From 1bfcddf3d4743b4737949153faf627a8fbdc4daa Mon Sep 17 00:00:00 2001 From: choldgraf Date: Tue, 18 Jun 2024 16:37:35 -0700 Subject: [PATCH 1/7] Add fundraising strategy document --- partnerships/fundraising.md | 90 ++++++++++++++++++++ partnerships/images/fundraising-diagram.png | Bin 0 -> 199419 bytes partnerships/index.md | 1 + 3 files changed, 91 insertions(+) create mode 100644 partnerships/fundraising.md create mode 100644 partnerships/images/fundraising-diagram.png diff --git a/partnerships/fundraising.md b/partnerships/fundraising.md new file mode 100644 index 00000000..9ac778c9 --- /dev/null +++ b/partnerships/fundraising.md @@ -0,0 +1,90 @@ +# Fundraising strategy + +:::{admonition} Our funding goal for 2024 +_By **August 7th 2024**…_ + +We have a **projected** expected monthly revenue of $180,000 in October 2024. +::: + +## Primary funding strategy + +This is the primary funding strategy that will guide Partnerships and Engineering through October 2024: + +:::{epigraph} +Raise funding for _networks_ of communities that share the same workflows, domains, or impact. +::: + +Here's a rough idea for how to operationalize this strategy: + +1. Identify collections of communities that share similar goals or workflows. +2. Identify community leaders that can collaborate with us on a proposal. +3. Identify funders that care about the outcomes from these communities. +4. Raise funds for the entire network at-once. + +```{figure} images/fundraising-diagram.png +An overview of the network of service and funder relationships we aim to create with fundraising. +``` + +This strikes a balance between "scalable and very simple hubs" (which require a lot of administrative toil) and "fully bespoke hubs" (which are expensive and unscalable). By using a single funding contract to serve many communities, we can reduce the amount of sales and contracting toil for each community. This will let us raise funds more quickly, and focus more of our time on delivering service. + +### Engineering tactics + +- **Define a list of hub "ingredients" that we can deploy.** These ingredients give our Partnerships teams options for what functionality they can offer _out-of-the-box_. +- **Make it efficient to deploy these quickly for a hub.** This will let the Partnerships team be agile in responding to opportunities from the market. + +### Partnership creation tactics + +- **Identify qualified networks of communities.** These communities share workflows and interests, and would be well-served by a hub "distribution" for them. + See [](#qualifying-communities) for guidelines on how to qualify them. +- **Define a mission / impact statement for the network.** What is the collective problem that connects these communities? +- **Define one to three champions for the network.** These will be leaders that we can partner with in helping grow the community and potentially fundraise. +- **Identify a funder to fund this mission.** Fund the entire group at once from a funder (foundation, agency, large buyer, etc). +- **Develop and deliver service once funding arrives.** Once contracts begin, we will have time to develop the capabilities needed to deliver hub service, and identify communities to use the service. + + +### Community success tactics + +- **Use hub ingredients to define a base hub for the network.** Do this in collaboration with hub champions. This provides the basic hub that any community in the network will get. +- **Offer learning material for workflows on a hub network.** This gives community leaders a starting point for how to make the hub theirs and encourage specific workflows around it. +- **Develop community leaders through guidance and support.** Work with community leaders throughout the project so that they are equipped to guide their communities. + +(qualifying-communities)= +## Qualifying a network of communities + +The following guidelines help us identify potential networks of communities that are a good fit for this network. +Use this information to decide if it is worth investing more time into a community network. + ++ A _community_ is a group of 10 to 1000 people. (Example: People that work in the engine room on a cruise ship.) ++ A _prospective community_ is a community with the potential to benefit from cloud-hosted interactive computing and open science social innovation. (Example: People who want to understand the urban <> ecology interactions in estuaries and marshes in San Francisco bay.) ++ A _qualified prospective community_ is a prospective community 2i2c has more fully described by filling out the community's qualification metadata: + +| Name | Value | +| ------------ | ---------------------------------------------------------------------------------------------------------------------------------------------------- | +| Community | What is the name of this community? | +| Mission | What is the mission of the statement for this community?
What **value** does the community seek? | +| Leadership | Who is the champion for this community?
Is there a person who can serve as technical lead?
What is the leadership capacity for this community? | +| Demographics | Describe the community | +| Data | Describe the data used by this community. | +| Compute | What kind of hardware does this community need? | +| Environment | What kind of software tools does this community need? | +| Funder | What organization has funded or is likely to fund this community? | +| Plan | What is the plan? | + + +## Secondary strategies + +These are opportunities to pursue only if there’s a natural opportunity. + +**Development-focused grants.** These are grants designed to expand technical capabilities of some aspect of our hubs service. We should only pursue them if they are (1) Substantial in size, (2) Clearly aligned with our product strategy. + +**Organization-wide grants.** This is a 2i2c-wide grant that funds our vision and intended impact, and is not attached to any specific service. It is similar to a "Series A" round of funding for a non-profit. + +## Appendix: Options available to us + +- **Simple hubs that scale to many hundreds of communities.** These require extreme growth to achieve sustainability. Small contracts, large N of contracts. +- **Complex hubs that scale to tens of communities within a domain.** These build on a base hub deployment, with predefined options for customization to a specific use-case. Medium contracts, medium N of contracts. +- **Fully bespoke hubs.** that require full customization and are very expensive. Large contracts, low N of contracts. + +## References + +- [Team brainstorm on fundraising strategy](https://docs.google.com/document/d/1wiOZSStLIxFyUPtymQXo9fkTco_apKXLqLHCNmUk2fo/edit). \ No newline at end of file diff --git a/partnerships/images/fundraising-diagram.png b/partnerships/images/fundraising-diagram.png new file mode 100644 index 0000000000000000000000000000000000000000..5f5b7bd278f2d540729d3b8495dd77f9b56691c6 GIT binary patch literal 199419 zcmeFZby!sG+CEGPNE?VCozmSc(k0y>5<}a#(hvd+Fi|5_X zBkuS3_Wt{K9Pd9Ki&<;#S$AF6d7bBZ8}dp?8XJQM0|5a6TUO?!Dgpu;F#-azHaaTs z$u&X3F9ZZ621|8qu(qOtfQh{=i?ONw8#5MnTL<7i0)mjJyMwWbwHcWFjTy+&PMC79 zp@ov%(o~pIi(8RR(Lut@!cxZ5$xO{tN!`TL+JxVfQd9&($Xx(vz}5_GOzv)LW9Ka3 zE=>7Xy8^)V?Z>Q?L^jJ)Qq>@AoYYJ4@hwIsW?E?GFgNvUE4I z(RpcUYi8&CSF?QFJpXoA`_5f6y2oFwdRf$sv1s+l;M0gYJLgDF{W$DH+F zgAU9d>p#;6{PE8MFtY<@-3gf9fOf`j})60yfY=|j%2H}|9 zLayNlA>s679B%as3fIR6C@&C3*YUj8Ruo|3DM)49l@G+3#z2|ZpJT3h`$vrxap-)W z_O4Mf%3Z(JSK$Gz-Xuoc7&w*FNQf{QYjoqGNz1Qc9lA1FTjf435Syh_z>f6Sezb&( zl-5W3CN`SleniYn2I{Q-lRm=1fXS%Necbnx2uotduI>qMl@%YMlv8|QL`kLSGU!a)r~oe$pi64OsV2u$}jT<@g=ch9mH&zoLMflTD

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zFU;!NLyGB^PR0oL_5fjf$UT`8N6&!PaNI2~-KP!4xq}PZ_p-l8NZ|=ZpR%w>obS>q3!UFluZE+mI`jHu&m33&TS*LlW|Q9a{?xm?kVmH)TGvKd-S;*pIJPkKrpn?CAl&-FRH6%?Ng8 z2N_%Kv&%dp=WG?q8-7zN!%Tc*_|;%TD#P`|QpDiV0Hxj!t+|bXM`c%fjZ+ty=*&7E z^dk>U{fyfA&bYDtc(>ie+5WHmhmXV$DS~2-(6#HIt$;SRDv5dO{)q+6CjJ?x{BuFf z3ll5+r255uba(jQrv7ip`p*tTTekh#n??=?fjd(FLed}eF=a)r|3d@1^wGy6s!;kd z<3fSf{qgTpvBF>fvD^M_acTz?cGRx%5ujrS8s-0??k2^_?SEqc`k2@ZifbN2FR1@7 zt`YFLRN$h8T6+;8Hf1OJ0xcKysU=y8L|6K4u>Bq8io6o;pLmv~H zYq$J2KK(JaM~pHEiQ(7LA>)q;f7AJ Date: Tue, 18 Jun 2024 16:39:40 -0700 Subject: [PATCH 2/7] update language --- partnerships/fundraising.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/partnerships/fundraising.md b/partnerships/fundraising.md index 9ac778c9..df9cfbe5 100644 --- a/partnerships/fundraising.md +++ b/partnerships/fundraising.md @@ -77,7 +77,7 @@ These are opportunities to pursue only if there’s a natural opportunity. **Development-focused grants.** These are grants designed to expand technical capabilities of some aspect of our hubs service. We should only pursue them if they are (1) Substantial in size, (2) Clearly aligned with our product strategy. -**Organization-wide grants.** This is a 2i2c-wide grant that funds our vision and intended impact, and is not attached to any specific service. It is similar to a "Series A" round of funding for a non-profit. +**Strategic and core support grants.** This is a 2i2c-wide grant that funds our vision and intended impact, and is not attached to any specific service. It funds the core roles needed to execute on our mission, and is similar to a "Series A" round of funding for a non-profit. ## Appendix: Options available to us From 2a35ca172f1bacbb8ef54c1f529da241ba06c986 Mon Sep 17 00:00:00 2001 From: jnywong Date: Wed, 19 Jun 2024 08:42:25 +0000 Subject: [PATCH 3/7] Fix references to engineering/workflow/default-workflow --- engineering/index.md | 2 +- operations/onboarding.md | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/engineering/index.md b/engineering/index.md index 2201cb27..9ef6fc66 100644 --- a/engineering/index.md +++ b/engineering/index.md @@ -5,7 +5,7 @@ These sections have information about accounts, technology, and practices that a ```{toctree} overview structure -workflow +workflow/default-workflow definition-of-ready strategy access diff --git a/operations/onboarding.md b/operations/onboarding.md index 5c95faee..5eb40487 100644 --- a/operations/onboarding.md +++ b/operations/onboarding.md @@ -85,4 +85,4 @@ Here are the right places to learn more about our workflow: Different teams each interpret these in a different way, but this covers the basics. Beyond these, your workflow will likely depend on the functional area where you work. -For example, [the engineering team](../engineering/workflow.md) tends to work heavily on GitHub and uses many GitHub Issues tickets to track its work. +For example, [the engineering team](../engineering/workflow/default-workflow.md) tends to work heavily on GitHub and uses many GitHub Issues tickets to track its work. From d27f06488ab0466af2f7cddb1f600e8b7d3d9843 Mon Sep 17 00:00:00 2001 From: jnywong Date: Wed, 19 Jun 2024 08:58:11 +0000 Subject: [PATCH 4/7] Fix typo in filename --- ...1-week-iteration-worklflow.md => 1-week-iteration-workflow.md} | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename engineering/workflow/{1-week-iteration-worklflow.md => 1-week-iteration-workflow.md} (100%) diff --git a/engineering/workflow/1-week-iteration-worklflow.md b/engineering/workflow/1-week-iteration-workflow.md similarity index 100% rename from engineering/workflow/1-week-iteration-worklflow.md rename to engineering/workflow/1-week-iteration-workflow.md From 6d8c9a7318c8e8280c424744c857a8fa54cb98bd Mon Sep 17 00:00:00 2001 From: jnywong Date: Wed, 19 Jun 2024 08:58:23 +0000 Subject: [PATCH 5/7] Add tomlkit --- requirements.txt | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/requirements.txt b/requirements.txt index 981c9e7d..61ddc7be 100644 --- a/requirements.txt +++ b/requirements.txt @@ -17,4 +17,5 @@ slack-sdk python-dotenv dateparser prometheus-pandas -plotly \ No newline at end of file +plotly +tomlkit \ No newline at end of file From 27c46a32224e36885d132538c9fd177dce1674ed Mon Sep 17 00:00:00 2001 From: jnywong Date: Wed, 19 Jun 2024 09:05:15 +0000 Subject: [PATCH 6/7] Fix toctree --- engineering/index.md | 2 +- engineering/workflow/index.md | 9 ++++++++- 2 files changed, 9 insertions(+), 2 deletions(-) diff --git a/engineering/index.md b/engineering/index.md index 9ef6fc66..01a76a6d 100644 --- a/engineering/index.md +++ b/engineering/index.md @@ -5,7 +5,7 @@ These sections have information about accounts, technology, and practices that a ```{toctree} overview structure -workflow/default-workflow +workflow/index definition-of-ready strategy access diff --git a/engineering/workflow/index.md b/engineering/workflow/index.md index a4351fe3..b83e7c1d 100644 --- a/engineering/workflow/index.md +++ b/engineering/workflow/index.md @@ -1,10 +1,17 @@ # Workflow +```{toctree} +:hidden: + +default-workflow +1-week-iteration-workflow +``` + This document outlines the delivery workflow for the engineering team. There are currently two workflows: 1. [The default 2-week iteration process](./default-workflow) (paused) -1. [The hyper-focused 1-week iteration process](./1-week-iteration-worklflow) (active) +1. [The hyper-focused 1-week iteration process](./1-week-iteration-workflow) (active) ## Why the need for 'The hyper-focused 1-week iteration process' This is a derivation of the default workflow and relies on many of its artifacts. It arose in direct response to the need to better support the grant writing process and short-term funding goals identified in our 2024 team retreat. \ No newline at end of file From 80ce215c2ebf2ecc6b28bc5e6254961c8e9bb888 Mon Sep 17 00:00:00 2001 From: jnywong Date: Wed, 19 Jun 2024 10:22:25 +0000 Subject: [PATCH 7/7] Catch 503 errors --- .../community_success/hub-activity.md | 50 +++++++------------ 1 file changed, 18 insertions(+), 32 deletions(-) diff --git a/partnerships/community_success/hub-activity.md b/partnerships/community_success/hub-activity.md index 34405d9f..98114f49 100644 --- a/partnerships/community_success/hub-activity.md +++ b/partnerships/community_success/hub-activity.md @@ -11,11 +11,11 @@ kernelspec: name: python3 --- -+++ {"editable": true, "slideshow": {"slide_type": ""}, "user_expressions": []} ++++ {"editable": true, "slideshow": {"slide_type": ""}} # Track Hub Usage with Grafana -+++ {"user_expressions": []} ++++ ## Overview @@ -23,7 +23,7 @@ Grafana is an open source analytics and interactive visualization web applicatio Grafana dashboard deployments for 2i2c hubs (k8s+JupyterHub) follow the templates outlined in the GitHub repository https://github.com/jupyterhub/grafana-dashboards. Note that Prometheus data is retained for 1 year on 2i2c hubs. -+++ {"user_expressions": []} ++++ ## Prerequisites @@ -46,7 +46,7 @@ See [Grafana docs – Service Accounts](https://grafana.com/docs/grafana/latest/ See [](../../reference/documentation/secrets.md) for a general guide to configuring access to the Grafana Token in a local development environment, or while deploying documentation with GitHub actions or Read the Docs. -+++ {"user_expressions": []} ++++ (hub-activity:python-packages)= ### Python packages @@ -58,7 +58,7 @@ We require the following Python packages to run the code in this guide: - `prometheus-pandas` – query Prometheus and format into Pandas data structures - `plotly` – visualize interactive plots -+++ {"user_expressions": []} ++++ ### Javascript @@ -75,7 +75,7 @@ https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js" ## Import packages and define functions -+++ {"user_expressions": []} ++++ Import packages and set the Pandas plotting backend to the Plotly engine. @@ -84,7 +84,6 @@ import os import re import requests from dotenv import load_dotenv -from urllib.parse import urlencode from datetime import datetime from dateparser import parse as dateparser_parse from prometheus_pandas.query import Prometheus @@ -94,8 +93,6 @@ import plotly.graph_objects as go pd.options.plotting.backend = "plotly" ``` -+++ {"user_expressions": []} - Load the Grafana token as an environment variable from the `.env` file or GitHub/Read the Docs secret. ```{code-cell} ipython3 @@ -103,8 +100,6 @@ load_dotenv() GRAFANA_TOKEN = os.environ["GRAFANA_TOKEN"] ``` -+++ {"user_expressions": []} - Define a `get_default_prometheus_uid` function to get the unique id of the Prometheus data source. ```{code-cell} ipython3 @@ -139,8 +134,6 @@ def get_prometheus_datasources(grafana_url: str, grafana_token: str) -> str: ``` -+++ {"user_expressions": []} - Define the `get_pandas_prometheus` function that creates and Prometheus client and formats the result into a pandas dataframe. ```{code-cell} ipython3 @@ -167,11 +160,9 @@ def get_pandas_prometheus(grafana_url: str, grafana_token: str, prometheus_uid: return Prometheus(proxy_url, session) ``` -+++ {"user_expressions": []} - ## Execute the main program -+++ {"user_expressions": []} ++++ Fetch all available data sources from Prometheus. @@ -179,8 +170,6 @@ Fetch all available data sources from Prometheus. datasources = get_prometheus_datasources("https://grafana.pilot.2i2c.cloud", GRAFANA_TOKEN) ``` -+++ {"user_expressions": []} - Define a query for the data source using [PromQL](https://prometheus.io/docs/prometheus/latest/querying/basics/), formatted as a string. The query below finds the maximum number of unique users over the last 24 hour period and aggregrates by hub name. ```{code-cell} ipython3 @@ -191,8 +180,6 @@ query = """ """ ``` -+++ {"user_expressions": []} - :::{note} Writing efficient PromQL queries is important to make sure that the query actually completes, especially over large periods of time. However, most queries users of JupyterHub are bound to make are fairly simple, and you don't need to be a PromQL expert. @@ -200,13 +187,20 @@ Writing efficient PromQL queries is important to make sure that the query actual You can borrow a lot of useful queries from the GitHub repository [jupyterhub/grafana-dashboards](https://github.com/jupyterhub/grafana-dashboards), from inside the `jsonnet` files. The primary thing you may need to modify is getting rid of the `$hub` template parameter from queries. ::: -+++ {"user_expressions": []} ++++ -Loop over each datasource and call the `get_pandas_prometheus()` function to create a Prometheus client for querying the server with the API. Evaluate the query from the last month to now with a step size of 1 day and output the results to a pandas dataframe. Save each output into an `activity` list item and then concatenate the results together at the end. +Loop over each datasource, test the connection to the hub and then call the `get_pandas_prometheus()` function to create a Prometheus client for querying the server with the API. Evaluate the query from the last month to now with a step size of 1 day and output the results to a pandas dataframe. Save each output into an `activity` list item and then concatenate the results together at the end. ```{code-cell} ipython3 activity=[] for prometheus_uid in datasources['uid']: + # Test connection to hub + try: + r = requests.get(datasources.loc[datasources['uid']==prometheus_uid, 'url'].values[0]) + except requests.exceptions.RequestException as err: + print(f"{datasources.loc[datasources['uid']==prometheus_uid, 'name'].values[0]}: Error{err}: ") + continue + # Query Prometheus server prometheus = get_pandas_prometheus("https://grafana.pilot.2i2c.cloud", GRAFANA_TOKEN, prometheus_uid) df = prometheus.query_range( query, @@ -218,11 +212,9 @@ for prometheus_uid in datasources['uid']: df = pd.concat(activity) ``` -+++ {"user_expressions": []} - ## Pre-process and visualize the results -+++ {"user_expressions": []} ++++ Round the datetime index to nearest calendar day. @@ -230,27 +222,21 @@ Round the datetime index to nearest calendar day. df.index = df.index.floor('D') ``` -+++ {"user_expressions": []} - Rename the hubs from the raw data, `{namespace=""}`, to a human readable format using regex to extract the `` from the `"` double-quotes. ```{code-cell} ipython3 df.columns = [re.findall(r'[^"]+', col)[1] for col in df.columns] ``` -+++ {"user_expressions": []} - Sort hubs by most number of unique users over time. ```{code-cell} ipython3 df = df.reindex(df.sum().sort_values(ascending=False).index, axis=1) ``` -+++ {"user_expressions": []} - ### Unique users in the last 24 hours -+++ {"user_expressions": []} ++++ Plot the data! 📊