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DEV/RS: fix broken redis-py URLs (#1854)
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content/develop/ai/search-and-query/vectors.md

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@@ -159,7 +159,7 @@ HSET docs:01 doc_embedding <vector_bytes> category sports
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Hash values are stored as binary-safe strings. The value `<vector_bytes>` represents the vector's underlying memory buffer.
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{{% /alert %}}
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A common method for converting vectors to bytes uses the [redis-py](https://redis-py.readthedocs.io/en/stable/examples/search_vector_similarity_examples.html) client library and the Python [NumPy](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.tobytes.html) library.
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A common method for converting vectors to bytes uses the [redis-py](https://redis.readthedocs.io/en/stable/examples/search_vector_similarity_examples.html) client library and the Python [NumPy](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.tobytes.html) library.
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**Example**
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content/develop/clients/redis-py/connect.md

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@@ -65,7 +65,7 @@ rc.set('foo', 'bar')
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rc.get('foo')
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# b'bar'
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```
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For more information, see [redis-py Clustering](https://redis-py.readthedocs.io/en/stable/clustering.html).
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For more information, see [redis-py Clustering](https://redis.readthedocs.io/en/stable/clustering.html).
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## Connect to your production Redis with TLS
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r.get('foo')
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# b'bar'
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```
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For more information, see [redis-py TLS examples](https://redis-py.readthedocs.io/en/stable/examples/ssl_connection_examples.html).
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For more information, see [redis-py TLS examples](https://redis.readthedocs.io/en/stable/examples/ssl_connection_examples.html).
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## Connect using client-side caching
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content/integrate/redisom-for-python/_index.md

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@@ -745,7 +745,7 @@ Using `redis-cli`, you can check that the person now has a TTL set with the Redi
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This shows that Redis will expire the key 584 seconds from now.
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You can use the `.db()` function on your model class to get at the underlying redis-py connection whenever you want to run lower level Redis commands. For more details, see the [redis-py documentation](https://redis-py.readthedocs.io/en/stable/).
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You can use the `.db()` function on your model class to get at the underlying redis-py connection whenever you want to run lower level Redis commands. For more details, see the [redis-py documentation](https://redis.readthedocs.io/en/stable/).
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## Shutting Down Redis (Docker)
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content/operate/rs/7.4/databases/connect/test-client-connectivity.md

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@@ -150,4 +150,4 @@ print(r.set('foo', 'bar'))
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print(r.get('foo'))
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```
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For more `redis-py` connection examples, see the [`redis-py` developer documentation](https://redis-py.readthedocs.io/en/stable/examples/connection_examples.html).
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For more `redis-py` connection examples, see the [`redis-py` developer documentation](https://redis.readthedocs.io/en/stable/examples/connection_examples.html).

content/operate/rs/7.8/databases/connect/test-client-connectivity.md

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print(r.get('foo'))
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```
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For more `redis-py` connection examples, see the [`redis-py` developer documentation](https://redis-py.readthedocs.io/en/stable/examples/connection_examples.html).
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For more `redis-py` connection examples, see the [`redis-py` developer documentation](https://redis.readthedocs.io/en/stable/examples/connection_examples.html).

content/operate/rs/databases/connect/test-client-connectivity.md

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print(r.get('foo'))
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```
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For more `redis-py` connection examples, see the [`redis-py` developer documentation](https://redis-py.readthedocs.io/en/stable/examples/connection_examples.html).
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For more `redis-py` connection examples, see the [`redis-py` developer documentation](https://redis.readthedocs.io/en/stable/examples/connection_examples.html).

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