Update documentation to use cocoindex update module_name

docs/docs/core/flow_methods.mdx

@@ -147,7 +147,7 @@ The `cocoindex update` subcommand creates/updates data in the target.
 Once it's done, the target data is fresh up to the moment when the command is called.
 
 ```sh
-cocoindex update main.py
+cocoindex update main
 ```
 
 With a `--setup` option, it will also setup the flow first if needed.
@@ -220,7 +220,7 @@ Change capture mechanisms enable CocoIndex to continuously capture changes from
 To perform live update, run the `cocoindex update` subcommand with `-L` option:
 
 ```sh
-cocoindex update main.py -L
+cocoindex update main -L
 ```
 
 If there's at least one data source with change capture mechanism enabled, it will keep running until aborted (e.g. by `Ctrl-C`).

examples/code_embedding/README.md

@@ -42,13 +42,13 @@ We will match against user-provided text by a SQL query, reusing the embedding o
 - Setup:
 
   ```bash
-  cocoindex setup main.py
+  cocoindex setup main
   ```
 
 - Update index:
 
   ```bash
-  cocoindex update main.py
+  cocoindex update main
   ```
 
 - Run:

examples/docs_to_knowledge_graph/README.md

@@ -34,13 +34,13 @@ pip install -e .
 Setup:
 
 ```bash
-cocoindex setup main.py
+cocoindex setup main
 ```
 
 Update index:
 
 ```bash
-cocoindex update main.py
+cocoindex update main
 ```
 
 ### Browse the knowledge graph

examples/fastapi_server_docker/README.md

@@ -24,13 +24,13 @@ COCOINDEX_DATABASE_URL=postgres://cocoindex:cocoindex@localhost/cocoindex
 - Setup:
 
     ```bash
-    cocoindex setup main.py
+    cocoindex setup main
     ```
 
 - Update index:
 
     ```bash
-    cocoindex update main.py
+    cocoindex update main
     ```
 
 - Run:

examples/fastapi_server_docker/dockerfile

@@ -16,4 +16,4 @@ COPY . .
 
 RUN cat .env
 
-CMD ["sh", "-c", "echo yes | cocoindex setup main.py && cocoindex update main.py && python main.py"]
+CMD ["sh", "-c", "echo yes | cocoindex setup main && cocoindex update main && python main.py"]

examples/gdrive_text_embedding/README.md

@@ -51,7 +51,7 @@ Before running the example, you need to:
 - Setup:
 
     ```sh
-    cocoindex setup main.py
+    cocoindex setup main
     ```
 
 - Run:

examples/live_updates/README.md

@@ -42,7 +42,7 @@ The script then starts a `FlowLiveUpdater`, which runs in the background and con
     This method is useful for managing your indexes from the command line, through CocoIndex [CLI](https://cocoindex.io/docs/core/flow_methods#cli-2).
 
     ```bash
-    cocoindex update main.py -L --setup
+    cocoindex update main -L --setup
     ```
 
 4.  **Test the live updates:**

examples/manuals_llm_extraction/README.md

@@ -32,13 +32,13 @@ pip install -e .
 Setup:
 
 ```bash
-cocoindex setup main.py
+cocoindex setup main
 ```
 
 Update index:
 
 ```bash
-cocoindex update main.py
+cocoindex update main
 ```
 
 ### Query the index

examples/multi_format_indexing/README.md

@@ -42,13 +42,13 @@ pip install -e .
 Setup:
 
 ```bash
-cocoindex setup main.py
+cocoindex setup main
 ```
 
 Update index:
 
 ```bash
-cocoindex update main.py
+cocoindex update main
 ```
 
 Run:

examples/patient_intake_extraction/README.md

@@ -32,13 +32,13 @@ CocoIndex supports multiple [sources](https://cocoindex.io/docs/ops/sources) and
 Setup index:
 
 ```bash
-cocoindex setup main.py
+cocoindex setup main
 ```
 
 Update index:
 
 ```bash
-cocoindex update main.py
+cocoindex update main
 ```
 
 Run query:

examples/pdf_embedding/README.md

@@ -36,13 +36,13 @@ pip install -e .
 Setup:
 
 ```bash
-cocoindex setup main.py
+cocoindex setup main
 ```
 
 Update index:
 
 ```bash
-cocoindex update main.py
+cocoindex update main
 ```
 
 Run:

examples/product_recommendation/README.md

@@ -29,13 +29,13 @@ pip install -e .
 Setup:
 
 ```bash
-cocoindex setup main.py
+cocoindex setup main
 ```
 
 Update index:
 
 ```bash
-cocoindex update main.py
+cocoindex update main
 ```
 
 ### Browse the knowledge graph

examples/text_embedding/README.md

@@ -35,13 +35,13 @@ pip install -e .
 Setup:
 
 ```bash
-cocoindex setup main.py
+cocoindex setup main
 ```
 
 Update index:
 
 ```bash
-cocoindex update main.py
+cocoindex update main
 ```
 
 Run:

examples/text_embedding_qdrant/README.md

@@ -41,7 +41,7 @@ We use Qdrant client to query the index, and reuse the embedding operation in th
 - Setup:
 
    ```bash
-   cocoindex setup main.py
+   cocoindex setup main
    ```
 
    It will automatically create a collection in Qdrant.
@@ -50,7 +50,7 @@ We use Qdrant client to query the index, and reuse the embedding operation in th
 - Update index:
 
    ```bash
-   cocoindex update main.py
+   cocoindex update main
    ```
 
 - Run: