adding genai4uq

_software/genai4uq.md

@@ -0,0 +1,94 @@
+---
+# Product information for CASS website product catalog
+#
+# INSTRUCTIONS
+#   This is a Jekyll Markdown file, which starts with YAML "frontmatter." For the product
+#   catalog, we will be using only the YAML frontmatter (between the "---" separators).
+#   Please leave the main body empty.
+#
+#   Please name the file itself for the software product: <name>.md
+#
+#   We've tried to require the minimum, but anything optional you choose to add will enrich your
+#   product's entry in the catalog.  To provide optional items, please uncomment the keys and complete
+#   the value appropriately.
+#
+# BASIC PRODUCT INFORMATION (ALL REQUIRED)
+#   name:                   (string) REQUIRED The name under which your product should appear in the catalog
+#   areas:                  (list) REQUIRED Each product must be associated with at least one area; multiple areas should be listed as appropriate.
+#                           Multiple areas should be listed in priority order -- the most relevant label, second most, etc.
+#                           The recognized area labels are defined in `_data/sw-areas.yml`, and entries here must exactly match the `name` in that
+#                           file, including both spelling and case.
+#   cass_member:            (list) REQUIRED The names of the CASS member organizations (aka software stewardship
+#                           organizations) you are associated with. Values include: "FASTMath", "LEADS", "PESO", "RAPIDS", "S4PST", "STEP".
+#                           (other CASS members are not stewarding software products, as far as we know: colabs, corsa, swas)
+#   description:            (string) REQUIRED A one-sentence description of your software.  To be used as a
+#                           "subtitle", following the `name`.
+#   long_description:       (multiline string) REQUIRED A one-paragr aph description of your software. A brief, moderately technical description
+#                           of your software's primary features and capabilities.
+#   target_audience:        (multiline string) REQUIRED A one-paragraph description of who should be interested in your software.  This should be
+#                           less technical than the description -- meant to guide someone who's inexpert or just trying to
+#                           figure out who might be using the software.
+#
+# Note on multline string entries (long_description and target_audience): YAML supports a multiline string entry that allows
+# a value to be a paragraph (or several).  A multiline string value starts with a pipe ("|") following the colon of the key, with
+# the text of the value starting on the following line.  The entirety of the value should be indented by 2-4 spaces from the
+# left margin.  The value ends at the next outdented text (or comment).
+#
+name: GenAI4UQ
+areas:
+  - Artificial intelligence
+cass_members:
+  - LEADS
+description: A Python package for forward and inverse uncertainty quantification in model calibration, parameter estimation, and ensemble forecasting
+long_description: |
+    GenAI4UQ leverages a generative AI-based conditional modeling framework to address limitations
+    of traditional inverse modeling techniques, such as Markov Chain Monte Carlo (MCMC) methods.
+    By replacing computationally intensive iterative processes with a direct, learned mapping,
+    GenAI4UQ enables efficient calibration of input parameters and generation of predictions
+    directly from observations. The software supports rapid ensemble forecasting with robust
+    uncertainty quantification while maintaining computational and storage efficiency,
+    as well as a versatile hyperparameter auto-tuning framework.
+target_audience: |
+    Science teams interested in uncertainty quantification and inverse modeling.
+#
+# License information, following https://spdx.org/licenses/
+#
+license_spdx: "MIT"
+#
+# OpenSSF Best Practices project ID (as found on https://www.bestpractices.dev/en/projects)
+#
+openssf_bestpractices_id:
+#
+# PACKAGING INFORMATION
+#   This information is used to connect your product with its E4S and Spack packages, if available.  It is only
+#   needed under certain conditions:
+#   e4s_product:    (string) If your product is not in E4S, leave empty or comment out the key
+#   spack_name:     (string) If your product does not have a Spack package, leave empty or comment out the key
+#
+e4s_product:
+spack_name:
+#
+# ADDITIONAL PRODUCT INFORMATION
+#   This is an OPTIONAL list of resource links that you can provide to make your catalog entry more useful.
+#   The typical set includes: Website, Repository, Downloads, and Documentation, but all of these are optional, and
+#   you can also add other labels.
+#
+#   The essential inputs are structured as follows:
+#     - label: Resource label           # REQUIRED
+#       url: https://example.com        # REQUIRED
+#       note: (additional info)         # OPTIONAL
+#       icon: fa-solid fa-font-awesome # OPTIONAL, a FontAwesome icon identifier
+#
+#   Which would appear as (in pseudo-markdown):
+#     {{ icon }} [{{ label }}]({{ url }}) {{ note }}
+#
+# For additional information, see _software/README.md.
+
+additional_resource_links:
+  - label: Repository
+    url: https://github.com/patrickfan/GenAI4UQ
+    # note: "(main repository)"
+  - label: Documentation
+    url: https://doi.org/10.48550/arXiv.2412.07026
+    note: "(methodology paper)"
+---