diff --git a/.doctrees/apis/components/components.model_client.anthropic_client.doctree b/.doctrees/apis/components/components.model_client.anthropic_client.doctree index a9b9bbbc..86ff9a62 100644 Binary files a/.doctrees/apis/components/components.model_client.anthropic_client.doctree and b/.doctrees/apis/components/components.model_client.anthropic_client.doctree differ diff --git a/.doctrees/apis/components/components.model_client.bedrock_client.doctree b/.doctrees/apis/components/components.model_client.bedrock_client.doctree index 35302e1c..f79d16c0 100644 Binary files a/.doctrees/apis/components/components.model_client.bedrock_client.doctree and b/.doctrees/apis/components/components.model_client.bedrock_client.doctree differ diff --git a/.doctrees/apis/components/components.model_client.google_client.doctree b/.doctrees/apis/components/components.model_client.google_client.doctree index d642cdce..44d93d82 100644 Binary files a/.doctrees/apis/components/components.model_client.google_client.doctree and b/.doctrees/apis/components/components.model_client.google_client.doctree differ diff --git a/.doctrees/apis/datasets/datasets.types.doctree b/.doctrees/apis/datasets/datasets.types.doctree index 92da8a6e..841cefad 100644 Binary files a/.doctrees/apis/datasets/datasets.types.doctree and b/.doctrees/apis/datasets/datasets.types.doctree differ diff --git a/.doctrees/apis/datasets/index.doctree b/.doctrees/apis/datasets/index.doctree index ee878786..8d2e29f0 100644 Binary files a/.doctrees/apis/datasets/index.doctree and b/.doctrees/apis/datasets/index.doctree differ diff --git a/.doctrees/environment.pickle b/.doctrees/environment.pickle index 7ef4f65d..00fbe670 100644 Binary files a/.doctrees/environment.pickle and b/.doctrees/environment.pickle differ diff --git a/_modules/components/model_client/anthropic_client.html b/_modules/components/model_client/anthropic_client.html index fa916071..63a1a40a 100644 --- a/_modules/components/model_client/anthropic_client.html +++ b/_modules/components/model_client/anthropic_client.html @@ -494,7 +494,10 @@

Source code for components.model_client.anthropic_client

Visit https://docs.anthropic.com/en/docs/intro-to-claude for more api details. - Ensure "max_tokens" are set. + Note: + + As antropic API needs users to set max_tokens, we set up a default value of 512 for the max_tokens. + You can override this value by passing the max_tokens in the model_kwargs. Reference: 8/1/2024 - https://docs.anthropic.com/en/docs/about-claude/models @@ -514,6 +517,7 @@

Source code for components.model_client.anthropic_client

self.chat_completion_parser = ( chat_completion_parser or get_first_message_content ) + self.default_max_tokens = 512
[docs] @@ -580,6 +584,8 @@

Source code for components.model_client.anthropic_client

api_kwargs["messages"] = [ {"role": "user", "content": input}, ] + if "max_tokens" not in api_kwargs: + api_kwargs["max_tokens"] = self.default_max_tokens # if input and input != "": # api_kwargs["system"] = input else: diff --git a/_modules/components/model_client/bedrock_client.html b/_modules/components/model_client/bedrock_client.html index 512d287a..2199b351 100644 --- a/_modules/components/model_client/bedrock_client.html +++ b/_modules/components/model_client/bedrock_client.html @@ -484,13 +484,27 @@

Source code for components.model_client.bedrock_client

[docs] class BedrockAPIClient(ModelClient): __doc__ = r"""A component wrapper for the Bedrock API client. + + Note: + + This client needs a lot more work to be fully functional. + (1) Setup the AWS credentials. + (2) Access to the modelId. + (3) Convert the modelId to standard model. + + To setup the AWS credentials, follow the instructions here: + https://docs.aws.amazon.com/bedrock/latest/userguide/getting-started.html + + Additionally, this medium article is a good reference: + https://medium.com/@harangpeter/setting-up-aws-bedrock-for-api-based-text-inference-dc25ab2b216b + Visit https://docs.aws.amazon.com/bedrock/latest/APIReference/welcome.html for more api details. """ def __init__( self, - aws_profile_name=None, - aws_region_name=None, + aws_profile_name="default", + aws_region_name="us-west-2", # Use a supported default region aws_access_key_id=None, aws_secret_access_key=None, aws_session_token=None, @@ -543,6 +557,8 @@

Source code for components.model_client.bedrock_client

aws_session_token=aws_session_token, ) bedrock_runtime = session.client(service_name="bedrock-runtime", config=config) + + self._client = session.client(service_name="bedrock") return bedrock_runtime
@@ -579,6 +595,24 @@

Source code for components.model_client.bedrock_client

)
+
+[docs] + def list_models(self): + # Initialize Bedrock client (not runtime) + + try: + response = self._client.list_foundation_models() + models = response.get("models", []) + for model in models: + print(f"Model ID: {model['modelId']}") + print(f" Name: {model['name']}") + print(f" Description: {model['description']}") + print(f" Provider: {model['provider']}") + print("") + except Exception as e: + print(f"Error listing models: {e}")
+ +
[docs] def convert_inputs_to_api_kwargs( diff --git a/_modules/components/model_client/google_client.html b/_modules/components/model_client/google_client.html index 4ff6153b..e6024488 100644 --- a/_modules/components/model_client/google_client.html +++ b/_modules/components/model_client/google_client.html @@ -481,24 +481,27 @@

Source code for components.model_client.google_client

Info: 8/1/2024 Tested: gemini-1.0-pro, gemini-1.5-pro-latest - class UsageMetadata(proto.Message): - - prompt_token_count: int = proto.Field( - proto.INT32, - number=1, - ) - cached_content_token_count: int = proto.Field( - proto.INT32, - number=4, - ) - candidates_token_count: int = proto.Field( - proto.INT32, - number=2, - ) - total_token_count: int = proto.Field( - proto.INT32, - number=3, - ) + + .. code-block:: python + + class UsageMetadata(proto.Message): + + prompt_token_count: int = proto.Field( + proto.INT32, + number=1, + ) + cached_content_token_count: int = proto.Field( + proto.INT32, + number=4, + ) + candidates_token_count: int = proto.Field( + proto.INT32, + number=2, + ) + total_token_count: int = proto.Field( + proto.INT32, + number=3, + ) """ def __init__(self, api_key: Optional[str] = None): diff --git a/_modules/core/types.html b/_modules/core/types.html index 75e8fe3f..425f284d 100644 --- a/_modules/core/types.html +++ b/_modules/core/types.html @@ -484,7 +484,7 @@

Source code for core.types

     GroqAPIClient,
     OpenAIClient,
     GoogleGenAIClient,
-    OllamaClient
+    OllamaClient,
 )
 
 
diff --git a/_static/images/multi-providers.png b/_static/images/multi-providers.png
new file mode 100644
index 00000000..291b69f3
Binary files /dev/null and b/_static/images/multi-providers.png differ
diff --git a/apis/components/components.model_client.anthropic_client.html b/apis/components/components.model_client.anthropic_client.html
index f74a5078..6724ab60 100644
--- a/apis/components/components.model_client.anthropic_client.html
+++ b/apis/components/components.model_client.anthropic_client.html
@@ -612,7 +612,9 @@
 
Bases: ModelClient

 
A component wrapper for the Anthropic API client.

 
Visit https://docs.anthropic.com/en/docs/intro-to-claude for more api details.

-
Ensure “max_tokens” are set.

+
Note:

+
As antropic API needs users to set max_tokens, we set up a default value of 512 for the max_tokens.
+You can override this value by passing the max_tokens in the model_kwargs.

 
Reference: 8/1/2024
 - https://docs.anthropic.com/en/docs/about-claude/models

 

diff --git a/apis/components/components.model_client.bedrock_client.html b/apis/components/components.model_client.bedrock_client.html
index 81c7f89b..b396c39c 100644
--- a/apis/components/components.model_client.bedrock_client.html
+++ b/apis/components/components.model_client.bedrock_client.html
@@ -614,10 +614,19 @@
 
 

 

-class BedrockAPIClient(aws_profile_name=None, aws_region_name=None, aws_access_key_id=None, aws_secret_access_key=None, aws_session_token=None, aws_connection_timeout=None, aws_read_timeout=None, chat_completion_parser: Callable = None)[source]#

+class BedrockAPIClient(aws_profile_name='default', aws_region_name='us-west-2', aws_access_key_id=None, aws_secret_access_key=None, aws_session_token=None, aws_connection_timeout=None, aws_read_timeout=None, chat_completion_parser: Callable = None)[source]#
 
Bases: ModelClient

-
A component wrapper for the Bedrock API client.
-Visit https://docs.aws.amazon.com/bedrock/latest/APIReference/welcome.html for more api details.

+
A component wrapper for the Bedrock API client.

+
Note:

+
This client needs a lot more work to be fully functional.
+(1) Setup the AWS credentials.
+(2) Access to the modelId.
+(3) Convert the modelId to standard model.

+
To setup the AWS credentials, follow the instructions here:
+https://docs.aws.amazon.com/bedrock/latest/userguide/getting-started.html

+
Additionally, this medium article is a good reference:
+https://medium.com/@harangpeter/setting-up-aws-bedrock-for-api-based-text-inference-dc25ab2b216b

+
Visit https://docs.aws.amazon.com/bedrock/latest/APIReference/welcome.html for more api details.

 

 

 init_sync_client()[source]#

@@ -642,6 +651,11 @@
 
Track the completion usage.

 

 
+

+

+list_models()[source]#

+

+
 

 

 convert_inputs_to_api_kwargs(input: Any | None = None, model_kwargs: Dict = {}, model_type: ModelType = ModelType.UNDEFINED)[source]#

@@ -724,6 +738,7 @@
 
  • BedrockAPIClient.init_async_client()
    • 
 
  • BedrockAPIClient.parse_chat_completion()
    • 
 
  • BedrockAPIClient.track_completion_usage()
    • 
+
  • BedrockAPIClient.list_models()
    • 
 
  • BedrockAPIClient.convert_inputs_to_api_kwargs()
    • 
 
  • BedrockAPIClient.call()
    • 
 
  • BedrockAPIClient.acall()
    • 
diff --git a/apis/components/components.model_client.google_client.html b/apis/components/components.model_client.google_client.html
index e76396da..0e953b0c 100644
--- a/apis/components/components.model_client.google_client.html
+++ b/apis/components/components.model_client.google_client.html
@@ -604,34 +604,27 @@
 
    A component wrapper for the Google GenAI API client.
    
 
    Visit https://cloud.google.com/vertex-ai/generative-ai/docs/model-reference/inference for more api details.
    
 
    Info: 8/1/2024
-Tested: gemini-1.0-pro, gemini-1.5-pro-latest
-class UsageMetadata(proto.Message):
    
-
    
-
    
-
    prompt_token_count: int = proto.Field(
    proto.INT32,
-number=1,
    
-
    
-
    
-
    )
-cached_content_token_count: int = proto.Field(
    
-
    
-
    proto.INT32,
-number=4,
    
-
    
-
    )
-candidates_token_count: int = proto.Field(
    
-
    
-
    proto.INT32,
-number=2,
    
-
    
-
    )
-total_token_count: int = proto.Field(
    
-
    
-
    proto.INT32,
-number=3,
    
-
    
-
    )
    
-
    
+Tested: gemini-1.0-pro, gemini-1.5-pro-latest
    
+
    class UsageMetadata(proto.Message):
+
+    prompt_token_count: int = proto.Field(
+        proto.INT32,
+        number=1,
+    )
+    cached_content_token_count: int = proto.Field(
+        proto.INT32,
+        number=4,
+    )
+    candidates_token_count: int = proto.Field(
+        proto.INT32,
+        number=2,
+    )
+    total_token_count: int = proto.Field(
+        proto.INT32,
+        number=3,
+    )
+
    
+
    
 
    
 
    
 init_sync_client()[source]#
    
diff --git a/apis/components/components.model_client.html b/apis/components/components.model_client.html
index c25b58a5..f582b593 100644
--- a/apis/components/components.model_client.html
+++ b/apis/components/components.model_client.html
@@ -607,6 +607,7 @@ 
    SubmodulesBedrockAPIClient.init_async_client()
 
  • BedrockAPIClient.parse_chat_completion()
    • 
 
  • BedrockAPIClient.track_completion_usage()
    • 
+
  • BedrockAPIClient.list_models()
    • 
 
  • BedrockAPIClient.convert_inputs_to_api_kwargs()
    • 
 
  • BedrockAPIClient.call()
    • 
 
  • BedrockAPIClient.acall()
    • 
diff --git a/apis/datasets/datasets.types.html b/apis/datasets/datasets.types.html
index 3967b769..17355dc4 100644
--- a/apis/datasets/datasets.types.html
+++ b/apis/datasets/datasets.types.html
@@ -602,24 +602,24 @@
    -class BaseData(id: str = '6162f199-98d5-4b6b-b725-cbb52ac0c221')[source]#
    +class BaseData(id: str = '69660dd2-29b8-4b1e-8cbb-7c68fd79bd16')[source]#

    Bases: DataClass

    A common dataclass for representing examples in a dataset.

    -id: str = '6162f199-98d5-4b6b-b725-cbb52ac0c221'#
    +id: str = '69660dd2-29b8-4b1e-8cbb-7c68fd79bd16'#
    -class Example(id: str = '69b36e82-b61d-410d-950d-97d6f25fa7c5', question: str = None, answer: str = None)[source]#
    +class Example(id: str = '4b9a15eb-19cc-408c-bf64-8fbe2c6b018f', question: str = None, answer: str = None)[source]#

    Bases: DataClass

    A common dataclass for representing examples in a dataset.

    -id: str = '69b36e82-b61d-410d-950d-97d6f25fa7c5'#
    +id: str = '4b9a15eb-19cc-408c-bf64-8fbe2c6b018f'#
    @@ -636,7 +636,7 @@
    -class HotPotQAData(id: str = '69b36e82-b61d-410d-950d-97d6f25fa7c5', question: str = None, answer: str = None, gold_titles: set = None)[source]#
    +class HotPotQAData(id: str = '4b9a15eb-19cc-408c-bf64-8fbe2c6b018f', question: str = None, answer: str = None, gold_titles: set = None)[source]#

    Bases: Example

    A dataclass for representing examples in the HotPotQA dataset.

    @@ -648,7 +648,7 @@
    -class TrecData(id: str = '6162f199-98d5-4b6b-b725-cbb52ac0c221', question: str = None, class_name: str = None, class_index: int = -1)[source]#
    +class TrecData(id: str = '69660dd2-29b8-4b1e-8cbb-7c68fd79bd16', question: str = None, class_name: str = None, class_index: int = -1)[source]#

    Bases: BaseData

    A dataclass for representing examples in the TREC dataset.

    diff --git a/apis/datasets/index.html b/apis/datasets/index.html index 3ee87ff3..8df34796 100644 --- a/apis/datasets/index.html +++ b/apis/datasets/index.html @@ -638,12 +638,12 @@

    Overview
    -class Example(id: str = '69b36e82-b61d-410d-950d-97d6f25fa7c5', question: str = None, answer: str = None)[source]#
    +class Example(id: str = '4b9a15eb-19cc-408c-bf64-8fbe2c6b018f', question: str = None, answer: str = None)[source]#

    Bases: DataClass

    A common dataclass for representing examples in a dataset.

    -id: str = '69b36e82-b61d-410d-950d-97d6f25fa7c5'#
    +id: str = '4b9a15eb-19cc-408c-bf64-8fbe2c6b018f'#
    @@ -660,7 +660,7 @@

    Overview
    -class HotPotQAData(id: str = '69b36e82-b61d-410d-950d-97d6f25fa7c5', question: str = None, answer: str = None, gold_titles: set = None)[source]#
    +class HotPotQAData(id: str = '4b9a15eb-19cc-408c-bf64-8fbe2c6b018f', question: str = None, answer: str = None, gold_titles: set = None)[source]#

    Bases: Example

    A dataclass for representing examples in the HotPotQA dataset.

    @@ -685,7 +685,7 @@

    Overview
    -class TrecData(id: str = '6162f199-98d5-4b6b-b725-cbb52ac0c221', question: str = None, class_name: str = None, class_index: int = -1)[source]#
    +class TrecData(id: str = '69660dd2-29b8-4b1e-8cbb-7c68fd79bd16', question: str = None, class_name: str = None, class_index: int = -1)[source]#

    Bases: BaseData

    A dataclass for representing examples in the TREC dataset.

    diff --git a/genindex.html b/genindex.html index d1eb42f3..db81a30e 100644 --- a/genindex.html +++ b/genindex.html @@ -2054,6 +2054,8 @@

    L

  • LIGHTRAG_DEFAULT_PROMPT_ARGS (in module core.default_prompt_template)
  • LIGHTRAG_DEFAULT_PROMPT_TRAINABLE_PARAMS (in module core.default_prompt_template) +
    • +
  • list_models() (BedrockAPIClient method)
  • ListOutputParser (class in components.output_parsers) diff --git a/objects.inv b/objects.inv index 65205b21..1309b394 100644 Binary files a/objects.inv and b/objects.inv differ diff --git a/searchindex.js b/searchindex.js index 1832e1d2..301c7b17 100644 --- a/searchindex.js +++ b/searchindex.js @@ -1 +1 @@ -Search.setIndex({"alltitles": {"1. FunctionTool": [[138, "functiontool"]], "1. Install AdalFlow": [[102, "install-adalflow"]], "2. Set up API keys": [[102, "set-up-api-keys"]], "2. ToolManager": [[138, "toolmanager"]], "3. Function Call end-to-end": [[138, "function-call-end-to-end"]], "3. Load environment variables": [[102, "load-environment-variables"]], "4. Install Optional Packages": [[102, "install-optional-packages"]], "API Reference": [[58, null]], "API References": [[109, null], [111, null], [118, null], [127, null], [131, null], [133, null], [136, null], [138, null]], "API reference": [[114, null], [119, null], [123, null], [129, null], [142, null], [153, null]], "About __output_fields__": [[111, "about-output-fields"]], "AdalComponent": [[108, null]], "AdalComponent to organize code": [[110, "adalcomponent-to-organize-code"]], "AdalFlow Eval API Reference": [[121, null]], "AdalFlow JSON Viewer": [[112, null]], "AdalFlow Trace Graph": [[139, null]], "AdalFlow vs DsPy on GPT-3.5-turbo": [[142, "id3"]], "Add notebooks for existing/new tutorials/use_cases/benchmarks": [[96, "add-notebooks-for-existing-new-tutorials-use-cases-benchmarks"]], "Additional Resources": [[118, null]], "Agent": [[27, "agent"], [109, null]], "Agent Essentials": [[124, "agent-essentials"]], "Agent In Action": [[109, "agent-in-action"]], "An Orchestrator": [[123, 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