Update documentation to use base imports, closes #765

docs/embeddings/configuration/index.md

@@ -5,7 +5,7 @@ The following describes available embeddings configuration. These parameters are
 Configuration is designed to be optional and set only when needed. Out of the box, sensible defaults are picked to get up and running fast. For example:
 
 ```python
-from txtai.embeddings import Embeddings
+from txtai import Embeddings
 
 embeddings = Embeddings()
 ```
@@ -13,7 +13,7 @@ embeddings = Embeddings()
 Creates a new embeddings instance, using [all-MiniLM-L6-v2](https://hf.co/sentence-transformers/all-MiniLM-L6-v2) as the vector model, [Faiss](https://faiss.ai/) as the ANN index backend and content disabled.
 
 ```python
-from txtai.embeddings import Embeddings
+from txtai import Embeddings
 
 embeddings = Embeddings(content=True)
 ```

docs/faq.md

@@ -48,7 +48,7 @@ Embeddings example.
 
 ```python
 from transformers import AutoModel, AutoTokenizer
-from txtai.embeddings import Embeddings
+from txtai import Embeddings
 
 # Load model externally
 model = AutoModel.from_pretrained("sentence-transformers/all-MiniLM-L6-v2")
@@ -64,7 +64,7 @@ LLM pipeline example.
 import torch
 
 from transformers import AutoModelForCausalLM, AutoTokenizer
-from txtai.pipeline import LLM
+from txtai import LLM
 
 # Load Mistral-7B-OpenOrca
 path = "Open-Orca/Mistral-7B-OpenOrca"

docs/pipeline/audio/texttospeech.md

@@ -47,7 +47,7 @@ workflow:
 ### Run with Workflows
 
 ```python
-from txtai.app import Application
+from txtai import Application
 
 # Create and run pipeline with workflow
 app = Application("config.yml")

docs/pipeline/audio/transcription.md

@@ -42,7 +42,7 @@ workflow:
 ### Run with Workflows
 
 ```python
-from txtai.app import Application
+from txtai import Application
 
 # Create and run pipeline with workflow
 app = Application("config.yml")

docs/pipeline/data/segmentation.md

@@ -37,7 +37,7 @@ workflow:
 ### Run with Workflows
 
 ```python
-from txtai.app import Application
+from txtai import Application
 
 # Create and run pipeline with workflow
 app = Application("config.yml")

docs/pipeline/data/tabular.md

@@ -45,7 +45,7 @@ workflow:
 ### Run with Workflows
 
 ```python
-from txtai.app import Application
+from txtai import Application
 
 # Create and run pipeline with workflow
 app = Application("config.yml")

docs/pipeline/data/textractor.md

@@ -50,7 +50,7 @@ workflow:
 ### Run with Workflows
 
 ```python
-from txtai.app import Application
+from txtai import Application
 
 # Create and run pipeline with workflow
 app = Application("config.yml")

docs/pipeline/image/caption.md

@@ -42,7 +42,7 @@ workflow:
 ### Run with Workflows
 
 ```python
-from txtai.app import Application
+from txtai import Application
 
 # Create and run pipeline with workflow
 app = Application("config.yml")

docs/pipeline/image/imagehash.md

@@ -42,7 +42,7 @@ workflow:
 ### Run with Workflows
 
 ```python
-from txtai.app import Application
+from txtai import Application
 
 # Create and run pipeline with workflow
 app = Application("config.yml")

docs/pipeline/image/objects.md

@@ -42,7 +42,7 @@ workflow:
 ### Run with Workflows
 
 ```python
-from txtai.app import Application
+from txtai import Application
 
 # Create and run pipeline with workflow
 app = Application("config.yml")

docs/pipeline/text/entity.md

@@ -43,7 +43,7 @@ workflow:
 ### Run with Workflows
 
 ```python
-from txtai.app import Application
+from txtai import Application
 
 # Create and run pipeline with workflow
 app = Application("config.yml")

docs/pipeline/text/labels.md

@@ -46,7 +46,7 @@ workflow:
 ### Run with Workflows
 
 ```python
-from txtai.app import Application
+from txtai import Application
 
 # Create and run pipeline with workflow
 app = Application("config.yml")

docs/pipeline/text/llm.md

@@ -123,7 +123,7 @@ llm:
 ### Run with Workflows
 
 ```python
-from txtai.app import Application
+from txtai import Application
 
 # Create and run pipeline with workflow
 app = Application("config.yml")

docs/pipeline/text/rag.md

@@ -12,8 +12,7 @@ The data store can be an embeddings database or a similarity instance with assoc
 The following shows a simple example using this pipeline.
 
 ```python
-from txtai import Embeddings
-from txtai import RAG
+from txtai import Embeddings, RAG
 
 # Input data
 data = [
@@ -98,7 +97,7 @@ workflow:
 Built in tasks make using the extractor pipeline easier.
 
 ```python
-from txtai.app import Application
+from txtai import Application
 
 # Create and run pipeline with workflow
 app = Application("config.yml")

docs/pipeline/text/similarity.md

@@ -43,7 +43,7 @@ similarity:
 ### Run with Workflows
 
 ```python
-from txtai.app import Application
+from txtai import Application
 
 # Create and run pipeline with workflow
 app = Application("config.yml")

docs/pipeline/text/summary.md

@@ -42,7 +42,7 @@ workflow:
 ### Run with Workflows
 
 ```python
-from txtai.app import Application
+from txtai import Application
 
 # Create and run pipeline with workflow
 app = Application("config.yml")

docs/pipeline/text/translation.md

@@ -43,7 +43,7 @@ workflow:
 ### Run with Workflows
 
 ```python
-from txtai.app import Application
+from txtai import Application
 
 # Create and run pipeline with workflow
 app = Application("config.yml")

docs/workflow/index.md

@@ -38,7 +38,7 @@ Workflows are run with Python or configuration. Examples of both methods are sho
 A full-featured example is shown below in Python. This workflow transcribes a set of audio files, translates the text into French and indexes the data.
 
 ```python
-from txtai.embeddings import Embeddings
+from txtai import Embeddings
 from txtai.pipeline import Transcription, Translation
 from txtai.workflow import FileTask, Task, Workflow
 
@@ -108,7 +108,7 @@ workflow:
 
 ```python
 # Create and run the workflow
-from txtai.app import Application
+from txtai import Application
 
 # Create and run the workflow
 app = Application("workflow.yml")
@@ -153,7 +153,7 @@ workflow:
 ```
 
 ```python
-from txtai.app import Application
+from txtai import Application
 
 app = Application("workflow.yml")
 list(app.workflow("llm", [

docs/workflow/schedule.md

@@ -52,7 +52,7 @@ workflow:
 
 ```python
 # Create and run the workflow
-from txtai.app import Application
+from txtai import Application
 
 # Create and run the workflow
 app = Application("workflow.yml")