Xi Yan
3a269c4635
[rag evals] refactor & add ability to eval retrieval + generation in agentic eval pipeline ( #664 )
...
# What does this PR do?
- See https://github.com/meta-llama/llama-stack/pull/666 &
https://github.com/meta-llama/llama-stack/pull/668
- Refactor BaseScoringFn to be just a minimal interface, add new
RegistrableBaseScoring
- Refactor data schema check
- To separately evaluate retrieval component in RAG, we will have
scoring functions needing "context" column additionally.
- Refactor braintrust eval (more scoring fn added & tested in following
PR)
## Test Plan
```
pytest -v -s -m llm_as_judge_scoring_together_inference scoring/test_scoring.py --judge-model meta-llama/Llama-3.2-3B-Instruct
pytest -v -s -m basic_scoring_together_inference scoring/test_scoring.py
pytest -v -s -m braintrust_scoring_together_inference scoring/test_scoring.py
```
<img width="847" alt="image"
src="https://github.com/user-attachments/assets/d099cb2d-6f9c-4bdf-9d0d-f388cf758c0f "
/>
```
pytest -v -s -m meta_reference_eval_together_inference eval/test_eval.py
pytest -v -s -m meta_reference_eval_together_inference_huggingface_datasetio eval/test_eval.py
```
<img width="850" alt="image"
src="https://github.com/user-attachments/assets/dce28fc3-0493-4d34-820a-567260873cc8 "
/>
## Before submitting
- [ ] This PR fixes a typo or improves the docs (you can dismiss the
other checks if that's the case).
- [ ] Ran pre-commit to handle lint / formatting issues.
- [ ] Read the [contributor
guideline](https://github.com/meta-llama/llama-stack/blob/main/CONTRIBUTING.md ),
Pull Request section?
- [ ] Updated relevant documentation.
- [ ] Wrote necessary unit or integration tests.
2025-01-02 11:21:33 -08:00
Xi Yan
3c72c034e6
[remove import *] clean up import *'s ( #689 )
...
# What does this PR do?
- as title, cleaning up `import *`'s
- upgrade tests to make them more robust to bad model outputs
- remove import *'s in llama_stack/apis/* (skip __init__ modules)
<img width="465" alt="image"
src="https://github.com/user-attachments/assets/d8339c13-3b40-4ba5-9c53-0d2329726ee2 "
/>
- run `sh run_openapi_generator.sh`, no types gets affected
## Test Plan
### Providers Tests
**agents**
```
pytest -v -s llama_stack/providers/tests/agents/test_agents.py -m "together" --safety-shield meta-llama/Llama-Guard-3-8B --inference-model meta-llama/Llama-3.1-405B-Instruct-FP8
```
**inference**
```bash
# meta-reference
torchrun $CONDA_PREFIX/bin/pytest -v -s -k "meta_reference" --inference-model="meta-llama/Llama-3.1-8B-Instruct" ./llama_stack/providers/tests/inference/test_text_inference.py
torchrun $CONDA_PREFIX/bin/pytest -v -s -k "meta_reference" --inference-model="meta-llama/Llama-3.2-11B-Vision-Instruct" ./llama_stack/providers/tests/inference/test_vision_inference.py
# together
pytest -v -s -k "together" --inference-model="meta-llama/Llama-3.1-8B-Instruct" ./llama_stack/providers/tests/inference/test_text_inference.py
pytest -v -s -k "together" --inference-model="meta-llama/Llama-3.2-11B-Vision-Instruct" ./llama_stack/providers/tests/inference/test_vision_inference.py
pytest ./llama_stack/providers/tests/inference/test_prompt_adapter.py
```
**safety**
```
pytest -v -s llama_stack/providers/tests/safety/test_safety.py -m together --safety-shield meta-llama/Llama-Guard-3-8B
```
**memory**
```
pytest -v -s llama_stack/providers/tests/memory/test_memory.py -m "sentence_transformers" --env EMBEDDING_DIMENSION=384
```
**scoring**
```
pytest -v -s -m llm_as_judge_scoring_together_inference llama_stack/providers/tests/scoring/test_scoring.py --judge-model meta-llama/Llama-3.2-3B-Instruct
pytest -v -s -m basic_scoring_together_inference llama_stack/providers/tests/scoring/test_scoring.py
pytest -v -s -m braintrust_scoring_together_inference llama_stack/providers/tests/scoring/test_scoring.py
```
**datasetio**
```
pytest -v -s -m localfs llama_stack/providers/tests/datasetio/test_datasetio.py
pytest -v -s -m huggingface llama_stack/providers/tests/datasetio/test_datasetio.py
```
**eval**
```
pytest -v -s -m meta_reference_eval_together_inference llama_stack/providers/tests/eval/test_eval.py
pytest -v -s -m meta_reference_eval_together_inference_huggingface_datasetio llama_stack/providers/tests/eval/test_eval.py
```
### Client-SDK Tests
```
LLAMA_STACK_BASE_URL=http://localhost:5000 pytest -v ./tests/client-sdk
```
### llama-stack-apps
```
PORT=5000
LOCALHOST=localhost
python -m examples.agents.hello $LOCALHOST $PORT
python -m examples.agents.inflation $LOCALHOST $PORT
python -m examples.agents.podcast_transcript $LOCALHOST $PORT
python -m examples.agents.rag_as_attachments $LOCALHOST $PORT
python -m examples.agents.rag_with_memory_bank $LOCALHOST $PORT
python -m examples.safety.llama_guard_demo_mm $LOCALHOST $PORT
python -m examples.agents.e2e_loop_with_custom_tools $LOCALHOST $PORT
# Vision model
python -m examples.interior_design_assistant.app
python -m examples.agent_store.app $LOCALHOST $PORT
```
### CLI
```
which llama
llama model prompt-format -m Llama3.2-11B-Vision-Instruct
llama model list
llama stack list-apis
llama stack list-providers inference
llama stack build --template ollama --image-type conda
```
### Distributions Tests
**ollama**
```
llama stack build --template ollama --image-type conda
ollama run llama3.2:1b-instruct-fp16
llama stack run ./llama_stack/templates/ollama/run.yaml --env INFERENCE_MODEL=meta-llama/Llama-3.2-1B-Instruct
```
**fireworks**
```
llama stack build --template fireworks --image-type conda
llama stack run ./llama_stack/templates/fireworks/run.yaml
```
**together**
```
llama stack build --template together --image-type conda
llama stack run ./llama_stack/templates/together/run.yaml
```
**tgi**
```
llama stack run ./llama_stack/templates/tgi/run.yaml --env TGI_URL=http://0.0.0.0:5009 --env INFERENCE_MODEL=meta-llama/Llama-3.1-8B-Instruct
```
## Sources
Please link relevant resources if necessary.
## Before submitting
- [ ] This PR fixes a typo or improves the docs (you can dismiss the
other checks if that's the case).
- [ ] Ran pre-commit to handle lint / formatting issues.
- [ ] Read the [contributor
guideline](https://github.com/meta-llama/llama-stack/blob/main/CONTRIBUTING.md ),
Pull Request section?
- [ ] Updated relevant documentation.
- [ ] Wrote necessary unit or integration tests.
2024-12-27 15:45:44 -08:00
Ashwin Bharambe
0dc7f5fa89
Add version to REST API url ( #478 )
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# What does this PR do?
Adds a `/alpha/` prefix to all the REST API urls.
Also makes them all use hyphens instead of underscores as is more
standard practice.
(This is based on feedback from our partners.)
## Test Plan
The Stack itself does not need updating. However, client SDKs and
documentation will need to be updated.
2024-11-18 22:44:14 -08:00
Dinesh Yeduguru
0a3b3d5fb6
migrate scoring fns to resource ( #422 )
...
* fix after rebase
* remove print
---------
Co-authored-by: Dinesh Yeduguru <dineshyv@fb.com>
2024-11-11 17:28:48 -08:00
Xi Yan
6192bf43a4
[Evals API][10/n] API updates for EvalTaskDef + new test migration ( #379 )
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* wip
* scoring fn api
* eval api
* eval task
* evaluate api update
* pre commit
* unwrap context -> config
* config field doc
* typo
* naming fix
* separate benchmark / app eval
* api name
* rename
* wip tests
* wip
* datasetio test
* delete unused
* fixture
* scoring resolve
* fix scoring register
* scoring test pass
* score batch
* scoring fix
* fix eval
* test eval works
* remove type ignore
* api refactor
* add default task_eval_id for routing
* add eval_id for jobs
* remove type ignore
* only keep 1 run_eval
* fix optional
* register task required
* register task required
* delete old tests
* delete old tests
* fixture return impl
2024-11-07 21:24:12 -08:00
Xi Yan
abdf7cddf3
[Evals API][4/n] evals with generation meta-reference impl ( #303 )
...
* wip
* dataset validation
* test_scoring
* cleanup
* clean up test
* comments
* error checking
* dataset client
* test client:
* datasetio client
* clean up
* basic scoring function works
* scorer wip
* equality scorer
* score batch impl
* score batch
* update scoring test
* refactor
* validate scorer input
* address comments
* evals with generation
* add all rows scores to ScoringResult
* minor typing
* bugfix
* scoring function def rename
* rebase name
* refactor
* address comments
* Update iOS inference instructions for new quantization
* Small updates to quantization config
* Fix score threshold in faiss
* Bump version to 0.0.45
* Handle both ipv6 and ipv4 interfaces together
* update manifest for build templates
* Update getting_started.md
* chatcompletion & completion input type validation
* inclusion->subsetof
* error checking
* scoring_function -> scoring_fn rename, scorer -> scoring_fn rename
* address comments
* [Evals API][5/n] fixes to generate openapi spec (#323 )
* generate openapi
* typing comment, dataset -> dataset_id
* remove custom type
* sample eval run.yaml
---------
Co-authored-by: Dalton Flanagan <6599399+dltn@users.noreply.github.com>
Co-authored-by: Ashwin Bharambe <ashwin.bharambe@gmail.com>
2024-10-25 13:12:39 -07:00
Xi Yan
cb84034567
[Evals API][3/n] scoring_functions / scoring meta-reference implementations ( #296 )
...
* wip
* dataset validation
* test_scoring
* cleanup
* clean up test
* comments
* error checking
* dataset client
* test client:
* datasetio client
* clean up
* basic scoring function works
* scorer wip
* equality scorer
* score batch impl
* score batch
* update scoring test
* refactor
* validate scorer input
* address comments
* add all rows scores to ScoringResult
* bugfix
* scoring function def rename
2024-10-24 14:52:30 -07:00
Xi Yan
e45f121c77
[Evals API] [1/n] Initial API ( #287 )
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* type system api
* datasets api
* fix
* datasetio api
* kill reward scoring
* scoring functions + evals
* move jobs, fix errors
2024-10-22 09:31:19 -07:00
