From 6110af79dec87ca04853858a24701419a9481ed3 Mon Sep 17 00:00:00 2001
From: David Mezzetti <561939+davidmezzetti@users.noreply.github.com>
Date: Fri, 12 Jan 2024 12:50:46 -0500
Subject: [PATCH 1/6] Update txtai.json

---
 docs/tools/vdb_table/data/txtai.json | 14 +++++++-------
 1 file changed, 7 insertions(+), 7 deletions(-)

diff --git a/docs/tools/vdb_table/data/txtai.json b/docs/tools/vdb_table/data/txtai.json
index 1bb927789..b515d903e 100644
--- a/docs/tools/vdb_table/data/txtai.json
+++ b/docs/tools/vdb_table/data/txtai.json
@@ -2,7 +2,7 @@
   "name": "txtai",
   "links": {
     "docs": "https://neuml.github.io/txtai/",
-    "github": "https://neuml.github.io/txtai/",
+    "github": "https://github.com/neuml/txtai",
     "website": "https://neuml.github.io/txtai/",
     "vendor_discussion": "https://github.com/superlinked/VectorHub/discussions/86",
     "poc_github": "https://github.com/davidmezzetti",
@@ -25,7 +25,7 @@
     "source_url": "",
     "comment": ""
   },
-  "github_stars": 5500,
+  "github_stars": 5972,
   "vector_launch_year": 2020,
   "metadata_filter": {
     "support": "full",
@@ -113,9 +113,9 @@
     "comment": ""
   },
   "in_process": {
-    "support": "none",
+    "support": "full",
     "source_url": "",
-    "comment": ""
+    "comment": "txtai embeddings indexes can be loaded and run directly in a Python application"
   },
   "multi_tenancy": {
     "support": "",
@@ -123,9 +123,9 @@
     "comment": ""
   },
   "disk_index": {
-    "support": "",
+    "support": "full",
     "source_url": "",
-    "comment": ""
+    "comment": "txtai embeddings indexes can be saved to a directory, tar.gz file and/or to object storage such as S3"
   },
   "ephemeral": {
     "support": "full",
@@ -149,4 +149,4 @@
     "source_url": "",
     "comment": ""
   }
-}
\ No newline at end of file
+}

From b212fde7425a3eb0e998bd5a7f69169cd6a97035 Mon Sep 17 00:00:00 2001
From: Dhruv Anand <105786647+dhruv-anand-aintech@users.noreply.github.com>
Date: Mon, 15 Jan 2024 17:11:12 +0530
Subject: [PATCH 2/6] Add reference requirement in PR checklist and README

---
 .github/PULL_REQUEST_TEMPLATE/vdb-table_pr.md | 1 +
 docs/tools/vdb_table/README.md                | 6 +++++-
 2 files changed, 6 insertions(+), 1 deletion(-)

diff --git a/.github/PULL_REQUEST_TEMPLATE/vdb-table_pr.md b/.github/PULL_REQUEST_TEMPLATE/vdb-table_pr.md
index a0c9a5aa3..616f59010 100644
--- a/.github/PULL_REQUEST_TEMPLATE/vdb-table_pr.md
+++ b/.github/PULL_REQUEST_TEMPLATE/vdb-table_pr.md
@@ -8,3 +8,4 @@ labels: 'vdb comparison'
 
 ## Checklist before requesting a review
 - [ ] I have followed the [contribution guidelines](https://github.com/superlinked/VectorHub/tree/main/docs/tools/vdb_table)
+- [ ] I have provided a reference for each attribute for which I'm adding a "support" claim.
diff --git a/docs/tools/vdb_table/README.md b/docs/tools/vdb_table/README.md
index 67f0fccd2..c52c8876a 100644
--- a/docs/tools/vdb_table/README.md
+++ b/docs/tools/vdb_table/README.md
@@ -70,7 +70,11 @@ tools/
 
 
 Attributes inside vendorX.json has the following properties
-- `support`: Whose values can be `[ "", "none", "partial", "full" ]` indicating on confidence levels, for that attribute support.
+- `support`: Whose values can be `[ "", "none", "partial", "full" ]` indicating on confidence levels, for that attribute support. NOTE: Each change where a "support" claim is being added MUST include a reference to documentation or an example of the functionality being described.
+    - `""` means the cell will be blank. 
+    - `"none"` means the cell will have a ❌. 
+    - `"partial"` means the cell will have a 🟨.
+    - `"full"` means the cell will have a ✅.
 - `value`: `license` and `dev_languages` have this property to support values about license details and languages (as a list).
 - `source_url`: To provide documentation links, or evidence supporting the attribute values. It is shown as the 'external link' button in the cell.
 - `comment`: Any other useful information that will be shown on hover and with the info icon.

From 7e9b5c6ee1e77ed618793f005f002a470e2a9235 Mon Sep 17 00:00:00 2001
From: Dhruv Anand <105786647+dhruv-anand-aintech@users.noreply.github.com>
Date: Mon, 15 Jan 2024 19:33:04 +0530
Subject: [PATCH 3/6] Clarify disk_index definition

---
 docs/tools/vdb_table/vendor.schema.json | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/tools/vdb_table/vendor.schema.json b/docs/tools/vdb_table/vendor.schema.json
index f05474fa8..3455344dc 100644
--- a/docs/tools/vdb_table/vendor.schema.json
+++ b/docs/tools/vdb_table/vendor.schema.json
@@ -30,7 +30,7 @@
     "pricing": {"allOf": [{"$ref": "#/$defs/stringWithSource"}], "$comment": "Ops | Pricing | The pricing models very widely, so this field is unstructured and ideally points to a pricing page." },
     "in_process": {"allOf": [{"$ref": "#/$defs/featureWithSource"}], "$comment": "Ops | In-process | Ability to run embedded within the application process, which leads to a simpler deployment and management in situations when the whole workload fits into one machine." },
     "multi_tenancy": {"allOf": [{"$ref": "#/$defs/featureWithSource"}], "$comment": "Ops | Multi-Tenant | Multi-tenancy - the ability to store multiple isolated indexes within one database instance." },
-    "disk_index": {"allOf": [{"$ref": "#/$defs/featureWithSource"}], "$comment": "Ops | Disk Index | Ability to store the vector index state on disk." },
+    "disk_index": {"allOf": [{"$ref": "#/$defs/featureWithSource"}], "$comment": "Ops | Disk Index | The vector search index can be held on disk while in use, as opposed to holding it in RAM, which makes the management of large indices more affordable" },
     "ephemeral": {"allOf": [{"$ref": "#/$defs/featureWithSource"}], "$comment": "Ops | Ephemeral Index | Ephemeral index support without a server." },
     "sharding": {"allOf": [{"$ref": "#/$defs/featureWithSource"}], "$comment": "Ops | Sharding | The search index is sharded across multiple machines." },
     "doc_size": {"allOf": [{"$ref": "#/$defs/bytesWithSource"}], "$comment": "Ops | Document Size | Maximum size of a stored document." },

From 6c65657d026934a84defce0f46d19fb28f963862 Mon Sep 17 00:00:00 2001
From: Dhruv Anand <105786647+dhruv-anand-aintech@users.noreply.github.com>
Date: Mon, 15 Jan 2024 19:49:15 +0530
Subject: [PATCH 4/6] nit

---
 docs/tools/vdb_table/vendor.schema.json | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/tools/vdb_table/vendor.schema.json b/docs/tools/vdb_table/vendor.schema.json
index 3455344dc..fa286978f 100644
--- a/docs/tools/vdb_table/vendor.schema.json
+++ b/docs/tools/vdb_table/vendor.schema.json
@@ -30,7 +30,7 @@
     "pricing": {"allOf": [{"$ref": "#/$defs/stringWithSource"}], "$comment": "Ops | Pricing | The pricing models very widely, so this field is unstructured and ideally points to a pricing page." },
     "in_process": {"allOf": [{"$ref": "#/$defs/featureWithSource"}], "$comment": "Ops | In-process | Ability to run embedded within the application process, which leads to a simpler deployment and management in situations when the whole workload fits into one machine." },
     "multi_tenancy": {"allOf": [{"$ref": "#/$defs/featureWithSource"}], "$comment": "Ops | Multi-Tenant | Multi-tenancy - the ability to store multiple isolated indexes within one database instance." },
-    "disk_index": {"allOf": [{"$ref": "#/$defs/featureWithSource"}], "$comment": "Ops | Disk Index | The vector search index can be held on disk while in use, as opposed to holding it in RAM, which makes the management of large indices more affordable" },
+    "disk_index": {"allOf": [{"$ref": "#/$defs/featureWithSource"}], "$comment": "Ops | Disk Index | The vector search index can be held on disk while in use, as opposed to holding it in RAM, which makes the management of large indices more affordable." },
     "ephemeral": {"allOf": [{"$ref": "#/$defs/featureWithSource"}], "$comment": "Ops | Ephemeral Index | Ephemeral index support without a server." },
     "sharding": {"allOf": [{"$ref": "#/$defs/featureWithSource"}], "$comment": "Ops | Sharding | The search index is sharded across multiple machines." },
     "doc_size": {"allOf": [{"$ref": "#/$defs/bytesWithSource"}], "$comment": "Ops | Document Size | Maximum size of a stored document." },

From dd154b9da1f84c26ddc601e0b6d36b1c57dc6fe8 Mon Sep 17 00:00:00 2001
From: David Mezzetti <561939+davidmezzetti@users.noreply.github.com>
Date: Mon, 15 Jan 2024 09:21:09 -0500
Subject: [PATCH 5/6] Update txtai.json

---
 docs/tools/vdb_table/data/txtai.json | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/docs/tools/vdb_table/data/txtai.json b/docs/tools/vdb_table/data/txtai.json
index b515d903e..89bbabd15 100644
--- a/docs/tools/vdb_table/data/txtai.json
+++ b/docs/tools/vdb_table/data/txtai.json
@@ -123,9 +123,9 @@
     "comment": ""
   },
   "disk_index": {
-    "support": "full",
-    "source_url": "",
-    "comment": "txtai embeddings indexes can be saved to a directory, tar.gz file and/or to object storage such as S3"
+    "support": "partial",
+    "source_url": "https://neuml.github.io/txtai/embeddings/configuration/ann/#faiss",
+    "comment": "txtai embeddings indexes support on disk operations via mmap"
   },
   "ephemeral": {
     "support": "full",

From c560834d7eaa2068208cb83501ef7fc2fd7002dc Mon Sep 17 00:00:00 2001
From: Dhruv Anand <105786647+dhruv-anand-aintech@users.noreply.github.com>
Date: Mon, 15 Jan 2024 19:51:16 +0530
Subject: [PATCH 6/6] Add option to link to code directly

---
 docs/tools/vdb_table/README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/tools/vdb_table/README.md b/docs/tools/vdb_table/README.md
index c52c8876a..bf8d1171a 100644
--- a/docs/tools/vdb_table/README.md
+++ b/docs/tools/vdb_table/README.md
@@ -70,7 +70,7 @@ tools/
 
 
 Attributes inside vendorX.json has the following properties
-- `support`: Whose values can be `[ "", "none", "partial", "full" ]` indicating on confidence levels, for that attribute support. NOTE: Each change where a "support" claim is being added MUST include a reference to documentation or an example of the functionality being described.
+- `support`: Whose values can be `[ "", "none", "partial", "full" ]` indicating on confidence levels, for that attribute support. NOTE: Each change where a "support" claim is being added MUST include  either i) a reference to documentation, ii) an example of the functionality being described, or iii) a link to the actual code implementing the specific functionality.
     - `""` means the cell will be blank. 
     - `"none"` means the cell will have a ❌. 
     - `"partial"` means the cell will have a 🟨.