+ client (openssa.deprecated.utils.llms.AnLLM property)
+
+ CommAgent (class in openssa.deprecated.ooda_rag.builtin_agents)
COMMUNICATION (openssa.deprecated.ooda_rag.prompts.BuiltInAgentPrompt attribute)
+Config (class in openssa.deprecated.utils.config)
CONTENT_VALIDATION (openssa.deprecated.ooda_rag.prompts.BuiltInAgentPrompt attribute)
ContextValidator (class in openssa.deprecated.ooda_rag.builtin_agents)
+create_embeddings() (openssa.deprecated.utils.llms.AnLLM method)
create_rag_agent() (openssa.deprecated.ssa.ssa_service.SSARAGService class method)
C
D
@@ -230,6 +315,8 @@ D
E
+I
+
+
+K
+
+
L
@@ -341,6 +510,16 @@ M
MAINTASK (openssa.deprecated.ooda_rag.notifier.EventTypes attribute)
make_prompt() (openssa.deprecated.prompts.Prompts method)
+max_tokens (openssa.deprecated.integrations.api_context.AbstractAPIContext attribute)
+model (openssa.deprecated.integrations.api_context.AbstractAPIContext attribute)
+model_computed_fields (openssa.deprecated.integrations.api_context.AbstractAPIContext attribute)
+model_config (openssa.deprecated.integrations.api_context.AbstractAPIContext attribute)
+model_fields (openssa.deprecated.integrations.api_context.AbstractAPIContext attribute)
module
@@ -353,6 +532,20 @@ M
openssa.deprecated.adapter
openssa.deprecated.backend
+openssa.deprecated.integrations
+openssa.deprecated.integrations.api_context
+openssa.deprecated.integrations.azure
+openssa.deprecated.integrations.huggingface
+openssa.deprecated.integrations.lepton_ai
+openssa.deprecated.integrations.llama_index
+openssa.deprecated.integrations.openai
openssa.deprecated.ooda
M
openssa.deprecated.ssa.ssa_service
openssa.deprecated.ssm
+openssa.deprecated.utils
+openssa.deprecated.utils.config
+openssa.deprecated.utils.deprecated
+openssa.deprecated.utils.deprecated.aitomatic_llm_config
+openssa.deprecated.utils.llms
+openssa.deprecated.utils.logs
+openssa.deprecated.utils.rag_service_contexts
+openssa.deprecated.utils.usage_logger
+openssa.deprecated.utils.utils
O
OODAPlanAgent (class in openssa.deprecated.ooda_rag.builtin_agents)
OODAPrompts (class in openssa.deprecated.ooda_rag.prompts)
+OPENAI_API_KEY (openssa.deprecated.utils.config.Config attribute)
+OPENAI_API_URL (openssa.deprecated.utils.config.Config attribute)
+OpenAILLM (class in openssa.deprecated.utils.llms)
openssa
@@ -469,6 +686,55 @@ O
+
+ openssa.deprecated.integrations
+
+
+
+ openssa.deprecated.integrations.api_context
+
+
+
+ openssa.deprecated.integrations.azure
+
+
+
+ openssa.deprecated.integrations.huggingface
+
+
+
+ openssa.deprecated.integrations.lepton_ai
+
+
+
+ openssa.deprecated.integrations.llama_index
+
+
+
+ openssa.deprecated.integrations.openai
+
+
@@ -534,8 +800,6 @@ O
module
openssa.deprecated.ooda_rag.notifier
@@ -543,6 +807,8 @@ O
module
+
openssa.deprecated.ooda_rag.prompts
@@ -646,6 +912,69 @@ O
+
+ openssa.deprecated.utils
+
+
+
+ openssa.deprecated.utils.config
+
+
+
+ openssa.deprecated.utils.deprecated
+
+
+
+ openssa.deprecated.utils.deprecated.aitomatic_llm_config
+
+
+
+ openssa.deprecated.utils.llms
+
+
+
+ openssa.deprecated.utils.logs
+
+
+
+ openssa.deprecated.utils.rag_service_contexts
+
+
+
+ openssa.deprecated.utils.usage_logger
+
+
+
+ openssa.deprecated.utils.utils
+
+
ORIENT (openssa.deprecated.ooda_rag.prompts.OODAPrompts attribute)
@@ -658,12 +987,14 @@ O
P
@@ -801,12 +1142,26 @@ U
+
+V
+
diff --git a/index.html b/index.html
index 55d36c202..76007dc51 100644
--- a/index.html
+++ b/index.html
@@ -10,7 +10,7 @@
openssa
+openssa.deprecated.integrations namespace
+openssa.deprecated.ooda namespace
Submodules
diff --git a/openssa.deprecated.adapter.abstract_adapter.html b/openssa.deprecated.adapter.abstract_adapter.html
index 80e81e608..60b8683de 100644
--- a/openssa.deprecated.adapter.abstract_adapter.html
+++ b/openssa.deprecated.adapter.abstract_adapter.html
@@ -10,7 +10,7 @@
openssa.deprecated.ooda namespace
Subpackages
diff --git a/openssa.deprecated.integrations.api_context.html b/openssa.deprecated.integrations.api_context.html
new file mode 100644
index 000000000..380fef05e
--- /dev/null
+++ b/openssa.deprecated.integrations.api_context.html
@@ -0,0 +1,182 @@
+
+
+
+ <no title>
+
+
+
+
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+ openssa
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+ Docs »<no title>
+
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+
+
+class openssa.deprecated.integrations.api_context. AbstractAPIContext ( * type : str | None = None key : str | None = None base : str | None = None version : str | None = None model : str | None = None engine : str | None = None max_tokens : int | None = None temperature : float | None = None is_chat_completion : bool | None = None )
+Bases: BaseModel ABC
+
+
+type : str | None
+
+
+
+
+key : str | None
+
+
+
+
+base : str | None
+
+
+
+
+version : str | None
+
+
+
+
+model : str | None
+
+
+
+
+engine : str | None
+
+
+
+
+max_tokens : int | None
+
+
+
+
+temperature : float | None
+
+
+
+
+is_chat_completion : bool | None
+
+
+
+
+abstract classmethod from_defaults ( )
+Return a new instance of this class with default values filled in.
+
+
+
+
+model_computed_fields : ClassVar [ Dict [ str , ComputedFieldInfo ] ] = {}
+A dictionary of computed field names and their corresponding ComputedFieldInfo objects.
+
+
+
+
+model_config : ClassVar [ ConfigDict ] = {}
+Configuration for the model, should be a dictionary conforming to [ConfigDict ][pydantic.config.ConfigDict].
+
+
+
+
+model_fields : ClassVar [ Dict [ str , FieldInfo ] ] = {'base': FieldInfo(annotation=Union[str, NoneType], required=False, default=None), 'engine': FieldInfo(annotation=Union[str, NoneType], required=False, default=None), 'is_chat_completion': FieldInfo(annotation=Union[bool, NoneType], required=False, default=None), 'key': FieldInfo(annotation=Union[str, NoneType], required=False, default=None), 'max_tokens': FieldInfo(annotation=Union[int, NoneType], required=False, default=None), 'model': FieldInfo(annotation=Union[str, NoneType], required=False, default=None), 'temperature': FieldInfo(annotation=Union[float, NoneType], required=False, default=None), 'type': FieldInfo(annotation=Union[str, NoneType], required=False, default=None), 'version': FieldInfo(annotation=Union[str, NoneType], required=False, default=None)}
+Metadata about the fields defined on the model,
+mapping of field names to [FieldInfo ][pydantic.fields.FieldInfo] objects.
+This replaces Model.__fields__ from Pydantic V1.
+
+
+
+
+
+
+
+
openssa.deprecated.integrations.azure namespace
+
+
+
+
+
+ openssa
+
+
+
+
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+
+
+
+
+
+
+
+
+
+
+
+
+
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+
+
+
+
+
+
+ Docs »openssa.deprecated.integrations.azure namespace
+
+
+
+
+
+
+
+
+openssa.deprecated.integrations.azure namespace
+
+
+
+
+
+
<no title>
+
+
+
+
+
+ openssa
+
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+ Docs »<no title>
+
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+
+
+
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+
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+
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+
openssa.deprecated.integrations namespace
+
+
+
+
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+ openssa
+
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+ Docs »openssa.deprecated.integrations namespace
+
+
+
+
+
+
+
+
+openssa.deprecated.integrations namespace
+
+
+
+
+
+
+
openssa.deprecated.integrations.huggingface namespace
+
+
+
+
+
+ openssa
+
+
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+
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+
+
+
+
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+
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+
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+
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+
+
+
+ Docs »openssa.deprecated.integrations.huggingface namespace
+
+
+
+
+
+
+
+
+openssa.deprecated.integrations.huggingface namespace
+
+
+
+
+
+
<no title>
+
+
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+
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+ openssa
+
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+ Docs »<no title>
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<no title>
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+
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+ openssa
+
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+ Docs »<no title>
+
+
+
+
+
+
+
+
+
+
+
+
+
openssa.deprecated.integrations.lepton_ai namespace
+
+
+
+
+
+ openssa
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
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+
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+
+
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+
+
+ Docs »openssa.deprecated.integrations.lepton_ai namespace
+
+
+
+
+
+
+
+
+openssa.deprecated.integrations.lepton_ai namespace
+
+
+
+
+
+
<no title>
+
+
+
+
+
+ openssa
+
+
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+ Docs »<no title>
+
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+
<no title>
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+ openssa
+
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+ Docs »<no title>
+
+
+
+
+
+
+
+
+
+
+
+
+
openssa.deprecated.integrations.llama_index namespace
+
+
+
+
+
+ openssa
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
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+
+
+
+
+
+ Docs »openssa.deprecated.integrations.llama_index namespace
+
+
+
+
+
+
+
+
+openssa.deprecated.integrations.llama_index namespace
+
+
+
+
+
+
<no title>
+
+
+
+
+
+ openssa
+
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+ Docs »<no title>
+
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+
openssa.deprecated.integrations.openai namespace
+
+
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+ openssa
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+ Docs »openssa.deprecated.integrations.openai namespace
+
+
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+
+
+openssa.deprecated.integrations.openai namespace
+
+
+
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<no title>
+
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+ openssa
+
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+
-class openssa.deprecated.ooda_rag.builtin_agents. TaskAgent ( llm : AnLLM messages : List )
+class openssa.deprecated.ooda_rag.builtin_agents. TaskAgent ( llm : AnLLM messages : List )
Bases: ABC
Abstract base class for all task agents.
diff --git a/openssa.deprecated.ooda_rag.custom.html b/openssa.deprecated.ooda_rag.custom.html
index 80e81e608..60b8683de 100644
--- a/openssa.deprecated.ooda_rag.custom.html
+++ b/openssa.deprecated.ooda_rag.custom.html
@@ -10,7 +10,7 @@
<no title>
+
+
+
+
+
+ openssa
+
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+
+
+
+
+
+
+
+
+
+ Docs »<no title>
+
+
+
+
+
+
+
+
+
+class openssa.deprecated.utils.config. Config
+Bases: object
+This class is used to store config setings, as well as
+secrets, such as API keys, tokens, etc.
+By default, they come from documented environment variables.
+But the user can override them by setting them directly
+in the Config object.
+
+
+DEBUG = False
+
+
+
+
+DEFAULT_TEMPERATURE = 0.0
+
+
+
+
+AITOMATIC_API_KEY : str | None = None
+
+
+
+
+AITOMATIC_API_URL : str | None = 'https://aimo-api-mvp.platform.aitomatic.com/api/v1'
+
+
+
+
+AITOMATIC_API_URL_7B : str | None = None
+
+
+
+
+AITOMATIC_API_URL_70B : str | None = None
+
+
+
+
+OPENAI_API_KEY : str | None = None
+
+
+
+
+OPENAI_API_URL : str | None = 'https://api.openai.com/v1'
+
+
+
+
+AZURE_API_VERSION : str | None = '2024-02-15-preview'
+
+
+
+
+AZURE_OPENAI_API_KEY : str | None = None
+
+
+
+
+AZURE_OPENAI_API_URL : str | None = 'https://aiva-japan.openai.azure.com'
+
+
+
+
+US_AZURE_OPENAI_API_KEY : str | None = None
+
+
+
+
+US_AZURE_OPENAI_API_BASE : str | None = 'https://aiva-dev.openai.azure.com/'
+
+
+
+
+LEPTON_API_KEY : str | None = None
+
+
+
+
+LEPTON_API_URL : str | None = 'https://llama2-7b.lepton.run/api/v1'
+
+
+
+
+static setenv ( var_name )
+Copy the value of a config variable to an environment variable.
+If the variable is not set, nothing is changed.
+
+
+
+
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+
<no title>
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+ Docs »<no title>
+
+
+
+
+
+
+
+
import os
+from openai import OpenAI
+from dotenv import load_dotenv
+
load_dotenv(override=True)
+
+class AitomaticLLMConfig: @classmethod
+def get_llama2_70b(cls):
+
+
+@classmethod
+def get_intel_neural_chat_7b(cls):
+
+
+url_base = os.environ.get( “AITOMATIC_INTEL_NEURAL_CHAT_7B_URL_BASE”, “http://34.145.174.152:8000/v1 ”
+
+
)
+llm = OpenAI(base_url=url_base)
+return llm
+
+@classmethod
+def get_aimo_llm(cls):
+
+url_base = os.environ.get(“AIMO_STANDARD_URL_BASE”, “”)
+llm = OpenAI(
+
+
+
)
+return llm
+
+@classmethod
+def get_openai(cls):
+
+
+@classmethod
+def get_aitomatic_llm(cls):
+
+return cls.get_openai()
+
+@classmethod
+def get_aitomatic_llm_secured(cls):
+
+
+
+
+
+
+
openssa.deprecated.utils.deprecated namespace
+
+
+
+
+
+ openssa
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Docs »openssa.deprecated.utils.deprecated namespace
+
+
+
+
+
+
+
+
+openssa.deprecated.utils.deprecated namespace
+
+
+
+
+
+
<no title>
+
+
+
+
+
+ openssa
+
+
+
+
+
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+
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+
+
+
+
+
+ Docs »<no title>
+
+
+
+
+
+
+
+
+
+
+
+
+
openssa.deprecated.utils namespace
+
+
+
+
+
+ openssa
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Docs »openssa.deprecated.utils namespace
+
+
+
+
+
+
+
+
+openssa.deprecated.utils namespace
+
+
+
+
+
+
+
<no title>
+
+
+
+
+
+ openssa
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Docs »<no title>
+
+
+
+
+
+
+
+
Language Model (LM) interfaces.
+
+
+class openssa.deprecated.utils.llms. AnLLM ( model: str = None api_base: str = None api_key: str = None user_id: str = 'openssa' usage_logger: ~openssa.deprecated.utils.usage_logger.AbstractUsageLogger = <openssa.deprecated.utils.usage_logger.BasicUsageLogger object> **additional_kwargs )
+Bases: object
+This class provides a consistent API for the different LLM services.
+Intended usage:
+
+from openssa.deprecated.utils.llms import OpenAILLM, AitomaticLLM, AzureLLM
+
llm1 = OpenAILLM.get_default()
+llm1.call(messages=[{“role”: “user”, “content”: “Say this is a test”}], stream=True)
+llm1.create_embeddings()
+
llm2 = AitomaticLLM.get_default()
+llm3 = AitoLLM.get_gpt_35_turbo_0613()
+
llm4 = AzureLLM.get_default()
+
+etc.
+
+
+property client
+
+
+
+
+property aclient
+
+
+
+
+call ( is_chat : bool = True ** kwargs )
+
+
+
+
+async acall ( is_chat : bool = True ** kwargs )
+
+
+
+
+create_embeddings ( )
+
+
+
+
+get_response ( prompt : str messages : list = None role : str = 'user' ** kwargs ) → str
+
+
+
+
+parse_output ( output : str ) → dict
+
+
+
+
+
+
+class openssa.deprecated.utils.llms. OpenAILLM ( model : str = 'gpt-3.5-turbo-0125' api_base : str = 'https://api.openai.com/v1' api_key : str = None ** additional_kwargs )
+Bases: AnLLM
+This class represents the OpenAI-hosted LLMs
+
+
+property client : OpenAI
+
+
+
+
+property aclient : AsyncOpenAI
+
+
+
+
+classmethod get_default ( ) → OpenAILLM
+
+
+
+
+classmethod get_gpt_35_turbo_1106 ( ) → OpenAILLM
+
+
+
+
+classmethod get_gpt_35_turbo ( ) → OpenAILLM
+
+
+
+
+classmethod get_gpt_4_0125_preview ( ) → OpenAILLM
+
+
+
+
+classmethod get_gpt_4_1106_preview ( ) → OpenAILLM
+
+
+
+
+
+
+class openssa.deprecated.utils.llms. AitomaticLLM ( model : str = 'llama2-7b' api_base : str = 'https://aimo-api-mvp.platform.aitomatic.com/api/v1' api_key : str = None ** additional_kwargs )
+Bases: OpenAILLM
+This class represents the Aitomatic-hosted LLMs
+
+
+classmethod get_default ( ) → AitomaticLLM
+
+
+
+
+classmethod get_llama2_70b ( ) → AitomaticLLM
+
+
+
+
+classmethod get_llama2_7b ( ) → AitomaticLLM
+
+
+
+
+classmethod get_yi_34b ( ) → AitomaticLLM
+
+
+
+
+classmethod get_intel_neural_chat_7b ( ) → AitomaticLLM
+
+
+
+
+
+
+class openssa.deprecated.utils.llms. AzureLLM ( model : str = None api_base : str = None api_key : str = None )
+Bases: AnLLM
+This class represents the Azure-hosted LLMs
+
+
+property client : AzureOpenAI
+
+
+
+
+property aclient : AsyncAzureOpenAI
+
+
+
+
+classmethod get_default ( ) → AzureLLM
+
+
+
+
+classmethod get_gpt_35 ( ) → AzureLLM
+
+
+
+
+classmethod get_gpt_35_16k ( ) → AzureLLM
+
+
+
+
+classmethod get_gpt_4 ( ) → AzureLLM
+
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+
<no title>
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+ openssa
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+ Docs »<no title>
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+
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+class openssa.deprecated.utils.logs. Logs
+Bases: object
+
+
+static get_logger ( name = None log_level = 10 ) → Logger
+Gets a new/existing logger with the given name and log level
+
+
+
+
+static do_log_entry_and_exit ( * extra_args the_logger = None log_level = 10 log_entry = True log_exit = True )
+Decorator to log function entry and exit.
+
+
+
+
+static do_log_entry ( * extra_args log_level = 10 )
+Decorator to log function entry.
+
+
+
+
+static do_log_exit ( * extra_args log_level = 10 )
+Decorator to log function exit.
+
+
+
+
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+
+
+
<no title>
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+ openssa
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+ Docs »<no title>
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+
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+class openssa.deprecated.utils.rag_service_contexts. ServiceContextManager
+Bases: object
+
+
+classmethod get_aitomatic_sc ( ** kwargs ) → ServiceContext
+
+
+
+
+classmethod get_openai_sc ( ** kwargs ) → ServiceContext
+
+
+
+
+classmethod get_azure_openai_sc ( ** kwargs ) → ServiceContext
+
+
+
+
+classmethod get_openai_35_turbo_sc ( ** kwargs ) → ServiceContext
+
+
+
+
+classmethod get_azure_jp_openai_35_turbo_sc ( ) → ServiceContext
+
+
+
+
+classmethod get_azure_openai_4_0125_preview_sc ( ) → ServiceContext
+
+
+
+
+classmethod get_openai_4_0125_preview_sc ( ) → ServiceContext
+
+
+
+
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+
<no title>
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+ openssa
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+ Docs »<no title>
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+
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+class openssa.deprecated.utils.usage_logger. AbstractUsageLogger
+Bases: ABC
+
+
+abstract log_usage ( ** kwargs )
+
+
+
+
+
+
+class openssa.deprecated.utils.usage_logger. BasicUsageLogger
+Bases: AbstractUsageLogger
+
+
+log_usage ( ** kwargs )
+
+
+
+
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+
+
+
<no title>
+
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+
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+ openssa
+
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+ Docs »<no title>
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+
+
+
+
+
+
+
Utilities.
+
+
+class openssa.deprecated.utils.utils. Utils
+Bases: object
+Class containing various utility methods.
+
+
+static canonicalize_user_input ( user_input : Any ) → list [ dict ]
+Make sure user_input is in the form of a list of dicts,
+e.g., [{“role”: “user”, “content”: “hello”}].
+
+
+
+
+static canonicalize_discuss_result ( result : Any ) → dict
+Make sure response is in the form of a dict,
+e.g., {“role”: “assistant”, “content”: “hello”}.
+
+
+
+
+static canonicalize_query_response ( response : Any ) → dict
+Make sure response is in the form of a dict
+e.g., {“response”: “hello”, “response_object”: <obj>}
+
+
+
+
+static do_canonicalize_user_input ( param_name )
+Decorator to canonicalize SSM user input.
+
+
+
+
+static do_canonicalize_discuss_result ( func )
+Decorator to canonicalize SSM discuss result.
+
+
+
+
+static do_canonicalize_query_response ( func )
+Decorator to canonicalize Backend query response.
+
+
+
+
+static do_canonicalize_user_input_and_query_response ( param_name )
+
+
+
+
+static do_canonicalize_user_input_and_discuss_result ( param_name )
+
+
+
+
+static download_gdrive ( folder_id : str local_dir : str = './tmp/.docs' )
+
+
+
+
+static download_s3 ( s3_paths : str | set [ str ] local_dir : str = './tmp/.docs' )
+
+
+
+
+static timeit ( func )
+
+
+
+
+
+
+
+
openssa.deprecated.ooda namespace
+