Ragaai-catalyst

Latest version: v2.1.6.4

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2.1.6.4

What's Changed
1. **fix**: Corrected total_cost and total_token calculation in custom agentic traces

- Previously, these values were being incorrectly calculated or displayed.
- Now, the logic ensures accurate display of total cost and token usage.

2. **feat**: Associate model with response and add model_name metadata

- Associated the LLM model used with its corresponding response to align with backend changes and provide a more complete data structure.
- Introduced a new metadata field, model_name, specifically for analysis purposes. This will allow for easier tracking and reporting of model usage.

3. **fix**: Graceful handling of missing LLM response data

- Improved error handling to prevent crashes when model cost, token, or latency cannot be identified from the LLM response.
- The system now gracefully handles cases where any of these values are missing, ensuring stability and continued operation.

2.1.6.3

What's Changed
* Bump litellm from 1.42.12 to 1.61.15 by dependabot in https://github.com/raga-ai-hub/RagaAI-Catalyst/pull/193
* Bump langchain-core from 0.2.11 to 0.2.43 by dependabot in https://github.com/raga-ai-hub/RagaAI-Catalyst/pull/194
* Make timeout configurable for `agentic/<framework>`, Add support for set custom model cost for langchain RAG by kiranscaria in https://github.com/raga-ai-hub/RagaAI-Catalyst/pull/204


**Full Changelog**: https://github.com/raga-ai-hub/RagaAI-Catalyst/compare/2.1.6.2...2.1.6.3

2.1.6.2

Changes
- Add support for tracing OpenAI Agents SDK
- Update trace schema to:
- moved recorded_on to schema_type `timestamp`
- add total_cost, total_tokens as numerical metadata
- add model_name as categorical metadata
- Bug-fix in input_guardrails related to trace_id is None

2.1.6

What's Changed
- Add auto-instrumentation support for:
- Langgraph
- Langchain
- CrewAI
- Haystack
- SmolAgents
- Add support for workflow (data collection) for auto-instrumentation
- Improved the guardrails flow
- Relaxed the dependencies, removed stale dependencies
- Add examples for multiple agentic frameworks
- Multiple bug-fixes

2.1.5

Changes:

- Improve synthetic data generation
- Update redteaming
- Multiple bug-fixes
- Improve support for llamaindex tracing

2.1.4

What's Changed

- support for trace_custom
- add workflow component
- add support for azure-openai for llm tracing
- bug-fix: resolve issues for cost, token
- made metadata & pipeline optional in trace definition
- support for dynamic update of dataset name after initialisation
- support to add_metrics locally
- bug-fix: resolve issues in code zip causing same code hash id
- bug-fix: resolve duplicate metrics added
- add support to debug using DEBUG=1
- add support to save code from colab & jupyter notebook.
- add support to trace file input, output interactions
- add support to concatenate _{index} to duplicate metric names in span
- unified time format across all files

New Contributors
* keetrap made their first contribution in https://github.com/raga-ai-hub/RagaAI-Catalyst/pull/136
* joelrobin18 made their first contribution in https://github.com/raga-ai-hub/RagaAI-Catalyst/pull/105
* ujjman made their first contribution in https://github.com/raga-ai-hub/RagaAI-Catalyst/pull/102
* muditgaur-1009 made their first contribution in https://github.com/raga-ai-hub/RagaAI-Catalyst/pull/111
* NastyRunner13 made their first contribution in https://github.com/raga-ai-hub/RagaAI-Catalyst/pull/114
* VijayRagaAI made their first contribution in https://github.com/raga-ai-hub/RagaAI-Catalyst/pull/143
* Ritika1311 made their first contribution in https://github.com/raga-ai-hub/RagaAI-Catalyst/pull/150

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