From 3d2dc6a76e10947deff37660bee214dd649f8cee Mon Sep 17 00:00:00 2001 From: Prasad Mujumdar Date: Mon, 3 Feb 2025 13:18:31 -0800 Subject: [PATCH 01/29] Initial setup with jekyll Signed-off-by: Prasad Mujumdar --- .gitignore | 6 + 404.html | 25 +++ Gemfile | 34 ++++ LICENSE | 201 ------------------- README.md | 1 - _config.yml | 55 +++++ _posts/2025-02-03-welcome-to-jekyll.markdown | 29 +++ about.markdown | 18 ++ index.markdown | 6 + 9 files changed, 173 insertions(+), 202 deletions(-) create mode 100644 .gitignore create mode 100644 404.html create mode 100644 Gemfile delete mode 100644 LICENSE delete mode 100644 README.md create mode 100644 _config.yml create mode 100644 _posts/2025-02-03-welcome-to-jekyll.markdown create mode 100644 about.markdown create mode 100644 index.markdown diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..918de83 --- /dev/null +++ b/.gitignore @@ -0,0 +1,6 @@ +_site +.sass-cache +.jekyll-cache +.jekyll-metadata +vendor +Gemfile.lock diff --git a/404.html b/404.html new file mode 100644 index 0000000..3a16ab5 --- /dev/null +++ b/404.html @@ -0,0 +1,25 @@ +--- +permalink: /404.html +layout: page +--- + + + +
+

404

+ +

Page not found :(

+

The requested page could not be found.

+
diff --git a/Gemfile b/Gemfile new file mode 100644 index 0000000..c20eb13 --- /dev/null +++ b/Gemfile @@ -0,0 +1,34 @@ +source "https://rubygems.org" +# Hello! This is where you manage which Jekyll version is used to run. +# When you want to use a different version, change it below, save the +# file and run `bundle install`. Run Jekyll with `bundle exec`, like so: +# +# bundle exec jekyll serve +# +# This will help ensure the proper Jekyll version is running. +# Happy Jekylling! +#gem "jekyll", "~> 4.4.1" +# This is the default theme for new Jekyll sites. You may change this to anything you like. +gem "minima", "~> 2.5" +# If you want to use GitHub Pages, remove the "gem "jekyll"" above and +# uncomment the line below. To upgrade, run `bundle update github-pages`. +# gem "github-pages", group: :jekyll_plugins +gem "github-pages", "~> 232", group: :jekyll_plugins +# If you have any plugins, put them here! +group :jekyll_plugins do + gem "jekyll-feed", "~> 0.12" +end + +# Windows and JRuby does not include zoneinfo files, so bundle the tzinfo-data gem +# and associated library. +platforms :mingw, :x64_mingw, :mswin, :jruby do + gem "tzinfo", ">= 1", "< 3" + gem "tzinfo-data" +end + +# Performance-booster for watching directories on Windows +gem "wdm", "~> 0.1", :platforms => [:mingw, :x64_mingw, :mswin] + +# Lock `http_parser.rb` gem to `v0.6.x` on JRuby builds since newer versions of the gem +# do not have a Java counterpart. +gem "http_parser.rb", "~> 0.6.0", :platforms => [:jruby] diff --git a/LICENSE b/LICENSE deleted file mode 100644 index 261eeb9..0000000 --- a/LICENSE +++ /dev/null @@ -1,201 +0,0 @@ - Apache License - Version 2.0, January 2004 - http://www.apache.org/licenses/ - - TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION - - 1. 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We also recommend that a - file or class name and description of purpose be included on the - same "printed page" as the copyright notice for easier - identification within third-party archives. - - Copyright [yyyy] [name of copyright owner] - - Licensed under the Apache License, Version 2.0 (the "License"); - you may not use this file except in compliance with the License. - You may obtain a copy of the License at - - http://www.apache.org/licenses/LICENSE-2.0 - - Unless required by applicable law or agreed to in writing, software - distributed under the License is distributed on an "AS IS" BASIS, - WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - See the License for the specific language governing permissions and - limitations under the License. diff --git a/README.md b/README.md deleted file mode 100644 index 67172e2..0000000 --- a/README.md +++ /dev/null @@ -1 +0,0 @@ -Monocle Doc page diff --git a/_config.yml b/_config.yml new file mode 100644 index 0000000..ef7ba7c --- /dev/null +++ b/_config.yml @@ -0,0 +1,55 @@ +# Welcome to Jekyll! +# +# This config file is meant for settings that affect your whole blog, values +# which you are expected to set up once and rarely edit after that. If you find +# yourself editing this file very often, consider using Jekyll's data files +# feature for the data you need to update frequently. +# +# For technical reasons, this file is *NOT* reloaded automatically when you use +# 'bundle exec jekyll serve'. If you change this file, please restart the server process. +# +# If you need help with YAML syntax, here are some quick references for you: +# https://learn-the-web.algonquindesign.ca/topics/markdown-yaml-cheat-sheet/#yaml +# https://learnxinyminutes.com/docs/yaml/ +# +# Site settings +# These are used to personalize your new site. If you look in the HTML files, +# you will see them accessed via {{ site.title }}, {{ site.email }}, and so on. +# You can create any custom variable you would like, and they will be accessible +# in the templates via {{ site.myvariable }}. + +title: Your awesome title +email: your-email@example.com +description: >- # this means to ignore newlines until "baseurl:" + Write an awesome description for your new site here. You can edit this + line in _config.yml. It will appear in your document head meta (for + Google search results) and in your feed.xml site description. +baseurl: "" # the subpath of your site, e.g. /blog +url: "" # the base hostname & protocol for your site, e.g. http://example.com +twitter_username: jekyllrb +github_username: jekyll + +# Build settings +theme: minima +plugins: + - jekyll-feed + +# Exclude from processing. +# The following items will not be processed, by default. +# Any item listed under the `exclude:` key here will be automatically added to +# the internal "default list". +# +# Excluded items can be processed by explicitly listing the directories or +# their entries' file path in the `include:` list. +# +# exclude: +# - .sass-cache/ +# - .jekyll-cache/ +# - gemfiles/ +# - Gemfile +# - Gemfile.lock +# - node_modules/ +# - vendor/bundle/ +# - vendor/cache/ +# - vendor/gems/ +# - vendor/ruby/ diff --git a/_posts/2025-02-03-welcome-to-jekyll.markdown b/_posts/2025-02-03-welcome-to-jekyll.markdown new file mode 100644 index 0000000..c1276c9 --- /dev/null +++ b/_posts/2025-02-03-welcome-to-jekyll.markdown @@ -0,0 +1,29 @@ +--- +layout: post +title: "Welcome to Jekyll!" +date: 2025-02-03 13:13:39 -0800 +categories: jekyll update +--- +You’ll find this post in your `_posts` directory. Go ahead and edit it and re-build the site to see your changes. You can rebuild the site in many different ways, but the most common way is to run `jekyll serve`, which launches a web server and auto-regenerates your site when a file is updated. + +Jekyll requires blog post files to be named according to the following format: + +`YEAR-MONTH-DAY-title.MARKUP` + +Where `YEAR` is a four-digit number, `MONTH` and `DAY` are both two-digit numbers, and `MARKUP` is the file extension representing the format used in the file. After that, include the necessary front matter. Take a look at the source for this post to get an idea about how it works. + +Jekyll also offers powerful support for code snippets: + +{% highlight ruby %} +def print_hi(name) + puts "Hi, #{name}" +end +print_hi('Tom') +#=> prints 'Hi, Tom' to STDOUT. +{% endhighlight %} + +Check out the [Jekyll docs][jekyll-docs] for more info on how to get the most out of Jekyll. File all bugs/feature requests at [Jekyll’s GitHub repo][jekyll-gh]. If you have questions, you can ask them on [Jekyll Talk][jekyll-talk]. + +[jekyll-docs]: https://jekyllrb.com/docs/home +[jekyll-gh]: https://github.com/jekyll/jekyll +[jekyll-talk]: https://talk.jekyllrb.com/ diff --git a/about.markdown b/about.markdown new file mode 100644 index 0000000..8b4e0b2 --- /dev/null +++ b/about.markdown @@ -0,0 +1,18 @@ +--- +layout: page +title: About +permalink: /about/ +--- + +This is the base Jekyll theme. You can find out more info about customizing your Jekyll theme, as well as basic Jekyll usage documentation at [jekyllrb.com](https://jekyllrb.com/) + +You can find the source code for Minima at GitHub: +[jekyll][jekyll-organization] / +[minima](https://github.com/jekyll/minima) + +You can find the source code for Jekyll at GitHub: +[jekyll][jekyll-organization] / +[jekyll](https://github.com/jekyll/jekyll) + + +[jekyll-organization]: https://github.com/jekyll diff --git a/index.markdown b/index.markdown new file mode 100644 index 0000000..0671507 --- /dev/null +++ b/index.markdown @@ -0,0 +1,6 @@ +--- +# Feel free to add content and custom Front Matter to this file. +# To modify the layout, see https://jekyllrb.com/docs/themes/#overriding-theme-defaults + +layout: home +--- From ed925b32cc7cc7d08d5d7291053708873e71eb5f Mon Sep 17 00:00:00 2001 From: Prasad Mujumdar Date: Mon, 3 Feb 2025 13:31:28 -0800 Subject: [PATCH 02/29] initial configuration Signed-off-by: Prasad Mujumdar --- _config.yml | 13 ++++++------- demos.md | 3 +++ 2 files changed, 9 insertions(+), 7 deletions(-) create mode 100644 demos.md diff --git a/_config.yml b/_config.yml index ef7ba7c..9adedb0 100644 --- a/_config.yml +++ b/_config.yml @@ -18,16 +18,15 @@ # You can create any custom variable you would like, and they will be accessible # in the templates via {{ site.myvariable }}. -title: Your awesome title -email: your-email@example.com +title: Project Monocle +#email: @example.com description: >- # this means to ignore newlines until "baseurl:" - Write an awesome description for your new site here. You can edit this - line in _config.yml. It will appear in your document head meta (for - Google search results) and in your feed.xml site description. +Monocle helps developers and platform engineers building or managing GenAI apps monitor these in prod by making it easy to instrument their code to capture traces that are compliant with open-source cloud-native observability ecosystem. + baseurl: "" # the subpath of your site, e.g. /blog url: "" # the base hostname & protocol for your site, e.g. http://example.com -twitter_username: jekyllrb -github_username: jekyll +#twitter_username: jekyllrb +#github_username: jekyll # Build settings theme: minima diff --git a/demos.md b/demos.md new file mode 100644 index 0000000..07cb0e7 --- /dev/null +++ b/demos.md @@ -0,0 +1,3 @@ +layout: page +title: "Monocle Demos" +permalink: /demos From 93ebc10240f4ab2e95df252dbc555438a2f7d4dd Mon Sep 17 00:00:00 2001 From: prasad-okahu <147112411+prasad-okahu@users.noreply.github.com> Date: Mon, 3 Feb 2025 14:25:20 -0800 Subject: [PATCH 03/29] Update _config.yml Signed-off-by: Prasad Mujumdar --- _config.yml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/_config.yml b/_config.yml index 9adedb0..e2e5dd0 100644 --- a/_config.yml +++ b/_config.yml @@ -19,12 +19,12 @@ # in the templates via {{ site.myvariable }}. title: Project Monocle -#email: @example.com +email: - description: >- # this means to ignore newlines until "baseurl:" Monocle helps developers and platform engineers building or managing GenAI apps monitor these in prod by making it easy to instrument their code to capture traces that are compliant with open-source cloud-native observability ecosystem. baseurl: "" # the subpath of your site, e.g. /blog -url: "" # the base hostname & protocol for your site, e.g. http://example.com +url: "https://monocle2ai.github.io/docs/" # the base hostname & protocol for your site, e.g. http://example.com #twitter_username: jekyllrb #github_username: jekyll From 9a8c78583b841e5deedb021c1a25c19188ced21d Mon Sep 17 00:00:00 2001 From: prasad-okahu <147112411+prasad-okahu@users.noreply.github.com> Date: Mon, 3 Feb 2025 14:29:58 -0800 Subject: [PATCH 04/29] Update _config.yml Signed-off-by: Prasad Mujumdar --- _config.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/_config.yml b/_config.yml index e2e5dd0..635303e 100644 --- a/_config.yml +++ b/_config.yml @@ -19,7 +19,7 @@ # in the templates via {{ site.myvariable }}. title: Project Monocle -email: - +email: prasad@okahu.ai description: >- # this means to ignore newlines until "baseurl:" Monocle helps developers and platform engineers building or managing GenAI apps monitor these in prod by making it easy to instrument their code to capture traces that are compliant with open-source cloud-native observability ecosystem. From f6077be6d947b45b2f3273ea9d45fb3bc9438a55 Mon Sep 17 00:00:00 2001 From: Prasad Mujumdar Date: Mon, 3 Feb 2025 14:34:29 -0800 Subject: [PATCH 05/29] updated indentation Signed-off-by: Prasad Mujumdar --- _config.yml | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/_config.yml b/_config.yml index 635303e..6d7d97f 100644 --- a/_config.yml +++ b/_config.yml @@ -21,7 +21,9 @@ title: Project Monocle email: prasad@okahu.ai description: >- # this means to ignore newlines until "baseurl:" -Monocle helps developers and platform engineers building or managing GenAI apps monitor these in prod by making it easy to instrument their code to capture traces that are compliant with open-source cloud-native observability ecosystem. + Monocle helps developers and platform engineers building or managing GenAI apps monitor these in prod by + making it easy to instrument their code to capture traces that are compliant with open-source cloud-native + observability ecosystem. baseurl: "" # the subpath of your site, e.g. /blog url: "https://monocle2ai.github.io/docs/" # the base hostname & protocol for your site, e.g. http://example.com From 7f21aad55c5ef5b1514880fdb62258e099479e56 Mon Sep 17 00:00:00 2001 From: Prasad Mujumdar Date: Mon, 3 Feb 2025 14:38:42 -0800 Subject: [PATCH 06/29] updated theme Signed-off-by: Prasad Mujumdar --- _config.yml | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/_config.yml b/_config.yml index 6d7d97f..dfd39ce 100644 --- a/_config.yml +++ b/_config.yml @@ -31,9 +31,9 @@ url: "https://monocle2ai.github.io/docs/" # the base hostname & protocol for you #github_username: jekyll # Build settings -theme: minima -plugins: - - jekyll-feed +theme: minimal +#plugins: +# - jekyll-feed # Exclude from processing. # The following items will not be processed, by default. From efa1135018bc7a879f2fd43ecc4d01df298f4c74 Mon Sep 17 00:00:00 2001 From: Prasad Mujumdar Date: Mon, 3 Feb 2025 14:41:04 -0800 Subject: [PATCH 07/29] updated theme Signed-off-by: Prasad Mujumdar --- _config.yml | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/_config.yml b/_config.yml index dfd39ce..f140596 100644 --- a/_config.yml +++ b/_config.yml @@ -31,8 +31,10 @@ url: "https://monocle2ai.github.io/docs/" # the base hostname & protocol for you #github_username: jekyll # Build settings -theme: minimal -#plugins: +#theme: minimal +remote_theme: pages-themes/minimal@v0.2.0 +plugins: +- jekyll-remote-theme # add this line to the plugins list if you already have one # - jekyll-feed # Exclude from processing. From eb88c7417f0e95e1f042385701a341e82cb700b4 Mon Sep 17 00:00:00 2001 From: prasad-okahu <147112411+prasad-okahu@users.noreply.github.com> Date: Mon, 3 Feb 2025 14:50:06 -0800 Subject: [PATCH 08/29] Update index.markdown Signed-off-by: Prasad Mujumdar --- index.markdown | 125 +++++++++++++++++++++++++++++++++++++++++++++++-- 1 file changed, 121 insertions(+), 4 deletions(-) diff --git a/index.markdown b/index.markdown index 0671507..8611051 100644 --- a/index.markdown +++ b/index.markdown @@ -1,6 +1,123 @@ --- -# Feel free to add content and custom Front Matter to this file. -# To modify the layout, see https://jekyllrb.com/docs/themes/#overriding-theme-defaults - -layout: home +layout: default --- + +Text can be **bold**, _italic_, or ~~strikethrough~~. + +[Link to another page](./another-page.html). + +There should be whitespace between paragraphs. + +There should be whitespace between paragraphs. We recommend including a README, or a file with information about your project. + +# Header 1 + +This is a normal paragraph following a header. GitHub is a code hosting platform for version control and collaboration. It lets you and others work together on projects from anywhere. + +## Header 2 + +> This is a blockquote following a header. +> +> When something is important enough, you do it even if the odds are not in your favor. + +### Header 3 + +```js +// Javascript code with syntax highlighting. +var fun = function lang(l) { + dateformat.i18n = require('./lang/' + l) + return true; +} +``` + +```ruby +# Ruby code with syntax highlighting +GitHubPages::Dependencies.gems.each do |gem, version| + s.add_dependency(gem, "= #{version}") +end +``` + +#### Header 4 + +* This is an unordered list following a header. +* This is an unordered list following a header. +* This is an unordered list following a header. + +##### Header 5 + +1. This is an ordered list following a header. +2. This is an ordered list following a header. +3. This is an ordered list following a header. + +###### Header 6 + +| head1 | head two | three | +|:-------------|:------------------|:------| +| ok | good swedish fish | nice | +| out of stock | good and plenty | nice | +| ok | good `oreos` | hmm | +| ok | good `zoute` drop | yumm | + +### There's a horizontal rule below this. + +* * * + +### Here is an unordered list: + +* Item foo +* Item bar +* Item baz +* Item zip + +### And an ordered list: + +1. Item one +1. Item two +1. Item three +1. Item four + +### And a nested list: + +- level 1 item + - level 2 item + - level 2 item + - level 3 item + - level 3 item +- level 1 item + - level 2 item + - level 2 item + - level 2 item +- level 1 item + - level 2 item + - level 2 item +- level 1 item + +### Small image + +![Octocat](https://github.githubassets.com/images/icons/emoji/octocat.png) + +### Large image + +![Branching](https://guides.github.com/activities/hello-world/branching.png) + + +### Definition lists can be used with HTML syntax. + +
+
Name
+
Godzilla
+
Born
+
1952
+
Birthplace
+
Japan
+
Color
+
Green
+
+ +``` +Long, single-line code blocks should not wrap. They should horizontally scroll if they are too long. This line should be long enough to demonstrate this. +``` + +``` +The final element. +``` From 1ef4d795abbde5a819fe006e8362d6dfc351667d Mon Sep 17 00:00:00 2001 From: Prasad Mujumdar Date: Mon, 3 Feb 2025 15:09:17 -0800 Subject: [PATCH 09/29] updated theme Signed-off-by: Prasad Mujumdar --- _layouts/defalt.html | 56 ++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 56 insertions(+) create mode 100644 _layouts/defalt.html diff --git a/_layouts/defalt.html b/_layouts/defalt.html new file mode 100644 index 0000000..0870472 --- /dev/null +++ b/_layouts/defalt.html @@ -0,0 +1,56 @@ + + + + + + + +{% seo %} + + + {% include head-custom.html %} + + +
+
+

{{ site.title | default: site.github.repository_name }}

+ + {% if site.logo %} + Logo + {% endif %} + +

{{ site.description | default: site.github.project_tagline }}

+ + {% if site.github.is_project_page %} +

View the Project on GitHub {{ site.github.repository_nwo }}

+ {% endif %} + + {% if site.github.is_user_page %} +

View My GitHub Profile

+ {% endif %} + + {% if site.show_downloads %} + + {% endif %} +
+
+ + {{ content }} + +
+ +
+ + + From 93263d56895fb338e539078642b11ac1b93beb91 Mon Sep 17 00:00:00 2001 From: Prasad Mujumdar Date: Mon, 3 Feb 2025 15:19:23 -0800 Subject: [PATCH 10/29] updated theme Signed-off-by: Prasad Mujumdar --- _layouts/{defalt.html => default.html} | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename _layouts/{defalt.html => default.html} (100%) diff --git a/_layouts/defalt.html b/_layouts/default.html similarity index 100% rename from _layouts/defalt.html rename to _layouts/default.html From e73295d6460cdb7b681a26bdabf7bb2a88caedfd Mon Sep 17 00:00:00 2001 From: Prasad Mujumdar Date: Mon, 3 Feb 2025 15:22:52 -0800 Subject: [PATCH 11/29] updated baseurl Signed-off-by: Prasad Mujumdar --- _config.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/_config.yml b/_config.yml index f140596..75ceda1 100644 --- a/_config.yml +++ b/_config.yml @@ -25,7 +25,7 @@ description: >- # this means to ignore newlines until "baseurl:" making it easy to instrument their code to capture traces that are compliant with open-source cloud-native observability ecosystem. -baseurl: "" # the subpath of your site, e.g. /blog +#baseurl: "" # the subpath of your site, e.g. /blog url: "https://monocle2ai.github.io/docs/" # the base hostname & protocol for your site, e.g. http://example.com #twitter_username: jekyllrb #github_username: jekyll From 79e6c76c06b2c7bb094013fc577af0a81be25bfa Mon Sep 17 00:00:00 2001 From: Prasad Mujumdar Date: Mon, 3 Feb 2025 15:31:10 -0800 Subject: [PATCH 12/29] cleanup Signed-off-by: Prasad Mujumdar --- _layouts/default.html | 56 -------------------- _posts/2025-02-03-welcome-to-jekyll.markdown | 29 ---------- about.markdown | 18 ------- 3 files changed, 103 deletions(-) delete mode 100644 _layouts/default.html delete mode 100644 _posts/2025-02-03-welcome-to-jekyll.markdown delete mode 100644 about.markdown diff --git a/_layouts/default.html b/_layouts/default.html deleted file mode 100644 index 0870472..0000000 --- a/_layouts/default.html +++ /dev/null @@ -1,56 +0,0 @@ - - - - - - - -{% seo %} - - - {% include head-custom.html %} - - -
-
-

{{ site.title | default: site.github.repository_name }}

- - {% if site.logo %} - Logo - {% endif %} - -

{{ site.description | default: site.github.project_tagline }}

- - {% if site.github.is_project_page %} -

View the Project on GitHub {{ site.github.repository_nwo }}

- {% endif %} - - {% if site.github.is_user_page %} -

View My GitHub Profile

- {% endif %} - - {% if site.show_downloads %} - - {% endif %} -
-
- - {{ content }} - -
- -
- - - diff --git a/_posts/2025-02-03-welcome-to-jekyll.markdown b/_posts/2025-02-03-welcome-to-jekyll.markdown deleted file mode 100644 index c1276c9..0000000 --- a/_posts/2025-02-03-welcome-to-jekyll.markdown +++ /dev/null @@ -1,29 +0,0 @@ ---- -layout: post -title: "Welcome to Jekyll!" -date: 2025-02-03 13:13:39 -0800 -categories: jekyll update ---- -You’ll find this post in your `_posts` directory. Go ahead and edit it and re-build the site to see your changes. You can rebuild the site in many different ways, but the most common way is to run `jekyll serve`, which launches a web server and auto-regenerates your site when a file is updated. - -Jekyll requires blog post files to be named according to the following format: - -`YEAR-MONTH-DAY-title.MARKUP` - -Where `YEAR` is a four-digit number, `MONTH` and `DAY` are both two-digit numbers, and `MARKUP` is the file extension representing the format used in the file. After that, include the necessary front matter. Take a look at the source for this post to get an idea about how it works. - -Jekyll also offers powerful support for code snippets: - -{% highlight ruby %} -def print_hi(name) - puts "Hi, #{name}" -end -print_hi('Tom') -#=> prints 'Hi, Tom' to STDOUT. -{% endhighlight %} - -Check out the [Jekyll docs][jekyll-docs] for more info on how to get the most out of Jekyll. File all bugs/feature requests at [Jekyll’s GitHub repo][jekyll-gh]. If you have questions, you can ask them on [Jekyll Talk][jekyll-talk]. - -[jekyll-docs]: https://jekyllrb.com/docs/home -[jekyll-gh]: https://github.com/jekyll/jekyll -[jekyll-talk]: https://talk.jekyllrb.com/ diff --git a/about.markdown b/about.markdown deleted file mode 100644 index 8b4e0b2..0000000 --- a/about.markdown +++ /dev/null @@ -1,18 +0,0 @@ ---- -layout: page -title: About -permalink: /about/ ---- - -This is the base Jekyll theme. You can find out more info about customizing your Jekyll theme, as well as basic Jekyll usage documentation at [jekyllrb.com](https://jekyllrb.com/) - -You can find the source code for Minima at GitHub: -[jekyll][jekyll-organization] / -[minima](https://github.com/jekyll/minima) - -You can find the source code for Jekyll at GitHub: -[jekyll][jekyll-organization] / -[jekyll](https://github.com/jekyll/jekyll) - - -[jekyll-organization]: https://github.com/jekyll From f9c0222b849b78a606c3d2383f6ce54e66049488 Mon Sep 17 00:00:00 2001 From: Prasad Mujumdar Date: Mon, 3 Feb 2025 17:31:58 -0800 Subject: [PATCH 13/29] Documentation Signed-off-by: Prasad Mujumdar --- _config.yml | 6 +- _layouts/default.html | 43 +++++ assets/.DS_Store | Bin 0 -> 6148 bytes assets/img/Monocle-Logo-Color.png | Bin 0 -> 61520 bytes assets/img/cncf.png | Bin 0 -> 16125 bytes assets/img/lfaidata-horizontal-color.png | Bin 0 -> 37967 bytes assets/img/lfaidata-stacked-color.png | Bin 0 -> 38455 bytes assets/img/monocle_chatbot_aws.png | Bin 0 -> 137353 bytes demos.md | 8 +- documentation/Monocle_User_Guide.md | 193 +++++++++++++++++++++ documentation/Monocle_contributor_guide.md | 1 + documentation/What-is-monocle.md | 41 +++++ index.markdown | 125 +------------ 13 files changed, 295 insertions(+), 122 deletions(-) create mode 100644 _layouts/default.html create mode 100644 assets/.DS_Store create mode 100644 assets/img/Monocle-Logo-Color.png create mode 100644 assets/img/cncf.png create mode 100644 assets/img/lfaidata-horizontal-color.png create mode 100644 assets/img/lfaidata-stacked-color.png create mode 100644 assets/img/monocle_chatbot_aws.png create mode 100644 documentation/Monocle_User_Guide.md create mode 100644 documentation/Monocle_contributor_guide.md create mode 100644 documentation/What-is-monocle.md diff --git a/_config.yml b/_config.yml index 75ceda1..d7a7045 100644 --- a/_config.yml +++ b/_config.yml @@ -19,14 +19,14 @@ # in the templates via {{ site.myvariable }}. title: Project Monocle -email: prasad@okahu.ai +logo: /assets/img/Monocle-Logo-Color.png description: >- # this means to ignore newlines until "baseurl:" Monocle helps developers and platform engineers building or managing GenAI apps monitor these in prod by making it easy to instrument their code to capture traces that are compliant with open-source cloud-native observability ecosystem. - +show_downloads: false #baseurl: "" # the subpath of your site, e.g. /blog -url: "https://monocle2ai.github.io/docs/" # the base hostname & protocol for your site, e.g. http://example.com +url: "https://monocle2ai.org" # the base hostname & protocol for your site, e.g. http://example.com #twitter_username: jekyllrb #github_username: jekyll diff --git a/_layouts/default.html b/_layouts/default.html new file mode 100644 index 0000000..762eec0 --- /dev/null +++ b/_layouts/default.html @@ -0,0 +1,43 @@ + + + + + + + +{% seo %} + + + {% include head-custom.html %} + + +
+
+

{{ site.title | default: site.github.repository_name }}

+ + {% if site.logo %} + Logo + {% endif %} + +

{{ site.description | default: site.github.project_tagline }}

+ {% if site.github.is_project_page %} +

View on Github

+ {% endif %} + +
+
+ + {{ content }} + +
+
+

Built in the open source natively for GenAI ecosystem

+ LF AI&Data + CNCF +
+
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z&DlZawgAL=K-<*rE5K0A+MEf~~`-;lftXaFW+o^tw;L88`sK#5mZWBQF4 zP{j9yZwHr9@1e)QMc6U$iPb1e<%a=ITZB$J79DNIJ8Ch&GiAZlAectLMd!RvvQ&mL zqV8`25rtgI*kOa=(y733Wzo-Q7uauU;IJ zwV(W%^l>Y!2C$S=^(H;w9pyj#&J>D&2l1RKv^^4@JjQ?bBjYGxr$Lr+$wD~4GrUuJ z1T%T@ad9~d#tx#e0n!t|3Ou|fxkk*Z#UVqV3h8(HRL-iMWXw%cY*%WMtw0G^r%emg z9=1NjrXiLJ`uNq7K7F2PQh|fSw@4tYBr#ljhsTK1;K_`^tw76wqrV4n3!%TN=m7h4 Ytdy(ael5vOnF;vQ)x>DzsA2v72h;rkhyVZp literal 0 HcmV?d00001 diff --git a/demos.md b/demos.md index 07cb0e7..bae7f44 100644 --- a/demos.md +++ b/demos.md @@ -1,3 +1,5 @@ -layout: page -title: "Monocle Demos" -permalink: /demos +--- +layout: default +--- + +# Okahu demo \ No newline at end of file diff --git a/documentation/Monocle_User_Guide.md b/documentation/Monocle_User_Guide.md new file mode 100644 index 0000000..4f67598 --- /dev/null +++ b/documentation/Monocle_User_Guide.md @@ -0,0 +1,193 @@ +# Monocle User Guide + +## Monocle Concepts +### Traces +Traces are the full view of a single end-to-end application KPI, for example Chatbot application to provide a response to end user’s question. Traces consist of various metadata about the application run including status, start time, duration, input/outputs etc. They also include a list of individual steps aka “spans with details about that step. +It’s typically the workflow code components of an application that generate the traces for application runs. +### Spans +Spans are the individual steps executed by the application to perform a GenAI related task”, for example app retrieving vectors from DB, app querying LLM for inference etc. The span includes the type of operation, start time, duration and metadata relevant to that step e.g., Model name, parameters and model endpoint/server for an inference request. +It’s typically the workflow code components of an application that generate the traces for application runs. + +## Setup Monocle +- You can download Monocle library releases from Pypi +``` + > pip install monocle_apptrace +``` + +- For Azure support (to upload traces to Azure), install with the azure extra: +``` + > pip install monocle_apptrace[azure] +``` + +- For AWS support (to upload traces to AWS), install with the aws extra: +``` + > pip install monocle_apptrace[aws] +``` + +- You can locally build and install Monocle library from source +``` + > pip install . +``` +- Install the optional test dependencies listed against dev in pyproject.toml in editable mode +``` + > pip install -e ".[dev]" +``` + + +## Using Monocle with your application to generate traces +### Enable Monocle tracing +You need to import monocle package and invoke the API ``setup_monocle_telemetry(workflow=)`` to enable the tracing. The 'workflow-name' is what you define to identify the give application workflow, for example "customer-chatbot". Monocle trace will include this name in every trace. The trace output will include a list of spans in the traces. You can print the output on the console or send it to an HTTP endpoint. + +### Using Monocle's out of box support of genAI technology components +Monocle community has done the hard work of figuring out what to trace and how to extract relevant details from multiple genAI technology components. For example, if you have a python app coded using LlamaIndex and using models hostsed in OpenAI, Monocle can seamlessly trace your app. All you need to do enable Monocle tracing. + +### Using Monocle's Support for Adding Custom Attributes +Monocle provides users with the ability to add custom attributes to various spans, such as inference and retrieval spans, by utilizing the output processor within its metamodel. This feature allows for dynamic attribute assignment through lambda functions, which operate on an arguments dictionary. +The arguments dictionary contains key-value pairs that can be used to compute custom attributes. The dictionary includes the following components: +```python +arguments = {"instance":instance, "args":args, "kwargs":kwargs, "output":return_value} +``` +By leveraging this dictionary, users can define custom attributes for spans, enabling the integration of additional context and information into the tracing process. The lambda functions used in the attributes field can access and process these values to enrich the span with relevant custom data. + +#### Example - Enable Monocle tracing in your application +```python +from monocle_apptrace.instrumentor import setup_monocle_telemetry +from opentelemetry.sdk.trace.export import BatchSpanProcessor, ConsoleSpanExporter +from langchain.chains import LLMChain +from langchain_openai import OpenAI +from langchain.prompts import PromptTemplate + +# Call the setup Monocle telemetry method +setup_monocle_telemetry(workflow_name = "simple_math_app") + +llm = OpenAI() +prompt = PromptTemplate.from_template("1 + {number} = ") + +chain = LLMChain(llm=llm, prompt=prompt) +chain.invoke({"number":2}) + +# Request callbacks: Finally, let's use the request `callbacks` to achieve the same result +chain = LLMChain(llm=llm, prompt=prompt) +chain.invoke({"number":2}, {"callbacks":[handler]}) + +``` + +### Accessing monocle trace +By default monocle generate traces in a json file created in the local directory where the application is running. The file name by default is monocle_trace_{workflow_name}\_{trace_id}\_{timestamp}.json where the trace_id is a unique number generated by monocle for every trace. Please refere to [Trace span json](Monocle_User_Guide.md#trace-span-json). The file path and format can be changed by setting those properties as argement to ```setup_monocle_telemetry()```. For example, +``` +setup_monocle_telemetry(workflow_name = "simple_math_app", + span_processors=[BatchSpanProcessor(FileSpanExporter( + out_path = "/tmp", + file_prefix = "map_app_prod_trace_", + time_format = "%Y-%m-%d")) + ]) +``` +To print the trace on the console, use ```ConsoleSpanExporter()``` instead of ```FileSpanExporter()``` + +For Azure: + Install the Azure support as shown in the setup section, then use ```AzureBlobSpanExporter()``` to upload the traces to Azure. + +For AWS: + Install the AWS support as shown in the setup section, then use ```S3SpanExporter()``` to upload the traces to an S3 bucket. + +### Leveraging Monocle's extensibility to handle customization +When the out of box features from app frameworks are not sufficent, the app developers have to add custom code. For example, if you are extending a LLM class in LlamaIndex to use a model hosted in NVIDIA Triton. This new class is not know to Monocle. You can specify this new class method part of Monocle enabling API and it will be able to trace it. + +#### Default configuration of instrumented methods in Monocle +The following files comprise of default configuration of instrumented methods and span names corresponding to them, for each framework respectively. +- [src/monocle_apptrace/langchain/__init__.py](src/monocle_apptrace/langchain/__init__.py), +- [src/monocle_apptrace/llamaindex/__init__.py](src/monocle_apptrace/llamaindex/__init__.py), +- [src/monocle_apptrace/haystack/__init__.py](src/monocle_apptrace/haystack/__init__.py) + +Following configuration instruments ```invoke(..)``` of ```RunnableSequence```, aka chain or worflow in Langchain parlance, to emit the span. +``` + { + "package": "langchain.schema.runnable", + "object": "RunnableSequence", + "method": "invoke", + "span_name": "langchain.workflow", + "wrapper": task_wrapper + } +``` +#### Example - Monitoring custom methods with Monocle +```python +from monocle_apptrace.wrapper import WrapperMethod,task_wrapper,atask_wrapper +from opentelemetry.sdk.trace.export import BatchSpanProcessor, ConsoleSpanExporter + +# extend the default wrapped methods list as follows +app_name = "simple_math_app" +setup_monocle_telemetry( + workflow_name=app_name, + span_processors=[BatchSpanProcessor(ConsoleSpanExporter())], + wrapper_methods=[ + WrapperMethod( + package="langchain.schema.runnable", + object_name="RunnableParallel", + method="invoke", + span_name="langchain.workflow", + wrapper=task_wrapper), + WrapperMethod( + package="langchain.schema.runnable", + object_name="RunnableParallel", + method="ainvoke", + span_name="langchain.workflow", + wrapper=atask_wrapper) + ]) + +``` + +### Going beyond supported genAI components +- If you are using an application framework, model hosting service/infra etc. that's not currently supported by Monocle, please submit a github issue to add that support. +- Monocle community is working on adding an SDK to enable applications to generate their own traces. + +## Understanding the trace output + +### Trace span json + +Monocle generates spans which adhere to [Tracing API | OpenTelemetry](https://opentelemetry.io/docs/specs/otel/trace/api/#span) format. The trace output is an array of spans. Each trace has a unique id. Every span has in the trace has this parent ```trace_id```. Please note that ```trace_id``` groups related spans and is auto generated with-in Monocle. + +| Span JSON | Description | +| ------------- | ------------- | +| {|| +| "```name```": "langchain.workflow",|span name and is configurable in [__init.py__](src/monocle_apptrace/langchain/__init__.py) or in ```setup_monocle_telemetry(...)```| +| "```context```": {|this gets autogenerated| +|   "```trace_id```": "0xe5269f0e534efa098b240f974220d6b7",|| +|   "```span_id```": "0x30b13075eca52f44",|| +|   "```trace_state```": "[]"|| +|   },|| +|"```kind```": "SpanKind.INTERNAL",| an enum that describes what this span is about. Default value is SpanKind.INTERNAL, as current enums do not cover ML apps | +|"```parent_id```": null,|if null, this is root span| +|"```start_time```": "2024-07-16T17:05:15.544861Z",|| +|"```end_time```": "2024-07-16T17:05:43.502007Z",|| +|"```status```": {|| +|  "```status_code```": "UNSET"| status of span to OK or ERROR. Default is UNSET| +|  },|| +|"```attributes```": {|| +|  "workflow_name": "ml_rag_app",|defines the name of the service being set in ```setup_monocle_telemetry(...)``` during initialization of instrumentation| +|  "workflow_type": "workflow.langchain"|type of framework that generated this span| +|  },|| +|"```events```": [|captures the log records| +|  {|| +|   "```name```": "input",|name of the event. If the span is about LLM, then this will be 'input'. For vector store retrieval, this would be 'context_input'| +|   "```timestamp```": "2024-07-16T17:05:15.544874Z",|| +|   "```attributes```": {|captures the 'input' attributes. Based on the workflow of the ML framework being used, the attributes change| +|    "question": "What is Task Decomposition?",|represents LLM query| +|    "q_a_pairs": "..." |represents questions and answers for a few shot LLM prompting | +|   }|| +|  },|| +|  {|| +|   "```name```": "output",|represents 'ouput' event of LLM| +|   "```timestamp```": "2024-07-16T17:05:43.501996Z",|| +|  "```attributes```": {|| +|    "response": "Task Decomposition is ..."|response to LLM query. | +|   }|| +|  }|| +|  ],|| +|  "```links```": [],|unused. Ideally this links other causally-related spans,
but as spans are grouped by ```trace_id```, and ```parent_id``` links to parent span, this is unused| +|  "```resource```": {|represents the service name or server or machine or container which generated the span| +|    "```attributes```": {|| +|     "service.name": "ml_rag_app"|only service.name is being populated and defaults to the value of 'workflow_name' | +|    },|| +|  "```schema_url```": ""|unused| +|   }|| +|} | | \ No newline at end of file diff --git a/documentation/Monocle_contributor_guide.md b/documentation/Monocle_contributor_guide.md new file mode 100644 index 0000000..78a0d59 --- /dev/null +++ b/documentation/Monocle_contributor_guide.md @@ -0,0 +1 @@ +Coming soon ... \ No newline at end of file diff --git a/documentation/What-is-monocle.md b/documentation/What-is-monocle.md new file mode 100644 index 0000000..3fefe6e --- /dev/null +++ b/documentation/What-is-monocle.md @@ -0,0 +1,41 @@ +--- +layout: default +--- + +# Monocle for tracing GenAI app code + +Monocle is built for: +- **app developers** to trace their app code in any environment without lots of custom code decoration +- **platform engineers** to instrument apps in prod through wrapping instead of asking app devs to recode +- **GenAI component providers** to add observability features to their products +- **enterprises** to consume traces from GenAI apps in their existing open-source observability stack + +Benefits: +- Monocle provides an implementation + package, not just a spec + - No expertise in OpenTelemetry spec required + - No bespoke implementation of that spec required + - No last-mile GenAI domain specific code required to instrument your app +- Monocle provides consistency + - Connect traces across app code executions, model inference or data retrievals + - No cleansing of telemetry data across GenAI component providers required + - Works the same in personal lab dev or org cloud prod environments + - Send traces to location that fits your scale, budget and observability stack +- Monocle is fully open source and community driven + - No vendor lock-in + - Implementation is transparent + - You can freely use or customize it to fit your needs + +## What Monocle provides + +- Easy to [use](#use-monocle) code instrumentation +- OpenTelemetry compatible format for [spans](src/monocle_apptrace/metamodel/spans/span_format.json). +- Community-curated and extensible [metamodel](src/monocle_apptrace/metamodel/README.md) for consisent tracing of GenAI components. +- Export to local and cloud storage + +## Get involved +### Provide feedback +- Submit issues and enhancements requests via Github issues + +### Contribute +- Monocle is community based open source project. We welcome your contributions. Please refer to the CONTRIBUTING and CODE_OF_CONDUCT for guidelines. The [contributor's guide](CONTRIBUTING.md) provides technical details of the project. + diff --git a/index.markdown b/index.markdown index 8611051..763680d 100644 --- a/index.markdown +++ b/index.markdown @@ -2,122 +2,15 @@ layout: default --- -Text can be **bold**, _italic_, or ~~strikethrough~~. +## Demo -[Link to another page](./another-page.html). +[![Coffee chatbot](assets/img/monocle_chatbot_aws.png)](https://qvtzjqzfun.us-east-1.awsapprunner.com) +Try asking this demo [chatbot](https://qvtzjqzfun.us-east-1.awsapprunner.com) a question about coffee and explore the [traces](https://qvtzjqzfun.us-east-1.awsapprunner.com/s3) extracted by Monocle. Checkout the chatbot code on [Github](https://github.com/okahu/chatbot-coffee-lambda) to see how easy it is to instrument your code with Monocle. -There should be whitespace between paragraphs. +## Documentation -There should be whitespace between paragraphs. We recommend including a README, or a file with information about your project. - -# Header 1 - -This is a normal paragraph following a header. GitHub is a code hosting platform for version control and collaboration. It lets you and others work together on projects from anywhere. - -## Header 2 - -> This is a blockquote following a header. -> -> When something is important enough, you do it even if the odds are not in your favor. - -### Header 3 - -```js -// Javascript code with syntax highlighting. -var fun = function lang(l) { - dateformat.i18n = require('./lang/' + l) - return true; -} -``` - -```ruby -# Ruby code with syntax highlighting -GitHubPages::Dependencies.gems.each do |gem, version| - s.add_dependency(gem, "= #{version}") -end -``` - -#### Header 4 - -* This is an unordered list following a header. -* This is an unordered list following a header. -* This is an unordered list following a header. - -##### Header 5 - -1. This is an ordered list following a header. -2. This is an ordered list following a header. -3. This is an ordered list following a header. - -###### Header 6 - -| head1 | head two | three | -|:-------------|:------------------|:------| -| ok | good swedish fish | nice | -| out of stock | good and plenty | nice | -| ok | good `oreos` | hmm | -| ok | good `zoute` drop | yumm | - -### There's a horizontal rule below this. - -* * * - -### Here is an unordered list: - -* Item foo -* Item bar -* Item baz -* Item zip - -### And an ordered list: - -1. Item one -1. Item two -1. Item three -1. Item four - -### And a nested list: - -- level 1 item - - level 2 item - - level 2 item - - level 3 item - - level 3 item -- level 1 item - - level 2 item - - level 2 item - - level 2 item -- level 1 item - - level 2 item - - level 2 item -- level 1 item - -### Small image - -![Octocat](https://github.githubassets.com/images/icons/emoji/octocat.png) - -### Large image - -![Branching](https://guides.github.com/activities/hello-world/branching.png) - - -### Definition lists can be used with HTML syntax. - -

-
Name
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Godzilla
-
Born
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1952
-
Birthplace
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Japan
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Color
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Green
-
- -``` -Long, single-line code blocks should not wrap. They should horizontally scroll if they are too long. This line should be long enough to demonstrate this. -``` - -``` -The final element. -``` +- [What is Monocle?](documentation/What-is-monocle.md) +- Use Monocle + - [Quickstart](documentation/quickstart.md) + - [User guide](documentation/Monocle_User_Guide.md) +- [Contribute](documentation/Monocle_contributor_guide.md) From 0c972925ff7f5395180fa6393666e3700e08f45d Mon Sep 17 00:00:00 2001 From: Prasad Mujumdar Date: Mon, 3 Feb 2025 17:42:48 -0800 Subject: [PATCH 14/29] Documentation - quickstart guide Signed-off-by: Prasad Mujumdar --- documentation/What-is-monocle.md | 3 +-- documentation/quickstart.md | 31 +++++++++++++++++++++++++++++++ 2 files changed, 32 insertions(+), 2 deletions(-) create mode 100644 documentation/quickstart.md diff --git a/documentation/What-is-monocle.md b/documentation/What-is-monocle.md index 3fefe6e..5768c1e 100644 --- a/documentation/What-is-monocle.md +++ b/documentation/What-is-monocle.md @@ -37,5 +37,4 @@ Benefits: - Submit issues and enhancements requests via Github issues ### Contribute -- Monocle is community based open source project. We welcome your contributions. Please refer to the CONTRIBUTING and CODE_OF_CONDUCT for guidelines. The [contributor's guide](CONTRIBUTING.md) provides technical details of the project. - +- Monocle is community based open source project. We welcome your contributions. diff --git a/documentation/quickstart.md b/documentation/quickstart.md new file mode 100644 index 0000000..244f5ea --- /dev/null +++ b/documentation/quickstart.md @@ -0,0 +1,31 @@ +--- +layout: default +--- + +# Instrument TypeScript GenAI code +- Get the Monocle package + +``` + npm install --save monacle2ai +``` +- Instrument your app code +```js + const { setupMonocle } = require("monacle2ai") + setup_monocle_telemetry(workflow_name="your-app-name") +``` + +# Instrument Python GenAI code +- Get the Monocle package + +``` + pip install monocle_apptrace +``` +- Instrument your app code + - Import the Monocle package + ``` + from monocle_apptrace.instrumentor import setup_monocle_telemetry + ``` + - Setup instrumentation in your ```main()``` function + ``` + setup_monocle_telemetry(workflow_name="your-app-name") + ``` From 3ec4edb17e0123cbcc6147e07c8d243ff81d7d27 Mon Sep 17 00:00:00 2001 From: Prasad Mujumdar Date: Mon, 3 Feb 2025 17:58:00 -0800 Subject: [PATCH 15/29] Update github link Signed-off-by: Prasad Mujumdar --- index.markdown | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/index.markdown b/index.markdown index 763680d..3d583b8 100644 --- a/index.markdown +++ b/index.markdown @@ -5,7 +5,7 @@ layout: default ## Demo [![Coffee chatbot](assets/img/monocle_chatbot_aws.png)](https://qvtzjqzfun.us-east-1.awsapprunner.com) -Try asking this demo [chatbot](https://qvtzjqzfun.us-east-1.awsapprunner.com) a question about coffee and explore the [traces](https://qvtzjqzfun.us-east-1.awsapprunner.com/s3) extracted by Monocle. Checkout the chatbot code on [Github](https://github.com/okahu/chatbot-coffee-lambda) to see how easy it is to instrument your code with Monocle. +Try asking this demo [chatbot](https://qvtzjqzfun.us-east-1.awsapprunner.com) a question about coffee and explore the [traces](https://qvtzjqzfun.us-east-1.awsapprunner.com/s3) extracted by Monocle. Checkout the chatbot code on [Github](https://github.com/okahu-demos/chatbot-coffee-lambda) to see how easy it is to instrument your code with Monocle. ## Documentation From a63dfaece02b0aeb87e8b612e82c48e43b5848a2 Mon Sep 17 00:00:00 2001 From: Prasad Mujumdar Date: Mon, 3 Feb 2025 20:06:09 -0800 Subject: [PATCH 16/29] Minor doc updates Signed-off-by: Prasad Mujumdar --- _config.yml | 2 +- documentation/quickstart.md | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/_config.yml b/_config.yml index d7a7045..fb257d2 100644 --- a/_config.yml +++ b/_config.yml @@ -22,7 +22,7 @@ title: Project Monocle logo: /assets/img/Monocle-Logo-Color.png description: >- # this means to ignore newlines until "baseurl:" Monocle helps developers and platform engineers building or managing GenAI apps monitor these in prod by - making it easy to instrument their code to capture traces that are compliant with open-source cloud-native + making it easy to instrument their code to capture traces that are compliant with the open-source cloud-native observability ecosystem. show_downloads: false #baseurl: "" # the subpath of your site, e.g. /blog diff --git a/documentation/quickstart.md b/documentation/quickstart.md index 244f5ea..2b10e63 100644 --- a/documentation/quickstart.md +++ b/documentation/quickstart.md @@ -23,7 +23,7 @@ layout: default - Instrument your app code - Import the Monocle package ``` - from monocle_apptrace.instrumentor import setup_monocle_telemetry + from okahu_apptrace.instrumentation.common.instrumentor import setup_monocle_telemetry ``` - Setup instrumentation in your ```main()``` function ``` From aa1f26ed0eb99137dcecc2a110f6ba04d02efa2a Mon Sep 17 00:00:00 2001 From: Prasad Mujumdar Date: Thu, 6 Feb 2025 17:37:55 -0800 Subject: [PATCH 17/29] Minor doc updates Signed-off-by: Prasad Mujumdar --- _layouts/default.html | 4 ++-- documentation/What-is-monocle.md | 8 ++++---- 2 files changed, 6 insertions(+), 6 deletions(-) diff --git a/_layouts/default.html b/_layouts/default.html index 762eec0..eb88ef8 100644 --- a/_layouts/default.html +++ b/_layouts/default.html @@ -34,8 +34,8 @@

{{ site.title | default: site.github.repo

Built in the open source natively for GenAI ecosystem

- LF AI&Data - CNCF + LF AI&Data + CNCF
diff --git a/documentation/What-is-monocle.md b/documentation/What-is-monocle.md index 5768c1e..a61657d 100644 --- a/documentation/What-is-monocle.md +++ b/documentation/What-is-monocle.md @@ -27,10 +27,10 @@ Benefits: ## What Monocle provides -- Easy to [use](#use-monocle) code instrumentation -- OpenTelemetry compatible format for [spans](src/monocle_apptrace/metamodel/spans/span_format.json). -- Community-curated and extensible [metamodel](src/monocle_apptrace/metamodel/README.md) for consisent tracing of GenAI components. -- Export to local and cloud storage +- Easy to use code instrumentation. +- OpenTelemetry compatible format for spans and traces. +- Community-curated and extensible metamodel for consisent tracing of GenAI components. +- Export of telemetry to local and cloud storage. ## Get involved ### Provide feedback From a7cf7bb80d2ca6d7c0a12dab33f0e7177bee616c Mon Sep 17 00:00:00 2001 From: Prasad Mujumdar Date: Thu, 6 Feb 2025 21:06:19 -0800 Subject: [PATCH 18/29] Chatbot 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z&DlZawgAL=K-<*rE5K0A+MEf~~`-;lftXaFW+o^tw;L88`sK#5mZWBQF4 zP{j9yZwHr9@1e)QMc6U$iPb1e<%a=ITZB$J79DNIJ8Ch&GiAZlAectLMd!RvvQ&mL zqV8`25rtgI*kOa=(y733Wzo-Q7uauU;IJ zwV(W%^l>Y!2C$S=^(H;w9pyj#&J>D&2l1RKv^^4@JjQ?bBjYGxr$Lr+$wD~4GrUuJ z1T%T@ad9~d#tx#e0n!t|3Ou|fxkk*Z#UVqV3h8(HRL-iMWXw%cY*%WMtw0G^r%emg z9=1NjrXiLJ`uNq7K7F2PQh|fSw@4tYBr#ljhsTK1;K_`^tw76wqrV4n3!%TN=m7h4 Ytdy(ael5vOnF;vQ)x>DzsA2v72h;rkhyVZp From 8374b4ae9c4f7a3a6e6d08d9c45126a34319ab8f Mon Sep 17 00:00:00 2001 From: prasad-okahu <147112411+prasad-okahu@users.noreply.github.com> Date: Tue, 1 Apr 2025 12:39:43 -0700 Subject: [PATCH 19/29] Update demo link Signed-off-by: Prasad Mujumdar --- index.markdown | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/index.markdown b/index.markdown index 3d583b8..49c5729 100644 --- a/index.markdown +++ b/index.markdown @@ -4,8 +4,9 @@ layout: default ## Demo -[![Coffee chatbot](assets/img/monocle_chatbot_aws.png)](https://qvtzjqzfun.us-east-1.awsapprunner.com) -Try asking this demo [chatbot](https://qvtzjqzfun.us-east-1.awsapprunner.com) a question about coffee and explore the [traces](https://qvtzjqzfun.us-east-1.awsapprunner.com/s3) extracted by Monocle. Checkout the chatbot code on [Github](https://github.com/okahu-demos/chatbot-coffee-lambda) to see how easy it is to instrument your code with Monocle. +![Coffee chatbot](assets/img/monocle_chatbot_aws.png) + +Checkout the chatbot code on [Github](https://github.com/okahu-demos/chatbot-coffee-lambda) to see how easy it is to instrument your code with Monocle. ## Documentation From 76399613b085e0be83ccae644d3bcb794a2bba5b Mon Sep 17 00:00:00 2001 From: Prasad Mujumdar Date: Wed, 12 Mar 2025 11:21:04 -0700 Subject: [PATCH 20/29] Doc updates WIP Signed-off-by: Prasad Mujumdar --- documentation/Monocle_User_Guide.md | 371 +++++++++++++--------- documentation/examples/chatbot.py | 73 +++++ documentation/examples/monocle_trace.json | 143 +++++++++ documentation/quickstart.md | 15 +- 4 files changed, 445 insertions(+), 157 deletions(-) create mode 100644 documentation/examples/chatbot.py create mode 100644 documentation/examples/monocle_trace.json diff --git a/documentation/Monocle_User_Guide.md b/documentation/Monocle_User_Guide.md index 4f67598..9b2598a 100644 --- a/documentation/Monocle_User_Guide.md +++ b/documentation/Monocle_User_Guide.md @@ -7,187 +7,252 @@ It’s typically the workflow code components of an application that generate th ### Spans Spans are the individual steps executed by the application to perform a GenAI related task”, for example app retrieving vectors from DB, app querying LLM for inference etc. The span includes the type of operation, start time, duration and metadata relevant to that step e.g., Model name, parameters and model endpoint/server for an inference request. It’s typically the workflow code components of an application that generate the traces for application runs. +### Metamodel +Monocle metamodel is the way to manage standardization across all supported GenAI component stack. It includes the list of components that Monocle can identify and extract metadata. This help understanding and analyzing the traces from applications that include multiple components and can evolve over time. This is one of core value that Monocle provides to it's user community. +### Exporters +The spans genearated by Monocle need to stored for future analysis. An exporter is a mechanism Monocle provides multiple +### Scopes +While a trace is a physical/technical tracking of APIs invoked by your application, a scopes is the logical stage of your application can be tracke with Monocle. For example an OpenAI inference API invocation would map to a trace, while a series of inferense and vector store APIs to facilitate a conversion in a chatbot app is a scope. Monocle provides programatic and declarative mechanism to track scope across traces. + ## Setup Monocle -- You can download Monocle library releases from Pypi -``` - > pip install monocle_apptrace -``` +Monocle supports tracing GenAI applications coded in Python and Typescript. -- For Azure support (to upload traces to Azure), install with the azure extra: -``` - > pip install monocle_apptrace[azure] -``` -- For AWS support (to upload traces to AWS), install with the aws extra: +### Instrument TypeScript GenAI code +- Get the Monocle package + ``` - > pip install monocle_apptrace[aws] + npm install --save monacle2ai +``` +- Instrument your app code +```js + const { setupMonocle } = require("monacle2ai") + setup_monocle_telemetry(workflow_name="your-app-name") ``` -- You can locally build and install Monocle library from source +### Instrument Python GenAI code +- Get the Monocle package + +``` + pip install monocle_apptrace ``` - > pip install . +- Import the Monocle package +```python + from monocle_apptrace import setup_monocle_telemetry ``` -- Install the optional test dependencies listed against dev in pyproject.toml in editable mode +- Setup instrumentation in your ```main()``` function +```python + setup_monocle_telemetry(workflow_name="your-app-name") ``` - > pip install -e ".[dev]" +## Understanding Monocle traces and spans +Monocle spans provides detail of each genAI operation executed by your application in a consistent metamodel format. Monocle trace is OpenTelemetry compatible collection of [spans](https://opentelemetry.io/docs/specs/otel/trace/api/#span) with common trace ID. Each span has a JSON structure that include a traceID, a unique span id and timestamp, as per OpenTelemtry spec. There are three types of spans that Monocle generates, +- `inference`: When an API is called to generate model inference +- `retrival`: When an API is called to generate embedding and communicate with vector store +- `workflow`: A summary of for trace +The genAI related information captured by Monocle is in the ```attributes``` and ```events``` section of this span JSON. The ```attributes``` section lists various entities that was part of the operation/API which generated this span eg Azure OpenAI as a model inference provider, gpt-4o-mini as a LLM etc. The ```events``` section includes the data and metadata from this operation, for example prompt to LLM, response from LLM and token details. Here's a [complete example](examples/monocle_trace.json) of traces generated by this [sample python application](examples/chatbot.py) instrumented with Monocle. +### Open telemetry compatible Span headers +These span headers are included in every span. +```json + "context": { + "trace_id": "0x62672060b60c246e5c7bfdf46d93e2b3", ==> Trace id common to all spans of this trace + "span_id": "0xfbd245d1509ef554", ==> Span id, unique to this span + "trace_state": "[]" + }, + "kind": "SpanKind.INTERNAL", + "parent_id": "0x34fc562203a4a926", + "start_time": "2025-03-12T17:05:57.256058Z", ==> timestamp of span start + "end_time": "2025-03-12T17:05:57.720410Z", ==> timestamp of span end ``` +### Inference span +The inference span include details of genAI components used in the inference operation.The information is devided into two sections, attributes and events. A given trace can have mulitple inference spans, one per every inference check. +#### Attribute +The attribute part of the span provides details of components like model and model hosting service +```json +"attributes": { + "monocle_apptrace.version": "0.3.0b6", + "span.type": "inference", + "entity.1.type": "inference.azure_openai", ==> Inference service type + "entity.1.deployment": "gpt-4o-mini", + "entity.1.inference_endpoint": "https://my-az-openai.openai.azure.com/", + "entity.2.name": "gpt-35-turbo", ==> ILLM + "entity.2.type": "model.llm.gpt-35-turbo", + "entity.count": 2 +} +``` +#### Events +```json +"events": [ + { + "name": "data.input", ==> Inputs to LLM + "timestamp": "2025-03-12T17:05:59.165628Z", + "attributes": { + "input": [ + "{'system': \"You are an expert Q&A system that is trusted around the world.\\nAlways answer the query using the provided context information, and not prior knowledge.\\nSome rules to follow:\\n1. Never directly reference the given context in your answer.\\n2. Avoid statements like 'Based on the context, ...' or 'The context information ...' or anything along those lines.\"}", + "{'user': 'What is an americano?'}", + "[ChatMessage(role=, additional_kwargs={}, blocks=[TextBlock(block_type='text', text=\"You are an expert Q&A system that is trusted around the world.\\nAlways answer the query using the provided context information, and not prior knowledge.\\nSome rules to follow:\\n1. Never directly reference the given context in your answer.\\n2. Avoid statements like 'Based on the context, ...' or 'The context information ...' or anything along those lines.\")]), ChatMessage(role=, additional_kwargs={}, blocks=[TextBlock(block_type='text', text='Context information is below.\\n---------------------\\nfile_path: coffee.txt\\n\\nCoffee is a hot drink made from the roasted and ground seeds (coffee beans) of a tropical shrub\\nA latte consists of one or more shots of espresso, served in a glass (or sometimes a cup), into which hot steamed milk is added\\nAmericano is a type of coffee drink prepared by diluting an espresso shot with hot water at a 1:3 to 1:4 ratio, resulting in a drink that retains the complex flavors of espresso, but in a lighter way\\n---------------------\\nGiven the context information and not prior knowledge, answer the query.\\nQuery: What is an americano?\\nAnswer: ')])]" + ] + } + }, + { + "name": "data.output", ==> Responses from LLM + "timestamp": "2025-03-12T17:05:59.165655Z", + "attributes": { + "response": [ + "An Americano is a type of coffee drink prepared by diluting an espresso shot with hot water at a ratio of 1:3 to 1:4. This process results in a drink that retains the complex flavors of espresso while being lighter in taste." + ] + } + }, + { + "name": "metadata", ==> Token metadata from LLM + "timestamp": "2025-03-12T17:05:59.165675Z", + "attributes": { + "temperature": 0.1, + "completion_tokens": 52, + "prompt_tokens": 220, + "total_tokens": 272 + } + } +] +``` -## Using Monocle with your application to generate traces -### Enable Monocle tracing -You need to import monocle package and invoke the API ``setup_monocle_telemetry(workflow=)`` to enable the tracing. The 'workflow-name' is what you define to identify the give application workflow, for example "customer-chatbot". Monocle trace will include this name in every trace. The trace output will include a list of spans in the traces. You can print the output on the console or send it to an HTTP endpoint. +### Retrieval span +The inference span include details of genAI components used in the inference operation.The information is devided into two sections, attributes and events. A given trace could have multiple retrieval spans. +#### Attribute +The atrributes describe embedding model and vector store used +```json +"attributes": { + "monocle_apptrace.version": "0.3.0b6", + "span.type": "retrieval", + "entity.1.name": "ChromaVectorStore", ==> Vector store + "entity.1.type": "vectorstore.ChromaVectorStore", + "entity.2.name": "text-embedding-3-large", ==> Embedding model + "entity.2.type": "model.embedding.text-embedding-3-large", + "entity.count": 2 +} +``` -### Using Monocle's out of box support of genAI technology components -Monocle community has done the hard work of figuring out what to trace and how to extract relevant details from multiple genAI technology components. For example, if you have a python app coded using LlamaIndex and using models hostsed in OpenAI, Monocle can seamlessly trace your app. All you need to do enable Monocle tracing. +#### Events +The events capture the search and retrieval of vector data +```json +"events": [ + { + "name": "data.input", ==> prompts to search + "timestamp": "2025-03-12T17:05:57.720379Z", + "attributes": { + "input": "What is an americano?" + } + }, + { + "name": "data.output", ==> Context retrieved + "timestamp": "2025-03-12T17:05:57.720398Z", + "attributes": { + "response": "Coffee is a hot drink made from the roasted and ground seeds (coffee beans) of a tropical shrub\nA la..." + } + } +] +``` -### Using Monocle's Support for Adding Custom Attributes -Monocle provides users with the ability to add custom attributes to various spans, such as inference and retrieval spans, by utilizing the output processor within its metamodel. This feature allows for dynamic attribute assignment through lambda functions, which operate on an arguments dictionary. -The arguments dictionary contains key-value pairs that can be used to compute custom attributes. The dictionary includes the following components: -```python -arguments = {"instance":instance, "args":args, "kwargs":kwargs, "output":return_value} +### Workflow span +A workflow span captures summary the trace, like start and end of full trace, type of client tools etc. Note that there's only one workflow span for a given trace. +```json +"attributes": { + "monocle_apptrace.version": "0.3.0b6", + "span.type": "workflow",entity.1.name": "my-chatbot", ==> workflow name set in setup_monocle_telemetry() + "entity.1.type": "workflow.llamaindex", ==> Type of framework + "entity.2.type": "app_hosting.github_codespace", ==> Application hosting environment + "entity.2.name": "my-chatbot-container-xyz", + "entity.count": 2 +} ``` -By leveraging this dictionary, users can define custom attributes for spans, enabling the integration of additional context and information into the tracing process. The lambda functions used in the attributes field can access and process these values to enrich the span with relevant custom data. -#### Example - Enable Monocle tracing in your application -```python -from monocle_apptrace.instrumentor import setup_monocle_telemetry -from opentelemetry.sdk.trace.export import BatchSpanProcessor, ConsoleSpanExporter -from langchain.chains import LLMChain -from langchain_openai import OpenAI -from langchain.prompts import PromptTemplate +## Exporting traces +Monocle exporters handle storing the trace for future analysis. By default each trace is stored as a JSON file in the directory where the app runs. You can configure the exporter by setting an environment variable MONOCLE_EXPORTER to exporter setting (listed below).
```MONOCLE_EXPOERTER=```
+ By default Monocle flushes the traces in batch of 10. Note that the traces are written to it destination asynchronously so it doesn't impact applications response. Following are the supported exporters. +|Exporter Name| Exporter Setting|Description|Format|Trace destination|Additional configuration| +|-|-|-|-|-|-| +|File (default)| `file`|Export to local file system| JSON|local directory|| +|Console|`console`|Export to console|text|Console/stdout|| +|Memory|`memory`|keep in memory|string|Process memory|| +|s3|`s3`|Export to AWS S3 bucket|ND JSON|S3 bucket|Install Monocle aws package dependencies: `pip install monocle_apptrace[aws]`
Env variables for s3 exporter:
MONOCLE_AWS_ACCESS_KEY_ID or AWS_ACCESS_KEY_ID : AWS access key
MONOCLE_AWS_SECRET_ACCESS_KEY or AWS_SECRET_ACCESS_KEY: AWS secret
MONOCLE_S3_BUCKET_NAME: S3 bucket where traces will be stored
MONOCLE_S3_KEY_PREFIX: ND JSON file name prefixe (default: monocle_trace_)| +|blob|`blob`|Export to Azure blob store|ND JSON|Blob container|Install Monocle Azure package dependencies: `pip install monocle_apptrace[azure]`
Env variables for blob exporter:
MONOCLE_BLOB_CONNECTION_STRING: Connection string for Azure blob store
MONOCLE_BLOB_CONTAINER_NAME : Blob container to store the trace ndjson files| +|okahu|`okahu`|Export to Okahu.ai service|JSON|Okahu Tenant|Env variables for Okahu exporter:
OKAHU_API_KEY : API key for Okahu tenant| -# Call the setup Monocle telemetry method -setup_monocle_telemetry(workflow_name = "simple_math_app") +## Monocle coverage +### GenAI application frameworks +|Framework|Python|Typescript| +|-|-|-| +|Langchain|✅|✅| +|Llama Index|✅|✅| +|HayStack|✅|Not Applicable| -llm = OpenAI() -prompt = PromptTemplate.from_template("1 + {number} = ") +### Inference Services API +|API|Python|Typescript| +|-|-|-| +|OpenAI|✅|❌| +|AWS Boto|✅|❌| -chain = LLMChain(llm=llm, prompt=prompt) -chain.invoke({"number":2}) +### Inference +|Service|Python|Typescript| +|-|-|-| +|OpenAI|✅|✅| +|Azure OpenAI|✅|✅| +|AWS SageMaker|✅|✅| +|AWS Bedrock|✅|✅| +|NVIDIA Triton|✅|❌| -# Request callbacks: Finally, let's use the request `callbacks` to achieve the same result -chain = LLMChain(llm=llm, prompt=prompt) -chain.invoke({"number":2}, {"callbacks":[handler]}) +### Vector stores +|Service|Python|Typescript| +|-|-|-| +|Chrome|✅|✅| +|OpenSearch|✅|✅| -``` +## Using scopes +Imagine you have a chatbot application that supports a long conversion ie multiple question/answer back and forth between end user and bot. It uses various genAI tech components like LLMs and vector stores. A simple instrumentation will generate a trace per genAI API call (eg invocation of a framework chat or direct OpenAI API). As the app developer or owner, you are more interested in tracking the conversions than just APIs. The scopes in Monocle enables that use case. +You can set the scope in application either programatically or declaratively. You can specific a value for scope or Monocle will generate a unique value (GUID) which gives you options to choose what's best suited for your use case. Please see the different API references and configuration reference below for the all the available options. +TBD!! -### Accessing monocle trace -By default monocle generate traces in a json file created in the local directory where the application is running. The file name by default is monocle_trace_{workflow_name}\_{trace_id}\_{timestamp}.json where the trace_id is a unique number generated by monocle for every trace. Please refere to [Trace span json](Monocle_User_Guide.md#trace-span-json). The file path and format can be changed by setting those properties as argement to ```setup_monocle_telemetry()```. For example, +### Set scope for a python +```python +from monocle_apptrace import monocle_trace_scope +... +with monocle_trace_scope("Conversation"): + while True: + message = input("How can I help you:") + cleaned_message = gaurdrail_chai(message) + result = rag_chat_chain.invoke(message) ``` -setup_monocle_telemetry(workflow_name = "simple_math_app", - span_processors=[BatchSpanProcessor(FileSpanExporter( - out_path = "/tmp", - file_prefix = "map_app_prod_trace_", - time_format = "%Y-%m-%d")) - ]) +The above code will generate two traces (one per chain invocation). All the spans in these traces will have an attribute called `Conversaion` with a unique value. +```json +"attributes": { + "span.type": "inference", + ... + "scope.conversation": "0xcb80e6f772968ed50ead80657b09cf52", ``` -To print the trace on the console, use ```ConsoleSpanExporter()``` instead of ```FileSpanExporter()``` -For Azure: - Install the Azure support as shown in the setup section, then use ```AzureBlobSpanExporter()``` to upload the traces to Azure. +### Set scope for a typescript method +TBD -For AWS: - Install the AWS support as shown in the setup section, then use ```S3SpanExporter()``` to upload the traces to an S3 bucket. - -### Leveraging Monocle's extensibility to handle customization -When the out of box features from app frameworks are not sufficent, the app developers have to add custom code. For example, if you are extending a LLM class in LlamaIndex to use a model hosted in NVIDIA Triton. This new class is not know to Monocle. You can specify this new class method part of Monocle enabling API and it will be able to trace it. +## Extending Monocle +TBD -#### Default configuration of instrumented methods in Monocle -The following files comprise of default configuration of instrumented methods and span names corresponding to them, for each framework respectively. -- [src/monocle_apptrace/langchain/__init__.py](src/monocle_apptrace/langchain/__init__.py), -- [src/monocle_apptrace/llamaindex/__init__.py](src/monocle_apptrace/llamaindex/__init__.py), -- [src/monocle_apptrace/haystack/__init__.py](src/monocle_apptrace/haystack/__init__.py) -Following configuration instruments ```invoke(..)``` of ```RunnableSequence```, aka chain or worflow in Langchain parlance, to emit the span. -``` - { - "package": "langchain.schema.runnable", - "object": "RunnableSequence", - "method": "invoke", - "span_name": "langchain.workflow", - "wrapper": task_wrapper - } -``` -#### Example - Monitoring custom methods with Monocle -```python -from monocle_apptrace.wrapper import WrapperMethod,task_wrapper,atask_wrapper -from opentelemetry.sdk.trace.export import BatchSpanProcessor, ConsoleSpanExporter - -# extend the default wrapped methods list as follows -app_name = "simple_math_app" -setup_monocle_telemetry( - workflow_name=app_name, - span_processors=[BatchSpanProcessor(ConsoleSpanExporter())], - wrapper_methods=[ - WrapperMethod( - package="langchain.schema.runnable", - object_name="RunnableParallel", - method="invoke", - span_name="langchain.workflow", - wrapper=task_wrapper), - WrapperMethod( - package="langchain.schema.runnable", - object_name="RunnableParallel", - method="ainvoke", - span_name="langchain.workflow", - wrapper=atask_wrapper) - ]) +##Monocle Reference +### Python APIs +#### Enable tracing +#### Trace +#### Scopes +#### Customization + +### Typescript APIs +#### Enable tracing +#### Trace +#### Scopes +#### Customization + +### Configuration reference +#### Scope +#### Exporters -``` -### Going beyond supported genAI components -- If you are using an application framework, model hosting service/infra etc. that's not currently supported by Monocle, please submit a github issue to add that support. -- Monocle community is working on adding an SDK to enable applications to generate their own traces. - -## Understanding the trace output - -### Trace span json - -Monocle generates spans which adhere to [Tracing API | OpenTelemetry](https://opentelemetry.io/docs/specs/otel/trace/api/#span) format. The trace output is an array of spans. Each trace has a unique id. Every span has in the trace has this parent ```trace_id```. Please note that ```trace_id``` groups related spans and is auto generated with-in Monocle. - -| Span JSON | Description | -| ------------- | ------------- | -| {|| -| "```name```": "langchain.workflow",|span name and is configurable in [__init.py__](src/monocle_apptrace/langchain/__init__.py) or in ```setup_monocle_telemetry(...)```| -| "```context```": {|this gets autogenerated| -|   "```trace_id```": "0xe5269f0e534efa098b240f974220d6b7",|| -|   "```span_id```": "0x30b13075eca52f44",|| -|   "```trace_state```": "[]"|| -|   },|| -|"```kind```": "SpanKind.INTERNAL",| an enum that describes what this span is about. Default value is SpanKind.INTERNAL, as current enums do not cover ML apps | -|"```parent_id```": null,|if null, this is root span| -|"```start_time```": "2024-07-16T17:05:15.544861Z",|| -|"```end_time```": "2024-07-16T17:05:43.502007Z",|| -|"```status```": {|| -|  "```status_code```": "UNSET"| status of span to OK or ERROR. Default is UNSET| -|  },|| -|"```attributes```": {|| -|  "workflow_name": "ml_rag_app",|defines the name of the service being set in ```setup_monocle_telemetry(...)``` during initialization of instrumentation| -|  "workflow_type": "workflow.langchain"|type of framework that generated this span| -|  },|| -|"```events```": [|captures the log records| -|  {|| -|   "```name```": "input",|name of the event. If the span is about LLM, then this will be 'input'. For vector store retrieval, this would be 'context_input'| -|   "```timestamp```": "2024-07-16T17:05:15.544874Z",|| -|   "```attributes```": {|captures the 'input' attributes. Based on the workflow of the ML framework being used, the attributes change| -|    "question": "What is Task Decomposition?",|represents LLM query| -|    "q_a_pairs": "..." |represents questions and answers for a few shot LLM prompting | -|   }|| -|  },|| -|  {|| -|   "```name```": "output",|represents 'ouput' event of LLM| -|   "```timestamp```": "2024-07-16T17:05:43.501996Z",|| -|  "```attributes```": {|| -|    "response": "Task Decomposition is ..."|response to LLM query. | -|   }|| -|  }|| -|  ],|| -|  "```links```": [],|unused. Ideally this links other causally-related spans,
but as spans are grouped by ```trace_id```, and ```parent_id``` links to parent span, this is unused| -|  "```resource```": {|represents the service name or server or machine or container which generated the span| -|    "```attributes```": {|| -|     "service.name": "ml_rag_app"|only service.name is being populated and defaults to the value of 'workflow_name' | -|    },|| -|  "```schema_url```": ""|unused| -|   }|| -|} | | \ No newline at end of file diff --git a/documentation/examples/chatbot.py b/documentation/examples/chatbot.py new file mode 100644 index 0000000..ecf53ad --- /dev/null +++ b/documentation/examples/chatbot.py @@ -0,0 +1,73 @@ +import os, sys +import logging +from typing import Any, Dict, List +import chromadb +from chromadb.errors import InvalidCollectionException +from llama_index.vector_stores.chroma import ChromaVectorStore +from llama_index.core import Settings +from llama_index.core import StorageContext +from llama_index.core import VectorStoreIndex, SimpleDirectoryReader +from llama_index.core import StorageContext +from llama_index.llms.azure_openai import AzureOpenAI +from llama_index.embeddings.azure_openai import AzureOpenAIEmbedding +from monocle_apptrace.instrumentation.common.instrumentor import setup_monocle_telemetry +setup_monocle_telemetry(workflow_name = "my-chatbot") +chroma_collection_name="monocle_demo" + +# Create vectore store and load data +def setup_embedding(chroma_vector_store: ChromaVectorStore, embed_model): + documents = SimpleDirectoryReader(input_files= ["coffee.txt"]).load_data() + + storage_context = StorageContext.from_defaults(vector_store=chroma_vector_store) + index = VectorStoreIndex.from_documents( + documents, storage_context=storage_context, embed_model=embed_model + ) + index.storage_context.persist(persist_dir="vector_store") + +def get_vector_index() -> VectorStoreIndex: + chroma_client = chromadb.PersistentClient(path="vector_store") + create_embedding = False + embed_model = AzureOpenAIEmbedding( + model_name="text-embedding-3-large", + azure_deployment=os.environ.get("AZURE_OPENAI_EMBED_API_DEPLOYMENT"), + api_key=os.environ.get("AZURE_OPENAI_API_KEY"), + api_version=os.environ.get("AZURE_OPENAI_API_VERSION"), + azure_endpoint=os.environ.get("AZURE_OPENAI_ENDPOINT") + ) + try: + chroma_collection = chroma_client.get_collection(chroma_collection_name) + except InvalidCollectionException: + chroma_collection = chroma_client.create_collection(chroma_collection_name) + create_embedding = True + # construct vector store + chroma_vector_store = ChromaVectorStore( + chroma_collection=chroma_collection, + ) + if create_embedding == True: + setup_embedding(chroma_vector_store, embed_model) + return VectorStoreIndex.from_vector_store(vector_store=chroma_vector_store, embed_model=embed_model) + +def run(index: VectorStoreIndex): + az_llm = AzureOpenAI(deployment_id=os.environ.get("AZURE_OPENAI_API_DEPLOYMENT"), + api_key=os.environ.get("AZURE_OPENAI_API_KEY"), + api_version=os.environ.get("AZURE_OPENAI_API_VERSION"), + azure_endpoint=os.environ.get("AZURE_OPENAI_ENDPOINT")) + + query_engine = index.as_query_engine(llm=az_llm) + + while True: + prompt = input("\nAsk a coffee question [Press return to exit]: ") + if prompt == "": + break + response = query_engine.query(prompt) + print(response) + +def main(): + logger = logging.getLogger() + logger.setLevel(logging.ERROR) + index = get_vector_index() + run(index) + +if __name__ == "__main__": + main() + diff --git a/documentation/examples/monocle_trace.json b/documentation/examples/monocle_trace.json new file mode 100644 index 0000000..c39d0b1 --- /dev/null +++ b/documentation/examples/monocle_trace.json @@ -0,0 +1,143 @@ +{ + "name": "llamaindex.retrieve", + "context": { + "trace_id": "0x62672060b60c246e5c7bfdf46d93e2b3", + "span_id": "0xfbd245d1509ef554", + "trace_state": "[]" + }, + "kind": "SpanKind.INTERNAL", + "parent_id": "0x34fc562203a4a926", + "start_time": "2025-03-12T17:05:57.256058Z", + "end_time": "2025-03-12T17:05:57.720410Z", + "status": { + "status_code": "UNSET" + }, + "attributes": { + "monocle_apptrace.version": "0.3.0b6", + "span.type": "retrieval", + "entity.1.name": "ChromaVectorStore", + "entity.1.type": "vectorstore.ChromaVectorStore", + "entity.2.name": "text-embedding-3-large", + "entity.2.type": "model.embedding.text-embedding-3-large", + "entity.count": 2 + }, + "events": [ + { + "name": "data.input", + "timestamp": "2025-03-12T17:05:57.720379Z", + "attributes": { + "input": "What is an americano?" + } + }, + { + "name": "data.output", + "timestamp": "2025-03-12T17:05:57.720398Z", + "attributes": { + "response": "Coffee is a hot drink made from the roasted and ground seeds (coffee beans) of a tropical shrub\nA la..." + } + } + ], + "links": [], + "resource": { + "attributes": { + "service.name": "my-chatbot" + }, + "schema_url": "" + } +} +{ + "name": "llamaindex.openai", + "context": { + "trace_id": "0x62672060b60c246e5c7bfdf46d93e2b3", + "span_id": "0x6058c60b373c8a7a", + "trace_state": "[]" + }, + "kind": "SpanKind.INTERNAL", + "parent_id": "0x34fc562203a4a926", + "start_time": "2025-03-12T17:05:57.725486Z", + "end_time": "2025-03-12T17:05:59.165687Z", + "status": { + "status_code": "UNSET" + }, + "attributes": { + "monocle_apptrace.version": "0.3.0b6", + "span.type": "inference", + "entity.1.type": "inference.azure_openai", + "entity.1.deployment": "gpt-4o-mini", + "entity.1.inference_endpoint": "https://my-az-openai.openai.azure.com/", + "entity.2.name": "gpt-35-turbo", + "entity.2.type": "model.llm.gpt-35-turbo", + "entity.count": 2 + }, + "events": [ + { + "name": "data.input", + "timestamp": "2025-03-12T17:05:59.165628Z", + "attributes": { + "input": [ + "{'system': \"You are an expert Q&A system that is trusted around the world.\\nAlways answer the query using the provided context information, and not prior knowledge.\\nSome rules to follow:\\n1. Never directly reference the given context in your answer.\\n2. Avoid statements like 'Based on the context, ...' or 'The context information ...' or anything along those lines.\"}", + "{'user': 'What is an americano?'}", + "[ChatMessage(role=, additional_kwargs={}, blocks=[TextBlock(block_type='text', text=\"You are an expert Q&A system that is trusted around the world.\\nAlways answer the query using the provided context information, and not prior knowledge.\\nSome rules to follow:\\n1. Never directly reference the given context in your answer.\\n2. Avoid statements like 'Based on the context, ...' or 'The context information ...' or anything along those lines.\")]), ChatMessage(role=, additional_kwargs={}, blocks=[TextBlock(block_type='text', text='Context information is below.\\n---------------------\\nfile_path: coffee.txt\\n\\nCoffee is a hot drink made from the roasted and ground seeds (coffee beans) of a tropical shrub\\nA latte consists of one or more shots of espresso, served in a glass (or sometimes a cup), into which hot steamed milk is added\\nAmericano is a type of coffee drink prepared by diluting an espresso shot with hot water at a 1:3 to 1:4 ratio, resulting in a drink that retains the complex flavors of espresso, but in a lighter way\\n---------------------\\nGiven the context information and not prior knowledge, answer the query.\\nQuery: What is an americano?\\nAnswer: ')])]" + ] + } + }, + { + "name": "data.output", + "timestamp": "2025-03-12T17:05:59.165655Z", + "attributes": { + "response": [ + "An Americano is a type of coffee drink prepared by diluting an espresso shot with hot water at a ratio of 1:3 to 1:4. This process results in a drink that retains the complex flavors of espresso while being lighter in taste." + ] + } + }, + { + "name": "metadata", + "timestamp": "2025-03-12T17:05:59.165675Z", + "attributes": { + "temperature": 0.1, + "completion_tokens": 52, + "prompt_tokens": 220, + "total_tokens": 272 + } + } + ], + "links": [], + "resource": { + "attributes": { + "service.name": "my-chatbot" + }, + "schema_url": "" + } +} +{ + "name": "llamaindex.query", + "context": { + "trace_id": "0x62672060b60c246e5c7bfdf46d93e2b3", + "span_id": "0x34fc562203a4a926", + "trace_state": "[]" + }, + "kind": "SpanKind.INTERNAL", + "parent_id": null, + "start_time": "2025-03-12T17:05:57.253629Z", + "end_time": "2025-03-12T17:05:59.166061Z", + "status": { + "status_code": "UNSET" + }, + "attributes": { + "monocle_apptrace.version": "0.3.0b6", + "span.type": "workflow", + "entity.1.name": "my-chatbot", + "entity.1.type": "workflow.llamaindex", + "entity.2.type": "app_hosting.generic", + "entity.2.name": "generic", + "entity.count": 2 + }, + "events": [], + "links": [], + "resource": { + "attributes": { + "service.name": "my-chatbot" + }, + "schema_url": "" + } +} diff --git a/documentation/quickstart.md b/documentation/quickstart.md index 2b10e63..5e5eb51 100644 --- a/documentation/quickstart.md +++ b/documentation/quickstart.md @@ -20,12 +20,19 @@ layout: default ``` pip install monocle_apptrace ``` -- Instrument your app code +- Option 1. Generate traces from your local application without any instrumentation +``` + python -m monocle_apptrace your-app-name.py +``` +- Option 2. Instrument your app code - Import the Monocle package - ``` - from okahu_apptrace.instrumentation.common.instrumentor import setup_monocle_telemetry + ```python + from monocle_apptrace.instrumentation.common.instrumentor import setup_monocle_telemetry ``` - Setup instrumentation in your ```main()``` function - ``` + ```python setup_monocle_telemetry(workflow_name="your-app-name") ``` + +# Examine the traces +By default Monocle traces are written out to a json file `monocle_trace___.json` in the directory where the application is executed. Checkout this [example](examples/monocle_trace_openai_app_0xfbcf020bcfbaf3e7e3a14b1a87b267a9_2025-03-09_19.10.52.json) \ No newline at end of file From 79f1a4e42777490f9a019bfaf8efa48b40928de9 Mon Sep 17 00:00:00 2001 From: Prasad Mujumdar Date: Wed, 12 Mar 2025 12:44:23 -0700 Subject: [PATCH 21/29] Doc updates ,extending monocle for python example, scope guide WIP Signed-off-by: Prasad Mujumdar --- Monocle_scopes.md | 26 ++ documentation/Extending_monocle.md | 260 ++++++++++++++++++ documentation/Monocle_User_Guide.md | 42 +-- .../custom/custom_instrumentation/__init__.py | 3 + .../custom_ai_code/openai_client.py | 91 ++++++ .../custom_ai_code/vector_db.py | 80 ++++++ .../custom_instrumentation/example_custom.py | 64 +++++ .../custom_instrumentation/example_gemini.py | 49 ++++ .../output_processor_gemini.py | 78 ++++++ .../output_processor_inference.py | 71 +++++ .../output_processor_vector.py | 56 ++++ .../custom_instrumentation/requirements.txt | 4 + .../run_example_custom.sh | 66 +++++ .../run_example_gemini.sh | 77 ++++++ 14 files changed, 927 insertions(+), 40 deletions(-) create mode 100644 Monocle_scopes.md create mode 100644 documentation/Extending_monocle.md create mode 100644 documentation/examples/custom/custom_instrumentation/__init__.py create mode 100644 documentation/examples/custom/custom_instrumentation/custom_ai_code/openai_client.py create mode 100644 documentation/examples/custom/custom_instrumentation/custom_ai_code/vector_db.py create mode 100644 documentation/examples/custom/custom_instrumentation/example_custom.py create mode 100644 documentation/examples/custom/custom_instrumentation/example_gemini.py create mode 100644 documentation/examples/custom/custom_instrumentation/output_processor_gemini.py create mode 100644 documentation/examples/custom/custom_instrumentation/output_processor_inference.py create mode 100644 documentation/examples/custom/custom_instrumentation/output_processor_vector.py create mode 100644 documentation/examples/custom/custom_instrumentation/requirements.txt create mode 100755 documentation/examples/custom/custom_instrumentation/run_example_custom.sh create mode 100755 documentation/examples/custom/custom_instrumentation/run_example_gemini.sh diff --git a/Monocle_scopes.md b/Monocle_scopes.md new file mode 100644 index 0000000..d9ff749 --- /dev/null +++ b/Monocle_scopes.md @@ -0,0 +1,26 @@ +# This guide describes various options to set trace and scopes in your application + + +### Set scope programatically in python +```python +from monocle_apptrace import monocle_trace_scope +... +with monocle_trace_scope("Conversation"): + while True: + message = input("How can I help you:") + cleaned_message = gaurdrail_chai(message) + result = rag_chat_chain.invoke(message) +``` +The above code will generate two traces (one per chain invocation). All the spans in these traces will have an attribute called `Conversaion` with a unique value. +```json +"attributes": { + "span.type": "inference", + ... + "scope.conversation": "0xcb80e6f772968ed50ead80657b09cf52", +``` + +### Set scope programatically in typescript +TBD + +### Set scope declaratively +You can set scope via a configuration file at the method level or to track http header, without having to make changes diff --git a/documentation/Extending_monocle.md b/documentation/Extending_monocle.md new file mode 100644 index 0000000..58a0d36 --- /dev/null +++ b/documentation/Extending_monocle.md @@ -0,0 +1,260 @@ +# Custom Instrumentation with Monocle + +This guide demonstrates how to use Monocle to instrument OpenAI and Vector DB interactions, collecting telemetry data to analyze and monitor their performance. + +## Overview + +The example includes the following components: + +- **OpenAI Client (`openai_client.py`)**: A client for interacting with OpenAI's Chat API +- **Vector Database (`vector_db.py`)**: An in-memory vector database with OpenAI embeddings +- **Output Processors**: Configuration files that define how to extract and structure telemetry data +- **Example script**: Shows how to instrument and run the application + +## Component Details + +### OpenAI Client + +`OpenAIClient` is a wrapper around the OpenAI API that provides methods for: + +- Making chat completion requests via the `chat()` method +- Formatting messages for the API using `format_messages()` +- Handling API responses and errors + +```python +# Initialize client +client = OpenAIClient() + +# Format messages and send to OpenAI +messages = client.format_messages( + system_prompts=["You are a helpful assistant."], + user_prompts=["Tell me a joke about programming."] +) +response = client.chat(messages=messages, model="gpt-3.5-turbo") +``` + +### Vector Database + +`InMemoryVectorDB` is a simple vector database implementation that: + +- Converts text to vector embeddings using OpenAI's embedding API +- Stores vectors with associated metadata +- Performs similarity searches using cosine similarity + +```python +# Initialize vector database +vector_db = InMemoryVectorDB() + +# Store documents +vector_db.store_text("doc1", "Python is a programming language", {"source": "docs"}) + +# Search for similar documents +results = vector_db.search_by_text("programming languages", top_k=2) +``` + +## Instrumenting Your Code with Monocle + +### 1. Define Output Processors + +Output processors define what data to extract from your methods. Two examples are provided: + +#### Inference Output Processor + +`output_processor_inference.py` defines how to extract data from OpenAI chat completions: + +```python +INFERENCE_OUTPUT_PROCESSOR = { + "type": "inference", + "attributes": [ + [ + # Entity attributes for the provider + { + "attribute": "type", + "accessor": lambda arguments: "openai" + }, + { + "attribute": "deployment", + "accessor": lambda arguments: arguments['kwargs'].get('model', 'unknown') + }, + # More attributes... + ] + ], + "events": [ + { + "name": "data.input", + "attributes": [ + { + "attribute": "input", + "accessor": lambda arguments: [ + msg["content"] + for msg in arguments['kwargs'].get('messages', []) + ] if isinstance(arguments['kwargs'].get('messages'), list) else [] + } + ] + }, + # More events... + ] +} +``` + +#### Vector DB Output Processor + +`output_processor_vector.py` defines how to extract data from vector database operations: + +```python +VECTOR_OUTPUT_PROCESSOR = { + "type": "retrieval", + "attributes": [ + [ + # Vector store attributes + { + "attribute": "name", + "accessor": lambda arguments: type(arguments["instance"]).__name__, + }, + # More attributes... + ] + ], + "events": [ + { + "name": "data.input", + "attributes": [ + { + "attribute": "input", + "accessor": lambda arguments: arguments["args"][0] if arguments["args"] else None + } + ] + }, + # More events... + ] +} +``` + +### 2. Accessor Functions + +The key to instrumentation is the `accessor` function, which extracts data from method calls: + +- `arguments["instance"]`: The object instance (e.g., the OpenAIClient or InMemoryVectorDB) +- `arguments["args"]`: Positional arguments passed to the method +- `arguments["kwargs"]`: Keyword arguments passed to the method +- `arguments["result"]`: The return value from the method call + +These give you access to all inputs, outputs, and context of the instrumented methods. + +### 3. Configure Instrumentation + +Set up Monocle's telemetry system with your output processors: + +```python +from monocle_apptrace.instrumentation.common.wrapper_method import WrapperMethod +from monocle_apptrace.instrumentation.common.instrumentor import setup_monocle_telemetry + +setup_monocle_telemetry( + workflow_name="openai.app", + wrapper_methods=[ + WrapperMethod( + package="openai_client", # Module name + object_name="OpenAIClient", # Class name + method="chat", # Method to instrument + span_name="openai_client.chat", # Span name in telemetry + output_processor=INFERENCE_OUTPUT_PROCESSOR + ), + # More method wrappers... + ] +) +``` + +## Running the Example + +1. Ensure you have your **OpenAI API key** available: + +```bash +export OPENAI_API_KEY=your_api_key_here +``` + +2. Install the required packages: + +```bash +pip install -r requirements.txt +``` + +3. Run the example script: + +```bash +python example.py +# Or use the provided shell script +./run_example.sh +``` + +## Understanding the Telemetry Output + +Monocle generates JSON trace files in your directory with names like: +`monocle_trace_openai.app__.json` + +### Output Format + +The trace files contain structured telemetry data: + +```json +{ + "name": "openai_client.chat", + "context": { /* trace context */ }, + "attributes": { + "entity.2.type": "openai", + "entity.2.provider_name": "OpenAI", + "entity.2.deployment": "gpt-3.5-turbo", + "entity.2.inference_endpoint": "https://api.openai.com/v1", + "entity.3.name": "gpt-3.5-turbo", + "entity.3.type": "model.llm.gpt-3.5-turbo" + }, + "events": [ + { + "name": "data.input", + "timestamp": "2025-02-27T10:36:49.985586Z", + "attributes": { + "input": [ + "You are a helpful AI assistant.", + "Tell me a short joke about programming." + ] + } + }, + { + "name": "data.output", + "attributes": { + "response": "Why do programmers prefer dark mode? Because the light attracts bugs!" + } + }, + { + "name": "metadata", + "attributes": { + "prompt_tokens": 26, + "completion_tokens": 14, + "total_tokens": 40 + } + } + ] +} +``` + +### Key Elements + +1. **Attributes**: Contains information about the instrumented entity: + - Model name and type + - Deployment details + - API endpoints + - Provider information + +2. **Events**: Contains captured events during the method execution: + - `data.input`: The inputs provided to the method + - `data.output`: The response or results from the method + - `metadata`: Additional information like token usage + +## Customizing for Your Application + +To instrument your own code: + +1. Create output processors tailored to your methods +2. Use accessor functions to extract the data you need +3. Set up telemetry with your method wrappers +4. Run your application and analyze the generated traces + +By customizing the output processors, you can collect exactly the telemetry data you need from any Python method. diff --git a/documentation/Monocle_User_Guide.md b/documentation/Monocle_User_Guide.md index 9b2598a..ae7b7f6 100644 --- a/documentation/Monocle_User_Guide.md +++ b/documentation/Monocle_User_Guide.md @@ -210,49 +210,11 @@ Monocle exporters handle storing the trace for future analysis. By default each ## Using scopes Imagine you have a chatbot application that supports a long conversion ie multiple question/answer back and forth between end user and bot. It uses various genAI tech components like LLMs and vector stores. A simple instrumentation will generate a trace per genAI API call (eg invocation of a framework chat or direct OpenAI API). As the app developer or owner, you are more interested in tracking the conversions than just APIs. The scopes in Monocle enables that use case. -You can set the scope in application either programatically or declaratively. You can specific a value for scope or Monocle will generate a unique value (GUID) which gives you options to choose what's best suited for your use case. Please see the different API references and configuration reference below for the all the available options. -TBD!! +You can set the scope in application either programatically or declaratively. You can specific a value for scope or Monocle will generate a unique value (GUID) which gives you options to choose what's best suited for your use case. Please see the [Monocle scopes guide](Monocle_scopes.md) for the details and examples. -### Set scope for a python -```python -from monocle_apptrace import monocle_trace_scope -... -with monocle_trace_scope("Conversation"): - while True: - message = input("How can I help you:") - cleaned_message = gaurdrail_chai(message) - result = rag_chat_chain.invoke(message) -``` -The above code will generate two traces (one per chain invocation). All the spans in these traces will have an attribute called `Conversaion` with a unique value. -```json -"attributes": { - "span.type": "inference", - ... - "scope.conversation": "0xcb80e6f772968ed50ead80657b09cf52", -``` - -### Set scope for a typescript method -TBD ## Extending Monocle -TBD - - -##Monocle Reference -### Python APIs -#### Enable tracing -#### Trace -#### Scopes -#### Customization - -### Typescript APIs -#### Enable tracing -#### Trace -#### Scopes -#### Customization +If you are using a genAI technology that's not yet supported by Monocle out of the box or have you own proparitory code, you can extend monocle to generate traces in the Monocle format. Please refer to [extending monocle guide](Extending_monocle.md) -### Configuration reference -#### Scope -#### Exporters diff --git a/documentation/examples/custom/custom_instrumentation/__init__.py b/documentation/examples/custom/custom_instrumentation/__init__.py new file mode 100644 index 0000000..2b52acf --- /dev/null +++ b/documentation/examples/custom/custom_instrumentation/__init__.py @@ -0,0 +1,3 @@ +from .openai_client import OpenAIClient + +__all__ = ['OpenAIClient'] diff --git a/documentation/examples/custom/custom_instrumentation/custom_ai_code/openai_client.py b/documentation/examples/custom/custom_instrumentation/custom_ai_code/openai_client.py new file mode 100644 index 0000000..0f164a7 --- /dev/null +++ b/documentation/examples/custom/custom_instrumentation/custom_ai_code/openai_client.py @@ -0,0 +1,91 @@ +import os +import requests +import json +from typing import List, Dict, Any, Optional + + +class OpenAIClient: + """Client for interacting with OpenAI's Chat API.""" + + def __init__(self, api_key: Optional[str] = None): + """ + Initialize the OpenAI client. + + Args: + api_key: OpenAI API key. If not provided, will look for OPENAI_API_KEY env variable. + """ + self.api_key = api_key or os.environ.get("OPENAI_API_KEY") + if not self.api_key: + raise ValueError("OpenAI API key is required. Either pass it explicitly or set OPENAI_API_KEY environment variable.") + + self.base_url = "https://api.openai.com/v1" + + def chat(self, messages: List[Dict[str, str]], model: str = "gpt-3.5-turbo", + temperature: float = 0.7, max_tokens: Optional[int] = None, + top_p: float = 1.0, frequency_penalty: float = 0.0, + presence_penalty: float = 0.0) -> Dict[str, Any]: + """ + Call OpenAI's chat completion API. + + Args: + messages: List of message dictionaries with 'role' and 'content' keys + model: OpenAI model identifier to use + temperature: Sampling temperature (0-2) + max_tokens: Maximum tokens to generate + top_p: Nucleus sampling parameter + frequency_penalty: Penalty for token frequency + presence_penalty: Penalty for token presence + + Returns: + Complete API response including content and metadata + """ + url = f"{self.base_url}/chat/completions" + + # Prepare request payload + payload = { + "model": model, + "messages": messages, + "temperature": temperature, + "top_p": top_p, + "frequency_penalty": frequency_penalty, + "presence_penalty": presence_penalty + } + + if max_tokens: + payload["max_tokens"] = max_tokens + + headers = { + "Content-Type": "application/json", + "Authorization": f"Bearer {self.api_key}" + } + + # Make API request + response = requests.post(url, headers=headers, json=payload) + + if response.status_code != 200: + raise Exception(f"OpenAI API request failed with status {response.status_code}: {response.text}") + + return response.json() + + def format_messages(self, system_prompts: List[str], user_prompts: List[str]) -> List[Dict[str, str]]: + """ + Format system and user prompts into the message format required by OpenAI API. + + Args: + system_prompts: List of system prompts + user_prompts: List of user prompts + + Returns: + List of formatted message dictionaries + """ + messages = [] + + # Add system messages + for system_prompt in system_prompts: + messages.append({"role": "system", "content": system_prompt}) + + # Add user messages + for user_prompt in user_prompts: + messages.append({"role": "user", "content": user_prompt}) + + return messages diff --git a/documentation/examples/custom/custom_instrumentation/custom_ai_code/vector_db.py b/documentation/examples/custom/custom_instrumentation/custom_ai_code/vector_db.py new file mode 100644 index 0000000..7b8e301 --- /dev/null +++ b/documentation/examples/custom/custom_instrumentation/custom_ai_code/vector_db.py @@ -0,0 +1,80 @@ +import os +import numpy as np +from typing import List, Dict, Any +import requests +import json + +class InMemoryVectorDB: + def __init__(self, api_key: str = None): + self.vectors: Dict[str, np.ndarray] = {} + self.metadata: Dict[str, Dict[str, Any]] = {} + self.api_key = api_key or os.environ.get("OPENAI_API_KEY") + self.embedding_endpoint = "https://api.openai.com/v1/embeddings" + self.model = "text-embedding-ada-002" + + + def _get_embedding(self, text: str) -> List[float]: + """Get embeddings from OpenAI API using direct HTTP request""" + headers = { + "Authorization": f"Bearer {self.api_key}", + "Content-Type": "application/json" + } + # Add the model name as a class field + + data = { + "input": text, + "model": self.model + } + + response = requests.post( + self.embedding_endpoint, + headers=headers, + data=json.dumps(data) + ) + + if response.status_code != 200: + raise Exception(f"API request failed: {response.text}") + + return response.json()['data'][0]['embedding'] + + def store_text(self, id: str, text: str, metadata: Dict[str, Any] = None) -> None: + """Store text by converting it to a vector first""" + vector = self._get_embedding(text) + self.vectors[id] = np.array(vector) + if metadata: + self.metadata[id] = metadata + self.metadata.setdefault(id, {})['text'] = text + + def search_by_text(self, query_text: str, top_k: int = 5) -> List[Dict[str, Any]]: + """Search using text query""" + query_vector = self._get_embedding(query_text) + return self.search(query_vector, top_k) + + def store(self, id: str, vector: List[float], metadata: Dict[str, Any] = None) -> None: + """Store a vector with optional metadata""" + self.vectors[id] = np.array(vector) + if metadata: + self.metadata[id] = metadata + + def search(self, query_vector: List[float], top_k: int = 5) -> List[Dict[str, Any]]: + """Search for similar vectors using cosine similarity""" + if not self.vectors: + return [] + + query_vec = np.array(query_vector) + similarities = {} + + for id, vec in self.vectors.items(): + similarity = np.dot(query_vec, vec) / (np.linalg.norm(query_vec) * np.linalg.norm(vec)) + similarities[id] = similarity + + sorted_results = sorted(similarities.items(), key=lambda x: x[1], reverse=True)[:top_k] + + return [ + { + "id": id, + "similarity": score, + "metadata": self.metadata.get(id, {}) + } + for id, score in sorted_results + ] diff --git a/documentation/examples/custom/custom_instrumentation/example_custom.py b/documentation/examples/custom/custom_instrumentation/example_custom.py new file mode 100644 index 0000000..e211258 --- /dev/null +++ b/documentation/examples/custom/custom_instrumentation/example_custom.py @@ -0,0 +1,64 @@ +from output_processor_inference import INFERENCE_OUTPUT_PROCESSOR +from output_processor_vector import VECTOR_OUTPUT_PROCESSOR +from monocle_apptrace.instrumentation.common.wrapper_method import WrapperMethod +from monocle_apptrace.instrumentation.common.instrumentor import setup_monocle_telemetry + +setup_monocle_telemetry( + workflow_name="openai.app", + wrapper_methods=[ + WrapperMethod( + package="custom_ai_code.openai_client", + object_name="OpenAIClient", + method="chat", + span_name="openai_client.chat", + output_processor=INFERENCE_OUTPUT_PROCESSOR + ), + WrapperMethod( + package="custom_ai_code.vector_db", + object_name="InMemoryVectorDB", + method="search_by_text", + span_name="vector_db.search_by_text", + output_processor=VECTOR_OUTPUT_PROCESSOR + ) + ], +) + +from custom_ai_code.openai_client import OpenAIClient +from custom_ai_code.vector_db import InMemoryVectorDB + + + +def main(): + # Initialize clients + client = OpenAIClient() + vector_db = InMemoryVectorDB() # Replace with your API key + + # Store some example texts + vector_db.store_text( + "doc1", + "Python is a high-level programming language", + {"source": "programming-docs"} + ) + vector_db.store_text( + "doc2", + "Machine learning is a subset of artificial intelligence", + {"source": "ml-docs"} + ) + + # Search using text query + results = vector_db.search_by_text("programming languages", top_k=2) + print("\nVector search results:") + for result in results: + print(f"ID: {result['id']}, Similarity: {result['similarity']:.3f}") + print(f"Text: {result['metadata'].get('text', '')}") + print(", ".join([result['metadata'].get('text', '') for result in results])) + # Original OpenAI example + system_prompts = ["You are a helpful AI assistant."] + user_prompts = ["Tell me a short joke about programming."] + messages = client.format_messages(system_prompts, user_prompts) + response = client.chat(messages=messages, model="gpt-3.5-turbo", temperature=0.7) + print("\nOpenAI response:") + print(response["choices"][0]["message"]["content"]) + +if __name__ == "__main__": + main() diff --git a/documentation/examples/custom/custom_instrumentation/example_gemini.py b/documentation/examples/custom/custom_instrumentation/example_gemini.py new file mode 100644 index 0000000..6e801d7 --- /dev/null +++ b/documentation/examples/custom/custom_instrumentation/example_gemini.py @@ -0,0 +1,49 @@ +import os +import google.generativeai as genai +from output_processor_gemini import GEMINI_OUTPUT_PROCESSOR +from monocle_apptrace.instrumentation.common.wrapper_method import WrapperMethod +from monocle_apptrace.instrumentation.common.instrumentor import setup_monocle_telemetry + +# Set up Monocle telemetry with instrumentation for Gemini +setup_monocle_telemetry( + workflow_name="gemini.app", + wrapper_methods=[ + WrapperMethod( + package="google.generativeai.generative_models", + object_name="GenerativeModel", + method="generate_content", + span_name="gemini.generate_content", + output_processor=GEMINI_OUTPUT_PROCESSOR + ) + ], +) + +def setup_gemini(): + """Set up the Gemini API with API key.""" + api_key = os.environ.get("GOOGLE_API_KEY") + if not api_key: + raise ValueError("Google API key is required. Please set GOOGLE_API_KEY environment variable.") + + genai.configure(api_key=api_key) + return genai.GenerativeModel('gemini-1.5-flash') + +def main(): + """Run examples using the Gemini API.""" + try: + # Initialize Gemini model + model = setup_gemini() + + # Example 1: Simple question + prompt = "Explain quantum computing in simple terms in 3 lines." + print(f"\nSending prompt to Gemini: {prompt}") + + response = model.generate_content(contents=prompt) + + print("\nGemini response:") + print(response.text) + + except Exception as e: + print(f"Error occurred: {e}") + +if __name__ == "__main__": + main() diff --git a/documentation/examples/custom/custom_instrumentation/output_processor_gemini.py b/documentation/examples/custom/custom_instrumentation/output_processor_gemini.py new file mode 100644 index 0000000..87bff1c --- /dev/null +++ b/documentation/examples/custom/custom_instrumentation/output_processor_gemini.py @@ -0,0 +1,78 @@ +GEMINI_OUTPUT_PROCESSOR = { + "type": "inference", + "attributes": [ + [ + { + "_comment": "provider type, name, deployment", + "attribute": "type", + "accessor": lambda arguments: "google", + }, + {"attribute": "provider_name", "accessor": lambda arguments: "Google"}, + { + "attribute": "deployment", + "accessor": lambda arguments: arguments["instance"]._model_name, + }, + ], + [ + { + "_comment": "LLM Model", + "attribute": "name", + "accessor": lambda arguments: arguments["instance"]._model_name, + }, + { + "attribute": "type", + "_comment": "model.llm.", + "accessor": lambda arguments: f"model.llm.{arguments['instance']._model_name}", + }, + ], + ], + "events": [ + { + "name": "data.input", + "_comment": "input to Gemini", + "attributes": [ + { + "attribute": "input", + "accessor": lambda arguments: ( + [ + ( + arguments["args"][0] + if arguments["args"] + else arguments["kwargs"].get("contents", "") + ) + ] + ), + } + ], + }, + { + "name": "data.output", + "_comment": "output from Gemini", + "attributes": [ + { + "attribute": "response", + "accessor": lambda arguments: [ + ( + arguments["result"].text + if hasattr(arguments["result"], "text") + else str(arguments["result"]) + ) + ], + } + ], + }, + { + "name": "metadata", + "attributes": [ + { + "_comment": "metadata from Gemini response", + "accessor": lambda arguments: { + "prompt_tokens": arguments["result"].usage_metadata.prompt_token_count, + "completion_tokens": arguments["result"].usage_metadata.candidates_token_count, + "total_tokens": arguments["result"].usage_metadata.total_token_count, + }, + } + ], + }, + ], +} diff --git a/documentation/examples/custom/custom_instrumentation/output_processor_inference.py b/documentation/examples/custom/custom_instrumentation/output_processor_inference.py new file mode 100644 index 0000000..358f33b --- /dev/null +++ b/documentation/examples/custom/custom_instrumentation/output_processor_inference.py @@ -0,0 +1,71 @@ +INFERENCE_OUTPUT_PROCESSOR = { + "type": "inference", + "attributes": [ + [ + { + "_comment": "provider type ,name , deployment , inference_endpoint", + "attribute": "type", + "accessor": lambda arguments: "openai" + }, + { + "attribute": "provider_name", + "accessor": lambda arguments: "OpenAI" + }, + { + "attribute": "deployment", + "accessor": lambda arguments: arguments['kwargs'].get('model', 'unknown') + }, + { + "attribute": "inference_endpoint", + "accessor": lambda arguments: arguments['instance'].base_url + } + ], + [ + { + "_comment": "LLM Model", + "attribute": "name", + "accessor": lambda arguments: arguments['kwargs'].get('model', 'unknown') + }, + { + "attribute": "type", + "_comment": "model.llm.", + "accessor": lambda arguments: f"model.llm.{arguments['kwargs'].get('model', 'unknown')}" + } + ] + ], + "events": [ + {"name": "data.input", + "_comment": "", + "attributes": [ + { + "_comment": "this is input to LLM, the accessor extracts only the message contents", + "attribute": "input", + "accessor": lambda arguments: [ + msg["content"] + for msg in arguments['kwargs'].get('messages', []) + ] if isinstance(arguments['kwargs'].get('messages'), list) else [] + } + ] + }, + { + "name": "data.output", + "_comment": "", + "attributes": [ + { + "_comment": "this is output from LLM, it includes the string response which is part of a list", + "attribute": "response", + "accessor": lambda arguments: arguments['result']['choices'][0]['message']['content'] if 'result' in arguments and 'choices' in arguments['result'] else None + } + ] + }, + { + "name": "metadata", + "attributes": [ + { + "_comment": "this is metadata usage from LLM", + "accessor": lambda arguments: arguments['result']['usage'] if 'result' in arguments and 'usage' in arguments['result'] else {} + } + ] + } + ] +} diff --git a/documentation/examples/custom/custom_instrumentation/output_processor_vector.py b/documentation/examples/custom/custom_instrumentation/output_processor_vector.py new file mode 100644 index 0000000..62bd741 --- /dev/null +++ b/documentation/examples/custom/custom_instrumentation/output_processor_vector.py @@ -0,0 +1,56 @@ + +VECTOR_OUTPUT_PROCESSOR = { + "type": "retrieval", + "attributes": [ + [ + { + "_comment": "vector store name and type", + "attribute": "name", + "accessor": lambda arguments: type(arguments["instance"]).__name__, + }, + { + "attribute": "type", + "accessor": lambda arguments: "vectorstore." + + type(arguments["instance"]).__name__, + }, + { + "attribute": "deployment", + "accessor": lambda arguments: "" + }, + ], + [ + { + "_comment": "embedding model name and type", + "attribute": "name", + "accessor": lambda arguments: arguments["instance"].model + }, + { + "attribute": "type", + "accessor": lambda arguments: "model.embedding." + arguments["instance"].model + }, + ], + ], + "events": [ + { + "name": "data.input", + "_comment": "query input to vector store", + "attributes": [ + { + "attribute": "input", + "accessor": lambda arguments: arguments["args"][0] if arguments["args"] else None + } + ], + }, + { + "name": "data.output", + "_comment": "results from vector store search", + "attributes": [ + { + "attribute": "response", + "accessor": lambda arguments: ", ".join([resultItem['metadata'].get('text', '') for resultItem in arguments["result"]]) + + } + ], + } + ], +} diff --git a/documentation/examples/custom/custom_instrumentation/requirements.txt b/documentation/examples/custom/custom_instrumentation/requirements.txt new file mode 100644 index 0000000..6d6a81e --- /dev/null +++ b/documentation/examples/custom/custom_instrumentation/requirements.txt @@ -0,0 +1,4 @@ +requests>=2.28.0 +monocle-apptrace==0.3.0b4 +numpy==2.2.3 +google-generativeai==0.8.4 \ No newline at end of file diff --git a/documentation/examples/custom/custom_instrumentation/run_example_custom.sh b/documentation/examples/custom/custom_instrumentation/run_example_custom.sh new file mode 100755 index 0000000..86eec50 --- /dev/null +++ b/documentation/examples/custom/custom_instrumentation/run_example_custom.sh @@ -0,0 +1,66 @@ +#!/bin/bash + +# Check if OPENAI_API_KEY is already set +if [ -z "$OPENAI_API_KEY" ]; then + echo "OPENAI_API_KEY not found in environment." + echo "Please enter your OpenAI API Key: " + read -s OPENAI_API_KEY + export OPENAI_API_KEY + echo "API Key set." +else + echo "Using existing OPENAI_API_KEY from environment." +fi + +# Check if Python 3 is installed +if ! command -v python3 &> /dev/null; then + echo "Python 3 is required but not found. Please install Python 3 and try again." + exit 1 +fi + +# Check if virtualenv is installed, install if needed +if ! command -v pip3 &> /dev/null; then + echo "pip3 not found. Please install pip and try again." + exit 1 +fi + +if ! python3 -m pip show virtualenv &> /dev/null; then + echo "Installing virtualenv package..." + python3 -m pip install virtualenv +fi + +# Create virtual environment if not exists +if [ ! -d "monocle_custom_env" ]; then + echo "Creating virtual environment monocle_custom_env..." + python3 -m virtualenv monocle_custom_env +fi + +# Activate virtual environment +echo "Activating virtual environment..." +source monocle_custom_env/bin/activate + +# Check activation worked +if [ "$VIRTUAL_ENV" == "" ]; then + echo "Failed to activate virtual environment." + exit 1 +fi + +# Install requirements +if [ -f "requirements.txt" ]; then + echo "Installing requirements from requirements.txt..." + pip install -r requirements.txt +else + echo "Warning: requirements.txt file not found." +fi + +# Run example.py +if [ -f "example_custom.py" ]; then + echo "Running example_custom.py..." + python example_custom.py +else + echo "Error: example_custom.py file not found." + exit 1 +fi + +# Deactivate virtual environment +deactivate +echo "Script execution completed." \ No newline at end of file diff --git a/documentation/examples/custom/custom_instrumentation/run_example_gemini.sh b/documentation/examples/custom/custom_instrumentation/run_example_gemini.sh new file mode 100755 index 0000000..1fc4acc --- /dev/null +++ b/documentation/examples/custom/custom_instrumentation/run_example_gemini.sh @@ -0,0 +1,77 @@ +#!/bin/bash + +# Check if OPENAI_API_KEY is already set +if [ -z "$OPENAI_API_KEY" ]; then + echo "OPENAI_API_KEY not found in environment." + echo "Please enter your OpenAI API Key: " + read -s OPENAI_API_KEY + export OPENAI_API_KEY + echo "API Key set." +else + echo "Using existing OPENAI_API_KEY from environment." +fi + +# Check if GOOGLE_API_KEY is already set +if [ -z "$GOOGLE_API_KEY" ]; then + echo "GOOGLE_API_KEY not found in environment." + echo "Please enter your Gemini API Key: " + read -s GOOGLE_API_KEY + export GOOGLE_API_KEY + echo "Gemini API Key set." +else + echo "Using existing GOOGLE_API_KEY from environment." +fi + +# Check if Python 3 is installed +if ! command -v python3 &> /dev/null; then + echo "Python 3 is required but not found. Please install Python 3 and try again." + exit 1 +fi + +# Check if virtualenv is installed, install if needed +if ! command -v pip3 &> /dev/null; then + echo "pip3 not found. Please install pip and try again." + exit 1 +fi + +if ! python3 -m pip show virtualenv &> /dev/null; then + echo "Installing virtualenv package..." + python3 -m pip install virtualenv +fi + +# Create virtual environment if not exists +if [ ! -d "monocle_custom_env" ]; then + echo "Creating virtual environment monocle_custom_env..." + python3 -m virtualenv monocle_custom_env +fi + +# Activate virtual environment +echo "Activating virtual environment..." +source monocle_custom_env/bin/activate + +# Check activation worked +if [ "$VIRTUAL_ENV" == "" ]; then + echo "Failed to activate virtual environment." + exit 1 +fi + +# Install requirements +if [ -f "requirements.txt" ]; then + echo "Installing requirements from requirements.txt..." + pip install -r requirements.txt +else + echo "Warning: requirements.txt file not found." +fi + +# Run example.py +if [ -f "example_gemini.py" ]; then + echo "Running example_gemini.py..." + python example_gemini.py +else + echo "Error: example_gemini.py file not found." + exit 1 +fi + +# Deactivate virtual environment +deactivate +echo "Script execution completed." \ No newline at end of file From ad7d210291cb035fed0ed6299a806bc1e9176d8d Mon Sep 17 00:00:00 2001 From: Prasad Mujumdar Date: Thu, 13 Mar 2025 10:31:58 -0700 Subject: [PATCH 22/29] Doc updates, API referece, cookbook WIP Signed-off-by: Prasad Mujumdar --- Monocle_scopes.md | 26 ----- documentation/Monocle_Cookbook.md | 53 ++++++++++ documentation/Monocle_User_Guide.md | 149 +++++++++++++++++++++++++++- 3 files changed, 199 insertions(+), 29 deletions(-) delete mode 100644 Monocle_scopes.md create mode 100644 documentation/Monocle_Cookbook.md diff --git a/Monocle_scopes.md b/Monocle_scopes.md deleted file mode 100644 index d9ff749..0000000 --- a/Monocle_scopes.md +++ /dev/null @@ -1,26 +0,0 @@ -# This guide describes various options to set trace and scopes in your application - - -### Set scope programatically in python -```python -from monocle_apptrace import monocle_trace_scope -... -with monocle_trace_scope("Conversation"): - while True: - message = input("How can I help you:") - cleaned_message = gaurdrail_chai(message) - result = rag_chat_chain.invoke(message) -``` -The above code will generate two traces (one per chain invocation). All the spans in these traces will have an attribute called `Conversaion` with a unique value. -```json -"attributes": { - "span.type": "inference", - ... - "scope.conversation": "0xcb80e6f772968ed50ead80657b09cf52", -``` - -### Set scope programatically in typescript -TBD - -### Set scope declaratively -You can set scope via a configuration file at the method level or to track http header, without having to make changes diff --git a/documentation/Monocle_Cookbook.md b/documentation/Monocle_Cookbook.md new file mode 100644 index 0000000..eb1e647 --- /dev/null +++ b/documentation/Monocle_Cookbook.md @@ -0,0 +1,53 @@ +# This cookbook provides receipts of various instrumenation solution with Monocle + +## Generate out of box telemetry, without any code chante +If you have a python app that run locally ie ```python my-app.py [args]``` (as opposed to hosting in a cloud serverless container like AWS Lambda or Azure Function), you can use Monocle package to enable telemetry with any code change +```shell +python -m monocle_apptrace my-app.py [args] +``` +This will genearate the trace files monocle_trace_*.json in the local directory + +## Instrument your app to enable Monocle telemetry +- Python +Install monocle package or add `monocle_telemetry` in your ```requirements.txt``` file. +```shell +pip install monocle_telemetry +``` +Import the package and add Monocle a single line of code to enable Monocle telemetry +```python + from monocle_apptrace import setup_monocle_telemetry + setup_monocle_telemetry(workflow_name="your-app-name") +``` +Now when you run the application, it will generate the trace files `monocle_trace_*.json` in the directory where the application is ran. + +- Typescript +Get the Monocle package + +```shell + npm install --save monacle2ai +``` +Instrument your app code +```js + const { setupMonocle } = require("monacle2ai") + setup_monocle_telemetry(workflow_name="your-app-name") +``` + +## Track application business logic coded in a top level application method/API +Consider a chatbot application with a method called conversation() that implements a chat conversion thread with end user. When the +```python +... + def conversation(): + while True: + ... + message = input("How can I help you:") + cleaned_message = gaurdrail_chai(message) ==> GenAI code + result = rag_chat_chain.invoke(message) ==> GenAI code +``` + +The above code will generate two traces (one per chain invocation). All the spans in these traces will have an attribute called `Conversaion` with a unique value. +```json +"attributes": { + "span.type": "inference", + ... + "scope.conversation": "0xcb80e6f772968ed50ead80657b09cf52", +``` \ No newline at end of file diff --git a/documentation/Monocle_User_Guide.md b/documentation/Monocle_User_Guide.md index ae7b7f6..1ec808c 100644 --- a/documentation/Monocle_User_Guide.md +++ b/documentation/Monocle_User_Guide.md @@ -209,12 +209,155 @@ Monocle exporters handle storing the trace for future analysis. By default each |OpenSearch|✅|✅| ## Using scopes -Imagine you have a chatbot application that supports a long conversion ie multiple question/answer back and forth between end user and bot. It uses various genAI tech components like LLMs and vector stores. A simple instrumentation will generate a trace per genAI API call (eg invocation of a framework chat or direct OpenAI API). As the app developer or owner, you are more interested in tracking the conversions than just APIs. The scopes in Monocle enables that use case. -You can set the scope in application either programatically or declaratively. You can specific a value for scope or Monocle will generate a unique value (GUID) which gives you options to choose what's best suited for your use case. Please see the [Monocle scopes guide](Monocle_scopes.md) for the details and examples. - +Imagine you have a chatbot application that supports a long conversion ie multiple question/answer back and forth between end user and bot. It uses various genAI tech components/services like LLMs and vector stores. A simple instrumentation will generate a trace per genAI API call (eg invocation of a framework chat or direct OpenAI API). As the app developer or owner, you are more interested in tracking the conversions than just APIs. The scopes in Monocle enables that use case. +You can set the scope in application either programatically or declaratively. You can specific a value for scope or Monocle will generate a unique value (GUID) which gives you options to choose what's best suited for your use case. Please see the [Monocle cookbook](Monocle_scopes.md) for the details and examples. ## Extending Monocle If you are using a genAI technology that's not yet supported by Monocle out of the box or have you own proparitory code, you can extend monocle to generate traces in the Monocle format. Please refer to [extending monocle guide](Extending_monocle.md) +## Monocle API Referece +### Python APIs +#### [`setup_monocle_telemetry`](https://github.com/monocle2ai/monocle/blob/main/src/monocle_apptrace/instrumentation/common/instrumentor.py#L153) +```python3 +def setup_monocle_telemetry( + workflow_name: str, + span_processors: List[opentelemetry.sdk.trace.SpanProcessor] = None, + span_handlers: Dict[str, monocle_apptrace.instrumentation.common.span_handler.SpanHandler] = None, + wrapper_methods: List[Union[dict, monocle_apptrace.instrumentation.common.wrapper_method.WrapperMethod]] = None, + union_with_default_methods: bool = True +) -> None +``` + +Set up Monocle telemetry for the application. + +**Parameters:** + +| Name | Type | Description | Default | +|---|---|---|---| +| workflow_name | str | The name of the workflow to be used as the service name in telemetry. | None | +| span_processors | List[SpanProcessor] | Custom span processors to use instead of the default ones. If None,
BatchSpanProcessors with Monocle exporters will be used. | ones | +| span_handlers | Dict[str, SpanHandler] | Dictionary of span handlers to be used by the instrumentor, mapping handler names to handler objects. | None | +| wrapper_methods | List[Union[dict, WrapperMethod]] | Custom wrapper methods for instrumentation. If None, default methods will be used. | methods | +| union_with_default_methods | bool, default=True | If True, combine the provided wrapper_methods with the default methods.
If False, only use the provided wrapper_methods. | methods | + +### [`start_trace`](https://github.com/monocle2ai/monocle/blob/main/src/monocle_apptrace/instrumentation/common/instrumentor.py#L196) + +```python3 +def start_trace( + +) +``` + +Starts a new trace. All the spans created after this call will be part of the same trace. + +**Returns:** + +| Type | Description | +|---|---| +| Token | A token representing the attached context for the workflow span.
This token is to be used later to stop the current trace.
Returns None if tracing fails. | + +**Raises:** + +| Type | Description | +|---|---| +| Exception | The function catches all exceptions internally and logs a warning. | + +### [`stop_scope`](https://github.com/monocle2ai/monocle/blob/main/src/monocle_apptrace/instrumentation/common/instrumentor.py#L209) + +```python3 +def stop_scope( + token: object +) -> None +``` + +Stop the active scope. All the spans created after this will not have the scope attached. + +**Parameters:** + +| Name | Type | Description | Default | +|---|---|---|---| +| token | None | The token that was returned when the scope was started. | None | + +**Returns:** + +| Type | Description | +|---|---| +| None | None | + +#### [`start_scope`](https://github.com/monocle2ai/monocle/blob/main/src/monocle_apptrace/instrumentation/common/instrumentor.py#L229) + +```python3 +def start_scope( + scope_name: str, + scope_value: str = None +) -> object +``` + +Start a new scope with the given name and and optional value. If no value is provided, a random UUID will be generated. + +All the spans, across traces created after this call will have the scope attached until the scope is stopped. + +**Parameters:** + +| Name | Type | Description | Default | +|---|---|---|---| +| scope_name | None | The name of the scope. | None | +| scope_value | None | Optional value of the scope. If None, a random UUID will be generated. | None | + +**Returns:** + +| Type | Description | +|---|---| +| Token | A token representing the attached context for the scope. This token is to be used later to stop the current scope. | + +#### [`stop_scope`](https://github.com/monocle2ai/monocle/blob/main/src/monocle_apptrace/instrumentation/common/instrumentor.py#L232) + +```python3 +def stop_scope( + token: object +) -> None +``` + +Stop the active scope. All the spans created after this will not have the scope attached. + +**Parameters:** + +| Name | Type | Description | Default | +|---|---|---|---| +| token | None | The token that was returned when the scope was started. | None | + +**Returns:** + +| Type | Description | +|---|---| +| None | None | + +#### [`monocle_trace_scope`](https://github.com/monocle2ai/monocle/blob/main/src/monocle_apptrace/instrumentation/common/instrumentor.py#L244) + +```python3 +def monocle_trace_scope( + scope_name: str, + scope_value: str = None +) +``` + +Context manager to start and stop a scope. All the spans, across traces created within the encapsulated code will have the scope attached. + +**Parameters:** + +| Name | Type | Description | Default | +|---|---|---|---| +| scope_name | None | The name of the scope. | None | +| scope_value | None | Optional value of the scope. If None, a random UUID will be generated. | None | + +#### [`monocle_trace_http_route`](https://github.com/monocle2ai/monocle/blob/main/src/monocle_apptrace/instrumentation/common/instrumentor.py#L264) + +```python3 +def monocle_trace_http_route( + func +) +``` +Decorator to start and stop a continue traces and scope for a http route. It will also initiate new scopes from the http headers if configured in ``monocle_scopes.json`` +All the spans, across traces created in the route will have the scope attached. From e62f153c73fa9a32461932f80f39aafb98185e2a Mon Sep 17 00:00:00 2001 From: Prasad Mujumdar Date: Fri, 14 Mar 2025 16:30:45 -0700 Subject: [PATCH 23/29] Cookbook updates Signed-off-by: Prasad Mujumdar --- documentation/Monocle_Cookbook.md | 99 +++++++++++++++++++++++++------ 1 file changed, 82 insertions(+), 17 deletions(-) diff --git a/documentation/Monocle_Cookbook.md b/documentation/Monocle_Cookbook.md index eb1e647..33d2a4a 100644 --- a/documentation/Monocle_Cookbook.md +++ b/documentation/Monocle_Cookbook.md @@ -20,34 +20,99 @@ Import the package and add Monocle a single line of code to enable Monocle telem ``` Now when you run the application, it will generate the trace files `monocle_trace_*.json` in the directory where the application is ran. -- Typescript -Get the Monocle package - -```shell - npm install --save monacle2ai -``` -Instrument your app code -```js - const { setupMonocle } = require("monacle2ai") - setup_monocle_telemetry(workflow_name="your-app-name") +## Combining multiple APIs under single traceID +By default monocle instrumetation will generate traces for every chain or API call that your application. If you want to combine some traces for multiple APIs under a single traceID, +- Use `start_trace()` and `stop_trace()` APIs +```python +token = start_trace() +try: + embedding_api() + inferece_api() +finally: + stop_trace(token) ``` +- Wrapp the code under `monocle_trace` +```python +with monocle_trace(): + embedding_api() + inferece_api() + ## Track application business logic coded in a top level application method/API -Consider a chatbot application with a method called conversation() that implements a chat conversion thread with end user. When the +Consider a chatbot application with a method called conversation() that implements a chat conversion thread with end user. This method in turn calls other APIs like OpenAI and Langchain to use LLMs and generate responses. ```python ... def conversation(): - while True: ... message = input("How can I help you:") - cleaned_message = gaurdrail_chai(message) ==> GenAI code - result = rag_chat_chain.invoke(message) ==> GenAI code + cleaned_message = response = openai.chat.completions.create(message) ==> GenAI code + result = rag_chat_chain.invoke(cleaned_message) ==> GenAI code ``` - -The above code will generate two traces (one per chain invocation). All the spans in these traces will have an attribute called `Conversaion` with a unique value. +By default monocle instrumetation will generate a unique trace ID for every chain or API call that your application. This is very useful to track how your app is using the GenAI services. However, that's often not sufficient. As an app developer or owner, you might want to look at bigger picture from the logic or business context. For example, you want to look at the prompts or latency etc at the conversion level than API level. Monocle has this notion of [scopes](Monocle_User_Guide.md#scopes) which allows to you tie multiple traces/spans under a unique id so you can group it. +- Enableing scope programatically at method level +```python + with monocle_trace_scope("conversation"): + message = input("How can I help you:") + cleaned_message = response = openai.chat.completions.create(message) ==> GenAI code + result = rag_chat_chain.invoke(cleaned_message) ==> GenAI code +``` +- By adding a decorator `monocle_trace_scope_method` to this `conversation()` method +```python +@monocle_trace_scope_method("conversation") +def conversation(): +... +``` +- Configuraging the method name in ```monocle_scope.json``` file that's placed in the working directory of the application +```json + { + "package": "myapp.bot", + "object": "chat", + "method": "conversation", + "scope_name": "conversation" + } +``` +The above code will generate two traces (one per chain invocation). All the spans in these traces will have an attribute called `conversaion` with a unique value. ```json "attributes": { "span.type": "inference", ... "scope.conversation": "0xcb80e6f772968ed50ead80657b09cf52", -``` \ No newline at end of file +``` + +## Build on existing application logic to capture scope +Imagine you have a chatbot where the frontend app is running in browser and the backend gen AI code is running in a REST framework like Flask or hosted in serverless cloud service like Azure function or AWS Lambda. Let's say that the application has a notion of conversaions, a chat thread that goes between end user and chatbot. A conversation IDs is genearted in the frontend to track each conversions and for sent as a REST header to stateless backend to retrieve the right context. Monocle enables you to track this conversation ID as a scope so all the gen AI APIs called during a conversation are marked with this unique conversation ID. +- GenAI code running in the Flask +Monocle support Flask instrumentation out of the box. All you need to do is to add `setup_monocle_telemetry()` in your flask app and specify the http headers you want to track in the `monocle_scope.json` file +```python +from flask import Flask, request, jsonify +from monocle_apptrace.instrumentation.common.instrumentor import setup_monocle_telemetry + +web_app = Flask(__name__) +setup_monocle_telemetry(workflow_name = "my-chatbot-webapp") + +def main(): + web_app.run(host="0.0.0.0", port=8096, debug=False) + +@web_app.route('/chat',methods = ["POST"]) +def chat(): + try: + coversation_id= request.headers["coversation-id"] + question = request.args["question"] + response = chat(question, coversation_id) + return response + +``` +Save the `monocle_scope.json` in the folder where you run the Flask application +```json + { + "http_header": "client-id", + "scope_name": "conversation" + } +``` +The above code will generate two traces (one per chain invocation). All the spans in these traces will have an attribute called `conversaion` with a unique value. +```json +"attributes": { + "span.type": "inference", + ... + "scope.conversation": "conversion-id: 0xcb80e6f772968ed50ead80657b09cf52", +``` From 5b1bf56c6ab20bcf3cc8fb3cc53abe59769c9c41 Mon Sep 17 00:00:00 2001 From: Prasad Mujumdar Date: Thu, 20 Mar 2025 19:53:43 -0700 Subject: [PATCH 24/29] Doc updates, Monocle extension for Typescript Signed-off-by: Prasad Mujumdar --- ...monocle.md => Extending_monocle_python.md} | 0 documentation/Extending_monocle_ts.md | 228 ++++++++++++++++++ ...Cookbook.md => Monocle_Cookbook_python.md} | 0 documentation/Monocle_User_Guide.md | 6 +- .../__init__.py | 0 .../custom_ai_code/openai_client.py | 0 .../custom_ai_code/vector_db.py | 0 .../example_custom.py | 0 .../example_gemini.py | 0 .../output_processor_gemini.py | 0 .../output_processor_inference.py | 0 .../output_processor_vector.py | 0 .../requirements.txt | 0 .../run_example_custom.sh | 0 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b/documentation/Extending_monocle_python.md similarity index 100% rename from documentation/Extending_monocle.md rename to documentation/Extending_monocle_python.md diff --git a/documentation/Extending_monocle_ts.md b/documentation/Extending_monocle_ts.md new file mode 100644 index 0000000..a0db46a --- /dev/null +++ b/documentation/Extending_monocle_ts.md @@ -0,0 +1,228 @@ +# Monocle Custom Instrumentation Guide + +Monocle allows you to easily instrument your GenAI applications to capture telemetry for both custom code and third-party libraries. This guide explains how to instrument your code, create output processors, and analyze the resulting telemetry. + +## Instrumenting Custom Code + +Monocle allows you to instrument your own custom wrappers around GenAI services. The `setupMonocle` function is used to configure instrumentation for your application. + +### Basic Setup + +```javascript +const { setupMonocle } = require('monocle2ai'); + +setupMonocle( + "myapp.name", // Service name + [], // Custom hooks array (empty here) + [ // Instrumentation configurations array + { + "package": require.resolve('./path/to/your/module'), + "object": "YourClass", + "method": "yourMethod", + "spanName": "customSpanName", + "output_processor": [ + YOUR_OUTPUT_PROCESSOR + ] + } + ] +); +``` + +### Configuration Parameters + +- **package**: Path to the module containing the class to instrument +- **object**: Name of the class or object to instrument +- **method**: Method name to instrument +- **spanName**: Name of the span created when this method is called +- **output_processor**: Array of processors that extract and format telemetry data + +## Output Processors + +Output processors define how to extract and format telemetry data from method calls. They have access to: + +- **arguments**: All arguments passed to the method +- **instance**: The object instance (this) +- **response**: The return value from the method + +### Output Processor Structure + +```javascript +const EXAMPLE_OUTPUT_PROCESSOR = { + type: "inference", // Type of span (inference, retrieval, etc.) + attributes: [ // Arrays of attribute definitions + [ + { + attribute: "name", + accessor: arguments => arguments.instance.someProperty + }, + // More attributes... + ] + ], + events: [ // Events to capture + { + name: "data.input", + attributes: [ + { + attribute: "input", + accessor: arguments => arguments.args[0] || null + } + ] + }, + // More events... + ] +}; +``` + +## Example: Instrumenting Custom OpenAI Client + +Here's how we instrument a custom OpenAI client: + +```javascript +setupMonocle( + "openai.app", + [], + [ + { + "package": require.resolve('./custom_ai_code/openaiClient'), + "object": "OpenAIClient", + "method": "chat", + "spanName": "openaiClient.chat", + "output_processor": [ + INFERENCE_OUTPUT_PROCESSOR + ] + } + ] +); +``` + +The `INFERENCE_OUTPUT_PROCESSOR` extracts information like: +- Model name and type from function arguments +- Input prompts from method arguments +- Response text from the method's return value +- Usage metadata from the response object + +## Example: Instrumenting Vector Database + +```javascript +{ + "package": require.resolve('./custom_ai_code/vectorDb'), + "object": "InMemoryVectorDB", + "method": "searchByText", + "spanName": "vectorDb.searchByText", + "output_processor": [ + VECTOR_OUTPUT_PROCESSOR + ] +} +``` + +The `VECTOR_OUTPUT_PROCESSOR` captures: +- Vector store name and type from the instance +- Embedding model information +- Query inputs and search results + +## Instrumenting NPM Modules + +You can also instrument third-party NPM modules like Google's Generative AI SDK: + +```javascript +{ + "package": "@google/generative-ai", + "object": "GenerativeModel", + "method": "generateContent", + "spanName": "gemini.generateContent", + "output_processor": [ + GEMINI_OUTPUT_PROCESSOR + ] +} +``` + +For NPM modules, specify the package name directly instead of using `require.resolve()`. + +## Output Processor to Trace Correlation + +Let's see how output processors translate to actual traces: + +### Vector DB Processor & Trace + +The Vector DB processor extracts: +- Vector store name: `accessor: arguments => arguments.instance.constructor.name` +- Query text: `accessor: arguments => arguments.args[0] || null` +- Results: `accessor: arguments => arguments.response.map(...).join(", ")` + +This produces the following trace data: +```json +{ + "name": "vectorDb.searchByText", + "attributes": { + "span.type": "retrieval", + "entity.2.name": "InMemoryVectorDB", + "entity.2.type": "vectorstore.InMemoryVectorDB", + "entity.3.name": "text-embedding-ada-002", + "entity.3.type": "model.embedding.text-embedding-ada-002" + }, + "events": [ + { + "name": "data.input", + "attributes": { "input": "programming languages" } + }, + { + "name": "data.output", + "attributes": { + "response": "JavaScript is a high-level programming language, Machine learning is a subset of artificial intelligence" + } + } + ] +} +``` + +### Gemini Output Processor & Trace + +The Gemini output processor extracts: +- Model name: `accessor: arguments => arguments.instance.model` +- Input: `accessor: arguments => ...input text extraction logic...` +- Response: `accessor: arguments => arguments.response.response.text()` +- Usage metrics: Extracting token counts from response metadata + +This produces the following trace data: +```json +{ + "name": "gemini.generateContent", + "attributes": { + "span.type": "inference", + "entity.2.type": "gemini", + "entity.2.provider_name": "Google", + "entity.2.deployment": "models/gemini-1.5-flash", + "entity.3.name": "models/gemini-1.5-flash", + "entity.3.type": "model.llm.models/gemini-1.5-flash" + }, + "events": [ + { + "name": "data.input", + "attributes": { "input": ["Tell me a short joke about programming."] } + }, + { + "name": "data.output", + "attributes": { "response": "Why do programmers prefer dark mode? Because light attracts bugs!\n" } + }, + { + "name": "metadata", + "attributes": { + "prompt_tokens": 8, + "completion_tokens": 14, + "total_tokens": 22 + } + } + ] +} +``` + +## Best Practices + +1. **Accessor Functions**: Write robust accessor functions that handle missing or malformed data +2. **Attribute Organization**: Group related attributes within the same array in the `attributes` section +3. **Events**: Use standard event names like `data.input`, `data.output`, and `metadata` +4. **Error Handling**: Add proper error handling in accessors to avoid instrumentation failures + +## Conclusion + +Monocle's custom instrumentation provides a flexible way to track your GenAI application's behavior. By defining output processors, you can extract meaningful telemetry data from any GenAI component, whether it's your custom code or a third-party library. \ No newline at end of file diff --git a/documentation/Monocle_Cookbook.md b/documentation/Monocle_Cookbook_python.md similarity index 100% rename from documentation/Monocle_Cookbook.md rename to documentation/Monocle_Cookbook_python.md diff --git a/documentation/Monocle_User_Guide.md b/documentation/Monocle_User_Guide.md index 1ec808c..62b957b 100644 --- a/documentation/Monocle_User_Guide.md +++ b/documentation/Monocle_User_Guide.md @@ -210,10 +210,12 @@ Monocle exporters handle storing the trace for future analysis. By default each ## Using scopes Imagine you have a chatbot application that supports a long conversion ie multiple question/answer back and forth between end user and bot. It uses various genAI tech components/services like LLMs and vector stores. A simple instrumentation will generate a trace per genAI API call (eg invocation of a framework chat or direct OpenAI API). As the app developer or owner, you are more interested in tracking the conversions than just APIs. The scopes in Monocle enables that use case. -You can set the scope in application either programatically or declaratively. You can specific a value for scope or Monocle will generate a unique value (GUID) which gives you options to choose what's best suited for your use case. Please see the [Monocle cookbook](Monocle_scopes.md) for the details and examples. +You can set the scope in application either programatically or declaratively. You can specific a value for scope or Monocle will generate a unique value (GUID) which gives you options to choose what's best suited for your use case. Please see the [Monocle python cookbook](./Monocle_Cookbook_python.md) for the details and examples. ## Extending Monocle -If you are using a genAI technology that's not yet supported by Monocle out of the box or have you own proparitory code, you can extend monocle to generate traces in the Monocle format. Please refer to [extending monocle guide](Extending_monocle.md) +If you are using a genAI technology that's not yet supported by Monocle out of the box or have you own proparitory code, you can extend monocle to generate traces in the Monocle format. +- [Extending monocle guide for python](Extending_monocle_python.md) and [example](./examples/custom/custom_instrumentation_python/) +- [Extending monocle guide for typescript](Extending_monocle_ts.md) and [example](./examples/custom/custom_instrumentation_ts/) ## Monocle API Referece ### Python APIs diff --git a/documentation/examples/custom/custom_instrumentation/__init__.py b/documentation/examples/custom/custom_instrumentation_python/__init__.py similarity index 100% rename from documentation/examples/custom/custom_instrumentation/__init__.py rename to documentation/examples/custom/custom_instrumentation_python/__init__.py diff --git a/documentation/examples/custom/custom_instrumentation/custom_ai_code/openai_client.py 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index 0000000..e6a42e7 --- /dev/null +++ b/documentation/examples/custom/custom_instrumentation_ts/HOW_TO_RUN.MD @@ -0,0 +1,64 @@ + +# Running the Examples + +This directory contains examples of how to use Monocle for custom instrumentation with different AI providers and vector databases. + +## OpenAI Example +To run the OpenAI custom instrumentation example: + +```bash +# Make the script executable +chmod +x run_custom_code_example.sh + +# Run the script +./run_custom_code_example.sh +``` + +This script will: +1. Set up the MONOCLE_EXPORTER environment variable +2. Prompt for your OpenAI API key if not already set +3. Install necessary dependencies +4. Run the OpenAI example code + +## Gemini Example +To run the Gemini API instrumentation example: + +```bash +# Make the script executable +chmod +x run_gemini_sdk_code_example.sh + +# Run the script +./run_gemini_sdk_code_example.sh +``` + +This script will: +1. Set up the MONOCLE_EXPORTER environment variable +2. Prompt for your OpenAI and Gemini API keys if not already set +3. Install necessary dependencies +4. Run the Gemini example code + +## What These Examples Demonstrate + +1. **Custom Instrumentation Setup**: How to set up Monocle's instrumentation for different AI libraries +2. **Output Processors**: How to define custom output processors for various AI services +3. **Vector Database Integration**: How to instrument vector database operations +4. **Multiple Service Tracing**: How to trace operations across multiple AI services in a single application + +## Requirements + +- Node.js and npm +- OpenAI API key (for OpenAI example) +- Google Gemini API key (for Gemini example) + +## File Structure + +### Output Processors +Output processors define how Monocle should process and format data from different AI services: + +- [`outputProcessorInference.js`](./monocle_output_processor/outputProcessorInference.js) - Processor for OpenAI API calls +- [`outputProcessorGemini.js`](./monocle_output_processor/outputProcessorGemini.js) - Processor for Google's Gemini API calls +- [`outputProcessorVector.js`](./monocle_output_processor/outputProcessorVector.js) - Processor for vector database operations + +### Example Implementations +- [`exampleCustom.js`](./exampleCustom.js) - Example of custom instrumentation with OpenAI and a vector database +- [`exampleGemini.js`](./exampleGemini.js) - Example of custom instrumentation with Google's Gemini API and a vector database \ No newline at end of file diff --git a/documentation/examples/custom/custom_instrumentation_ts/custom_ai_code/openaiClient.js b/documentation/examples/custom/custom_instrumentation_ts/custom_ai_code/openaiClient.js new file mode 100644 index 0000000..a621bd6 --- /dev/null +++ b/documentation/examples/custom/custom_instrumentation_ts/custom_ai_code/openaiClient.js @@ -0,0 +1,91 @@ +const axios = require('axios'); +class OpenAIClient { + /** + * Client for interacting with OpenAI's Chat API + */ + + constructor(apiKey = null) { + /** + * Initialize the OpenAI client. + * + * @param {string} apiKey - OpenAI API key. If not provided, will look for OPENAI_API_KEY env variable. + */ + this.apiKey = apiKey || process.env.OPENAI_API_KEY; + if (!this.apiKey) { + throw new Error("OpenAI API key is required. Either pass it explicitly or set OPENAI_API_KEY environment variable."); + } + + this.baseUrl = "https://api.openai.com/v1"; + } + + async chat(messages, model = "gpt-3.5-turbo", temperature = 0.7, maxTokens = null, + topP = 1.0, frequencyPenalty = 0.0, presencePenalty = 0.0) { + /** + * Call OpenAI's chat completion API. + * + * @param {Array} messages - List of message objects with 'role' and 'content' keys + * @param {string} model - OpenAI model identifier to use + * @param {number} temperature - Sampling temperature (0-2) + * @param {number|null} maxTokens - Maximum tokens to generate + * @param {number} topP - Nucleus sampling parameter + * @param {number} frequencyPenalty - Penalty for token frequency + * @param {number} presencePenalty - Penalty for token presence + * + * @returns {Object} - Complete API response including content and metadata + */ + const url = `${this.baseUrl}/chat/completions`; + + // Prepare request payload + const payload = { + model, + messages, + temperature, + top_p: topP, + frequency_penalty: frequencyPenalty, + presence_penalty: presencePenalty + }; + + if (maxTokens) { + payload.max_tokens = maxTokens; + } + + const headers = { + 'Content-Type': 'application/json', + 'Authorization': `Bearer ${this.apiKey}` + }; + + try { + // Make API request + const response = await axios.post(url, payload, { headers }); + return response.data; + } catch (error) { + throw new Error(`OpenAI API request failed: ${error.response?.data?.error?.message || error.message}`); + } + } + + formatMessages(systemPrompts, userPrompts) { + /** + * Format system and user prompts into the message format required by OpenAI API. + * + * @param {Array} systemPrompts - List of system prompts + * @param {Array} userPrompts - List of user prompts + * + * @returns {Array} - List of formatted message objects + */ + const messages = []; + + // Add system messages + for (const systemPrompt of systemPrompts) { + messages.push({ role: "system", content: systemPrompt }); + } + + // Add user messages + for (const userPrompt of userPrompts) { + messages.push({ role: "user", content: userPrompt }); + } + + return messages; + } +} + +exports.OpenAIClient = OpenAIClient; diff --git a/documentation/examples/custom/custom_instrumentation_ts/custom_ai_code/vectorDb.js b/documentation/examples/custom/custom_instrumentation_ts/custom_ai_code/vectorDb.js new file mode 100644 index 0000000..1739a82 --- /dev/null +++ b/documentation/examples/custom/custom_instrumentation_ts/custom_ai_code/vectorDb.js @@ -0,0 +1,120 @@ +const axios = require('axios'); + +class InMemoryVectorDB { + constructor(apiKey = null) { + this.vectors = {}; + this.metadata = {}; + this.apiKey = apiKey || process.env.OPENAI_API_KEY; + this.embeddingEndpoint = "https://api.openai.com/v1/embeddings"; + this.model = "text-embedding-ada-002"; + + if (!this.apiKey) { + throw new Error("OpenAI API key is required. Either pass it explicitly or set OPENAI_API_KEY environment variable."); + } + } + + async _getEmbedding(text) { + /** + * Get embeddings from OpenAI API using direct HTTP request + */ + try { + const response = await axios.post( + this.embeddingEndpoint, + { + input: text, + model: this.model + }, + { + headers: { + 'Authorization': `Bearer ${this.apiKey}`, + 'Content-Type': 'application/json' + } + } + ); + + return response.data.data[0].embedding; + } catch (error) { + throw new Error(`API request failed: ${error.response?.data || error.message}`); + } + } + + async storeText(id, text, metadata = null) { + /** + * Store text by converting it to a vector first + */ + const vector = await this._getEmbedding(text); + this.vectors[id] = vector; + + if (metadata) { + this.metadata[id] = metadata; + } else { + this.metadata[id] = this.metadata[id] || {}; + } + + this.metadata[id].text = text; + } + + async searchByText(queryText, topK = 5) { + /** + * Search using text query + */ + const queryVector = await this._getEmbedding(queryText); + return this.search(queryVector, topK); + } + + store(id, vector, metadata = null) { + /** + * Store a vector with optional metadata + */ + this.vectors[id] = vector; + if (metadata) { + this.metadata[id] = metadata; + } + } + + search(queryVector, topK = 5) { + /** + * Search for similar vectors using cosine similarity + */ + if (Object.keys(this.vectors).length === 0) { + return []; + } + + const similarities = {}; + + for (const [id, vec] of Object.entries(this.vectors)) { + const similarity = this._cosineSimilarity(queryVector, vec); + similarities[id] = similarity; + } + + // Sort results by similarity score in descending order + const sortedResults = Object.entries(similarities) + .sort((a, b) => b[1] - a[1]) + .slice(0, topK); + + return sortedResults.map(([id, score]) => ({ + id, + similarity: score, + metadata: this.metadata[id] || {} + })); + } + + _cosineSimilarity(vec1, vec2) { + /** + * Calculate cosine similarity between two vectors + */ + let dotProduct = 0; + let norm1 = 0; + let norm2 = 0; + + for (let i = 0; i < vec1.length; i++) { + dotProduct += vec1[i] * vec2[i]; + norm1 += vec1[i] * vec1[i]; + norm2 += vec2[i] * vec2[i]; + } + + return dotProduct / (Math.sqrt(norm1) * Math.sqrt(norm2)); + } +} + +module.exports = InMemoryVectorDB; diff --git a/documentation/examples/custom/custom_instrumentation_ts/exampleCustom.js b/documentation/examples/custom/custom_instrumentation_ts/exampleCustom.js new file mode 100644 index 0000000..b89f3e5 --- /dev/null +++ b/documentation/examples/custom/custom_instrumentation_ts/exampleCustom.js @@ -0,0 +1,83 @@ +const { INFERENCE_OUTPUT_PROCESSOR } = require('./monocle_output_processor/outputProcessorInference'); +const { VECTOR_OUTPUT_PROCESSOR } = require('./monocle_output_processor/outputProcessorVector'); +const { setupMonocle } = require('monocle2ai'); + +// Set up instrumentation +setupMonocle( + "openai.app", + [], + [ + { + + "package": require.resolve('./custom_ai_code/openaiClient'), + "object": "OpenAIClient", + "method": "chat", + "spanName": "openaiClient.chat", + "output_processor": [ + INFERENCE_OUTPUT_PROCESSOR + ] + }, + { + + "package": require.resolve('./custom_ai_code/vectorDb'), + "object": "InMemoryVectorDB", + "method": "searchByText", + "spanName": "vectorDb.searchByText", + "output_processor": [ + VECTOR_OUTPUT_PROCESSOR + ] + } + ] +); + +require('dotenv').config(); +const { OpenAIClient } = require('./custom_ai_code/openaiClient'); +const InMemoryVectorDB = require('./custom_ai_code/vectorDb'); + +async function main() { + try { + // Initialize clients + const client = new OpenAIClient(); + const vectorDb = new InMemoryVectorDB(); + + // Store some example texts + console.log("Storing example texts in vector database..."); + await vectorDb.storeText( + "doc1", + "JavaScript is a high-level programming language", + { source: "programming-docs" } + ); + + await vectorDb.storeText( + "doc2", + "Machine learning is a subset of artificial intelligence", + { source: "ml-docs" } + ); + + // Search using text query + console.log("\nSearching vector database..."); + const results = await vectorDb.searchByText("programming languages", 2); + + console.log("\nVector search results:"); + for (const result of results) { + console.log(`ID: ${result.id}, Similarity: ${result.similarity.toFixed(3)}`); + console.log(`Text: ${result.metadata.text || ''}`); + } + + // OpenAI example + console.log("\nSending request to OpenAI..."); + const systemPrompts = ["You are a helpful AI assistant."]; + const userPrompts = ["Tell me a short joke about programming."]; + const messages = client.formatMessages(systemPrompts, userPrompts); + + const response = await client.chat(messages, "gpt-3.5-turbo", 0.7); + + console.log("\nOpenAI response:"); + console.log(response.choices[0].message.content); + + } catch (error) { + console.error("Error:", error.message); + } +} + +main(); diff --git a/documentation/examples/custom/custom_instrumentation_ts/exampleGemini.js b/documentation/examples/custom/custom_instrumentation_ts/exampleGemini.js new file mode 100644 index 0000000..59e6d9a --- /dev/null +++ b/documentation/examples/custom/custom_instrumentation_ts/exampleGemini.js @@ -0,0 +1,105 @@ +const { GEMINI_OUTPUT_PROCESSOR } = require('./monocle_output_processor/outputProcessorGemini'); +const { VECTOR_OUTPUT_PROCESSOR } = require('./monocle_output_processor/outputProcessorVector'); +const { setupMonocle } = require('monocle2ai'); + +// Set up instrumentation +setupMonocle( + "gemini.app", + [], + [ + { + "package": "@google/generative-ai", + "object": "GenerativeModel", + "method": "generateContent", + "spanName": "gemini.generateContent", + "output_processor": [ + GEMINI_OUTPUT_PROCESSOR + ] + }, + { + "package": require.resolve('./custom_ai_code/vectorDb'), + "object": "InMemoryVectorDB", + "method": "searchByText", + "spanName": "vectorDb.searchByText", + "output_processor": [ + VECTOR_OUTPUT_PROCESSOR + ] + } + ] +); + +require('dotenv').config(); +const InMemoryVectorDB = require('./custom_ai_code/vectorDb'); +const { GoogleGenerativeAI } = require('@google/generative-ai'); + +async function main() { + try { + // Initialize Google Generative AI client + const apiKey = process.env.GEMINI_API_KEY; + if (!apiKey) { + throw new Error("GEMINI_API_KEY is not set in environment variables"); + } + + const genAI = new GoogleGenerativeAI(apiKey); + const model = genAI.getGenerativeModel({ model: "gemini-1.5-flash" }); + + // Initialize vector DB + const vectorDb = new InMemoryVectorDB(); + + // Store some example texts + console.log("Storing example texts in vector database..."); + await vectorDb.storeText( + "doc1", + "JavaScript is a high-level programming language", + { source: "programming-docs" } + ); + + await vectorDb.storeText( + "doc2", + "Machine learning is a subset of artificial intelligence", + { source: "ml-docs" } + ); + + // Search using text query + console.log("\nSearching vector database..."); + const results = await vectorDb.searchByText("programming languages", 2); + + console.log("\nVector search results:"); + for (const result of results) { + console.log(`ID: ${result.id}, Similarity: ${result.similarity.toFixed(3)}`); + console.log(`Text: ${result.metadata.text || ''}`); + } + + // Gemini API example + console.log("\nSending request to Gemini API..."); + + // Create chat session with system instructions + const chat = model.startChat({ + history: [ + { + role: "user", + parts: [{ text: "You are a helpful AI assistant." }], + }, + { + role: "model", + parts: [{ text: "I'll do my best to help as a helpful assistant." }], + } + ], + generationConfig: { + temperature: 0.7, + } + }); + + // Send message to Gemini + const result = await model.generateContent("Tell me a short joke about programming."); + const response = result.response; + + console.log("\nGemini response:"); + console.log(response.text()); + + } catch (error) { + console.error("Error:", error.message); + } +} + +main(); diff --git a/documentation/examples/custom/custom_instrumentation_ts/monocle_output_processor/outputProcessorGemini.js b/documentation/examples/custom/custom_instrumentation_ts/monocle_output_processor/outputProcessorGemini.js new file mode 100644 index 0000000..6534230 --- /dev/null +++ b/documentation/examples/custom/custom_instrumentation_ts/monocle_output_processor/outputProcessorGemini.js @@ -0,0 +1,133 @@ +const GEMINI_OUTPUT_PROCESSOR = { + type: "inference", + attributes: [ + [ + { + _comment: "provider type, name, deployment, inference_endpoint", + attribute: "type", + accessor: () => "gemini" + }, + { + attribute: "provider_name", + accessor: () => "Google" + }, + { + attribute: "deployment", + accessor: arguments => { + // Try to extract model name from the model settings + if (arguments.instance && arguments.instance.model) { + return arguments.instance.model; + } + return "unknown"; + } + }, + { + attribute: "inference_endpoint", + accessor: () => "generative-ai.googleapis.com" + } + ], + [ + { + _comment: "LLM Model", + attribute: "name", + accessor: arguments => { + if (arguments.instance && arguments.instance.model) { + return arguments.instance.model; + } + return "unknown"; + } + }, + { + attribute: "type", + _comment: "model.llm.", + accessor: arguments => { + let model = "unknown"; + if (arguments.instance && arguments.instance.model) { + model = arguments.instance.model; + } + return `model.llm.${model}`; + } + } + ] + ], + events: [ + { + name: "data.input", + _comment: "", + attributes: [ + { + _comment: "this is input to Gemini LLM", + attribute: "input", + accessor: arguments => { + const input = arguments.args[0]; + if (typeof input === 'string') { + return [input]; + } else if (input && Array.isArray(input.parts)) { + // Handle structured input with parts + return input.parts.map(part => { + if (typeof part === 'string') return part; + return part.text || ''; + }); + } + return []; + } + } + ] + }, + { + name: "data.output", + _comment: "", + attributes: [ + { + _comment: "this is output from Gemini LLM", + attribute: "response", + accessor: arguments => { + if (!arguments.response.response) return null; + + // Handle Gemini response format + if (typeof arguments.response.response.text === 'function') { + try { + return arguments.response.response.text(); + } catch (e) { + // Fallback if text() fails + return null; + } + } + + // Alternative response structure + if (arguments.response.candidates && arguments.response.candidates.length > 0) { + const candidate = arguments.response.candidates[0]; + if (candidate.content && candidate.content.parts && candidate.content.parts.length > 0) { + return candidate.content.parts[0].text || ''; + } + } + + return null; + } + } + ] + }, + { + name: "metadata", + attributes: [ + { + _comment: "this is metadata usage from Gemini LLM", + accessor: arguments => { + // Extract usage metadata if available + const metadata = arguments.response?.response?.usageMetadata; + if (metadata) { + return { + prompt_tokens: metadata.promptTokenCount || 0, + completion_tokens: metadata.candidatesTokenCount || 0, + total_tokens: metadata.totalTokenCount || 0 + }; + } + return + } + } + ] + } + ] +}; + +module.exports = { GEMINI_OUTPUT_PROCESSOR }; diff --git a/documentation/examples/custom/custom_instrumentation_ts/monocle_output_processor/outputProcessorInference.js b/documentation/examples/custom/custom_instrumentation_ts/monocle_output_processor/outputProcessorInference.js new file mode 100644 index 0000000..15b3252 --- /dev/null +++ b/documentation/examples/custom/custom_instrumentation_ts/monocle_output_processor/outputProcessorInference.js @@ -0,0 +1,79 @@ +const INFERENCE_OUTPUT_PROCESSOR = { + type: "inference", + attributes: [ + [ + { + _comment: "provider type, name, deployment, inference_endpoint", + attribute: "type", + accessor: () => "openai" + }, + { + attribute: "provider_name", + accessor: () => "OpenAI" + }, + { + attribute: "deployment", + accessor: arguments => arguments.args[1] || "unknown" + }, + { + attribute: "inference_endpoint", + accessor: arguments => arguments.instance.baseUrl + } + ], + [ + { + _comment: "LLM Model", + attribute: "name", + accessor: arguments => arguments.args[1] || "unknown" + }, + { + attribute: "type", + _comment: "model.llm.", + accessor: arguments => `model.llm.${arguments.args[1] || "unknown"}` + } + ] + ], + events: [ + { + name: "data.input", + _comment: "", + attributes: [ + { + _comment: "this is input to LLM, the accessor extracts only the message contents", + attribute: "input", + accessor: arguments => { + const messages = arguments.args[0] || []; + return Array.isArray(messages) + ? messages.map(msg => msg.content) + : []; + } + } + ] + }, + { + name: "data.output", + _comment: "", + attributes: [ + { + _comment: "this is output from LLM, it includes the string response which is part of a list", + attribute: "response", + accessor: arguments => { + if (!arguments.response?.choices?.length) return null; + return arguments.response.choices[0].message.content; + } + } + ] + }, + { + name: "metadata", + attributes: [ + { + _comment: "this is metadata usage from LLM", + accessor: arguments => arguments.response?.usage || {} + } + ] + } + ] +}; + +module.exports = { INFERENCE_OUTPUT_PROCESSOR }; diff --git a/documentation/examples/custom/custom_instrumentation_ts/monocle_output_processor/outputProcessorVector.js b/documentation/examples/custom/custom_instrumentation_ts/monocle_output_processor/outputProcessorVector.js new file mode 100644 index 0000000..9e5d6df --- /dev/null +++ b/documentation/examples/custom/custom_instrumentation_ts/monocle_output_processor/outputProcessorVector.js @@ -0,0 +1,61 @@ +const VECTOR_OUTPUT_PROCESSOR = { + type: "retrieval", + attributes: [ + [ + { + _comment: "vector store name and type", + attribute: "name", + accessor: arguments => arguments.instance.constructor.name + }, + { + attribute: "type", + accessor: arguments => "vectorstore." + arguments.instance.constructor.name + }, + { + attribute: "deployment", + accessor: () => "" + } + ], + [ + { + _comment: "embedding model name and type", + attribute: "name", + accessor: arguments => arguments.instance.model + }, + { + attribute: "type", + accessor: arguments => "model.embedding." + arguments.instance.model + } + ] + ], + events: [ + { + name: "data.input", + _comment: "query input to vector store", + attributes: [ + { + attribute: "input", + accessor: arguments => arguments.args[0] || null + } + ] + }, + { + name: "data.output", + _comment: "results from vector store search", + attributes: [ + { + attribute: "response", + accessor: arguments => { + if (!arguments.response) return ""; + return arguments.response + .map(item => item.metadata.text || "") + .filter(text => text) + .join(", "); + } + } + ] + } + ] +}; + +module.exports = { VECTOR_OUTPUT_PROCESSOR }; diff --git a/documentation/examples/custom/custom_instrumentation_ts/package.json b/documentation/examples/custom/custom_instrumentation_ts/package.json new file mode 100644 index 0000000..80116ca --- /dev/null +++ b/documentation/examples/custom/custom_instrumentation_ts/package.json @@ -0,0 +1,26 @@ +{ + "name": "custom-instrumentation-monocle", + "version": "1.0.0", + "description": "Custom instrumentation example with Monocle for Google Gemini and Vector DB interactions", + "main": "example.js", + "scripts": { + "start": "node example.js", + "test": "echo \"Error: no test specified\" && exit 1" + }, + "keywords": [ + "monocle", + "gemini", + "google-ai", + "vectordb", + "instrumentation", + "telemetry" + ], + "author": "", + "license": "MIT", + "dependencies": { + "@google/generative-ai": "^0.22.0", + "axios": "^1.4.0", + "dotenv": "^16.0.3", + "monocle2ai": "^0.1.0" + } +} diff --git a/documentation/examples/custom/custom_instrumentation_ts/run_custom_code_example.sh b/documentation/examples/custom/custom_instrumentation_ts/run_custom_code_example.sh new file mode 100755 index 0000000..7bf4d1b --- /dev/null +++ b/documentation/examples/custom/custom_instrumentation_ts/run_custom_code_example.sh @@ -0,0 +1,36 @@ +#!/bin/bash + +export MONOCLE_EXPORTER=file + +# Check if OPENAI_API_KEY is already set +if [ -z "$OPENAI_API_KEY" ]; then + echo "OPENAI_API_KEY not found in environment." + echo "Please enter your OpenAI API Key: " + read -s OPENAI_API_KEY + export OPENAI_API_KEY + echo "API Key set." +else + echo "Using existing OPENAI_API_KEY from environment." +fi + +# Check if Node.js is installed +if ! command -v node &> /dev/null; then + echo "Node.js is required but not found. Please install Node.js and try again." + exit 1 +fi + +# Check if npm is installed +if ! command -v npm &> /dev/null; then + echo "npm is required but not found. Please install npm and try again." + exit 1 +fi + +# Install dependencies +echo "Installing dependencies..." +npm install + +# Run exampleCustom.js +echo "Running exampleCustom.js..." +node exampleCustom.js + +echo "Script execution completed." diff --git a/documentation/examples/custom/custom_instrumentation_ts/run_gemini_sdk_code_example.sh b/documentation/examples/custom/custom_instrumentation_ts/run_gemini_sdk_code_example.sh new file mode 100755 index 0000000..b3c21ea --- /dev/null +++ b/documentation/examples/custom/custom_instrumentation_ts/run_gemini_sdk_code_example.sh @@ -0,0 +1,47 @@ +#!/bin/bash + +export MONOCLE_EXPORTER=file + +# Check if OPENAI_API_KEY is already set +if [ -z "$OPENAI_API_KEY" ]; then + echo "OPENAI_API_KEY not found in environment." + echo "Please enter your OpenAI API Key: " + read -s OPENAI_API_KEY + export OPENAI_API_KEY + echo "OpenAI API Key set." +else + echo "Using existing OPENAI_API_KEY from environment." +fi + +# Check if GEMINI_API_KEY is already set +if [ -z "$GEMINI_API_KEY" ]; then + echo "GEMINI_API_KEY not found in environment." + echo "Please enter your Gemini API Key: " + read -s GEMINI_API_KEY + export GEMINI_API_KEY + echo "Gemini API Key set." +else + echo "Using existing GEMINI_API_KEY from environment." +fi + +# Check if Node.js is installed +if ! command -v node &> /dev/null; then + echo "Node.js is required but not found. Please install Node.js and try again." + exit 1 +fi + +# Check if npm is installed +if ! command -v npm &> /dev/null; then + echo "npm is required but not found. Please install npm and try again." + exit 1 +fi + +# Install dependencies +echo "Installing dependencies..." +npm install + +# Run exampleGemini.js +echo "Running exampleGemini.js..." +node exampleGemini.js + +echo "Script execution completed." diff --git a/documentation/examples/custom/custom_instrumentation_ts/sample_spans/monocle_trace__2025-02-28T16-51-13-265Z.json b/documentation/examples/custom/custom_instrumentation_ts/sample_spans/monocle_trace__2025-02-28T16-51-13-265Z.json new file mode 100644 index 0000000..a2e35d6 --- /dev/null +++ b/documentation/examples/custom/custom_instrumentation_ts/sample_spans/monocle_trace__2025-02-28T16-51-13-265Z.json @@ -0,0 +1,50 @@ +[ + { + "name": "vectorDb.searchByText", + "context": { + "trace_id": "d092abd9101aaf36ec9f7858e1f9e63a", + "span_id": "67b3d64c5bb4b870", + "trace_flags": 1 + }, + "kind": 0, + "parent_id": "None", + "start_time": "2025-02-28T16:51:12.517000Z", + "end_time": "2025-02-28T16:51:13.249000Z", + "status": { + "status_code": "UNSET" + }, + "attributes": { + "monocle-typescript.version": "0.0.1", + "span.type": "retrieval", + "entity.1.name": "gemini.app", + "entity.1.type": "workflow.generic", + "entity.2.name": "InMemoryVectorDB", + "entity.2.type": "vectorstore.InMemoryVectorDB", + "entity.3.name": "text-embedding-ada-002", + "entity.3.type": "model.embedding.text-embedding-ada-002", + "entity.count": 3 + }, + "events": [ + { + "name": "data.input", + "timestamp": "2025-02-28T16:51:13.249000Z", + "attributes": { + "input": "programming languages" + } + }, + { + "name": "data.output", + "timestamp": "2025-02-28T16:51:13.249000Z", + "attributes": { + "response": "JavaScript is a high-level programming language, Machine learning is a subset of artificial intelligence" + } + } + ], + "links": [], + "resource": { + "attributes": { + "service.name": "gemini.app" + } + } + } +] \ No newline at end of file diff --git a/documentation/examples/custom/custom_instrumentation_ts/sample_spans/monocle_trace__2025-02-28T16-51-15-744Z.json b/documentation/examples/custom/custom_instrumentation_ts/sample_spans/monocle_trace__2025-02-28T16-51-15-744Z.json new file mode 100644 index 0000000..a29c7f3 --- /dev/null +++ b/documentation/examples/custom/custom_instrumentation_ts/sample_spans/monocle_trace__2025-02-28T16-51-15-744Z.json @@ -0,0 +1,63 @@ +[ + { + "name": "gemini.generateContent", + "context": { + "trace_id": "b089c523d517591ef0fb5d2aec9e8792", + "span_id": "cba44d8dead08781", + "trace_flags": 1 + }, + "kind": 0, + "parent_id": "None", + "start_time": "2025-02-28T16:51:13.251000Z", + "end_time": "2025-02-28T16:51:15.737000Z", + "status": { + "status_code": "UNSET" + }, + "attributes": { + "monocle-typescript.version": "0.0.1", + "span.type": "inference", + "entity.1.name": "gemini.app", + "entity.1.type": "workflow.generic", + "entity.2.type": "gemini", + "entity.2.provider_name": "Google", + "entity.2.deployment": "models/gemini-1.5-flash", + "entity.2.inference_endpoint": "generative-ai.googleapis.com", + "entity.3.name": "models/gemini-1.5-flash", + "entity.3.type": "model.llm.models/gemini-1.5-flash", + "entity.count": 3 + }, + "events": [ + { + "name": "data.input", + "timestamp": "2025-02-28T16:51:15.736000Z", + "attributes": { + "input": [ + "Tell me a short joke about programming." + ] + } + }, + { + "name": "data.output", + "timestamp": "2025-02-28T16:51:15.737000Z", + "attributes": { + "response": "Why do programmers prefer dark mode? Because light attracts bugs!\n" + } + }, + { + "name": "metadata", + "timestamp": "2025-02-28T16:51:15.737000Z", + "attributes": { + "prompt_tokens": 8, + "completion_tokens": 14, + "total_tokens": 22 + } + } + ], + "links": [], + "resource": { + "attributes": { + "service.name": "gemini.app" + } + } + } +] \ No newline at end of file diff --git a/documentation/examples/custom/custom_instrumentation_ts/sample_spans/monocle_trace__2025-02-28T16-51-34-800Z.json b/documentation/examples/custom/custom_instrumentation_ts/sample_spans/monocle_trace__2025-02-28T16-51-34-800Z.json new file mode 100644 index 0000000..5b2e119 --- /dev/null +++ b/documentation/examples/custom/custom_instrumentation_ts/sample_spans/monocle_trace__2025-02-28T16-51-34-800Z.json @@ -0,0 +1,60 @@ +[ + { + "name": "openaiClient.chat", + "context": { + "trace_id": "a30bb318d22c6fe7047d9cea059ca5a7", + "span_id": "ada1cbec82ae33b4", + "trace_flags": 1 + }, + "kind": 0, + "parent_id": "None", + "start_time": "2025-02-28T16:51:33.565000Z", + "end_time": "2025-02-28T16:51:34.793000Z", + "status": { + "status_code": "UNSET" + }, + "attributes": { + "monocle-typescript.version": "0.0.1", + "span.type": "inference", + "entity.1.name": "openai.app", + "entity.1.type": "workflow.generic", + "entity.2.type": "openai", + "entity.2.provider_name": "OpenAI", + "entity.2.deployment": "gpt-3.5-turbo", + "entity.2.inference_endpoint": "https://api.openai.com/v1", + "entity.3.name": "gpt-3.5-turbo", + "entity.3.type": "model.llm.gpt-3.5-turbo", + "entity.count": 3 + }, + "events": [ + { + "name": "data.input", + "timestamp": "2025-02-28T16:51:34.793000Z", + "attributes": { + "input": [ + "You are a helpful AI assistant.", + "Tell me a short joke about programming." + ] + } + }, + { + "name": "data.output", + "timestamp": "2025-02-28T16:51:34.793000Z", + "attributes": { + "response": "Why do programmers prefer dark mode? Because the light attracts bugs!" + } + }, + { + "name": "metadata", + "timestamp": "2025-02-28T16:51:34.793000Z", + "attributes": {} + } + ], + "links": [], + "resource": { + "attributes": { + "service.name": "openai.app" + } + } + } +] \ No newline at end of file diff --git a/documentation/quickstart.md b/documentation/quickstart.md index 5e5eb51..2489d38 100644 --- a/documentation/quickstart.md +++ b/documentation/quickstart.md @@ -35,4 +35,4 @@ layout: default ``` # Examine the traces -By default Monocle traces are written out to a json file `monocle_trace___.json` in the directory where the application is executed. Checkout this [example](examples/monocle_trace_openai_app_0xfbcf020bcfbaf3e7e3a14b1a87b267a9_2025-03-09_19.10.52.json) \ No newline at end of file +By default Monocle traces are written out to a json file `monocle_trace___.json` in the directory where the application is executed. Checkout this [example](./examples/monocle_trace.json) \ No newline at end of file From 6c20a5bf721496616df83f17d54848ad24e63aba Mon Sep 17 00:00:00 2001 From: Prasad Mujumdar Date: Thu, 17 Apr 2025 19:58:09 -0700 Subject: [PATCH 25/29] Concepts doc updates Signed-off-by: Prasad Mujumdar --- documentation/Monocle_User_Guide.md | 71 ++++++++++++++++++++++++++--- documentation/quickstart.md | 4 +- 2 files changed, 67 insertions(+), 8 deletions(-) diff --git a/documentation/Monocle_User_Guide.md b/documentation/Monocle_User_Guide.md index 62b957b..3d677a5 100644 --- a/documentation/Monocle_User_Guide.md +++ b/documentation/Monocle_User_Guide.md @@ -1,16 +1,75 @@ # Monocle User Guide ## Monocle Concepts -### Traces -Traces are the full view of a single end-to-end application KPI, for example Chatbot application to provide a response to end user’s question. Traces consist of various metadata about the application run including status, start time, duration, input/outputs etc. They also include a list of individual steps aka “spans with details about that step. -It’s typically the workflow code components of an application that generate the traces for application runs. -### Spans -Spans are the individual steps executed by the application to perform a GenAI related task”, for example app retrieving vectors from DB, app querying LLM for inference etc. The span includes the type of operation, start time, duration and metadata relevant to that step e.g., Model name, parameters and model endpoint/server for an inference request. -It’s typically the workflow code components of an application that generate the traces for application runs. + +### Span +Span is an observation of a code/method executed. Each span has a unique ID. It records the start time and end time of the code's execution along with additional information relevant to that operation. Before the code execution starts, a span object is created in the memory of the host process executing this code. It'll capture the current time as start of time of span. At this stage the span is considered active. It'll stay active till the code execution ends. Once the code execution is complete, it'll record the current time as end time, capture any additional relevant information (eg argument, return value, environment setttings etc.). Now the span is marked as closed and it will be queued to be saved to some configured storage. +Note that the code that generated this span could in turn call other methods that are also instrumented. Those will generate spans of their own. These will be "child" spans which will refer to the span ID of the calling code as "parent" span. An initial span which has no parent is referred as "root" span. + +### Trace +A trace is a collection of spans with a common ID called traceID. When the first active span gets created, a new unique traceID is generated and assigned to that span. All the child spans generated by execution of other instrumented code/methods will share the same traceID. Once this top span ends, this trace ends. This way all the code executed as part of the top level instrumented code will have a common traceID to group them together. For example, consider following sequence where `f1()` is the first instrumented method is executed, it calls other instrumented methods `f2(),f3(),f4() and f5()` +``` +f1()--> f2() --> f3() + --> f4() --> f5() +``` +In the above sequence, all method execution will generate a span each and they all will have a common traceID. Now if a new instrumented methods is executed after f1() finishes, it will be the first active span in the process's execution context and a will get a new traceID. + +#### Trace ID propogation +Each child span inherits the parent's trace ID. When spans running in same process, it captures it from process memory/context etc. But consider the above example again, where the `f4()-->f5()` code is not part of the process that executing f1(). It's a remote call, say over REST. From the overall application's point of view, the work done if `f4()` and `f5()` is part of `f1()` and you want same traceID associated with all spans. You want the instrumentation to seamlessly pass the tracedID over such remote calls and continue that instead of generating a new one. It's the responsibility of Monocle to provide such mechanism to make thsi trace ID propogation transparent to the application logic and architecture. + +### Types of spans in Monocle +Monocle extends these generic span types by enriching additional attributes/data for genAI specific operations. +#### GenAI spans +There are the core spans that capture details of genAI component operations like call to an LLM or vectore store. The purpose of these spans is to capture the details the applications interaction with core genAI comoponents. These spans are triggered by pre-instrumented methods that handle such operations. +- Inference span +Represents interaction with LLMs, captures details like model, prompts, response and other metadata (eg tokens) +- Retrieval span +Represents interactions with vector stores like embedding creating, vector retrieval etc. Captures the model, search query, response, vector embedding etc. +- HTTP span +Represents communications between two different workflows where the traceID or scopes are propogated. + +#### Generic spans +These are the spans that are created by a top level method that anchors a higher level of abstraction for underlying core genAI APIs. For example a langchain.invoke() which under the cover calls langchain.llm_invoke() or langchain.vector_retrieval(). Consider following psuedo code of a langchain rag pattern API, +``` +response = rag_chain.invoke(prompt) + --> cleaned_prompt = llm1.chat(prompt) + --> context = vector_store.retrieve(cleaned_prompt) + --> response = llm2.chat(system_prompt+context+cleaned_prompt) + --> return response +``` +If we only instrument the top level invoke call, then we'll trace the top level prompt and response interaction between application and langchain. But we'll miss the details like how a system prompt was added and send to mulitple LLMs and what context was extracted from a vector store etc. On the other hand, if we only instrument the low level calls to LLM and vector, then we'll miss the fact that those are part of same RAG. Hence we instrument all of them. This exaple would genearte an anchor spna for `invoke()` method, a retrieval span for `retrieve()` method and two inference spans for each `chat()` method. All of these will have common traceID. +The anchor spans also provides an observation window of your application interaction with an high level SDK or service. It will illustrate facts such as how much time take by the genAI service invocation compared to other local logic. + +#### Workflow spans +Workflow spans are synthetic spans that are created to trace the full trace. It captures the summary of the full trace including the time window, the process running this code (set as `workflow_name` in the API to enab le Monocle instrumentation) and runtime environment details such as hosting service (Azure function, Lambda function etc). +The workflow spans is generated when a new trace starts or when a trace is propogated. They provide the base line observation window for the entire trace or a fragment of trace executed in a process. +Consider following example, +``` +setup_monocle_telemetry(workflow='bot') +rag_chain.invoke() + --> context = retrieval() + --> new_prompt = REST --> azure.func.chat(prompt) --> + setup_monocle_telemetry(workflow='moderator') + return llm(moderator_system_prompt+prompt) + --> response = llm(new_prompt) +``` +This will generate following spans: +``` +Span{name='workflow.bot', type= workflow, traceID = xx1, spanID = yy0, parentID=None} ==> Workflow for new trace start +Span{name='chain.invoke', type=anchor, traceID = xx1, spanID = yy1, parentID=yy0} ==> anchor span for chain invoke +Span{name='chain.retrieval', type=retrieval, traceID = xx1, spanID = yy2, parentID = yy1} ==> Retrieval API span +Span{name='workflow.moderator', type=workflow, traceID = xx1, spanID = zz1, parentID=yy1} ==> Workflow for propogated trace fragement +Span{name='az.func.chat', type=anchor, traceID = xx1, spanID = zz2, parentID=zz1} ==> anchor span for az function invoke +Span{name='chain.infer', type=inference, traceID = xx1, spanID = zz2, parentID=zz2} ==> inference +Span{name='chain.infer',type=inference, traceID = xx1, spanID = yy3, parentID=yy1} ==> inference +``` + ### Metamodel Monocle metamodel is the way to manage standardization across all supported GenAI component stack. It includes the list of components that Monocle can identify and extract metadata. This help understanding and analyzing the traces from applications that include multiple components and can evolve over time. This is one of core value that Monocle provides to it's user community. + ### Exporters The spans genearated by Monocle need to stored for future analysis. An exporter is a mechanism Monocle provides multiple + ### Scopes While a trace is a physical/technical tracking of APIs invoked by your application, a scopes is the logical stage of your application can be tracke with Monocle. For example an OpenAI inference API invocation would map to a trace, while a series of inferense and vector store APIs to facilitate a conversion in a chatbot app is a scope. Monocle provides programatic and declarative mechanism to track scope across traces. diff --git a/documentation/quickstart.md b/documentation/quickstart.md index 2489d38..6620557 100644 --- a/documentation/quickstart.md +++ b/documentation/quickstart.md @@ -20,11 +20,11 @@ layout: default ``` pip install monocle_apptrace ``` -- Option 1. Generate traces from your local application without any instrumentation +- Option 1. Generate traces from your local application without any instrumentation when you control how to run the application. ``` python -m monocle_apptrace your-app-name.py ``` -- Option 2. Instrument your app code +- Option 2. Instrument your app code if it's hosted where you don't control the runtime (eg serverless functions like AWS Lambda) - Import the Monocle package ```python from monocle_apptrace.instrumentation.common.instrumentor import setup_monocle_telemetry From 1b03fdc89815ea81b5d9ee3f46b6e6585b1d93c6 Mon Sep 17 00:00:00 2001 From: Prasad Mujumdar Date: Mon, 21 Apr 2025 12:58:58 -0700 Subject: [PATCH 26/29] Connector updates Signed-off-by: Prasad Mujumdar --- documentation/Monocle_User_Guide.md | 7 +++++-- 1 file changed, 5 insertions(+), 2 deletions(-) diff --git a/documentation/Monocle_User_Guide.md b/documentation/Monocle_User_Guide.md index 3d677a5..c21faec 100644 --- a/documentation/Monocle_User_Guide.md +++ b/documentation/Monocle_User_Guide.md @@ -249,8 +249,9 @@ Monocle exporters handle storing the trace for future analysis. By default each ### Inference Services API |API|Python|Typescript| |-|-|-| -|OpenAI|✅|❌| -|AWS Boto|✅|❌| +|OpenAI|✅|✅| +|AWS Boto|✅|✅| +|Anthropic|✅|✅| ### Inference |Service|Python|Typescript| @@ -259,6 +260,7 @@ Monocle exporters handle storing the trace for future analysis. By default each |Azure OpenAI|✅|✅| |AWS SageMaker|✅|✅| |AWS Bedrock|✅|✅| +|Anthropic|✅|✅| |NVIDIA Triton|✅|❌| ### Vector stores @@ -299,6 +301,7 @@ Set up Monocle telemetry for the application. | span_processors | List[SpanProcessor] | Custom span processors to use instead of the default ones. If None,
BatchSpanProcessors with Monocle exporters will be used. | ones | | span_handlers | Dict[str, SpanHandler] | Dictionary of span handlers to be used by the instrumentor, mapping handler names to handler objects. | None | | wrapper_methods | List[Union[dict, WrapperMethod]] | Custom wrapper methods for instrumentation. If None, default methods will be used. | methods | +| monocle_exporters_list | str, optional | Comma-separated list of exporters to use. This will override the env setting MONOCLE_EXPORTERS. Supported exporters are: s3, blob, okahu, file, memory, console. This can't be combined with `span_processors`.| | union_with_default_methods | bool, default=True | If True, combine the provided wrapper_methods with the default methods.
If False, only use the provided wrapper_methods. | methods | ### [`start_trace`](https://github.com/monocle2ai/monocle/blob/main/src/monocle_apptrace/instrumentation/common/instrumentor.py#L196) From 9841f34eebd6cd995457320b6a4bb3dfc390a4ba Mon Sep 17 00:00:00 2001 From: Prasad Mujumdar Date: Fri, 20 Jun 2025 13:03:00 -0700 Subject: [PATCH 27/29] Add slack invite link Signed-off-by: Prasad Mujumdar --- index.markdown | 1 + 1 file changed, 1 insertion(+) diff --git a/index.markdown b/index.markdown index 49c5729..c1745a4 100644 --- a/index.markdown +++ b/index.markdown @@ -15,3 +15,4 @@ Checkout the chatbot code on [Github](https://github.com/okahu-demos/chatbot-cof - [Quickstart](documentation/quickstart.md) - [User guide](documentation/Monocle_User_Guide.md) - [Contribute](documentation/Monocle_contributor_guide.md) +- Join [Monocle Slack channel](https://join.slack.com/t/monocle2ai/shared_invite/zt-37pgez3jr-BNjNynF6VV8iHvRlaLM7QA) From b281692e0c6934b920366716c680f7e9cefaea5b Mon Sep 17 00:00:00 2001 From: prasad-okahu <147112411+prasad-okahu@users.noreply.github.com> Date: Wed, 14 Jan 2026 13:42:06 -0800 Subject: [PATCH 28/29] Updated landing page with discord link Updated the demo section to reflect Monocle branding and added a Discord channel link. --- index.markdown | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/index.markdown b/index.markdown index c1745a4..063bfa2 100644 --- a/index.markdown +++ b/index.markdown @@ -2,7 +2,7 @@ layout: default --- -## Demo +## Monocle ![Coffee chatbot](assets/img/monocle_chatbot_aws.png) @@ -15,4 +15,6 @@ Checkout the chatbot code on [Github](https://github.com/okahu-demos/chatbot-cof - [Quickstart](documentation/quickstart.md) - [User guide](documentation/Monocle_User_Guide.md) - [Contribute](documentation/Monocle_contributor_guide.md) -- Join [Monocle Slack channel](https://join.slack.com/t/monocle2ai/shared_invite/zt-37pgez3jr-BNjNynF6VV8iHvRlaLM7QA) +- Join [Monocle Discord channel](https://discord.gg/D8vDbSUhJX) + + From eb0dcb4a50e30949bc23d06d0c5fb953fc2ccdb7 Mon Sep 17 00:00:00 2001 From: Prasad Mujumdar Date: Thu, 19 Feb 2026 15:24:17 -0800 Subject: [PATCH 29/29] doc updates Signed-off-by: Prasad Mujumdar --- documentation/Extending_monocle_python.md | 1 + documentation/Extending_monocle_ts.md | 4 +++- documentation/Monocle_Cookbook_python.md | 2 ++ documentation/Monocle_User_Guide.md | 2 ++ documentation/What-is-monocle.md | 2 ++ documentation/quickstart.md | 4 +++- 6 files changed, 13 insertions(+), 2 deletions(-) diff --git a/documentation/Extending_monocle_python.md b/documentation/Extending_monocle_python.md index 58a0d36..e4e92e9 100644 --- a/documentation/Extending_monocle_python.md +++ b/documentation/Extending_monocle_python.md @@ -258,3 +258,4 @@ To instrument your own code: 4. Run your application and analyze the generated traces By customizing the output processors, you can collect exactly the telemetry data you need from any Python method. + diff --git a/documentation/Extending_monocle_ts.md b/documentation/Extending_monocle_ts.md index a0db46a..a7ce10b 100644 --- a/documentation/Extending_monocle_ts.md +++ b/documentation/Extending_monocle_ts.md @@ -225,4 +225,6 @@ This produces the following trace data: ## Conclusion -Monocle's custom instrumentation provides a flexible way to track your GenAI application's behavior. By defining output processors, you can extract meaningful telemetry data from any GenAI component, whether it's your custom code or a third-party library. \ No newline at end of file +Monocle's custom instrumentation provides a flexible way to track your GenAI application's behavior. By defining output processors, you can extract meaningful telemetry data from any GenAI component, whether it's your custom code or a third-party library. + + diff --git a/documentation/Monocle_Cookbook_python.md b/documentation/Monocle_Cookbook_python.md index 33d2a4a..6aa4446 100644 --- a/documentation/Monocle_Cookbook_python.md +++ b/documentation/Monocle_Cookbook_python.md @@ -116,3 +116,5 @@ The above code will generate two traces (one per chain invocation). All the span ... "scope.conversation": "conversion-id: 0xcb80e6f772968ed50ead80657b09cf52", ``` + + diff --git a/documentation/Monocle_User_Guide.md b/documentation/Monocle_User_Guide.md index c21faec..cd5ee9e 100644 --- a/documentation/Monocle_User_Guide.md +++ b/documentation/Monocle_User_Guide.md @@ -425,3 +425,5 @@ def monocle_trace_http_route( Decorator to start and stop a continue traces and scope for a http route. It will also initiate new scopes from the http headers if configured in ``monocle_scopes.json`` All the spans, across traces created in the route will have the scope attached. + + diff --git a/documentation/What-is-monocle.md b/documentation/What-is-monocle.md index a61657d..d017700 100644 --- a/documentation/What-is-monocle.md +++ b/documentation/What-is-monocle.md @@ -38,3 +38,5 @@ Benefits: ### Contribute - Monocle is community based open source project. We welcome your contributions. + + diff --git a/documentation/quickstart.md b/documentation/quickstart.md index 6620557..4587bb5 100644 --- a/documentation/quickstart.md +++ b/documentation/quickstart.md @@ -35,4 +35,6 @@ layout: default ``` # Examine the traces -By default Monocle traces are written out to a json file `monocle_trace___.json` in the directory where the application is executed. Checkout this [example](./examples/monocle_trace.json) \ No newline at end of file +By default Monocle traces are written out to a json file `monocle_trace___.json` in the directory where the application is executed. Checkout this [example](./examples/monocle_trace.json) + +