updating notebook + bumping version

[dhrubo-os]

Description

[updating notebook + bumping version]

Issues Resolved

[List any issues this PR will resolve]

Check List

• New functionality includes testing.
  • All tests pass
• New functionality has been documented.
  • New functionality has javadoc added
• Commits are signed per the DCO using --signoff

By submitting this pull request, I confirm that my contribution is made under the terms of the Apache 2.0 license.
For more information on following Developer Certificate of Origin and signing off your commits, please check here.

[codecov]

Codecov Report

Merging #199 (8f035c6) into main (0a0fa63) will not change coverage.
The diff coverage is 100.00%.

@@           Coverage Diff           @@
##             main     #199   +/-   ##
=======================================
  Coverage   91.15%   91.15%           
=======================================
  Files          37       37           
  Lines        4091     4091           
=======================================
  Hits         3729     3729           
  Misses        362      362           

Files Changed	Coverage Δ
opensearch_py_ml/_version.py	100.00% <100.00%> (ø)

[greaa-aws]

For the first plot, let's change the colors and update the figure shape:

M, T = df_pd.shape

plt.figure(figsize=(12,4))
cm = plt.get_cmap('Dark2')
vals = np.arange(M)[::-1]

for i in range(M):
    plt.plot(smd_data[i,:], color = cm(vals[i]))

plt.title('Example metrics from the Server Machine Dataset')
plt.ylabel('Normalized metrics value')
plt.xlabel('Timestamp')
plt.show()

[greaa-aws]

For the second-to-last plot zooming in on the other suspected metrics in the first event, let's make it a little more clear where these metrics come from, keep their colors consistent with the first plot, and add event window highlighting:

ixs = [x for x in smd_res[0]['suspected_metrics'] if x!=6]
event_start, event_end = smd_res[0]['event_window']

plt.figure(figsize=(12, 4))
for i in ixs:
    plt.plot(smd_data[i,:], alpha=0.8, color = cm(vals[i]))

plt.fill_between(smd_res[0]['event_window'], 0, 0.1, color='skyblue', alpha=0.6)
plt.show()

[greaa-aws]

Lastly, maybe add a short text block between the zoomed-in plot and the plot for the second event? Could be as simple as a line that says "Next we'll plot the second event."

[opensearch-trigger-bot]

The backport to 1.x failed:

The process '/usr/bin/git' failed with exit code 1

To backport manually, run these commands in your terminal:

# Fetch latest updates from GitHub
git fetch
# Create a new working tree
git worktree add .worktrees/backport-1.x 1.x
# Navigate to the new working tree
cd .worktrees/backport-1.x
# Create a new branch
git switch --create backport/backport-199-to-1.x
# Cherry-pick the merged commit of this pull request and resolve the conflicts
git cherry-pick -x --mainline 1 1237aa61bb40cf6cef06002cffa02093ef4b2023
# Push it to GitHub
git push --set-upstream origin backport/backport-199-to-1.x
# Go back to the original working tree
cd ../..
# Delete the working tree
git worktree remove .worktrees/backport-1.x

Then, create a pull request where the base branch is 1.x and the compare/head branch is backport/backport-199-to-1.x.