From 56cb6e45d1a543b847fe3c7c0bdec424bf5bee8d Mon Sep 17 00:00:00 2001
From: Ivan Shcheklein <shcheklein@gmail.com>
Date: Sat, 11 Jun 2022 17:27:42 -0700
Subject: [PATCH 1/2] review and update the walkthrough

---
 extension/package.json                        | 116 ++++++++++--------
 .../resources/walkthrough/command-palette.md  |   7 +-
 .../resources/walkthrough/dvc-learn-more.md   |   4 +-
 .../walkthrough/dvc-tracked-files.md          |  30 +++++
 .../walkthrough/experiments-table.md          |  33 ++++-
 .../available-commands-command-palette.png    | Bin 0 -> 40335 bytes
 .../images/dvc-tracked-explorer.png           | Bin 0 -> 29991 bytes
 .../walkthrough/images/dvc-tracked-scm.png    | Bin 0 -> 25696 bytes
 .../experiments-table-context-menus.png       | Bin 0 -> 68751 bytes
 .../experiments-table-from-side-bar.png       | Bin 0 -> 32213 bytes
 .../walkthrough/images/experiments-table.png  | Bin 0 -> 46054 bytes
 .../images/install-dvc-setup-wizard.png       | Bin 0 -> 16333 bytes
 .../install-dvc-status-bar-detected.png       | Bin 0 -> 7054 bytes
 .../walkthrough/images/live-plots-updates.gif | Bin 0 -> 565605 bytes
 .../walkthrough/images/plots-data-series.png  | Bin 0 -> 48740 bytes
 .../walkthrough/images/plots-dump-image.png   | Bin 0 -> 13852 bytes
 .../images/plots-dump-with-dvclive.png        | Bin 0 -> 12710 bytes
 .../images/plots-dump-with-open-file.png      | Bin 0 -> 18445 bytes
 .../images/plots-experiments-view-icon.png    | Bin 0 -> 17743 bytes
 .../walkthrough/images/plots-images.png       | Bin 0 -> 61879 bytes
 .../images/plots-plots-view-icon.png          | Bin 0 -> 12818 bytes
 .../walkthrough/images/plots-trends.png       | Bin 0 -> 44873 bytes
 .../run-experiments-command-palette.png       | Bin 0 -> 18934 bytes
 .../images/run-experiments-params-buttons.png | Bin 0 -> 21109 bytes
 .../images/run-experiments-table-buttons.png  | Bin 0 -> 24230 bytes
 .../images/setup-project-dump-metrics.png     | Bin 0 -> 9813 bytes
 .../images/setup-project-dvc-yaml-example.png | Bin 0 -> 16322 bytes
 .../images/setup-project-dvclive-metrics.png  | Bin 0 -> 15788 bytes
 .../images/view-container-columns.png         | Bin 0 -> 10651 bytes
 .../images/view-container-experiments.png     | Bin 0 -> 15445 bytes
 .../images/view-container-filter.png          | Bin 0 -> 9353 bytes
 .../images/view-container-plots.png           | Bin 0 -> 11232 bytes
 .../images/view-container-show.png            | Bin 0 -> 9618 bytes
 .../images/view-container-sort.png            | Bin 0 -> 7416 bytes
 .../images/view-container-support.png         | Bin 0 -> 9305 bytes
 .../images/view-container-welcome.png         | Bin 0 -> 12952 bytes
 .../resources/walkthrough/install-dvc.md      |  27 ++--
 extension/resources/walkthrough/live-plots.md |  40 ++++++
 .../resources/walkthrough/output-channel.md   |  14 ---
 extension/resources/walkthrough/plots.md      |  65 ++++++++--
 .../resources/walkthrough/run-experiments.md  |  31 +++++
 .../resources/walkthrough/setup-project.md    |  38 ++++++
 .../resources/walkthrough/setup-workspace.md  |  15 ---
 .../walkthrough/source-control-management.md  |   8 --
 .../resources/walkthrough/tracked-explorer.md |   9 --
 .../resources/walkthrough/troubleshoot.md     |  20 +++
 .../resources/walkthrough/view-container.md   |  58 +++++++--
 47 files changed, 382 insertions(+), 133 deletions(-)
 create mode 100644 extension/resources/walkthrough/dvc-tracked-files.md
 create mode 100644 extension/resources/walkthrough/images/available-commands-command-palette.png
 create mode 100644 extension/resources/walkthrough/images/dvc-tracked-explorer.png
 create mode 100644 extension/resources/walkthrough/images/dvc-tracked-scm.png
 create mode 100644 extension/resources/walkthrough/images/experiments-table-context-menus.png
 create mode 100644 extension/resources/walkthrough/images/experiments-table-from-side-bar.png
 create mode 100644 extension/resources/walkthrough/images/experiments-table.png
 create mode 100644 extension/resources/walkthrough/images/install-dvc-setup-wizard.png
 create mode 100644 extension/resources/walkthrough/images/install-dvc-status-bar-detected.png
 create mode 100644 extension/resources/walkthrough/images/live-plots-updates.gif
 create mode 100644 extension/resources/walkthrough/images/plots-data-series.png
 create mode 100644 extension/resources/walkthrough/images/plots-dump-image.png
 create mode 100644 extension/resources/walkthrough/images/plots-dump-with-dvclive.png
 create mode 100644 extension/resources/walkthrough/images/plots-dump-with-open-file.png
 create mode 100644 extension/resources/walkthrough/images/plots-experiments-view-icon.png
 create mode 100644 extension/resources/walkthrough/images/plots-images.png
 create mode 100644 extension/resources/walkthrough/images/plots-plots-view-icon.png
 create mode 100644 extension/resources/walkthrough/images/plots-trends.png
 create mode 100644 extension/resources/walkthrough/images/run-experiments-command-palette.png
 create mode 100644 extension/resources/walkthrough/images/run-experiments-params-buttons.png
 create mode 100644 extension/resources/walkthrough/images/run-experiments-table-buttons.png
 create mode 100644 extension/resources/walkthrough/images/setup-project-dump-metrics.png
 create mode 100644 extension/resources/walkthrough/images/setup-project-dvc-yaml-example.png
 create mode 100644 extension/resources/walkthrough/images/setup-project-dvclive-metrics.png
 create mode 100644 extension/resources/walkthrough/images/view-container-columns.png
 create mode 100644 extension/resources/walkthrough/images/view-container-experiments.png
 create mode 100644 extension/resources/walkthrough/images/view-container-filter.png
 create mode 100644 extension/resources/walkthrough/images/view-container-plots.png
 create mode 100644 extension/resources/walkthrough/images/view-container-show.png
 create mode 100644 extension/resources/walkthrough/images/view-container-sort.png
 create mode 100644 extension/resources/walkthrough/images/view-container-support.png
 create mode 100644 extension/resources/walkthrough/images/view-container-welcome.png
 create mode 100644 extension/resources/walkthrough/live-plots.md
 delete mode 100644 extension/resources/walkthrough/output-channel.md
 create mode 100644 extension/resources/walkthrough/run-experiments.md
 create mode 100644 extension/resources/walkthrough/setup-project.md
 delete mode 100644 extension/resources/walkthrough/setup-workspace.md
 delete mode 100644 extension/resources/walkthrough/source-control-management.md
 delete mode 100644 extension/resources/walkthrough/tracked-explorer.md
 create mode 100644 extension/resources/walkthrough/troubleshoot.md

diff --git a/extension/package.json b/extension/package.json
index 71349d1502..64f0b1a8df 100644
--- a/extension/package.json
+++ b/extension/package.json
@@ -1341,115 +1341,112 @@
     "walkthroughs": [
       {
         "id": "welcome",
-        "title": "Get Started with DVC",
-        "description": "Your first steps to set up a DVC project with all the powerful tools and features that the DVC extension has to offer!",
+        "title": "Get Started",
+        "description": "Your first steps to build better models faster with experiment tracking and dataset versioning",
         "steps": [
           {
             "id": "dvc.installDVC",
             "title": "Install DVC",
-            "description": "The DVC extension requires DVC to be installed. To install follow the guide shown on [dvc.org](https://dvc.org).\n\n[Install DVC](https://dvc.org/doc/install)\n",
+            "description": "This extension requires DVC to be installed.\n\n[Install DVC](https://dvc.org/doc/install)\n",
             "media": {
               "markdown": "resources/walkthrough/install-dvc.md"
             },
             "completionEvents": [
               "onLink:https://dvc.org",
-              "onLink:https://dvc.org/doc/install"
+              "onLink:https://dvc.org/doc/install",
+              "onCommand:dvc.setupWorkspace"
             ]
           },
           {
-            "id": "dvc.setup",
-            "title": "Setup The Workspace",
-            "description": "Setup the workspace for the DVC extension.\n[Setup The Workspace](command:dvc.setupWorkspace)",
+            "id": "dvc.setupProject",
+            "title": "Setup a DVC Project",
+            "description": "Try an example DVC project or setup a new quickly, and start tracking datasets, models, metrics, and plots\n\n[Example Project](https://github.com/iterative/example-get-started)\n",
             "media": {
-              "markdown": "resources/walkthrough/setup-workspace.md"
+              "markdown": "resources/walkthrough/setup-project.md"
             },
             "completionEvents": [
-              "onCommand:dvc.setupWorkspace"
+              "onLink:https://github.com/iterative/example-get-started",
+              "onLink:https://github.com/iterative/vscode-dvc/tree/main/demo",
+              "onLink:https://dvc.org/doc/dvclive"
             ]
           },
           {
             "id": "dvc.showCommands",
             "title": "Available Commands",
-            "description": "View available commands.\n[View Commands](command:dvc.showCommands)",
+            "description": "See all available commands.\n[View Commands](command:dvc.showCommands)",
             "media": {
               "markdown": "resources/walkthrough/command-palette.md"
             },
             "completionEvents": [
               "onCommand:dvc.showCommands"
-            ],
-            "when": "dvc.commands.available && dvc.project.available"
+            ]
           },
           {
-            "id": "dvc.showOutput",
-            "title": "Output Channel",
-            "description": "View the DVC output channel.\n[View Output](command:dvc.showOutput)",
+            "id": "dvc.viewContainer",
+            "title": "Control from the Side Bar",
+            "description": "Use rich views to quickly access, control, or overview your experiments and plots.\n[Show Views](command:workbench.view.extension.dvc-views)",
             "media": {
-              "markdown": "resources/walkthrough/output-channel.md"
+              "markdown": "resources/walkthrough/view-container.md"
             },
             "completionEvents": [
-              "onCommand:dvc.showOutput"
-            ],
-            "when": "dvc.commands.available && dvc.project.available"
+              "onCommand:workbench.view.extension.dvc-views"
+            ]
           },
           {
-            "id": "dvc.scm",
-            "title": "Source Control Management",
-            "description": "Open the SCM view.\n[Show SCM](command:workbench.view.scm)",
+            "id": "dvc.experimentsTable",
+            "title": "Experiments Table",
+            "description": "Displays your experiments in a customizable table.\n[Show Table](command:dvc.showExperiments)",
             "media": {
-              "markdown": "resources/walkthrough/source-control-management.md"
+              "markdown": "resources/walkthrough/experiments-table.md"
             },
             "completionEvents": [
-              "onCommand:workbench.view.scm"
-            ],
-            "when": "dvc.commands.available && dvc.project.available"
+              "onCommand:dvc.showExperiments"
+            ]
           },
           {
-            "id": "dvc.tracked",
-            "title": "Tracked Resources",
-            "description": "Open the DVC tracked view.\n[Show Tracked](command:dvc.views.trackedExplorerTree.focus)",
+            "id": "dvc.runExperiments",
+            "title": "Running Experiments",
+            "description": "Explore a few ways you can run or queue a new experiment.\n[Run an Experiment](command:dvc.modifyExperimentParamsAndRun)",
             "media": {
-              "markdown": "resources/walkthrough/tracked-explorer.md"
+              "markdown": "resources/walkthrough/run-experiments.md"
             },
             "completionEvents": [
-              "onCommand:dvc.views.trackedExplorerTree.focus"
-            ],
-            "when": "dvc.commands.available && dvc.project.available"
+              "onCommand:dvc.modifyExperimentParamsAndRun"
+            ]
           },
           {
-            "id": "dvc.viewContainer",
-            "title": "DVC View Container",
-            "description": "Open the DVC view container.\n[Show Views](command:workbench.view.extension.dvc-views)",
+            "id": "dvc.plots",
+            "title": "Plots",
+            "description": "Visualize and compare multiple experiments with interactive customizable charts.\n[Show Plots](command:dvc.showPlots)",
             "media": {
-              "markdown": "resources/walkthrough/view-container.md"
+              "markdown": "resources/walkthrough/plots.md"
             },
             "completionEvents": [
-              "onCommand:workbench.view.extension.dvc-views"
-            ],
-            "when": "dvc.commands.available && dvc.project.available"
+              "onCommand:dvc.showPlots"
+            ]
           },
           {
-            "id": "dvc.experimentsTable",
-            "title": "Experiments Table",
-            "description": "Open the experiments table.\n[Show Table](command:dvc.showExperiments)",
+            "id": "dvc.livePlots",
+            "title": "Live Plot Updates",
+            "description": "Run experiments and track how metrics and plots change in the same plots dashboard.\n[Show Plots](command:dvc.showPlots)",
             "media": {
-              "markdown": "resources/walkthrough/experiments-table.md"
+              "markdown": "resources/walkthrough/live-plots.md"
             },
             "completionEvents": [
-              "onCommand:dvc.showExperiments"
-            ],
-            "when": "dvc.commands.available && dvc.project.available"
+              "onCommand:dvc.showPlots"
+            ]
           },
           {
-            "id": "dvc.plots",
-            "title": "Plots",
-            "description": "Open plots.\n[Show Plots](command:dvc.showPlots)",
+            "id": "dvc.tracked",
+            "title": "Data and Model Management",
+            "description": "Navigate and manage datasets, models, and any large files that are tracked by DVC.\n[Show Tracked](command:dvc.views.trackedExplorerTree.focus)",
             "media": {
-              "markdown": "resources/walkthrough/plots.md"
+              "markdown": "resources/walkthrough/dvc-tracked-files.md"
             },
             "completionEvents": [
-              "onCommand:dvc.showPlots"
-            ],
-            "when": "dvc.commands.available && dvc.project.available"
+              "onCommand:dvc.views.trackedExplorerTree.focus",
+              "onCommand:workbench.view.scm"
+            ]
           },
           {
             "id": "dvc.learnMore",
@@ -1461,6 +1458,17 @@
             "completionEvents": [
               "onLink:https://dvc.org/doc"
             ]
+          },
+          {
+            "id": "dvc.troubleshoot",
+            "title": "Troubleshoot & Support",
+            "description": "We are here to help! Ping us and provide the DVC output channel logs.\n[View Output](command:dvc.showOutput)",
+            "media": {
+              "markdown": "resources/walkthrough/troubleshoot.md"
+            },
+            "completionEvents": [
+              "onCommand:dvc.showOutput"
+            ]
           }
         ]
       }
diff --git a/extension/resources/walkthrough/command-palette.md b/extension/resources/walkthrough/command-palette.md
index d8b030accb..f739f9ecfb 100644
--- a/extension/resources/walkthrough/command-palette.md
+++ b/extension/resources/walkthrough/command-palette.md
@@ -7,5 +7,10 @@ Which can be accessed via `F1` or โ‡งโŒƒP on Windows/Linux or โ‡งโŒ˜P on macOS.
 To see a list of available commands click [here](command:dvc.showCommands) or
 type DVC into the Command Palette.
 
-For further information on `DVC` commands see the
+<p align="center">
+  <img src="images/available-commands-command-palette.png"
+       alt="DVC Command Palette" />
+</p>
+
+For further information on specific `dvc` commands, see the
 [command-reference docs](https://dvc.org/doc/command-reference).
diff --git a/extension/resources/walkthrough/dvc-learn-more.md b/extension/resources/walkthrough/dvc-learn-more.md
index c18db9bb20..4f3d177761 100644
--- a/extension/resources/walkthrough/dvc-learn-more.md
+++ b/extension/resources/walkthrough/dvc-learn-more.md
@@ -6,9 +6,9 @@
 
 - Browse the [user guide](https://dvc.org/doc/user-guide).
 
-- View all [available commands](https://dvc.org/doc/command-reference).
+- View all [available `dvc` commands](https://dvc.org/doc/command-reference).
 
-- Check out the [DVC github repository](https://github.com/iterative/dvc) or an
+- Check out the [DVC GitHub repository](https://github.com/iterative/dvc) or an
   [example project](https://github.com/iterative/example-get-started).
 
 - Explore our [free course](https://learn.iterative.ai/).
diff --git a/extension/resources/walkthrough/dvc-tracked-files.md b/extension/resources/walkthrough/dvc-tracked-files.md
new file mode 100644
index 0000000000..df22422ce3
--- /dev/null
+++ b/extension/resources/walkthrough/dvc-tracked-files.md
@@ -0,0 +1,30 @@
+# Manage DVC-Tracked Files
+
+> ๐Ÿ’ก Read more about managing large files with Git and DVC
+> [here](https://dvc.org/doc/start/data-management). DVC provides a few commands
+> you can run along with `git` to version large files, directories, or ML model
+> using external storages like S3, SSH, Google Cloud, etc.
+
+In the [DVC Tracked View](command:dvc.views.trackedExplorerTree.focus) you can
+see the files and directories that are managed by DVC (even if they are not yet
+downloaded) in a view similar to the regular `Explorer` view
+
+<p align="center">
+  <img src="images/dvc-tracked-explorer.png" 
+       alt="DVC-Tracked Explorer Integration" />
+</p>
+
+You can `dvc pull` to download your data or `dvc push` to save it right from
+this view.
+
+In the [Source Control View](command:workbench.view.scm) the statuses shown are
+designed to integrate with that of the built-in Git extension and give an "at a
+glance" state of the entire workspace. The extension will show if DVC-tracked
+datasets are changed and you need to _commit_ them.
+
+<p align="center">
+  <img src="images/dvc-tracked-scm.png" alt="DVC-Tracked SCM Integration" />
+</p>
+
+From this view you can trigger data management commands like `dvc checkout`,
+`dvc commit`, as well as `dvc pull` and `dvc push`.
diff --git a/extension/resources/walkthrough/experiments-table.md b/extension/resources/walkthrough/experiments-table.md
index 68c20416ff..3551bc2284 100644
--- a/extension/resources/walkthrough/experiments-table.md
+++ b/extension/resources/walkthrough/experiments-table.md
@@ -1,9 +1,32 @@
 # Experiments Table
 
-The extension's equivalent of `dvc exp show`.
+> โ— DVC should be installed and DVC project available in the workspace for this
+> and the next steps to work properly. Please refer to first two steps of this
+> guide.
 
-Use `DVC: Show Experiments` from the Command Palette to open up the experiments
-table for a `DVC` repository.
+As you change code, parameters, data and run new experiments this table will
+keep all the details about your iterations. It can be manipulated and configured
+using the [DVC side panel](command:workbench.view.extension.dvc-views). This is
+the extension's equivalent of the `dvc exp show` command.
 
-The view can be manipulated using the controls shown in the extension's view
-container.
+<p align="center">
+  <img src="images/experiments-table.png" alt="Experiment Table" />
+</p>
+
+Use `DVC: Show Experiments` from the
+[Command Palette](command:workbench.action.quickOpen?%22>DVC:%20Show%20Experiments%22)
+to open up the experiments table or access it, using the Columns view:
+
+<p align="center">
+  <img src="images/experiments-table-from-side-bar.png"
+       alt="Columns View" />
+</p>
+
+The table provides context menus to access basic operation on experiments and
+table headers. You can edit parameters, sort or filter, run new experiments and
+more:
+
+<p align="center">
+  <img src="images/experiments-table-context-menus.png"
+       alt="Experiments Table: Context Menus" />
+</p>
diff --git a/extension/resources/walkthrough/images/available-commands-command-palette.png b/extension/resources/walkthrough/images/available-commands-command-palette.png
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diff --git a/extension/resources/walkthrough/images/setup-project-dvc-yaml-example.png b/extension/resources/walkthrough/images/setup-project-dvc-yaml-example.png
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diff --git a/extension/resources/walkthrough/install-dvc.md b/extension/resources/walkthrough/install-dvc.md
index aca0c65a6c..1a2caff988 100644
--- a/extension/resources/walkthrough/install-dvc.md
+++ b/extension/resources/walkthrough/install-dvc.md
@@ -1,13 +1,24 @@
 # Install DVC
 
-There are quite a few options for installing `DVC`. This extension supports
-various installation types. See the `Setup The Workspace` step for more details.
+There are a few [options](https://dvc.org/doc/install) for installing `DVC`.
+This extension supports all installation types.
 
-To install the latest version of `DVC` follow your platform specific guide on
-[dvc.org](https://dvc.org/doc/install).
+To verify the installation run `dvc -h` in a
+[Terminal](command:workbench.action.terminal.new).
 
-To verify the installation run `dvc -h` in your terminal of choice.
+If DVC is installed as a global binary or in a Python virtual environment, the
+extension would attempt to detect it automatically. If successful, you'll see a
+DVC icon like this in the status bar:
 
-**Note**: Use `Terminal: Create New Terminal` from the Command Palette to create
-a new
-[integrated terminal](https://code.visualstudio.com/docs/editor/integrated-terminal).
+<p align="center">
+  <img src="images/install-dvc-status-bar-detected.png"
+       alt="DVC icon in the status bar" />
+</p>
+
+If you see instead the crossed circle icon, use the
+[Setup Workspace](command:dvc.setupWorkspace) wizard to manually select the
+right environment:
+
+<p align="center">
+  <img src="images/install-dvc-setup-wizard.png" alt="DVC Setup Wizard" />
+</p>
diff --git a/extension/resources/walkthrough/live-plots.md b/extension/resources/walkthrough/live-plots.md
new file mode 100644
index 0000000000..e7a12f39c3
--- /dev/null
+++ b/extension/resources/walkthrough/live-plots.md
@@ -0,0 +1,40 @@
+# Monitor your Experiments
+
+As you run your experiments you can use the same
+[`Plots Dashboard`](command:dvc.showPlots) to watch for the metrics and plot
+updates:
+
+<p align="center">
+  <img src="images/live-plots-updates.gif"
+       alt="Live Metric Updates" />
+</p>
+
+This functionality comes baked in when you update your plots files in your
+training code. For example like this, using the
+[DVCLive](https://dvc.org/doc/dvclive) library that also
+[supports](https://dvc.org/doc/dvclive/ml-frameworks) many popular ML frameworks
+to automate this process:
+
+```python
+from dvclive import Live
+
+live = Live("training_metrics")
+
+for epoch in range(NUM_EPOCHS):
+    train_model(...)
+    metrics = evaluate_model(...)
+
+    for metric_name, value in metrics.items():
+        live.log(metric_name, value)
+
+ live.next_step()
+```
+
+`DVCLive` is _optional_, and you can just append or modify plot files using any
+language and any tool.
+
+๐Ÿ’ก `Trends` section of the plots dashboard is being updated automatically based
+on the data in the table. You don't even have to manage or write any special
+plot files, but you need to enable
+[checkpoints](https://dvc.org/doc/user-guide/experiment-management/checkpoints)
+in the project.
diff --git a/extension/resources/walkthrough/output-channel.md b/extension/resources/walkthrough/output-channel.md
deleted file mode 100644
index 78f66f61d8..0000000000
--- a/extension/resources/walkthrough/output-channel.md
+++ /dev/null
@@ -1,14 +0,0 @@
-# Output Channel
-
-All `DVC` CLI commands generate two entries in this extension's dedicated output
-channel.
-
-The first shows the command has started. The second is to signify that it has
-completed.
-
-The completion entry will show:
-
-- The outcome of the command (COMPLETED / FAILED).
-- Any non-zero exit codes.
-- The length of time that each command took to run (ms).
-- Any error message provided by the CLI.
diff --git a/extension/resources/walkthrough/plots.md b/extension/resources/walkthrough/plots.md
index 6f1bb43690..7677b5c519 100644
--- a/extension/resources/walkthrough/plots.md
+++ b/extension/resources/walkthrough/plots.md
@@ -1,14 +1,61 @@
 # Plots
 
-The extension will display the following sections for selected experiments:
+Select one or more experiments to visualize them in the
+[`Plots Dashboard`](command:dvc.showPlots). This is the extension's equivalent
+of the `dvc plots show` and `dvc plots diff` commands.
 
-- Data Series - JSON, YAML, CSV or TSV files visualized using Vega pre-defined
-  or custom Vega-Lite templates.
-- Images - a table used to display image plots side by side.
-- Trends - linear plots based on data from the experiments table.
+๐Ÿ’ก If you don't have any DVC
+[plots](https://dvc.org/doc/command-reference/plots) in the project, start
+writing data points into JSON, YAML, CSV or TSV or saving plots as images
+(`.png`, etc) (check the [DVCLive](https://dvc.org/doc/dvclive) helper library
+if you use Python):
 
-Use `DVC: Show Plots` from the Command Palette to open the view for a `DVC`
-repository.
+<p align="center">
+  <img src="images/plots-dump-with-open-file.png"
+       alt="Code to Dump a JSON Plot File" />
+  <img src="images/plots-dump-with-dvclive.png"
+       alt="Code to Dump a JSON Plot File with DVCLive" />
+  <img src="images/plots-dump-image.png"
+       alt="Code to Dump an Image Plot File" />
+</p>
 
-The view can be manipulated using the controls shown in the extension's view
-container.
+Use `DVC: Show Plots` from the
+[Command Palette](command:workbench.action.quickOpen?%22>DVC:%20Show%20Plots%22)
+to open up the plots dashboard. The extension will display the following
+sections for selected experiments, that correspond to the different
+[types of plots](https://dvc.org/doc/command-reference/plots#supported-file-formats)
+supported by DVC:
+
+<p align="center">
+  <img src="images/plots-data-series.png"
+       alt="Plots: Data Series" />
+</p>
+
+`Data Series`. JSON, YAML, CSV or TSV files visualized using the predefined
+(e.g. confusion matrix, linear) or custom (Vega-lite) templates.
+
+<p align="center">
+  <img src="images/plots-images.png"
+       alt="Plots: Images" />
+</p>
+
+`Images`. Any image file (e,g `.png`) can be visualized as a plot. They will be
+rendered side by side in the table.
+
+<p align="center">
+  <img src="images/plots-trends.png"
+       alt="Plots: Trends" />
+</p>
+
+`Trends`. Linear plots based on data from the experiments table if you use
+[checkpoints](https://dvc.org/doc/user-guide/experiment-management/checkpoints).
+
+The plots dashboard can be configured and accessed using using the `Plots` and
+`Experiments` views:
+
+<p float="left">
+  <img src="images/plots-plots-view-icon.png"
+       alt="Plots View" width="49%" />
+  <img src="images/plots-experiments-view-icon.png"
+       alt="Experiments View" width="49%" />
+</p>
diff --git a/extension/resources/walkthrough/run-experiments.md b/extension/resources/walkthrough/run-experiments.md
new file mode 100644
index 0000000000..704e165c7a
--- /dev/null
+++ b/extension/resources/walkthrough/run-experiments.md
@@ -0,0 +1,31 @@
+# Running Experiments
+
+You edit your code, edit or add more data, applying a new combination of
+hyperparameters- you have a new idea to try ๐Ÿ’ก!
+
+This extension provides many different ways to run a new experiment or queue one
+to be run later in the background or in parallel. This functionality wraps up
+the [`dvc exp run`](https://dvc.org/doc/command-reference/exp/run) command.
+
+The basic one is the set of buttons that are available when the experiments
+table or parameters file are open:
+
+<p align="center">
+  <img src="images/run-experiments-table-buttons.png"
+       alt="Run Experiments from the Table" />
+  <img src="images/run-experiments-params-buttons.png"
+       alt="Run Experiments from a Parameters File" />
+</p>
+
+After you are done modifying the project you can choose `Run`, `Queue`, or
+`Run all`. As you do this you should see new items in the experiments table.
+
+As usual, you can do the same and more from the context menus in the experiments
+table, in the experiments View in the side bar, or via the command palette. For
+example, we can take one of the existing experiments as a base, modify some
+parameters and run/queue a new iteration:
+
+<p align="center">
+  <img src="images/run-experiments-command-palette.png"
+       alt="Run Experiments from the Command Palette" />
+</p>
diff --git a/extension/resources/walkthrough/setup-project.md b/extension/resources/walkthrough/setup-project.md
new file mode 100644
index 0000000000..6e2aa1e31c
--- /dev/null
+++ b/extension/resources/walkthrough/setup-project.md
@@ -0,0 +1,38 @@
+# Setup a DVC Project
+
+> Skip this step if you already have a DVC project with metrics, plots, and
+> params.
+
+๐Ÿ’ก Check out the
+[DVC Get Started](https://github.com/iterative/example-get-started) or
+[Extension Demo](https://github.com/iterative/vscode-dvc/tree/main/demo)
+projects to quickly try the extension.
+
+To quickly setup a new DVC project run
+[`dvc exp init -i`](https://dvc.org/doc/command-reference/exp/init#example-interactive-mode)
+in a [Terminal](command:workbench.action.terminal.new). It will generate a
+config file `dvc.yaml` that describes the project, and will look something like
+this:
+
+<p align="center">
+  <img src="images/setup-project-dvc-yaml-example.png" alt="dvc.yaml example" />
+</p>
+
+๐Ÿ’ก Names, values in this file are project dependent and can be customized.
+
+DVC and this extension read experiments data from these files (e.g
+`metrics.json`, `params.yaml`, etc). Your code needs to write and read to them
+(the example below is Python, but it can be done in any language):
+
+<p align="center">
+  <img src="images/setup-project-dump-metrics.png"
+       alt="Dump JSON metrics file" />
+</p>
+
+Alternatively, use the [`DVCLive`](https://dvc.org/doc/dvclive) Python library,
+which can read and write a lot of different common metrics and plots:
+
+<p align="center">
+  <img src="images/setup-project-dvclive-metrics.png"
+       alt="DVCLive: dump metrics" />
+</p>
diff --git a/extension/resources/walkthrough/setup-workspace.md b/extension/resources/walkthrough/setup-workspace.md
deleted file mode 100644
index ddcf02d175..0000000000
--- a/extension/resources/walkthrough/setup-workspace.md
+++ /dev/null
@@ -1,15 +0,0 @@
-# Integrating with the CLI
-
-This extension can support a global or virtual environment installation of
-`DVC`.
-
-You will need a `DVC` project opened within the workspace to see all of the
-extension's available features. See the `Explore More Resources` step for
-details on creating a `DVC` project.
-
-Use the workspace setup wizard to set the required config options.
-
-Once completed, the rest of the walkthrough will appear.
-
-The wizard can be accessed by clicking [here](command:dvc.setupWorkspace) or use
-`DVC: Setup The Workspace` from the Command Palette.
diff --git a/extension/resources/walkthrough/source-control-management.md b/extension/resources/walkthrough/source-control-management.md
deleted file mode 100644
index 19372dc6e7..0000000000
--- a/extension/resources/walkthrough/source-control-management.md
+++ /dev/null
@@ -1,8 +0,0 @@
-# Source Control Management
-
-Resources tracked by `DVC` can be managed through the SCM view.
-
-The statuses shown are designed to integrate with that of the built-in `git`
-extension and give an "at a glance" state of the entire workspace.
-
-You can `checkout`, `commit`, `add`, `push` & `pull` from this view.
diff --git a/extension/resources/walkthrough/tracked-explorer.md b/extension/resources/walkthrough/tracked-explorer.md
deleted file mode 100644
index 81f432f632..0000000000
--- a/extension/resources/walkthrough/tracked-explorer.md
+++ /dev/null
@@ -1,9 +0,0 @@
-# Tracked Resources
-
-Resources tracked by `DVC` can be viewed and managed via the tracked explorer
-view.
-
-This view is designed to give you more situational awareness of the project.
-
-From here you can perform file actions, `push` & `pull` specific resources and
-manage the data within tracked datasets.
diff --git a/extension/resources/walkthrough/troubleshoot.md b/extension/resources/walkthrough/troubleshoot.md
new file mode 100644
index 0000000000..f4636060c0
--- /dev/null
+++ b/extension/resources/walkthrough/troubleshoot.md
@@ -0,0 +1,20 @@
+# Support
+
+All `DVC` CLI commands generate two entries in this extension's dedicated output
+channel. The first shows the command has started. The second is to signify that
+it has completed.
+
+The completion entry will show:
+
+- The outcome of the command (COMPLETED / FAILED).
+- Any non-zero exit codes.
+- The length of time that each command took to run (ms).
+- Any error message provided by the CLI.
+
+Don't hesitate to ping us in the [Discord](https://discord.gg/BGCjJHvDHt)
+channel or open an issue on
+[GitHub](https://github.com/iterative/vscode-dvc/issues). We are happy to help
+๐Ÿค—.
+
+Please share with us the output channel logs, the extension version, and the DVC
+version (the `dvc version` output).
diff --git a/extension/resources/walkthrough/view-container.md b/extension/resources/walkthrough/view-container.md
index 89e6a1b0a7..a97ac5f4f7 100644
--- a/extension/resources/walkthrough/view-container.md
+++ b/extension/resources/walkthrough/view-container.md
@@ -1,14 +1,56 @@
-# DVC View Container
-
-The view container provides supplementary information and control over the
-experiments and plots in the workspace.
+# DVC Views
 
 Click on the `DVC` icon in the
 [Activity Bar](https://code.visualstudio.com/docs/getstarted/userinterface) to
-access the container or use
+access the views or use
 [View: Show DVC](command:workbench.view.extension.dvc-views) from the Command
 Palette.
 
-A welcome view showing some getting started instructions will appear in the
-container when the CLI is not accessible or if there is not a `DVC` project
-available in the workspace.
+โ— Welcome and support views showing some getting started instructions will
+appear in the container when `DVC` is not installed or if there is not a `DVC`
+project available in the workspace:
+
+<p float="left">
+  <img src="images/view-container-welcome.png"
+       alt="Welcome View" width="49%" />
+  <img src="images/view-container-support.png"
+       alt="Support View" width="49%" />
+</p>
+
+> ๐Ÿค— If something goes wrong, you have a feature request, or you need some help-
+> don't hesitate to ping us in the [Discord](https://discord.gg/BGCjJHvDHt)
+> channel or open an issue on
+> [GitHub](https://github.com/iterative/vscode-dvc/issues). We are happy to
+> help.
+
+If DVC and the extension are initialized, side bar will exposes multiple views:
+
+<p float="left">
+  <img src="images/view-container-show.png"
+       alt="Show DVC Container View" width="49%" />
+  <img src="images/view-container-columns.png"
+       alt="Columns View" width="49%" />
+</p>
+<p float="left">
+  <img src="images/view-container-experiments.png"
+       alt="Experiments View" width="49%" />
+  <img src="images/view-container-sort.png"
+       alt="Sort By View" width="49%" />
+</p>
+<p float="left">
+  <img src="images/view-container-filter.png"
+       alt="Filter By View" width="49%" />
+  <img src="images/view-container-plots.png"
+       alt="Plots View" width="49%" />
+</p>
+
+- `COLUMNS`. Used to fine-tune the experiments table to focus on the most
+  important metrics, parameters, and data signals and to view all available
+  columns.
+- `EXPERIMENTS`. Exposes the list of experiments, their checkpoints and common
+  actions.
+- `SORT BY`. Used to display and configure how the experiments table is sorted.
+- `FILTER BY`. Used to view, add, or remove metrics and parameters filters.
+  These will hide specific experiments in the table.
+- `PLOTS`. Used to fine-tune the plots dashboard, e.g. by toggling plots
+  visibility.

From d39fbc02b81d926564b89d18c79d8bae22d83c41 Mon Sep 17 00:00:00 2001
From: "Restyled.io" <commits@restyled.io>
Date: Tue, 14 Jun 2022 06:35:41 +0000
Subject: [PATCH 2/2] Restyled by whitespace

---
 extension/resources/walkthrough/dvc-tracked-files.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/extension/resources/walkthrough/dvc-tracked-files.md b/extension/resources/walkthrough/dvc-tracked-files.md
index df22422ce3..2760c69fb3 100644
--- a/extension/resources/walkthrough/dvc-tracked-files.md
+++ b/extension/resources/walkthrough/dvc-tracked-files.md
@@ -10,7 +10,7 @@ see the files and directories that are managed by DVC (even if they are not yet
 downloaded) in a view similar to the regular `Explorer` view
 
 <p align="center">
-  <img src="images/dvc-tracked-explorer.png" 
+  <img src="images/dvc-tracked-explorer.png"
        alt="DVC-Tracked Explorer Integration" />
 </p>