diff --git a/dvc/command/run.py b/dvc/command/run.py
--- a/dvc/command/run.py
+++ b/dvc/command/run.py
@@ -43,6 +43,8 @@ def run(self):
                 ignore_build_cache=self.args.ignore_build_cache,
                 remove_outs=self.args.remove_outs,
                 no_commit=self.args.no_commit,
+                outs_persist=self.args.outs_persist,
+                outs_persist_no_cache=self.args.outs_persist_no_cache,
             )
         except DvcException:
             logger.error("failed to run command")
@@ -175,6 +177,20 @@ def add_parser(subparsers, parent_parser):
         default=False,
         help="Don't put files/directories into cache.",
     )
+    run_parser.add_argument(
+        "--outs-persist",
+        action="append",
+        default=[],
+        help="Declare output file or directory that will not be "
+        "removed upon repro.",
+    )
+    run_parser.add_argument(
+        "--outs-persist-no-cache",
+        action="append",
+        default=[],
+        help="Declare output file or directory that will not be "
+        "removed upon repro (do not put into DVC cache).",
+    )
     run_parser.add_argument(
         "command", nargs=argparse.REMAINDER, help="Command to execute."
     )
diff --git a/dvc/output/__init__.py b/dvc/output/__init__.py
--- a/dvc/output/__init__.py
+++ b/dvc/output/__init__.py
@@ -48,23 +48,38 @@
     schema.Optional(RemoteHDFS.PARAM_CHECKSUM): schema.Or(str, None),
     schema.Optional(OutputBase.PARAM_CACHE): bool,
     schema.Optional(OutputBase.PARAM_METRIC): OutputBase.METRIC_SCHEMA,
+    schema.Optional(OutputBase.PARAM_PERSIST): bool,
 }
 
 
-def _get(stage, p, info, cache, metric):
+def _get(stage, p, info, cache, metric, persist):
     parsed = urlparse(p)
     if parsed.scheme == "remote":
         name = Config.SECTION_REMOTE_FMT.format(parsed.netloc)
         sect = stage.repo.config.config[name]
         remote = Remote(stage.repo, sect)
         return OUTS_MAP[remote.scheme](
-            stage, p, info, cache=cache, remote=remote, metric=metric
+            stage,
+            p,
+            info,
+            cache=cache,
+            remote=remote,
+            metric=metric,
+            persist=persist,
         )
 
     for o in OUTS:
         if o.supported(p):
             return o(stage, p, info, cache=cache, remote=None, metric=metric)
-    return OutputLOCAL(stage, p, info, cache=cache, remote=None, metric=metric)
+    return OutputLOCAL(
+        stage,
+        p,
+        info,
+        cache=cache,
+        remote=None,
+        metric=metric,
+        persist=persist,
+    )
 
 
 def loadd_from(stage, d_list):
@@ -73,12 +88,24 @@ def loadd_from(stage, d_list):
         p = d.pop(OutputBase.PARAM_PATH)
         cache = d.pop(OutputBase.PARAM_CACHE, True)
         metric = d.pop(OutputBase.PARAM_METRIC, False)
-        ret.append(_get(stage, p, info=d, cache=cache, metric=metric))
+        persist = d.pop(OutputBase.PARAM_PERSIST, False)
+        ret.append(
+            _get(stage, p, info=d, cache=cache, metric=metric, persist=persist)
+        )
     return ret
 
 
-def loads_from(stage, s_list, use_cache=True, metric=False):
+def loads_from(stage, s_list, use_cache=True, metric=False, persist=False):
     ret = []
     for s in s_list:
-        ret.append(_get(stage, s, info={}, cache=use_cache, metric=metric))
+        ret.append(
+            _get(
+                stage,
+                s,
+                info={},
+                cache=use_cache,
+                metric=metric,
+                persist=persist,
+            )
+        )
     return ret
diff --git a/dvc/output/base.py b/dvc/output/base.py
--- a/dvc/output/base.py
+++ b/dvc/output/base.py
@@ -36,6 +36,7 @@ class OutputBase(object):
     PARAM_METRIC = "metric"
     PARAM_METRIC_TYPE = "type"
     PARAM_METRIC_XPATH = "xpath"
+    PARAM_PERSIST = "persist"
 
     METRIC_SCHEMA = Or(
         None,
@@ -50,7 +51,14 @@ class OutputBase(object):
     IsNotFileOrDirError = OutputIsNotFileOrDirError
 
     def __init__(
-        self, stage, path, info=None, remote=None, cache=True, metric=False
+        self,
+        stage,
+        path,
+        info=None,
+        remote=None,
+        cache=True,
+        metric=False,
+        persist=False,
     ):
         self.stage = stage
         self.repo = stage.repo
@@ -59,6 +67,7 @@ def __init__(
         self.remote = remote or self.REMOTE(self.repo, {})
         self.use_cache = False if self.IS_DEPENDENCY else cache
         self.metric = False if self.IS_DEPENDENCY else metric
+        self.persist = persist
 
         if (
             self.use_cache
@@ -186,6 +195,7 @@ def dumpd(self):
                 del self.metric[self.PARAM_METRIC_XPATH]
 
         ret[self.PARAM_METRIC] = self.metric
+        ret[self.PARAM_PERSIST] = self.persist
 
         return ret
 
@@ -231,3 +241,7 @@ def get_files_number(self):
             return 1
 
         return 0
+
+    def unprotect(self):
+        if self.exists:
+            self.remote.unprotect(self.path_info)
diff --git a/dvc/output/hdfs.py b/dvc/output/hdfs.py
--- a/dvc/output/hdfs.py
+++ b/dvc/output/hdfs.py
@@ -11,10 +11,23 @@ class OutputHDFS(OutputBase):
     REMOTE = RemoteHDFS
 
     def __init__(
-        self, stage, path, info=None, remote=None, cache=True, metric=False
+        self,
+        stage,
+        path,
+        info=None,
+        remote=None,
+        cache=True,
+        metric=False,
+        persist=False,
     ):
         super(OutputHDFS, self).__init__(
-            stage, path, info=info, remote=remote, cache=cache, metric=metric
+            stage,
+            path,
+            info=info,
+            remote=remote,
+            cache=cache,
+            metric=metric,
+            persist=persist,
         )
         if remote:
             path = posixpath.join(remote.url, urlparse(path).path.lstrip("/"))
diff --git a/dvc/output/local.py b/dvc/output/local.py
--- a/dvc/output/local.py
+++ b/dvc/output/local.py
@@ -14,10 +14,23 @@ class OutputLOCAL(OutputBase):
     REMOTE = RemoteLOCAL
 
     def __init__(
-        self, stage, path, info=None, remote=None, cache=True, metric=False
+        self,
+        stage,
+        path,
+        info=None,
+        remote=None,
+        cache=True,
+        metric=False,
+        persist=False,
     ):
         super(OutputLOCAL, self).__init__(
-            stage, path, info, remote=remote, cache=cache, metric=metric
+            stage,
+            path,
+            info,
+            remote=remote,
+            cache=cache,
+            metric=metric,
+            persist=persist,
         )
         if remote:
             p = os.path.join(
diff --git a/dvc/output/s3.py b/dvc/output/s3.py
--- a/dvc/output/s3.py
+++ b/dvc/output/s3.py
@@ -11,10 +11,23 @@ class OutputS3(OutputBase):
     REMOTE = RemoteS3
 
     def __init__(
-        self, stage, path, info=None, remote=None, cache=True, metric=False
+        self,
+        stage,
+        path,
+        info=None,
+        remote=None,
+        cache=True,
+        metric=False,
+        persist=False,
     ):
         super(OutputS3, self).__init__(
-            stage, path, info=info, remote=remote, cache=cache, metric=metric
+            stage,
+            path,
+            info=info,
+            remote=remote,
+            cache=cache,
+            metric=metric,
+            persist=persist,
         )
         bucket = remote.bucket if remote else urlparse(path).netloc
         path = urlparse(path).path.lstrip("/")
diff --git a/dvc/output/ssh.py b/dvc/output/ssh.py
--- a/dvc/output/ssh.py
+++ b/dvc/output/ssh.py
@@ -12,10 +12,23 @@ class OutputSSH(OutputBase):
     REMOTE = RemoteSSH
 
     def __init__(
-        self, stage, path, info=None, remote=None, cache=True, metric=False
+        self,
+        stage,
+        path,
+        info=None,
+        remote=None,
+        cache=True,
+        metric=False,
+        persist=False,
     ):
         super(OutputSSH, self).__init__(
-            stage, path, info=info, remote=remote, cache=cache, metric=metric
+            stage,
+            path,
+            info=info,
+            remote=remote,
+            cache=cache,
+            metric=metric,
+            persist=persist,
         )
         parsed = urlparse(path)
         host = remote.host if remote else parsed.hostname
diff --git a/dvc/remote/base.py b/dvc/remote/base.py
--- a/dvc/remote/base.py
+++ b/dvc/remote/base.py
@@ -362,3 +362,7 @@ def checkout(self, output, force=False, progress_callback=None):
         self.do_checkout(
             output, force=force, progress_callback=progress_callback
         )
+
+    @staticmethod
+    def unprotect(path_info):
+        pass
diff --git a/dvc/remote/local.py b/dvc/remote/local.py
--- a/dvc/remote/local.py
+++ b/dvc/remote/local.py
@@ -743,3 +743,44 @@ def _log_missing_caches(self, checksum_info_dict):
                 "nor on remote. Missing cache files: {}".format(missing_desc)
             )
             logger.warning(msg)
+
+    @staticmethod
+    def _unprotect_file(path):
+        if System.is_symlink(path) or System.is_hardlink(path):
+            logger.debug("Unprotecting '{}'".format(path))
+            tmp = os.path.join(os.path.dirname(path), "." + str(uuid.uuid4()))
+
+            # The operations order is important here - if some application
+            # would access the file during the process of copyfile then it
+            # would get only the part of file. So, at first, the file should be
+            # copied with the temporary name, and then original file should be
+            # replaced by new.
+            copyfile(path, tmp)
+            remove(path)
+            os.rename(tmp, path)
+
+        else:
+            logger.debug(
+                "Skipping copying for '{}', since it is not "
+                "a symlink or a hardlink.".format(path)
+            )
+
+        os.chmod(path, os.stat(path).st_mode | stat.S_IWRITE)
+
+    @staticmethod
+    def _unprotect_dir(path):
+        for path in walk_files(path):
+            RemoteLOCAL._unprotect_file(path)
+
+    @staticmethod
+    def unprotect(path_info):
+        path = path_info["path"]
+        if not os.path.exists(path):
+            raise DvcException(
+                "can't unprotect non-existing data '{}'".format(path)
+            )
+
+        if os.path.isdir(path):
+            RemoteLOCAL._unprotect_dir(path)
+        else:
+            RemoteLOCAL._unprotect_file(path)
diff --git a/dvc/repo/__init__.py b/dvc/repo/__init__.py
--- a/dvc/repo/__init__.py
+++ b/dvc/repo/__init__.py
@@ -101,11 +101,9 @@ def init(root_dir=os.curdir, no_scm=False, force=False):
         init(root_dir=root_dir, no_scm=no_scm, force=force)
         return Repo(root_dir)
 
-    @staticmethod
-    def unprotect(target):
-        from dvc.repo.unprotect import unprotect
-
-        return unprotect(target)
+    def unprotect(self, target):
+        path_info = {"schema": "local", "path": target}
+        return self.cache.local.unprotect(path_info)
 
     def _ignore(self):
         flist = [
diff --git a/dvc/repo/run.py b/dvc/repo/run.py
--- a/dvc/repo/run.py
+++ b/dvc/repo/run.py
@@ -20,6 +20,8 @@ def run(
     ignore_build_cache=False,
     remove_outs=False,
     no_commit=False,
+    outs_persist=None,
+    outs_persist_no_cache=None,
 ):
     from dvc.stage import Stage
 
@@ -33,6 +35,10 @@ def run(
         metrics = []
     if metrics_no_cache is None:
         metrics_no_cache = []
+    if outs_persist is None:
+        outs_persist = []
+    if outs_persist_no_cache is None:
+        outs_persist_no_cache = []
 
     with self.state:
         stage = Stage.create(
@@ -49,6 +55,8 @@ def run(
             overwrite=overwrite,
             ignore_build_cache=ignore_build_cache,
             remove_outs=remove_outs,
+            outs_persist=outs_persist,
+            outs_persist_no_cache=outs_persist_no_cache,
         )
 
     if stage is None:
diff --git a/dvc/repo/unprotect.py b/dvc/repo/unprotect.py
deleted file mode 100644
--- a/dvc/repo/unprotect.py
+++ /dev/null
@@ -1,49 +0,0 @@
-from __future__ import unicode_literals
-
-import os
-import stat
-import uuid
-
-import dvc.logger as logger
-from dvc.system import System
-from dvc.utils import copyfile, remove, walk_files
-from dvc.exceptions import DvcException
-
-
-def _unprotect_file(path):
-    if System.is_symlink(path) or System.is_hardlink(path):
-        logger.debug("Unprotecting '{}'".format(path))
-        tmp = os.path.join(os.path.dirname(path), "." + str(uuid.uuid4()))
-
-        # The operations order is important here - if some application would
-        # access the file during the process of copyfile then it would get
-        # only the part of file. So, at first, the file should be copied with
-        # the temporary name, and then original file should be replaced by new.
-        copyfile(path, tmp)
-        remove(path)
-        os.rename(tmp, path)
-
-    else:
-        logger.debug(
-            "Skipping copying for '{}', since it is not "
-            "a symlink or a hardlink.".format(path)
-        )
-
-    os.chmod(path, os.stat(path).st_mode | stat.S_IWRITE)
-
-
-def _unprotect_dir(path):
-    for path in walk_files(path):
-        _unprotect_file(path)
-
-
-def unprotect(path):
-    if not os.path.exists(path):
-        raise DvcException(
-            "can't unprotect non-existing data '{}'".format(path)
-        )
-
-    if os.path.isdir(path):
-        _unprotect_dir(path)
-    else:
-        _unprotect_file(path)
diff --git a/dvc/stage.py b/dvc/stage.py
--- a/dvc/stage.py
+++ b/dvc/stage.py
@@ -262,18 +262,19 @@ def changed(self):
     def remove_outs(self, ignore_remove=False):
         """Used mainly for `dvc remove --outs` and :func:`Stage.reproduce`."""
         for out in self.outs:
-            logger.debug(
-                "Removing output '{out}' of '{stage}'.".format(
-                    out=out, stage=self.relpath
+            if out.persist:
+                out.unprotect()
+            else:
+                logger.debug(
+                    "Removing output '{out}' of '{stage}'.".format(
+                        out=out, stage=self.relpath
+                    )
                 )
-            )
-            out.remove(ignore_remove=ignore_remove)
+                out.remove(ignore_remove=ignore_remove)
 
     def unprotect_outs(self):
         for out in self.outs:
-            if out.scheme != "local" or not out.exists:
-                continue
-            self.repo.unprotect(out.path)
+            out.unprotect()
 
     def remove(self):
         self.remove_outs(ignore_remove=True)
@@ -407,6 +408,8 @@ def create(
         ignore_build_cache=False,
         remove_outs=False,
         validate_state=True,
+        outs_persist=None,
+        outs_persist_no_cache=None,
     ):
         if outs is None:
             outs = []
@@ -418,6 +421,10 @@ def create(
             metrics = []
         if metrics_no_cache is None:
             metrics_no_cache = []
+        if outs_persist is None:
+            outs_persist = []
+        if outs_persist_no_cache is None:
+            outs_persist_no_cache = []
 
         # Backward compatibility for `cwd` option
         if wdir is None and cwd is not None:
@@ -434,13 +441,14 @@ def create(
 
         stage = Stage(repo=repo, wdir=wdir, cmd=cmd, locked=locked)
 
-        stage.outs = output.loads_from(stage, outs, use_cache=True)
-        stage.outs += output.loads_from(
-            stage, metrics, use_cache=True, metric=True
-        )
-        stage.outs += output.loads_from(stage, outs_no_cache, use_cache=False)
-        stage.outs += output.loads_from(
-            stage, metrics_no_cache, use_cache=False, metric=True
+        Stage._fill_stage_outputs(
+            stage,
+            outs,
+            outs_no_cache,
+            metrics,
+            metrics_no_cache,
+            outs_persist,
+            outs_persist_no_cache,
         )
         stage.deps = dependency.loads_from(stage, deps)
 
@@ -487,6 +495,31 @@ def create(
 
         return stage
 
+    @staticmethod
+    def _fill_stage_outputs(
+        stage,
+        outs,
+        outs_no_cache,
+        metrics,
+        metrics_no_cache,
+        outs_persist,
+        outs_persist_no_cache,
+    ):
+        stage.outs = output.loads_from(stage, outs, use_cache=True)
+        stage.outs += output.loads_from(
+            stage, metrics, use_cache=True, metric=True
+        )
+        stage.outs += output.loads_from(
+            stage, outs_persist, use_cache=True, persist=True
+        )
+        stage.outs += output.loads_from(stage, outs_no_cache, use_cache=False)
+        stage.outs += output.loads_from(
+            stage, metrics_no_cache, use_cache=False, metric=True
+        )
+        stage.outs += output.loads_from(
+            stage, outs_persist_no_cache, use_cache=False, persist=True
+        )
+
     @staticmethod
     def _check_dvc_filename(fname):
         if not Stage.is_valid_filename(fname):

What about corrupting the cache, @efiop ? Is this for `reflink` only?
@mroutis Great point! We should `dvc unprotect` the outputs when this option is specified, so that user has safe copies(or reflinks).
Adding my +1 here. This would be helpful for doing a warm start during parameter search. Some of our stages are very long running and starting from the previous results would help it complete much faster.
@AlJohri WDYT of this (hacky) possible solution?
Add a stage before the training stage, that takes the latest cached checkpoint from the output of the training stage, moves or copies it to a different path, and then that resume checkpoint is a cached dependency of the training stage?

This should allow each git commit to describe an accurate snapshot of a training run - the checkpoint you start from, and the checkpoint that resulted.
![image](https://user-images.githubusercontent.com/611655/53026434-95bf5480-346b-11e9-9380-d794aba256f3.png)
Probably should look something like:
```
$ dvc run --outs-no-remove ckpt ...
```
which would add something like
```
remove: False
```
to the dvc file for ckpt output, so that `dvc repro` knows about it.
diff --git a/tests/test_output.py b/tests/test_output.py
--- a/tests/test_output.py
+++ b/tests/test_output.py
@@ -23,7 +23,7 @@ class TestOutScheme(TestDvc):
     }
 
     def _get(self, path):
-        return _get(Stage(self.dvc), path, None, None, None)
+        return _get(Stage(self.dvc), path, None, None, None, None)
 
     def test(self):
         for path, cls in self.TESTS.items():
diff --git a/tests/test_run.py b/tests/test_run.py
--- a/tests/test_run.py
+++ b/tests/test_run.py
@@ -8,7 +8,8 @@
 import yaml
 
 from dvc.main import main
-from dvc.utils import file_md5
+from dvc.output import OutputBase
+from dvc.utils import file_md5, load_stage_file
 from dvc.system import System
 from dvc.stage import Stage, StagePathNotFoundError, StagePathNotDirectoryError
 from dvc.stage import StageFileBadNameError, MissingDep
@@ -768,3 +769,54 @@ def test(self):
         self.assertEqual(ret, 0)
         self.assertTrue(os.path.isfile(fname))
         self.assertEqual(len(os.listdir(self.dvc.cache.local.cache_dir)), 1)
+
+
+class TestRunPersist(TestDvc):
+    @property
+    def outs_command(self):
+        raise NotImplementedError
+
+    def _test(self):
+        file = "file.txt"
+        file_content = "content"
+        stage_file = file + Stage.STAGE_FILE_SUFFIX
+
+        ret = main(
+            [
+                "run",
+                self.outs_command,
+                file,
+                "echo {} >> {}".format(file_content, file),
+            ]
+        )
+        self.assertEqual(0, ret)
+
+        stage_file_content = load_stage_file(stage_file)
+        self.assertEqual(
+            True, stage_file_content["outs"][0][OutputBase.PARAM_PERSIST]
+        )
+
+        ret = main(["repro", stage_file])
+        self.assertEqual(0, ret)
+
+        with open(file, "r") as fobj:
+            lines = fobj.readlines()
+        self.assertEqual(2, len(lines))
+
+
+class TestRunPersistOuts(TestRunPersist):
+    @property
+    def outs_command(self):
+        return "--outs-persist"
+
+    def test(self):
+        self._test()
+
+
+class TestRunPersistOutsNoCache(TestRunPersist):
+    @property
+    def outs_command(self):
+        return "--outs-persist-no-cache"
+
+    def test(self):
+        self._test()

run/repro: add option to not remove outputs before reproduction
https://discordapp.com/channels/485586884165107732/485596304961962003/540232443769258014
https://discordapp.com/channels/485586884165107732/485586884165107734/547430257821483008
https://discordapp.com/channels/485586884165107732/485596304961962003/557823591379369994


tests/test_run.py::TestRunPersistOutsNoCache::test tests/test_output.py::TestOutScheme::test tests/test_run.py::TestRunPersistOuts::test
tests/test_run.py::TestCmdRun::test_run tests/test_run.py::TestCmdRun::test_run_bad_command tests/test_run.py::TestRunBadWdir::test tests/test_run.py::TestCmdRun::test_run_args_with_spaces tests/test_run.py::TestRunBadName::test_not_found tests/test_run.py::TestRunCircularDependency::test tests/test_run.py::TestRunDeterministicChangedOut::test tests/test_run.py::TestRunBadWdir::test_not_found tests/test_run.py::TestRunCircularDependency::test_non_normalized_paths tests/test_run.py::TestRunStageInsideOutput::test_cwd tests/test_run.py::TestRunCircularDependency::test_graph tests/test_run.py::TestRunDeterministicChangedDepsList::test tests/test_run.py::TestRunRemoveOuts::test tests/test_run.py::TestRunDeterministicOverwrite::test tests/test_run.py::TestRunBadWdir::test_same_prefix tests/test_run.py::TestRunDuplicatedArguments::test_non_normalized_paths tests/test_run.py::TestRunBadName::test_same_prefix tests/test_run.py::TestCmdRun::test_run_args_from_cli tests/test_run.py::TestRunDeterministicChangedDep::test tests/test_run.py::TestRunDeterministicCallback::test tests/test_run.py::TestRunDeterministicNewDep::test tests/test_run.py::TestCmdRunWorkingDirectory::test_default_wdir_is_written tests/test_run.py::TestRunEmpty::test tests/test_run.py::TestRunDuplicatedArguments::test tests/test_run.py::TestCmdRunWorkingDirectory::test_fname_changes_path_and_wdir tests/test_run.py::TestCmdRunWorkingDirectory::test_cwd_is_ignored tests/test_run.py::TestRunDeterministicChangedCmd::test tests/test_run.py::TestRun::test tests/test_run.py::TestCmdRun::test_keyboard_interrupt tests/test_run.py::TestRunBadCwd::test tests/test_run.py::TestRunCircularDependency::test_outs_no_cache tests/test_run.py::TestCmdRunCliMetrics::test_not_cached tests/test_run.py::TestRunBadWdir::test_not_dir tests/test_run.py::TestRunDeterministic::test tests/test_run.py::TestRunCommit::test tests/test_run.py::TestCmdRunCliMetrics::test_cached tests/test_run.py::TestRunBadStageFilename::test tests/test_run.py::TestRunBadName::test tests/test_run.py::TestRunMissingDep::test tests/test_run.py::TestRunNoExec::test tests/test_run.py::TestRunDuplicatedArguments::test_outs_no_cache tests/test_run.py::TestRunBadCwd::test_same_prefix tests/test_run.py::TestRunStageInsideOutput::test_file_name tests/test_run.py::TestCmdRunOverwrite::test tests/test_run.py::TestRunDeterministicRemoveDep::test