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feat: new summary using phi-4 and llama-index (#519)

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* feat: add litellm backend implementation

* refactor: improve generate/completion methods for base LLM

* refactor: remove tokenizer logic

* style: apply code formatting

* fix: remove hallucinations from LLM responses

* refactor: comprehensive LLM and summarization rework

* chore: remove debug code

* feat: add structured output support to LiteLLM

* refactor: apply self-review improvements

* docs: add model structured output comments

* docs: update model structured output comments

* style: apply linting and formatting fixes

* fix: resolve type logic bug

* refactor: apply PR review feedback

* refactor: apply additional PR review feedback

* refactor: apply final PR review feedback

* fix: improve schema passing for LLMs without structured output

* feat: add PR comments and logger improvements

* docs: update README and add HTTP logging

* feat: improve HTTP logging

* feat: add summary chunking functionality

* fix: resolve title generation runtime issues

* refactor: apply self-review improvements

* style: apply linting and formatting

* feat: implement LiteLLM class structure

* style: apply linting and formatting fixes

* docs: env template model name fix

* chore: remove older litellm class

* chore: format

* refactor: simplify OpenAILLM

* refactor: OpenAILLM tokenizer

* refactor: self-review

* refactor: self-review

* refactor: self-review

* chore: format

* chore: remove LLM_USE_STRUCTURED_OUTPUT from envs

* chore: roll back migration lint changes

* chore: roll back migration lint changes

* fix: make summary llm configuration optional for the tests

* fix: missing f-string

* fix: tweak the prompt for summary title

* feat: try llamaindex for summarization

* fix: complete refactor of summary builder using llamaindex and structured output when possible

* fix: separate prompt as constant

* fix: typings

* fix: enhance prompt to prevent mentioning others subject while summarize one

* fix: various changes after self-review

* fix: from igor review

---------

Co-authored-by: Igor Loskutov <igor.loskutoff@gmail.com>
This commit is contained in:
Mathieu Virbel
2025-07-31 15:29:29 -06:00
committed by GitHub
parent 81d316cb56
commit 406164033d
24 changed files with 1115 additions and 672 deletions
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server/README.md
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@@ -20,3 +20,23 @@ Polls SQS every 60 seconds via /server/reflector/worker/process.py:24-62:
# Every 60 seconds, check for new recordings
sqs = boto3.client("sqs", ...)
response = sqs.receive_message(QueueUrl=queue_url, ...)
# Requeue
```bash
uv run /app/requeue_uploaded_file.py TRANSCRIPT_ID
```
## Pipeline Management
### Continue stuck pipeline from final summaries (identify_participants) step:
```bash
uv run python -c "from reflector.pipelines.main_live_pipeline import task_pipeline_final_summaries; result = task_pipeline_final_summaries.delay(transcript_id='TRANSCRIPT_ID'); print(f'Task queued: {result.id}')"
```
### Run full post-processing pipeline (continues to completion):
```bash
uv run python -c "from reflector.pipelines.main_live_pipeline import pipeline_post; pipeline_post(transcript_id='TRANSCRIPT_ID')"
```