Repository: refgenie/refget (language: python)

Issue:
New React interface, attribute endpoint



Discussion / hints:

Fix patch:
diff --git a/.gitignore b/.gitignore
index 168622f..3356c46 100644
--- a/.gitignore
+++ b/.gitignore
@@ -80,3 +80,5 @@ refget.egg-info/
 *.egg-info*
 
 coverage.xml
+
+.vscode/settings.json
diff --git a/README.md b/README.md
index a85fb4a..b7b059b 100644
--- a/README.md
+++ b/README.md
@@ -29,3 +29,39 @@ For example, this will test my remote server instance:
 ```
 pytest test_api --api_root https://seqcolapi.databio.org
 ```
+
+
+## Loading up data into an instance
+
+### Starting a demo instance 
+
+Use docker to create a local postgres database like this:
+
+```
+docker run --rm --name refget-postgres -p 5432:5432 \
+  -e POSTGRES_PASSWORD=postgres \
+  -e POSTGRES_USER=postgres \
+  -e POSTGRES_DB=postgres \
+  postgres:13
+```
+
+### Loading files
+
+If you need to load, then you have to install either `gc_count` (fast) or `pyfaidx` (slow).
+
+You can load them like:
+
+```
+python load_demo_data.py
+```
+
+Or:
+
+```
+refget add-fasta path/to/fasta.fa
+```
+
+
+
+
+
diff --git a/README_seqcolapi.md b/README_seqcolapi.md
index 8e8f980..63c2ce7 100644
--- a/README_seqcolapi.md
+++ b/README_seqcolapi.md
@@ -10,8 +10,14 @@ This repository contains:
 ### Run locally for development
 
 First, configure env vars:
-- To run a local server with a **local database**:`source servers/localhost/dev_local.env`
-- To run a local server with **the production database**:`source servers/seqcolapi.databio.org/production.env`
+- To run a local server with a **local database**:`source deployment/localhost/dev_local.env`
+- To run a local server with **the production database**:`source deployment/seqcolapi.databio.org/production.env`
+
+```
+source deployment/sqlmodel/dev_sqlmodel.env
+
+```
+
 
 Then, run service:
 
diff --git a/deployment/sqlmodel/dev_sqlmodel.env b/deployment/sqlmodel/dev_sqlmodel.env
new file mode 100644
index 0000000..cc23995
--- /dev/null
+++ b/deployment/sqlmodel/dev_sqlmodel.env
@@ -0,0 +1,11 @@
+export POSTGRES_HOST="localhost"
+export POSTGRES_DB="postgres"
+export POSTGRES_USER="postgres"
+export POSTGRES_PASSWORD="postgres"
+
+export SEQCOLAPI_PORT="8100"
+export SERVER_ENV="dev"
+export SEQCOLAPI_CONFIG="deployment/sqlmodel/seqcolapi.yaml"
+
+# For frontend on localhost
+export VITE_API_BASE="http://127.0.0.1:8100"
diff --git a/deployment/sqlmodel/seqcolapi.yaml b/deployment/sqlmodel/seqcolapi.yaml
new file mode 100644
index 0000000..9ad1a99
--- /dev/null
+++ b/deployment/sqlmodel/seqcolapi.yaml
@@ -0,0 +1,13 @@
+refget_provider_apis: https://www.ebi.ac.uk/ena/cram/sequence/
+schemas:
+- https://schema.databio.org/refget/SeqColArraySetInherent.yaml
+database:
+  host: $POSTGRES_HOST
+  user: $POSTGRES_USER
+  password: $POSTGRES_PASSWORD
+  port: 5432
+  name: $POSTGRES_DB
+  table: seqcol
+server:
+  host: 0.0.0.0
+  port: 80
diff --git a/frontend/.eslintrc.cjs b/frontend/.eslintrc.cjs
new file mode 100644
index 0000000..3e212e1
--- /dev/null
+++ b/frontend/.eslintrc.cjs
@@ -0,0 +1,21 @@
+module.exports = {
+  root: true,
+  env: { browser: true, es2020: true },
+  extends: [
+    'eslint:recommended',
+    'plugin:react/recommended',
+    'plugin:react/jsx-runtime',
+    'plugin:react-hooks/recommended',
+  ],
+  ignorePatterns: ['dist', '.eslintrc.cjs'],
+  parserOptions: { ecmaVersion: 'latest', sourceType: 'module' },
+  settings: { react: { version: '18.2' } },
+  plugins: ['react-refresh'],
+  rules: {
+    'react/jsx-no-target-blank': 'off',
+    'react-refresh/only-export-components': [
+      'warn',
+      { allowConstantExport: true },
+    ],
+  },
+}
diff --git a/frontend/.gitignore b/frontend/.gitignore
new file mode 100644
index 0000000..a547bf3
--- /dev/null
+++ b/frontend/.gitignore
@@ -0,0 +1,24 @@
+# Logs
+logs
+*.log
+npm-debug.log*
+yarn-debug.log*
+yarn-error.log*
+pnpm-debug.log*
+lerna-debug.log*
+
+node_modules
+dist
+dist-ssr
+*.local
+
+# Editor directories and files
+.vscode/*
+!.vscode/extensions.json
+.idea
+.DS_Store
+*.suo
+*.ntvs*
+*.njsproj
+*.sln
+*.sw?
diff --git a/frontend/README.md b/frontend/README.md
new file mode 100644
index 0000000..f768e33
--- /dev/null
+++ b/frontend/README.md
@@ -0,0 +1,8 @@
+# React + Vite
+
+This template provides a minimal setup to get React working in Vite with HMR and some ESLint rules.
+
+Currently, two official plugins are available:
+
+- [@vitejs/plugin-react](https://github.com/vitejs/vite-plugin-react/blob/main/packages/plugin-react/README.md) uses [Babel](https://babeljs.io/) for Fast Refresh
+- [@vitejs/plugin-react-swc](https://github.com/vitejs/vite-plugin-react-swc) uses [SWC](https://swc.rs/) for Fast Refresh
diff --git a/frontend/index.html b/frontend/index.html
new file mode 100644
index 0000000..d6a37b2
--- /dev/null
+++ b/frontend/index.html
@@ -0,0 +1,18 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+  <title>Refget Sequence Collections</title>
+  <meta content="text/html;charset=utf-8" http-equiv="Content-Type">
+  <meta content="utf-8" http-equiv="encoding">
+  <link rel="icon" type="image/png" href="/favicon.ico">
+  <script src="https://cdn.jsdelivr.net/npm/bootstrap@5.1.3/dist/js/bootstrap.bundle.min.js" integrity="sha384-ka7Sk0Gln4gmtz2MlQnikT1wXgYsOg+OMhuP+IlRH9sENBO0LRn5q+8nbTov4+1p" crossorigin="anonymous"></script>
+  <!-- Bootstrap CSS -->
+  <link href="https://cdn.jsdelivr.net/npm/bootstrap@5.1.3/dist/css/bootstrap.min.css" rel="stylesheet" integrity="sha384-1BmE4kWBq78iYhFldvKuhfTAU6auU8tT94WrHftjDbrCEXSU1oBoqyl2QvZ6jIW3" crossorigin="anonymous">
+  <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.5.1/css/all.min.css">
+</head>
+<body>
+    <div id="toast-container"></div>
+    <div id="root"></div>
+    <script type="module" src="/src/main.jsx"></script>
+  </body>
+</html>
\ No newline at end of file
diff --git a/frontend/package-lock.json b/frontend/package-lock.json
new file mode 100644
index 0000000..fa34b6c
--- /dev/null
+++ b/frontend/package-lock.json
@@ -0,0 +1,4369 @@
+{
+  "name": "frontend",
+  "version": "0.0.0",
+  "lockfileVersion": 3,
+  "requires": true,
+  "packages": {
+    "": {
+      "name": "frontend",
+      "version": "0.0.0",
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+        "react-dom": "^18.3.1",
+        "react-router-dom": "^6.23.1",
+        "react-toastify": "^10.0.5"
+      },
+      "devDependencies": {
+        "@types/react": "^18.3.3",
+        "@types/react-dom": "^18.3.0",
+        "@vitejs/plugin-react": "^4.3.1",
+        "eslint": "^8.57.0",
+        "eslint-plugin-react": "^7.34.2",
+        "eslint-plugin-react-hooks": "^4.6.2",
+        "eslint-plugin-react-refresh": "^0.4.7",
+        "vite": "^5.3.1"
+      }
+    },
+    "node_modules/@ampproject/remapping": {
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diff --git a/frontend/package.json b/frontend/package.json
new file mode 100644
index 0000000..de687fb
--- /dev/null
+++ b/frontend/package.json
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diff --git a/frontend/public/vite.svg b/frontend/public/vite.svg
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index 0000000..e7b8dfb
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+++ b/frontend/public/vite.svg
@@ -0,0 +1,1 @@
+<svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" class="iconify iconify--logos" width="31.88" height="32" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 257"><defs><linearGradient id="IconifyId1813088fe1fbc01fb466" x1="-.828%" x2="57.636%" y1="7.652%" y2="78.411%"><stop offset="0%" stop-color="#41D1FF"></stop><stop offset="100%" stop-color="#BD34FE"></stop></linearGradient><linearGradient id="IconifyId1813088fe1fbc01fb467" x1="43.376%" x2="50.316%" y1="2.242%" y2="89.03%"><stop offset="0%" stop-color="#FFEA83"></stop><stop offset="8.333%" stop-color="#FFDD35"></stop><stop offset="100%" stop-color="#FFA800"></stop></linearGradient></defs><path fill="url(#IconifyId1813088fe1fbc01fb466)" d="M255.153 37.938L134.897 252.976c-2.483 4.44-8.862 4.466-11.382.048L.875 37.958c-2.746-4.814 1.371-10.646 6.827-9.67l120.385 21.517a6.537 6.537 0 0 0 2.322-.004l117.867-21.483c5.438-.991 9.574 4.796 6.877 9.62Z"></path><path fill="url(#IconifyId1813088fe1fbc01fb467)" d="M185.432.063L96.44 17.501a3.268 3.268 0 0 0-2.634 3.014l-5.474 92.456a3.268 3.268 0 0 0 3.997 3.378l24.777-5.718c2.318-.535 4.413 1.507 3.936 3.838l-7.361 36.047c-.495 2.426 1.782 4.5 4.151 3.78l15.304-4.649c2.372-.72 4.652 1.36 4.15 3.788l-11.698 56.621c-.732 3.542 3.979 5.473 5.943 2.437l1.313-2.028l72.516-144.72c1.215-2.423-.88-5.186-3.54-4.672l-25.505 4.922c-2.396.462-4.435-1.77-3.759-4.114l16.646-57.705c.677-2.35-1.37-4.583-3.769-4.113Z"></path></svg>
\ No newline at end of file
diff --git a/frontend/src/App.jsx b/frontend/src/App.jsx
new file mode 100644
index 0000000..b8b8473
--- /dev/null
+++ b/frontend/src/App.jsx
@@ -0,0 +1,35 @@
+import { useState } from 'react'
+import reactLogo from './assets/react.svg'
+import viteLogo from '/vite.svg'
+import './App.css'
+
+function App() {
+  const [count, setCount] = useState(0)
+
+  return (
+    <>
+      <div>
+        <a href="https://vitejs.dev" target="_blank">
+          <img src={viteLogo} className="logo" alt="Vite logo" />
+        </a>
+        <a href="https://react.dev" target="_blank">
+          <img src={reactLogo} className="logo react" alt="React logo" />
+        </a>
+      </div>
+      <h1>Vite + React</h1>
+      <div className="card">
+        <button onClick={() => setCount((count) => count + 1)}>
+          count is {count}
+        </button>
+        <p>
+          Edit <code>src/App.jsx</code> and save to test HMR
+        </p>
+      </div>
+      <p className="read-the-docs">
+        Click on the Vite and React logos to learn more
+      </p>
+    </>
+  )
+}
+
+export default App
diff --git a/frontend/src/assets/compare.svg b/frontend/src/assets/compare.svg
new file mode 100644
index 0000000..25c33e9
--- /dev/null
+++ b/frontend/src/assets/compare.svg
@@ -0,0 +1,1 @@
+<svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" version="1.1" x="0px" y="0px" viewBox="0 0 100 100" enable-background="new 0 0 100 100" xml:space="preserve"><path d="M81.9,41.1c0,0.9-0.7,1.6-1.6,1.6c-0.9,0-1.6-0.7-1.6-1.6v-5.7c0-5.1-4.2-9.3-9.3-9.3h-8.1l2.1,2.1c0.6,0.6,0.6,1.6,0,2.3  c-0.3,0.3-0.7,0.5-1.1,0.5s-0.8-0.2-1.1-0.5l-4.8-4.8c-0.6-0.6-0.6-1.6,0-2.3l4.8-4.8c0.6-0.6,1.6-0.6,2.3,0c0.6,0.6,0.6,1.6,0,2.3  l-2.1,2.1h8.1c6.9,0,12.5,5.6,12.5,12.5V41.1z M81.8,52.4v28c0,0.9-0.7,1.6-1.6,1.6h-28c-0.9,0-1.6-0.7-1.6-1.6v-28  c0-0.9,0.7-1.6,1.6-1.6h28C81.1,50.8,81.8,51.5,81.8,52.4z M78.6,54H53.8v24.8h24.8V54z M18.1,64.6c0,6.9,5.6,12.5,12.5,12.5h8.1  l-2.1,2.1c-0.6,0.6-0.6,1.6,0,2.3c0.3,0.3,0.7,0.5,1.1,0.5s0.8-0.2,1.1-0.5l4.8-4.8c0.3-0.3,0.5-0.7,0.5-1.1s-0.2-0.8-0.5-1.1  l-4.8-4.8c-0.6-0.6-1.6-0.6-2.3,0c-0.6,0.6-0.6,1.6,0,2.3l2.1,2.1h-8.1c-5.1,0-9.3-4.2-9.3-9.3v-5.7c0-0.9-0.7-1.6-1.6-1.6  c-0.9,0-1.6,0.7-1.6,1.6V64.6z M18.2,19.6c0-0.9,0.7-1.6,1.6-1.6h28c0.9,0,1.6,0.7,1.6,1.6v28c0,0.9-0.7,1.6-1.6,1.6h-28  c-0.9,0-1.6-0.7-1.6-1.6V19.6z M21.4,46h24.8V21.2H21.4V46z"></path></svg>
\ No newline at end of file
diff --git a/frontend/src/assets/copy_to_clipboard.svg b/frontend/src/assets/copy_to_clipboard.svg
new file mode 100644
index 0000000..cc0dea0
--- /dev/null
+++ b/frontend/src/assets/copy_to_clipboard.svg
@@ -0,0 +1,7 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<svg width="1200pt" height="1200pt" version="1.1" viewBox="0 0 1200 1200" xmlns="http://www.w3.org/2000/svg">
+ <g>
+  <path d="m840 312h-24c0-25.461-10.113-49.879-28.117-67.883-18.004-18.004-42.422-28.117-67.883-28.117h-144c-25.461 0-49.879 10.113-67.883 28.117-18.004 18.004-28.117 42.422-28.117 67.883h-24c-38.191 0-74.816 15.172-101.82 42.176-27.004 27.008-42.176 63.633-42.176 101.82v144c0 17.148 9.1484 32.996 24 41.57 14.852 8.5742 33.148 8.5742 48 0 14.852-8.5742 24-24.422 24-41.57v-144c0-12.73 5.0586-24.938 14.059-33.941 9.0039-9 21.211-14.059 33.941-14.059h24c0 25.461 10.113 49.879 28.117 67.883 18.004 18.004 42.422 28.117 67.883 28.117h144c25.461 0 49.879-10.113 67.883-28.117 18.004-18.004 28.117-42.422 28.117-67.883h24c12.73 0 24.938 5.0586 33.941 14.059 9 9.0039 14.059 21.211 14.059 33.941v384c0 12.73-5.0586 24.938-14.059 33.941-9.0039 9-21.211 14.059-33.941 14.059h-48c-17.148 0-32.996 9.1484-41.57 24-8.5742 14.852-8.5742 33.148 0 48 8.5742 14.852 24.422 24 41.57 24h48c38.191 0 74.816-15.172 101.82-42.176 27.004-27.008 42.176-63.633 42.176-101.82v-384c0-38.191-15.172-74.816-42.176-101.82-27.008-27.004-63.633-42.176-101.82-42.176zm-120 96h-144v-96h144z"/>
+  <path d="m264 852h280.08l-49.199 49.199c-8.0078 7.793-13.098 18.105-14.406 29.203-1.3125 11.102 1.2344 22.312 7.207 31.758 7.8828 12.176 20.852 20.133 35.277 21.645 14.426 1.5156 28.762-3.5742 39.004-13.844l111.48-111.48c14.441-14.43 22.559-34.004 22.559-54.422 0-20.414-8.1172-39.992-22.559-54.418l-111.48-111.48c-10.062-10.078-24.082-15.168-38.266-13.895-14.184 1.2734-27.07 8.7812-35.176 20.496-6.3164 9.7578-9.0312 21.414-7.6719 32.957 1.3594 11.547 6.7031 22.254 15.113 30.281l48 48h-279.96c-17.148 0-32.996 9.1484-41.57 24-8.5742 14.852-8.5742 33.148 0 48 8.5742 14.852 24.422 24 41.57 24z"/>
+ </g>
+</svg>
diff --git a/frontend/src/assets/react.svg b/frontend/src/assets/react.svg
new file mode 100644
index 0000000..6c87de9
--- /dev/null
+++ b/frontend/src/assets/react.svg
@@ -0,0 +1,1 @@
+<svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" class="iconify iconify--logos" width="35.93" height="32" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 228"><path fill="#00D8FF" d="M210.483 73.824a171.49 171.49 0 0 0-8.24-2.597c.465-1.9.893-3.777 1.273-5.621c6.238-30.281 2.16-54.676-11.769-62.708c-13.355-7.7-35.196.329-57.254 19.526a171.23 171.23 0 0 0-6.375 5.848a155.866 155.866 0 0 0-4.241-3.917C100.759 3.829 77.587-4.822 63.673 3.233C50.33 10.957 46.379 33.89 51.995 62.588a170.974 170.974 0 0 0 1.892 8.48c-3.28.932-6.445 1.924-9.474 2.98C17.309 83.498 0 98.307 0 113.668c0 15.865 18.582 31.778 46.812 41.427a145.52 145.52 0 0 0 6.921 2.165a167.467 167.467 0 0 0-2.01 9.138c-5.354 28.2-1.173 50.591 12.134 58.266c13.744 7.926 36.812-.22 59.273-19.855a145.567 145.567 0 0 0 5.342-4.923a168.064 168.064 0 0 0 6.92 6.314c21.758 18.722 43.246 26.282 56.54 18.586c13.731-7.949 18.194-32.003 12.4-61.268a145.016 145.016 0 0 0-1.535-6.842c1.62-.48 3.21-.974 4.76-1.488c29.348-9.723 48.443-25.443 48.443-41.52c0-15.417-17.868-30.326-45.517-39.844Zm-6.365 70.984c-1.4.463-2.836.91-4.3 1.345c-3.24-10.257-7.612-21.163-12.963-32.432c5.106-11 9.31-21.767 12.459-31.957c2.619.758 5.16 1.557 7.61 2.4c23.69 8.156 38.14 20.213 38.14 29.504c0 9.896-15.606 22.743-40.946 31.14Zm-10.514 20.834c2.562 12.94 2.927 24.64 1.23 33.787c-1.524 8.219-4.59 13.698-8.382 15.893c-8.067 4.67-25.32-1.4-43.927-17.412a156.726 156.726 0 0 1-6.437-5.87c7.214-7.889 14.423-17.06 21.459-27.246c12.376-1.098 24.068-2.894 34.671-5.345a134.17 134.17 0 0 1 1.386 6.193ZM87.276 214.515c-7.882 2.783-14.16 2.863-17.955.675c-8.075-4.657-11.432-22.636-6.853-46.752a156.923 156.923 0 0 1 1.869-8.499c10.486 2.32 22.093 3.988 34.498 4.994c7.084 9.967 14.501 19.128 21.976 27.15a134.668 134.668 0 0 1-4.877 4.492c-9.933 8.682-19.886 14.842-28.658 17.94ZM50.35 144.747c-12.483-4.267-22.792-9.812-29.858-15.863c-6.35-5.437-9.555-10.836-9.555-15.216c0-9.322 13.897-21.212 37.076-29.293c2.813-.98 5.757-1.905 8.812-2.773c3.204 10.42 7.406 21.315 12.477 32.332c-5.137 11.18-9.399 22.249-12.634 32.792a134.718 134.718 0 0 1-6.318-1.979Zm12.378-84.26c-4.811-24.587-1.616-43.134 6.425-47.789c8.564-4.958 27.502 2.111 47.463 19.835a144.318 144.318 0 0 1 3.841 3.545c-7.438 7.987-14.787 17.08-21.808 26.988c-12.04 1.116-23.565 2.908-34.161 5.309a160.342 160.342 0 0 1-1.76-7.887Zm110.427 27.268a347.8 347.8 0 0 0-7.785-12.803c8.168 1.033 15.994 2.404 23.343 4.08c-2.206 7.072-4.956 14.465-8.193 22.045a381.151 381.151 0 0 0-7.365-13.322Zm-45.032-43.861c5.044 5.465 10.096 11.566 15.065 18.186a322.04 322.04 0 0 0-30.257-.006c4.974-6.559 10.069-12.652 15.192-18.18ZM82.802 87.83a323.167 323.167 0 0 0-7.227 13.238c-3.184-7.553-5.909-14.98-8.134-22.152c7.304-1.634 15.093-2.97 23.209-3.984a321.524 321.524 0 0 0-7.848 12.897Zm8.081 65.352c-8.385-.936-16.291-2.203-23.593-3.793c2.26-7.3 5.045-14.885 8.298-22.6a321.187 321.187 0 0 0 7.257 13.246c2.594 4.48 5.28 8.868 8.038 13.147Zm37.542 31.03c-5.184-5.592-10.354-11.779-15.403-18.433c4.902.192 9.899.29 14.978.29c5.218 0 10.376-.117 15.453-.343c-4.985 6.774-10.018 12.97-15.028 18.486Zm52.198-57.817c3.422 7.8 6.306 15.345 8.596 22.52c-7.422 1.694-15.436 3.058-23.88 4.071a382.417 382.417 0 0 0 7.859-13.026a347.403 347.403 0 0 0 7.425-13.565Zm-16.898 8.101a358.557 358.557 0 0 1-12.281 19.815a329.4 329.4 0 0 1-23.444.823c-7.967 0-15.716-.248-23.178-.732a310.202 310.202 0 0 1-12.513-19.846h.001a307.41 307.41 0 0 1-10.923-20.627a310.278 310.278 0 0 1 10.89-20.637l-.001.001a307.318 307.318 0 0 1 12.413-19.761c7.613-.576 15.42-.876 23.31-.876H128c7.926 0 15.743.303 23.354.883a329.357 329.357 0 0 1 12.335 19.695a358.489 358.489 0 0 1 11.036 20.54a329.472 329.472 0 0 1-11 20.722Zm22.56-122.124c8.572 4.944 11.906 24.881 6.52 51.026c-.344 1.668-.73 3.367-1.15 5.09c-10.622-2.452-22.155-4.275-34.23-5.408c-7.034-10.017-14.323-19.124-21.64-27.008a160.789 160.789 0 0 1 5.888-5.4c18.9-16.447 36.564-22.941 44.612-18.3ZM128 90.808c12.625 0 22.86 10.235 22.86 22.86s-10.235 22.86-22.86 22.86s-22.86-10.235-22.86-22.86s10.235-22.86 22.86-22.86Z"></path></svg>
\ No newline at end of file
diff --git a/frontend/src/index.css b/frontend/src/index.css
new file mode 100644
index 0000000..1d9d966
--- /dev/null
+++ b/frontend/src/index.css
@@ -0,0 +1,97 @@
+:root {
+  font-family: Inter, system-ui, Avenir, Helvetica, Arial, sans-serif;
+  line-height: 1.5;
+  font-weight: 400;
+
+  color-scheme: light dark;
+  color: rgba(255, 255, 255, 0.87);
+  background-color: #242424;
+
+  font-synthesis: none;
+  text-rendering: optimizeLegibility;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+}
+
+a {
+  font-weight: 500;
+  color: #646cff;
+  text-decoration: inherit;
+}
+a:hover {
+  color: #535bf2;
+}
+
+
+h1 {
+  font-size: 3.2em;
+  line-height: 1.1;
+}
+
+button {
+  border-radius: 8px;
+  border: 1px solid transparent;
+  padding: 0.6em 1.2em;
+  font-size: 1em;
+  font-weight: 500;
+  font-family: inherit;
+  background-color: #1a1a1a;
+  cursor: pointer;
+  transition: border-color 0.25s;
+}
+button:hover {
+  border-color: #646cff;
+}
+button:focus,
+button:focus-visible {
+  outline: 4px auto -webkit-focus-ring-color;
+}
+
+@media (prefers-color-scheme: light) {
+  :root {
+    color: #213547;
+    background-color: #ffffff;
+  }
+  a:hover {
+    color: #747bff;
+  }
+  button {
+    background-color: #f9f9f9;
+  }
+}
+
+
+.compare {
+  padding: 5px;
+}
+
+th.rotated-text {
+  height: 370px;
+  white-space: nowrap;
+  padding: 0 !important;
+}
+
+th.rotated-text > div {
+  transform:
+      translate(15px, 175px)
+      rotate(270deg);
+  width: 15px;
+}
+
+th.rotated-text > div > span {
+  padding: 5px 10px;
+}
+
+
+nav {
+  background-color: #EFF3F6;
+}
+
+.tiny {
+  font-size: 0.8em;
+}
+
+table {
+  border-collapse:separate;
+  border-spacing:4px 4px;
+}​​​​​​​​​​​​​
\ No newline at end of file
diff --git a/frontend/src/main.jsx b/frontend/src/main.jsx
new file mode 100644
index 0000000..1458e04
--- /dev/null
+++ b/frontend/src/main.jsx
@@ -0,0 +1,429 @@
+import React from 'react'
+import ReactDOM from 'react-dom/client'
+import './index.css'
+
+import compare from './assets/compare.svg'
+import copyToClipboardIcon from './assets/copy_to_clipboard.svg'
+import { useState } from 'react'
+
+import { ToastContainer, toast } from 'react-toastify';
+import 'react-toastify/dist/ReactToastify.css';
+
+
+import {
+  Outlet,
+  Link,
+  createBrowserRouter,
+  RouterProvider,
+  useLoaderData,
+  useParams
+} from "react-router-dom";
+
+// const API_BASE = "http://127.0.0.1:8100"
+const API_BASE = import.meta.env.VITE_API_BASE || 'http://127.0.0.1:8100';
+
+const fetchSeqColList = async() => {
+  const url = `${API_BASE}/list`
+  return fetch(url).then((response) => response.json())
+}
+
+const fetchSeqColDetails = async(digest, level="2", collated=true) => {
+  const url = `${API_BASE}/collection/${digest}?level=${level}&collated=${collated}`
+  return fetch(url).then((response) => response.json())
+}
+
+const fetchAllCol = async(digest) => {
+  let url = `${API_BASE}/collection/${digest}?level=1`
+  let resps = [
+    fetch(url).then((response) => response.json()),
+    fetch(`${API_BASE}/collection/${digest}?level=2`).then((response) => response.json()) 
+  ]
+  return Promise.all(resps)
+}
+
+
+const fecthComparison = async(digest1, digest2) => {
+  const url = `${API_BASE}/comparison/${digest1}/${digest2}`
+  return fetch(url).then((response) => response.json())
+}
+
+const fetchAttribute = async(attribute, digest) => {
+  const url = `${API_BASE}/attribute/${attribute}/${digest}/list`
+  return fetch(url).then((response) => response.json())
+}
+
+const CollectionView = (params) => {
+  const collection = useLoaderData()
+  const [collectionRepresentation, setCollectionRepresentation] = useState(null)
+  const { digest } = useParams()
+  console.log("CollectionView", collection)
+  
+  let level1 = collection[0]
+  let level2 = collection[1]
+
+  console.log("Lev 1", level1)
+
+  // const col_str = (2 == 1 ? "asdf" : <pre>{JSON.stringify(collectionRepresentation, null, 2)}</pre>)
+  const showLevel = (level, collated=true) => { 
+    console.log(`showing level ${level}`)
+    fetchSeqColDetails(digest, level, collated).then((data) => {
+      console.log("got data", data)
+      if (level == 1) {
+        data = Level1Collection(data)
+      }
+      else if (level == 2) {
+        data = Level2Collection(data)
+      }
+      setCollectionRepresentation(data)
+    })
+  
+    const showUncollated = () => {
+      console.log("showing uncollated")
+      fetchSeqColDetails(digest, "uncollated").then((data) => {
+        console.log("got data", data)
+        setCollectionRepresentation(data)
+      })
+    }
+
+  }
+  const api_url_level2 = `${API_BASE}/collection/${digest}`
+  const api_url_level1 = `${API_BASE}/collection/${digest}?level=1`
+  const api_url_uncollated = `${API_BASE}/collection/${digest}?collated=false`
+
+  let attribute_list_views = []
+  for ( let attribute in level2) {
+    attribute_list_views.push(<>
+    <h5 className="mb-2 mt-3">{attribute}</h5>
+    <div className="row align-items-center">
+      <div className="col-md-1 ">Digest:</div>
+      <div className="col">
+        <LinkedAttributeDigest attribute={attribute} digest={level1[attribute]}/>
+      </div>
+    </div>
+    <div className="row align-items-center">
+      <div className="col-md-1 ">Value:</div>
+      <div className="col">
+        <AttributeValue value={level2[attribute]} />
+      </div>
+    </div>
+      </>
+    )
+  }
+
+  return (
+    <div>
+      <h2>Sequence Collection: {digest}</h2>
+      <ul>
+        <h4>API URLs</h4>
+        <li>Level 1: <Link to={api_url_level1}>{api_url_level1}</Link></li>
+        <li>Level 2: <Link to={api_url_level2}>{api_url_level2}</Link></li>
+        <li>Uncollated: <Link to={api_url_uncollated}>{api_url_uncollated}</Link></li>
+      </ul>
+      {attribute_list_views}
+    </div>
+  )
+}
+
+
+const LinkedCollectionDigest = ({digest, clipboard=true}) => {
+  return (<>
+    <Link to={`/collection/${digest}`} className="font-monospace">{digest}</Link> 
+    { clipboard ? <img src={copyToClipboardIcon} alt="Copy" width="30" className="copy-to-clipboard mx-2" onClick={ () => navigator.clipboard.writeText(digest)}/> : "" }
+    </>
+  )
+}
+
+const AttributeValue = ({value}) => {
+  return(<pre className="text-secondary m-0 p-2 border border-muted"><code>{value.join(",")}</code></pre>)
+}
+
+const AttributeView = () => { 
+  const content = useLoaderData()
+  const { attribute, digest } = useParams()
+  const api_url = `${API_BASE}/attribute/${attribute}/${digest}`
+  const api_url_list = `${API_BASE}/attribute/${attribute}/${digest}/list`
+
+  return (
+    <div>
+      <h1>Attribute: {attribute} 
+      </h1>
+      <div className="row align-items-center">
+        <div className="col-md-1">API URL:</div>
+        <div className="col"><Link to={api_url}>{api_url}</Link></div>
+      </div>
+      <div className="row align-items-center">
+        <div className="col-md-1">Digest:</div>
+        <div className="col">
+          <LinkedAttributeDigest attribute={attribute} digest={digest}/>
+        </div>
+      </div>
+      <div className="row align-items-center">
+        <div className="col-md-1">Value:</div>
+        <div className="col"><AttributeValue value={content.attribute.value} /></div>
+      </div>
+      <h2 className="mt-4">Containing collections:</h2>
+      API URL: <Link to={api_url_list}>{api_url_list}</Link>
+      <CollectionTable collections={content.results}  clipboard={false}/>
+    </div>
+  )
+}
+
+
+const copyToClipboard = async (text) => {
+  console.log("Copying to clipboard")
+  toast("Copied to clipboard", {autoClose: 1250, progress: undefined, hideProgressBar: true, pauseOnFocusLoss:false})
+  return await navigator.clipboard.writeText(text)
+}
+
+
+const LinkedAttributeDigest = ({attribute, digest, clipboard=true}) => {
+  return (<>
+    <Link to={`/attribute/${attribute}/${digest}`} className="font-monospace">{digest}</Link> 
+    { clipboard ? <img  role="button" src={copyToClipboardIcon} alt="Copy" width="30" className="copy-to-clipboard mx-2" onClick={() => copyToClipboard(digest)}/> : "" }
+    </>
+  )
+}
+
+const Level1Collection = ({collection}) => {
+  return (
+    <div>
+      Names: <Link to={`/attribute/names/${collection.names}`}>{collection.names}</Link><br/>
+      Lengths: <Link to={`/attribute/lengths/${collection.lengths}`}>{collection.lengths}</Link><br/>
+      Sequences: <Link to={`/attribute/sequences/${collection.sequences}`}>{collection.sequences}</Link><br/>
+    </div>
+  )
+}
+
+const Level2Collection = ({collection}) => {
+  return (
+    <div>
+      <h3>Names</h3>
+      <pre>{JSON.stringify(collection.names, null, 2)}</pre>
+      <h3>Lengths</h3>
+      <pre>{JSON.stringify(collection.lengths, null, 2)}</pre>
+      <h3>Sequences</h3>
+      <pre>{JSON.stringify(collection.sequences, null, 2)}</pre>
+    </div>
+  )
+}
+
+
+
+const ComparisonView =() => { 
+  const comparison = useLoaderData()
+  console.log("ComparisonView", comparison)
+  const comp_str = JSON.stringify(comparison, null, 2)
+  
+  let api_url = `${API_BASE}/comparison/${comparison.digests.a}/${comparison.digests.b}`
+
+  return (
+    <div>
+      <h1>Comparison</h1>
+      <div>
+        API URL: <Link to={api_url}>{api_url}</Link><br/>
+        <label className="col-sm-4 fw-bold">Digest A:</label>
+        <LinkedCollectionDigest digest={comparison.digests.a}/>
+        </div>
+      <div>
+        <label className="col-sm-4 fw-bold">Digest B:</label>
+        <LinkedCollectionDigest digest={comparison.digests.b}/>
+      </div>
+      <h3>Attributes</h3>
+      <div className="row mb-3">
+      <label className="col-sm-4 fw-bold">Found in collection A only:</label>
+      {comparison.attributes.a_only.join(', ')}
+      </div>
+      <div className="row mb-3">
+      <label className="col-sm-4 fw-bold">Found in both:</label>
+      {comparison.attributes.a_and_b.join(', ')}
+      </div>
+      
+
+      <h3>Array Elements</h3>
+      <div className="row mb-3">
+      <label className="col-sm-4 fw-bold">Found in both:</label>
+      {Object.entries(comparison.array_elements.a_and_b).map(([key, value]) => (
+        <div className="row mb-3">
+          <label className="col-sm-4 fw-bold">{key}</label>{value}
+        </div>
+      ))}
+      </div>
+      {comp_str}
+    </div>
+  )
+
+}
+
+const CompareTable = ({seqColList}) => {  
+
+  function buildCompareLinks(seqColList) {
+    let header_cells = [];
+    for (let i = 0; i < seqColList.items.length; i++) {
+      header_cells.push(<th key={"header_col_"+i} className='rotated-text'><div>{seqColList.items[i]}</div></th>)
+    }
+    let header_row = <tr><th></th>{header_cells}</tr>;
+
+    let link_rows = [];
+    for (let i = 0; i < seqColList.items.length; i++) {
+      let link_cells = []
+      link_cells.push(<th className="text-end" key={"header_row_"+i}><Link to={`/collection/${seqColList.items[i]}`}>{seqColList.items[i]}</Link></th>)
+      for (let j = 0; j < seqColList.items.length; j++) {
+        link_cells.push(
+          <td key={i + "vs" + j} className="text-center">{ j == i ? "=" : <Link
+            to={`/comparison/${seqColList.items[i]}/${seqColList.items[j]}`}
+            key={`${seqColList.items[i]}-${seqColList.items[j]}`}
+          ><img src={compare} alt="Compare" width="50" className="compare"/>
+          </Link>}</td>
+        );
+      }
+      link_rows.push(<tr key={"row_" + i}>{link_cells}</tr>);
+    }
+    let table = <table border="0">
+      <thead>{header_row}</thead>
+      <tbody>{link_rows}</tbody>
+    </table>;
+    return table;
+  }
+
+  return  <>     
+    <h1>Comparison table</h1>
+    {buildCompareLinks(seqColList)}
+  </>
+}
+
+
+
+const Nav = () => {
+  return  (
+    <nav className="navbar navbar-expand-lg py-2 mb-4 border-bottom navbar-light" aria-label="navbar">
+      <div className="container">
+        <a href="/" className="align-items-center mb-3 mb-md-0 me-md-auto text-dark text-decoration-none">
+        Refget Sequence Collections
+        </a>
+        <button className="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbarSupportedContent" aria-controls="navbarSupportedContent" aria-expanded="false" aria-label="Toggle navigation">
+          <span className="navbar-toggler-icon"></span>
+        </button>
+
+        <div className="collapse navbar-collapse me-auto" id="navbarSupportedContent">
+          <ul className="navbar-nav ms-auto mb-2 mb-sm-0">        
+              <li className="nav-item mx-2 my-0 h5"><a href="/" className="nav-link">Home</a></li>
+            
+              <li className="nav-item mx-2 my-0 h5"><a href={`${API_BASE}/docs`} className="nav-link">API Docs</a></li>
+            
+              <li className="nav-item mx-2 my-0 h5"><a href="https://github.com/refgenie/refget" className="nav-link">GitHub</a></li>
+            
+              <li className="nav-item mx-2 my-0 h5"><a href="https://ga4gh.github.io/refget/" className="nav-link">Spec</a></li>
+            
+          </ul>
+        </div>
+      </div>
+    </nav>
+  )
+}
+
+const App = () => { 
+  return (<>
+    <Nav/>
+    <div className="container">
+      <Outlet/>
+    </div>
+    <ToastContainer />
+  </>)
+
+}
+
+const SeqColList = ({collections}) => {
+  const seqColList = collections || useLoaderData()
+
+  return (<>
+    <div>
+      <h1>Sequence Collection List</h1>
+      <ul>
+        {seqColList.items.map((seqCol) => (
+          <li key={seqCol}>
+            <a href={`/collection/${seqCol}`}>{seqCol}</a>
+          </li>
+        ))}
+      </ul>
+      <CompareTable seqColList={seqColList}/>
+    </div></>
+  )
+}
+
+const CollectionTable = ({collections}) => {
+  const seqColList = collections || useLoaderData()["items"]
+  console.log("CollectionTable", seqColList)
+
+  return (
+    <table>
+    <thead>
+      <tr>
+      <th>Collection digest</th>
+      <th>Names</th>
+      <th>Lengths</th>
+      <th>Sequences</th>
+      </tr>
+    </thead>
+    <tbody>
+    {seqColList.map((collection) => (
+      <tr key={collection.digest}>
+        <td><LinkedCollectionDigest digest={collection.digest} clipboard={false}/></td>
+        <td className="tiny mx-2"><LinkedAttributeDigest attribute="names" digest={collection.names_digest} clipboard={false}/></td>
+        <td className="tiny mx-2"><LinkedAttributeDigest attribute="lengths" digest={collection.lengths_digest} clipboard={false} /></td>
+        <td className="tiny mx-2"><LinkedAttributeDigest attribute="sequences" digest={collection.sequences_digest} clipboard={false} /></td>
+      </tr>
+    ))}
+    </tbody>
+  </table>
+  )
+}
+
+
+
+
+
+const router = createBrowserRouter([
+  {
+    path: "/",
+    element: <App/>,
+    children: [
+      {
+        path: "/",
+        element: <SeqColList/>,
+        loader: fetchSeqColList,
+      }, 
+      {
+        path: "/comparison/:digest1/:digest2",
+        element: <ComparisonView/>,
+        loader: (request) => {
+          console.log("params", request.params)
+          return fecthComparison(request.params.digest1, request.params.digest2)
+        }
+      },
+      {
+        path: "/collection/:digest",
+        element: <CollectionView/>,
+        loader: (request) => {
+          console.log("params", request.params)
+          return fetchAllCol(request.params.digest)
+        }
+      },
+      {
+        path: "/attribute/:attribute/:digest",
+        element: <AttributeView/>,
+        loader: (request) =>{ 
+          console.log("params", request.params)
+          return fetchAttribute(request.params.attribute, request.params.digest)
+        
+        }
+      }
+    ]
+  },
+]);
+
+
+ReactDOM.createRoot(document.getElementById('root')).render(
+  <React.StrictMode>
+    <RouterProvider router={router} />
+  </React.StrictMode>,
+)
diff --git a/frontend/vite.config.js b/frontend/vite.config.js
new file mode 100644
index 0000000..5a33944
--- /dev/null
+++ b/frontend/vite.config.js
@@ -0,0 +1,7 @@
+import { defineConfig } from 'vite'
+import react from '@vitejs/plugin-react'
+
+// https://vitejs.dev/config/
+export default defineConfig({
+  plugins: [react()],
+})
diff --git a/load_demo_data.py b/load_demo_data.py
new file mode 100644
index 0000000..85caa8c
--- /dev/null
+++ b/load_demo_data.py
@@ -0,0 +1,51 @@
+from sqlmodel import create_engine, SQLModel, Field, Session
+import refget, os
+from tests.conftest import DEMO_FILES
+from refget.models import *
+from refget.agents import *
+
+dbc = RefgetDBAgent()
+
+fa_root="test_fasta"
+
+# Load some fasta files into the database
+
+demo_results = {}
+for demo_file in DEMO_FILES:
+    f = os.path.join(fa_root, demo_file)
+    print("Fasta file to be loaded: {}".format(f))
+    demo_results[f] = dbc.seqcol.add_from_fasta_file(f)
+    print(demo_results[f])
+
+
+
+
+
+import json
+from refget import SeqColClient
+
+template = """
+Filepath: {f}
+Digest: {digest}
+Object: {pretty_str}
+"""
+
+scc = SeqColClient("http://127.0.0.1:8100")
+scc.get_collection(digest)
+
+for demo_file in DEMO_FILES:
+    f = os.path.join(fa_root, demo_file)
+    print("Fasta file to be loaded: {}".format(f))
+    digest = refget.fasta_file_to_digest(f, dbc.inherent_attrs)
+    pretty_str = scc.get_collection(digest)
+    print(template.format(f=f, digest=digest, pretty_str=pretty_str))
+
+
+
+
+# demo_results = {}
+# for demo_file in DEMO_FILES:
+#     f = os.path.join(fa_root, demo_file)
+#     print("Fasta file to be loaded: {}".format(f))
+#     demo_results[f] = dbc.seqcol.add_from_fasta_file(f)
+
diff --git a/package-lock.json b/package-lock.json
new file mode 100644
index 0000000..3ecb5aa
--- /dev/null
+++ b/package-lock.json
@@ -0,0 +1,6 @@
+{
+  "name": "refget",
+  "lockfileVersion": 3,
+  "requires": true,
+  "packages": {}
+}
diff --git a/refget/agents.py b/refget/agents.py
new file mode 100644
index 0000000..91bad23
--- /dev/null
+++ b/refget/agents.py
@@ -0,0 +1,254 @@
+import os
+
+from sqlmodel import create_engine, select, Session, delete, func
+from sqlalchemy.exc import IntegrityError
+from psycopg2.errors import UniqueViolation
+
+from .models import *
+from .utilities import build_seqcol_model, fasta_file_to_seqcol, format_itemwise, compare_seqcols
+
+ATTR_TYPE_MAP = {
+    "sequences": SequencesAttr,
+    "names": NamesAttr,
+    "lengths": LengthsAttr,
+    "sorted_name_length_pairs": SortedNameLengthPairsAttr
+}
+from sqlalchemy.dialects.postgresql import insert
+
+def read_url(url):
+    import yaml
+    print("Reading URL: {}".format(url))
+    from urllib.request import urlopen
+    from urllib.error import HTTPError
+    try:
+        response = urlopen(url)
+    except HTTPError as e:
+        raise e
+    data = response.read()  # a `bytes` object
+    text = data.decode("utf-8")
+    return yaml.safe_load(text)
+
+
+
+class SeqColAgent(object):
+    def __init__(self, engine, inherent_attrs=None):
+        self.engine = engine 
+        self.inherent_attrs = inherent_attrs
+
+    def get(self, digest: str, return_format:str = "full"):
+        with Session(self.engine) as session:
+            statement = select(SequenceCollection).where(SequenceCollection.digest == digest)
+            results = session.exec(statement)
+            seqcol = results.first()
+            if not seqcol:
+                raise ValueError(f"SequenceCollection with digest '{digest}' not found")
+            if return_format == "level2":
+                return {
+                        "lengths": [int(x) for x in seqcol.lengths.value.split(",")],
+                        "names": seqcol.names.value.split(","),
+                        "sequences": seqcol.sequences.value.split(","),
+                        "sorted_name_length_pairs": seqcol.sorted_name_length_pairs.value.split(","),
+                }
+            elif return_format == "level1":
+                return {
+                        "lengths": seqcol.lengths_digest,
+                        "names": seqcol.names_digest,
+                        "sequences": seqcol.sequences_digest,
+                        "sorted_name_length_pairs": seqcol.sorted_name_length_pairs_digest,
+                }
+            elif return_format == "itemwise":
+                l2 = {
+                        "names": seqcol.names.value.split(","),
+                        "lengths": [int(x) for x in seqcol.lengths.value.split(",")],
+                        "sequences": seqcol.sequences.value.split(","),
+                        "sorted_name_length_pairs": seqcol.sorted_name_length_pairs.value.split(","),
+                }
+                return format_itemwise(l2)
+            else:
+                return seqcol
+            
+    def add(self, seqcol: SequenceCollection):
+        with Session(self.engine) as session:
+            with session.no_autoflush:
+                csc = session.get(SequenceCollection, seqcol.digest)
+                if csc:
+                    return csc
+                csc_simplified = SequenceCollection(digest=seqcol.digest)
+                names = session.get(NamesAttr, seqcol.names.digest)
+                if not names:
+                    names = NamesAttr(**seqcol.names.model_dump())
+                    session.add(names)
+                sequences = session.get(SequencesAttr, seqcol.sequences.digest)
+                if not sequences:
+                    sequences = SequencesAttr(**seqcol.sequences.model_dump())
+                    session.add(sequences)
+                lengths = session.get(LengthsAttr, seqcol.lengths.digest)
+                if not lengths:
+                    lengths = LengthsAttr(**seqcol.lengths.model_dump())
+                    session.add(lengths)
+                sorted_name_length_pairs = session.get(SortedNameLengthPairsAttr, seqcol.sorted_name_length_pairs.digest)
+                if not sorted_name_length_pairs:
+                    sorted_name_length_pairs = SortedNameLengthPairsAttr(**seqcol.sorted_name_length_pairs.model_dump())
+                    session.add(sorted_name_length_pairs)
+                names.collection.append(csc_simplified)
+                sequences.collection.append(csc_simplified)
+                lengths.collection.append(csc_simplified)
+                sorted_name_length_pairs.collection.append(csc_simplified)
+                session.commit()
+
+
+    def add_from_dict(self, seqcol_dict: dict):
+        seqcol = build_seqcol_model(seqcol_dict, self.inherent_attrs)
+        print(seqcol)
+        return self.add(seqcol)
+
+    def add_from_fasta_file(self, fasta_file_path: str):
+        CSC = fasta_file_to_seqcol(fasta_file_path)
+        print("CSCSCC:::::::::::::::::::::::::::::::::::::::")
+        print(CSC)
+        return self.add_from_dict(CSC)
+    
+    def list_by_offset(self, limit=50, offset=0):
+        with Session(self.engine) as session:
+            list_stmt =  select(SequenceCollection).offset(offset).limit(limit)
+            cnt_stmt = select(func.count(SequenceCollection.digest))
+            cnt_res = session.exec(cnt_stmt)
+            list_res = session.exec(list_stmt)
+            count = cnt_res.one()
+            seqcols = list_res.all()
+            return {
+                "count": count,
+                "limit": limit,
+                "offset": offset,
+                "items": seqcols
+            }
+    
+    def list(self, page_size=100, cursor=None):
+        with Session(self.engine) as session:
+            if cursor: 
+                list_stmt =  select(SequenceCollection).where(SequenceCollection.digest >= cursor).limit(page_size).order_by(SequenceCollection.digest)
+            else:
+                list_stmt =  select(SequenceCollection).limit(page_size).order_by(SequenceCollection.digest)
+            cnt_stmt = select(func.count(SequenceCollection.digest))
+            cnt_res = session.exec(cnt_stmt)
+            list_res = session.exec(list_stmt)
+            count = cnt_res.one()
+            seqcols = list_res.all()
+            return {
+                "count": count,
+                "page_size": page_size,
+                "cursor": cursor,
+                "items": seqcols
+            }
+
+        
+class PangenomeAgent(object):
+    def __init__(self, engine):
+        self.engine = engine 
+
+    def get(self, digest: str):
+        with Session(self.engine) as session:
+            statement = select(Pangenome).where(Pangenome.digest == digest)
+            results = session.exec(statement)
+            return results.first()
+
+
+class AttributeAgent(object):
+    def __init__(self, engine):
+        self.engine = engine
+    
+    def get(self, attribute_type: str, digest: str):
+        Attribute = ATTR_TYPE_MAP[attribute_type]
+        with Session(self.engine) as session:
+            statement = select(Attribute).where(Attribute.digest == digest)
+            results = session.exec(statement)
+            response = results.first()
+            response.value = response.value.split(",")
+            if attribute_type == "lengths":
+                response.value = [int(x) for x in response.value]
+            return response
+    
+    def list(self, attribute_type, offset=0, limit=50):
+        Attribute = ATTR_TYPE_MAP[attribute_type]
+        with Session(self.engine) as session:
+            list_stmt =  select(Attribute).offset(offset).limit(limit)
+            cnt_stmt = select(func.count(Attribute.digest))
+            cnt_res = session.exec(cnt_stmt)
+            list_res = session.exec(list_stmt)
+            count = cnt_res.one()
+            seqcols = list_res.all()
+            return {
+                "count": count,
+                "limit": limit,
+                "offset": offset,
+                "items": seqcols
+            }
+
+    def search(self, attribute_type, digest):
+        Attribute = ATTR_TYPE_MAP[attribute_type]
+        with Session(self.engine) as session:
+            statement = select(SequenceCollection).where(getattr(SequenceCollection, f"{attribute_type}_digest") == digest)
+            results = session.exec(statement)
+            return results.all()
+
+
+
+class RefgetDBAgent(object):
+    """
+    Primary aggregator agent, interface to all other agents
+    """
+    def __init__(self, postgres_str: str = None, inherent_attrs=["names", "lengths", "sequences"]): # = "sqlite:///foo.db"
+        if not postgres_str:
+            POSTGRES_HOST = os.getenv("POSTGRES_HOST", "localhost")
+            POSTGRES_DB = os.getenv("POSTGRES_DB", "postgres")
+            POSTGRES_USER = os.getenv("POSTGRES_USER", "postgres")
+            POSTGRES_PASSWORD = os.getenv("POSTGRES_PASSWORD", "postgres")
+            postgres_str = f"postgresql://{POSTGRES_USER}:{POSTGRES_PASSWORD}@{POSTGRES_HOST}/{POSTGRES_DB}"
+        self.engine = create_engine(postgres_str, echo=True)
+        SQLModel.metadata.create_all(self.engine)  
+        self.inherent_attrs = inherent_attrs
+        self.__seqcol = SeqColAgent(self.engine, self.inherent_attrs)
+        self.__pangenome = PangenomeAgent(self.engine)
+        self.__attribute = AttributeAgent(self.engine)
+
+    
+
+    def compare_digests(self, digestA, digestB):
+        A = self.seqcol.get(digestA, return_format="level2")
+        B = self.seqcol.get(digestB, return_format="level2")
+        # _LOGGER.info(A)
+        # _LOGGER.info(B)
+        return compare_seqcols(A, B)
+
+
+    @property
+    def seqcol(self) -> SeqColAgent:
+        return self.__seqcol
+    
+    @property
+    def pangenome(self) -> PangenomeAgent:
+        return self.__pangenome
+    
+    @property
+    def attribute(self) -> AttributeAgent:
+        return self.__attribute
+    
+    def __str__(self):
+        return f"RefgetDBAgent. Connection to database: '{self.engine}'"
+    
+    def truncate(self):
+        """Delete all records from the database"""
+
+        with Session(self.engine) as session:
+            statement=delete(SequenceCollection)
+            result1 = session.exec(statement)
+            statement=delete(Pangenome)
+            result = session.exec(statement)
+            statement=delete(NamesAttr)
+            result = session.exec(statement)
+            statement=delete(LengthsAttr)
+            result = session.exec(statement)
+            statement=delete(SequencesAttr)
+            result = session.exec(statement)
+            session.commit()
+            return result1.rowcount
diff --git a/refget/examples.py b/refget/examples.py
index 2704252..9afa87c 100644
--- a/refget/examples.py
+++ b/refget/examples.py
@@ -8,7 +8,7 @@
     description="Sequence collection digest",
     pattern=r"^[-\w]+$",
     max_length=64,
-    min_length=32,
+    min_length=16,
     examples="a6748aa0f6a1e165f871dbed5e54ba62",
 )
 
diff --git a/refget/models.py b/refget/models.py
new file mode 100644
index 0000000..6a39317
--- /dev/null
+++ b/refget/models.py
@@ -0,0 +1,197 @@
+# I've been thinking about how to store the collections in a database.
+# I would like to move away from using henge, and use SQLModel.
+# To start, I won't bother with auto-generation of the pydantic
+# objects, I will make the models I want and then later revisit if necessary.
+
+# the one issue is this: Sequence collections are made up of lists/arrays. These
+# do not naturally fit in the database. So, maybe the models should actually 
+# look different.
+
+from pydantic import  create_model
+from typing import List 
+from sqlmodel import Field, ARRAY, SQLModel, create_engine, Column, String, Relationship, Integer
+
+# First, get a dict of attributes from the JSON Schema:
+kwargs = {
+	"names":(List, []),
+	"sequences":(List, []),
+	"lengths":(List, []),
+}
+
+# Now, create a pydantic/SQLModel model
+SequenceCollection = create_model(
+    'SequenceCollection', **kwargs,
+    __base__=SQLModel
+) 
+
+# DigestedSequenceCollection = create_model(
+# 	'DigestedSequenceCollection', digest=(str, ""), 
+# 	__base__= SequenceCollection,
+# 	__cls_kwargs__={"table": True})
+
+# Equivalent to:
+# class DigestedSequenceCollection(SQLModel, table=True):
+#     """ A collection of sequences with their digest. """
+#     digest: str = Field(primary_key=True)
+#     sequences: List[str] = Field(sa_column=Column(ARRAY(String)))
+#     names: List[str] = Field(sa_column=Column(ARRAY(String)))
+#     lengths: List[int] = Field(sa_column=Column(ARRAY(Integer)))
+
+# class DigestedPangenome(SQLModel, table=True):
+#     digest: str = Field(primary_key=True)
+#     sequence_collections: List[DigestedSequenceCollection] = Field(sa_column=Column(ARRAY(DigestedSequenceCollection)))
+#     # could add: __cls_kwargs__={"table": True},
+
+
+class Pangenome(SQLModel, table=True):
+    digest: str = Field(primary_key=True)
+    names: "CollectionNamesAttr" = Relationship(back_populates="pangenome")
+    names_digest: str = Field(foreign_key="collectionnamesattr.digest")
+    collections: "CollectionsAttr" = Relationship(back_populates="pangenome")
+    collections_digest: str = Field(foreign_key="collectionsattr.digest")
+    # could add: __cls_kwargs__={"table": True},
+
+class CollectionsAttr(SQLModel, table=True):
+    digest: str = Field(primary_key=True)
+    value: str
+    pangenome: Pangenome = Relationship(back_populates="collections")
+    # value: List[str] = Field(sa_column=Column(ARRAY(String)))
+
+class CollectionNamesAttr(SQLModel, table=True):
+    digest: str = Field(primary_key=True)
+    pangenome: Pangenome = Relationship(back_populates="names")   
+    value: str
+    # value: List[str] = Field(sa_column=Column(ARRAY(String)))
+class SequenceCollection(SQLModel, table=True):
+    digest: str = Field(primary_key=True)
+    sequences_digest: str = Field(foreign_key="sequencesattr.digest")
+    sequences: "SequencesAttr" = Relationship(back_populates="collection")
+    names_digest: str = Field(foreign_key="namesattr.digest")
+    names: "NamesAttr" = Relationship(back_populates="collection")
+    lengths_digest: str = Field(foreign_key="lengthsattr.digest")
+    lengths: "LengthsAttr" = Relationship(back_populates="collection")
+    sorted_name_length_pairs_digest: str = Field(foreign_key="sortednamelengthpairsattr.digest")
+    sorted_name_length_pairs: "SortedNameLengthPairsAttr" = Relationship(back_populates="collection")
+
+class SequencesAttr(SQLModel, table=True):
+    digest: str = Field(primary_key=True)
+    value: str
+    collection: List["SequenceCollection"] = Relationship(back_populates="sequences")
+
+class NamesAttr(SQLModel, table=True):
+    digest: str = Field(primary_key=True)
+    value: str
+    collection: List["SequenceCollection"] = Relationship(back_populates="names")   
+
+class LengthsAttr(SQLModel, table=True):
+    digest: str = Field(primary_key=True)
+    value: str
+    collection: List["SequenceCollection"] = Relationship(back_populates="lengths")   
+
+class SortedNameLengthPairsAttr(SQLModel, table=True):
+    digest: str = Field(primary_key=True)
+    value: str
+    collection: List["SequenceCollection"] = Relationship(back_populates="sorted_name_length_pairs")
+
+
+
+
+
+# class SequencesAttr(SQLModel, table=True):
+#     digest: str = Field(primary_key=True)
+#     value: List[str] = Field(sa_column=Column(ARRAY(String)))
+#     collection: List["SequenceCollection"] = Relationship(back_populates="sequences")
+
+# class NamesAttr(SQLModel, table=True):
+#     digest: str = Field(primary_key=True)
+#     value: List[str] = Field(sa_column=Column(ARRAY(String)))
+#     collection: List["SequenceCollection"] = Relationship(back_populates="names")   
+
+# class LengthsAttr(SQLModel, table=True):
+#     digest: str = Field(primary_key=True)
+#     value: List[int] = Field(sa_column=Column(ARRAY(String)))
+#     collection: List["SequenceCollection"] = Relationship(back_populates="lengths")   
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+# class GenericAttr(SQLModel, table=True):
+#     digest: str = Field(primary_key=True)
+#     value: str = Field()
+#     name: str = Field()
+#     member_of: "L1SequenceCollection" = Relationship(back_populates="sequences_rel")
+
+# class L1GenericCollection(SQLModel, table=True):
+#     """ Representation of a collection of generic attributes. """
+#     id: int = Field(primary_key=True)
+#     generic_attrs_digest: List[str] = Field(foreign_key="genericattr.digest", sa_column=Column(ARRAY(str)))
+#     attrs: List[GenericAttr] = Relationship(back_populates="member_of")
+#     summarizes: "ComprehensiveSequenceCollection" = Relationship(back_populates="level1")
+
+
+
+# class ComprehensiveSequenceCollection(SQLModel, table=True):
+#     """
+#     Top-level representation. Pointers to
+#     """
+#     digest: str = Field(primary_key=True)
+#     level1_id: int = Field(foreign_key="l1sequencecollection.id")
+#     level1: L1SequenceCollection = Relationship(back_populates="summarizes")
+#     sequences: List[str] = Field(sa_column=Column(ARRAY(str)))
+#     names: List[str] = Field(sa_column=Column(ARRAY(str)))
+#     lengths: List[int] = Field(sa_column=Column(ARRAY(int)))
+#     # could add: __cls_kwargs__={"table": True},
+
+
+if False:
+
+
+    from pydantic import  create_model
+    from typing import List 
+    from sqlmodel import Field, ARRAY, SQLModel, create_engine, Column, Float, Relationship
+
+
+
+    class GenericAttr(SQLModel):
+        digest: str = Field(primary_key=True)
+        value: str = Field()
+        name: str = Field()
+
+    class SequencesAttr(GenericAttr, table=True):
+        member_of: "L1SequenceCollection" = Relationship(back_populates="sequences_rel")
+        pass
+
+    class LengthsAttr(GenericAttr, table=True):
+        member_of: "L1SequenceCollection" = Relationship(back_populates="lengths_rel")
+        pass
+
+    class NamesAttr(GenericAttr, table=True):    
+        member_of: "L1SequenceCollection" = Relationship(back_populates="names_rel")
+        pass
+
+    class L1SequenceCollection(SQLModel, table=True):
+        digest: int = Field(primary_key=True)
+        sequences_digest: str = Field(foreign_key="sequencesattr.digest")
+        sequences_rel: SequencesAttr = Relationship(back_populates="member_of")
+        names_digest: str = Field(foreign_key="namesattr.digest")
+        names_rel: NamesAttr = Relationship(back_populates="member_of")
+        lengths_digest: str = Field(foreign_key="lengthsattr.digest")
+        lengths_rel: LengthsAttr = Relationship(back_populates="member_of")
+        
+
+    sc1 = {"names": ["chr1", "chr2"], "sequences": ["ay89fw", "we4f9x"], "lengths": [1,2]}
+    sc1 = {"names_digest": "123", "sequences_digest": "234", "lengths_digest": "52345"}
+
+
+    x = L1SequenceCollection(**sc1)
+
diff --git a/refget/refget.py b/refget/refget.py
index 7bc351b..b563fbf 100644
--- a/refget/refget.py
+++ b/refget/refget.py
@@ -9,6 +9,8 @@
 from yacman import load_yaml
 from copy import copy
 
+from .agents import RefgetDBAgent
+
 
 _LOGGER = logging.getLogger(__name__)
 henge.ITEM_TYPE = "_item_type"
@@ -173,3 +175,37 @@ def parse_fasta(fa_file):
         fa_object = pyfaidx.Fasta(fa_file_unzipped)
         os.system("gzip {}".format(fa_file_unzipped))
     return fa_object
+
+
+def build_argparser():
+    import argparse
+    from . import __version__
+    version_str = f"{__version__} "
+    from ubiquerg import VersionInHelpParser
+    additional_description = "https://refgenie.org/refget"
+    banner = f"%(prog)s - a tool for getting sequences by digest"
+    parser = VersionInHelpParser(
+        prog="refget",
+        description=banner,
+        epilog=additional_description,
+        version=version_str,
+    )
+    subparsers = parser.add_subparsers(dest="command")
+    add_fasta = subparsers.add_parser("add_fasta", help="Add a fasta file to the database")
+    add_fasta.add_argument("fasta_file", help="Path to the fasta file")
+    return parser
+
+def main():
+    print("Test")
+    parser = build_argparser()
+    args = parser.parse_args()
+    print(args)
+
+    if args.command == "add-fasta":
+        print("Adding fasta file")
+        print(args.fasta_file)
+        refget = RefgetDBAgent()
+        refget.seqcol.add_from_fasta_file(args.fasta_file)
+        print("Added fasta file")
+    else:
+        print("No command given")
diff --git a/refget/seqcol_router.py b/refget/seqcol_router.py
index 2087279..1ea1ae3 100644
--- a/refget/seqcol_router.py
+++ b/refget/seqcol_router.py
@@ -30,6 +30,15 @@ async def get_schenge(request: Request):
     return request.app.state.schenge
 
 
+async def get_dbagent(request: Request):
+    return request.app.state.dbagent
+
+
+@seqcol_router.get("/agent")
+async def test(dbagent=Depends(get_dbagent)):
+    return str(dbagent)
+
+
 @seqcol_router.get("/test")
 async def test(schenge=Depends(get_schenge)):
     return str(schenge)
@@ -42,6 +51,11 @@ async def test(schenge=Depends(get_schenge)):
 )
 async def refget(request: Request, digest: str = example_sequence):
     schenge = request.app.state.schenge
+    raise HTTPException(
+        status_code=400,
+        detail="Error: this server does not support raw sequence retrieval. Use a refget server instead.",
+    )
+    # If you wanted to implement refget sequences, you would do it here
     return Response(content=schenge.refget(digest))
 
 
@@ -51,6 +65,65 @@ async def refget(request: Request, digest: str = example_sequence):
     tags=["Retrieving sequence collections"],
 )
 async def collection(
+    dbagent=Depends(get_dbagent),
+    digest: str = example_digest,
+    level: Union[int, None] = None,
+    collated: bool = True,
+):
+    if level == None:
+        level = 2
+    if level > 2:
+        raise HTTPException(
+            status_code=400,
+            detail="Error: recursion > 1 disabled. Use the /refget server to retrieve sequences.",
+        )
+    if not collated: 
+        return JSONResponse(dbagent.seqcol.get(digest, return_format="itemwise"))
+    if level == 1:
+        return JSONResponse(dbagent.seqcol.get(digest, return_format="level1"))
+    if level == 2:
+        return JSONResponse(dbagent.seqcol.get(digest, return_format="level2"))
+    
+
+@seqcol_router.get(
+        "/attribute/{attribute}/{digest}",
+        summary="Retrieve a single attribute of a sequence collection",
+        tags=["Retrieving sequence collections"],
+)
+async def attribute(
+    dbagent=Depends(get_dbagent),
+    attribute: str = "names",
+    digest: str = example_digest
+):
+    return JSONResponse(dbagent.attribute.get(attribute, digest).model_dump())
+
+
+@seqcol_router.get(
+        "/attribute/{attribute}/{digest}/list",
+        summary="Retrieve any sequence collection containing a given attribute",
+        tags=["Retrieving sequence collections"],
+)
+async def attribute_search(
+    dbagent=Depends(get_dbagent),
+    attribute: str = "names",
+    digest: str = example_digest
+):
+    attr = dbagent.attribute.get(attribute, digest).model_dump()
+    search_results = dbagent.attribute.search(attribute, digest)
+    res = [x.model_dump() for x in search_results]
+    return JSONResponse({
+        "attribute": attr,
+        "results": res
+    })
+
+
+
+@seqcol_router.get(
+    "/collection2/{digest}",
+    summary="Retrieve a sequence collection",
+    tags=["Retrieving sequence collections"],
+)
+async def collection2(
     schenge=Depends(get_schenge),
     digest: str = example_digest,
     level: Union[int, None] = None,
@@ -91,12 +164,39 @@ async def collection(
         )
 
 
+
 @seqcol_router.get(
     "/comparison/{digest1}/{digest2}",
     summary="Compare two sequence collections hosted on the server",
     tags=["Comparing sequence collections"],
 )
 async def compare_2_digests(
+    dbagent=Depends(get_dbagent),
+    digest1: str = example_digest_hg38,
+    digest2: str = example_digest_hg38_primary,
+):
+    _LOGGER.info("Compare called")
+    result = {}
+    result["digests"] = {"a": digest1, "b": digest2}
+    try:
+        result.update(dbagent.compare_digests(digest1, digest2))
+    except henge.NotFoundException as e:
+        _LOGGER.debug(e)
+        raise HTTPException(
+            status_code=404,
+            detail="Error: collection not found. Check the digest and try again.",
+        )
+    return JSONResponse(result)
+
+
+
+
+@seqcol_router.get(
+    "/comparison2/{digest1}/{digest2}",
+    summary="Compare two sequence collections hosted on the server",
+    tags=["Comparing sequence collections"],
+)
+async def compare_2_digests2(
     schenge=Depends(get_schenge),
     digest1: str = example_digest_hg38,
     digest2: str = example_digest_hg38_primary,
@@ -129,15 +229,18 @@ async def compare_1_digest(
     return JSONResponse(schenge.compat_all(A, B))
 
 
+
 @seqcol_router.get(
     "/list-by-offset",
     summary="List sequence collections on the server",
     tags=["Listing sequence collections"],
 )
 async def list_collections_by_offset(
-    schenge=Depends(get_schenge), limit: int = 100, offset: int = 0
+    dbagent=Depends(get_dbagent), limit: int = 100, offset: int = 0
 ):
-    return JSONResponse(schenge.list_by_offset(limit=limit, offset=offset))
+    res = dbagent.seqcol.list_by_offset(limit=limit, offset=offset)
+    res["items"] = [x.digest for x in res["items"]]
+    return JSONResponse(res)
 
 
 @seqcol_router.get(
@@ -146,6 +249,8 @@ async def list_collections_by_offset(
     tags=["Listing sequence collections"],
 )
 async def list_collections_by_token(
-    schenge=Depends(get_schenge), page_size: int = 100, cursor: str = None
+    dbagent=Depends(get_dbagent), page_size: int = 100, cursor: str = None
 ):
-    return JSONResponse(schenge.list(page_size=page_size, cursor=cursor))
+    res = dbagent.seqcol.list(page_size=page_size, cursor=cursor)
+    res["items"] = [x.digest for x in res["items"]]
+    return JSONResponse(res)
diff --git a/refget/utilities.py b/refget/utilities.py
index c21e560..40fbd34 100644
--- a/refget/utilities.py
+++ b/refget/utilities.py
@@ -4,7 +4,6 @@
 import json
 import logging
 import os
-import pyfaidx
 
 from jsonschema import Draft7Validator
 from typing import Optional, Callable, Union
@@ -12,9 +11,26 @@
 
 from .const import SeqCol
 from .exceptions import *
+from .models import *
 
 _LOGGER = logging.getLogger(__name__)
 
+try:
+    from gc_count import checksum
+    pyfaidx = None
+    GC_COUNT_INSTALLED = True
+except ImportError:
+    GC_COUNT_INSTALLED = False
+    _LOGGER.error("gc_count not installed")
+
+try:
+    import pyfaidx
+    PYFAIDX_INSTALLED = True
+    from .utilities_pyfaidx import *
+except ImportError:
+    _LOGGER.error("pyfaidx not installed")
+    PYFAIDX_INSTALLED = False
+
 
 def trunc512_digest(seq, offset=24) -> str:
     """Deprecated GA4GH digest function"""
@@ -71,6 +87,10 @@ def validate_seqcol(seqcol_obj: SeqCol, schema=None) -> Optional[dict]:
     schema_path = os.path.join(os.path.dirname(__file__), "schemas", "seqcol.yaml")
     schema = load_yaml(schema_path)
     validator = Draft7Validator(schema)
+
+    if type(seqcol_obj) == SequenceCollection:
+        seqcol_obj = seqcol_obj.model_dump()  # can only validate dict
+
     if not validator.is_valid(seqcol_obj):
         errors = sorted(validator.iter_errors(seqcol_obj), key=lambda e: e.path)
         raise InvalidSeqColError("Validation failed", errors)
@@ -95,26 +115,6 @@ def format_itemwise(csc: SeqCol) -> list:
     return {"sequences": list_of_dicts}
 
 
-def parse_fasta(fa_file_path: str) -> pyfaidx.Fasta:
-    """
-    Read in a gzipped or not gzipped FASTA file
-    """
-    try:
-        return pyfaidx.Fasta(fa_file_path)
-    except pyfaidx.UnsupportedCompressionFormat:
-        # pyfaidx can handle bgzip but not gzip; so we just hack it here and
-        # gunzip the file into a temporary one and read it in not to interfere
-        # with the original one.
-        from gzip import open as gzopen
-        from tempfile import NamedTemporaryFile
-
-        with gzopen(fa_file_path, "rt") as f_in, NamedTemporaryFile(
-            mode="w+t", suffix=".fa"
-        ) as f_out:
-            f_out.writelines(f_in.read())
-            f_out.seek(0)
-            return pyfaidx.Fasta(f_out.name)
-
 
 def chrom_sizes_to_digest(chrom_sizes_file_path: str) -> str:
     """Given a chrom.sizes file, return a digest"""
@@ -145,50 +145,45 @@ def chrom_sizes_to_seqcol(
     return CSC
 
 
-def fasta_file_to_digest(fa_file_path: str, schema: dict = None) -> str:
+def fasta_file_to_digest(fa_file_path: str, inherent_attrs: list = None) -> str:
     """Given a fasta, return a digest"""
     seqcol_obj = fasta_file_to_seqcol(fa_file_path)
-    return seqcol_digest(seqcol_obj, schema)
+    return seqcol_digest(seqcol_obj, inherent_attrs)
 
 
-def fasta_file_to_seqcol(fa_file_path: str) -> dict:
-    """Given a fasta, return a canonical seqcol object"""
-    fa_obj = parse_fasta(fa_file_path)
-    return fasta_obj_to_seqcol(fa_obj)
-
-
-def fasta_obj_to_seqcol(
-    fa_object: pyfaidx.Fasta,
-    verbose: bool = True,
-    digest_function: Callable[[str], str] = sha512t24u_digest,
+def fasta_file_to_seqcol(
+    fasta_file_path: str,
+    digest_function: Callable[[bytes], str] = sha512t24u_digest_bytes,
 ) -> dict:
     """
-    Given a fasta object, return a CSC (Canonical Sequence Collection object)
+    Convert a FASTA file into a Sequence Collection digest.
     """
-    # CSC = SeqColArraySet
-    # Or equivalently, a "Level 1 SeqCol"
+    if GC_COUNT_INSTALLED: # Use gc_count if available
+        fasta_seq_digests = checksum(fasta_file_path)
+        CSC = {"lengths": [], "names": [], "sequences": [], "sorted_name_length_pairs": []}
+        for s in fasta_seq_digests:
+            seq_name = s.id
+            seq_length = s.length
+            seq_digest = "SQ." + s.sha512
+            snlp = {"length": seq_length, "name": seq_name}  # sorted_name_length_pairs
+            snlp_digest = digest_function(canonical_str(snlp))
+            CSC["lengths"].append(seq_length)
+            CSC["names"].append(seq_name)
+            CSC["sorted_name_length_pairs"].append(snlp_digest)
+            CSC["sequences"].append(seq_digest)
+        CSC["sorted_name_length_pairs"].sort()
+        # csc_digest = seqcol_digest(CSC)
+        # dsc = DigestedSequenceCollection(**CSC)
+        # dsc.digest = seqcol_digest(CSC)
+        return CSC
+    
+
+    elif PYFAIDX_INSTALLED: # Use pyfaidx if available
+        fa_obj = parse_fasta(fasta_file_path)
+        return fasta_obj_to_seqcol(fa_obj, digest_function=digest_function)
+    else:
+        raise ImportError("Neither gc_count nor pyfaidx is installed")
 
-    CSC = {"lengths": [], "names": [], "sequences": [], "sorted_name_length_pairs": []}
-    seqs = fa_object.keys()
-    nseqs = len(seqs)
-    print(f"Found {nseqs} chromosomes")
-    i = 1
-    for k in fa_object.keys():
-        if verbose:
-            print(f"Processing ({i} of {nseqs}) {k}...")
-        seq = str(fa_object[k])
-        seq_length = len(seq)
-        seq_name = fa_object[k].name
-        seq_digest = "SQ." + digest_function(seq.upper())
-        snlp = {"length": seq_length, "name": seq_name}  # sorted_name_length_pairs
-        snlp_digest = digest_function(canonical_str(snlp))
-        CSC["lengths"].append(seq_length)
-        CSC["names"].append(seq_name)
-        CSC["sorted_name_length_pairs"].append(snlp_digest)
-        CSC["sequences"].append(seq_digest)
-        i += 1
-    CSC["sorted_name_length_pairs"].sort()
-    return CSC
 
 
 def build_sorted_name_length_pairs(
@@ -196,7 +191,9 @@ def build_sorted_name_length_pairs(
 ):
     """Builds the sorted_name_length_pairs attribute, which corresponds to the coordinate system"""
     sorted_name_length_pairs = []
+    print(obj["names"])
     for i in range(len(obj["names"])):
+        print(i)
         sorted_name_length_pairs.append({"length": obj["lengths"][i], "name": obj["names"][i]})
     nl_digests = []  # name-length digests
     for i in range(len(sorted_name_length_pairs)):
@@ -214,18 +211,23 @@ def compare_seqcols(A: SeqCol, B: SeqCol) -> dict:
     @param B Sequence collection B
     @return dict Following formal seqcol specification comparison function return value
     """
-    validate_seqcol(A)  # First ensure these are the right structure
-    validate_seqcol(B)
-
-    all_keys = list(A.keys()) + list(set(B.keys()) - set(list(A.keys())))
+    # validate_seqcol(A)  # First ensure these are the right structure
+    # validate_seqcol(B)
+    a_keys = list(A.keys())
+    b_keys = list(B.keys())
+    a_keys.sort()
+    b_keys.sort()
+
+    all_keys = a_keys + list(set(b_keys) - set(a_keys))
+    all_keys.sort()
     result = {}
 
     # Compute lengths of each array; only do this for array attributes
     a_lengths = {}
     b_lengths = {}
-    for k in A.keys():
+    for k in a_keys:
         a_lengths[k] = len(A[k])
-    for k in B.keys():
+    for k in b_keys:
         b_lengths[k] = len(B[k])
 
     return_obj = {
@@ -278,7 +280,7 @@ def _compare_elements(A: list, B: list) -> dict:
     return {"a_and_b": overlap, "a_and_b_same_order": order}
 
 
-def seqcol_digest(seqcol_obj: SeqCol, schema: dict = None) -> str:
+def seqcol_digest(seqcol_obj: SeqCol, inherent_attrs: list = None) -> str:
     """
     Given a canonical sequence collection, compute its digest.
 
@@ -291,8 +293,8 @@ def seqcol_digest(seqcol_obj: SeqCol, schema: dict = None) -> str:
     # Step 1a: Remove any non-inherent attributes,
     # so that only the inherent attributes contribute to the digest.
     seqcol_obj2 = {}
-    if schema:
-        for k in schema["inherent"]:
+    if inherent_attrs:
+        for k in inherent_attrs:
             # Step 2: Apply RFC-8785 to canonicalize the value
             # associated with each attribute individually.
             seqcol_obj2[k] = canonical_str(seqcol_obj[k])
@@ -323,3 +325,77 @@ def explain_flag(flag):
     for e in range(0, 13):
         if flag & 2**e:
             print(FLAGS[2**e])
+
+
+
+def build_seqcol_model(seqcol_obj: dict, inherent_attrs: list = None) -> SequenceCollection:
+    """
+    Given a canonical sequence collection, compute its digest.
+
+    :param dict seqcol_obj: Dictionary representation of a canonical sequence collection object
+    :param dict schema: Schema defining the inherent attributes to digest
+    :return str: The sequence collection digest
+    """
+
+    validate_seqcol(seqcol_obj)
+    # Step 1a: Remove any non-inherent attributes,
+    # so that only the inherent attributes contribute to the digest.
+    seqcol_obj2 = {}
+    if inherent_attrs:
+        for k in inherent_attrs:
+            # Step 2: Apply RFC-8785 to canonicalize the value
+            # associated with each attribute individually.
+            seqcol_obj2[k] = canonical_str(seqcol_obj[k])
+    else:  # no schema provided, so assume all attributes are inherent
+        for k in seqcol_obj:
+            seqcol_obj2[k] = canonical_str(seqcol_obj[k])
+    # Step 3: Digest each canonicalized attribute value
+    # using the GA4GH digest algorithm.
+
+    seqcol_obj3 = {}
+    for attribute in seqcol_obj2:
+        seqcol_obj3[attribute] = sha512t24u_digest(seqcol_obj2[attribute])
+    # print(json.dumps(seqcol_obj3, indent=2))  # visualize the result
+
+    # Step 4: Apply RFC-8785 again to canonicalize the JSON
+    # of new seqcol object representation.
+
+    seqcol_obj4 = canonical_str(seqcol_obj3)
+    # Step 5: Digest the final canonical representation again.
+    seqcol_digest = sha512t24u_digest(seqcol_obj4)
+
+    v = ",".join(seqcol_obj["sequences"])
+    sequences_attr = SequencesAttr(
+        digest = seqcol_obj3["sequences"],
+        value = v
+    )
+    
+    v = ",".join(seqcol_obj["names"])
+    names_attr = NamesAttr(
+        digest = seqcol_obj3["names"],
+        value = v
+    )
+
+    v = ",".join([str(x) for x in seqcol_obj["lengths"]])
+    lengths_attr = LengthsAttr(
+        digest = seqcol_obj3["lengths"],
+        value = v
+    )
+    print(seqcol_obj2)
+    snlp = build_sorted_name_length_pairs(seqcol_obj)
+    v =  ",".join(snlp)
+    snlp_attr = SortedNameLengthPairsAttr(
+        digest = sha512t24u_digest(canonical_str(snlp)),
+        value = v
+    )
+
+    
+
+    seqcol = SequenceCollection(digest=seqcol_digest,
+                            sequences=sequences_attr, 
+                            names=names_attr, 
+                            lengths=lengths_attr,
+                            sorted_name_length_pairs=snlp_attr)
+
+
+    return seqcol
diff --git a/refget/utilities_pyfaidx.py b/refget/utilities_pyfaidx.py
new file mode 100644
index 0000000..01ac881
--- /dev/null
+++ b/refget/utilities_pyfaidx.py
@@ -0,0 +1,59 @@
+from .utilities import sha512t24u_digest_bytes 
+
+
+def fasta_obj_to_seqcol(
+    fa_object: pyfaidx.Fasta,
+    verbose: bool = True,
+    digest_function: Callable[[str], str] = sha512t24u_digest_bytes,
+) -> dict:
+    """
+    Given a fasta object, return a CSC (Canonical Sequence Collection object)
+    """
+    # CSC = SeqColArraySet
+    # Or equivalently, a "Level 1 SeqCol"
+
+    CSC = {"lengths": [], "names": [], "sequences": [], "sorted_name_length_pairs": []}
+    seqs = fa_object.keys()
+    nseqs = len(seqs)
+    print(f"Found {nseqs} chromosomes")
+    i = 1
+    for k in fa_object.keys():
+        if verbose:
+            print(f"Processing ({i} of {nseqs}) {k}...")
+        seq = str(fa_object[k])
+        seq_length = len(seq)
+        seq_name = fa_object[k].name
+        seq_digest = "SQ." + digest_function(seq.upper())
+        snlp = {"length": seq_length, "name": seq_name}  # sorted_name_length_pairs
+        snlp_digest = digest_function(canonical_str(snlp))
+        CSC["lengths"].append(seq_length)
+        CSC["names"].append(seq_name)
+        CSC["sorted_name_length_pairs"].append(snlp_digest)
+        CSC["sequences"].append(seq_digest)
+        i += 1
+    CSC["sorted_name_length_pairs"].sort()
+    return CSC
+
+
+def parse_fasta(fa_file_path: str):
+    """
+    Read in a gzipped or not gzipped FASTA file
+    """
+    if not PYFAIDX_INSTALLED:
+        raise ImportError("pyfaidx is not installed")
+    try:
+        return pyfaidx.Fasta(fa_file_path)
+    except pyfaidx.UnsupportedCompressionFormat:
+        # pyfaidx can handle bgzip but not gzip; so we just hack it here and
+        # gunzip the file into a temporary one and read it in not to interfere
+        # with the original one.
+        from gzip import open as gzopen
+        from tempfile import NamedTemporaryFile
+
+        with gzopen(fa_file_path, "rt") as f_in, NamedTemporaryFile(
+            mode="w+t", suffix=".fa"
+        ) as f_out:
+            f_out.writelines(f_in.read())
+            f_out.seek(0)
+            return pyfaidx.Fasta(f_out.name)
+
diff --git a/seqcolapi/main.py b/seqcolapi/main.py
index dedbabb..719328a 100644
--- a/seqcolapi/main.py
+++ b/seqcolapi/main.py
@@ -122,6 +122,9 @@ def create_globals(scconf: yacman.YAMLConfigManager):
         schemas=scconf["schemas"],
     )
 
+    from refget.agents import RefgetDBAgent
+    global dbagent
+    dbagent = RefgetDBAgent()
     return schenge
 
 
@@ -143,6 +146,7 @@ def main(injected_args=None):
         scconf = SeqColConf.from_yaml_file(args.config)
         create_globals(scconf)
         app.state.schenge = schenge
+        app.state.dbagent = dbagent
         port = args.port or scconf.exp["server"]["port"]
         _LOGGER.info(f"Running on port {port}")
         uvicorn.run(app, host=scconf.exp["server"]["host"], port=port)
@@ -157,5 +161,6 @@ def main(injected_args=None):
         scconf = SeqColConf.from_yaml_file(os.environ.get("SEQCOLAPI_CONFIG"))
         create_globals(scconf)
         app.state.schenge = schenge
+        app.state.dbagent = dbagent
     else:
         _LOGGER.error("Configure by setting SEQCOLAPI_CONFIG env var")


Test patch:
diff --git a/interactive_tests.py b/interactive_tests.py
index e16cdaa..92449d8 100644
--- a/interactive_tests.py
+++ b/interactive_tests.py
@@ -1,5 +1,5 @@
-import seqcol
-from seqcol import SeqColHenge
+import refget
+
 
 
 scc = SeqColHenge(database={}, schemas=["seqcol/schemas/SeqColArraySet.yaml"])
@@ -164,5 +164,60 @@
 
 print(json.dumps(csc, indent=2))
 
-
 seqcol.seqcol_digest(csc)
+
+
+
+
+seqcols = dbc.seqcol.list()
+dbc.attribute.list("lengths")
+
+sc1 = dbc.seqcol.get("RvFXEYkqNYw4_r8l67-tzNfj2k2PYlv2")
+rows = dbc.truncate()
+x = dbc.seqcol.add_from_fasta_file(f)
+f2 = os.path.join(fa_root, DEMO_FILES[2])
+x2 = dbc.seqcol.add_from_fasta_file(f2)
+
+
+
+
+
+refget.fasta_file_to_seqcol(f)
+f = os.path.join(fa_root, DEMO_FILES[1])
+csc = refget.build_seqcol_model(fasta_file_to_seqcol(f))
+
+fromdb = dbc.seqcol.get(csc.digest)
+
+csc
+csc0 = refget.build_seqcol_model(fasta_file_to_seqcol(os.path.join(fa_root, DEMO_FILES[0])))
+
+f = os.path.join(fa_root, DEMO_FILES[3])
+csc3 = refget.build_seqcol_model(fasta_file_to_seqcol(f))
+csc.lengths
+sc4 = refget.build_seqcol_model(fasta_file_to_seqcol(os.path.join(fa_root, DEMO_FILES[4])))
+
+# What was the problem? That even just *creating* the object rom the other one...
+# so I was saying: names = csc4.names, and that was *connected* to csc4.lengths, 
+# so it was trying to insert that one on the csc.
+
+print(f"names: {names}\n", f"lengths: {lengths}\n", f"sequences: {sequences}")
+
+import json
+print(
+    json.dumps(
+        demo_results,
+        separators=(",", ":"),
+        ensure_ascii=False,
+        allow_nan=False,
+        sort_keys=True,
+        indent=2,
+    )
+)
+
+What I need:
+- [ ] RefgetDBAgent, replaces SeqColHenge and Henge objects
+- [ ] functions for computing digests and 
+creating these pydantic object representations nicer
+
+- [ ] wire up endpoints to this new object
+- [ ] use peppy to grab a pep, process fastq.gz files?
\ No newline at end of file
diff --git a/test_api/collection/base_collection.json b/test_api/collection/base_collection.json
new file mode 100644
index 0000000..0b93a9b
--- /dev/null
+++ b/test_api/collection/base_collection.json
@@ -0,0 +1,22 @@
+{
+  "lengths":[
+    8,
+    4,
+    4
+  ],
+  "names":[
+    "chrX",
+    "chr1",
+    "chr2"
+  ],
+  "sequences":[
+    "SQ.iYtREV555dUFKg2_agSJW6suquUyPpMw",
+    "SQ.YBbVX0dLKG1ieEDCiMmkrTZFt_Z5Vdaj",
+    "SQ.AcLxtBuKEPk_7PGE_H4dGElwZHCujwH6"
+  ],
+  "sorted_name_length_pairs":[
+    "IWFt7HQ4XoMk34U27BKO-4szSRifP6H5",
+    "chDD8A4S8YZKNNctCimHasAA2Dn596SZ",
+    "enZNOGccwFbN9yJ3YZVifFTFCVA9hIpH"
+  ]
+}
\ No newline at end of file
diff --git a/test_api/collection/demo1_collection.json b/test_api/collection/demo1_collection.json
deleted file mode 100644
index 1d50798..0000000
--- a/test_api/collection/demo1_collection.json
+++ /dev/null
@@ -1,18 +0,0 @@
-{
-  "lengths": [
-      4,
-      4
-  ],
-  "names": [
-      "chr1",
-      "chr2"
-  ],
-  "sequences": [
-      "SQ.aKF498dAxcJAqme6QYQ7EZ07-fiw8Kw2",
-      "SQ.ORLd3OQy8whca09ypkTExMc_ByFalnnO"
-  ],
-  "sorted_name_length_pairs": [
-      "I0_AywNhq4XLlcc1vZexw5cHygCK_bLh",
-      "V2tENgwhEWrKc8UNgFzrMwx7H3JgoIuq"
-  ]
-}
\ No newline at end of file
diff --git a/test_api/collection/demo3_collection.json b/test_api/collection/demo3_collection.json
deleted file mode 100644
index 4735a12..0000000
--- a/test_api/collection/demo3_collection.json
+++ /dev/null
@@ -1,22 +0,0 @@
-{
-    "lengths": [
-      4,
-      4,
-      8
-    ],
-    "names": [
-      "1",
-      "2",
-      "X"
-    ],
-    "sequences": [
-      "SQ.aKF498dAxcJAqme6QYQ7EZ07-fiw8Kw2",
-      "SQ.ORLd3OQy8whca09ypkTExMc_ByFalnnO",
-      "SQ.733WIVstq8gdCl6w8NhKc5sGdN6SZ5-I"
-    ],
-    "sorted_name_length_pairs": [
-      "FD2SCYHfvC0UE3PYFnavbAR3I76wtI5x",
-      "rkhUjVQn9nSaQ-FVrlxVBlc7nqifKvUk",
-      "zbEAQ7f3J3xyW-jWvzXeLKFc1qS-zh0h"
-    ]
-  }
\ No newline at end of file
diff --git a/test_api/collection/different_names.json b/test_api/collection/different_names.json
new file mode 100644
index 0000000..bb9e42e
--- /dev/null
+++ b/test_api/collection/different_names.json
@@ -0,0 +1,17 @@
+{
+    "names": [
+      "X",
+      "1",
+      "2"
+    ],
+    "lengths": [
+      8,
+      4,
+      4
+    ],
+    "sequences": [
+      "SQ.iYtREV555dUFKg2_agSJW6suquUyPpMw",
+      "SQ.YBbVX0dLKG1ieEDCiMmkrTZFt_Z5Vdaj",
+      "SQ.AcLxtBuKEPk_7PGE_H4dGElwZHCujwH6"
+    ]
+  }
\ No newline at end of file
diff --git a/test_api/collection/different_names_collection.json b/test_api/collection/different_names_collection.json
new file mode 100644
index 0000000..7d49d24
--- /dev/null
+++ b/test_api/collection/different_names_collection.json
@@ -0,0 +1,22 @@
+{
+  "lengths":[
+    8,
+    4,
+    4
+  ],
+  "names":[
+    "X",
+    "1",
+    "2"
+  ],
+  "sequences":[
+    "SQ.iYtREV555dUFKg2_agSJW6suquUyPpMw",
+    "SQ.YBbVX0dLKG1ieEDCiMmkrTZFt_Z5Vdaj",
+    "SQ.AcLxtBuKEPk_7PGE_H4dGElwZHCujwH6"
+  ],
+  "sorted_name_length_pairs":[
+    "V6CQmqO8vMo7RJ2NMDvAp8UZacz8UuN5",
+    "hG_54FEtPhS_oJ82Y-5dfA7RkJlkp3zw",
+    "sbQlkGFD3Yw1Bzf3lbmRMjD6QVVw43tA"
+  ]
+}
\ No newline at end of file
diff --git a/test_api/collection/different_order_collection.json b/test_api/collection/different_order_collection.json
new file mode 100644
index 0000000..500dde7
--- /dev/null
+++ b/test_api/collection/different_order_collection.json
@@ -0,0 +1,22 @@
+{
+    "lengths":[
+      4,
+      4,
+      8
+    ],
+    "names":[
+      "chr1",
+      "chr2",
+      "chrX"
+    ],
+    "sequences":[
+      "SQ.YBbVX0dLKG1ieEDCiMmkrTZFt_Z5Vdaj",
+      "SQ.AcLxtBuKEPk_7PGE_H4dGElwZHCujwH6",
+      "SQ.iYtREV555dUFKg2_agSJW6suquUyPpMw"
+    ],
+    "sorted_name_length_pairs":[
+      "IWFt7HQ4XoMk34U27BKO-4szSRifP6H5",
+      "chDD8A4S8YZKNNctCimHasAA2Dn596SZ",
+      "enZNOGccwFbN9yJ3YZVifFTFCVA9hIpH"
+    ]
+  }
\ No newline at end of file
diff --git a/test_api/collection/pair_swap_collection.json b/test_api/collection/pair_swap_collection.json
new file mode 100644
index 0000000..d51037f
--- /dev/null
+++ b/test_api/collection/pair_swap_collection.json
@@ -0,0 +1,22 @@
+{
+    "lengths":[
+      8,
+      4,
+      4
+    ],
+    "names":[
+      "chr2",
+      "chr1",
+      "chrX"
+    ],
+    "sequences":[
+      "SQ.iYtREV555dUFKg2_agSJW6suquUyPpMw",
+      "SQ.YBbVX0dLKG1ieEDCiMmkrTZFt_Z5Vdaj",
+      "SQ.AcLxtBuKEPk_7PGE_H4dGElwZHCujwH6"
+    ],
+    "sorted_name_length_pairs":[
+      "9HeUpTBPdLDlnhLGbHEzvL2kK-P0HIxE",
+      "enZNOGccwFbN9yJ3YZVifFTFCVA9hIpH",
+      "esYYNToS5pC9SAYNhfTszoPaIgQd_m3D"
+    ]
+  }
\ No newline at end of file
diff --git a/test_api/collection/subset_collection.json b/test_api/collection/subset_collection.json
new file mode 100644
index 0000000..ddc83ab
--- /dev/null
+++ b/test_api/collection/subset_collection.json
@@ -0,0 +1,18 @@
+{
+    "lengths":[
+      8,
+      4
+    ],
+    "names":[
+      "chrX",
+      "chr1"
+    ],
+    "sequences":[
+      "SQ.iYtREV555dUFKg2_agSJW6suquUyPpMw",
+      "SQ.YBbVX0dLKG1ieEDCiMmkrTZFt_Z5Vdaj"
+    ],
+    "sorted_name_length_pairs":[
+      "chDD8A4S8YZKNNctCimHasAA2Dn596SZ",
+      "enZNOGccwFbN9yJ3YZVifFTFCVA9hIpH"
+    ]
+  }
\ No newline at end of file
diff --git a/test_api/collection/swap_wo_coords_collection.json b/test_api/collection/swap_wo_coords_collection.json
new file mode 100644
index 0000000..e3b3a72
--- /dev/null
+++ b/test_api/collection/swap_wo_coords_collection.json
@@ -0,0 +1,22 @@
+{
+    "lengths":[
+      8,
+      4,
+      4
+    ],
+    "names":[
+      "chrX",
+      "chr2",
+      "chr1"
+    ],
+    "sequences":[
+      "SQ.iYtREV555dUFKg2_agSJW6suquUyPpMw",
+      "SQ.YBbVX0dLKG1ieEDCiMmkrTZFt_Z5Vdaj",
+      "SQ.AcLxtBuKEPk_7PGE_H4dGElwZHCujwH6"
+    ],
+    "sorted_name_length_pairs":[
+      "IWFt7HQ4XoMk34U27BKO-4szSRifP6H5",
+      "chDD8A4S8YZKNNctCimHasAA2Dn596SZ",
+      "enZNOGccwFbN9yJ3YZVifFTFCVA9hIpH"
+    ]
+  }
\ No newline at end of file
diff --git a/test_api/test_compliance.py b/test_api/test_compliance.py
index 97f884b..520337d 100644
--- a/test_api/test_compliance.py
+++ b/test_api/test_compliance.py
@@ -3,28 +3,37 @@
 import json
 import pytest
 import requests
+import refget
 
 # Collection endpoints
+# DEMO_FILES = [
+#     "demo0.fa",
+#     "demo1.fa.gz",
+#     "demo2.fa",
+#     "demo3.fa",
+#     "demo4.fa",
+#     "demo5.fa.gz",
+#     "demo6.fa",
+# ]
+
 DEMO_FILES = [
-    "demo0.fa",
-    "demo1.fa.gz",
-    "demo2.fa",
-    "demo3.fa",
-    "demo4.fa",
-    "demo5.fa.gz",
-    "demo6.fa",
+    "base.fa",
+    "different_names.fa",
+    "different_order.fa",
+    "pair_swap.fa",
+    "subset.fa",
+    "swap_wo_coords.fa",
 ]
 
 API_TEST_DIR = "test_api"
 
 COLLECTION_TESTS = [
-    (DEMO_FILES[0], f"{API_TEST_DIR}/collection/demo0_collection.json"),
-    (DEMO_FILES[1], f"{API_TEST_DIR}/collection/demo1_collection.json"),
-    (DEMO_FILES[2], f"{API_TEST_DIR}/collection/demo2_collection.json"),
-    (DEMO_FILES[3], f"{API_TEST_DIR}/collection/demo3_collection.json"),
-    (DEMO_FILES[4], f"{API_TEST_DIR}/collection/demo4_collection.json"),
-    (DEMO_FILES[5], f"{API_TEST_DIR}/collection/demo5_collection.json"),
-    (DEMO_FILES[6], f"{API_TEST_DIR}/collection/demo6_collection.json"),
+    (DEMO_FILES[0], f"{API_TEST_DIR}/collection/base_collection.json"),
+    (DEMO_FILES[1], f"{API_TEST_DIR}/collection/different_names_collection.json"),
+    (DEMO_FILES[2], f"{API_TEST_DIR}/collection/different_order_collection.json"),
+    (DEMO_FILES[3], f"{API_TEST_DIR}/collection/pair_swap_collection.json"),
+    (DEMO_FILES[4], f"{API_TEST_DIR}/collection/subset_collection.json"),
+    (DEMO_FILES[5], f"{API_TEST_DIR}/collection/swap_wo_coords_collection.json"),
 ]
 
 COMPARISON_TESTS = [
@@ -36,29 +45,26 @@
 ]
 
 # This is optional, so we could turn off for a compliance test
-TEST_SORTED_NAME_LENGTH_PAIRS = True
+TEST_SORTED_NAME_LENGTH_PAIRS = False
 
 # api_root = "http://0.0.0.0:8100"
-demo_root = "/home/nsheff/code/refget/demo_fasta"
+demo_root = "/home/nsheff/code/refget/test_fasta"
 demo_file = "demo0.fa"
 response_file = "tests/demo0_collection.json"
-import refget
+
 
 
 def read_url(url):
     import yaml
-
     print("Reading URL: {}".format(url))
     from urllib.request import urlopen
     from urllib.error import HTTPError
-
     try:
         response = urlopen(url)
     except HTTPError as e:
         raise e
     data = response.read()  # a `bytes` object
     text = data.decode("utf-8")
-    print(text)
     return yaml.safe_load(text)
 
 
@@ -68,11 +74,16 @@ def check_collection(api_root, demo_file, response_file):
     schema_path = "https://schema.databio.org/refget/SeqColArraySetInherent.yaml"
 
     schema = read_url(schema_path)
+    inherent_attrs = schema["inherent"]
     print(f"Loading fasta file at '{demo_root}/{demo_file}'")
-    digest = refget.fasta_file_to_digest(f"{demo_root}/{demo_file}", schema=schema)
+    digest = refget.fasta_file_to_digest(f"{demo_root}/{demo_file}", inherent_attrs=inherent_attrs)
     print(f"Checking digest: {digest}")
     res = requests.get(f"{api_root}/collection/{digest}")
-    server_answer = json.loads(res.content)
+    try:
+        server_answer = json.loads(res.content)
+    except json.decoder.JSONDecodeError:
+        print(f"Url: {url}")
+
     with open(response_file) as fp:
         correct_answer = json.load(fp)
 
@@ -94,11 +105,19 @@ def check_collection(api_root, demo_file, response_file):
 def check_comparison(api_root, response_file):
     with open(response_file) as fp:
         correct_answer = json.load(fp)
-    res = requests.get(
-        f"{api_root}/comparison/{correct_answer['digests']['a']}/{correct_answer['digests']['b']}"
-    )
-    server_answer = json.loads(res.content)
-    assert server_answer == correct_answer, "Comparison endpoint failed"
+        if not TEST_SORTED_NAME_LENGTH_PAIRS:
+            print(correct_answer)
+
+    url = f"{api_root}/comparison/{correct_answer['digests']['a']}/{correct_answer['digests']['b']}"
+    res = requests.get(url)
+    try:
+        server_answer = json.loads(res.content)
+        print("Server answer:", refget.canonical_str(server_answer))
+        print("Correct answer:", refget.canonical_str(correct_answer))
+        assert refget.canonical_str(server_answer) == refget.canonical_str(correct_answer), f"Comparison endpoint failed: {url}. File: {response_file}"
+    except json.decoder.JSONDecodeError:
+        print(f"Url: {url}")
+        assert False, f"Comparison endpoint failed: {url}"
 
 
 @pytest.mark.require_service
diff --git a/test_fasta/base.fa.fai b/test_fasta/base.fa.fai
new file mode 100644
index 0000000..dc37dcd
--- /dev/null
+++ b/test_fasta/base.fa.fai
@@ -0,0 +1,3 @@
+chrX	8	6	8	9
+chr1	4	21	4	5
+chr2	4	32	4	5
diff --git a/test_fasta/swap_coords.fa.checksums b/test_fasta/swap_coords.fa.checksums
deleted file mode 100644
index 36b8f8f..0000000
--- a/test_fasta/swap_coords.fa.checksums
+++ /dev/null
@@ -1,3 +0,0 @@
-chrX	8	SQ.iYtREV555dUFKg2_agSJW6suquUyPpMw	5f63cfaa3ef61f88c9635fb9d18ec945
-chr2	4	SQ.YBbVX0dLKG1ieEDCiMmkrTZFt_Z5Vdaj	31fc6ca291a32fb9df82b85e5f077e31
-chr1	4	SQ.AcLxtBuKEPk_7PGE_H4dGElwZHCujwH6	92c6a56c9e9459d8a42b96f7884710bc
diff --git a/tests/conftest.py b/tests/conftest.py
index 129ff0b..ea30092 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -5,6 +5,25 @@
 import oyaml as yaml
 from refget.const import _schema_path
 
+# DEMO_FILES = [
+#     "demo0.fa",
+#     "demo1.fa.gz",
+#     "demo2.fa",
+#     "demo3.fa",
+#     "demo4.fa",
+#     "demo5.fa.gz",
+#     "demo6.fa",
+# ]
+
+DEMO_FILES = [
+    "base.fa",
+    "different_names.fa",
+    "different_order.fa",
+    "pair_swap.fa",
+    "subset.fa",
+    "swap_wo_coords.fa",
+]
+
 
 def ly(n, data_path):
     """Load YAML"""
@@ -28,7 +47,7 @@ def fa_root():
 @pytest.fixture
 def fasta_path():
     return os.path.join(
-        os.path.join(os.path.dirname(os.path.abspath(__file__)), os.pardir), "demo_fasta"
+        os.path.join(os.path.dirname(os.path.abspath(__file__)), os.pardir), "test_fasta"
     )
 
 
diff --git a/tests/test_seqcol.py b/tests/test_seqcol.py
index 85555f9..e727544 100644
--- a/tests/test_seqcol.py
+++ b/tests/test_seqcol.py
@@ -122,3 +122,28 @@ def test_validate(self, seqcol_obj):
     def test_failure(self, seqcol_obj):
         with pytest.raises(Exception):
             refget.validate_seqcol(seqcol_obj)
+
+
+
+
+class TestNewModels:
+    """
+    Test the new models
+    """
+
+    def test_new_models(self, fa_root):
+        f = os.path.join(fa_root, DEMO_FILES[0])
+        print("Fasta file to be loaded: {}".format(f))
+        d = refget.fasta_file_to_seqcol(f)
+        print(d)
+        # print(d.digest)
+        x = refget.seqcol_digest_model(d)
+        print("Comprehensive object: ", x)
+        print("Comprehensive object l1: ", x.level1)
+        print("Comprehensive object l1.sa: ", x.level1.sequences_rel)
+        print(json.dumps(x.model_dump(), indent=2))
+
+        # assert d["digest"] == "SQ.2648ae1bacce4ec4b6cf337dcae37816"
+        # assert d["fa_file"] == f
+        # assert d["fa_object"] is not None
+        # assert d["SCAS"] == seqcol_obj