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KEP-2401: Add `TorchTuneConfig` to `train()` API (#2522)

* feat(sdk): add TorchTuneConfig.

Signed-off-by: Electronic-Waste <2690692950@qq.com>

* rebase(sdk): rebase on the newest master branch.

Signed-off-by: Electronic-Waste <2690692950@qq.com>

* chore(sdk): add args description in train().

Signed-off-by: Electronic-Waste <2690692950@qq.com>

* chore(sdk): add description for train() func.

Signed-off-by: Electronic-Waste <2690692950@qq.com>

* chore(sdk): split train() according to trainer and fine_tuning_config

Signed-off-by: Electronic-Waste <2690692950@qq.com>

* chore(sdk): update the launching command and args.

Signed-off-by: Electronic-Waste <2690692950@qq.com>

* chore(sdk): add get_args_using_torchtune_config.

Signed-off-by: Electronic-Waste <2690692950@qq.com>

* fix(sdk): fix some wrong description in train()

Signed-off-by: Electronic-Waste <2690692950@qq.com>

* fix(sdk): update the description of fine_tuning_config.

Signed-off-by: Electronic-Waste <2690692950@qq.com>

* fix(sdk): remove numProcPernode in train().

Signed-off-by: Electronic-Waste <2690692950@qq.com>

* chore(sdk): add TorchTuneConfig in train()

Signed-off-by: Electronic-Waste <2690692950@qq.com>

* fix(sdk): add torchtune logic in train()

Signed-off-by: Electronic-Waste <2690692950@qq.com>

* feat(sdk): add BuiltinTrainer.

Signed-off-by: Electronic-Waste <2690692950@qq.com>

* feat(sdk): add BuiltinTrainer logic.

Signed-off-by: Electronic-Waste <2690692950@qq.com>

* chore(sdk): add description for initializer.

Signed-off-by: Electronic-Waste <2690692950@qq.com>

* chore(sdk): update description of runtime

Signed-off-by: Electronic-Waste <2690692950@qq.com>

* fix(sdk): address unresolved merge error.

Signed-off-by: Electronic-Waste <2690692950@qq.com>

* fix(sdk): remove duplicated fields.

Signed-off-by: Electronic-Waste <2690692950@qq.com>

* fix(sdk): fix train() description according to the review.

Signed-off-by: Electronic-Waste <2690692950@qq.com... (continued)

1719 of 2607 relevant lines covered (65.94%)

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Source Files on job 0 - 14083165802.3