GLLM Inference v0.4 to v0.5

As you may have noticed, several legacy modules in GLLM Inference have been marked as deprecated for a while. If your application is still using them, you should have received warning logs.

Backward compatibility will be removed in the upcoming minor version v0.5.0. Please review this migration guide to ensure a smooth transition.

Note: If you've set the GLLM Inference dependency in your app as ^0.4.0, you don't have to do this migration immediately, as you're locked to v0.4.x. You will only migrate to 0.5.0 when you choose to do so by updating your dependency to ^0.5.0.

However, its still recommended to do so ASAP to be able to access new features that will be added in the future.

Part 1: Prompt Builder

1. The following modules are deprecated:

   1. AgnosticPromptBuilder

   2. HuggingFacePromptBuilder

   3. LlamaPromptBuilder

   4. MistralPromptBuilder

   5. OpenAIPromptBuilder

   6. MultimodalPromptBuilder

2. All capability to build prompts to be consumable by LM invoker will be replaced by the new PromptBuilder class. LMRP will only support this class. The prompt builder no longer has interface and subclasses.

3. If you want to use the format_as_string capability previously provided by the deprecated subclasses, please use the new PromptFormatter modules. However, you shouldnt need this to work with LM invoker and LMRP.

Part 2: LM Invoker

1. All ...MultimodalLMInvoker are deprecated and are replaced with their ...LMInvoker counterpart.

   1. e.g., OpenAIMultimodalLMInvoker is replaced by OpenAILMInvoker.

2. Google classes have been merged into a single class: GoogleLMInvoker.

3. All LM invoker has been migrated to:

   1. Use native providers SDK instead of LangChain implementation.

   2. Support multimodality, tool calling, structured output, analytics, retry, timeout, and some provider-specific features.

4. bind_tool_params param is deprecated and is replaced by tools param.

5. with_structured_output_params param is deprecated and is replaced by response_schema param.

Part 3: EM Invoker

1. All ...MultimodalEMInvoker are deprecated and are replaced with their ...LMInvoker counterpart.

   1. e.g., TwelveLabsMultimodalEMInvoker is replaced by TwelveLabsEMInvoker.

2. Google classes have been merged into a single class: GoogleEMInvoker.

3. All EM invoker has been migrated to use native providers SDK instead of LangChain implementation.

Part 4: Catalog

1. Catalogs has been simplified.

2. Prompt builder catalog will only require these columns:

   1. name

   2. system

   3. user

3. LMRP catalog will only require these columns:

   1. name

   2. system_template

   3. user_template

   4. model_id, e.g. openai/gpt-4.1-nano

   5. credentials, will be loaded from env var, e.g. OPENAI_API_KEY

   6. config, dictionary to be passed to the LM invoker, e.g. {"default_hyperparameters": {"temperature": 0.7}}

   7. output_parser_type , either none or json

4. Example:

   1. Prompt builder catalog new format

   2. LMRP catalog new format

Part 5: Miscellaneous Stuff

1. ModelId and ModelProvider should now be imported from gllm_inference.schema instead of gllm_inference.builder

2. retry and RetryConfig should now be imported from gllm_core.utils.retry instead of gllm_inference.utils.retry