ref: exp-related updates in other to cmds, etc.

content/docs/command-reference/dag.md

@@ -1,7 +1,7 @@
 # dag
 
-Visualize the pipeline(s) in `dvc.yaml` as one or more graph(s) of connected
-[stages](/doc/command-reference/run).
+Visualize the <abbr>pipeline</abbr>(s) in `dvc.yaml` as one or more graph(s) of
+connected [stages](/doc/command-reference/run).
 
 ## Synopsis
 
@@ -15,6 +15,11 @@ positional arguments:
 
 ## Description
 
+Displays the stages of a pipeline up to the `target` stage. If omitted, it will
+show the full project DAG.
+
+### Directed acyclic graph
+
 A data pipeline, in general, is a series of data processing
 [stages](/doc/command-reference/run) (for example, console commands that take an
 input and produce an outcome). The connections between stages are formed by the
@@ -33,29 +38,7 @@ restore one or more pipelines later (see `dvc repro`).
 > DVC builds a dependency graph
 > ([DAG](https://en.wikipedia.org/wiki/Directed_acyclic_graph)) to do this.
 
-The `dvc dag` command displays the stages of a pipeline up to the target stage.
-If `target` is omitted, it will show the full project DAG.
-
-## Options
-
-- `--full` - show full DAG that the `target` stage belongs to, instead of
-  showing only its ancestors.
-
-- `--dot` - show DAG in
-  [DOT](<https://en.wikipedia.org/wiki/DOT_(graph_description_language)>)
-  format. It can be passed to third party visualization utilities.
-
-- `-o`, `--outs` - show a DAG of chained dependencies and outputs instead of the
-  stages themselves. The graph may be significantly different.
-
-- `-h`, `--help` - prints the usage/help message, and exit.
-
-- `-q`, `--quiet` - do not write anything to standard output. Exit with 0 if no
-  problems arise, otherwise 1.
-
-- `-v`, `--verbose` - displays detailed tracing information.
-
-## Paginating the output
+### Paginating the output
 
 This command's output is automatically piped to
 [less](<https://en.wikipedia.org/wiki/Less_(Unix)>) if available in the terminal
@@ -84,6 +67,25 @@ example in Bash, we could add the following line to `~/.bashrc`:
 export DVC_PAGER=more
 ```
 
+## Options
+
+- `--full` - show full DAG that the `target` stage belongs to, instead of
+  showing only its ancestors.
+
+- `--dot` - show DAG in
+  [DOT](<https://en.wikipedia.org/wiki/DOT_(graph_description_language)>)
+  format. It can be passed to third party visualization utilities.
+
+- `-o`, `--outs` - show a DAG of chained dependencies and outputs instead of the
+  stages themselves. The graph may be significantly different.
+
+- `-h`, `--help` - prints the usage/help message, and exit.
+
+- `-q`, `--quiet` - do not write anything to standard output. Exit with 0 if no
+  problems arise, otherwise 1.
+
+- `-v`, `--verbose` - displays detailed tracing information.
+
 ## Example: Visualize a DVC Pipeline
 
 Visualize the prepare, featurize, train, and evaluate stages of a pipeline as

content/docs/command-reference/gc.md

@@ -13,27 +13,24 @@ usage: dvc gc [-h] [-q | -v] [-w] [-a] [-T] [--all-commits]
 
 ## Description
 
-This command deletes (garbage collects) data files or directories that exist in
-DVC cache but are no longer needed. With `--cloud` it also removes data in
+This command can delete (garbage collect) data files or directories that exist
+in the cache but are no longer needed. With `--cloud`, it also removes data in
 [remote storage](/doc/command-reference/remote).
 
-To avoid accidentally deleting data, it raises an error and doesn't touch any
-files if no scope options are provided. It means it's user's responsibility to
-explicitly provide the right set of options to specify what data is still needed
-(so that DVC can figure out what files can be safely deleted).
+To avoid accidentally deleting data, `dvc gc` doesn't do anything unless one or
+a combination of scope options are provided (`--workspace`, `--all-branches`,
+`--all-tags`, `--all-commits`). Use these to indicate which cached files are
+still needed. See the [Options](#options) section for more details.
 
-One of the scope options (`--workspace`, `--all-branches`, `--all-tags`,
-`--all-commits`, `--all-experiments`) or a combination of them must be provided.
-Each of them corresponds to keeping the data for the current workspace, and for
-a certain set of commits (determined by reading the <abbr>DVC files</abbr> in
-them). See the [Options](#options) section for more details.
+The data kept is determined by reading the <abbr>DVC files</abbr> in the set of
+commits of the given scope.
 
 > Note that `dvc gc` tries to fetch any missing
 > [`.dir` files](/doc/user-guide/project-structure/internal-files#structure-of-the-cache-directory)
 > from [remote storage](/doc/command-reference/remote) to the local
 > <abbr>cache</abbr>, in order to determine which files should exist inside
 > cached directories. These files may be missing if the cache directory was
-> previously garbage collected, in a newly cloned copy of the repo, etc.
+> previously garbage collected, or in a newly cloned copy of the repo, etc.
 
 Unless the `--cloud` option is used, `dvc gc` does not remove data files from
 any remote. This means that any files collected from the local cache can be

content/docs/command-reference/metrics/diff.md

@@ -3,6 +3,8 @@
 Compare [metrics](/doc/command-reference/metrics) between two commits in the
 <abbr>DVC repository</abbr>, or between a commit and the <abbr>workspace</abbr>.
 
+> Requires that Git is being used to version the project.
+
 ## Synopsis
 
 ```usage
@@ -20,26 +22,29 @@ positional arguments:
 
 ## Description
 
-This command provides a quick way to compare metrics among experiments in the
-repository history. The differences shown by this command include the new value,
-and numeric difference (delta) from the previous value of metrics (rounded to 5
+Provides a quick way to compare metrics among experiments in the repository
+history. The differences shown by this command include the new value, and
+numeric difference (delta) from the previous value of metrics (rounded to 5
 digits precision).
 
-`a_rev` and `b_rev` are Git commit hashes, tag, or branch names. If none are
-specified, `dvc metrics diff` compares metrics currently present in the
+Without arguments, `dvc metrics diff` compares metrics currently present in the
 <abbr>workspace</abbr> (uncommitted changes) with the latest committed versions
-(required). A single specified revision results in comparing the workspace and
-that version.
+(required). Only metrics that changed are listed, by default (show everything
+with `--all`).
 
-All metrics defined in `dvc.yaml` are used by default, but specific metrics
-files can be specified with the `--targets` option
+`a_rev` and `b_rev` are optional Git commit hashes, tags, or branch names to
+compare. A single specified revision results in comparing it against the
+workspace.
 
 > Note that targets don't necessarily have to be defined in `dvc.yaml`. For that
 > reason, this command doesn't require an existing DVC project to run in; It
 > works in any Git repo.
 
-Another way to display metrics is the `dvc metrics show` command, which just
-lists all the current metrics, without comparisons.
+All metrics defined in `dvc.yaml` are used by default, but specific metrics
+files can be specified with the `--targets` option.
+
+Another way to display metrics is the `dvc metrics show` command, which lists
+all the current metrics (without comparisons).
 
 ## Options
 
@@ -61,20 +66,21 @@ lists all the current metrics, without comparisons.
 
 - `--all` - list all metrics, including those without changes.
 
-- `--show-json` - prints the command's output in easily parsable JSON format,
+- `--show-json` - prints the command's output in JSON format (machine-readable)
   instead of a human-readable table.
 
-- `--show-md` - prints the command's output in Markdown table format.
+- `--show-md` - prints the command's output in the Markdown table format
+  ([GFM](https://github.github.com/gfm/#tables-extension-)).
 
-- `--old` - show old metric value in addition to the new value.
+- `--old` - include the "Old" value column in addition to the new "Value" (and
+  "Change"). Useful when the values are not numeric, for example
 
-- `--no-path` - don't show metric path in the result table. This option is
-  useful when only one metrics file is in use or there is no intersection
-  between the metric names.
+- `--no-path` - hide the "Path" column that lists the param/metrics file
+  location. Useful when only one metrics file exists, for example
 
 - `--precision <n>` -
-  [round](https://docs.python.org/3/library/functions.html#round) metrics to `n`
-  digits precision after the decimal point. Rounds to 5 digits by default.
+  [round](https://docs.python.org/3/library/functions.html#round) decimal values
+  to `n` digits of precision (5 by default).
 
 - `-h`, `--help` - prints the usage/help message, and exit.
 

content/docs/command-reference/params/diff.md

@@ -4,6 +4,8 @@ Show changes in [parameters](/doc/command-reference/params) between commits in
 the <abbr>DVC repository</abbr>, or between a commit and the
 <abbr>workspace</abbr>.
 
+> Requires that Git is being used to version the project.
+
 ## Synopsis
 
 ```usage
@@ -20,21 +22,28 @@ positional arguments:
 ## Description
 
 Provides a quick way to compare parameter values among experiments in the
-repository history. Requires that Git is being used to version the project
-params.
+repository history. The differences shown by this command include the old and
+new param values, along with the param name.
 
 > Parameter dependencies are defined in the `params` field of `dvc.yaml` (e.g.
 > with the the `-p` (`--params`) option of `dvc run`).
 
-Without arguments, this command compares parameters currently present in the
-<abbr>workspace</abbr> (uncommitted changes) with the latest committed version.
-This includes everything in `params.yaml` (default parameters file) as well all
-the `params` used in `dvc.yaml`. Values in `dvc.lock` are used for comparison.
-Only params that have changes are listed.
+Without arguments, `dvc params diff` compares parameters currently present in
+the <abbr>workspace</abbr> (uncommitted changes) with the latest committed
+versions (required). This includes everything in `params.yaml` (default
+parameters file) as well all the `params` used in `dvc.yaml`. Values in
+`dvc.lock` are used for comparison. Only params that have changes are listed.
+
+`a_rev` and `b_rev` are optional Git commit hashes, tags, or branch names to
+compare. A single specified revision results in comparing it against the
+workspace.
+
+All params defined in `dvc.yaml` are used by default, but specific ones can be
+specified with the `--targets` option.
 
-> Note that unlike `dvc diff`, this command doesn't always need DVC files to
-> find params files (see `--targets` option). For that reason, it doesn't
-> require an existing DVC project to run in. It can work in any Git repo.
+> Note that targets don't necessarily have to be defined in `dvc.yaml`. For that
+> reason, it doesn't require an existing DVC project to run in. It can work in
+> any Git repo.
 
 ## Options
 

content/docs/command-reference/plots/diff.md

@@ -27,7 +27,7 @@ versions of the <abbr>repository</abbr>, by overlaying them in a single plot.
 > Note that unlike `dvc metrics diff`, this command does not calculate numeric
 > differences between plots file values.
 
-`revisions` are Git commit hashes, tag, or branch names. If none are specified,
+`revisions` are Git commit hashes, tags, or branch names. If none are specified,
 `dvc plots diff` compares plots currently present in the <abbr>workspace</abbr>
 (uncommitted changes) with their latest commit (required). A single specified
 revision results in comparing the workspace and that version.

content/docs/command-reference/pull.md

@@ -79,8 +79,8 @@ used to see what files `dvc pull` would download.
 - `-a`, `--all-branches` - determines the files to download by examining
   `dvc.yaml` and `.dvc` files in all Git branches instead of just those present
   in the current workspace. It's useful if branches are used to track
-  experiments or project checkpoints. Note that this can be combined with `-T`
-  below, for example using the `-aT` flag.
+  experiments. Note that this can be combined with `-T` below, for example using
+  the `-aT` flag.
 
 - `-T`, `--all-tags` - same as `-a` above, but applies to Git tags as well as
   the workspace. Useful if tags are used to mark certain versions of an
@@ -112,8 +112,8 @@ used to see what files `dvc pull` would download.
 
 - `--run-cache` - downloads all available history of
   [stage runs](/doc/user-guide/project-structure/internal-files#run-cache) from
-  the remote repository (to the cache only, like `dvc fetch --run-cache`). Note
-  that `dvc repro <stage_name>` is necessary to checkout these files (into the
+  the `dvc remote` (to the cache only, like `dvc fetch --run-cache`). Note that
+  `dvc repro <stage_name>` is necessary to checkout these files (into the
   workspace) and update `dvc.lock`.
 
 - `-j <number>`, `--jobs <number>` - parallelism level for DVC to download data

content/docs/command-reference/push.md

@@ -62,8 +62,8 @@ in the cache (compared to the default remote.) It can be used to see what files
 - `-a`, `--all-branches` - determines the files to upload by examining
   `dvc.yaml` and `.dvc` files in all Git branches instead of just those present
   in the current workspace. It's useful if branches are used to track
-  experiments or project checkpoints. Note that this can be combined with `-T`
-  below, for example using the `-aT` flag.
+  experiments. Note that this can be combined with `-T` below, for example using
+  the `-aT` flag.
 
 - `-T`, `--all-tags` - same as `-a` above, but applies to Git tags as well as
   the workspace. Useful if tags are used to mark certain versions of an
@@ -90,7 +90,7 @@ in the cache (compared to the default remote.) It can be used to see what files
 
 - `--run-cache` - uploads all available history of
   [stage runs](/doc/user-guide/project-structure/internal-files#run-cache) to
-  the remote repository.
+  the `dvc remote`.
 
 - `-j <number>`, `--jobs <number>` - parallelism level for DVC to upload data to
   remote storage. The default value is `4 * cpu_count()`. For SSH remotes, the

content/docs/command-reference/repro.md

@@ -179,10 +179,11 @@ up-to-date and only execute the final stage.
   corresponding pipelines, including the target stages themselves. This option
   has no effect if `targets` are not provided.
 
-- `--pull` - [pulls](/doc/command-reference/pull) dependencies and outputs
-  involved in the stages being reproduced, if they are found in the
-  [default remote storage](/doc/command-reference/remote/default). Note that it
-  tries the local run-cache first (unless `--no-run-cache` is also used).
+- `--pull` - attempts to download outputs of stages found in the
+  [run-cache](/doc/user-guide/project-structure/internal-files#run-cache) during
+  reproduction. Uses the
+  [default remote storage](/doc/command-reference/remote/default). See also
+  `dvc pull`
 
 - `-h`, `--help` - prints the usage/help message, and exit.