adding more to the readme

README.md

@@ -1,21 +1,94 @@
-# Hypha server helm chart
+## Hypha Helm Chart
 
-Add the hypha helm chart repo
+This document details how to add the Hypha Helm chart repository, install the Hypha chart, manage values files, generate secrets, and check available chart versions. Additionally, it covers dependencies and the configuration for the Triton Inference Server, including how to load models from an S3-compatible service like Minio.
 
-    helm repo add hypha https://amun-ai.github.io/hypha-helm-charts/ 
+Adding the Helm Chart Repository
 
-Helm-chart can be found in './charts' and can installed manually with
+To add the Hypha Helm chart repository, run the following command:
 
-    helm install --generate-name charts/hypha --dependency-update
+"""
+helm repo add hypha https://amun-ai.github.io/hypha-helm-charts/
+"""
 
-A values file can be passed in using:
+## Installing the Helm Chart
 
-    helm install --values values.yaml --generate-name charts/hypha --dependency-update
+You can install the Hypha Helm chart manually by specifying the chart directory and updating dependencies as follows:
 
-Generate a secret:
 
-    openssl rand -base64 32
+helm install --generate-name hypha/hypha --dependency-update
 
-See what versions of hypha are availiabile
+## Using a Values File
+
+To customize the installation, pass in a custom values.yaml file:
+
+helm install --values values.yaml --generate-name hypha/hypha --dependency-update
+
+
+## Generating a Secret
+
+For creating secrets, such as passwords or keys, use:
+
+"""
+openssl rand -base64 32
+"""
+
+## Checking Available Versions
+
+To see what versions of the Hypha chart are available, use:
+
+"""
+helm search repo hypha --versions
+"""
+
+# Dependencies
+
+The chart has dependencies on Minio, Redis, and Triton. Note that these dependencies need to be installed as part of the chart installation; pre-existing installations cannot be used directly.
+
+Triton Inference Server
+Getting Models from S3
+
+Models can be stored on an S3-compatible service like Minio. They can be loaded using a path format like s3::/minio/model-repository.
+
+Configuration
+
+In the Triton configuration, you can customise the initContainers and volumes to load models from a storage service.
+
+Example of mounting a volume for the Triton cache:
+
+"""
+volumeMounts:
+  - mountPath: /model-repository
+    name: triton-cache
+    subPath: model-repository
+"""
+
+Example of an initContainer to synchronise models from an S3-compatible service:
+
+"""
+initContainers:
+  - name: sync
+    image: minio/mc
+    command: ["/bin/sh"]
+    args:
+    - "-c"
+    - |
+      mc alias set bucket s3://bucket/model-repository
+      mc mirror --overwrite bucket/model-repository/ /model-repository
+    volumeMounts:
+    - mountPath: /model-repository
+      name: triton-cache
+      subPath: model-repository
+"""
+
+## Manually uploading models to the Bioengine
+
+For situations where models need to be updated or added manually without using an S3-compatible service, you can use the kubectl cp command.
+This allows you to copy model directories directly from your local machine to the Triton Inference Server pod.
+This is not extremely 
+
+## Cloud Providers
+
+The chart supports deployment on cloud platforms, including GCP.
+
+TODO examples:
 
-    helm search repo hypha --versions