_call.function %} + {%- endif %} + {%- if loop.first %} + {%- if content|trim %} + {{- '\n\n\n\n' }} + {%- else %} + {{- '\n\n' }} + {%- endif %} + {%- else %} + {{- '\n\n\n' }} + {%- endif %} + {%- if tool_call.arguments is defined %} + {%- for args_name, args_value in tool_call.arguments|items %} + {{- '\n' }} + {%- set args_value = args_value | tojson | safe if args_value is mapping or (args_value is sequence and args_value is not string) else args_value | string %} + {{- args_value }} + {{- '\n\n' }} + {%- endfor %} + {%- endif %} + {{- '\n' }} + {%- endfor %} + {%- endif %} + {{- '<|im_end|>\n' }} + {%- elif message.role == "tool" %} + {%- if loop.previtem and loop.previtem.role != "tool" %} + {{- '<|im_start|>user' }} + {%- endif %} + {{- '\n\n' }} + {{- content }} + {{- '\n' }} + {%- if not loop.last and loop.nextitem.role != "tool" %} + {{- '<|im_end|>\n' }} + {%- elif loop.last %} + {{- '<|im_end|>\n' }} + {%- endif %} + {%- else %} + {{- raise_exception('Unexpected message role.') }} + {%- endif %} +{%- endfor %} +{%- if add_generation_prompt %} + {{- '<|im_start|>assistant\n' }} + {%- if enable_thinking is defined and enable_thinking is true %} + {{- '\n' }} + {%- else %} + {{- '\n\n\n\n' }} + {%- endif %} +{%- endif %} \ No newline at end of file diff --git a/templates/qwen35_2b-training_chat_template.jinja b/templates/qwen35_2b-training_chat_template.jinja new file mode 100644 index 0000000000000000000000000000000000000000..0ef09f214eaa6d9bca297988afc1454b5827b2c7 --- /dev/null +++ b/templates/qwen35_2b-training_chat_template.jinja @@ -0,0 +1,154 @@ +{%- set image_count = namespace(value=0) %} +{%- set video_count = namespace(value=0) %} +{%- macro render_content(content, do_vision_count, is_system_content=false) %} + {%- if content is string %} + {{- content }} + {%- elif content is iterable and content is not mapping %} + {%- for item in content %} + {%- if 'image' in item or 'image_url' in item or item.type == 'image' %} + {%- if is_system_content %} + {{- raise_exception('System message cannot contain images.') }} + {%- endif %} + {%- if do_vision_count %} + {%- set image_count.value = image_count.value + 1 %} + {%- endif %} + {%- if add_vision_id %} + {{- 'Picture ' ~ image_count.value ~ ': ' }} + {%- endif %} + {{- '<|vision_start|><|image_pad|><|vision_end|>' }} + {%- elif 'video' in item or item.type == 'video' %} + {%- if is_system_content %} + {{- raise_exception('System message cannot contain videos.') }} + {%- endif %} + {%- if do_vision_count %} + {%- set video_count.value = video_count.value + 1 %} + {%- endif %} + {%- if add_vision_id %} + {{- 'Video ' ~ video_count.value ~ ': ' }} + {%- endif %} + {{- '<|vision_start|><|video_pad|><|vision_end|>' }} + {%- elif 'text' in item %} + {{- item.text }} + {%- else %} + {{- raise_exception('Unexpected item type in content.') }} + {%- endif %} + {%- endfor %} + {%- elif content is none or content is undefined %} + {{- '' }} + {%- else %} + {{- raise_exception('Unexpected content type.') }} + {%- endif %} +{%- endmacro %} +{%- if not messages %} + {{- raise_exception('No messages provided.') }} +{%- endif %} +{%- if tools and tools is iterable and tools is not mapping %} + {{- '<|im_start|>system\n' }} + {{- "# Tools\n\nYou have access to the following functions:\n\n" }} + {%- for tool in tools %} + {{- "\n" }} + {{- tool | tojson }} + {%- endfor %} + {{- "\n" }} + {{- '\n\nIf you choose to call a function ONLY reply in the following format with NO suffix:\n\n\n\n\nvalue_1\n\n\nThis is the value for the second parameter\nthat can span\nmultiple lines\n\n\n\n\n\nReminder:\n- Function calls MUST follow the specified format: an inner block must be nested within XML tags\n- Required parameters MUST be specified\n- You may provide optional reasoning for your function call in natural language BEFORE the function call, but NOT after\n- If there is no function call available, answer the question like normal with your current knowledge and do not tell the user about function calls\n' }} + {%- if messages[0].role == 'system' %} + {%- set content = render_content(messages[0].content, false, true)|trim %} + {%- if content %} + {{- '\n\n' + content }} + {%- endif %} + {%- endif %} + {{- '<|im_end|>\n' }} +{%- else %} + {%- if messages[0].role == 'system' %} + {%- set content = render_content(messages[0].content, false, true)|trim %} + {{- '<|im_start|>system\n' + content + '<|im_end|>\n' }} + {%- endif %} +{%- endif %} +{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %} +{%- for message in messages[::-1] %} + {%- set index = (messages|length - 1) - loop.index0 %} + {%- if ns.multi_step_tool and message.role == "user" %} + {%- set content = render_content(message.content, false)|trim %} + {%- if not(content.startswith('') and content.endswith('')) %} + {%- set ns.multi_step_tool = false %} + {%- set ns.last_query_index = index %} + {%- endif %} + {%- endif %} +{%- endfor %} +{%- if ns.multi_step_tool %} + {{- raise_exception('No user query found in messages.') }} +{%- endif %} +{%- for message in messages %} + {%- set content = render_content(message.content, true)|trim %} + {%- if message.role == "system" %} + {%- if not loop.first %} + {{- raise_exception('System message must be at the beginning.') }} + {%- endif %} + {%- elif message.role == "user" %} + {{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }} + {%- elif message.role == "assistant" %} + {%- set reasoning_content = '' %} + {%- if message.reasoning_content is string %} + {%- set reasoning_content = message.reasoning_content %} + {%- else %} + {%- if '' in content %} + {%- set reasoning_content = content.split('')[0].rstrip('\n').split('')[-1].lstrip('\n') %} + {%- set content = content.split('')[-1].lstrip('\n') %} + {%- endif %} + {%- endif %} + {%- set reasoning_content = reasoning_content|trim %} + {%- if loop.index0 > ns.last_query_index %} + {{- '<|im_start|>' + message.role + '\n\n' + reasoning_content + '\n\n\n' + content }} + {%- else %} + {{- '<|im_start|>' + message.role + '\n' + content }} + {%- endif %} + {%- if message.tool_calls and message.tool_calls is iterable and message.tool_calls is not mapping %} + {%- for tool_call in message.tool_calls %} + {%- if tool_call.function is defined %} + {%- set tool_call = tool_call.function %} + {%- endif %} + {%- if loop.first %} + {%- if content|trim %} + {{- '\n\n\n\n' }} + {%- else %} + {{- '\n\n' }} + {%- endif %} + {%- else %} + {{- '\n\n\n' }} + {%- endif %} + {%- if tool_call.arguments is defined %} + {%- for args_name, args_value in tool_call.arguments|items %} + {{- '\n' }} + {%- set args_value = args_value | tojson | safe if args_value is mapping or (args_value is sequence and args_value is not string) else args_value | string %} + {{- args_value }} + {{- '\n\n' }} + {%- endfor %} + {%- endif %} + {{- '\n' }} + {%- endfor %} + {%- endif %} + {{- '<|im_end|>\n' }} + {%- elif message.role == "tool" %} + {%- if loop.previtem and loop.previtem.role != "tool" %} + {{- '<|im_start|>user' }} + {%- endif %} + {{- '\n\n' }} + {{- content }} + {{- '\n' }} + {%- if not loop.last and loop.nextitem.role != "tool" %} + {{- '<|im_end|>\n' }} + {%- elif loop.last %} + {{- '<|im_end|>\n' }} + {%- endif %} + {%- else %} + {{- raise_exception('Unexpected message role.') }} + {%- endif %} +{%- endfor %} +{%- if add_generation_prompt %} + {{- '<|im_start|>assistant\n' }} + {%- if enable_thinking is defined and enable_thinking is true %} + {{- '\n' }} + {%- else %} + {{- '\n\n\n\n' }} + {%- endif %} +{%- endif %} \ No newline at end of file diff --git a/train_sft.py b/train_sft.py new file mode 100644 index 0000000000000000000000000000000000000000..5c4c0501cb3901f5d2656729a9accb82f54eb938 --- /dev/null +++ b/train_sft.py @@ -0,0 +1,99 @@ +"""Train LFM or Qwen from this dataset with native TRL SFTTrainer.""" +import argparse +import json +from pathlib import Path + +from datasets import load_dataset +from huggingface_hub import HfApi, hf_hub_download +from transformers import AutoModelForCausalLM, AutoModelForImageTextToText, AutoTokenizer +from trl import SFTConfig, SFTTrainer +import torch + +REPO = 'FineEnvs/SmolDataEnvs-multiharness-sft' +CONFIGS = {'lfm': 'lfm25_2_6b', 'qwen': 'qwen35_2b'} +HARNESSES = ['opencode', 'claude-code', 'codex', 'mini-swe-agent'] + + +def load_training_data(model, config=None, revision='main', harness=None, common_tasks=False, limit=None): + revision = HfApi().dataset_info(REPO, revision=revision).sha + metadata_file = hf_hub_download(REPO, 'manifest.json', repo_type='dataset', revision=revision) + manifest = json.loads(Path(metadata_file).read_text()) + model_config = CONFIGS[model] + config = config or model_config + if config in CONFIGS.values() and config != model_config: + raise ValueError('Token IDs are specific to the model; choose the matching configuration.') + data = load_dataset(REPO, config, split='train', revision=revision) + if harness: + data = data.filter(lambda row: row['harness'] == harness) + if common_tasks: + data = data.filter(lambda row: row['common_task']) + if limit is not None: + data = data.select(range(min(limit, len(data)))) + if not len(data): + raise ValueError('The selected dataset is empty.') + tokenized = config in CONFIGS.values() + info = manifest['models'][model_config] + tokenizer = AutoTokenizer.from_pretrained(info['model'], revision=info['model_revision']) + original_template = tokenizer.chat_template + training_template = None + if tokenized: + data = data.select_columns(['input_ids', 'labels']) + else: + def kwargs(row): + if model == 'lfm': + return {'chat_template_kwargs': {'preserve_thinking': True}} + answer = row['completion'][0] + content = answer.get('content') or '' + thinking = bool(answer.get('reasoning_content')) or (isinstance(content, str) and '' in content) + return {'chat_template_kwargs': {'enable_thinking': thinking}} + data = data.map(kwargs) + data = data.select_columns(['prompt', 'completion', 'tools', 'chat_template_kwargs']) + training_template = hf_hub_download(REPO, f'templates/{model_config}-training_chat_template.jinja', repo_type='dataset', revision=revision) + return data, tokenizer, original_template, info, revision, tokenized, training_template + + +def main(): + parser = argparse.ArgumentParser(description=__doc__) + parser.add_argument('--model', choices=CONFIGS, default='lfm') + parser.add_argument('--dataset-config', choices=['all', *HARNESSES, *CONFIGS.values()]) + parser.add_argument('--revision', default='main') + parser.add_argument('--harness', choices=HARNESSES) + parser.add_argument('--common-tasks', action='store_true') + parser.add_argument('--output-dir', default='sft-output') + parser.add_argument('--epochs', type=float, default=2) + parser.add_argument('--learning-rate', type=float, default=3e-6) + parser.add_argument('--max-steps', type=int, default=-1) + parser.add_argument('--limit', type=int) + args = parser.parse_args() + data, tokenizer, original, info, revision, tokenized, template = load_training_data( + args.model, args.dataset_config, args.revision, args.harness, args.common_tasks, args.limit) + model_class = AutoModelForImageTextToText if args.model == 'qwen' else AutoModelForCausalLM + model = model_class.from_pretrained(info['model'], revision=info['model_revision'], dtype=torch.bfloat16, attn_implementation='sdpa') + model.config.use_cache = False + config = SFTConfig( + output_dir=args.output_dir, num_train_epochs=args.epochs, max_steps=args.max_steps, + learning_rate=args.learning_rate, lr_scheduler_type='constant', warmup_steps=0, + per_device_train_batch_size=1, gradient_accumulation_steps=8, + bf16=True, optim='paged_adamw_8bit', weight_decay=0.0, max_grad_norm=1.0, + gradient_checkpointing=True, gradient_checkpointing_kwargs={'use_reentrant': False}, + max_length=None, packing=False, loss_type='chunked_nll', + completion_only_loss=None if tokenized else True, assistant_only_loss=False, + dataset_kwargs={'skip_prepare_dataset': True} if tokenized else None, + chat_template_path=template, dataset_num_proc=None, + save_strategy='epoch', logging_steps=1, report_to='none', seed=42, data_seed=42, + ) + trainer = SFTTrainer(model=model, processing_class=tokenizer, args=config, train_dataset=data) + tokenizer.chat_template = original + result = trainer.train() + trainer.save_model(args.output_dir) + tokenizer.save_pretrained(args.output_dir) + trainer.save_state() + Path(args.output_dir, 'dataset_provenance.json').write_text(json.dumps({ + 'dataset': REPO, 'revision': revision, 'configuration': args.dataset_config or CONFIGS[args.model], + 'model': info['model'], 'model_revision': info['model_revision'], 'examples': len(data), + 'harness_filter': args.harness, 'common_tasks_only': args.common_tasks, 'metrics': result.metrics, + }, indent=2) + '\n') + + +if __name__ == '__main__': + main()