Logan/fix ibm docs again (#14305)

docs/docs/api_reference/embeddings/ibm_watsonx.md → docs/docs/api_reference/embeddings/ibm.md

@@ -1,5 +1,3 @@
-# IBM watsonx.ai
-
 ::: llama_index.embeddings.ibm
     options:
       members:

docs/docs/api_reference/llms/ibm.md

@@ -0,0 +1,4 @@
+::: llama_index.llms.ibm
+    options:
+      members:
+        - WatsonxLLM

docs/docs/index.md

@@ -58,12 +58,12 @@ LlamaIndex imposes no restriction on how you use LLMs. You can use LLMs as auto-
 
 Some popular use cases for LlamaIndex and context augmentation in general include:
 
-- [Question-Answering](./use_cases/q_and_a/) (Retrieval-Augmented Generation aka RAG)
-- [Chatbots](./use_cases/chatbots/)
-- [Document Understanding and Data Extraction](./use_cases/extraction/)
-- [Autonomous Agents](./use_cases/agents/) that can perform research and take actions
-- [Multi-modal applications](./use_cases/multimodal/) that combine text, images, and other data types
-- [Fine-tuning](./use_cases/fine_tuning/) models on data to improve performance
+- [Question-Answering](./use_cases/q_and_a/index.md) (Retrieval-Augmented Generation aka RAG)
+- [Chatbots](./use_cases/chatbots.md)
+- [Document Understanding and Data Extraction](./use_cases/extraction.md)
+- [Autonomous Agents](./use_cases/agents.md) that can perform research and take actions
+- [Multi-modal applications](./use_cases/multimodal.md) that combine text, images, and other data types
+- [Fine-tuning](./use_cases/fine_tuning.md) models on data to improve performance
 
 Check out our [use cases](./use_cases/index.md) documentation for more examples and links to tutorials.
 
@@ -99,7 +99,7 @@ response = query_engine.query("Some question about the data should go here")
 print(response)
 ```
 
-If any part of this trips you up, don't worry! Check out our more comprehensive starter tutorials using [remote APIs like OpenAI](./getting_started/starter_example/) or [any model that runs on your laptop](./getting_started/starter_example_local/).
+If any part of this trips you up, don't worry! Check out our more comprehensive starter tutorials using [remote APIs like OpenAI](./getting_started/starter_example.md) or [any model that runs on your laptop](./getting_started/starter_example_local.md).
 
 ## LlamaCloud
 
@@ -130,7 +130,7 @@ Need help? Have a feature suggestion? Join the LlamaIndex community:
 
 ### Contributing
 
-We are open-source and always welcome contributions to the project! Check out our [contributing guide](./CONTRIBUTING) for full details on how to extend the core library or add an integration to a third party like an LLM, a vector store, an agent tool and more.
+We are open-source and always welcome contributions to the project! Check out our [contributing guide](./CONTRIBUTING.md) for full details on how to extend the core library or add an integration to a third party like an LLM, a vector store, an agent tool and more.
 
 ## Related projects
 

docs/mkdocs.yml

@@ -786,7 +786,6 @@ nav:
           - ./api_reference/embeddings/huggingface_optimum.md
           - ./api_reference/embeddings/huggingface_optimum_intel.md
           - ./api_reference/embeddings/ibm.md
-          - ./api_reference/embeddings/ibm_watsonx.md
           - ./api_reference/embeddings/index.md
           - ./api_reference/embeddings/instructor.md
           - ./api_reference/embeddings/ipex_llm.md
@@ -873,7 +872,6 @@ nav:
           - ./api_reference/llms/huggingface.md
           - ./api_reference/llms/huggingface_api.md
           - ./api_reference/llms/ibm.md
-          - ./api_reference/llms/ibm_watsonx.md
           - ./api_reference/llms/index.md
           - ./api_reference/llms/ipex_llm.md
           - ./api_reference/llms/konko.md
@@ -1856,7 +1854,6 @@ plugins:
             - ../llama-index-integrations/question_gen/llama-index-question-gen-guidance
             - ../llama-index-integrations/question_gen/llama-index-question-gen-openai
             - ../llama-index-integrations/llms/llama-index-llms-palm
-            - ../llama-index-integrations/llms/llama-index-llms-watsonx
             - ../llama-index-integrations/llms/llama-index-llms-cohere
             - ../llama-index-integrations/llms/llama-index-llms-nvidia-triton
             - ../llama-index-integrations/llms/llama-index-llms-ai21
@@ -2018,6 +2015,7 @@ plugins:
             - ../llama-index-integrations/postprocessor/llama-index-postprocessor-mixedbreadai-rerank
             - ../llama-index-integrations/readers/llama-index-readers-pdf-marker
             - ../llama-index-integrations/llms/llama-index-llms-you
+            - ../llama-index-integrations/llms/llama-index-llms-watsonx
   - redirects:
       redirect_maps:
         ./api/llama_index.vector_stores.MongoDBAtlasVectorSearch.html: api_reference/storage/vector_store/mongodb.md

llama-index-integrations/embeddings/llama-index-embeddings-ibm/.gitignore

@@ -0,0 +1,153 @@
+llama_index/_static
+.DS_Store
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+bin/
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+etc/
+include/
+lib/
+lib64/
+parts/
+sdist/
+share/
+var/
+wheels/
+pip-wheel-metadata/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+.ruff_cache
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+notebooks/
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+.python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+pyvenv.cfg
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# Jetbrains
+.idea
+modules/
+*.swp
+
+# VsCode
+.vscode
+
+# pipenv
+Pipfile
+Pipfile.lock
+
+# pyright
+pyrightconfig.json

llama-index-integrations/embeddings/llama-index-embeddings-ibm/BUILD

@@ -0,0 +1,3 @@
+poetry_requirements(
+    name="poetry",
+)

llama-index-integrations/embeddings/llama-index-embeddings-ibm/Makefile

@@ -0,0 +1,17 @@
+GIT_ROOT ?= $(shell git rev-parse --show-toplevel)
+
+help:	## Show all Makefile targets.
+	@grep -E '^[a-zA-Z_-]+:.*?## .*$$' $(MAKEFILE_LIST) | awk 'BEGIN {FS = ":.*?## "}; {printf "\033[33m%-30s\033[0m %s\n", $$1, $$2}'
+
+format:	## Run code autoformatters (black).
+	pre-commit install
+	git ls-files | xargs pre-commit run black --files
+
+lint:	## Run linters: pre-commit (black, ruff, codespell) and mypy
+	pre-commit install && git ls-files | xargs pre-commit run --show-diff-on-failure --files
+
+test:	## Run tests via pytest.
+	pytest tests
+
+watch-docs:	## Build and watch documentation.
+	sphinx-autobuild docs/ docs/_build/html --open-browser --watch $(GIT_ROOT)/llama_index/

llama-index-integrations/embeddings/llama-index-embeddings-ibm/README.md

@@ -0,0 +1,106 @@
+# LlamaIndex Embeddings Integration: IBM
+
+This package provides the integration between LlamaIndex and IBM watsonx.ai through the `ibm-watsonx-ai` SDK.
+
+## Installation
+
+```bash
+pip install llama-index-embeddings-ibm
+```
+
+## Usage
+
+### Setting up
+
+To use IBM's models, you must have an IBM Cloud user API key. Here's how to obtain and set up your API key:
+
+1. **Obtain an API Key:** For more details on how to create and manage an API key, refer to IBM's [documentation](https://cloud.ibm.com/docs/account?topic=account-userapikey&interface=ui).
+2. **Set the API Key as an Environment Variable:** For security reasons, it's recommended to not hard-code your API key directly in your scripts. Instead, set it up as an environment variable. You can use the following code to prompt for the API key and set it as an environment variable:
+
+```python
+import os
+from getpass import getpass
+
+watsonx_api_key = getpass()
+os.environ["WATSONX_APIKEY"] = watsonx_api_key
+```
+
+In alternative, you can set the environment variable in your terminal.
+
+- **Linux/macOS:** Open your terminal and execute the following command:
+
+  ```bash
+  export WATSONX_APIKEY='your_ibm_api_key'
+  ```
+
+  To make this environment variable persistent across terminal sessions, add the above line to your `~/.bashrc`, `~/.bash_profile`, or `~/.zshrc` file.
+
+- **Windows:** For Command Prompt, use:
+  ```cmd
+  set WATSONX_APIKEY=your_ibm_api_key
+  ```
+
+### Load the model
+
+You might need to adjust embedding parameters for different tasks.
+
+```python
+truncate_input_tokens = 3
+```
+
+Initialize the `WatsonxEmbeddings` class with previously set parameters.
+
+**Note**:
+
+- To provide context for the API call, you must add `project_id` or `space_id`. For more information see [documentation](https://www.ibm.com/docs/en/watsonx-as-a-service?topic=projects).
+- Depending on the region of your provisioned service instance, use one of the urls described [here](https://ibm.github.io/watsonx-ai-python-sdk/setup_cloud.html#authentication).
+
+In this example, we’ll use the `project_id` and Dallas url.
+
+You need to specify `model_id` that will be used for inferencing.
+
+```python
+from llama_index.embeddings.ibm import WatsonxEmbeddings
+
+watsonx_embedding = WatsonxEmbeddings(
+    model_id="ibm/slate-125m-english-rtrvr",
+    url="https://us-south.ml.cloud.ibm.com",
+    project_id="PASTE YOUR PROJECT_ID HERE",
+    truncate_input_tokens=truncate_input_tokens,
+)
+```
+
+Alternatively you can use Cloud Pak for Data credentials. For details, see [documentation](https://ibm.github.io/watsonx-ai-python-sdk/setup_cpd.html).
+
+```python
+watsonx_embedding = WatsonxEmbeddings(
+    model_id="ibm/slate-125m-english-rtrvr",
+    url="PASTE YOUR URL HERE",
+    username="PASTE YOUR USERNAME HERE",
+    password="PASTE YOUR PASSWORD HERE",
+    instance_id="openshift",
+    version="5.0",
+    project_id="PASTE YOUR PROJECT_ID HERE",
+    truncate_input_tokens=truncate_input_tokens,
+)
+```
+
+## Usage
+
+### Embed query
+
+```python
+query = "Example query."
+
+query_result = watsonx_embedding.get_query_embedding(query)
+print(query_result[:5])
+```
+
+### Embed list of texts
+
+```python
+texts = ["This is a content of one document", "This is another document"]
+
+doc_result = watsonx_embedding.get_text_embedding_batch(texts)
+print(doc_result[0][:5])
+```

llama-index-integrations/embeddings/llama-index-embeddings-ibm/llama_index/embeddings/ibm/BUILD

@@ -0,0 +1 @@
+python_sources()

llama-index-integrations/embeddings/llama-index-embeddings-ibm/llama_index/embeddings/ibm/__init__.py

@@ -0,0 +1,4 @@
+from llama_index.embeddings.ibm.base import WatsonxEmbeddings
+
+
+__all__ = ["WatsonxEmbeddings"]