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# What does this PR do?
Contributes towards issue (#432)
- Groq text chat completions
- Streaming
- All the sampling params that Groq supports
A lot of inspiration taken from @mattf's good work at
https://github.com/meta-llama/llama-stack/pull/355
**What this PR does not do**
- Tool calls (Future PR)
- Adding llama-guard model
- See if we can add embeddings
### PR Train
- https://github.com/meta-llama/llama-stack/pull/609 👈
- https://github.com/meta-llama/llama-stack/pull/630
## Test Plan
<details>
<summary>Environment</summary>
```bash
export GROQ_API_KEY=<api_key>
wget https://raw.githubusercontent.com/aidando73/llama-stack/240e6e2a9c20450ffdcfbabd800a6c0291f19288/build.yaml
wget https://raw.githubusercontent.com/aidando73/llama-stack/92c9b5297f9eda6a6e901e1adbd894e169dbb278/run.yaml
# Build and run environment
pip install -e . \
&& llama stack build --config ./build.yaml --image-type conda \
&& llama stack run ./run.yaml \
--port 5001
```
</details>
<details>
<summary>Manual tests</summary>
Using this jupyter notebook to test manually:
2140976d76/hello.ipynb
Use this code to test passing in the api key from provider_data
```
from llama_stack_client import LlamaStackClient
client = LlamaStackClient(
base_url="http://localhost:5001",
)
response = client.inference.chat_completion(
model_id="Llama3.2-3B-Instruct",
messages=[
{"role": "user", "content": "Hello, world client!"},
],
# Test passing in groq_api_key from the client
# Need to comment out the groq_api_key in the run.yaml file
x_llama_stack_provider_data='{"groq_api_key": "<api-key>"}',
# stream=True,
)
response
```
</details>
<details>
<summary>Integration</summary>
`pytest llama_stack/providers/tests/inference/test_text_inference.py -v
-k groq`
(run in same environment)
```
llama_stack/providers/tests/inference/test_text_inference.py::TestInference::test_model_list[llama_3b-groq] PASSED [ 6%]
llama_stack/providers/tests/inference/test_text_inference.py::TestInference::test_completion[llama_3b-groq] SKIPPED (Other inf...) [ 12%]
llama_stack/providers/tests/inference/test_text_inference.py::TestInference::test_completion_structured_output[llama_3b-groq] SKIPPED [ 18%]
llama_stack/providers/tests/inference/test_text_inference.py::TestInference::test_chat_completion_non_streaming[llama_3b-groq] PASSED [ 25%]
llama_stack/providers/tests/inference/test_text_inference.py::TestInference::test_structured_output[llama_3b-groq] SKIPPED (Ot...) [ 31%]
llama_stack/providers/tests/inference/test_text_inference.py::TestInference::test_chat_completion_streaming[llama_3b-groq] PASSED [ 37%]
llama_stack/providers/tests/inference/test_text_inference.py::TestInference::test_chat_completion_with_tool_calling[llama_3b-groq] SKIPPED [ 43%]
llama_stack/providers/tests/inference/test_text_inference.py::TestInference::test_chat_completion_with_tool_calling_streaming[llama_3b-groq] SKIPPED [ 50%]
llama_stack/providers/tests/inference/test_text_inference.py::TestInference::test_model_list[llama_8b-groq] PASSED [ 56%]
llama_stack/providers/tests/inference/test_text_inference.py::TestInference::test_completion[llama_8b-groq] SKIPPED (Other inf...) [ 62%]
llama_stack/providers/tests/inference/test_text_inference.py::TestInference::test_completion_structured_output[llama_8b-groq] SKIPPED [ 68%]
llama_stack/providers/tests/inference/test_text_inference.py::TestInference::test_chat_completion_non_streaming[llama_8b-groq] PASSED [ 75%]
llama_stack/providers/tests/inference/test_text_inference.py::TestInference::test_structured_output[llama_8b-groq] SKIPPED (Ot...) [ 81%]
llama_stack/providers/tests/inference/test_text_inference.py::TestInference::test_chat_completion_streaming[llama_8b-groq] PASSED [ 87%]
llama_stack/providers/tests/inference/test_text_inference.py::TestInference::test_chat_completion_with_tool_calling[llama_8b-groq] SKIPPED [ 93%]
llama_stack/providers/tests/inference/test_text_inference.py::TestInference::test_chat_completion_with_tool_calling_streaming[llama_8b-groq] SKIPPED [100%]
======================================= 6 passed, 10 skipped, 160 deselected, 7 warnings in 2.05s ========================================
```
</details>
<details>
<summary>Unit tests</summary>
`pytest llama_stack/providers/tests/inference/groq/ -v`
```
llama_stack/providers/tests/inference/groq/test_groq_utils.py::TestConvertChatCompletionRequest::test_sets_model PASSED [ 5%]
llama_stack/providers/tests/inference/groq/test_groq_utils.py::TestConvertChatCompletionRequest::test_converts_user_message PASSED [ 10%]
llama_stack/providers/tests/inference/groq/test_groq_utils.py::TestConvertChatCompletionRequest::test_converts_system_message PASSED [ 15%]
llama_stack/providers/tests/inference/groq/test_groq_utils.py::TestConvertChatCompletionRequest::test_converts_completion_message PASSED [ 20%]
llama_stack/providers/tests/inference/groq/test_groq_utils.py::TestConvertChatCompletionRequest::test_does_not_include_logprobs PASSED [ 25%]
llama_stack/providers/tests/inference/groq/test_groq_utils.py::TestConvertChatCompletionRequest::test_does_not_include_response_format PASSED [ 30%]
llama_stack/providers/tests/inference/groq/test_groq_utils.py::TestConvertChatCompletionRequest::test_does_not_include_repetition_penalty PASSED [ 35%]
llama_stack/providers/tests/inference/groq/test_groq_utils.py::TestConvertChatCompletionRequest::test_includes_stream PASSED [ 40%]
llama_stack/providers/tests/inference/groq/test_groq_utils.py::TestConvertChatCompletionRequest::test_n_is_1 PASSED [ 45%]
llama_stack/providers/tests/inference/groq/test_groq_utils.py::TestConvertChatCompletionRequest::test_if_max_tokens_is_0_then_it_is_not_included PASSED [ 50%]
llama_stack/providers/tests/inference/groq/test_groq_utils.py::TestConvertChatCompletionRequest::test_includes_max_tokens_if_set PASSED [ 55%]
llama_stack/providers/tests/inference/groq/test_groq_utils.py::TestConvertChatCompletionRequest::test_includes_temperature PASSED [ 60%]
llama_stack/providers/tests/inference/groq/test_groq_utils.py::TestConvertChatCompletionRequest::test_includes_top_p PASSED [ 65%]
llama_stack/providers/tests/inference/groq/test_groq_utils.py::TestConvertNonStreamChatCompletionResponse::test_returns_response PASSED [ 70%]
llama_stack/providers/tests/inference/groq/test_groq_utils.py::TestConvertNonStreamChatCompletionResponse::test_maps_stop_to_end_of_message PASSED [ 75%]
llama_stack/providers/tests/inference/groq/test_groq_utils.py::TestConvertNonStreamChatCompletionResponse::test_maps_length_to_end_of_message PASSED [ 80%]
llama_stack/providers/tests/inference/groq/test_groq_utils.py::TestConvertStreamChatCompletionResponse::test_returns_stream PASSED [ 85%]
llama_stack/providers/tests/inference/groq/test_init.py::TestGroqInit::test_raises_runtime_error_if_config_is_not_groq_config PASSED [ 90%]
llama_stack/providers/tests/inference/groq/test_init.py::TestGroqInit::test_returns_groq_adapter PASSED [ 95%]
llama_stack/providers/tests/inference/groq/test_init.py::TestGroqConfig::test_api_key_defaults_to_env_var PASSED [100%]
==================================================== 20 passed, 11 warnings in 0.08s =====================================================
```
</details>
## Before submitting
- [ ] This PR fixes a typo or improves the docs (you can dismiss the
other checks if that's the case).
- [x] Ran pre-commit to handle lint / formatting issues.
- [x] Read the [contributor
guideline](https://github.com/meta-llama/llama-stack/blob/main/CONTRIBUTING.md),
Pull Request section?
- [x] Updated relevant documentation
- [x] Wrote necessary unit or integration tests.
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@ -84,6 +84,7 @@ Additionally, we have designed every element of the Stack such that APIs as well
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| Fireworks | Hosted | :heavy_check_mark: | :heavy_check_mark: | :heavy_check_mark: | | |
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| AWS Bedrock | Hosted | | :heavy_check_mark: | | :heavy_check_mark: | |
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| Together | Hosted | :heavy_check_mark: | :heavy_check_mark: | | :heavy_check_mark: | |
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| Groq | Hosted | | :heavy_check_mark: | | | |
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| Ollama | Single Node | | :heavy_check_mark: | | | |
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| TGI | Hosted and Single Node | | :heavy_check_mark: | | | |
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| [NVIDIA NIM](https://build.nvidia.com/nim?filters=nimType%3Anim_type_run_anywhere&q=llama) | Hosted and Single Node | | :heavy_check_mark: | | | |
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