diff --git a/CHANGELOG.md b/CHANGELOG.md
index e40d1b0aa8b67ee6b52555b12d0dc4009c70ab04..bcc4bf334e95cb839005b4eb8fb718bdfa8e5a23 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,46 @@
 # ChangeLog
 
+## [2024-03-26]
+
+### `llama-index-core` [0.10.24]
+
+- pretty prints in `LlamaDebugHandler` (#12216)
+- stricter interpreter constraints on pandas query engine (#12278)
+- PandasQueryEngine can now execute 'pd.\*' functions (#12240)
+- delete proper metadata in docstore delete function (#12276)
+- improved openai agent parsing function hook (#12062)
+- add raise_on_error flag for SimpleDirectoryReader (#12263)
+- remove un-caught openai import in core (#12262)
+- Fix download_llama_dataset and download_llama_pack (#12273)
+- Implement EvalQueryEngineTool (#11679)
+- Expand instrumenation Span coverage for AgentRunner (#12249)
+- Adding concept of function calling agent/llm (mistral supported for now) (#12222, )
+
+### `llama-index-embeddings-huggingface` [0.2.0]
+
+- Use `sentence-transformers` as a backend (#12277)
+
+### `llama-index-postprocessor-voyageai-rerank` [0.1.0]
+
+- Added voyageai as a reranker (#12111)
+
+### `llama-index-readers-gcs` [0.1.0]
+
+- Added google cloud storage reader (#12259)
+
+### `llama-index-readers-google` [0.2.1]
+
+- Support for different drives (#12146)
+- Remove unnecessary PyDrive dependency from Google Drive Reader (#12257)
+
+### `llama-index-readers-readme` [0.1.0]
+
+- added readme.com reader (#12246)
+
+### `llama-index-packs-raft` [0.1.3]
+
+- added pack for RAFT (#12275)
+
 ## [2024-03-23]
 
 ### `llama-index-core` [0.10.23]
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 37c7cc660b18918773a9fd58df179b86f9929151..c8d04e363fa0bff694af673dc032d2f6bdfe0fbf 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -455,7 +455,7 @@ Regardless of whether you have run them locally, a [CI system][cis] will run all
 For changes that involve entirely new features, it may be worth adding an example Jupyter notebook to showcase
 this feature.
 
-Example notebooks can be found in [this folder](https://github.com/run-llama/llama_index/tree/main/docs/examples).
+Example notebooks can be found in [this folder](https://github.com/run-llama/llama_index/tree/main/docs/docs/examples).
 
 ### Creating a pull request
 
diff --git a/docs/docs/CHANGELOG.md b/docs/docs/CHANGELOG.md
index e40d1b0aa8b67ee6b52555b12d0dc4009c70ab04..bcc4bf334e95cb839005b4eb8fb718bdfa8e5a23 100644
--- a/docs/docs/CHANGELOG.md
+++ b/docs/docs/CHANGELOG.md
@@ -1,5 +1,46 @@
 # ChangeLog
 
+## [2024-03-26]
+
+### `llama-index-core` [0.10.24]
+
+- pretty prints in `LlamaDebugHandler` (#12216)
+- stricter interpreter constraints on pandas query engine (#12278)
+- PandasQueryEngine can now execute 'pd.\*' functions (#12240)
+- delete proper metadata in docstore delete function (#12276)
+- improved openai agent parsing function hook (#12062)
+- add raise_on_error flag for SimpleDirectoryReader (#12263)
+- remove un-caught openai import in core (#12262)
+- Fix download_llama_dataset and download_llama_pack (#12273)
+- Implement EvalQueryEngineTool (#11679)
+- Expand instrumenation Span coverage for AgentRunner (#12249)
+- Adding concept of function calling agent/llm (mistral supported for now) (#12222, )
+
+### `llama-index-embeddings-huggingface` [0.2.0]
+
+- Use `sentence-transformers` as a backend (#12277)
+
+### `llama-index-postprocessor-voyageai-rerank` [0.1.0]
+
+- Added voyageai as a reranker (#12111)
+
+### `llama-index-readers-gcs` [0.1.0]
+
+- Added google cloud storage reader (#12259)
+
+### `llama-index-readers-google` [0.2.1]
+
+- Support for different drives (#12146)
+- Remove unnecessary PyDrive dependency from Google Drive Reader (#12257)
+
+### `llama-index-readers-readme` [0.1.0]
+
+- added readme.com reader (#12246)
+
+### `llama-index-packs-raft` [0.1.3]
+
+- added pack for RAFT (#12275)
+
 ## [2024-03-23]
 
 ### `llama-index-core` [0.10.23]
diff --git a/docs/docs/CONTRIBUTING.md b/docs/docs/CONTRIBUTING.md
index 37c7cc660b18918773a9fd58df179b86f9929151..c8d04e363fa0bff694af673dc032d2f6bdfe0fbf 100644
--- a/docs/docs/CONTRIBUTING.md
+++ b/docs/docs/CONTRIBUTING.md
@@ -455,7 +455,7 @@ Regardless of whether you have run them locally, a [CI system][cis] will run all
 For changes that involve entirely new features, it may be worth adding an example Jupyter notebook to showcase
 this feature.
 
-Example notebooks can be found in [this folder](https://github.com/run-llama/llama_index/tree/main/docs/examples).
+Example notebooks can be found in [this folder](https://github.com/run-llama/llama_index/tree/main/docs/docs/examples).
 
 ### Creating a pull request
 
diff --git a/docs/docs/api_reference/packs/raft_dataset.md b/docs/docs/api_reference/packs/raft_dataset.md
new file mode 100644
index 0000000000000000000000000000000000000000..5ece95c86fffa759a334a12d87c2c6e03bdff1ff
--- /dev/null
+++ b/docs/docs/api_reference/packs/raft_dataset.md
@@ -0,0 +1,4 @@
+::: llama_index.packs.raft_dataset
+    options:
+      members:
+        - RAFTDatasetPack
diff --git a/docs/docs/api_reference/postprocessor/voyageai_rerank.md b/docs/docs/api_reference/postprocessor/voyageai_rerank.md
new file mode 100644
index 0000000000000000000000000000000000000000..4b3470d23cb1925a902db320efc9ce2d1e2b1bf1
--- /dev/null
+++ b/docs/docs/api_reference/postprocessor/voyageai_rerank.md
@@ -0,0 +1,4 @@
+::: llama_index.postprocessor.voyageai_rerank
+    options:
+      members:
+        - VoyageAIRerank
diff --git a/docs/docs/api_reference/readers/gcs.md b/docs/docs/api_reference/readers/gcs.md
new file mode 100644
index 0000000000000000000000000000000000000000..c3b28830cb8554237936a9c82b51a2450739512a
--- /dev/null
+++ b/docs/docs/api_reference/readers/gcs.md
@@ -0,0 +1,4 @@
+::: llama_index.readers.gcs
+    options:
+      members:
+        - GCSReader
diff --git a/docs/docs/api_reference/readers/readme.md b/docs/docs/api_reference/readers/readme.md
new file mode 100644
index 0000000000000000000000000000000000000000..0280cc1899d33902c0cd5c9d4b2faa1c58624ba0
--- /dev/null
+++ b/docs/docs/api_reference/readers/readme.md
@@ -0,0 +1,4 @@
+::: llama_index.readers.readme
+    options:
+      members:
+        - ReadmeReader
diff --git a/docs/docs/api_reference/storage/docstore/elasticsearch.md b/docs/docs/api_reference/storage/docstore/elasticsearch.md
new file mode 100644
index 0000000000000000000000000000000000000000..02494a2d5e625e26c55cdb7e32b9a61d63cfddc7
--- /dev/null
+++ b/docs/docs/api_reference/storage/docstore/elasticsearch.md
@@ -0,0 +1,4 @@
+::: llama_index.storage.docstore.elasticsearch
+    options:
+      members:
+        - ElasticsearchDocumentStore
diff --git a/docs/docs/api_reference/storage/index_store/elasticsearch.md b/docs/docs/api_reference/storage/index_store/elasticsearch.md
new file mode 100644
index 0000000000000000000000000000000000000000..d60e2e025dd8b3e2934fec4dc9454493a40de692
--- /dev/null
+++ b/docs/docs/api_reference/storage/index_store/elasticsearch.md
@@ -0,0 +1,4 @@
+::: llama_index.storage.index_store.elasticsearch
+    options:
+      members:
+        - ElasticsearchIndexStore
diff --git a/docs/docs/api_reference/storage/vector_store/analyticdb.md b/docs/docs/api_reference/storage/vector_store/analyticdb.md
new file mode 100644
index 0000000000000000000000000000000000000000..b9652e5f424891c692db6c172ca4e6d7dda6d697
--- /dev/null
+++ b/docs/docs/api_reference/storage/vector_store/analyticdb.md
@@ -0,0 +1,4 @@
+::: llama_index.vector_stores.analyticdb
+    options:
+      members:
+        - AnalyticDBVectorStore
diff --git a/docs/docs/community/integrations/uptrain.md b/docs/docs/community/integrations/uptrain.md
index de23765e4d747bac8f948fe1ca28f5795f159ac5..5ce4d8a0939f71eb0a396e15fb251658fe69a9d9 100644
--- a/docs/docs/community/integrations/uptrain.md
+++ b/docs/docs/community/integrations/uptrain.md
@@ -175,7 +175,7 @@ Load documents from Paul Graham's essay "What I Worked On".
 ```python
 documents = SimpleWebPageReader().load_data(
     [
-        "https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt"
+        "https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt"
     ]
 )
 ```
diff --git a/docs/docs/community/integrations/vector_stores.md b/docs/docs/community/integrations/vector_stores.md
index b70e4e4f505d79ab16b5ab13ad3b4fe338c1042b..65fa60aa69f57ccd663cb02bd52e91aeaa88bdb6 100644
--- a/docs/docs/community/integrations/vector_stores.md
+++ b/docs/docs/community/integrations/vector_stores.md
@@ -678,7 +678,7 @@ vector_store = MilvusVectorStore(
 )
 ```
 
-[Example notebooks can be found here](https://github.com/jerryjliu/llama_index/tree/main/docs/examples/vector_stores).
+[Example notebooks can be found here](https://github.com/jerryjliu/llama_index/tree/main/docs/docs/examples/vector_stores).
 
 ## Loading Data from Vector Stores using Data Connector
 
@@ -783,7 +783,7 @@ documents = reader.load_data(
 )
 ```
 
-[Example notebooks can be found here](https://github.com/jerryjliu/llama_index/tree/main/docs/examples/data_connectors).
+[Example notebooks can be found here](https://github.com/jerryjliu/llama_index/tree/main/docs/docs/examples/data_connectors).
 
 ## Vector Store Examples
 
diff --git a/docs/docs/examples/agent/agent_runner/agent_around_query_pipeline_with_HyDE_for_PDFs.ipynb b/docs/docs/examples/agent/agent_runner/agent_around_query_pipeline_with_HyDE_for_PDFs.ipynb
index 257b0dc2032c63aa436dfc89e6389dadae463c4d..a0d8ca6cc1a09715229ce057ec1fd50dd75c4977 100644
--- a/docs/docs/examples/agent/agent_runner/agent_around_query_pipeline_with_HyDE_for_PDFs.ipynb
+++ b/docs/docs/examples/agent/agent_runner/agent_around_query_pipeline_with_HyDE_for_PDFs.ipynb
@@ -50,8 +50,8 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/10k/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/10k/uber_2021.pdf' -O 'data/10k/uber_2021.pdf'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/10k/lyft_2021.pdf' -O 'data/10k/lyft_2021.pdf'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/10k/uber_2021.pdf' -O 'data/10k/uber_2021.pdf'\n",
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/10k/lyft_2021.pdf' -O 'data/10k/lyft_2021.pdf'"
    ]
   },
   {
diff --git a/docs/docs/examples/agent/agent_runner/agent_runner_rag_controllable.ipynb b/docs/docs/examples/agent/agent_runner/agent_runner_rag_controllable.ipynb
index 5791e1940f9ac66ee849439f19a811d0ff45ce07..4b834bb59bc3263834f8e7f7b1b7dd3edf03cde9 100644
--- a/docs/docs/examples/agent/agent_runner/agent_runner_rag_controllable.ipynb
+++ b/docs/docs/examples/agent/agent_runner/agent_runner_rag_controllable.ipynb
@@ -94,9 +94,9 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/10q/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/10q/uber_10q_march_2022.pdf' -O 'data/10q/uber_10q_march_2022.pdf'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/10q/uber_10q_june_2022.pdf' -O 'data/10q/uber_10q_june_2022.pdf'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/10q/uber_10q_sept_2022.pdf' -O 'data/10q/uber_10q_sept_2022.pdf'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/10q/uber_10q_march_2022.pdf' -O 'data/10q/uber_10q_march_2022.pdf'\n",
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/10q/uber_10q_june_2022.pdf' -O 'data/10q/uber_10q_june_2022.pdf'\n",
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/10q/uber_10q_sept_2022.pdf' -O 'data/10q/uber_10q_sept_2022.pdf'"
    ]
   },
   {
diff --git a/docs/docs/examples/agent/openai_agent_context_retrieval.ipynb b/docs/docs/examples/agent/openai_agent_context_retrieval.ipynb
index 1fc89c2b2287ecd9cacd48f34e6e4a2952a5b4df..45fd401be433063b15eff787ba58a702f2c2b177 100644
--- a/docs/docs/examples/agent/openai_agent_context_retrieval.ipynb
+++ b/docs/docs/examples/agent/openai_agent_context_retrieval.ipynb
@@ -139,9 +139,9 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/10q/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/10q/uber_10q_march_2022.pdf' -O 'data/10q/uber_10q_march_2022.pdf'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/10q/uber_10q_june_2022.pdf' -O 'data/10q/uber_10q_june_2022.pdf'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/10q/uber_10q_sept_2022.pdf' -O 'data/10q/uber_10q_sept_2022.pdf'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/10q/uber_10q_march_2022.pdf' -O 'data/10q/uber_10q_march_2022.pdf'\n",
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/10q/uber_10q_june_2022.pdf' -O 'data/10q/uber_10q_june_2022.pdf'\n",
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/10q/uber_10q_sept_2022.pdf' -O 'data/10q/uber_10q_sept_2022.pdf'"
    ]
   },
   {
diff --git a/docs/docs/examples/agent/openai_agent_query_plan.ipynb b/docs/docs/examples/agent/openai_agent_query_plan.ipynb
index fbb36d52951b2e2db061b7451cae58f4b5a8c475..ecd128d329d92be5da5982422d82d6560b392ea8 100644
--- a/docs/docs/examples/agent/openai_agent_query_plan.ipynb
+++ b/docs/docs/examples/agent/openai_agent_query_plan.ipynb
@@ -161,9 +161,9 @@
    ],
    "source": [
     "!mkdir -p 'data/10q/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/10q/uber_10q_march_2022.pdf' -O 'data/10q/uber_10q_march_2022.pdf'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/10q/uber_10q_june_2022.pdf' -O 'data/10q/uber_10q_june_2022.pdf'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/10q/uber_10q_sept_2022.pdf' -O 'data/10q/uber_10q_sept_2022.pdf'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/10q/uber_10q_march_2022.pdf' -O 'data/10q/uber_10q_march_2022.pdf'\n",
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/10q/uber_10q_june_2022.pdf' -O 'data/10q/uber_10q_june_2022.pdf'\n",
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/10q/uber_10q_sept_2022.pdf' -O 'data/10q/uber_10q_sept_2022.pdf'"
    ]
   },
   {
diff --git a/docs/docs/examples/agent/openai_agent_tool_call_parser.ipynb b/docs/docs/examples/agent/openai_agent_tool_call_parser.ipynb
index 2ed6331d293c1e7e36734f9088a8b59557dd145a..10eb978a547d9e906ccb6738cea0aff33474eecf 100644
--- a/docs/docs/examples/agent/openai_agent_tool_call_parser.ipynb
+++ b/docs/docs/examples/agent/openai_agent_tool_call_parser.ipynb
@@ -6,7 +6,7 @@
    "id": "24103c51",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/run-llama/llama_index/blob/main/docs/examples/agent/openai_agent_tool_call_parser.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/run-llama/llama_index/blob/main/docs/docs/examples/agent/openai_agent_tool_call_parser.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/agent/openai_agent_with_query_engine.ipynb b/docs/docs/examples/agent/openai_agent_with_query_engine.ipynb
index 59b449c0fe6ff401edf839eb3eeceb26e35d933a..230cd59afc1f9693c97b87bb97e4c4196ba1ce5c 100644
--- a/docs/docs/examples/agent/openai_agent_with_query_engine.ipynb
+++ b/docs/docs/examples/agent/openai_agent_with_query_engine.ipynb
@@ -111,8 +111,8 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/10k/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/10k/uber_2021.pdf' -O 'data/10k/uber_2021.pdf'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/10k/lyft_2021.pdf' -O 'data/10k/lyft_2021.pdf'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/10k/uber_2021.pdf' -O 'data/10k/uber_2021.pdf'\n",
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/10k/lyft_2021.pdf' -O 'data/10k/lyft_2021.pdf'"
    ]
   },
   {
diff --git a/docs/docs/examples/agent/openai_assistant_agent.ipynb b/docs/docs/examples/agent/openai_assistant_agent.ipynb
index 16339eb7b9208144b28f13e5ad5db4216a523a77..d4e7ec81b4dbead2394cf2fce498e9ff050bf57d 100644
--- a/docs/docs/examples/agent/openai_assistant_agent.ipynb
+++ b/docs/docs/examples/agent/openai_assistant_agent.ipynb
@@ -273,7 +273,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "--2023-11-07 00:20:08--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/10k/uber_2021.pdf\n",
+      "--2023-11-07 00:20:08--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/10k/uber_2021.pdf\n",
       "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 2606:50c0:8000::154, 2606:50c0:8001::154, 2606:50c0:8002::154, ...\n",
       "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|2606:50c0:8000::154|:443... connected.\n",
       "HTTP request sent, awaiting response... 200 OK\n",
@@ -284,7 +284,7 @@
       "\n",
       "2023-11-07 00:20:08 (24.3 MB/s) - ‘data/10k/uber_2021.pdf’ saved [1880483/1880483]\n",
       "\n",
-      "--2023-11-07 00:20:08--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/10k/lyft_2021.pdf\n",
+      "--2023-11-07 00:20:08--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/10k/lyft_2021.pdf\n",
       "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 2606:50c0:8000::154, 2606:50c0:8001::154, 2606:50c0:8002::154, ...\n",
       "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|2606:50c0:8000::154|:443... connected.\n",
       "HTTP request sent, awaiting response... 200 OK\n",
@@ -300,8 +300,8 @@
    ],
    "source": [
     "!mkdir -p 'data/10k/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/10k/uber_2021.pdf' -O 'data/10k/uber_2021.pdf'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/10k/lyft_2021.pdf' -O 'data/10k/lyft_2021.pdf'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/10k/uber_2021.pdf' -O 'data/10k/uber_2021.pdf'\n",
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/10k/lyft_2021.pdf' -O 'data/10k/lyft_2021.pdf'"
    ]
   },
   {
@@ -455,8 +455,8 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/10k/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/10k/uber_2021.pdf' -O 'data/10k/uber_2021.pdf'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/10k/lyft_2021.pdf' -O 'data/10k/lyft_2021.pdf'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/10k/uber_2021.pdf' -O 'data/10k/uber_2021.pdf'\n",
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/10k/lyft_2021.pdf' -O 'data/10k/lyft_2021.pdf'"
    ]
   },
   {
diff --git a/docs/docs/examples/agent/openai_assistant_query_cookbook.ipynb b/docs/docs/examples/agent/openai_assistant_query_cookbook.ipynb
index 02e4f377cd1b38514137e5cc933ed423e477d5e4..485cf9a507319d94a7f7dc1243943c08a14afd14 100644
--- a/docs/docs/examples/agent/openai_assistant_query_cookbook.ipynb
+++ b/docs/docs/examples/agent/openai_assistant_query_cookbook.ipynb
@@ -104,7 +104,7 @@
    ],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/agent/react_agent_with_query_engine.ipynb b/docs/docs/examples/agent/react_agent_with_query_engine.ipynb
index b175f453f2ebd3ed3af1717294106e466681ede3..c703883d6d44350ae88f954610edf01a2f75591f 100644
--- a/docs/docs/examples/agent/react_agent_with_query_engine.ipynb
+++ b/docs/docs/examples/agent/react_agent_with_query_engine.ipynb
@@ -101,8 +101,8 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/10k/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/10k/uber_2021.pdf' -O 'data/10k/uber_2021.pdf'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/10k/lyft_2021.pdf' -O 'data/10k/lyft_2021.pdf'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/10k/uber_2021.pdf' -O 'data/10k/uber_2021.pdf'\n",
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/10k/lyft_2021.pdf' -O 'data/10k/lyft_2021.pdf'"
    ]
   },
   {
diff --git a/docs/docs/examples/callbacks/AimCallback.ipynb b/docs/docs/examples/callbacks/AimCallback.ipynb
index d73b4a3d067a5243f16838b014d09d75f1862b79..22f55128f826f14624c039eb5759c9d7bf432098 100644
--- a/docs/docs/examples/callbacks/AimCallback.ipynb
+++ b/docs/docs/examples/callbacks/AimCallback.ipynb
@@ -102,7 +102,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/callbacks/HoneyHiveLlamaIndexTracer.ipynb b/docs/docs/examples/callbacks/HoneyHiveLlamaIndexTracer.ipynb
index b7e64061ec9096d8d40c8330907c68f838da1b7d..fe0277c2fee11aad3e406e8316ce15afb39a2b6a 100644
--- a/docs/docs/examples/callbacks/HoneyHiveLlamaIndexTracer.ipynb
+++ b/docs/docs/examples/callbacks/HoneyHiveLlamaIndexTracer.ipynb
@@ -251,7 +251,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/callbacks/LangfuseCallbackHandler.ipynb b/docs/docs/examples/callbacks/LangfuseCallbackHandler.ipynb
index f3c4960977101d5bb07fe7bd24b1cee60916a39b..539c16e6e00b56cfd1e32bf465bc139e056511ef 100644
--- a/docs/docs/examples/callbacks/LangfuseCallbackHandler.ipynb
+++ b/docs/docs/examples/callbacks/LangfuseCallbackHandler.ipynb
@@ -203,7 +203,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/callbacks/LlamaDebugHandler.ipynb b/docs/docs/examples/callbacks/LlamaDebugHandler.ipynb
index f8c3b63ecfa553263c2cf0d8a063d58e7cda09a5..322244d026fe84d042a8a6bdcccc1162efbe0775 100644
--- a/docs/docs/examples/callbacks/LlamaDebugHandler.ipynb
+++ b/docs/docs/examples/callbacks/LlamaDebugHandler.ipynb
@@ -5,7 +5,7 @@
    "id": "dcab9129",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/callbacks/LlamaDebugHandler.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/callbacks/LlamaDebugHandler.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
@@ -83,7 +83,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/callbacks/OpenInferenceCallback.ipynb b/docs/docs/examples/callbacks/OpenInferenceCallback.ipynb
index 28b040ea59ee05683c3dd199e3513f5333d0ad6e..94457e4f48bdec3d4bc795ffa9b425b4f9676b7b 100644
--- a/docs/docs/examples/callbacks/OpenInferenceCallback.ipynb
+++ b/docs/docs/examples/callbacks/OpenInferenceCallback.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/callbacks/OpenInferenceCallback.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/callbacks/OpenInferenceCallback.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
@@ -499,7 +499,7 @@
    "source": [
     "documents = SimpleWebPageReader().load_data(\n",
     "    [\n",
-    "        \"https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt\"\n",
+    "        \"https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt\"\n",
     "    ]\n",
     ")\n",
     "print(documents[0].text)"
diff --git a/docs/docs/examples/callbacks/OpenLLMetry.ipynb b/docs/docs/examples/callbacks/OpenLLMetry.ipynb
index a35769d7289deecc501694d7f103cdbf952e878f..6cc030ed64892c780b0ad8f58d202cc4a50d3118 100644
--- a/docs/docs/examples/callbacks/OpenLLMetry.ipynb
+++ b/docs/docs/examples/callbacks/OpenLLMetry.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/callbacks/OpenLLMetry.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/callbacks/OpenLLMetry.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
@@ -105,7 +105,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "--2024-01-12 12:43:16--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
+      "--2024-01-12 12:43:16--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
       "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.109.133, 185.199.108.133, 185.199.111.133, ...\n",
       "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.109.133|:443... connected.\n",
       "HTTP request sent, awaiting response... 200 OK\n",
@@ -121,7 +121,7 @@
    ],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/callbacks/PromptLayerHandler.ipynb b/docs/docs/examples/callbacks/PromptLayerHandler.ipynb
index e46e98ebb8a59c4fcd8d6ea4c3f3a462e40fe5e3..92646aafb1e2af95f993373ac1c6aa20e137c5c3 100644
--- a/docs/docs/examples/callbacks/PromptLayerHandler.ipynb
+++ b/docs/docs/examples/callbacks/PromptLayerHandler.ipynb
@@ -5,7 +5,7 @@
    "id": "dcab9129",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/callbacks/LlamaDebugHandler.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/callbacks/LlamaDebugHandler.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
@@ -79,7 +79,7 @@
      "text": [
       "Will not apply HSTS. The HSTS database must be a regular and non-world-writable file.\n",
       "ERROR: could not open HSTS store at '/home/loganm/.wget-hsts'. HSTS will be disabled.\n",
-      "--2023-11-29 21:09:27--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
+      "--2023-11-29 21:09:27--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
       "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.110.133, 185.199.109.133, 185.199.108.133, ...\n",
       "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.110.133|:443... connected.\n",
       "HTTP request sent, awaiting response... 200 OK\n",
@@ -95,7 +95,7 @@
    ],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/callbacks/TokenCountingHandler.ipynb b/docs/docs/examples/callbacks/TokenCountingHandler.ipynb
index 4b60578158aaee49cb129c53258d3cd7e934c789..c65fc78d2ad8f487bd4c126fbf985c2ff4edca81 100644
--- a/docs/docs/examples/callbacks/TokenCountingHandler.ipynb
+++ b/docs/docs/examples/callbacks/TokenCountingHandler.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/callbacks/TokenCountingHandler.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/callbacks/TokenCountingHandler.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
@@ -112,7 +112,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/callbacks/UpTrainCallback.ipynb b/docs/docs/examples/callbacks/UpTrainCallback.ipynb
index 663baf6ff3183a2a1d2878bfffa9fda95e1975c0..81b990b48832dc1e4ea6726f4e44f1863c00e4d0 100644
--- a/docs/docs/examples/callbacks/UpTrainCallback.ipynb
+++ b/docs/docs/examples/callbacks/UpTrainCallback.ipynb
@@ -169,7 +169,7 @@
    "source": [
     "documents = SimpleWebPageReader().load_data(\n",
     "    [\n",
-    "        \"https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt\"\n",
+    "        \"https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt\"\n",
     "    ]\n",
     ")"
    ]
diff --git a/docs/docs/examples/callbacks/WandbCallbackHandler.ipynb b/docs/docs/examples/callbacks/WandbCallbackHandler.ipynb
index 1e7497eb5cd60aaa61d2f6a879b3b8f369490c2f..15e3801aafb59d178c42c8fa96a130ccb361d4cc 100644
--- a/docs/docs/examples/callbacks/WandbCallbackHandler.ipynb
+++ b/docs/docs/examples/callbacks/WandbCallbackHandler.ipynb
@@ -192,7 +192,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/chat_engine/chat_engine_best.ipynb b/docs/docs/examples/chat_engine/chat_engine_best.ipynb
index 3c7e4cecb2f99198fc09fd3e2f321bdedd1660ab..01463a430625428f2fe2da6a49931a6d7bc39e22 100644
--- a/docs/docs/examples/chat_engine/chat_engine_best.ipynb
+++ b/docs/docs/examples/chat_engine/chat_engine_best.ipynb
@@ -5,7 +5,7 @@
    "id": "d89ae951",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/chat_engine/chat_engine_best.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/chat_engine/chat_engine_best.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
@@ -72,7 +72,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "--2024-01-27 12:15:55--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
+      "--2024-01-27 12:15:55--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
       "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 2606:50c0:8001::154, 2606:50c0:8002::154, 2606:50c0:8003::154, ...\n",
       "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|2606:50c0:8001::154|:443... connected.\n",
       "HTTP request sent, awaiting response... 200 OK\n",
@@ -88,7 +88,7 @@
    ],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/chat_engine/chat_engine_condense_plus_context.ipynb b/docs/docs/examples/chat_engine/chat_engine_condense_plus_context.ipynb
index 0369b20de91a59d7bceb13809dab403676c7dd02..b9402cfa2de4d9a0c3eb6209a9c408db46ecc913 100644
--- a/docs/docs/examples/chat_engine/chat_engine_condense_plus_context.ipynb
+++ b/docs/docs/examples/chat_engine/chat_engine_condense_plus_context.ipynb
@@ -5,7 +5,7 @@
    "id": "616a781c",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/chat_engine/chat_engine_context.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/chat_engine/chat_engine_context.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
@@ -93,7 +93,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/chat_engine/chat_engine_condense_question.ipynb b/docs/docs/examples/chat_engine/chat_engine_condense_question.ipynb
index 3ca6100ea67c564b2cad360af5bdfb5908490295..08d1c6cdb554ceb2f96ab3392cf7dd7c171b08ed 100644
--- a/docs/docs/examples/chat_engine/chat_engine_condense_question.ipynb
+++ b/docs/docs/examples/chat_engine/chat_engine_condense_question.ipynb
@@ -5,7 +5,7 @@
    "id": "dae1c2c1",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/chat_engine/chat_engine_condense_question.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/chat_engine/chat_engine_condense_question.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
@@ -93,7 +93,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/chat_engine/chat_engine_context.ipynb b/docs/docs/examples/chat_engine/chat_engine_context.ipynb
index ea73440c5e26cddb3352a3023e1455a4866c3374..6749ba1447e9a932179228c374ca612e041aeb7f 100644
--- a/docs/docs/examples/chat_engine/chat_engine_context.ipynb
+++ b/docs/docs/examples/chat_engine/chat_engine_context.ipynb
@@ -5,7 +5,7 @@
    "id": "616a781c",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/chat_engine/chat_engine_context.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/chat_engine/chat_engine_context.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
@@ -93,7 +93,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/chat_engine/chat_engine_openai.ipynb b/docs/docs/examples/chat_engine/chat_engine_openai.ipynb
index 447aa98d187ff0e8b43e35775fb140916764eb9d..4303cde620fe2ae4f566ca8072601a2510a729be 100644
--- a/docs/docs/examples/chat_engine/chat_engine_openai.ipynb
+++ b/docs/docs/examples/chat_engine/chat_engine_openai.ipynb
@@ -5,7 +5,7 @@
    "id": "23e5dc2d",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/chat_engine/chat_engine_openai.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/chat_engine/chat_engine_openai.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
@@ -63,7 +63,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "--2023-11-20 14:52:58--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
+      "--2023-11-20 14:52:58--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
       "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.110.133, 185.199.108.133, 185.199.109.133, ...\n",
       "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.110.133|:443... connected.\n",
       "HTTP request sent, awaiting response... 200 OK\n",
@@ -79,7 +79,7 @@
    ],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/chat_engine/chat_engine_personality.ipynb b/docs/docs/examples/chat_engine/chat_engine_personality.ipynb
index 1d4a9273cfd0f884257b3b579ac9f873f5d80b97..1ed6f254deb77772f0973f950f2830cb6d516c7f 100644
--- a/docs/docs/examples/chat_engine/chat_engine_personality.ipynb
+++ b/docs/docs/examples/chat_engine/chat_engine_personality.ipynb
@@ -5,7 +5,7 @@
    "id": "5a19abd0",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/chat_engine/chat_engine_personality.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/chat_engine/chat_engine_personality.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/chat_engine/chat_engine_react.ipynb b/docs/docs/examples/chat_engine/chat_engine_react.ipynb
index d56e74d87aecebc4471cdda1b2dac849de15ae0d..ddd8f9e44e2961bc314850ff8d06c2a44d9ec132 100644
--- a/docs/docs/examples/chat_engine/chat_engine_react.ipynb
+++ b/docs/docs/examples/chat_engine/chat_engine_react.ipynb
@@ -5,7 +5,7 @@
    "id": "beda3039",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/chat_engine/chat_engine_react.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/chat_engine/chat_engine_react.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
@@ -95,7 +95,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/chat_engine/chat_engine_repl.ipynb b/docs/docs/examples/chat_engine/chat_engine_repl.ipynb
index 4e2683be5ba965aff77a5f0fc28c6bd67d43c868..581265d9dbbacfb5ff1faa168fef91396ae33916 100644
--- a/docs/docs/examples/chat_engine/chat_engine_repl.ipynb
+++ b/docs/docs/examples/chat_engine/chat_engine_repl.ipynb
@@ -5,7 +5,7 @@
    "id": "bdb508b5",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/chat_engine/chat_engine_repl.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/chat_engine/chat_engine_repl.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/citation/pdf_page_reference.ipynb b/docs/docs/examples/citation/pdf_page_reference.ipynb
index 546a48ef432ea363ca6a47b00b988c7a3947c09e..7aad4bae9fb52ac409fe9a19afef68a7af7ac5f7 100644
--- a/docs/docs/examples/citation/pdf_page_reference.ipynb
+++ b/docs/docs/examples/citation/pdf_page_reference.ipynb
@@ -17,7 +17,7 @@
    "id": "18ffbd8c",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/citation/pdf_page_reference.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/citation/pdf_page_reference.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
@@ -91,7 +91,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/10k/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/10k/lyft_2021.pdf' -O 'data/10k/lyft_2021.pdf'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/10k/lyft_2021.pdf' -O 'data/10k/lyft_2021.pdf'"
    ]
   },
   {
diff --git a/docs/docs/examples/cookbooks/anthropic_haiku.ipynb b/docs/docs/examples/cookbooks/anthropic_haiku.ipynb
index ef7ef460b0cee036757162ac5562c4f39562fa98..d0a839d0d02e2b24a2e9d933b9df3f42e65081d7 100644
--- a/docs/docs/examples/cookbooks/anthropic_haiku.ipynb
+++ b/docs/docs/examples/cookbooks/anthropic_haiku.ipynb
@@ -131,7 +131,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "--2024-03-14 03:27:01--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/images/prometheus_paper_card.png\n",
+      "--2024-03-14 03:27:01--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/images/prometheus_paper_card.png\n",
       "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 2606:50c0:8000::154, 2606:50c0:8001::154, 2606:50c0:8002::154, ...\n",
       "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|2606:50c0:8000::154|:443... connected.\n",
       "HTTP request sent, awaiting response... 200 OK\n",
@@ -146,7 +146,7 @@
     }
    ],
    "source": [
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/images/prometheus_paper_card.png' -O 'prometheus_paper_card.png'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/images/prometheus_paper_card.png' -O 'prometheus_paper_card.png'"
    ]
   },
   {
diff --git a/docs/docs/examples/cookbooks/mistralai.ipynb b/docs/docs/examples/cookbooks/mistralai.ipynb
index 74e7f41e8312cf27183e99fd520847411c583003..697a7e20bb01b1997c0e03ba1dace75f6e4a3d12 100644
--- a/docs/docs/examples/cookbooks/mistralai.ipynb
+++ b/docs/docs/examples/cookbooks/mistralai.ipynb
@@ -72,7 +72,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "--2024-02-27 01:17:30--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/10k/uber_2021.pdf\n",
+      "--2024-02-27 01:17:30--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/10k/uber_2021.pdf\n",
       "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 2606:50c0:8000::154, 2606:50c0:8001::154, 2606:50c0:8002::154, ...\n",
       "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|2606:50c0:8000::154|:443... connected.\n",
       "HTTP request sent, awaiting response... 200 OK\n",
@@ -83,7 +83,7 @@
       "\n",
       "2024-02-27 01:17:31 (7.16 MB/s) - './uber_2021.pdf' saved [1880483/1880483]\n",
       "\n",
-      "--2024-02-27 01:17:31--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/10k/lyft_2021.pdf\n",
+      "--2024-02-27 01:17:31--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/10k/lyft_2021.pdf\n",
       "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 2606:50c0:8000::154, 2606:50c0:8001::154, 2606:50c0:8002::154, ...\n",
       "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|2606:50c0:8000::154|:443... connected.\n",
       "HTTP request sent, awaiting response... 200 OK\n",
@@ -98,8 +98,8 @@
     }
    ],
    "source": [
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/10k/uber_2021.pdf' -O './uber_2021.pdf'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/10k/lyft_2021.pdf' -O './lyft_2021.pdf'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/10k/uber_2021.pdf' -O './uber_2021.pdf'\n",
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/10k/lyft_2021.pdf' -O './lyft_2021.pdf'"
    ]
   },
   {
diff --git a/docs/docs/examples/cookbooks/mixedbread_reranker.ipynb b/docs/docs/examples/cookbooks/mixedbread_reranker.ipynb
index 1f95a31e234bae8d94431b7438f0e9dba22d3c22..786d236ed4b63b92b1d92ed5be86584024b56d63 100644
--- a/docs/docs/examples/cookbooks/mixedbread_reranker.ipynb
+++ b/docs/docs/examples/cookbooks/mixedbread_reranker.ipynb
@@ -99,7 +99,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "--2024-03-01 09:52:09--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
+      "--2024-03-01 09:52:09--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
       "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.110.133, 185.199.108.133, 185.199.109.133, ...\n",
       "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.110.133|:443... connected.\n",
       "HTTP request sent, awaiting response... 200 OK\n",
@@ -115,7 +115,7 @@
    ],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/customization/llms/AzureOpenAI.ipynb b/docs/docs/examples/customization/llms/AzureOpenAI.ipynb
index 1383a393323d4e1587f410c9eca35052077a8fec..087e4e48b2bc91d1c090d150f6a1a7cb4578a9b9 100644
--- a/docs/docs/examples/customization/llms/AzureOpenAI.ipynb
+++ b/docs/docs/examples/customization/llms/AzureOpenAI.ipynb
@@ -5,7 +5,7 @@
    "id": "9af12a30",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/customization/llms/AzureOpenAI.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/customization/llms/AzureOpenAI.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/customization/llms/SimpleIndexDemo-ChatGPT.ipynb b/docs/docs/examples/customization/llms/SimpleIndexDemo-ChatGPT.ipynb
index 329135bff6ac7c62dd5e9c8a68371babd5d04110..f8746b1b4924ce93e4d24b86571f81eb5aaad558 100644
--- a/docs/docs/examples/customization/llms/SimpleIndexDemo-ChatGPT.ipynb
+++ b/docs/docs/examples/customization/llms/SimpleIndexDemo-ChatGPT.ipynb
@@ -5,7 +5,7 @@
    "id": "7ae43f8b",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/customization/llms/SimpleIndexDemo-ChatGPT.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/customization/llms/SimpleIndexDemo-ChatGPT.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
@@ -80,7 +80,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/customization/llms/SimpleIndexDemo-Huggingface_camel.ipynb b/docs/docs/examples/customization/llms/SimpleIndexDemo-Huggingface_camel.ipynb
index 49972647499ba6e228ee8fbcb5fb4f1ce3917a08..e643d37c36ecc03a887bdbc03ab9095108a4d44e 100644
--- a/docs/docs/examples/customization/llms/SimpleIndexDemo-Huggingface_camel.ipynb
+++ b/docs/docs/examples/customization/llms/SimpleIndexDemo-Huggingface_camel.ipynb
@@ -5,7 +5,7 @@
    "id": "5f753ded",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/customization/llms/SimpleIndexDemo-Huggingface_camel.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/customization/llms/SimpleIndexDemo-Huggingface_camel.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
@@ -98,7 +98,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/customization/llms/SimpleIndexDemo-Huggingface_stablelm.ipynb b/docs/docs/examples/customization/llms/SimpleIndexDemo-Huggingface_stablelm.ipynb
index eac4adad2902ec329879f7c764bcb1c22e783cd9..a9bc05e564c76b3ba03ea7c279dc9ac1d5ed8cab 100644
--- a/docs/docs/examples/customization/llms/SimpleIndexDemo-Huggingface_stablelm.ipynb
+++ b/docs/docs/examples/customization/llms/SimpleIndexDemo-Huggingface_stablelm.ipynb
@@ -5,7 +5,7 @@
    "id": "6b39b02d",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/customization/llms/SimpleIndexDemo-Huggingface_stablelm.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/customization/llms/SimpleIndexDemo-Huggingface_stablelm.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
@@ -98,7 +98,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/customization/prompts/chat_prompts.ipynb b/docs/docs/examples/customization/prompts/chat_prompts.ipynb
index 18a4408e92d4c9cf746ee5299f362df39e8ba2ad..6a62f431ed4d069c521bb35fef48873c79bed6b8 100644
--- a/docs/docs/examples/customization/prompts/chat_prompts.ipynb
+++ b/docs/docs/examples/customization/prompts/chat_prompts.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/customization/prompts/chat_prompts.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/customization/prompts/chat_prompts.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
@@ -195,7 +195,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/customization/prompts/completion_prompts.ipynb b/docs/docs/examples/customization/prompts/completion_prompts.ipynb
index 3a647cabe289a1b00a13413a8610de5da0a91e2e..43137468571be81d44b1e35c2c7fe4edb66fd096 100644
--- a/docs/docs/examples/customization/prompts/completion_prompts.ipynb
+++ b/docs/docs/examples/customization/prompts/completion_prompts.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/customization/prompts/completion_prompts.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/customization/prompts/completion_prompts.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
@@ -114,7 +114,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/customization/streaming/SimpleIndexDemo-streaming.ipynb b/docs/docs/examples/customization/streaming/SimpleIndexDemo-streaming.ipynb
index 7fe365ac45f89904add9a1461819a7e5f35057f3..7fa593ad2cc741d6be5f72aaad9b1357bb006297 100644
--- a/docs/docs/examples/customization/streaming/SimpleIndexDemo-streaming.ipynb
+++ b/docs/docs/examples/customization/streaming/SimpleIndexDemo-streaming.ipynb
@@ -5,7 +5,7 @@
    "id": "87854970",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/customization/streaming/SimpleIndexDemo-streaming.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/customization/streaming/SimpleIndexDemo-streaming.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
@@ -86,7 +86,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/customization/streaming/chat_engine_condense_question_stream_response.ipynb b/docs/docs/examples/customization/streaming/chat_engine_condense_question_stream_response.ipynb
index f209b7a2f0fad5eb9a857b572eb7c537dba4296f..7fba03b37f9060de3e7c2e0314554d7711818c53 100644
--- a/docs/docs/examples/customization/streaming/chat_engine_condense_question_stream_response.ipynb
+++ b/docs/docs/examples/customization/streaming/chat_engine_condense_question_stream_response.ipynb
@@ -62,7 +62,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "--2024-02-20 11:00:23--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
+      "--2024-02-20 11:00:23--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
       "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.111.133, 185.199.110.133, 185.199.109.133, ...\n",
       "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.111.133|:443... connected.\n",
       "HTTP request sent, awaiting response... 200 OK\n",
@@ -78,7 +78,7 @@
    ],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/data_connectors/DatabaseReaderDemo.ipynb b/docs/docs/examples/data_connectors/DatabaseReaderDemo.ipynb
index 1e4ef1321bd5b0d27663a38f7d716ed42b04022c..063621a07352abc8190afb63a11418073c3cb674 100644
--- a/docs/docs/examples/data_connectors/DatabaseReaderDemo.ipynb
+++ b/docs/docs/examples/data_connectors/DatabaseReaderDemo.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/data_connectors/DatabaseReaderDemo.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/data_connectors/DatabaseReaderDemo.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/data_connectors/MakeDemo.ipynb b/docs/docs/examples/data_connectors/MakeDemo.ipynb
index 3b0cc3fd1797ad3c5f9b73cffbd934e6b5041c21..72b7b282a3fc64d4d7c39a055dfcc10d9f21ef93 100644
--- a/docs/docs/examples/data_connectors/MakeDemo.ipynb
+++ b/docs/docs/examples/data_connectors/MakeDemo.ipynb
@@ -5,7 +5,7 @@
    "id": "b890c854",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/data_connectors/MakeDemo.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/data_connectors/MakeDemo.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
@@ -89,7 +89,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/data_connectors/MboxReaderDemo.ipynb b/docs/docs/examples/data_connectors/MboxReaderDemo.ipynb
index f44b2d1be3c0df9cb7bcc94e75dfefe5fb4ec351..f6ebf3d9668b174dc8eb7082502942d927a5bc4e 100644
--- a/docs/docs/examples/data_connectors/MboxReaderDemo.ipynb
+++ b/docs/docs/examples/data_connectors/MboxReaderDemo.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/data_connectors/MboxReaderDemo.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/data_connectors/MboxReaderDemo.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/data_connectors/MilvusReaderDemo.ipynb b/docs/docs/examples/data_connectors/MilvusReaderDemo.ipynb
index 8eb27fdebbb3d2147aad13e4e712bc3067c6a86c..d0ad942161f0f287d153729b34db7bba9ef201e1 100644
--- a/docs/docs/examples/data_connectors/MilvusReaderDemo.ipynb
+++ b/docs/docs/examples/data_connectors/MilvusReaderDemo.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/data_connectors/MilvusReaderDemo.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/data_connectors/MilvusReaderDemo.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/data_connectors/MyScaleReaderDemo.ipynb b/docs/docs/examples/data_connectors/MyScaleReaderDemo.ipynb
index 56bd23c409069fbca751ee58fd4398a95d752a68..96c3172f90f93e1be01d6d1b60ea7720d7468251 100644
--- a/docs/docs/examples/data_connectors/MyScaleReaderDemo.ipynb
+++ b/docs/docs/examples/data_connectors/MyScaleReaderDemo.ipynb
@@ -5,7 +5,7 @@
    "id": "105c464c",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/data_connectors/MyScaleReaderDemo.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/data_connectors/MyScaleReaderDemo.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/data_connectors/ObsidianReaderDemo.ipynb b/docs/docs/examples/data_connectors/ObsidianReaderDemo.ipynb
index c37ea7f8c0508bc9b357f6b1b15a61a7b86ec779..2894f307ca2041e025789627a422b69ac8528b30 100644
--- a/docs/docs/examples/data_connectors/ObsidianReaderDemo.ipynb
+++ b/docs/docs/examples/data_connectors/ObsidianReaderDemo.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/data_connectors/ObsidianReaderDemo.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/data_connectors/ObsidianReaderDemo.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/data_connectors/PsychicDemo.ipynb b/docs/docs/examples/data_connectors/PsychicDemo.ipynb
index e26854433252ee76b6cceed2fc8b131d12bff639..d58c75c3db46bba4f5b238725ff021a9f08b965c 100644
--- a/docs/docs/examples/data_connectors/PsychicDemo.ipynb
+++ b/docs/docs/examples/data_connectors/PsychicDemo.ipynb
@@ -5,7 +5,7 @@
    "id": "8c35f3c4",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/data_connectors/PsychicDemo.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/data_connectors/PsychicDemo.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/data_connectors/html_tag_reader.ipynb b/docs/docs/examples/data_connectors/html_tag_reader.ipynb
index 205ca16fb8b836236478ee00cff3fe3dbec4188b..6d366b0adf7b67318ec9096dd5a68c99d58b54c8 100644
--- a/docs/docs/examples/data_connectors/html_tag_reader.ipynb
+++ b/docs/docs/examples/data_connectors/html_tag_reader.ipynb
@@ -5,7 +5,7 @@
    "id": "d70938ec",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/data_connectors/html_tag_reader.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/data_connectors/html_tag_reader.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/data_connectors/simple_directory_reader.ipynb b/docs/docs/examples/data_connectors/simple_directory_reader.ipynb
index a1075f79e7197bc1781b5724e65f452b821c0fd4..9ae771ab4cdb82ae940ac7bfda6e47adccf988ac 100644
--- a/docs/docs/examples/data_connectors/simple_directory_reader.ipynb
+++ b/docs/docs/examples/data_connectors/simple_directory_reader.ipynb
@@ -205,19 +205,19 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "--2024-03-21 16:03:25--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
+      "--2024-03-21 16:03:25--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
       "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 2606:50c0:8003::154, 2606:50c0:8000::154, 2606:50c0:8001::154, ...\n",
       "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|2606:50c0:8003::154|:443... connected.\n",
       "HTTP request sent, awaiting response... 404 Not Found\n",
       "2024-03-21 16:03:25 ERROR 404: Not Found.\n",
       "\n",
-      "--2024-03-21 16:03:25--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
+      "--2024-03-21 16:03:25--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
       "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 2606:50c0:8003::154, 2606:50c0:8000::154, 2606:50c0:8001::154, ...\n",
       "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|2606:50c0:8003::154|:443... connected.\n",
       "HTTP request sent, awaiting response... 404 Not Found\n",
       "2024-03-21 16:03:25 ERROR 404: Not Found.\n",
       "\n",
-      "--2024-03-21 16:03:25--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
+      "--2024-03-21 16:03:25--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
       "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 2606:50c0:8003::154, 2606:50c0:8000::154, 2606:50c0:8001::154, ...\n",
       "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|2606:50c0:8003::154|:443... connected.\n",
       "HTTP request sent, awaiting response... 404 Not Found\n",
@@ -228,9 +228,9 @@
    ],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay1.txt'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay2.txt'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay3.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay1.txt'\n",
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay2.txt'\n",
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay3.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/data_connectors/simple_directory_reader_remote_fs.ipynb b/docs/docs/examples/data_connectors/simple_directory_reader_remote_fs.ipynb
index 673a9a3c3b7ce5a3f6ad53d03b3c68da10143c4d..4b407343479e982000de8838467135f2eeff2f89 100644
--- a/docs/docs/examples/data_connectors/simple_directory_reader_remote_fs.ipynb
+++ b/docs/docs/examples/data_connectors/simple_directory_reader_remote_fs.ipynb
@@ -214,19 +214,19 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "--2024-03-21 16:03:10--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
+      "--2024-03-21 16:03:10--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
       "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 2606:50c0:8003::154, 2606:50c0:8000::154, 2606:50c0:8001::154, ...\n",
       "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|2606:50c0:8003::154|:443... connected.\n",
       "HTTP request sent, awaiting response... 404 Not Found\n",
       "2024-03-21 16:03:11 ERROR 404: Not Found.\n",
       "\n",
-      "--2024-03-21 16:03:11--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
+      "--2024-03-21 16:03:11--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
       "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 2606:50c0:8003::154, 2606:50c0:8000::154, 2606:50c0:8001::154, ...\n",
       "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|2606:50c0:8003::154|:443... connected.\n",
       "HTTP request sent, awaiting response... 404 Not Found\n",
       "2024-03-21 16:03:11 ERROR 404: Not Found.\n",
       "\n",
-      "--2024-03-21 16:03:11--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
+      "--2024-03-21 16:03:11--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
       "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 2606:50c0:8003::154, 2606:50c0:8000::154, 2606:50c0:8001::154, ...\n",
       "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|2606:50c0:8003::154|:443... connected.\n",
       "HTTP request sent, awaiting response... 404 Not Found\n",
@@ -237,9 +237,9 @@
    ],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay1.txt'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay2.txt'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay3.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay1.txt'\n",
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay2.txt'\n",
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay3.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/discover_llamaindex/document_management/discord_dumps/help_channel_dump_05_25_23.json b/docs/docs/examples/discover_llamaindex/document_management/discord_dumps/help_channel_dump_05_25_23.json
index 40fd55ac22a8f873064c18e6d9c4b82155964c3c..fcd991ee145566884da543dc495263cd0d567c7a 100644
--- a/docs/docs/examples/discover_llamaindex/document_management/discord_dumps/help_channel_dump_05_25_23.json
+++ b/docs/docs/examples/discover_llamaindex/document_management/discord_dumps/help_channel_dump_05_25_23.json
@@ -134230,7 +134230,7 @@
       "timestampEdited": null,
       "callEndedTimestamp": null,
       "isPinned": false,
-      "content": "ah yeah we moved a good portion of notebooks to docs/examples - https://github.com/jerryjliu/llama_index/blob/main/docs/examples/node_postprocessor/CohereRerank.ipynb",
+      "content": "ah yeah we moved a good portion of notebooks to docs/examples - https://github.com/jerryjliu/llama_index/blob/main/docs/docs/examples/node_postprocessor/CohereRerank.ipynb",
       "author": {
         "id": "711658899958267994",
         "name": "jerryjliu98",
@@ -134244,7 +134244,7 @@
       "embeds": [
         {
           "title": "llama_index/CohereRerank.ipynb at main \u00b7 jerryjliu/llama_index",
-          "url": "https://github.com/jerryjliu/llama_index/blob/main/docs/examples/node_postprocessor/CohereRerank.ipynb",
+          "url": "https://github.com/jerryjliu/llama_index/blob/main/docs/docs/examples/node_postprocessor/CohereRerank.ipynb",
           "timestamp": null,
           "description": "LlamaIndex (GPT Index) is a project that provides a central interface to connect your LLM's with external data. - llama_index/CohereRerank.ipynb at main \u00b7 jerryjliu/llama_index",
           "color": "#1E2327",
@@ -141164,7 +141164,7 @@
       "timestampEdited": "2023-05-11T17:39:08.4+00:00",
       "callEndedTimestamp": null,
       "isPinned": false,
-      "content": "Hi - anyone had success with StableLM / local LLMs in the latest release? I'm getting openai API key errors using the example notebook, and once supplying the openai key, it starts using OpenAI to do the embeddings instead of the huggingface pipeline. (this notebook - https://github.com/jerryjliu/llama_index/blob/main/docs/examples/customization/llms/SimpleIndexDemo-Huggingface_stablelm.ipynb)",
+      "content": "Hi - anyone had success with StableLM / local LLMs in the latest release? I'm getting openai API key errors using the example notebook, and once supplying the openai key, it starts using OpenAI to do the embeddings instead of the huggingface pipeline. (this notebook - https://github.com/jerryjliu/llama_index/blob/main/docs/docs/examples/customization/llms/SimpleIndexDemo-Huggingface_stablelm.ipynb)",
       "author": {
         "id": "606012921935429632",
         "name": "fblissjr",
diff --git a/docs/docs/examples/discover_llamaindex/document_management/discord_dumps/help_channel_dump_06_02_23.json b/docs/docs/examples/discover_llamaindex/document_management/discord_dumps/help_channel_dump_06_02_23.json
index b59cd12b6715ea5d32f494b708805af83ac2eff3..ca1ee9358ee9eaee37a91623cc0c21c1ef6d6269 100644
--- a/docs/docs/examples/discover_llamaindex/document_management/discord_dumps/help_channel_dump_06_02_23.json
+++ b/docs/docs/examples/discover_llamaindex/document_management/discord_dumps/help_channel_dump_06_02_23.json
@@ -134230,7 +134230,7 @@
       "timestampEdited": null,
       "callEndedTimestamp": null,
       "isPinned": false,
-      "content": "ah yeah we moved a good portion of notebooks to docs/examples - https://github.com/jerryjliu/llama_index/blob/main/docs/examples/node_postprocessor/CohereRerank.ipynb",
+      "content": "ah yeah we moved a good portion of notebooks to docs/examples - https://github.com/jerryjliu/llama_index/blob/main/docs/docs/examples/node_postprocessor/CohereRerank.ipynb",
       "author": {
         "id": "711658899958267994",
         "name": "jerryjliu98",
@@ -134244,7 +134244,7 @@
       "embeds": [
         {
           "title": "llama_index/CohereRerank.ipynb at main \u00b7 jerryjliu/llama_index",
-          "url": "https://github.com/jerryjliu/llama_index/blob/main/docs/examples/node_postprocessor/CohereRerank.ipynb",
+          "url": "https://github.com/jerryjliu/llama_index/blob/main/docs/docs/examples/node_postprocessor/CohereRerank.ipynb",
           "timestamp": null,
           "description": "LlamaIndex (GPT Index) is a project that provides a central interface to connect your LLM's with external data. - llama_index/CohereRerank.ipynb at main \u00b7 jerryjliu/llama_index",
           "color": "#1E2327",
@@ -141164,7 +141164,7 @@
       "timestampEdited": "2023-05-11T17:39:08.4+00:00",
       "callEndedTimestamp": null,
       "isPinned": false,
-      "content": "Hi - anyone had success with StableLM / local LLMs in the latest release? I'm getting openai API key errors using the example notebook, and once supplying the openai key, it starts using OpenAI to do the embeddings instead of the huggingface pipeline. (this notebook - https://github.com/jerryjliu/llama_index/blob/main/docs/examples/customization/llms/SimpleIndexDemo-Huggingface_stablelm.ipynb)",
+      "content": "Hi - anyone had success with StableLM / local LLMs in the latest release? I'm getting openai API key errors using the example notebook, and once supplying the openai key, it starts using OpenAI to do the embeddings instead of the huggingface pipeline. (this notebook - https://github.com/jerryjliu/llama_index/blob/main/docs/docs/examples/customization/llms/SimpleIndexDemo-Huggingface_stablelm.ipynb)",
       "author": {
         "id": "606012921935429632",
         "name": "fblissjr",
@@ -157325,7 +157325,7 @@
       "timestampEdited": null,
       "callEndedTimestamp": null,
       "isPinned": false,
-      "content": "Hmm, I think this needs a PR. The emebddings are generated at query time but they aren't saved \n\nThere an example of generating them at query time here, at the bottom of the notebook \nhttps://github.com/jerryjliu/llama_index/blob/main/docs/examples/index_structs/doc_summary/DocSummary.ipynb",
+      "content": "Hmm, I think this needs a PR. The emebddings are generated at query time but they aren't saved \n\nThere an example of generating them at query time here, at the bottom of the notebook \nhttps://github.com/jerryjliu/llama_index/blob/main/docs/docs/examples/index_structs/doc_summary/DocSummary.ipynb",
       "author": {
         "id": "334536717648265216",
         "name": "Logan M",
@@ -157339,7 +157339,7 @@
       "embeds": [
         {
           "title": "llama_index/DocSummary.ipynb at main \u00b7 jerryjliu/llama_index",
-          "url": "https://github.com/jerryjliu/llama_index/blob/main/docs/examples/index_structs/doc_summary/DocSummary.ipynb",
+          "url": "https://github.com/jerryjliu/llama_index/blob/main/docs/docs/examples/index_structs/doc_summary/DocSummary.ipynb",
           "timestamp": null,
           "description": "LlamaIndex (GPT Index) is a data framework for your LLM applications - llama_index/DocSummary.ipynb at main \u00b7 jerryjliu/llama_index",
           "color": "#1E2327",
diff --git a/docs/docs/examples/docstore/DocstoreDemo.ipynb b/docs/docs/examples/docstore/DocstoreDemo.ipynb
index 1b1eaae0ee4557e3e9a361954afcac9fe61cd613..df3c9e5162d0102f7a86135a9e02bfc3a312e204 100644
--- a/docs/docs/examples/docstore/DocstoreDemo.ipynb
+++ b/docs/docs/examples/docstore/DocstoreDemo.ipynb
@@ -9,7 +9,7 @@
     "\n",
     "This guide shows you how to directly use our `DocumentStore` abstraction. By putting nodes in the docstore, this allows you to define multiple indices over the same underlying docstore, instead of duplicating data across indices.\n",
     "\n",
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/docstore/DocstoreDemo.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/docstore/DocstoreDemo.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
@@ -97,7 +97,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/docstore/DynamoDBDocstoreDemo.ipynb b/docs/docs/examples/docstore/DynamoDBDocstoreDemo.ipynb
index 9af4b7cd943e5a6ec48f5417c3581aac994475f3..5b2d147a46617481f19542ac6cf460590416b338 100644
--- a/docs/docs/examples/docstore/DynamoDBDocstoreDemo.ipynb
+++ b/docs/docs/examples/docstore/DynamoDBDocstoreDemo.ipynb
@@ -9,7 +9,7 @@
     "\n",
     "This guide shows you how to directly use our `DocumentStore` abstraction backed by DynamoDB. By putting nodes in the docstore, this allows you to define multiple indices over the same underlying docstore, instead of duplicating data across indices.\n",
     "\n",
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/docstore/DynamoDBDocstoreDemo.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/docstore/DynamoDBDocstoreDemo.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
@@ -101,7 +101,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/docstore/FirestoreDemo.ipynb b/docs/docs/examples/docstore/FirestoreDemo.ipynb
index 9e3f1844af9a410b44e9676e538953add3c026f6..d9c5ff10b2b64d55f33b30f52ef0bf0c1c1089b5 100644
--- a/docs/docs/examples/docstore/FirestoreDemo.ipynb
+++ b/docs/docs/examples/docstore/FirestoreDemo.ipynb
@@ -8,7 +8,7 @@
     "\n",
     "This guide shows you how to directly use our `DocumentStore` abstraction backed by Google Firestore. By putting nodes in the docstore, this allows you to define multiple indices over the same underlying docstore, instead of duplicating data across indices.\n",
     "\n",
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/docstore/FirestoreDemo.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/docstore/FirestoreDemo.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
@@ -92,7 +92,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/docstore/MongoDocstoreDemo.ipynb b/docs/docs/examples/docstore/MongoDocstoreDemo.ipynb
index 0ddc84c648e3f35c2f936443bbf2db10b49a0a2f..a7edfecbf7cc13f8e8bb6bade1be36bf89bec159 100644
--- a/docs/docs/examples/docstore/MongoDocstoreDemo.ipynb
+++ b/docs/docs/examples/docstore/MongoDocstoreDemo.ipynb
@@ -9,7 +9,7 @@
     "\n",
     "This guide shows you how to directly use our `DocumentStore` abstraction backed by MongoDB. By putting nodes in the docstore, this allows you to define multiple indices over the same underlying docstore, instead of duplicating data across indices.\n",
     "\n",
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/docstore/MongoDocstoreDemo.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/docstore/MongoDocstoreDemo.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
@@ -101,7 +101,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/docstore/RedisDocstoreIndexStoreDemo.ipynb b/docs/docs/examples/docstore/RedisDocstoreIndexStoreDemo.ipynb
index 2c1eb0599f571ef9a442fcd27641791f2222168e..23b7a86b7b544b607380ff72715eb4408d755934 100644
--- a/docs/docs/examples/docstore/RedisDocstoreIndexStoreDemo.ipynb
+++ b/docs/docs/examples/docstore/RedisDocstoreIndexStoreDemo.ipynb
@@ -5,7 +5,7 @@
    "id": "c59e5e4e",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/docstore/RedisDocstoreIndexStoreDemo.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/docstore/RedisDocstoreIndexStoreDemo.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
@@ -129,7 +129,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/embeddings/Anyscale.ipynb b/docs/docs/examples/embeddings/Anyscale.ipynb
index e9d6e4769e277aff2ed007793cc52fbe61549ab4..7193b1f232e3bf929c532dab5ec8f3ebba9ce5d0 100644
--- a/docs/docs/examples/embeddings/Anyscale.ipynb
+++ b/docs/docs/examples/embeddings/Anyscale.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/embeddings/OpenAI.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/embeddings/OpenAI.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/embeddings/Langchain.ipynb b/docs/docs/examples/embeddings/Langchain.ipynb
index 75ef6d8d3f9cb82ad6bf8c5b197ce3752003b5c9..97b3437ce434148dbc42d7efa8e16b15e12c3210 100644
--- a/docs/docs/examples/embeddings/Langchain.ipynb
+++ b/docs/docs/examples/embeddings/Langchain.ipynb
@@ -9,7 +9,7 @@
     "\n",
     "This guide shows you how to use embedding models from [LangChain](https://python.langchain.com/docs/integrations/text_embedding/).\n",
     "\n",
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/embeddings/Langchain.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/embeddings/Langchain.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/embeddings/OpenAI.ipynb b/docs/docs/examples/embeddings/OpenAI.ipynb
index 42348bd38884b3a7734ba99e81691f4043cb67f2..9697d2d7270bcb4337a6feb4c7108e69d6360ffd 100644
--- a/docs/docs/examples/embeddings/OpenAI.ipynb
+++ b/docs/docs/examples/embeddings/OpenAI.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/embeddings/OpenAI.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/embeddings/OpenAI.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/embeddings/alephalpha.ipynb b/docs/docs/examples/embeddings/alephalpha.ipynb
index 2ba14c0d3d660cac33d5a527f90c2f3883992e3d..82bceabb46129d587df5881aba3e03ff9c4ea210 100644
--- a/docs/docs/examples/embeddings/alephalpha.ipynb
+++ b/docs/docs/examples/embeddings/alephalpha.ipynb
@@ -5,7 +5,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/ulan-yisaev/llama_index/blob/main/docs/examples/embeddings/alephalpha.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/ulan-yisaev/llama_index/blob/main/docs/docs/examples/embeddings/alephalpha.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/embeddings/bedrock.ipynb b/docs/docs/examples/embeddings/bedrock.ipynb
index 45bcc63e8328e914f87995a5f8f9c521c97b4853..c7fe8fe931b72d125ba0a9570f749c463cd35209 100644
--- a/docs/docs/examples/embeddings/bedrock.ipynb
+++ b/docs/docs/examples/embeddings/bedrock.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/embeddings/bedrock.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/embeddings/bedrock.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/embeddings/cohereai.ipynb b/docs/docs/examples/embeddings/cohereai.ipynb
index 831c93281415b1b4f884ca10c7753af14f9865c5..21d34e2387e4a9b55a18998842e9108f0d3c0772 100644
--- a/docs/docs/examples/embeddings/cohereai.ipynb
+++ b/docs/docs/examples/embeddings/cohereai.ipynb
@@ -207,7 +207,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "--2023-11-03 03:14:50--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
+      "--2023-11-03 03:14:50--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
       "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.109.133, 185.199.111.133, 185.199.110.133, ...\n",
       "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.109.133|:443... connected.\n",
       "HTTP request sent, awaiting response... 200 OK\n",
@@ -223,7 +223,7 @@
    ],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/embeddings/custom_embeddings.ipynb b/docs/docs/examples/embeddings/custom_embeddings.ipynb
index c6533608655102133ce0e5877dae4e5dbf834867..647a7619323211b8c724e5a3e6fb901353537d50 100644
--- a/docs/docs/examples/embeddings/custom_embeddings.ipynb
+++ b/docs/docs/examples/embeddings/custom_embeddings.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/embeddings/custom_embeddings.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/embeddings/custom_embeddings.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
@@ -149,7 +149,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/embeddings/fireworks.ipynb b/docs/docs/examples/embeddings/fireworks.ipynb
index 8003bcfd4468aee632083fe7926b504ec440d9ab..7ebeeb8f19844c2e38516076f6786db443db431e 100644
--- a/docs/docs/examples/embeddings/fireworks.ipynb
+++ b/docs/docs/examples/embeddings/fireworks.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/embeddings/OpenAI.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/embeddings/OpenAI.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/embeddings/gradient.ipynb b/docs/docs/examples/embeddings/gradient.ipynb
index 5bfe319faaead22149a798e25308dfa3e012df20..f43d990bc41a5c09fd46477bff010052c482014c 100644
--- a/docs/docs/examples/embeddings/gradient.ipynb
+++ b/docs/docs/examples/embeddings/gradient.ipynb
@@ -99,7 +99,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/embeddings/jinaai_embeddings.ipynb b/docs/docs/examples/embeddings/jinaai_embeddings.ipynb
index 131f48f8db75bd2091d134772558f213f80b3c3f..397c5756812321226f919d919e688e9ff3195307 100644
--- a/docs/docs/examples/embeddings/jinaai_embeddings.ipynb
+++ b/docs/docs/examples/embeddings/jinaai_embeddings.ipynb
@@ -172,7 +172,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/embeddings/nomic.ipynb b/docs/docs/examples/embeddings/nomic.ipynb
index a0016492b1614366ad7726923a7359cfe61c220b..532e1245c1c3e00857d1858f4e17e3d0446993c7 100644
--- a/docs/docs/examples/embeddings/nomic.ipynb
+++ b/docs/docs/examples/embeddings/nomic.ipynb
@@ -368,7 +368,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "--2024-02-16 18:37:03--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
+      "--2024-02-16 18:37:03--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
       "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 2606:50c0:8001::154, 2606:50c0:8003::154, 2606:50c0:8000::154, ...\n",
       "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|2606:50c0:8001::154|:443... connected.\n",
       "HTTP request sent, awaiting response... 200 OK\n",
@@ -384,7 +384,7 @@
    ],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/embeddings/ollama_embedding.ipynb b/docs/docs/examples/embeddings/ollama_embedding.ipynb
index 09799ed936e67543b54278b2fa69f91d8ca738c4..0fc06d648449b860afe580263e9456d8fca8f89e 100644
--- a/docs/docs/examples/embeddings/ollama_embedding.ipynb
+++ b/docs/docs/examples/embeddings/ollama_embedding.ipynb
@@ -5,7 +5,7 @@
    "id": "efe8f603c3a1ea67",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/embeddings/ollama_embedding.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/embeddings/ollama_embedding.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/embeddings/together.ipynb b/docs/docs/examples/embeddings/together.ipynb
index 643ea2f8595d16b2bc25778de4d6487a9bd32630..b132125c4e27cd218feb06672ac8717bb433c72e 100644
--- a/docs/docs/examples/embeddings/together.ipynb
+++ b/docs/docs/examples/embeddings/together.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/embeddings/together.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/embeddings/together.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/evaluation/BeirEvaluation.ipynb b/docs/docs/examples/evaluation/BeirEvaluation.ipynb
index 7bf4178c9ee50505ff93fcb53741e6d18a9eae84..fc5a973f2774f1430d5b6e7985c8f7be51f504e5 100644
--- a/docs/docs/examples/evaluation/BeirEvaluation.ipynb
+++ b/docs/docs/examples/evaluation/BeirEvaluation.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/evaluation/BeirEvaluation.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/evaluation/BeirEvaluation.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/evaluation/Deepeval.ipynb b/docs/docs/examples/evaluation/Deepeval.ipynb
index d81de6b17937e1790fb08db76018e9529028a5c0..c91b3fdcb63b994c8810c33a181574c911879c60 100644
--- a/docs/docs/examples/evaluation/Deepeval.ipynb
+++ b/docs/docs/examples/evaluation/Deepeval.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/evaluation/Deepeval.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/evaluation/Deepeval.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/evaluation/HotpotQADistractor.ipynb b/docs/docs/examples/evaluation/HotpotQADistractor.ipynb
index 83b1596afcaf4dc26f82062fa6d880a337362e3f..667356c07b3557f50341498026aed74c3bb31ee6 100644
--- a/docs/docs/examples/evaluation/HotpotQADistractor.ipynb
+++ b/docs/docs/examples/evaluation/HotpotQADistractor.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/evaluation/HotpotQADistractor.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/evaluation/HotpotQADistractor.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/evaluation/QuestionGeneration.ipynb b/docs/docs/examples/evaluation/QuestionGeneration.ipynb
index afb4ea142c91eea06f10c70f22841859f215dae2..b327f7d0ef338404322b86390905526df762e31c 100644
--- a/docs/docs/examples/evaluation/QuestionGeneration.ipynb
+++ b/docs/docs/examples/evaluation/QuestionGeneration.ipynb
@@ -5,7 +5,7 @@
    "id": "af775680",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/evaluation/QuestionGeneration.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/evaluation/QuestionGeneration.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
@@ -90,7 +90,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/evaluation/RetryQuery.ipynb b/docs/docs/examples/evaluation/RetryQuery.ipynb
index 5f1c484c0e470047c27f8ad42c6d090f80bb6879..e399db922a350fe80b54fc5410e0c1d6e7482dd4 100644
--- a/docs/docs/examples/evaluation/RetryQuery.ipynb
+++ b/docs/docs/examples/evaluation/RetryQuery.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/evaluation/RetryQuery.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/evaluation/RetryQuery.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
@@ -106,7 +106,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/evaluation/answer_and_context_relevancy.ipynb b/docs/docs/examples/evaluation/answer_and_context_relevancy.ipynb
index d082b959ef9c86968b7a5daf3b5f5f1b014b2fe4..a61c0be134cb180aa9bc82f8acd65cc936efca06 100644
--- a/docs/docs/examples/evaluation/answer_and_context_relevancy.ipynb
+++ b/docs/docs/examples/evaluation/answer_and_context_relevancy.ipynb
@@ -5,7 +5,7 @@
    "id": "9ad59b9d",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/evaluation/answer_and_context_relevancy.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/evaluation/answer_and_context_relevancy.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/evaluation/correctness_eval.ipynb b/docs/docs/examples/evaluation/correctness_eval.ipynb
index 6ffc0113ec078ce326c702c033035a5894c65872..8e8cb14ab12497d703bbd5a50e85b2f724d21c56 100644
--- a/docs/docs/examples/evaluation/correctness_eval.ipynb
+++ b/docs/docs/examples/evaluation/correctness_eval.ipynb
@@ -5,7 +5,7 @@
    "id": "79c6ea87",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/evaluation/correctness_eval.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/evaluation/correctness_eval.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/evaluation/guideline_eval.ipynb b/docs/docs/examples/evaluation/guideline_eval.ipynb
index 0d768354fdfaef9bc65b93859d2328c5bcb0f0ef..aab198b3e0e0e10a452d34920248155bfa109c0b 100644
--- a/docs/docs/examples/evaluation/guideline_eval.ipynb
+++ b/docs/docs/examples/evaluation/guideline_eval.ipynb
@@ -5,7 +5,7 @@
    "id": "9e22fa55",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/evaluation/guideline_eval.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/evaluation/guideline_eval.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/evaluation/mt_bench_human_judgement.ipynb b/docs/docs/examples/evaluation/mt_bench_human_judgement.ipynb
index 33d67a5022adf2e3c1b952f943432ba5bbcbec84..077b73be239cef77477ac4410b2ead36d4abca5a 100644
--- a/docs/docs/examples/evaluation/mt_bench_human_judgement.ipynb
+++ b/docs/docs/examples/evaluation/mt_bench_human_judgement.ipynb
@@ -5,7 +5,7 @@
    "id": "4bc26779",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/evaluation/mt_bench_human_judgement.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/evaluation/mt_bench_human_judgement.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/evaluation/mt_bench_single_grading.ipynb b/docs/docs/examples/evaluation/mt_bench_single_grading.ipynb
index 2f7816f9dbc97f5beb4aecbd4b6a23086950e39f..9d5a9ccc59012dec24cff3af8e6efc2e170a01bc 100644
--- a/docs/docs/examples/evaluation/mt_bench_single_grading.ipynb
+++ b/docs/docs/examples/evaluation/mt_bench_single_grading.ipynb
@@ -5,7 +5,7 @@
    "id": "39bbe88b",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/evaluation/mt_bench_single_grading.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/evaluation/mt_bench_single_grading.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/evaluation/multi_modal/multi_modal_rag_evaluation.ipynb b/docs/docs/examples/evaluation/multi_modal/multi_modal_rag_evaluation.ipynb
index 8f05383534abbae52449157d242088855c1be138..c37ae2f468378523e9c4ff4067e111a906aa7834 100644
--- a/docs/docs/examples/evaluation/multi_modal/multi_modal_rag_evaluation.ipynb
+++ b/docs/docs/examples/evaluation/multi_modal/multi_modal_rag_evaluation.ipynb
@@ -5,7 +5,7 @@
    "id": "f064137a-a77f-4745-bae5-6b7eb3cbbf3f",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/evaluation/multi_modal/multi_modal_rag_evaluation.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/evaluation/multi_modal/multi_modal_rag_evaluation.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/evaluation/retrieval/retriever_eval.ipynb b/docs/docs/examples/evaluation/retrieval/retriever_eval.ipynb
index a2e224bbb72b43b6c589431a11f926387306405b..20125832002c7e80b2f8a75f754cd84ac68a8d5e 100644
--- a/docs/docs/examples/evaluation/retrieval/retriever_eval.ipynb
+++ b/docs/docs/examples/evaluation/retrieval/retriever_eval.ipynb
@@ -85,7 +85,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/finetuning/embeddings/finetune_embedding.ipynb b/docs/docs/examples/finetuning/embeddings/finetune_embedding.ipynb
index 4fab963272f1aad3cc49886005aafea3e5eaaad9..15c1231190d5aa83094e33f2cf997a8c1c865a71 100644
--- a/docs/docs/examples/finetuning/embeddings/finetune_embedding.ipynb
+++ b/docs/docs/examples/finetuning/embeddings/finetune_embedding.ipynb
@@ -77,8 +77,8 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/10k/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/10k/uber_2021.pdf' -O 'data/10k/uber_2021.pdf'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/10k/lyft_2021.pdf' -O 'data/10k/lyft_2021.pdf'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/10k/uber_2021.pdf' -O 'data/10k/uber_2021.pdf'\n",
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/10k/lyft_2021.pdf' -O 'data/10k/lyft_2021.pdf'"
    ]
   },
   {
diff --git a/docs/docs/examples/finetuning/embeddings/finetune_embedding_adapter.ipynb b/docs/docs/examples/finetuning/embeddings/finetune_embedding_adapter.ipynb
index d927f74321e9dd16c047bce802e2eb12c67eadf3..7e28cd11f86b42b113b911e38aa736d24310c763 100644
--- a/docs/docs/examples/finetuning/embeddings/finetune_embedding_adapter.ipynb
+++ b/docs/docs/examples/finetuning/embeddings/finetune_embedding_adapter.ipynb
@@ -80,8 +80,8 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/10k/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/10k/uber_2021.pdf' -O 'data/10k/uber_2021.pdf'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/10k/lyft_2021.pdf' -O 'data/10k/lyft_2021.pdf'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/10k/uber_2021.pdf' -O 'data/10k/uber_2021.pdf'\n",
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/10k/lyft_2021.pdf' -O 'data/10k/lyft_2021.pdf'"
    ]
   },
   {
diff --git a/docs/docs/examples/finetuning/openai_fine_tuning_functions.ipynb b/docs/docs/examples/finetuning/openai_fine_tuning_functions.ipynb
index e8ee6bae8e12c353d8cb76c6fddb39e337ce9b0a..223e57722ba9f95968e4ab5a34c206575e218000 100644
--- a/docs/docs/examples/finetuning/openai_fine_tuning_functions.ipynb
+++ b/docs/docs/examples/finetuning/openai_fine_tuning_functions.ipynb
@@ -5,7 +5,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/finetuning/openai_fine_tuning_functions.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/finetuning/openai_fine_tuning_functions.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/finetuning/rerankers/cohere_custom_reranker.ipynb b/docs/docs/examples/finetuning/rerankers/cohere_custom_reranker.ipynb
index 8f6a97999340ae7290b39e75bf0a67949449a50c..21c0fc93d071374ee71b562c68859a14515b2e68 100644
--- a/docs/docs/examples/finetuning/rerankers/cohere_custom_reranker.ipynb
+++ b/docs/docs/examples/finetuning/rerankers/cohere_custom_reranker.ipynb
@@ -154,8 +154,8 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/10k/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/10k/uber_2021.pdf' -O 'data/10k/uber_2021.pdf'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/10k/lyft_2021.pdf' -O 'data/10k/lyft_2021.pdf'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/10k/uber_2021.pdf' -O 'data/10k/uber_2021.pdf'\n",
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/10k/lyft_2021.pdf' -O 'data/10k/lyft_2021.pdf'"
    ]
   },
   {
diff --git a/docs/docs/examples/index_structs/doc_summary/DocSummary.ipynb b/docs/docs/examples/index_structs/doc_summary/DocSummary.ipynb
index 5c0a470824bc9f1024c6ef8cfc64e679e07c264c..e9f861fc08c53719d34024213ada947abf41f5f2 100644
--- a/docs/docs/examples/index_structs/doc_summary/DocSummary.ipynb
+++ b/docs/docs/examples/index_structs/doc_summary/DocSummary.ipynb
@@ -5,7 +5,7 @@
    "id": "20de0e22",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/index_structs/doc_summary/DocSummary.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/index_structs/doc_summary/DocSummary.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/index_structs/struct_indices/SQLIndexDemo.ipynb b/docs/docs/examples/index_structs/struct_indices/SQLIndexDemo.ipynb
index 07717ed9332d9709c9eb427a512c324cc337b75e..4dc57c2754043c6ee479c64d0ed284d5097c35fc 100644
--- a/docs/docs/examples/index_structs/struct_indices/SQLIndexDemo.ipynb
+++ b/docs/docs/examples/index_structs/struct_indices/SQLIndexDemo.ipynb
@@ -5,7 +5,7 @@
    "id": "1a558ee1",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/index_structs/struct_indices/SQLIndexDemo.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/index_structs/struct_indices/SQLIndexDemo.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/index_structs/struct_indices/duckdb_sql_query.ipynb b/docs/docs/examples/index_structs/struct_indices/duckdb_sql_query.ipynb
index 122244ba566577ec9a0fdef52cb402e60b8f16fc..7c2dabfeca141dd2da17bf9b96873b740bd05ac8 100644
--- a/docs/docs/examples/index_structs/struct_indices/duckdb_sql_query.ipynb
+++ b/docs/docs/examples/index_structs/struct_indices/duckdb_sql_query.ipynb
@@ -6,7 +6,7 @@
    "id": "e4d8172b",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/index_structs/struct_indices/duckdb_sql_query.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/index_structs/struct_indices/duckdb_sql_query.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/ingestion/advanced_ingestion_pipeline.ipynb b/docs/docs/examples/ingestion/advanced_ingestion_pipeline.ipynb
index 1ba6b061c4df71fc732127653d74d38ca7584788..48ff5533a2d391c7463dcc4bd54354e9b009bdcc 100644
--- a/docs/docs/examples/ingestion/advanced_ingestion_pipeline.ipynb
+++ b/docs/docs/examples/ingestion/advanced_ingestion_pipeline.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/ingestion/advanced_ingestion_pipeline.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/ingestion/advanced_ingestion_pipeline.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/ingestion/async_ingestion_pipeline.ipynb b/docs/docs/examples/ingestion/async_ingestion_pipeline.ipynb
index 960fa5ad6bf0121335a0ec8ef0b0451233816f4e..7b6aaa49758bf4eece2ce186d7ec952f81fd21a9 100644
--- a/docs/docs/examples/ingestion/async_ingestion_pipeline.ipynb
+++ b/docs/docs/examples/ingestion/async_ingestion_pipeline.ipynb
@@ -28,7 +28,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/ingestion/parallel_execution_ingestion_pipeline.ipynb b/docs/docs/examples/ingestion/parallel_execution_ingestion_pipeline.ipynb
index 92cb160da1a456e8d4f81390440a86937ebdbbc9..e35be36a26b0b3c93b60d67746b3a4f46ea53795 100644
--- a/docs/docs/examples/ingestion/parallel_execution_ingestion_pipeline.ipynb
+++ b/docs/docs/examples/ingestion/parallel_execution_ingestion_pipeline.ipynb
@@ -5,7 +5,7 @@
    "id": "d1de0f1a",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/ingestion/parallel_execution_ingestion_pipeline.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/ingestion/parallel_execution_ingestion_pipeline.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/instrumentation/basic_usage.ipynb b/docs/docs/examples/instrumentation/basic_usage.ipynb
index f30a13c31fa588d0cab21e567120db15e80a71b6..bbd64b06ce8a73d7bde9a57bffc3918965c78947 100644
--- a/docs/docs/examples/instrumentation/basic_usage.ipynb
+++ b/docs/docs/examples/instrumentation/basic_usage.ipynb
@@ -310,7 +310,7 @@
    ],
    "source": [
     "!mkdir -p 'data/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/llama_dataset/ragdataset_submission_template.ipynb b/docs/docs/examples/llama_dataset/ragdataset_submission_template.ipynb
index f151558584849d274164cdfaf3a61b33d1e96c85..8c11fe91b4b109b0e35cf6e78911ed64fa79b36c 100644
--- a/docs/docs/examples/llama_dataset/ragdataset_submission_template.ipynb
+++ b/docs/docs/examples/llama_dataset/ragdataset_submission_template.ipynb
@@ -150,7 +150,7 @@
    "source": [
     "# DOWNLOAD RAW SOURCE DATA\n",
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
@@ -741,7 +741,7 @@
    "source": [
     "# DOWNLOAD RAW SOURCE DATA\n",
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/llama_dataset/uploading_llama_dataset.ipynb b/docs/docs/examples/llama_dataset/uploading_llama_dataset.ipynb
index 919a34d9fd5935affa14c51f7b4498d9c1aa7367..1970033c698abd6f2c5370e962800d2e7cf25b09 100644
--- a/docs/docs/examples/llama_dataset/uploading_llama_dataset.ipynb
+++ b/docs/docs/examples/llama_dataset/uploading_llama_dataset.ipynb
@@ -69,7 +69,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/llama_hub/llama_pack_resume.ipynb b/docs/docs/examples/llama_hub/llama_pack_resume.ipynb
index b95652e29420a1f4a720be2f41643b776916d2da..3aaf8f92a978b03769a3694240c5ed7f24cba51e 100644
--- a/docs/docs/examples/llama_hub/llama_pack_resume.ipynb
+++ b/docs/docs/examples/llama_hub/llama_pack_resume.ipynb
@@ -7,7 +7,7 @@
    "source": [
     "# Llama Pack - Resume Screener 📄\n",
     "\n",
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/llama_hub/llama_pack_resume.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>\n",
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/llama_hub/llama_pack_resume.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>\n",
     "\n",
     "This example shows you how to use the Resume Screener Llama Pack.\n",
     "You can find all packs on https://llamahub.ai\n",
diff --git a/docs/docs/examples/llama_hub/llama_packs_example.ipynb b/docs/docs/examples/llama_hub/llama_packs_example.ipynb
index e978eeda58d9ec04b39a67e266da347748b50b10..4a50c13d6e700fabeb0957fdce902ce1f82368fe 100644
--- a/docs/docs/examples/llama_hub/llama_packs_example.ipynb
+++ b/docs/docs/examples/llama_hub/llama_packs_example.ipynb
@@ -7,7 +7,7 @@
    "source": [
     "# Llama Packs Example\n",
     "\n",
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/llama_hub/llama_packs_example.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>\n",
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/llama_hub/llama_packs_example.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>\n",
     "\n",
     "This example shows you how to use a simple Llama Pack with VoyageAI. We show the following:\n",
     "- How to download a Llama Pack\n",
diff --git a/docs/docs/examples/llm/alephalpha.ipynb b/docs/docs/examples/llm/alephalpha.ipynb
index 8425edb618d17a5090ff96d4c4d9a6c6931d2322..3ff23939bf9bf6ed8f5582b1047ff86c12f34b1a 100644
--- a/docs/docs/examples/llm/alephalpha.ipynb
+++ b/docs/docs/examples/llm/alephalpha.ipynb
@@ -5,7 +5,7 @@
    "id": "6453d3d5",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/ulan-yisaev/llama_index/blob/main/docs/examples/llm/alephalpha.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/ulan-yisaev/llama_index/blob/main/docs/docs/examples/llm/alephalpha.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/llm/anthropic.ipynb b/docs/docs/examples/llm/anthropic.ipynb
index 48c50c02ff12c7a5231b5a927c5bc37a9179ffdf..4078b5968020c136e1ba3ff9c0a51813ff39b22a 100644
--- a/docs/docs/examples/llm/anthropic.ipynb
+++ b/docs/docs/examples/llm/anthropic.ipynb
@@ -5,7 +5,7 @@
    "id": "6453d3d5",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/llm/anthropic.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/llm/anthropic.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/llm/anyscale.ipynb b/docs/docs/examples/llm/anyscale.ipynb
index 5d1a0627f569c59a56a8cca547a12dcc338f41dc..927ce04b038f2fd28b204aacf1a5af285dd245c4 100644
--- a/docs/docs/examples/llm/anyscale.ipynb
+++ b/docs/docs/examples/llm/anyscale.ipynb
@@ -5,7 +5,7 @@
    "id": "7f7c3284",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/llm/anyscale.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/llm/anyscale.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/llm/azure_openai.ipynb b/docs/docs/examples/llm/azure_openai.ipynb
index 79f2492cea30fcff216077dc013481b00cac0195..ca1d21ead4c7899c5922b798fc78265fc81763b1 100644
--- a/docs/docs/examples/llm/azure_openai.ipynb
+++ b/docs/docs/examples/llm/azure_openai.ipynb
@@ -5,7 +5,7 @@
    "id": "6340e329",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/llm/azure_openai.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/llm/azure_openai.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/llm/fireworks.ipynb b/docs/docs/examples/llm/fireworks.ipynb
index 989680118276f50541fca0ea159e4a147e10d578..2fd9883b88e93217efe0cd7acf44ed51b75cc08c 100644
--- a/docs/docs/examples/llm/fireworks.ipynb
+++ b/docs/docs/examples/llm/fireworks.ipynb
@@ -5,7 +5,7 @@
    "id": "9fd54a32",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/llm/openai.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/llm/openai.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/llm/fireworks_cookbook.ipynb b/docs/docs/examples/llm/fireworks_cookbook.ipynb
index 82bf0707108933189217d8579b7571eace87ff38..efe892665028c795e3e79b2cc37923d70e95556e 100644
--- a/docs/docs/examples/llm/fireworks_cookbook.ipynb
+++ b/docs/docs/examples/llm/fireworks_cookbook.ipynb
@@ -5,7 +5,7 @@
    "id": "9fd54a32",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/llm/fireworks_cookbook.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/llm/fireworks_cookbook.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/llm/gradient_base_model.ipynb b/docs/docs/examples/llm/gradient_base_model.ipynb
index c59f8ed7cb3819f1594071b329668281dc122c83..4ab779fbd3ced609bd446a626f5e05586b4bbb12 100644
--- a/docs/docs/examples/llm/gradient_base_model.ipynb
+++ b/docs/docs/examples/llm/gradient_base_model.ipynb
@@ -143,7 +143,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/llm/gradient_model_adapter.ipynb b/docs/docs/examples/llm/gradient_model_adapter.ipynb
index 0b934d984caa7b7df2ed2ee8e5d5d99091f0262e..fce70a0328f672242a248032231407480672eac4 100644
--- a/docs/docs/examples/llm/gradient_model_adapter.ipynb
+++ b/docs/docs/examples/llm/gradient_model_adapter.ipynb
@@ -123,7 +123,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/llm/groq.ipynb b/docs/docs/examples/llm/groq.ipynb
index 530c4f05deefe55222d9d6a6ec06f9b9498ae800..7933c765cc1b31b402da2ae53ad0ecaccedd2353 100644
--- a/docs/docs/examples/llm/groq.ipynb
+++ b/docs/docs/examples/llm/groq.ipynb
@@ -5,7 +5,7 @@
    "id": "4d1b897a",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/llm/groq.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/llm/groq.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/llm/langchain.ipynb b/docs/docs/examples/llm/langchain.ipynb
index d9f9ab03880f64aa5a70175cc8863ee74123c9f8..74a56ab3ee12f7579c4945c0fae528e7d460310a 100644
--- a/docs/docs/examples/llm/langchain.ipynb
+++ b/docs/docs/examples/llm/langchain.ipynb
@@ -5,7 +5,7 @@
    "id": "f503d3ec",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/llm/langchain.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/llm/langchain.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/llm/litellm.ipynb b/docs/docs/examples/llm/litellm.ipynb
index 6eb4731ebcd9d56f2f8a60de2b3c7bf333453c59..2829f7494a4fb3ebf8a3d10f7d0b3f2569bbd056 100755
--- a/docs/docs/examples/llm/litellm.ipynb
+++ b/docs/docs/examples/llm/litellm.ipynb
@@ -5,7 +5,7 @@
    "id": "30311f71",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/llm/litellm.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/llm/litellm.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/llm/llama_2.ipynb b/docs/docs/examples/llm/llama_2.ipynb
index 62f2bf893ff01ef6f5feb0ff1e0d43f3b91938fe..58faf193dd64046b234febfef8b240d41736726d 100644
--- a/docs/docs/examples/llm/llama_2.ipynb
+++ b/docs/docs/examples/llm/llama_2.ipynb
@@ -5,7 +5,7 @@
    "id": "bc2079ca",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/llm/llama_2.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/llm/llama_2.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/llm/llama_2_llama_cpp.ipynb b/docs/docs/examples/llm/llama_2_llama_cpp.ipynb
index 81c7dacde38fffc6d2ed5e6cfa6eddfcabfad51e..d707d2bccb7d9c6f95a7210f94837ba8e487120f 100644
--- a/docs/docs/examples/llm/llama_2_llama_cpp.ipynb
+++ b/docs/docs/examples/llm/llama_2_llama_cpp.ipynb
@@ -5,7 +5,7 @@
    "id": "3ac9adb4",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/llm/llama_2_llama_cpp.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/llm/llama_2_llama_cpp.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/llm/llama_2_rap_battle.ipynb b/docs/docs/examples/llm/llama_2_rap_battle.ipynb
index 7506e2cf6f53984869faebacc8c81e080d840967..fbb72030e2c2364708c0eff91d73ab6df63dfe99 100644
--- a/docs/docs/examples/llm/llama_2_rap_battle.ipynb
+++ b/docs/docs/examples/llm/llama_2_rap_battle.ipynb
@@ -5,7 +5,7 @@
    "id": "c7f0f941",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/llm/llama_2_rap_battle.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/llm/llama_2_rap_battle.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/llm/llama_api.ipynb b/docs/docs/examples/llm/llama_api.ipynb
index 4e59f7a6ca3d043ab173f3c7c9a38f8ce0c2b21c..f5358a8a77f19f195b42b5dfd7746ef0577132ee 100644
--- a/docs/docs/examples/llm/llama_api.ipynb
+++ b/docs/docs/examples/llm/llama_api.ipynb
@@ -5,7 +5,7 @@
    "id": "7184eab5",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/llm/llama_api.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/llm/llama_api.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/llm/llm_predictor.ipynb b/docs/docs/examples/llm/llm_predictor.ipynb
index 301d395f21dab3a0da1a2ff74ff37e0d8bcd11a1..5bee613f1454df86e8c5063ad1ad1f6f80d3dcbd 100644
--- a/docs/docs/examples/llm/llm_predictor.ipynb
+++ b/docs/docs/examples/llm/llm_predictor.ipynb
@@ -5,7 +5,7 @@
    "id": "f8612a38",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/llm/llm_predictor.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/llm/llm_predictor.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/llm/mistralai.ipynb b/docs/docs/examples/llm/mistralai.ipynb
index 64ed6f8b373b1748b5894b40c2184e9bef597b7c..21236d5b8896137aed313b24394e42cd2034b7e3 100644
--- a/docs/docs/examples/llm/mistralai.ipynb
+++ b/docs/docs/examples/llm/mistralai.ipynb
@@ -5,7 +5,7 @@
    "id": "6453d3d5",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/llm/mistralai.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/llm/mistralai.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/llm/monsterapi.ipynb b/docs/docs/examples/llm/monsterapi.ipynb
index 8d5da52dcaad910e63bb716bf96f74c535598c4b..be79f4cbe44ed4360cd6cb5707bf9f7706a33f97 100644
--- a/docs/docs/examples/llm/monsterapi.ipynb
+++ b/docs/docs/examples/llm/monsterapi.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/llm/monsterapi.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/llm/monsterapi.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/llm/neutrino.ipynb b/docs/docs/examples/llm/neutrino.ipynb
index 7a5bcfa66297bff01cf6e040ea2f522bec44f61d..c1a6e8fe9147fe18f0999c5f14267ec84e81e2f1 100644
--- a/docs/docs/examples/llm/neutrino.ipynb
+++ b/docs/docs/examples/llm/neutrino.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/llm/neutrino.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/llm/neutrino.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/llm/nvidia_tensorrt.ipynb b/docs/docs/examples/llm/nvidia_tensorrt.ipynb
index 64853f12f9a65ae7ef2eee6d50afa4ff29e5063b..142ae1522fa0868bb0ed3d420b115f7cba75af3c 100644
--- a/docs/docs/examples/llm/nvidia_tensorrt.ipynb
+++ b/docs/docs/examples/llm/nvidia_tensorrt.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/llm/nvidia_tensorrt.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/llm/nvidia_tensorrt.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/llm/nvidia_triton.ipynb b/docs/docs/examples/llm/nvidia_triton.ipynb
index a88c91aae5f00c68add38fa39730c2d1826337c0..f6ee2ef4ec356fe8f704e571a903654d7fdcdb5f 100644
--- a/docs/docs/examples/llm/nvidia_triton.ipynb
+++ b/docs/docs/examples/llm/nvidia_triton.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/llm/nvidia_triton.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/llm/nvidia_triton.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/llm/ollama.ipynb b/docs/docs/examples/llm/ollama.ipynb
index 3144749942074dd1f871ecdd1d6d5cbcf2b1f187..c1e1c24b0bec2a8c22128b654861b8da97e999a8 100644
--- a/docs/docs/examples/llm/ollama.ipynb
+++ b/docs/docs/examples/llm/ollama.ipynb
@@ -5,7 +5,7 @@
    "id": "4d1b897a",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/llm/Ollama.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/llm/Ollama.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/llm/ollama_gemma.ipynb b/docs/docs/examples/llm/ollama_gemma.ipynb
index 47445cb9ff3ab31d956c495990432b7e876922a1..3960aadfa4918395418bbe1082b8b9778e506a0a 100644
--- a/docs/docs/examples/llm/ollama_gemma.ipynb
+++ b/docs/docs/examples/llm/ollama_gemma.ipynb
@@ -5,7 +5,7 @@
    "id": "4d1b897a",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/llm/ollama_gemma.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/llm/ollama_gemma.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/llm/openai.ipynb b/docs/docs/examples/llm/openai.ipynb
index d60a7fd11e77e1ea93169e4ceb4c87da9c3993a3..74cb3a1e7c6103830134d70df8bb079055bb9c26 100644
--- a/docs/docs/examples/llm/openai.ipynb
+++ b/docs/docs/examples/llm/openai.ipynb
@@ -5,7 +5,7 @@
    "id": "9fd54a32",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/llm/openai.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/llm/openai.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/llm/openrouter.ipynb b/docs/docs/examples/llm/openrouter.ipynb
index f9fdda99ce1c1e6c6b37e3cbc3013d85d2e1f0d8..7bbdb926a884d94bae5a8fc39fe727e7e3b34472 100644
--- a/docs/docs/examples/llm/openrouter.ipynb
+++ b/docs/docs/examples/llm/openrouter.ipynb
@@ -5,7 +5,7 @@
    "id": "7f7c3284",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/llm/openrouter.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/llm/openrouter.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/llm/palm.ipynb b/docs/docs/examples/llm/palm.ipynb
index 615ac347c174ac1cee3c362e66f847584e74c2a5..14917868d79cff50a4e07e2359c0116a5a32d402 100644
--- a/docs/docs/examples/llm/palm.ipynb
+++ b/docs/docs/examples/llm/palm.ipynb
@@ -5,7 +5,7 @@
    "id": "4d4991c2",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/llm/palm.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/llm/palm.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/llm/portkey.ipynb b/docs/docs/examples/llm/portkey.ipynb
index 6de6260933b699aff6139de0f6ee5a0fe3b93349..5f67556d7785f93506ae0e9e2d8480552b742755 100644
--- a/docs/docs/examples/llm/portkey.ipynb
+++ b/docs/docs/examples/llm/portkey.ipynb
@@ -44,7 +44,7 @@
     "\n",
     "To harness these features, let's start with the setup:\n",
     "\n",
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/llm/portkey.ipynb\" target=\"_blank\">\n",
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/llm/portkey.ipynb\" target=\"_blank\">\n",
     "    <img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\\\"Open In Colab\\\" width=150 />\n",
     "</a>"
    ]
@@ -359,7 +359,7 @@
     "- [LLMOptions Constructor](https://github.com/Portkey-AI/rubeus-python-sdk/blob/4cf3e17b847225123e92f8e8467b41d082186d60/rubeus/api_resources/utils.py#L179)\n",
     "- [List of Portkey + Llamaindex Features](#portkeys-integration-with-llamaindex-adds-the-following-production-capabilities-to-your-apps-out-of-the-box)\n",
     "\n",
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/llm/portkey.ipynb\" target=\"_blank\">\n",
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/llm/portkey.ipynb\" target=\"_blank\">\n",
     "    <img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\\\"Open In Colab\\\" width=150 />\n",
     "</a>\n",
     "\n"
diff --git a/docs/docs/examples/llm/predibase.ipynb b/docs/docs/examples/llm/predibase.ipynb
index c14fe1106b2679f62b687a1fdb452c093960fec5..dffa20a0607c2b92b4bbfddc160862011bc943da 100644
--- a/docs/docs/examples/llm/predibase.ipynb
+++ b/docs/docs/examples/llm/predibase.ipynb
@@ -5,7 +5,7 @@
    "id": "4ec7cd6e",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/llm/predibase.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/llm/predibase.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
@@ -130,7 +130,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/llm/rungpt.ipynb b/docs/docs/examples/llm/rungpt.ipynb
index 8214a2d15c1dc0a5060c7bfb8f9be4963ba4f632..cd91b6f2252e8dcd52ada8e59090708342f1d7f0 100644
--- a/docs/docs/examples/llm/rungpt.ipynb
+++ b/docs/docs/examples/llm/rungpt.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/llm/rungpt.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/llm/rungpt.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/llm/together.ipynb b/docs/docs/examples/llm/together.ipynb
index 69d55bba6d8cbedcdd05d6719f764d4d250fab7a..ba7b1116a22032d5a5f4a72a19ddbbd8c3332e60 100644
--- a/docs/docs/examples/llm/together.ipynb
+++ b/docs/docs/examples/llm/together.ipynb
@@ -5,7 +5,7 @@
    "id": "4d1b897a",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/llm/together.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/llm/together.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/llm/vicuna.ipynb b/docs/docs/examples/llm/vicuna.ipynb
index 434d0da038580d821407bfb960aee7fdc281490c..9e96df22bcfab98bc60e0b087995dddd1ecee112 100644
--- a/docs/docs/examples/llm/vicuna.ipynb
+++ b/docs/docs/examples/llm/vicuna.ipynb
@@ -5,7 +5,7 @@
    "id": "c798b3ad",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/llm/vicuna.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/llm/vicuna.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/low_level/ingestion.ipynb b/docs/docs/examples/low_level/ingestion.ipynb
index caf150bd3a24712359b824e9d68752d411fbae97..bd9f787adf588f9579fb730281cec5a04515e223 100644
--- a/docs/docs/examples/low_level/ingestion.ipynb
+++ b/docs/docs/examples/low_level/ingestion.ipynb
@@ -5,7 +5,7 @@
    "id": "57c676db",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/low_level/ingestion.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/low_level/ingestion.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/low_level/response_synthesis.ipynb b/docs/docs/examples/low_level/response_synthesis.ipynb
index c472cc7b71db3f9ab46a35fd8f3dd6fa9d62c0fb..566bf441ffd73cf1648421e51fe48c053353c640 100644
--- a/docs/docs/examples/low_level/response_synthesis.ipynb
+++ b/docs/docs/examples/low_level/response_synthesis.ipynb
@@ -5,7 +5,7 @@
    "id": "e5df0f51",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/low_level/response_synthesis.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/low_level/response_synthesis.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/low_level/retrieval.ipynb b/docs/docs/examples/low_level/retrieval.ipynb
index 51d5f72842d2df124630dedacadb284227906c23..096ab0443e163de5cf1b38fcfe4a65dd2c5de99c 100644
--- a/docs/docs/examples/low_level/retrieval.ipynb
+++ b/docs/docs/examples/low_level/retrieval.ipynb
@@ -5,7 +5,7 @@
    "id": "62ac6c38",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/low_level/retrieval.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/low_level/retrieval.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/managed/GoogleDemo.ipynb b/docs/docs/examples/managed/GoogleDemo.ipynb
index 74a12d38350e48c3a9344497d2141f9318019493..d447526302ad9b333d8410f87485c54d475a2ef6 100644
--- a/docs/docs/examples/managed/GoogleDemo.ipynb
+++ b/docs/docs/examples/managed/GoogleDemo.ipynb
@@ -123,7 +123,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/managed/manage_retrieval_benchmark.ipynb b/docs/docs/examples/managed/manage_retrieval_benchmark.ipynb
index e2cb97ed72dd9bc2157760bc4a3784a448c64387..df67dd13e6bdae4a4e431ea0c0c1b1ebca5ed9e8 100644
--- a/docs/docs/examples/managed/manage_retrieval_benchmark.ipynb
+++ b/docs/docs/examples/managed/manage_retrieval_benchmark.ipynb
@@ -186,7 +186,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/managed/vectaraDemo.ipynb b/docs/docs/examples/managed/vectaraDemo.ipynb
index 2e845f1bc3095c56116e1e48cd2a4b6298260fd0..33f74bdd7cc9ad345d2a4b211fc81e8dd466bec5 100644
--- a/docs/docs/examples/managed/vectaraDemo.ipynb
+++ b/docs/docs/examples/managed/vectaraDemo.ipynb
@@ -5,7 +5,7 @@
    "id": "adf7d63d",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/managed/vectaraDemo.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/managed/vectaraDemo.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/managed/zcpDemo.ipynb b/docs/docs/examples/managed/zcpDemo.ipynb
index 1097f10f922b9e2fb6a6e13184eed4badee2983c..68292d3ee2d7b7614c065f3e375b36813943e5e0 100644
--- a/docs/docs/examples/managed/zcpDemo.ipynb
+++ b/docs/docs/examples/managed/zcpDemo.ipynb
@@ -5,7 +5,7 @@
    "id": "adf7d63d",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/managed/vectaraDemo.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/managed/vectaraDemo.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/metadata_extraction/EntityExtractionClimate.ipynb b/docs/docs/examples/metadata_extraction/EntityExtractionClimate.ipynb
index 2039fc0881d4a0f71d09031aa6541514b8fa11f6..5c638323ba90d388bb56770c095a01f3e579c678 100644
--- a/docs/docs/examples/metadata_extraction/EntityExtractionClimate.ipynb
+++ b/docs/docs/examples/metadata_extraction/EntityExtractionClimate.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/metadata_extraction/EntityExtractionClimate.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/metadata_extraction/EntityExtractionClimate.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/metadata_extraction/MetadataExtractionSEC.ipynb b/docs/docs/examples/metadata_extraction/MetadataExtractionSEC.ipynb
index c239af4ad91142935edfbcd8e0dce22233be981c..6c5ca04b1ad1a1d81195e4bfbb4543a91d989e30 100644
--- a/docs/docs/examples/metadata_extraction/MetadataExtractionSEC.ipynb
+++ b/docs/docs/examples/metadata_extraction/MetadataExtractionSEC.ipynb
@@ -5,7 +5,7 @@
    "id": "76534cce",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/metadata_extraction/MetadataExtractionSEC.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/metadata_extraction/MetadataExtractionSEC.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/metadata_extraction/MetadataExtraction_LLMSurvey.ipynb b/docs/docs/examples/metadata_extraction/MetadataExtraction_LLMSurvey.ipynb
index dc91554f5c686aae72036077910da39376094a41..cfeec5999290ef25cdf9f1de123b74b7a585cfe5 100644
--- a/docs/docs/examples/metadata_extraction/MetadataExtraction_LLMSurvey.ipynb
+++ b/docs/docs/examples/metadata_extraction/MetadataExtraction_LLMSurvey.ipynb
@@ -5,7 +5,7 @@
    "id": "41aecfc5",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/metadata_extraction/MetadataExtraction_LLMSurvey.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/metadata_extraction/MetadataExtraction_LLMSurvey.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/multi_modal/azure_openai_multi_modal.ipynb b/docs/docs/examples/multi_modal/azure_openai_multi_modal.ipynb
index 2fd083cbf8b3425732b00187273ae66b4a4f0278..3ef92f9c9db2b218e1a197b844bb733eddea6c30 100644
--- a/docs/docs/examples/multi_modal/azure_openai_multi_modal.ipynb
+++ b/docs/docs/examples/multi_modal/azure_openai_multi_modal.ipynb
@@ -9,7 +9,7 @@
     "\n",
     "# Multi-Modal LLM using Azure OpenAI GPT-4V model for image reasoning\n",
     "\n",
-    "In this notebook, we show how to use **Azure** OpenAI GPT4V MultiModal LLM class/abstraction for image understanding/reasoning. For a more complete example, please visit [this notebook](https://github.com/run-llama/llama_index/blob/main/docs/examples/multi_modal/openai_multi_modal.ipynb)."
+    "In this notebook, we show how to use **Azure** OpenAI GPT4V MultiModal LLM class/abstraction for image understanding/reasoning. For a more complete example, please visit [this notebook](https://github.com/run-llama/llama_index/blob/main/docs/docs/examples/multi_modal/openai_multi_modal.ipynb)."
    ]
   },
   {
diff --git a/docs/docs/examples/multi_modal/gpt4v_experiments_cot.ipynb b/docs/docs/examples/multi_modal/gpt4v_experiments_cot.ipynb
index 28662cee422bb42bfcd76bed7f31a10797c43111..55fa8fca95e2100e83523cd9d3500fc80d095343 100644
--- a/docs/docs/examples/multi_modal/gpt4v_experiments_cot.ipynb
+++ b/docs/docs/examples/multi_modal/gpt4v_experiments_cot.ipynb
@@ -124,9 +124,9 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/gpt4_experiments/llama2_mistral.png' -O './llama2_mistral.png'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/gpt4_experiments/llama2_model_analysis.pdf' -O './llama2_model_analysis.png'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/gpt4_experiments/llama2_violations_charts.png' -O './llama2_violations_charts.png'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/gpt4_experiments/llama2_mistral.png' -O './llama2_mistral.png'\n",
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/gpt4_experiments/llama2_model_analysis.pdf' -O './llama2_model_analysis.png'\n",
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/gpt4_experiments/llama2_violations_charts.png' -O './llama2_violations_charts.png'"
    ]
   },
   {
diff --git a/docs/docs/examples/multi_modal/mm_agent.ipynb b/docs/docs/examples/multi_modal/mm_agent.ipynb
index 95cbab33f17841ca7f81b0ef31690d70f3f18a00..71f21018a2f97f7f16f6bc7080f96b49a28f7d2d 100644
--- a/docs/docs/examples/multi_modal/mm_agent.ipynb
+++ b/docs/docs/examples/multi_modal/mm_agent.ipynb
@@ -7,7 +7,7 @@
    "source": [
     "# [Beta] Multi-modal ReAct Agent\n",
     "\n",
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/multi_modal/mm_agent.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>\n",
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/multi_modal/mm_agent.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>\n",
     "\n",
     "In this tutorial we show you how to construct a multi-modal ReAct agent.\n",
     "\n",
diff --git a/docs/docs/examples/node_parsers/semantic_chunking.ipynb b/docs/docs/examples/node_parsers/semantic_chunking.ipynb
index 75e888eb4f588c10c9658e760951dd07cd60d31a..dd265f8e6ccc0e4044715bc2e978a8a7f61b610e 100644
--- a/docs/docs/examples/node_parsers/semantic_chunking.ipynb
+++ b/docs/docs/examples/node_parsers/semantic_chunking.ipynb
@@ -59,7 +59,7 @@
      "text": [
       "Will not apply HSTS. The HSTS database must be a regular and non-world-writable file.\n",
       "ERROR: could not open HSTS store at '/home/loganm/.wget-hsts'. HSTS will be disabled.\n",
-      "--2024-01-11 15:04:43--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
+      "--2024-01-11 15:04:43--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
       "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.109.133, 185.199.111.133, 185.199.108.133, ...\n",
       "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.109.133|:443... connected.\n",
       "HTTP request sent, awaiting response... 200 OK\n",
@@ -74,7 +74,7 @@
     }
    ],
    "source": [
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'pg_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'pg_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/node_postprocessor/CohereRerank.ipynb b/docs/docs/examples/node_postprocessor/CohereRerank.ipynb
index 67512bbb002026a4d1b58cde3169a437ee5f2668..9c48de19a1b0ce50071d7540155ffacfd707f136 100644
--- a/docs/docs/examples/node_postprocessor/CohereRerank.ipynb
+++ b/docs/docs/examples/node_postprocessor/CohereRerank.ipynb
@@ -78,7 +78,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/node_postprocessor/ColbertRerank.ipynb b/docs/docs/examples/node_postprocessor/ColbertRerank.ipynb
index ad465ce9eaf3ccfd19574487b81aee8adf54533b..e87c97c64ed8ac4bb8ca08471a14a577e3b5442a 100644
--- a/docs/docs/examples/node_postprocessor/ColbertRerank.ipynb
+++ b/docs/docs/examples/node_postprocessor/ColbertRerank.ipynb
@@ -69,7 +69,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/node_postprocessor/FlagEmbeddingReranker.ipynb b/docs/docs/examples/node_postprocessor/FlagEmbeddingReranker.ipynb
index 3d18b0f7f8fe7fece3eb31175e5f948e0b64de30..2fe65de74a0c536c98ea8b3b8cb979292efe66e1 100644
--- a/docs/docs/examples/node_postprocessor/FlagEmbeddingReranker.ipynb
+++ b/docs/docs/examples/node_postprocessor/FlagEmbeddingReranker.ipynb
@@ -76,7 +76,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/node_postprocessor/LLMReranker-Lyft-10k.ipynb b/docs/docs/examples/node_postprocessor/LLMReranker-Lyft-10k.ipynb
index e349eb40ee643a9633cbe9dc0443e9c01f9e69d3..f9092f79ab8c7dcbc0e6fa18109733f258d56231 100644
--- a/docs/docs/examples/node_postprocessor/LLMReranker-Lyft-10k.ipynb
+++ b/docs/docs/examples/node_postprocessor/LLMReranker-Lyft-10k.ipynb
@@ -80,7 +80,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/10k/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/10k/lyft_2021.pdf' -O 'data/10k/lyft_2021.pdf'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/10k/lyft_2021.pdf' -O 'data/10k/lyft_2021.pdf'"
    ]
   },
   {
diff --git a/docs/docs/examples/node_postprocessor/LongContextReorder.ipynb b/docs/docs/examples/node_postprocessor/LongContextReorder.ipynb
index b6bdba0ffdb77a83bd6cb82cb2d7ff6cc163c3e5..29089e1e2637ee1e7d1cfddfd89c330326c55b13 100644
--- a/docs/docs/examples/node_postprocessor/LongContextReorder.ipynb
+++ b/docs/docs/examples/node_postprocessor/LongContextReorder.ipynb
@@ -103,7 +103,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/node_postprocessor/PrevNextPostprocessorDemo.ipynb b/docs/docs/examples/node_postprocessor/PrevNextPostprocessorDemo.ipynb
index 739dba55c2fd1c5b28d3be9dc0aba51c9a98eaac..c021890b2f87a7bf451d53637001da46972c44fd 100644
--- a/docs/docs/examples/node_postprocessor/PrevNextPostprocessorDemo.ipynb
+++ b/docs/docs/examples/node_postprocessor/PrevNextPostprocessorDemo.ipynb
@@ -71,7 +71,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/node_postprocessor/SentenceTransformerRerank.ipynb b/docs/docs/examples/node_postprocessor/SentenceTransformerRerank.ipynb
index 1205d1c6db1747bc41f0a494924514af579b87d7..c637217cb8350135933b8d929e564306478e9646 100644
--- a/docs/docs/examples/node_postprocessor/SentenceTransformerRerank.ipynb
+++ b/docs/docs/examples/node_postprocessor/SentenceTransformerRerank.ipynb
@@ -74,7 +74,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/objects/object_index.ipynb b/docs/docs/examples/objects/object_index.ipynb
index 3631e764bdafc722a2fd3509af1d242be245654c..ab10c666a806b58cfb86d1d074fcc31e4d397f69 100644
--- a/docs/docs/examples/objects/object_index.ipynb
+++ b/docs/docs/examples/objects/object_index.ipynb
@@ -5,7 +5,7 @@
    "id": "2f43c205",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/objects/object_index.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/objects/object_index.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/output_parsing/GuardrailsDemo.ipynb b/docs/docs/examples/output_parsing/GuardrailsDemo.ipynb
index ae82fae4b3ad5232cb4b948b416e1e3149c120e0..7d0677679f3d79db2f6e2b62eb9b5f6d1902711f 100644
--- a/docs/docs/examples/output_parsing/GuardrailsDemo.ipynb
+++ b/docs/docs/examples/output_parsing/GuardrailsDemo.ipynb
@@ -64,7 +64,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/output_parsing/LangchainOutputParserDemo.ipynb b/docs/docs/examples/output_parsing/LangchainOutputParserDemo.ipynb
index 88a2538e82c9fba9baaee10bf0670e4fab1c2799..afd3f6f55b172616edf38ff36fd99a9335651c76 100644
--- a/docs/docs/examples/output_parsing/LangchainOutputParserDemo.ipynb
+++ b/docs/docs/examples/output_parsing/LangchainOutputParserDemo.ipynb
@@ -49,7 +49,7 @@
      "text": [
       "Will not apply HSTS. The HSTS database must be a regular and non-world-writable file.\n",
       "ERROR: could not open HSTS store at '/home/loganm/.wget-hsts'. HSTS will be disabled.\n",
-      "--2023-12-11 10:24:04--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
+      "--2023-12-11 10:24:04--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
       "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.110.133, 185.199.109.133, 185.199.108.133, ...\n",
       "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.110.133|:443... connected.\n",
       "HTTP request sent, awaiting response... 200 OK\n",
@@ -65,7 +65,7 @@
    ],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/output_parsing/guidance_sub_question.ipynb b/docs/docs/examples/output_parsing/guidance_sub_question.ipynb
index c0cf9d6cfa35ea0446d2dfd45bde9821921047be..0c3b5bed730b1fc37f7f73c5398d01dbfb569d99 100644
--- a/docs/docs/examples/output_parsing/guidance_sub_question.ipynb
+++ b/docs/docs/examples/output_parsing/guidance_sub_question.ipynb
@@ -234,8 +234,8 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/10k/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/10k/uber_2021.pdf' -O 'data/10k/uber_2021.pdf'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/10k/lyft_2021.pdf' -O 'data/10k/lyft_2021.pdf'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/10k/uber_2021.pdf' -O 'data/10k/uber_2021.pdf'\n",
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/10k/lyft_2021.pdf' -O 'data/10k/lyft_2021.pdf'"
    ]
   },
   {
diff --git a/docs/docs/examples/param_optimizer/param_optimizer.ipynb b/docs/docs/examples/param_optimizer/param_optimizer.ipynb
index 34eb9d74f029d15fdd80be12eb173596e80bbf25..542d48d4676a567051c52be81a4a36da89209761 100644
--- a/docs/docs/examples/param_optimizer/param_optimizer.ipynb
+++ b/docs/docs/examples/param_optimizer/param_optimizer.ipynb
@@ -7,7 +7,7 @@
    "source": [
     "# [WIP] Hyperparameter Optimization for RAG\n",
     "\n",
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/param_optimizer/param_optimizer.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>\n",
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/param_optimizer/param_optimizer.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>\n",
     "\n",
     "In this guide we show you how to do hyperparameter optimization for RAG.\n",
     "\n",
diff --git a/docs/docs/examples/pipeline/query_pipeline_async.ipynb b/docs/docs/examples/pipeline/query_pipeline_async.ipynb
index e890e08713b7cc275f9c935e6be58c2a1dcdb5ea..5d41b7439224dd1ef03c150b041052049b132d79 100644
--- a/docs/docs/examples/pipeline/query_pipeline_async.ipynb
+++ b/docs/docs/examples/pipeline/query_pipeline_async.ipynb
@@ -46,7 +46,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "--2024-01-10 12:31:00--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
+      "--2024-01-10 12:31:00--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
       "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.111.133, 185.199.110.133, 185.199.108.133, ...\n",
       "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.111.133|:443... connected.\n",
       "HTTP request sent, awaiting response... 200 OK\n",
@@ -61,7 +61,7 @@
     }
    ],
    "source": [
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt' -O pg_essay.txt"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt' -O pg_essay.txt"
    ]
   },
   {
diff --git a/docs/docs/examples/pipeline/query_pipeline_pandas.ipynb b/docs/docs/examples/pipeline/query_pipeline_pandas.ipynb
index 099a29e478f9bc36adfda2c9f0ef68bd98270bc8..e8041a0cfcbde48c3d8a91ec7ead5d4e7b20e6a3 100644
--- a/docs/docs/examples/pipeline/query_pipeline_pandas.ipynb
+++ b/docs/docs/examples/pipeline/query_pipeline_pandas.ipynb
@@ -59,7 +59,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "--2024-01-13 18:39:07--  https://raw.githubusercontent.com/jerryjliu/llama_index/main/docs/examples/data/csv/titanic_train.csv\n",
+      "--2024-01-13 18:39:07--  https://raw.githubusercontent.com/jerryjliu/llama_index/main/docs/docs/examples/data/csv/titanic_train.csv\n",
       "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 2606:50c0:8003::154, 2606:50c0:8001::154, 2606:50c0:8002::154, ...\n",
       "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|2606:50c0:8003::154|:443... connected.\n",
       "HTTP request sent, awaiting response... 200 OK\n",
@@ -74,7 +74,7 @@
     }
    ],
    "source": [
-    "!wget 'https://raw.githubusercontent.com/jerryjliu/llama_index/main/docs/examples/data/csv/titanic_train.csv' -O 'titanic_train.csv'"
+    "!wget 'https://raw.githubusercontent.com/jerryjliu/llama_index/main/docs/docs/examples/data/csv/titanic_train.csv' -O 'titanic_train.csv'"
    ]
   },
   {
diff --git a/docs/docs/examples/pipeline/query_pipeline_routing.ipynb b/docs/docs/examples/pipeline/query_pipeline_routing.ipynb
index b5873ac039c8057901f46b427bf2e61057abc8e6..404f6954d65a107f2cb009760d66eb11a87dc6f2 100644
--- a/docs/docs/examples/pipeline/query_pipeline_routing.ipynb
+++ b/docs/docs/examples/pipeline/query_pipeline_routing.ipynb
@@ -44,7 +44,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "--2024-01-10 12:31:00--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
+      "--2024-01-10 12:31:00--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
       "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.111.133, 185.199.110.133, 185.199.108.133, ...\n",
       "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.111.133|:443... connected.\n",
       "HTTP request sent, awaiting response... 200 OK\n",
@@ -59,7 +59,7 @@
     }
    ],
    "source": [
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt' -O pg_essay.txt"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt' -O pg_essay.txt"
    ]
   },
   {
diff --git a/docs/docs/examples/prompts/prompt_mixin.ipynb b/docs/docs/examples/prompts/prompt_mixin.ipynb
index 24d564437bcca0d12829feb364c8eb88641377a4..78cbd53706ddca3dc7fc85c012cac359be5c1ea7 100644
--- a/docs/docs/examples/prompts/prompt_mixin.ipynb
+++ b/docs/docs/examples/prompts/prompt_mixin.ipynb
@@ -124,7 +124,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/query_engine/CustomRetrievers.ipynb b/docs/docs/examples/query_engine/CustomRetrievers.ipynb
index 698f145cf84e2ea9084348d5a97a3a937ee8a679..45707e288168617aec60af9a2021b57fb8123f82 100644
--- a/docs/docs/examples/query_engine/CustomRetrievers.ipynb
+++ b/docs/docs/examples/query_engine/CustomRetrievers.ipynb
@@ -5,7 +5,7 @@
    "id": "7f6607dd",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/query_engine/CustomRetrievers.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/query_engine/CustomRetrievers.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
@@ -80,7 +80,7 @@
      "text": [
       "Will not apply HSTS. The HSTS database must be a regular and non-world-writable file.\n",
       "ERROR: could not open HSTS store at '/home/loganm/.wget-hsts'. HSTS will be disabled.\n",
-      "--2023-11-23 12:54:37--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
+      "--2023-11-23 12:54:37--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
       "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.109.133, 185.199.111.133, 185.199.108.133, ...\n",
       "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.109.133|:443... connected.\n",
       "HTTP request sent, awaiting response... 200 OK\n",
@@ -96,7 +96,7 @@
    ],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/query_engine/JSONalyze_query_engine.ipynb b/docs/docs/examples/query_engine/JSONalyze_query_engine.ipynb
index 08358a4e0bbb7cf3112b19e67d9631744ba0c28f..217066c181b39e5ddfaa9aada8e3168364838f03 100644
--- a/docs/docs/examples/query_engine/JSONalyze_query_engine.ipynb
+++ b/docs/docs/examples/query_engine/JSONalyze_query_engine.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/query_engine/json_list_query_engine.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>\n",
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/query_engine/json_list_query_engine.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>\n",
     "\n",
     "# JSONalyze Query Engine"
    ]
diff --git a/docs/docs/examples/query_engine/JointQASummary.ipynb b/docs/docs/examples/query_engine/JointQASummary.ipynb
index a7df81d6920393e285687a250282ef4e75fd60b9..9323280878c5e08e448045aa15480fb62d69f8fe 100644
--- a/docs/docs/examples/query_engine/JointQASummary.ipynb
+++ b/docs/docs/examples/query_engine/JointQASummary.ipynb
@@ -5,7 +5,7 @@
    "id": "5f1c83e5",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/query_engine/JointQASummary.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/query_engine/JointQASummary.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
@@ -88,7 +88,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/query_engine/RetrieverRouterQueryEngine.ipynb b/docs/docs/examples/query_engine/RetrieverRouterQueryEngine.ipynb
index 08e656ed1d59a03651cc4b0d5777d0ecd4952edf..6bfbc06d2cc17b83e32de60b99c55e35f13ceb01 100644
--- a/docs/docs/examples/query_engine/RetrieverRouterQueryEngine.ipynb
+++ b/docs/docs/examples/query_engine/RetrieverRouterQueryEngine.ipynb
@@ -113,7 +113,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/query_engine/SQLAutoVectorQueryEngine.ipynb b/docs/docs/examples/query_engine/SQLAutoVectorQueryEngine.ipynb
index 7b923f982391e8978b5492bf1f2c71ce4bc76762..112eb2995f5d7241f6d41648ab89f6a137498c4c 100644
--- a/docs/docs/examples/query_engine/SQLAutoVectorQueryEngine.ipynb
+++ b/docs/docs/examples/query_engine/SQLAutoVectorQueryEngine.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/query_engine/SQLAutoVectorQueryEngine.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/query_engine/SQLAutoVectorQueryEngine.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/query_engine/SQLJoinQueryEngine.ipynb b/docs/docs/examples/query_engine/SQLJoinQueryEngine.ipynb
index 146e6ad1d8e6ef4e32edd812e1e297ffeca967fb..e9b7231222dd91a05877f6d7d65cd67bf9e42fef 100644
--- a/docs/docs/examples/query_engine/SQLJoinQueryEngine.ipynb
+++ b/docs/docs/examples/query_engine/SQLJoinQueryEngine.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/query_engine/SQLJoinQueryEngine.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/query_engine/SQLJoinQueryEngine.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/query_engine/SQLRouterQueryEngine.ipynb b/docs/docs/examples/query_engine/SQLRouterQueryEngine.ipynb
index 9b796ae5eabb18118ff3b0b0214965d986042593..2cebbcd006dc6ec0a9d626a2e1bfb25b3161d2b1 100644
--- a/docs/docs/examples/query_engine/SQLRouterQueryEngine.ipynb
+++ b/docs/docs/examples/query_engine/SQLRouterQueryEngine.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/query_engine/SQLRouterQueryEngine.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/query_engine/SQLRouterQueryEngine.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/query_engine/citation_query_engine.ipynb b/docs/docs/examples/query_engine/citation_query_engine.ipynb
index 28d67bf4eff6ef0db7c18e011c5b3b66381c05a5..2e03423a87ec95217e5fe5e069de1f8f6b027dc6 100644
--- a/docs/docs/examples/query_engine/citation_query_engine.ipynb
+++ b/docs/docs/examples/query_engine/citation_query_engine.ipynb
@@ -5,7 +5,7 @@
    "id": "f560d34d",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/query_engine/citation_query_engine.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/query_engine/citation_query_engine.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
@@ -119,7 +119,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/query_engine/custom_query_engine.ipynb b/docs/docs/examples/query_engine/custom_query_engine.ipynb
index 4b0e6a661858a8a78919af4d7b91c9d1689748c5..b459f87252533b7520aa2d062d5c323730a24b69 100644
--- a/docs/docs/examples/query_engine/custom_query_engine.ipynb
+++ b/docs/docs/examples/query_engine/custom_query_engine.ipynb
@@ -87,7 +87,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/query_engine/ensemble_query_engine.ipynb b/docs/docs/examples/query_engine/ensemble_query_engine.ipynb
index 8eef386f08c4ff788674d3cf9bd2a62438442a92..ebbdccd6db8856edf25013ad122ea842bf5ceb7b 100644
--- a/docs/docs/examples/query_engine/ensemble_query_engine.ipynb
+++ b/docs/docs/examples/query_engine/ensemble_query_engine.ipynb
@@ -5,7 +5,7 @@
    "id": "9bbed780",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/query_engine/ensemble_query_engine.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/query_engine/ensemble_query_engine.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/query_engine/flare_query_engine.ipynb b/docs/docs/examples/query_engine/flare_query_engine.ipynb
index 931810a6d8d04641c37546a2e80d88e3e01a9c8d..73290b04d02669f531050fe4fb927ff6f1c45478 100644
--- a/docs/docs/examples/query_engine/flare_query_engine.ipynb
+++ b/docs/docs/examples/query_engine/flare_query_engine.ipynb
@@ -5,7 +5,7 @@
    "id": "5e329054",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/query_engine/flare_query_engine.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/query_engine/flare_query_engine.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
@@ -80,7 +80,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/query_engine/json_query_engine.ipynb b/docs/docs/examples/query_engine/json_query_engine.ipynb
index 79b4e4bb63f5c740c7e60fd9a65db74863d20b11..5471e8688f8fcbf7d6353eed030bec9b6567b388 100644
--- a/docs/docs/examples/query_engine/json_query_engine.ipynb
+++ b/docs/docs/examples/query_engine/json_query_engine.ipynb
@@ -5,7 +5,7 @@
    "id": "fa753135",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/query_engine/json_query_engine.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/query_engine/json_query_engine.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/query_engine/knowledge_graph_rag_query_engine.ipynb b/docs/docs/examples/query_engine/knowledge_graph_rag_query_engine.ipynb
index 5665d25e6e64109608c123559cd11078b212a7c9..4d82a472fc03bb3c5e8302ecab953aa539460e42 100644
--- a/docs/docs/examples/query_engine/knowledge_graph_rag_query_engine.ipynb
+++ b/docs/docs/examples/query_engine/knowledge_graph_rag_query_engine.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/query_engine/knowledge_graph_rag_query_engine.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/query_engine/knowledge_graph_rag_query_engine.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/query_engine/pandas_query_engine.ipynb b/docs/docs/examples/query_engine/pandas_query_engine.ipynb
index d5dcc5fda12dcbc9da0d7dede7cfd99290d0cb16..281ef2a239f5b83c0a679058044eee3163f8b8d5 100644
--- a/docs/docs/examples/query_engine/pandas_query_engine.ipynb
+++ b/docs/docs/examples/query_engine/pandas_query_engine.ipynb
@@ -5,7 +5,7 @@
    "id": "8329aae0",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/query_engine/pandas_query_engine.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/query_engine/pandas_query_engine.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
@@ -238,7 +238,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "--2024-01-13 17:45:15--  https://raw.githubusercontent.com/jerryjliu/llama_index/main/docs/examples/data/csv/titanic_train.csv\n",
+      "--2024-01-13 17:45:15--  https://raw.githubusercontent.com/jerryjliu/llama_index/main/docs/docs/examples/data/csv/titanic_train.csv\n",
       "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 2606:50c0:8003::154, 2606:50c0:8002::154, 2606:50c0:8001::154, ...\n",
       "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|2606:50c0:8003::154|:443... connected.\n",
       "HTTP request sent, awaiting response... 200 OK\n",
@@ -253,7 +253,7 @@
     }
    ],
    "source": [
-    "!wget 'https://raw.githubusercontent.com/jerryjliu/llama_index/main/docs/examples/data/csv/titanic_train.csv' -O 'titanic_train.csv'"
+    "!wget 'https://raw.githubusercontent.com/jerryjliu/llama_index/main/docs/docs/examples/data/csv/titanic_train.csv' -O 'titanic_train.csv'"
    ]
   },
   {
diff --git a/docs/docs/examples/query_engine/pgvector_sql_query_engine.ipynb b/docs/docs/examples/query_engine/pgvector_sql_query_engine.ipynb
index dd6f66abfeb56ef4f208d55d25b7384e2921f7f8..e006844b047228d046c2d7bb838a558758278407 100644
--- a/docs/docs/examples/query_engine/pgvector_sql_query_engine.ipynb
+++ b/docs/docs/examples/query_engine/pgvector_sql_query_engine.ipynb
@@ -90,7 +90,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/10k/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/10k/lyft_2021.pdf' -O 'data/10k/lyft_2021.pdf'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/10k/lyft_2021.pdf' -O 'data/10k/lyft_2021.pdf'"
    ]
   },
   {
diff --git a/docs/docs/examples/query_engine/pydantic_query_engine.ipynb b/docs/docs/examples/query_engine/pydantic_query_engine.ipynb
index 2795f16cec8c38f1a6549c281a8f8b1336f8781e..73caf00108010a8139e8c62e92041f092fc547f3 100644
--- a/docs/docs/examples/query_engine/pydantic_query_engine.ipynb
+++ b/docs/docs/examples/query_engine/pydantic_query_engine.ipynb
@@ -90,7 +90,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/query_engine/sub_question_query_engine.ipynb b/docs/docs/examples/query_engine/sub_question_query_engine.ipynb
index dd166377a9f00e4d2398bff06296564ab9648b93..6d16892afa14f5c69c83033b3914e25e072dc494 100644
--- a/docs/docs/examples/query_engine/sub_question_query_engine.ipynb
+++ b/docs/docs/examples/query_engine/sub_question_query_engine.ipynb
@@ -5,7 +5,7 @@
    "id": "0e3e4245",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/query_engine/sub_question_query_engine.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/query_engine/sub_question_query_engine.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
@@ -112,7 +112,7 @@
      "text": [
       "Will not apply HSTS. The HSTS database must be a regular and non-world-writable file.\n",
       "ERROR: could not open HSTS store at '/home/loganm/.wget-hsts'. HSTS will be disabled.\n",
-      "--2024-01-28 11:27:04--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
+      "--2024-01-28 11:27:04--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
       "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.111.133, 185.199.108.133, 185.199.109.133, ...\n",
       "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.111.133|:443... connected.\n",
       "HTTP request sent, awaiting response... 200 OK\n",
@@ -128,7 +128,7 @@
    ],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/query_transformations/HyDEQueryTransformDemo.ipynb b/docs/docs/examples/query_transformations/HyDEQueryTransformDemo.ipynb
index fa86b3bd93ee54d90ac668936539c2a8a6ec3211..ac6b2633128e40337beac956f890aa8df41fb44e 100644
--- a/docs/docs/examples/query_transformations/HyDEQueryTransformDemo.ipynb
+++ b/docs/docs/examples/query_transformations/HyDEQueryTransformDemo.ipynb
@@ -5,7 +5,7 @@
    "id": "033d7aed",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/query_transformations/HyDEQueryTransformDemo.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/query_transformations/HyDEQueryTransformDemo.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
@@ -51,7 +51,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/query_transformations/SimpleIndexDemo-multistep.ipynb b/docs/docs/examples/query_transformations/SimpleIndexDemo-multistep.ipynb
index 8bf69a975334b3bad9f101cae9acbd51d4bbde00..6ac46ee828be125ed21dde4eb8d9cb86565e915e 100644
--- a/docs/docs/examples/query_transformations/SimpleIndexDemo-multistep.ipynb
+++ b/docs/docs/examples/query_transformations/SimpleIndexDemo-multistep.ipynb
@@ -5,7 +5,7 @@
    "id": "5e0768d5",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/query_transformations/SimpleIndexDemo-multistep.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/query_transformations/SimpleIndexDemo-multistep.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
@@ -64,7 +64,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/query_transformations/query_transform_cookbook.ipynb b/docs/docs/examples/query_transformations/query_transform_cookbook.ipynb
index 35b327d15dfa005862c8e428ba5d3377b597c342..79a9cd4c01c1899245a19098c91dfa551c7399b9 100644
--- a/docs/docs/examples/query_transformations/query_transform_cookbook.ipynb
+++ b/docs/docs/examples/query_transformations/query_transform_cookbook.ipynb
@@ -7,7 +7,7 @@
    "source": [
     "# Query Transform Cookbook \n",
     "\n",
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/query_transformations/query_transform_cookbook.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>\n",
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/query_transformations/query_transform_cookbook.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>\n",
     "\n",
     "A user query can be transformed and decomposed in many ways before being executed as part of a RAG query engine, agent, or any other pipeline.\n",
     "\n",
diff --git a/docs/docs/examples/response_synthesizers/custom_prompt_synthesizer.ipynb b/docs/docs/examples/response_synthesizers/custom_prompt_synthesizer.ipynb
index 231e96964e2258157ab2c571ec7d1af07b03b297..158b67d88949aeb841c4231693b405aac8f1cd3a 100644
--- a/docs/docs/examples/response_synthesizers/custom_prompt_synthesizer.ipynb
+++ b/docs/docs/examples/response_synthesizers/custom_prompt_synthesizer.ipynb
@@ -78,7 +78,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/response_synthesizers/long_context_test.ipynb b/docs/docs/examples/response_synthesizers/long_context_test.ipynb
index bcd3e2d53615cf1f2ee25269e4402058ae302959..be351f1befdbad39be7b88a4bc68c2000a036131 100644
--- a/docs/docs/examples/response_synthesizers/long_context_test.ipynb
+++ b/docs/docs/examples/response_synthesizers/long_context_test.ipynb
@@ -7,7 +7,7 @@
    "source": [
     "# Stress-Testing Long Context LLMs with a Recall Task\n",
     "\n",
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/agent/openai_retrieval_benchmark.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>\n",
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/agent/openai_retrieval_benchmark.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>\n",
     "\n",
     "In this section we stress-test long context recall capabilities of GPT-4 and Claude v2. This is inspired by [Greg Kamradt's tweet](https://x.com/GregKamradt/status/1722386725635580292?s=20). \n",
     "\n",
@@ -73,7 +73,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "--2023-11-09 00:35:55--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/10k/uber_2021.pdf\n",
+      "--2023-11-09 00:35:55--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/10k/uber_2021.pdf\n",
       "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 2606:50c0:8000::154, 2606:50c0:8002::154, 2606:50c0:8003::154, ...\n",
       "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|2606:50c0:8000::154|:443... connected.\n",
       "HTTP request sent, awaiting response... 200 OK\n",
@@ -84,7 +84,7 @@
       "\n",
       "2023-11-09 00:36:04 (18.2 MB/s) - ‘data/10k/uber_2021.pdf’ saved [1880483/1880483]\n",
       "\n",
-      "--2023-11-09 00:36:04--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/10k/lyft_2021.pdf\n",
+      "--2023-11-09 00:36:04--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/10k/lyft_2021.pdf\n",
       "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 2606:50c0:8000::154, 2606:50c0:8002::154, 2606:50c0:8003::154, ...\n",
       "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|2606:50c0:8000::154|:443... connected.\n",
       "HTTP request sent, awaiting response... 200 OK\n",
@@ -100,7 +100,7 @@
    ],
    "source": [
     "!mkdir -p 'data/10k/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/10k/uber_2021.pdf' -O 'data/10k/uber_2021.pdf'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/10k/uber_2021.pdf' -O 'data/10k/uber_2021.pdf'"
    ]
   },
   {
diff --git a/docs/docs/examples/response_synthesizers/pydantic_tree_summarize.ipynb b/docs/docs/examples/response_synthesizers/pydantic_tree_summarize.ipynb
index f85f103943f9f1a7a966dba7fcd599f8e6be31e5..8f02dd25d2d34c1d34fc7661b73ec01b946212f0 100644
--- a/docs/docs/examples/response_synthesizers/pydantic_tree_summarize.ipynb
+++ b/docs/docs/examples/response_synthesizers/pydantic_tree_summarize.ipynb
@@ -51,7 +51,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/response_synthesizers/refine.ipynb b/docs/docs/examples/response_synthesizers/refine.ipynb
index 5fedb00704d7a6b357fceef0282dbbe48e22792c..0941662a9fd87d2fa5a82c4d48db49114494dc36 100644
--- a/docs/docs/examples/response_synthesizers/refine.ipynb
+++ b/docs/docs/examples/response_synthesizers/refine.ipynb
@@ -5,7 +5,7 @@
    "id": "91dea8fd",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/response_synthesizers/refine.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/response_synthesizers/refine.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
@@ -61,7 +61,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/response_synthesizers/structured_refine.ipynb b/docs/docs/examples/response_synthesizers/structured_refine.ipynb
index 682970ba881b4d419ae3f8c4c934cbddac97c755..825b0df0a0f6df8abe8ae2832caa3c4042c4ec3c 100644
--- a/docs/docs/examples/response_synthesizers/structured_refine.ipynb
+++ b/docs/docs/examples/response_synthesizers/structured_refine.ipynb
@@ -5,7 +5,7 @@
    "id": "def266be",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/response_synthesizers/structured_refine.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/response_synthesizers/structured_refine.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/response_synthesizers/tree_summarize.ipynb b/docs/docs/examples/response_synthesizers/tree_summarize.ipynb
index fbdad99fc4de55e6fd526d17d5327ca8e97bae29..493f83a30c2c6d85a7f0167bccfc3749c97e90d2 100644
--- a/docs/docs/examples/response_synthesizers/tree_summarize.ipynb
+++ b/docs/docs/examples/response_synthesizers/tree_summarize.ipynb
@@ -5,7 +5,7 @@
    "id": "dad51427",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/response_synthesizers/tree_summarize.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/response_synthesizers/tree_summarize.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
@@ -51,7 +51,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/retrievers/auto_merging_retriever.ipynb b/docs/docs/examples/retrievers/auto_merging_retriever.ipynb
index 6082fbc14842bc066e024779103671fe1d2f8373..f1f8d5f387f0ca4880251827e617f7af3aa2fb15 100644
--- a/docs/docs/examples/retrievers/auto_merging_retriever.ipynb
+++ b/docs/docs/examples/retrievers/auto_merging_retriever.ipynb
@@ -5,7 +5,7 @@
    "id": "b39acfe0",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/retrievers/auto_merging_retriever.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/retrievers/auto_merging_retriever.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/retrievers/bm25_retriever.ipynb b/docs/docs/examples/retrievers/bm25_retriever.ipynb
index 550e777f91333a28b164d71ebb1454f4ccf4cfc9..ab00b6658246cbda9a1b377fda194e400d4769ff 100644
--- a/docs/docs/examples/retrievers/bm25_retriever.ipynb
+++ b/docs/docs/examples/retrievers/bm25_retriever.ipynb
@@ -5,7 +5,7 @@
    "id": "723fcf40",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/retrievers/bm25_retriever.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/retrievers/bm25_retriever.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
@@ -127,7 +127,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/retrievers/multi_doc_together_hybrid.ipynb b/docs/docs/examples/retrievers/multi_doc_together_hybrid.ipynb
index 44f9dbbdcceeef06848c89387b1fc74d99be939b..7a7e976423b3b4f1bf6c9569baca794043fa03ef 100644
--- a/docs/docs/examples/retrievers/multi_doc_together_hybrid.ipynb
+++ b/docs/docs/examples/retrievers/multi_doc_together_hybrid.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/embeddings/together.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/embeddings/together.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/retrievers/reciprocal_rerank_fusion.ipynb b/docs/docs/examples/retrievers/reciprocal_rerank_fusion.ipynb
index ebfe9002e14a68e1dd6344673f269b7cf2ffccb8..94fdd6677ec1ebcab7e13d039c0aaaad6d9cce3f 100644
--- a/docs/docs/examples/retrievers/reciprocal_rerank_fusion.ipynb
+++ b/docs/docs/examples/retrievers/reciprocal_rerank_fusion.ipynb
@@ -74,7 +74,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "--2024-02-12 17:59:58--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
+      "--2024-02-12 17:59:58--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
       "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 2606:50c0:8003::154, 2606:50c0:8001::154, 2606:50c0:8002::154, ...\n",
       "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|2606:50c0:8003::154|:443... connected.\n",
       "HTTP request sent, awaiting response... 200 OK\n",
@@ -90,7 +90,7 @@
    ],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/retrievers/recursive_retriever_nodes.ipynb b/docs/docs/examples/retrievers/recursive_retriever_nodes.ipynb
index 770649dbe29a0c197b954ed4061fa189a6a9e9b3..8e0b8da30911d6f93353630b25f10c58b99fad69 100644
--- a/docs/docs/examples/retrievers/recursive_retriever_nodes.ipynb
+++ b/docs/docs/examples/retrievers/recursive_retriever_nodes.ipynb
@@ -5,7 +5,7 @@
    "id": "94f8a023",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/retrievers/recursive_retriever_nodes.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/retrievers/recursive_retriever_nodes.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/retrievers/relative_score_dist_fusion.ipynb b/docs/docs/examples/retrievers/relative_score_dist_fusion.ipynb
index da10c4e3ea8c4443050fd41ccaddf4cae66b10e4..f4282a1e7f2d6421584c7750422f802657c64752 100644
--- a/docs/docs/examples/retrievers/relative_score_dist_fusion.ipynb
+++ b/docs/docs/examples/retrievers/relative_score_dist_fusion.ipynb
@@ -70,7 +70,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/retrievers/router_retriever.ipynb b/docs/docs/examples/retrievers/router_retriever.ipynb
index 2e6e1d1e9a042110c33b7a88c6b0cf8088339602..da1ac47bd86640938ecea26a18a7f321566372e9 100644
--- a/docs/docs/examples/retrievers/router_retriever.ipynb
+++ b/docs/docs/examples/retrievers/router_retriever.ipynb
@@ -126,7 +126,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/tools/OnDemandLoaderTool.ipynb b/docs/docs/examples/tools/OnDemandLoaderTool.ipynb
index 01460ba456aba7a3d87b6b4fa2671717d3256832..a26cd9270545790439ec918e300e603805acb984 100644
--- a/docs/docs/examples/tools/OnDemandLoaderTool.ipynb
+++ b/docs/docs/examples/tools/OnDemandLoaderTool.ipynb
@@ -5,7 +5,7 @@
    "id": "4f4b3e2a",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/examples/tools/OnDemandLoaderTool.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/jerryjliu/llama_index/blob/main/docs/docs/examples/tools/OnDemandLoaderTool.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
diff --git a/docs/docs/examples/tools/eval_query_engine_tool.ipynb b/docs/docs/examples/tools/eval_query_engine_tool.ipynb
index d094153013e8af8e408ccccb0162c9d2d476821b..534dc16088e994600f55cd86bc461f85d9de8a82 100644
--- a/docs/docs/examples/tools/eval_query_engine_tool.ipynb
+++ b/docs/docs/examples/tools/eval_query_engine_tool.ipynb
@@ -6,7 +6,7 @@
    "id": "6b0186a4",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/run-llama/llama_index/blob/main/docs/examples/tools/eval_query_engine_tool.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/run-llama/llama_index/blob/main/docs/docs/examples/tools/eval_query_engine_tool.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
@@ -142,8 +142,8 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/10k/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/10k/uber_2021.pdf' -O 'data/10k/uber_2021.pdf'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/10k/lyft_2021.pdf' -O 'data/10k/lyft_2021.pdf'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/10k/uber_2021.pdf' -O 'data/10k/uber_2021.pdf'\n",
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/10k/lyft_2021.pdf' -O 'data/10k/lyft_2021.pdf'"
    ]
   },
   {
diff --git a/docs/docs/examples/usecases/10k_sub_question.ipynb b/docs/docs/examples/usecases/10k_sub_question.ipynb
index ba32514a4f42bddb9559b3f7e40ec72e1f953db1..fe68dee7fe2caf2d05e45d4891ad82934de9bf9e 100644
--- a/docs/docs/examples/usecases/10k_sub_question.ipynb
+++ b/docs/docs/examples/usecases/10k_sub_question.ipynb
@@ -133,8 +133,8 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/10k/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/10k/uber_2021.pdf' -O 'data/10k/uber_2021.pdf'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/10k/lyft_2021.pdf' -O 'data/10k/lyft_2021.pdf'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/10k/uber_2021.pdf' -O 'data/10k/uber_2021.pdf'\n",
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/10k/lyft_2021.pdf' -O 'data/10k/lyft_2021.pdf'"
    ]
   },
   {
diff --git a/docs/docs/examples/usecases/10q_sub_question.ipynb b/docs/docs/examples/usecases/10q_sub_question.ipynb
index 871990159250cb6271b5eb017642168f60759d17..045ac200197b58a9d18b07a5778bfab046e2811c 100644
--- a/docs/docs/examples/usecases/10q_sub_question.ipynb
+++ b/docs/docs/examples/usecases/10q_sub_question.ipynb
@@ -125,9 +125,9 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/10q/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/10q/uber_10q_march_2022.pdf' -O 'data/10q/uber_10q_march_2022.pdf'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/10q/uber_10q_june_2022.pdf' -O 'data/10q/uber_10q_june_2022.pdf'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/10q/uber_10q_sept_2022.pdf' -O 'data/10q/uber_10q_sept_2022.pdf'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/10q/uber_10q_march_2022.pdf' -O 'data/10q/uber_10q_march_2022.pdf'\n",
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/10q/uber_10q_june_2022.pdf' -O 'data/10q/uber_10q_june_2022.pdf'\n",
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/10q/uber_10q_sept_2022.pdf' -O 'data/10q/uber_10q_sept_2022.pdf'"
    ]
   },
   {
diff --git a/docs/docs/examples/vector_stores/AstraDBIndexDemo.ipynb b/docs/docs/examples/vector_stores/AstraDBIndexDemo.ipynb
index 726d02d3c2a04faff48d7390d03ce1ced7663fca..6e6b994268347585687eabb4660c28c78b4943ab 100644
--- a/docs/docs/examples/vector_stores/AstraDBIndexDemo.ipynb
+++ b/docs/docs/examples/vector_stores/AstraDBIndexDemo.ipynb
@@ -103,7 +103,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/vector_stores/AwadbDemo.ipynb b/docs/docs/examples/vector_stores/AwadbDemo.ipynb
index 2b27afbaecf5fa06c8c6c47fa8a502047b88a6e4..fb0859c9eb80f1e316fd6c913b6dc0215072eb8c 100644
--- a/docs/docs/examples/vector_stores/AwadbDemo.ipynb
+++ b/docs/docs/examples/vector_stores/AwadbDemo.ipynb
@@ -123,7 +123,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/vector_stores/AzureAISearchIndexDemo.ipynb b/docs/docs/examples/vector_stores/AzureAISearchIndexDemo.ipynb
index 5be7fa793a95f4eb20947d30401da4fe731bda93..15f9bbe86e72584295e6572ee758268994cfb6c0 100644
--- a/docs/docs/examples/vector_stores/AzureAISearchIndexDemo.ipynb
+++ b/docs/docs/examples/vector_stores/AzureAISearchIndexDemo.ipynb
@@ -204,7 +204,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/vector_stores/AzureCosmosDBMongoDBvCoreDemo.ipynb b/docs/docs/examples/vector_stores/AzureCosmosDBMongoDBvCoreDemo.ipynb
index 3d303b8eb5cc3f9097f1a1e78f685f9b6200f80a..1fd7c9808633599319a3a29264bdbca642a53dab 100644
--- a/docs/docs/examples/vector_stores/AzureCosmosDBMongoDBvCoreDemo.ipynb
+++ b/docs/docs/examples/vector_stores/AzureCosmosDBMongoDBvCoreDemo.ipynb
@@ -131,7 +131,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/vector_stores/BagelIndexDemo.ipynb b/docs/docs/examples/vector_stores/BagelIndexDemo.ipynb
index 5ab6701ea03c0a6cfac95a30cf2c0d090d2539ec..1ffa0abb1c4311ddd9ba7c17df585e6d78f26268 100644
--- a/docs/docs/examples/vector_stores/BagelIndexDemo.ipynb
+++ b/docs/docs/examples/vector_stores/BagelIndexDemo.ipynb
@@ -130,7 +130,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/vector_stores/BaiduVectorDBIndexDemo.ipynb b/docs/docs/examples/vector_stores/BaiduVectorDBIndexDemo.ipynb
index a2879e911c71bd8f54d85b2932d1fa18107ab4ee..8546e868bf55e1ca590c59294c8b72faba383ce8 100644
--- a/docs/docs/examples/vector_stores/BaiduVectorDBIndexDemo.ipynb
+++ b/docs/docs/examples/vector_stores/BaiduVectorDBIndexDemo.ipynb
@@ -129,7 +129,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/vector_stores/CassandraIndexDemo.ipynb b/docs/docs/examples/vector_stores/CassandraIndexDemo.ipynb
index 8025bd295bab7693e4c4fd6c7cc40c32c0796f0c..b2906606e3c1031476f61486ceb40716ccce4658 100644
--- a/docs/docs/examples/vector_stores/CassandraIndexDemo.ipynb
+++ b/docs/docs/examples/vector_stores/CassandraIndexDemo.ipynb
@@ -242,7 +242,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "--2023-11-10 01:44:05--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
+      "--2023-11-10 01:44:05--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
       "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.109.133, 185.199.110.133, 185.199.111.133, ...\n",
       "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.109.133|:443... connected.\n",
       "HTTP request sent, awaiting response... 200 OK\n",
@@ -258,7 +258,7 @@
    ],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/vector_stores/ChromaFireworksNomic.ipynb b/docs/docs/examples/vector_stores/ChromaFireworksNomic.ipynb
index 1135ec7911140b5a4380fc44398213d13c745149..b06988c16d3c90632e4324347d255137201928a8 100644
--- a/docs/docs/examples/vector_stores/ChromaFireworksNomic.ipynb
+++ b/docs/docs/examples/vector_stores/ChromaFireworksNomic.ipynb
@@ -195,7 +195,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "--2024-02-24 01:44:58--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
+      "--2024-02-24 01:44:58--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
       "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.111.133, 185.199.110.133, 185.199.109.133, ...\n",
       "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.111.133|:443... connected.\n",
       "HTTP request sent, awaiting response... 200 OK\n",
@@ -211,7 +211,7 @@
    ],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/vector_stores/ChromaIndexDemo.ipynb b/docs/docs/examples/vector_stores/ChromaIndexDemo.ipynb
index 9d4ececfaf66562f9594ffc946db6c529febd89b..2af1b24604a2319186b4fae7a635d75efc9d754e 100644
--- a/docs/docs/examples/vector_stores/ChromaIndexDemo.ipynb
+++ b/docs/docs/examples/vector_stores/ChromaIndexDemo.ipynb
@@ -170,7 +170,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/vector_stores/ClickHouseIndexDemo.ipynb b/docs/docs/examples/vector_stores/ClickHouseIndexDemo.ipynb
index 112decfec147eb5f8d668bcfb1d819161a61b909..fa5867c3cec798a6ee7477e0f3839fc8d68ed058 100644
--- a/docs/docs/examples/vector_stores/ClickHouseIndexDemo.ipynb
+++ b/docs/docs/examples/vector_stores/ClickHouseIndexDemo.ipynb
@@ -143,7 +143,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "--2024-02-13 10:08:31--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt\r\n",
+      "--2024-02-13 10:08:31--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt\r\n",
       "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.111.133, 185.199.109.133, 185.199.110.133, ...\r\n",
       "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.111.133|:443... connected.\r\n",
       "HTTP request sent, awaiting response... 200 OK\r\n",
@@ -159,7 +159,7 @@
    ],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/vector_stores/DashvectorIndexDemo.ipynb b/docs/docs/examples/vector_stores/DashvectorIndexDemo.ipynb
index 3002039d2eab04501fe8cd085050756c249e49fc..8e8fc47b753f62013d2158f2b7ea39af3a81c755 100644
--- a/docs/docs/examples/vector_stores/DashvectorIndexDemo.ipynb
+++ b/docs/docs/examples/vector_stores/DashvectorIndexDemo.ipynb
@@ -141,7 +141,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/vector_stores/DatabricksVectorSearchDemo.ipynb b/docs/docs/examples/vector_stores/DatabricksVectorSearchDemo.ipynb
index e48cfd9267a4926827206d5bf6c2b08968a4aa1b..420df8de73d9717e9f296b5ffb224c3e98e3ec78 100644
--- a/docs/docs/examples/vector_stores/DatabricksVectorSearchDemo.ipynb
+++ b/docs/docs/examples/vector_stores/DatabricksVectorSearchDemo.ipynb
@@ -81,7 +81,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/vector_stores/DeepLakeIndexDemo.ipynb b/docs/docs/examples/vector_stores/DeepLakeIndexDemo.ipynb
index b1c8656fcacef09b905c006c5c4829c68485e591..de24ee81551c192e66f85a308802dd5f1845b238 100644
--- a/docs/docs/examples/vector_stores/DeepLakeIndexDemo.ipynb
+++ b/docs/docs/examples/vector_stores/DeepLakeIndexDemo.ipynb
@@ -83,7 +83,7 @@
     "import urllib.request\n",
     "\n",
     "urllib.request.urlretrieve(\n",
-    "    \"https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt\",\n",
+    "    \"https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt\",\n",
     "    \"data/paul_graham/paul_graham_essay.txt\",\n",
     ")"
    ]
diff --git a/docs/docs/examples/vector_stores/DocArrayHnswIndexDemo.ipynb b/docs/docs/examples/vector_stores/DocArrayHnswIndexDemo.ipynb
index 7024942c4e2492747bce1b748fdcfa1f77eb2872..61c5c8a68c06f48508a0d1e0fea1e3c02be64374 100644
--- a/docs/docs/examples/vector_stores/DocArrayHnswIndexDemo.ipynb
+++ b/docs/docs/examples/vector_stores/DocArrayHnswIndexDemo.ipynb
@@ -111,7 +111,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/vector_stores/DocArrayInMemoryIndexDemo.ipynb b/docs/docs/examples/vector_stores/DocArrayInMemoryIndexDemo.ipynb
index 0d1d406bb85958445ec24fd25d503cf17a1b6bdb..7c1bf4b3c1f93fb3cfb29c691d4aac0bc6ef98f3 100644
--- a/docs/docs/examples/vector_stores/DocArrayInMemoryIndexDemo.ipynb
+++ b/docs/docs/examples/vector_stores/DocArrayInMemoryIndexDemo.ipynb
@@ -112,7 +112,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/vector_stores/DuckDBDemo.ipynb b/docs/docs/examples/vector_stores/DuckDBDemo.ipynb
index 4d0618c2f18c43717c2c1c0319b21f126fb164ab..61b78f20ef8956734d8be6e884d25c9bead36595 100644
--- a/docs/docs/examples/vector_stores/DuckDBDemo.ipynb
+++ b/docs/docs/examples/vector_stores/DuckDBDemo.ipynb
@@ -118,7 +118,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "--2024-02-16 19:38:34--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
+      "--2024-02-16 19:38:34--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
       "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.110.133, 185.199.111.133, 185.199.108.133, ...\n",
       "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.110.133|:443... connected.\n",
       "HTTP request sent, awaiting response... 200 OK\n",
@@ -134,7 +134,7 @@
    ],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/vector_stores/ElasticsearchIndexDemo.ipynb b/docs/docs/examples/vector_stores/ElasticsearchIndexDemo.ipynb
index 3a7db83ec92e85c1f7a737a3fbb1ef735da57a73..c8edb9b0db8e80317328a5792978016a88f4a9cc 100644
--- a/docs/docs/examples/vector_stores/ElasticsearchIndexDemo.ipynb
+++ b/docs/docs/examples/vector_stores/ElasticsearchIndexDemo.ipynb
@@ -207,7 +207,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/vector_stores/Elasticsearch_demo.ipynb b/docs/docs/examples/vector_stores/Elasticsearch_demo.ipynb
index 1f3bfb9dc5bc2e588307fe2059f45125e3d44ad6..91a77cf72e6e3755d90492c41a9e6a2a462f3afc 100644
--- a/docs/docs/examples/vector_stores/Elasticsearch_demo.ipynb
+++ b/docs/docs/examples/vector_stores/Elasticsearch_demo.ipynb
@@ -108,7 +108,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/vector_stores/EpsillaIndexDemo.ipynb b/docs/docs/examples/vector_stores/EpsillaIndexDemo.ipynb
index 234895baa6118ad0b00f94697163c119d5c301ed..ed4196fb13a7bf2f3e2bef5191440ebb77f2d1c4 100644
--- a/docs/docs/examples/vector_stores/EpsillaIndexDemo.ipynb
+++ b/docs/docs/examples/vector_stores/EpsillaIndexDemo.ipynb
@@ -117,7 +117,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/vector_stores/FaissIndexDemo.ipynb b/docs/docs/examples/vector_stores/FaissIndexDemo.ipynb
index 1f3f9a303fca7dd1fc9d255dbf9b0fe816cc41d6..5e7f823d3f63e2dfdd934343312b28ddcce4d177 100644
--- a/docs/docs/examples/vector_stores/FaissIndexDemo.ipynb
+++ b/docs/docs/examples/vector_stores/FaissIndexDemo.ipynb
@@ -127,7 +127,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/vector_stores/LanceDBIndexDemo.ipynb b/docs/docs/examples/vector_stores/LanceDBIndexDemo.ipynb
index 732fdedc3d108ec5e93f7ad874ab367c88d9fd9f..b84c87215f1d9183dd3fe56505fb27b8262ebb7b 100644
--- a/docs/docs/examples/vector_stores/LanceDBIndexDemo.ipynb
+++ b/docs/docs/examples/vector_stores/LanceDBIndexDemo.ipynb
@@ -107,7 +107,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/vector_stores/LanternIndexDemo.ipynb b/docs/docs/examples/vector_stores/LanternIndexDemo.ipynb
index 92b7b36f6bd57c60692b879ef9e2f8ce6ddc125f..e602b5f529c1c1d0f30b5efc12c3e587c544b50d 100644
--- a/docs/docs/examples/vector_stores/LanternIndexDemo.ipynb
+++ b/docs/docs/examples/vector_stores/LanternIndexDemo.ipynb
@@ -102,7 +102,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/vector_stores/MetalIndexDemo.ipynb b/docs/docs/examples/vector_stores/MetalIndexDemo.ipynb
index d36217093d843cf8839069e0328adf635f3bd0ef..d80a3b507899c0a2b62a1ec7e9f678d1de536276 100644
--- a/docs/docs/examples/vector_stores/MetalIndexDemo.ipynb
+++ b/docs/docs/examples/vector_stores/MetalIndexDemo.ipynb
@@ -87,7 +87,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/vector_stores/MilvusIndexDemo.ipynb b/docs/docs/examples/vector_stores/MilvusIndexDemo.ipynb
index 6544a65d6ad528d797b8e649dd81ee7661a9d1f9..3fa41f2a33ad008e73158bc87371dd9a757789f1 100644
--- a/docs/docs/examples/vector_stores/MilvusIndexDemo.ipynb
+++ b/docs/docs/examples/vector_stores/MilvusIndexDemo.ipynb
@@ -115,7 +115,7 @@
    "outputs": [],
    "source": [
     "! mkdir -p 'data/paul_graham/'\n",
-    "! wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "! wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/vector_stores/MongoDBAtlasVectorSearch.ipynb b/docs/docs/examples/vector_stores/MongoDBAtlasVectorSearch.ipynb
index 8226679781d8201d6f6d7afa4092bb9636f38b09..bbee1a63dd1c2d0ed008c5ecc9d00fe85195858f 100644
--- a/docs/docs/examples/vector_stores/MongoDBAtlasVectorSearch.ipynb
+++ b/docs/docs/examples/vector_stores/MongoDBAtlasVectorSearch.ipynb
@@ -71,7 +71,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/10k/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/10k/uber_2021.pdf' -O 'data/10k/uber_2021.pdf'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/10k/uber_2021.pdf' -O 'data/10k/uber_2021.pdf'"
    ]
   },
   {
diff --git a/docs/docs/examples/vector_stores/MyScaleIndexDemo.ipynb b/docs/docs/examples/vector_stores/MyScaleIndexDemo.ipynb
index 34259a8bebef330cab830b2eb00dead1b3548707..c52d51e21d5d86a733d4d90378a6253fdc01660a 100644
--- a/docs/docs/examples/vector_stores/MyScaleIndexDemo.ipynb
+++ b/docs/docs/examples/vector_stores/MyScaleIndexDemo.ipynb
@@ -151,7 +151,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/vector_stores/Neo4jVectorDemo.ipynb b/docs/docs/examples/vector_stores/Neo4jVectorDemo.ipynb
index 5e6883f81c078b7d2e90f6d0b1b1661233ef4eae..eb9b0618e2f1715de8f824e4bc4bf4c66ca95c5c 100644
--- a/docs/docs/examples/vector_stores/Neo4jVectorDemo.ipynb
+++ b/docs/docs/examples/vector_stores/Neo4jVectorDemo.ipynb
@@ -123,7 +123,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "--2023-12-14 18:44:00--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
+      "--2023-12-14 18:44:00--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
       "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.111.133, 185.199.109.133, 185.199.110.133, ...\n",
       "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.111.133|:443... connected.\n",
       "HTTP request sent, awaiting response... 200 OK\n",
@@ -139,7 +139,7 @@
    ],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/vector_stores/OpensearchDemo.ipynb b/docs/docs/examples/vector_stores/OpensearchDemo.ipynb
index 58eb173622664509b4e34cab692d711510cefc12..65c5a67e5fb68d1324e0abed05d3b047f83ae406 100644
--- a/docs/docs/examples/vector_stores/OpensearchDemo.ipynb
+++ b/docs/docs/examples/vector_stores/OpensearchDemo.ipynb
@@ -59,7 +59,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/vector_stores/PGVectoRsDemo.ipynb b/docs/docs/examples/vector_stores/PGVectoRsDemo.ipynb
index 5464d7407490476131231204315824f5141c6ed5..504e7d82f0e1097cb5201907e0368ad23c08ebad 100644
--- a/docs/docs/examples/vector_stores/PGVectoRsDemo.ipynb
+++ b/docs/docs/examples/vector_stores/PGVectoRsDemo.ipynb
@@ -173,7 +173,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/vector_stores/PineconeIndexDemo-Hybrid.ipynb b/docs/docs/examples/vector_stores/PineconeIndexDemo-Hybrid.ipynb
index 7148529a66ae7be2ca8ae8e83faa2b6a8eab3c1d..4fe07ba36c003309d5f98fe369f07933ff0ab899 100644
--- a/docs/docs/examples/vector_stores/PineconeIndexDemo-Hybrid.ipynb
+++ b/docs/docs/examples/vector_stores/PineconeIndexDemo-Hybrid.ipynb
@@ -170,7 +170,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/vector_stores/PineconeIndexDemo.ipynb b/docs/docs/examples/vector_stores/PineconeIndexDemo.ipynb
index bf857d1d236491fc63dd32d4da2457d59fd0969c..5c6298f282599b49f1b72973607941a66e8ebae8 100644
--- a/docs/docs/examples/vector_stores/PineconeIndexDemo.ipynb
+++ b/docs/docs/examples/vector_stores/PineconeIndexDemo.ipynb
@@ -190,7 +190,7 @@
      "text": [
       "Will not apply HSTS. The HSTS database must be a regular and non-world-writable file.\n",
       "ERROR: could not open HSTS store at '/home/loganm/.wget-hsts'. HSTS will be disabled.\n",
-      "--2024-01-16 11:56:25--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
+      "--2024-01-16 11:56:25--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
       "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.111.133, 185.199.110.133, ...\n",
       "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n",
       "HTTP request sent, awaiting response... 200 OK\n",
@@ -206,7 +206,7 @@
    ],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/vector_stores/QdrantIndexDemo.ipynb b/docs/docs/examples/vector_stores/QdrantIndexDemo.ipynb
index 612b0ad6ddab6b66e567218255ce5367efb4328c..4fece4e301949b5d7a1b257e54f2ac3e91e27279 100644
--- a/docs/docs/examples/vector_stores/QdrantIndexDemo.ipynb
+++ b/docs/docs/examples/vector_stores/QdrantIndexDemo.ipynb
@@ -113,7 +113,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/vector_stores/RedisIndexDemo.ipynb b/docs/docs/examples/vector_stores/RedisIndexDemo.ipynb
index 7aff817de84816871de292f71f494269bf1b7bc3..c3bd2d256844ac5dfdf2621c8dd0120d5965ef01 100644
--- a/docs/docs/examples/vector_stores/RedisIndexDemo.ipynb
+++ b/docs/docs/examples/vector_stores/RedisIndexDemo.ipynb
@@ -142,7 +142,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/vector_stores/SimpleIndexDemo.ipynb b/docs/docs/examples/vector_stores/SimpleIndexDemo.ipynb
index ce3a9dd7fb68d1d536e012bb72b993fd0382c049..07f233de9e35c83b20ec932261679c722495f50b 100644
--- a/docs/docs/examples/vector_stores/SimpleIndexDemo.ipynb
+++ b/docs/docs/examples/vector_stores/SimpleIndexDemo.ipynb
@@ -153,7 +153,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "--2024-02-12 13:21:13--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
+      "--2024-02-12 13:21:13--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
       "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.110.133, 185.199.111.133, 185.199.108.133, ...\n",
       "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.110.133|:443... connected.\n",
       "HTTP request sent, awaiting response... 200 OK\n",
@@ -169,7 +169,7 @@
    ],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/vector_stores/SimpleIndexDemoLlama-Local.ipynb b/docs/docs/examples/vector_stores/SimpleIndexDemoLlama-Local.ipynb
index be7c69b4bf249409810e92ff67fb85d95a4c1d63..8e77890902bf59c6e808e4f823ee99227de3a3c9 100644
--- a/docs/docs/examples/vector_stores/SimpleIndexDemoLlama-Local.ipynb
+++ b/docs/docs/examples/vector_stores/SimpleIndexDemoLlama-Local.ipynb
@@ -174,7 +174,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/vector_stores/SimpleIndexDemoMMR.ipynb b/docs/docs/examples/vector_stores/SimpleIndexDemoMMR.ipynb
index 6b802d6e8c49c08249da201f271265b4426eba7e..01b6664cffaddb2494e590bea6e862d86b9a8a5e 100644
--- a/docs/docs/examples/vector_stores/SimpleIndexDemoMMR.ipynb
+++ b/docs/docs/examples/vector_stores/SimpleIndexDemoMMR.ipynb
@@ -58,7 +58,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/vector_stores/SimpleIndexOnS3.ipynb b/docs/docs/examples/vector_stores/SimpleIndexOnS3.ipynb
index 5f01b5ae191f5637e53be0f7a297b42d79db532e..a137f0f3c7056496e80e6567793454b0a85129d3 100644
--- a/docs/docs/examples/vector_stores/SimpleIndexOnS3.ipynb
+++ b/docs/docs/examples/vector_stores/SimpleIndexOnS3.ipynb
@@ -114,7 +114,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/vector_stores/SupabaseVectorIndexDemo.ipynb b/docs/docs/examples/vector_stores/SupabaseVectorIndexDemo.ipynb
index 3fc979d7abd1775fd42b01d7d2541e1ea0191f13..146e6296bd375505139fab4eb775cc172abe9df3 100644
--- a/docs/docs/examples/vector_stores/SupabaseVectorIndexDemo.ipynb
+++ b/docs/docs/examples/vector_stores/SupabaseVectorIndexDemo.ipynb
@@ -108,7 +108,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/vector_stores/TairIndexDemo.ipynb b/docs/docs/examples/vector_stores/TairIndexDemo.ipynb
index ea200c6f70dedeed9ad30c7efc41d856da2d40c0..fc7e69f9de1dbf9c09d40a6ae34f8f67c94e2cc0 100644
--- a/docs/docs/examples/vector_stores/TairIndexDemo.ipynb
+++ b/docs/docs/examples/vector_stores/TairIndexDemo.ipynb
@@ -127,7 +127,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/vector_stores/TencentVectorDBIndexDemo.ipynb b/docs/docs/examples/vector_stores/TencentVectorDBIndexDemo.ipynb
index c36479d2cb6fc29ca48a35fc839a3c00320308d9..6cfbb8a82829cd59b49e1771aea6c8dcf9315f7a 100644
--- a/docs/docs/examples/vector_stores/TencentVectorDBIndexDemo.ipynb
+++ b/docs/docs/examples/vector_stores/TencentVectorDBIndexDemo.ipynb
@@ -146,7 +146,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/vector_stores/Timescalevector.ipynb b/docs/docs/examples/vector_stores/Timescalevector.ipynb
index 5e3dee21e0c5eb0beab943e842cc9411a0457077..05c6fa9b3674b8e97d884e1192c70af7114a4e24 100644
--- a/docs/docs/examples/vector_stores/Timescalevector.ipynb
+++ b/docs/docs/examples/vector_stores/Timescalevector.ipynb
@@ -196,7 +196,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/vector_stores/TxtaiIndexDemo.ipynb b/docs/docs/examples/vector_stores/TxtaiIndexDemo.ipynb
index 6ee46265c5ccc4bda0fe1acd29e689389c0b342b..af6fc271f0a398fb504fe2c4973292f3780b34a0 100644
--- a/docs/docs/examples/vector_stores/TxtaiIndexDemo.ipynb
+++ b/docs/docs/examples/vector_stores/TxtaiIndexDemo.ipynb
@@ -126,7 +126,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/vector_stores/TypesenseDemo.ipynb b/docs/docs/examples/vector_stores/TypesenseDemo.ipynb
index 8f25f13fc8a60b5cf8890128b4d7d2cc0be68648..865775b53d776d7480cdb3bf8118639670a470a0 100644
--- a/docs/docs/examples/vector_stores/TypesenseDemo.ipynb
+++ b/docs/docs/examples/vector_stores/TypesenseDemo.ipynb
@@ -46,7 +46,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/vector_stores/UpstashVectorDemo.ipynb b/docs/docs/examples/vector_stores/UpstashVectorDemo.ipynb
index 32ba1d9a20f4c74ac06c7e65c7f00514060128b5..d1ff631c2fc3794d673085d4d7482f17d08cc3a5 100644
--- a/docs/docs/examples/vector_stores/UpstashVectorDemo.ipynb
+++ b/docs/docs/examples/vector_stores/UpstashVectorDemo.ipynb
@@ -50,7 +50,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "--2024-02-03 20:04:25--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
+      "--2024-02-03 20:04:25--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
       "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n",
       "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n",
       "HTTP request sent, awaiting response... 200 OK\n",
@@ -67,7 +67,7 @@
    "source": [
     "# Download data\n",
     "! mkdir -p 'data/paul_graham/'\n",
-    "! wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "! wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/vector_stores/WeaviateIndexDemo-Hybrid.ipynb b/docs/docs/examples/vector_stores/WeaviateIndexDemo-Hybrid.ipynb
index fc2f1c205e05a66953e658235667cefa42f3376b..eebbe624a56fb4ecef77ebec23b0a4d583b26fbf 100644
--- a/docs/docs/examples/vector_stores/WeaviateIndexDemo-Hybrid.ipynb
+++ b/docs/docs/examples/vector_stores/WeaviateIndexDemo-Hybrid.ipynb
@@ -135,7 +135,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/vector_stores/WeaviateIndexDemo.ipynb b/docs/docs/examples/vector_stores/WeaviateIndexDemo.ipynb
index dbb1655e4d9dcb27b350c48955d1e8bee91eeccb..4dac1daa62cc6c01ffaa4bb6987ceeb1822e7fe1 100644
--- a/docs/docs/examples/vector_stores/WeaviateIndexDemo.ipynb
+++ b/docs/docs/examples/vector_stores/WeaviateIndexDemo.ipynb
@@ -164,7 +164,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/vector_stores/ZepIndexDemo.ipynb b/docs/docs/examples/vector_stores/ZepIndexDemo.ipynb
index 38e602ba8996d6db13284f1c1a747726ed1f3ba3..ca0a35870f4d06b4d45d0b051ef37e7560b02747 100644
--- a/docs/docs/examples/vector_stores/ZepIndexDemo.ipynb
+++ b/docs/docs/examples/vector_stores/ZepIndexDemo.ipynb
@@ -135,7 +135,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/docs/docs/examples/vector_stores/postgres.ipynb b/docs/docs/examples/vector_stores/postgres.ipynb
index 6ae85fb7376a17c87050f5bf12ebea60555f56bd..30d032d99e0a5598fd8c9a36b20630fe996ef2db 100644
--- a/docs/docs/examples/vector_stores/postgres.ipynb
+++ b/docs/docs/examples/vector_stores/postgres.ipynb
@@ -133,7 +133,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "--2024-03-14 02:56:30--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
+      "--2024-03-14 02:56:30--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
       "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.111.133, ...\n",
       "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n",
       "HTTP request sent, awaiting response... 200 OK\n",
@@ -149,7 +149,7 @@
    ],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
@@ -589,7 +589,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "--2024-03-14 02:56:46--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/csv/commit_history.csv\n",
+      "--2024-03-14 02:56:46--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/csv/commit_history.csv\n",
       "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.111.133, 185.199.108.133, 185.199.109.133, ...\n",
       "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.111.133|:443... connected.\n",
       "HTTP request sent, awaiting response... 200 OK\n",
@@ -605,7 +605,7 @@
    ],
    "source": [
     "!mkdir -p 'data/git_commits/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/csv/commit_history.csv' -O 'data/git_commits/commit_history.csv'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/csv/commit_history.csv' -O 'data/git_commits/commit_history.csv'"
    ]
   },
   {
diff --git a/docs/docs/getting_started/discover_llamaindex.md b/docs/docs/getting_started/discover_llamaindex.md
index 69cb3cecf2e572977093a9f557bd774c7cc96a73..cf80744237deefb64f56086b326ce0580b43033c 100644
--- a/docs/docs/getting_started/discover_llamaindex.md
+++ b/docs/docs/getting_started/discover_llamaindex.md
@@ -29,7 +29,7 @@ This video covers managing documents from a source that is constantly updating (
 
 [Youtube](https://www.youtube.com/watch?v=j6dJcODLd_c)
 
-[Notebook and Supplementary Material](https://github.com/jerryjliu/llama_index/tree/main/docs/examples/discover_llamaindex/document_management/)
+[Notebook and Supplementary Material](https://github.com/jerryjliu/llama_index/tree/main/docs/docs/examples/discover_llamaindex/document_management/)
 
 [Reference Docs](../module_guides/indexing/document_management.md)
 
diff --git a/docs/docs/getting_started/starter_example.md b/docs/docs/getting_started/starter_example.md
index 50db6167a985c5f1757d385b9c52890e069f1a00..43601e8529a14e2509998e75a20f0391c4a76e15 100644
--- a/docs/docs/getting_started/starter_example.md
+++ b/docs/docs/getting_started/starter_example.md
@@ -13,7 +13,7 @@ If you want to do our starter tutorial using only local models, [check out this
 
 This example uses the text of Paul Graham's essay, ["What I Worked On"](http://paulgraham.com/worked.html). This and many other examples can be found in the `examples` folder of our repo.
 
-The easiest way to get it is to [download it via this link](https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt) and save it in a folder called `data`.
+The easiest way to get it is to [download it via this link](https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt) and save it in a folder called `data`.
 
 ## Set your OpenAI API key
 
diff --git a/docs/docs/getting_started/starter_example_local.md b/docs/docs/getting_started/starter_example_local.md
index df0797fe7abb30d76473a5013dd4c56d237a178f..6b376c492729785e1ca8613c60028d3d93e29885 100644
--- a/docs/docs/getting_started/starter_example_local.md
+++ b/docs/docs/getting_started/starter_example_local.md
@@ -9,7 +9,7 @@ This is our famous "5 lines of code" starter example with local LLM and embeddin
 
 This example uses the text of Paul Graham's essay, ["What I Worked On"](http://paulgraham.com/worked.html). This and many other examples can be found in the `examples` folder of our repo.
 
-The easiest way to get it is to [download it via this link](https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt) and save it in a folder called `data`.
+The easiest way to get it is to [download it via this link](https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt) and save it in a folder called `data`.
 
 ## Setup
 
diff --git a/docs/docs/module_guides/indexing/metadata_extraction.md b/docs/docs/module_guides/indexing/metadata_extraction.md
index 06fc5a9a7ecf0c37434332db4671d82ac387f0f9..003fdbf2cfd080fcda93238c19ad70a942de95db 100644
--- a/docs/docs/module_guides/indexing/metadata_extraction.md
+++ b/docs/docs/module_guides/indexing/metadata_extraction.md
@@ -6,7 +6,7 @@ In many cases, especially with long documents, a chunk of text may lack the cont
 
 To combat this, we use LLMs to extract certain contextual information relevant to the document to better help the retrieval and language models disambiguate similar-looking passages.
 
-We show this in an [example notebook](https://github.com/jerryjliu/llama_index/blob/main/docs/examples/metadata_extraction/MetadataExtractionSEC.ipynb) and demonstrate its effectiveness in processing long documents.
+We show this in an [example notebook](https://github.com/jerryjliu/llama_index/blob/main/docs/docs/examples/metadata_extraction/MetadataExtractionSEC.ipynb) and demonstrate its effectiveness in processing long documents.
 
 ## Usage
 
diff --git a/docs/docs/module_guides/loading/simpledirectoryreader.md b/docs/docs/module_guides/loading/simpledirectoryreader.md
index 074e37204eacf7b7c397411727713341dd8b338a..8f0bb486c908c3fb37de1b142df8d48e8a49f6c2 100644
--- a/docs/docs/module_guides/loading/simpledirectoryreader.md
+++ b/docs/docs/module_guides/loading/simpledirectoryreader.md
@@ -169,4 +169,4 @@ documents = reader.load_data()
 print(documents)
 ```
 
-A full example notebook can be found [here](https://github.com/run-llama/llama_index/blob/main/docs/examples/data_connectors/simple_directory_reader_remote_fs.ipynb).
+A full example notebook can be found [here](https://github.com/run-llama/llama_index/blob/main/docs/docs/examples/data_connectors/simple_directory_reader_remote_fs.ipynb).
diff --git a/docs/docs/optimizing/advanced_retrieval/query_transformations.md b/docs/docs/optimizing/advanced_retrieval/query_transformations.md
index 80b66ce5f9bee0600dd2c0150dbf6c0b8c96d471..6898fbb0aafcc638d46e1b15b1bb424ca2867931 100644
--- a/docs/docs/optimizing/advanced_retrieval/query_transformations.md
+++ b/docs/docs/optimizing/advanced_retrieval/query_transformations.md
@@ -45,7 +45,7 @@ response = query_engine.query(query_str)
 print(response)
 ```
 
-Check out our [example notebook](https://github.com/jerryjliu/llama_index/blob/main/docs/examples/query_transformations/HyDEQueryTransformDemo.ipynb) for a full walkthrough.
+Check out our [example notebook](https://github.com/jerryjliu/llama_index/blob/main/docs/docs/examples/query_transformations/HyDEQueryTransformDemo.ipynb) for a full walkthrough.
 
 ### Multi-Step Query Transformations
 
diff --git a/docs/docs/understanding/putting_it_all_together/agents.md b/docs/docs/understanding/putting_it_all_together/agents.md
index 16d63540e7f78762a68b2c0ac3fc3c631e99a104..729325bb7f1845950d83b12f6e9fc8dfb284ab7b 100644
--- a/docs/docs/understanding/putting_it_all_together/agents.md
+++ b/docs/docs/understanding/putting_it_all_together/agents.md
@@ -68,7 +68,7 @@ LlamaIndex provides core modules capable of automated reasoning for different us
 **Query Transformations**
 
 - [How-To](../../optimizing/advanced_retrieval/query_transformations.md)
-- [Multi-Step Query Decomposition](../../examples/query_transformations/HyDEQueryTransformDemo.ipynb) ([Notebook](https://github.com/jerryjliu/llama_index/blob/main/docs/examples/query_transformations/HyDEQueryTransformDemo.ipynb))
+- [Multi-Step Query Decomposition](../../examples/query_transformations/HyDEQueryTransformDemo.ipynb) ([Notebook](https://github.com/jerryjliu/llama_index/blob/main/docs/docs/examples/query_transformations/HyDEQueryTransformDemo.ipynb))
 
 **Routing**
 
diff --git a/docs/docs/understanding/putting_it_all_together/q_and_a.md b/docs/docs/understanding/putting_it_all_together/q_and_a.md
index 2b57b4860c992da660cdc6a525b78152ab746df6..f24f6c86ea3b322dfb94844e48150153bbd37028 100644
--- a/docs/docs/understanding/putting_it_all_together/q_and_a.md
+++ b/docs/docs/understanding/putting_it_all_together/q_and_a.md
@@ -194,7 +194,7 @@ query the index, and then ask followup questions.
 **Guides**
 
 - [Query Transformations](../../optimizing/advanced_retrieval/query_transformations.md)
-- [Multi-Step Query Decomposition](../../examples/query_transformations/HyDEQueryTransformDemo.ipynb) ([Notebook](https://github.com/jerryjliu/llama_index/blob/main/docs/examples/query_transformations/HyDEQueryTransformDemo.ipynb))
+- [Multi-Step Query Decomposition](../../examples/query_transformations/HyDEQueryTransformDemo.ipynb) ([Notebook](https://github.com/jerryjliu/llama_index/blob/main/docs/docs/examples/query_transformations/HyDEQueryTransformDemo.ipynb))
 
 ## Temporal Queries
 
diff --git a/docs/mkdocs.yml b/docs/mkdocs.yml
index 776b9bc72de5eb8d13b7b1210c88880290c84e2d..04f72ed38390e7f2a604569f0ba4011f4a292422 100644
--- a/docs/mkdocs.yml
+++ b/docs/mkdocs.yml
@@ -78,6 +78,7 @@ nav:
           - ./examples/agent/openai_retrieval_benchmark.ipynb
           - ./examples/agent/agent_runner/agent_around_query_pipeline_with_HyDE_for_PDFs.ipynb
           - ./examples/agent/mistral_agent.ipynb
+          - ./examples/agent/openai_agent_tool_call_parser.ipynb
       - Callbacks:
           - ./examples/callbacks/HoneyHiveLlamaIndexTracer.ipynb
           - ./examples/callbacks/PromptLayerHandler.ipynb
@@ -900,6 +901,7 @@ nav:
           - ./api_reference/postprocessor/sentence_optimizer.md
           - ./api_reference/postprocessor/similarity.md
           - ./api_reference/postprocessor/time_weighted.md
+          - ./api_reference/postprocessor/voyageai_rerank.md
       - Object Stores:
           - ./api_reference/objects/index.md
       - Output Parsers:
@@ -1011,6 +1013,7 @@ nav:
           - ./api_reference/readers/file.md
           - ./api_reference/readers/firebase_realtimedb.md
           - ./api_reference/readers/firestore.md
+          - ./api_reference/readers/gcs.md
           - ./api_reference/readers/genius.md
           - ./api_reference/readers/github.md
           - ./api_reference/readers/google.md
@@ -1068,6 +1071,7 @@ nav:
           - ./api_reference/readers/psychic.md
           - ./api_reference/readers/qdrant.md
           - ./api_reference/readers/rayyan.md
+          - ./api_reference/readers/readme.md
           - ./api_reference/readers/readwise.md
           - ./api_reference/readers/reddit.md
           - ./api_reference/readers/remote.md
@@ -1174,6 +1178,7 @@ nav:
           - Storage:
               - ./api_reference/storage/storage_context.md
           - Vector Store:
+              - ./api_reference/storage/vector_store/analyticdb.md
               - ./api_reference/storage/vector_store/astra_db.md
               - ./api_reference/storage/vector_store/awadb.md
               - ./api_reference/storage/vector_store/azureaisearch.md
@@ -1748,6 +1753,9 @@ plugins:
             - ../llama-index-packs/llama-index-packs-raft-dataset
             - ../llama-index-integrations/storage/docstore/llama-index-storage-docstore-elasticsearch
             - ../llama-index-integrations/storage/index_store/llama-index-storage-index-store-elasticsearch
+            - ../llama-index-integrations/postprocessor/llama-index-postprocessor-voyageai-rerank
+            - ../llama-index-integrations/readers/llama-index-readers-gcs
+            - ../llama-index-integrations/readers/llama-index-readers-readme
   - redirects:
       redirect_maps:
         ./api/llama_index.vector_stores.MongoDBAtlasVectorSearch.html: api_reference/storage/vector_store/mongodb.md
diff --git a/llama-index-core/CONTRIBUTING.md b/llama-index-core/CONTRIBUTING.md
index 5b395fa789ae783777c5164dd7cedb97db3e483e..217f292ea6294ad75ad07e7edbd2cc14f78cb3ed 100644
--- a/llama-index-core/CONTRIBUTING.md
+++ b/llama-index-core/CONTRIBUTING.md
@@ -333,7 +333,7 @@ make test
 For changes that involve entirely new features, it may be worth adding an example Jupyter notebook to showcase
 this feature.
 
-Example notebooks can be found in this folder: <https://github.com/run-llama/llama_index/tree/main/docs/examples>.
+Example notebooks can be found in this folder: <https://github.com/run-llama/llama_index/tree/main/docs/docs/examples>.
 
 ### Creating a pull request
 
diff --git a/llama-index-core/llama_index/core/__init__.py b/llama-index-core/llama_index/core/__init__.py
index 450f185e132d608a97b641966fe9e301e0c4759d..baadbb69203d3a5ec0716b457c4c92d2759d5e56 100644
--- a/llama-index-core/llama_index/core/__init__.py
+++ b/llama-index-core/llama_index/core/__init__.py
@@ -1,6 +1,6 @@
 """Init file of LlamaIndex."""
 
-__version__ = "0.10.23.post1"
+__version__ = "0.10.24.post1"
 
 import logging
 from logging import NullHandler
diff --git a/llama-index-core/llama_index/core/node_parser/relational/base_element.py b/llama-index-core/llama_index/core/node_parser/relational/base_element.py
index 62a068cfd5e8aac8d6f577d6384714164bb5d480..c3697b0b21a5b3d55575353523529bfb5329e50c 100644
--- a/llama-index-core/llama_index/core/node_parser/relational/base_element.py
+++ b/llama-index-core/llama_index/core/node_parser/relational/base_element.py
@@ -346,3 +346,8 @@ class BaseElementNodeParser(NodeParser):
             if metadata_inherited:
                 node.metadata.update(metadata_inherited)
         return [node for node in nodes if len(node.text) > 0]
+
+    def __call__(self, nodes: List[BaseNode], **kwargs: Any) -> List[BaseNode]:
+        nodes = self.get_nodes_from_documents(nodes, **kwargs)
+        nodes, objects = self.get_nodes_and_objects(nodes)
+        return nodes + objects
diff --git a/llama-index-core/pyproject.toml b/llama-index-core/pyproject.toml
index c036898950fb739490a68113b319b37955a66c7a..becd84714cd39cdc468f1bcd583958359369faba 100644
--- a/llama-index-core/pyproject.toml
+++ b/llama-index-core/pyproject.toml
@@ -43,7 +43,7 @@ name = "llama-index-core"
 packages = [{include = "llama_index"}]
 readme = "README.md"
 repository = "https://github.com/run-llama/llama_index"
-version = "0.10.23.post1"
+version = "0.10.24.post1"
 
 [tool.poetry.dependencies]
 SQLAlchemy = {extras = ["asyncio"], version = ">=1.4.49"}
diff --git a/llama-index-integrations/agent/llama-index-agent-openai/llama_index/agent/openai/step.py b/llama-index-integrations/agent/llama-index-agent-openai/llama_index/agent/openai/step.py
index 8974e6b30f6ac9c63ba507e7e066d5691e44edcc..e84c5c52462a0628664e66ad72e8c3b673a8c711 100644
--- a/llama-index-integrations/agent/llama-index-agent-openai/llama_index/agent/openai/step.py
+++ b/llama-index-integrations/agent/llama-index-agent-openai/llama_index/agent/openai/step.py
@@ -80,7 +80,7 @@ def call_tool_with_error_handling(
 
 def default_tool_call_parser(tool_call: OpenAIToolCall):
     try:
-        json.loads(tool_call.function.arguments)
+        return json.loads(tool_call.function.arguments)
     except json.JSONDecodeError as e:
         raise ValueError(
             f"Error in calling tool {tool_call.function.name}: The input json block is malformed:\n```json\n{tool_call.function.arguments}\n```"
diff --git a/llama-index-integrations/llms/llama-index-llms-mistralai/pyproject.toml b/llama-index-integrations/llms/llama-index-llms-mistralai/pyproject.toml
index d65cc8b8d33f88fa29956a8be04c6ef6c35ec318..0564243b3805ff2077473b978c865aafef9c343a 100644
--- a/llama-index-integrations/llms/llama-index-llms-mistralai/pyproject.toml
+++ b/llama-index-integrations/llms/llama-index-llms-mistralai/pyproject.toml
@@ -27,11 +27,11 @@ exclude = ["**/BUILD"]
 license = "MIT"
 name = "llama-index-llms-mistralai"
 readme = "README.md"
-version = "0.1.8"
+version = "0.1.9"
 
 [tool.poetry.dependencies]
 python = ">=3.9,<4.0"
-llama-index-core = "^0.10.1"
+llama-index-core = "^0.10.24"
 mistralai = ">=0.1.3"
 
 [tool.poetry.group.dev.dependencies]
diff --git a/llama-index-integrations/llms/llama-index-llms-openai/pyproject.toml b/llama-index-integrations/llms/llama-index-llms-openai/pyproject.toml
index b9715befa66fb331f36f54aed093347c4f30e702..8c72fd65148d87ab44a28749f955e2f8c7f4d6b8 100644
--- a/llama-index-integrations/llms/llama-index-llms-openai/pyproject.toml
+++ b/llama-index-integrations/llms/llama-index-llms-openai/pyproject.toml
@@ -29,11 +29,11 @@ exclude = ["**/BUILD"]
 license = "MIT"
 name = "llama-index-llms-openai"
 readme = "README.md"
-version = "0.1.12"
+version = "0.1.13"
 
 [tool.poetry.dependencies]
 python = ">=3.8.1,<4.0"
-llama-index-core = "^0.10.20.post1"
+llama-index-core = "^0.10.24"
 
 [tool.poetry.group.dev.dependencies]
 ipython = "8.10.0"
diff --git a/llama-index-integrations/postprocessor/llama-index-postprocessor-voyageai-rerank/pyproject.toml b/llama-index-integrations/postprocessor/llama-index-postprocessor-voyageai-rerank/pyproject.toml
index 3bbb058549d9988dfc26227bdd3a7487d95411d8..77a80a4c9ca8b77c430556d9cfeb7eb1adaf2788 100644
--- a/llama-index-integrations/postprocessor/llama-index-postprocessor-voyageai-rerank/pyproject.toml
+++ b/llama-index-integrations/postprocessor/llama-index-postprocessor-voyageai-rerank/pyproject.toml
@@ -9,6 +9,13 @@ check-hidden = true
 # work through many typos (--write-changes and --interactive will help)
 skip = "*.csv,*.html,*.json,*.jsonl,*.pdf,*.txt,*.ipynb"
 
+[tool.llamahub]
+contains_example = false
+import_path = "llama_index.postprocessor.voyageai_rerank"
+
+[tool.llamahub.class_authors]
+VoyageAIRerank = "llama-index"
+
 [tool.mypy]
 disallow_untyped_defs = true
 # Remove venv skip when integrated with pre-commit
@@ -23,7 +30,7 @@ license = "MIT"
 name = "llama-index-postprocessor-voyageai-rerank"
 packages = [{include = "llama_index/"}]
 readme = "README.md"
-version = "0.1.0"
+version = "0.1.1"
 
 [tool.poetry.dependencies]
 python = ">=3.8.1,<4.0"
diff --git a/llama-index-integrations/vector_stores/llama-index-vector-stores-duckdb/examples/DuckDBDemo.ipynb b/llama-index-integrations/vector_stores/llama-index-vector-stores-duckdb/examples/DuckDBDemo.ipynb
index 96c8ff4597b2ab4cab49acb02baf70c667877848..a124e566e2193a620f8206a80c1768919188d536 100644
--- a/llama-index-integrations/vector_stores/llama-index-vector-stores-duckdb/examples/DuckDBDemo.ipynb
+++ b/llama-index-integrations/vector_stores/llama-index-vector-stores-duckdb/examples/DuckDBDemo.ipynb
@@ -118,7 +118,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "--2024-02-16 19:38:34--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
+      "--2024-02-16 19:38:34--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
       "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.110.133, 185.199.111.133, 185.199.108.133, ...\n",
       "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.110.133|:443... connected.\n",
       "HTTP request sent, awaiting response... 200 OK\n",
@@ -134,7 +134,7 @@
    ],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/llama-index-integrations/vector_stores/llama-index-vector-stores-tidbvector/examples/tidb_vector.ipynb b/llama-index-integrations/vector_stores/llama-index-vector-stores-tidbvector/examples/tidb_vector.ipynb
index fb79cbe3b39129803451f14ea126288bf45705b2..78bcdba0fbebbbd4c8a57044d3c4b6878304cfbd 100644
--- a/llama-index-integrations/vector_stores/llama-index-vector-stores-tidbvector/examples/tidb_vector.ipynb
+++ b/llama-index-integrations/vector_stores/llama-index-vector-stores-tidbvector/examples/tidb_vector.ipynb
@@ -79,7 +79,7 @@
    "outputs": [],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/llama-index-packs/llama-index-packs-node-parser-semantic-chunking/examples/semantic_chunking.ipynb b/llama-index-packs/llama-index-packs-node-parser-semantic-chunking/examples/semantic_chunking.ipynb
index 20b621b06e4d81baa4e3d3e18b936304e16c795e..583bc71430f74701e2c1318ce96d88cfaa35ba67 100644
--- a/llama-index-packs/llama-index-packs-node-parser-semantic-chunking/examples/semantic_chunking.ipynb
+++ b/llama-index-packs/llama-index-packs-node-parser-semantic-chunking/examples/semantic_chunking.ipynb
@@ -63,7 +63,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "--2024-01-11 00:04:37--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
+      "--2024-01-11 00:04:37--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
       "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 2606:50c0:8003::154, 2606:50c0:8000::154, 2606:50c0:8002::154, ...\n",
       "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|2606:50c0:8003::154|:443... connected.\n",
       "HTTP request sent, awaiting response... 200 OK\n",
@@ -78,7 +78,7 @@
     }
    ],
    "source": [
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'pg_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'pg_essay.txt'"
    ]
   },
   {
diff --git a/llama-index-packs/llama-index-packs-query-understanding-agent/examples/query_understanding_agent.ipynb b/llama-index-packs/llama-index-packs-query-understanding-agent/examples/query_understanding_agent.ipynb
index 3e8ccf31afca8ddbec1827984c250aa0e6223bc0..863f08bfa94d498e8c881fc36e37cfca96dc0331 100644
--- a/llama-index-packs/llama-index-packs-query-understanding-agent/examples/query_understanding_agent.ipynb
+++ b/llama-index-packs/llama-index-packs-query-understanding-agent/examples/query_understanding_agent.ipynb
@@ -55,7 +55,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "--2024-03-07 21:54:37--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
+      "--2024-03-07 21:54:37--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
       "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 2606:50c0:8000::154, 2606:50c0:8001::154, 2606:50c0:8002::154, ...\n",
       "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|2606:50c0:8000::154|:443... connected.\n",
       "HTTP request sent, awaiting response... 200 OK\n",
@@ -71,7 +71,7 @@
    ],
    "source": [
     "!mkdir -p 'data/paul_graham/'\n",
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
    ]
   },
   {
diff --git a/llama-index-packs/llama-index-packs-rag-fusion-query-pipeline/examples/rag_fusion_pipeline.ipynb b/llama-index-packs/llama-index-packs-rag-fusion-query-pipeline/examples/rag_fusion_pipeline.ipynb
index fdc777ba8c73302acd208502068d7e516f260481..d16ae9e60663b8a21ff970dd1d8828c107164951 100644
--- a/llama-index-packs/llama-index-packs-rag-fusion-query-pipeline/examples/rag_fusion_pipeline.ipynb
+++ b/llama-index-packs/llama-index-packs-rag-fusion-query-pipeline/examples/rag_fusion_pipeline.ipynb
@@ -43,7 +43,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "--2024-01-09 21:50:55--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
+      "--2024-01-09 21:50:55--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt\n",
       "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 2606:50c0:8000::154, 2606:50c0:8003::154, 2606:50c0:8001::154, ...\n",
       "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|2606:50c0:8000::154|:443... connected.\n",
       "HTTP request sent, awaiting response... 200 OK\n",
@@ -58,7 +58,7 @@
     }
    ],
    "source": [
-    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt' -O pg_essay.txt"
+    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt' -O pg_essay.txt"
    ]
   },
   {
diff --git a/llama-index-packs/llama-index-packs-resume-screener/pyproject.toml b/llama-index-packs/llama-index-packs-resume-screener/pyproject.toml
index 81a6431b9b7282188537c6b17d52fbec89a4bb50..7bdc6b83e1151cbbd9c7e90118673c4920f80e99 100644
--- a/llama-index-packs/llama-index-packs-resume-screener/pyproject.toml
+++ b/llama-index-packs/llama-index-packs-resume-screener/pyproject.toml
@@ -29,14 +29,14 @@ license = "MIT"
 maintainers = ["Disiok"]
 name = "llama-index-packs-resume-screener"
 readme = "README.md"
-version = "0.1.3"
+version = "0.1.4"
 
 [tool.poetry.dependencies]
 python = ">=3.8.1,<4.0"
-llama-index-core = "^0.10.1"
+llama-index-core = "^0.10.24"
 pypdf = "^4.0.1"
 llama-index-readers-file = "^0.1.1"
-llama-index-llms-openai = "^0.1.1"
+llama-index-llms-openai = "^0.1.13"
 
 [tool.poetry.group.dev.dependencies]
 ipython = "8.10.0"
diff --git a/poetry.lock b/poetry.lock
index 5f5cbd4f20c4b7030bb7c439265eeb2cbee0ccc7..9e99f996683caa8966aadac157c40412de8ad232 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -831,18 +831,18 @@ devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benc
 
 [[package]]
 name = "filelock"
-version = "3.13.1"
+version = "3.13.3"
 description = "A platform independent file lock."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "filelock-3.13.1-py3-none-any.whl", hash = "sha256:57dbda9b35157b05fb3e58ee91448612eb674172fab98ee235ccb0b5bee19a1c"},
-    {file = "filelock-3.13.1.tar.gz", hash = "sha256:521f5f56c50f8426f5e03ad3b281b490a87ef15bc6c526f168290f0c7148d44e"},
+    {file = "filelock-3.13.3-py3-none-any.whl", hash = "sha256:5ffa845303983e7a0b7ae17636509bc97997d58afeafa72fb141a17b152284cb"},
+    {file = "filelock-3.13.3.tar.gz", hash = "sha256:a79895a25bbefdf55d1a2a0a80968f7dbb28edcd6d4234a0afb3f37ecde4b546"},
 ]
 
 [package.extras]
-docs = ["furo (>=2023.9.10)", "sphinx (>=7.2.6)", "sphinx-autodoc-typehints (>=1.24)"]
-testing = ["covdefaults (>=2.3)", "coverage (>=7.3.2)", "diff-cover (>=8)", "pytest (>=7.4.3)", "pytest-cov (>=4.1)", "pytest-mock (>=3.12)", "pytest-timeout (>=2.2)"]
+docs = ["furo (>=2023.9.10)", "sphinx (>=7.2.6)", "sphinx-autodoc-typehints (>=1.25.2)"]
+testing = ["covdefaults (>=2.3)", "coverage (>=7.3.2)", "diff-cover (>=8.0.1)", "pytest (>=7.4.3)", "pytest-cov (>=4.1)", "pytest-mock (>=3.12)", "pytest-timeout (>=2.2)"]
 typing = ["typing-extensions (>=4.8)"]
 
 [[package]]
@@ -1518,13 +1518,13 @@ llama-index-llms-openai = ">=0.1.1,<0.2.0"
 
 [[package]]
 name = "llama-index-core"
-version = "0.10.23"
+version = "0.10.24"
 description = "Interface between LLMs and your data"
 optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
-    {file = "llama_index_core-0.10.23-py3-none-any.whl", hash = "sha256:59379d5685b1a7a6d8cc4a7124fdcaa3be40b2ea86386d541ab46c7b64ab2550"},
-    {file = "llama_index_core-0.10.23.tar.gz", hash = "sha256:51673d35ec164fcde0fe49c433fbe8659a40a34def4ecf65e64d539f86179efc"},
+    {file = "llama_index_core-0.10.24-py3-none-any.whl", hash = "sha256:c4b979160e813f2f41b6aeaa243293b5297f83aed1c3654d2673aa881551d479"},
+    {file = "llama_index_core-0.10.24.tar.gz", hash = "sha256:0bb28871a44d697a06df8668602828c9132ffe3289b4a598f8928b887ac70901"},
 ]
 
 [package.dependencies]
@@ -1575,13 +1575,13 @@ llama-index-core = ">=0.10.1,<0.11.0"
 
 [[package]]
 name = "llama-index-indices-managed-llama-cloud"
-version = "0.1.4"
+version = "0.1.5"
 description = "llama-index indices llama-cloud integration"
 optional = false
-python-versions = ">=3.8.1,<4.0"
+python-versions = "<4.0,>=3.8.1"
 files = [
-    {file = "llama_index_indices_managed_llama_cloud-0.1.4-py3-none-any.whl", hash = "sha256:48afacbc1d22150079c431bb3aa4570c490ee045530c6977b294709770a869a6"},
-    {file = "llama_index_indices_managed_llama_cloud-0.1.4.tar.gz", hash = "sha256:1ad07aea659125b31cbf45ff939b19f2208f2f52ac7a1e37539d7a15e9db2c86"},
+    {file = "llama_index_indices_managed_llama_cloud-0.1.5-py3-none-any.whl", hash = "sha256:79f636cb6f4fabb12fec153564110f7f4dfda3cacb087793a5fec988484d7d2c"},
+    {file = "llama_index_indices_managed_llama_cloud-0.1.5.tar.gz", hash = "sha256:47cdde9f06bbddd508f0efcf41de425e85171ac2c8fda8a5fb2a89673e1c8c71"},
 ]
 
 [package.dependencies]
@@ -1629,17 +1629,17 @@ query-tools = ["guidance (>=0.0.64,<0.0.65)", "jsonpath-ng (>=1.6.0,<2.0.0)", "l
 
 [[package]]
 name = "llama-index-llms-openai"
-version = "0.1.12"
+version = "0.1.13"
 description = "llama-index llms openai integration"
 optional = false
-python-versions = ">=3.8.1,<4.0"
+python-versions = "<4.0,>=3.8.1"
 files = [
-    {file = "llama_index_llms_openai-0.1.12-py3-none-any.whl", hash = "sha256:75cf9ad8de0578fc8aae959f3f5f0900f496d8674cfdf97f3e064004e54d7b64"},
-    {file = "llama_index_llms_openai-0.1.12.tar.gz", hash = "sha256:400ca0083951bd668ce8bc24875ce70b636e7db328b27c6a50e6d1a2b081b9e6"},
+    {file = "llama_index_llms_openai-0.1.13-py3-none-any.whl", hash = "sha256:84b7f2d1699d882d6a92f7e8a8b203701e9a32e42924e01bccabddbe9955d3f7"},
+    {file = "llama_index_llms_openai-0.1.13.tar.gz", hash = "sha256:c0fd932255ac9bf72b6b02c3811eebbf3431aa7603aeaab31c811547f444b1ca"},
 ]
 
 [package.dependencies]
-llama-index-core = ">=0.10.20.post1,<0.11.0"
+llama-index-core = ">=0.10.24,<0.11.0"
 
 [[package]]
 name = "llama-index-multi-modal-llms-openai"
@@ -1709,28 +1709,28 @@ striprtf = ">=0.0.26,<0.0.27"
 
 [[package]]
 name = "llama-index-readers-llama-parse"
-version = "0.1.3"
+version = "0.1.4"
 description = "llama-index readers llama-parse integration"
 optional = false
-python-versions = ">=3.8.1,<4.0"
+python-versions = "<4.0,>=3.8.1"
 files = [
-    {file = "llama_index_readers_llama_parse-0.1.3-py3-none-any.whl", hash = "sha256:f52a06a2765a2ffe6c138cf1703ab1de6249ff069ba62d80b9147e849bbcbc27"},
-    {file = "llama_index_readers_llama_parse-0.1.3.tar.gz", hash = "sha256:e0ee0c393e10fc80eac644788338bbd2032050c8b8a474f3d0b5ebd08e9867fe"},
+    {file = "llama_index_readers_llama_parse-0.1.4-py3-none-any.whl", hash = "sha256:c4914b37d12cceee56fbd185cca80f87d60acbf8ea7a73f9719610180be1fcdd"},
+    {file = "llama_index_readers_llama_parse-0.1.4.tar.gz", hash = "sha256:78608b193c818894aefeee0aa303f02b7f80f2e4caf13866c2fd3b0b1023e2c0"},
 ]
 
 [package.dependencies]
 llama-index-core = ">=0.10.7,<0.11.0"
-llama-parse = ">=0.3.3,<0.4.0"
+llama-parse = ">=0.4.0,<0.5.0"
 
 [[package]]
 name = "llama-parse"
-version = "0.3.9"
+version = "0.4.0"
 description = "Parse files into RAG-Optimized formats."
 optional = false
-python-versions = ">=3.8.1,<4.0"
+python-versions = "<4.0,>=3.8.1"
 files = [
-    {file = "llama_parse-0.3.9-py3-none-any.whl", hash = "sha256:ee96102ad5d23f7cadf677fff4c2f55493472ba0d0be7588e7a7b37c0338ed81"},
-    {file = "llama_parse-0.3.9.tar.gz", hash = "sha256:beb6ba4dbb7a57708ab6f10f7d53141598e39de1a040a61e6f5a71c3a5d56b13"},
+    {file = "llama_parse-0.4.0-py3-none-any.whl", hash = "sha256:52b450c9bb94746c5f86867f54fd2e74670d89b385dcb879eb93490a42fda628"},
+    {file = "llama_parse-0.4.0.tar.gz", hash = "sha256:ee521e9422db48dbdf00303cb6e90f1066131960b5ca4e14f5b5a6db6b7917e2"},
 ]
 
 [package.dependencies]
@@ -2308,13 +2308,13 @@ files = [
 
 [[package]]
 name = "openai"
-version = "1.14.2"
+version = "1.14.3"
 description = "The official Python library for the openai API"
 optional = false
 python-versions = ">=3.7.1"
 files = [
-    {file = "openai-1.14.2-py3-none-any.whl", hash = "sha256:a48b3c4d635b603952189ac5a0c0c9b06c025b80eb2900396939f02bb2104ac3"},
-    {file = "openai-1.14.2.tar.gz", hash = "sha256:e5642f7c02cf21994b08477d7bb2c1e46d8f335d72c26f0396c5f89b15b5b153"},
+    {file = "openai-1.14.3-py3-none-any.whl", hash = "sha256:7a465994a7ccf677a110c6cc2ef9d86229bad42c060b585b67049aa749f3b774"},
+    {file = "openai-1.14.3.tar.gz", hash = "sha256:37b514e9c0ff45383ec9b242abd0f7859b1080d4b54b61393ed341ecad1b8eb9"},
 ]
 
 [package.dependencies]
@@ -3622,60 +3622,60 @@ test = ["pytest"]
 
 [[package]]
 name = "sqlalchemy"
-version = "2.0.28"
+version = "2.0.29"
 description = "Database Abstraction Library"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "SQLAlchemy-2.0.28-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:e0b148ab0438f72ad21cb004ce3bdaafd28465c4276af66df3b9ecd2037bf252"},
-    {file = "SQLAlchemy-2.0.28-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:bbda76961eb8f27e6ad3c84d1dc56d5bc61ba8f02bd20fcf3450bd421c2fcc9c"},
-    {file = "SQLAlchemy-2.0.28-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:feea693c452d85ea0015ebe3bb9cd15b6f49acc1a31c28b3c50f4db0f8fb1e71"},
-    {file = "SQLAlchemy-2.0.28-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5da98815f82dce0cb31fd1e873a0cb30934971d15b74e0d78cf21f9e1b05953f"},
-    {file = "SQLAlchemy-2.0.28-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:4a5adf383c73f2d49ad15ff363a8748319ff84c371eed59ffd0127355d6ea1da"},
-    {file = "SQLAlchemy-2.0.28-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:56856b871146bfead25fbcaed098269d90b744eea5cb32a952df00d542cdd368"},
-    {file = "SQLAlchemy-2.0.28-cp310-cp310-win32.whl", hash = "sha256:943aa74a11f5806ab68278284a4ddd282d3fb348a0e96db9b42cb81bf731acdc"},
-    {file = "SQLAlchemy-2.0.28-cp310-cp310-win_amd64.whl", hash = "sha256:c6c4da4843e0dabde41b8f2e8147438330924114f541949e6318358a56d1875a"},
-    {file = "SQLAlchemy-2.0.28-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:46a3d4e7a472bfff2d28db838669fc437964e8af8df8ee1e4548e92710929adc"},
-    {file = "SQLAlchemy-2.0.28-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:0d3dd67b5d69794cfe82862c002512683b3db038b99002171f624712fa71aeaa"},
-    {file = "SQLAlchemy-2.0.28-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c61e2e41656a673b777e2f0cbbe545323dbe0d32312f590b1bc09da1de6c2a02"},
-    {file = "SQLAlchemy-2.0.28-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0315d9125a38026227f559488fe7f7cee1bd2fbc19f9fd637739dc50bb6380b2"},
-    {file = "SQLAlchemy-2.0.28-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:af8ce2d31679006e7b747d30a89cd3ac1ec304c3d4c20973f0f4ad58e2d1c4c9"},
-    {file = "SQLAlchemy-2.0.28-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:81ba314a08c7ab701e621b7ad079c0c933c58cdef88593c59b90b996e8b58fa5"},
-    {file = "SQLAlchemy-2.0.28-cp311-cp311-win32.whl", hash = "sha256:1ee8bd6d68578e517943f5ebff3afbd93fc65f7ef8f23becab9fa8fb315afb1d"},
-    {file = "SQLAlchemy-2.0.28-cp311-cp311-win_amd64.whl", hash = "sha256:ad7acbe95bac70e4e687a4dc9ae3f7a2f467aa6597049eeb6d4a662ecd990bb6"},
-    {file = "SQLAlchemy-2.0.28-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:d3499008ddec83127ab286c6f6ec82a34f39c9817f020f75eca96155f9765097"},
-    {file = "SQLAlchemy-2.0.28-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:9b66fcd38659cab5d29e8de5409cdf91e9986817703e1078b2fdaad731ea66f5"},
-    {file = "SQLAlchemy-2.0.28-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:bea30da1e76cb1acc5b72e204a920a3a7678d9d52f688f087dc08e54e2754c67"},
-    {file = "SQLAlchemy-2.0.28-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:124202b4e0edea7f08a4db8c81cc7859012f90a0d14ba2bf07c099aff6e96462"},
-    {file = "SQLAlchemy-2.0.28-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:e23b88c69497a6322b5796c0781400692eca1ae5532821b39ce81a48c395aae9"},
-    {file = "SQLAlchemy-2.0.28-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:4b6303bfd78fb3221847723104d152e5972c22367ff66edf09120fcde5ddc2e2"},
-    {file = "SQLAlchemy-2.0.28-cp312-cp312-win32.whl", hash = "sha256:a921002be69ac3ab2cf0c3017c4e6a3377f800f1fca7f254c13b5f1a2f10022c"},
-    {file = "SQLAlchemy-2.0.28-cp312-cp312-win_amd64.whl", hash = "sha256:b4a2cf92995635b64876dc141af0ef089c6eea7e05898d8d8865e71a326c0385"},
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 ]
 
 [package.dependencies]
@@ -4302,4 +4302,4 @@ testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "p
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.8.1,<4.0"
-content-hash = "1d0d8dc47d815d6bfba2c471e88cb5b1dc07b6810bb49309b63fa89f367c0430"
+content-hash = "91b54ceb13377ca45c2fd44e037fd7ea3d8fe40cdd48a2c006d551f0b08a9482"
diff --git a/pyproject.toml b/pyproject.toml
index 03fcff4078a3b794b0ec43916fd1cd5be3bb22fc..0e5a525b833aa11dec4c14e8732fa62811a3f3a7 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -44,12 +44,12 @@ name = "llama-index"
 packages = [{from = "_llama-index", include = "llama_index"}]
 readme = "README.md"
 repository = "https://github.com/run-llama/llama_index"
-version = "0.10.23"
+version = "0.10.24"
 
 [tool.poetry.dependencies]
 python = ">=3.8.1,<4.0"
 llama-index-legacy = "^0.9.48"
-llama-index-llms-openai = "^0.1.5"
+llama-index-llms-openai = "^0.1.13"
 llama-index-embeddings-openai = "^0.1.5"
 llama-index-program-openai = "^0.1.3"
 llama-index-question-gen-openai = "^0.1.2"
@@ -57,7 +57,7 @@ llama-index-agent-openai = "^0.1.4"
 llama-index-readers-file = "^0.1.4"
 llama-index-readers-llama-parse = "^0.1.2"
 llama-index-indices-managed-llama-cloud = "^0.1.2"
-llama-index-core = "^0.10.23"
+llama-index-core = "^0.10.24"
 llama-index-multi-modal-llms-openai = "^0.1.3"
 llama-index-cli = "^0.1.2"