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feat: Integrate cohere models #932

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@Wendong-Fan Wendong-Fan commented Sep 11, 2024

Description

Integrate cohere models

contributed by @NeilJohnson0930

Motivation and Context

Why is this change required? What problem does it solve?
If it fixes an open issue, please link to the issue here.
You can use the syntax `close #896'

  • I have raised an issue to propose this change (required for new features and bug fixes)

Types of changes

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  • Bug fix (non-breaking change which fixes an issue)
  • New feature (non-breaking change which adds core functionality)
  • Breaking change (fix or feature that would cause existing functionality to change)
  • Documentation (update in the documentation)
  • Example (update in the folder of example)

Implemented Tasks

  • Develop the script to interact with the Cohere model API.
  • Ensure Cohere model is seamlessly integrated within the Camel framework.
  • Write and execute unit tests to verify the functionality of the Cohere model integration.
  • Resolve compatibility issues between the Cohere application and the retriever component.

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  • I have read the CONTRIBUTION guide. (required)
  • My change requires a change to the documentation.
  • I have updated the tests accordingly. (required for a bug fix or a new feature)
  • I have updated the documentation accordingly.

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@NeilJohnson0930 NeilJohnson0930 added this to the Sprint 12 milestone Sep 11, 2024
@NeilJohnson0930 NeilJohnson0930 linked an issue Sep 11, 2024 that may be closed by this pull request
2 tasks
@NeilJohnson0930 NeilJohnson0930 removed their request for review September 11, 2024 15:11
@Wendong-Fan Wendong-Fan added Model Related to backend models New Feature labels Sep 11, 2024
@NeilJohnson0930 NeilJohnson0930 marked this pull request as ready for review September 12, 2024 02:01
@koch3092 koch3092 self-requested a review September 20, 2024 10:34
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Thanks @NeilJohnson0930 , left some comments

camel/models/cohere_model.py Outdated Show resolved Hide resolved
examples/models/role_playing_with_cohere.py Outdated Show resolved Hide resolved
camel/configs/cohere_config.py Outdated Show resolved Hide resolved
camel/configs/cohere_config.py Outdated Show resolved Hide resolved
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Thanks @NeilJohnson0930 ! Left some comments below

camel/models/cohere_model.py Outdated Show resolved Hide resolved
camel/models/cohere_model.py Show resolved Hide resolved
camel/models/cohere_model.py Outdated Show resolved Hide resolved
camel/models/cohere_model.py Outdated Show resolved Hide resolved
camel/models/cohere_model.py Outdated Show resolved Hide resolved
camel/models/cohere_model.py Outdated Show resolved Hide resolved
camel/models/cohere_model.py Outdated Show resolved Hide resolved
camel/models/cohere_model.py Outdated Show resolved Hide resolved
examples/models/cohere_model_example.py Show resolved Hide resolved
examples/models/role_playing_with_cohere.py Outdated Show resolved Hide resolved
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Thanks @NeilJohnson0930 ! Left some comments

Comment on lines 25 to 40
temperature (Optional[float], optional):
Controls randomness in the model.
Values closer to 0 make the model more deterministic, while
values closer to 1 make it more random. (default: :obj:`None`)
p (Optional[float], optional): Sets a p% nucleus sampling threshold.
(default: :obj:`None`)
k (Optional[int], optional):
Limits the number of tokens to sample from on
each step. (default: :obj:`None`)
max_tokens (Optional[int], optional):
The maximum number of tokens to generate.
(default: :obj:`None`)
prompt_truncation (Optional[str], optional):
How to truncate the prompt if it
exceeds the model's context length. Can be 'START', 'END', or
'AUTO'. (default: :obj:`None`)
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from https://docs.cohere.com/reference/chat seems not all parameters are included in config, like seed

Comment on lines 96 to 122
usage={
"prompt_tokens": safe_get(
response, 'meta', 'billed_tokens', 'prompt_tokens'
)
or 0,
"completion_tokens": safe_get(
response, 'meta', 'billed_tokens', 'completion_tokens'
)
or 0,
"total_tokens": (
(
safe_get(
response, 'meta', 'billed_tokens', 'prompt_tokens'
)
or 0
)
+ (
safe_get(
response,
'meta',
'billed_tokens',
'completion_tokens',
)
or 0
)
),
},
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the path we get usage data seems not correct, it should from response.meta.tokens.input_tokens and response.meta.tokens.output_tokens

Comment on lines 65 to 67
def _to_openai_response(
self, response: 'NonStreamedChatResponse'
) -> ChatCompletion:
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cohere model also support tool calling, we need to add tool_calls data to ChatCompletion

camel/models/cohere_model.py Outdated Show resolved Hide resolved
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[Feature Request] Add cohere models
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