Commit graph

56 commits

Author SHA1 Message Date
Kelly Brown
d947ddd255
docs: Updating wording and nits in the README.md (#992)
# What does this PR do?

Fixing some wording nits and added small formatting suggestions in the
README.md

## Before submitting

- [x] 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.
- [ ] Wrote necessary unit or integration tests.
2025-02-11 09:53:26 -05:00
Yuan Tang
8186c88021
docs: Render check marks correctly on PyPI (#1024)
# What does this PR do?

The table on the project's PyPI page does not render check marks. This
PR switches to use the unicode symbol directly that can be rendered
correctly on PyPI.

Before:

![image](https://github.com/user-attachments/assets/6d01d440-8722-4c37-8b0a-9ba8c0cdb48d)

After:

![image](https://github.com/user-attachments/assets/3a7153f2-9468-40f6-97a2-17f903de4287)

Signed-off-by: Yuan Tang <terrytangyuan@gmail.com>
2025-02-09 19:26:36 -08:00
Yuan Tang
a25e3b405c
docs: Add license badge to README.md (#994)
This would be useful to know for people who arrive at the project for
the first time.
2025-02-06 10:22:02 -08:00
Xi Yan
a251566f92
[docs] typescript sdk readme (#946)
# What does this PR do?

- Update readme for typescript SDK. 

## 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.
2025-02-03 14:30:42 -08:00
snova-edwardm
aa65610e75
Sambanova - LlamaGuard (#886)
# What does this PR do?

- Fix loading SambaNovaImpl issue
- Add LlamaGuard model support for inference

## Test Plan

Run the following unit test scripts and results

### Embedding
```
pytest -s -v --providers inference=sambanova llama_stack/providers/tests/inference/test_embeddings.py --inference-model meta-llama/Llama-3.2-11B-Vision-Instruct --env SAMBANOVA_API_KEY={SAMBANOVA_API_KEY}
```
```
llama_stack/providers/tests/inference/test_embeddings.py::TestEmbeddings::test_embeddings[-sambanova] SKIPPED (This test is only applicable for embedding models)
llama_stack/providers/tests/inference/test_embeddings.py::TestEmbeddings::test_batch_embeddings[-sambanova] SKIPPED (This test is only applicable for embedding models)

=================================================================================================================== 2 skipped, 1 warning in 0.32s ===================================================================================================================
```

### Vision
```
pytest -s -v --providers inference=sambanova llama_stack/providers/tests/inference/test_vision_inference.py --inference-model meta-llama/Llama-3.2-11B-Vision-Instruct --env SAMBANOVA_API_KEY={SAMBANOVA_API_KEY}
```

```
llama_stack/providers/tests/inference/test_vision_inference.py::TestVisionModelInference::test_vision_chat_completion_non_streaming[-sambanova-image0-expected_strings0] PASSED
llama_stack/providers/tests/inference/test_vision_inference.py::TestVisionModelInference::test_vision_chat_completion_non_streaming[-sambanova-image1-expected_strings1] PASSED
llama_stack/providers/tests/inference/test_vision_inference.py::TestVisionModelInference::test_vision_chat_completion_streaming[-sambanova] PASSED

=================================================================================================================== 3 passed, 1 warning in 2.68s ====================================================================================================================
```

### Text
```
pytest -s -v --providers inference=sambanova llama_stack/providers/tests/inference/test_text_inference.py::TestInference::test_chat_completion_streaming --env SAMBANOVA_API_KEY={SAMBANOVA_API_KEY}
```

```
llama_stack/providers/tests/inference/test_text_inference.py::TestInference::test_chat_completion_streaming[-sambanova] PASSED

=================================================================================================================== 1 passed, 1 warning in 0.46s ====================================================================================================================
```

```
pytest -s -v --providers inference=sambanova llama_stack/providers/tests/inference/test_text_inference.py::TestInference::test_chat_completion_non_streaming --env SAMBANOVA_API_KEY={SAMBANOVA_API_KEY}
```

```
llama_stack/providers/tests/inference/test_text_inference.py::TestInference::test_chat_completion_non_streaming[-sambanova] PASSED

=================================================================================================================== 1 passed, 1 warning in 0.48s ====================================================================================================================
```




## Before submitting

- [] This PR fixes a typo or improves the docs (you can dismiss the
other checks if that's the case).
- [Y] Ran pre-commit to handle lint / formatting issues.
- [Y] Read the [contributor
guideline](https://github.com/meta-llama/llama-stack/blob/main/CONTRIBUTING.md),
      Pull Request section?
- [Y] Updated relevant documentation.
- [Y] Wrote necessary unit or integration tests.
2025-01-27 15:46:30 -08:00
Dinesh Yeduguru
d0be9288a3
Llama_Stack_Building_AI_Applications.ipynb -> getting_started.ipynb (#854)
Llama_Stack_Building_AI_Applications.ipynb -> getting_started.ipynb
2025-01-23 12:04:06 -08:00
Hardik Shah
a10cdc7cdb
Update README.md 2025-01-23 12:00:01 -08:00
Hardik Shah
65f07c3d63
Update Documentation (#838)
# What does this PR do?

Update README and other documentation


## Before submitting

- [X] 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.
2025-01-22 20:38:52 -08:00
Henry Tu
f320eede2b
Update Cerebras docs to include header (#704)
# What does this PR do?

I noticed that the documentation for other providers have this header,
so I have added it to the Cerebras docs too.
```
---
orphan: true
---

# TGI Distribution

```{toctree}
:maxdepth: 2
:hidden:

self
    ```
```

This also fixes a typo in README.md where the link to the Cerebras docs included an extra `getting_started` section.

I did notice however that https://hub.docker.com/r/llamastack/distribution-cerebras still does not exist. How do I get the Cerebras Docker image uploaded?

cc: @ashwinb @raghotham 

## Before submitting

- [X] 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.
2025-01-13 20:18:34 -08:00
Aidan Do
e1f42eb5a5
[#432] Add Groq Provider - chat completions (#609)
# 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.
2025-01-03 08:27:49 -08:00
Yuan Tang
fa371fdc9e
Removed unnecessary CONDA_PREFIX env var in installation guide (#683)
This is not needed since `conda activate stack` has already been
executed.
2024-12-23 13:17:30 -08:00
Arun Brahma
10eb31badf
docs: Update getting_started.ipynb link to correct jupyter notebook path in README.md (#636)
# What does this PR do?

This PR fixes a broken link in the README.md that was causing a 404
error. The link to `getting_started.ipynb` was pointing to a
non-existent file. Updated it to point to the correct notebook
`Llama_Stack_Building_AI_Applications.ipynb` which contains the
walk-through for text and vision inference llama_stack_client APIs.

- [x] Addresses issue (#633 )

## Test Plan

1. Verified that the new notebook path exists:
   ```bash
   ls docs/notebooks/Llama_Stack_Building_AI_Applications.ipynb
   ```

2. Verified the notebook content contains text and vision inference
examples by:
   - Checking the notebook contents
- Confirming the presence of vision models like
Llama-3.2-11B-Vision-Instruct
   - Verifying llama_stack_client API usage examples


## Before submitting

- [x] 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.
- [ ] Wrote necessary unit or integration tests (N/A - documentation
change only).
2024-12-17 11:11:13 -08:00
Yuan Tang
5764a95912
Add missing environments field for vLLM provider (#623)
@ashwinb sorry I missed this earlier in
https://github.com/meta-llama/llama-stack/pull/604.

Signed-off-by: Yuan Tang <terrytangyuan@gmail.com>
2024-12-13 14:06:27 -08:00
Yuan Tang
6de92a6c33
Reformat distributions table (#608)
This ensures everything is centered correctly and nicely formatted in
editor.

---------

Signed-off-by: Yuan Tang <terrytangyuan@gmail.com>
2024-12-13 11:45:17 -08:00
Ashwin Bharambe
4800247b5c minor 2024-12-13 11:44:08 -08:00
Yuan Tang
07c72c4256
Add vLLM to API providers and distributions tables (#604)
* Added vLLM to API providers and distributions tables
* Reformatted tables

---------

Signed-off-by: Yuan Tang <terrytangyuan@gmail.com>
2024-12-11 10:05:47 -08:00
Matthew Farrellee
e0d5be41fe
add nvidia nim inference provider to docs (#534)
# What does this PR do?

add [NVIDIA
NIM](https://build.nvidia.com/nim?filters=nimType%3Anim_type_run_anywhere&q=llama)
reference to the docs

## Before submitting

- [x] 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.
- [ ] Wrote necessary unit or integration tests.
2024-12-10 13:23:56 -08:00
Henry Tu
a29013112f
Update integration type for Cerebras to hosted (#583)
# What does this PR do?

I think I misunderstood the meaning of “single node” when describing the
type of the Cerebras integration. It should be hosted instead of single
node as the inference is done via API call.

cc: @ashwinb @raghotham 

- [X] 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.
2024-12-07 22:42:07 -08:00
Adrian Cole
27a27152cd
Renames otel config from jaeger to otel (#569)
# What does this PR do?

#525 introduced a telemetry configuration named jaeger, but what it
really is pointing to is an OTLP HTTP endpoint which is supported by
most servers in the ecosystem, including raw opentelemetry collectors,
several APMs, and even https://github.com/ymtdzzz/otel-tui

I chose to rename this to "otel" as it will bring in more people to the
ecosystem vs feeling it only works with jaeger. Later, we can use the
[standard
ENV](https://opentelemetry.io/docs/specs/otel/protocol/exporter/) to
configure this if we like so that you can override things with variables
people might expect.

Note: I also added to the README that you have to install conda.
Depending on experience level of the user, and especially with miniforge
vs other ways, I felt this helps.

## Test Plan

I would like to test this, but actually got a little lost. The previous
PRs referenced yaml which doesn't seem published anywhere. It would be
nice to have a pre-canned setup that uses ollama and turns on otel, but
would also appreciate a hand on instructions meanwhile.

## Sources

https://github.com/meta-llama/llama-stack/pull/525

## 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?
- [ ] Updated relevant documentation.
- [ ] Wrote necessary unit or integration tests.

---------

Signed-off-by: Adrian Cole <adrian.cole@elastic.co>
2024-12-06 10:16:42 -08:00
Henry Tu
64c6df8392
Cerebras Inference Integration (#265)
Adding Cerebras Inference as an API provider.

## Testing

### Conda
```
$ llama stack build --template cerebras --image-type conda
$ llama stack run ~/.llama/distributions/llamastack-cerebras/cerebras-run.yaml
...
Listening on ['::', '0.0.0.0']:5000
INFO:     Started server process [12443]
INFO:     Waiting for application startup.
INFO:     Application startup complete.
INFO:     Uvicorn running on http://['::', '0.0.0.0']:5000 (Press CTRL+C to quit)
```

### Chat Completion
```
$ curl --location 'http://localhost:5000/alpha/inference/chat-completion' --header 'Content-Type: application/json' --data '{
    "model_id": "meta-llama/Llama-3.1-8B-Instruct",
    "messages": [
        {
            "role": "user",
            "content": "What is the temperature in Seattle right now?"
        }
    ],
    "stream": false,
    "sampling_params": {
        "strategy": "top_p",
        "temperature": 0.5,
        "max_tokens": 100
    },                   
    "tool_choice": "auto",
    "tool_prompt_format": "json",
    "tools": [                   
        {
            "tool_name": "getTemperature",
            "description": "Gets the current temperature of a location.",
            "parameters": {                                              
                "location": {
                    "param_type": "string",
                    "description": "The name of the place to get the temperature from in degress celsius.",
                    "required": true                                                                       
                }                   
            }    
        }    
    ]    
}' 
```

#### Non-Streaming Response
```
{
  "completion_message": {
    "role": "assistant",
    "content": "",
    "stop_reason": "end_of_message",
    "tool_calls": [
      {
        "call_id": "6f42fdcc-6cbb-46ad-a17b-5d20ac64b678",
        "tool_name": "getTemperature",
        "arguments": {
          "location": "Seattle"
        }
      }
    ]
  },
  "logprobs": null
}
```

#### Streaming Response
```
data: {"event":{"event_type":"start","delta":"","logprobs":null,"stop_reason":null}}
data: {"event":{"event_type":"progress","delta":{"content":"","parse_status":"started"},"logprobs":null,"stop_reason":null}}
data: {"event":{"event_type":"progress","delta":{"content":"{\"","parse_status":"in_progress"},"logprobs":null,"stop_reason":null}}
data: {"event":{"event_type":"progress","delta":{"content":"type","parse_status":"in_progress"},"logprobs":null,"stop_reason":null}}
data: {"event":{"event_type":"progress","delta":{"content":"\":","parse_status":"in_progress"},"logprobs":null,"stop_reason":null}}
data: {"event":{"event_type":"progress","delta":{"content":" \"","parse_status":"in_progress"},"logprobs":null,"stop_reason":null}}
data: {"event":{"event_type":"progress","delta":{"content":"function","parse_status":"in_progress"},"logprobs":null,"stop_reason":null}}
data: {"event":{"event_type":"progress","delta":{"content":"\",","parse_status":"in_progress"},"logprobs":null,"stop_reason":null}}
data: {"event":{"event_type":"progress","delta":{"content":" \"","parse_status":"in_progress"},"logprobs":null,"stop_reason":null}}
data: {"event":{"event_type":"progress","delta":{"content":"name","parse_status":"in_progress"},"logprobs":null,"stop_reason":null}}
data: {"event":{"event_type":"progress","delta":{"content":"\":","parse_status":"in_progress"},"logprobs":null,"stop_reason":null}}
data: {"event":{"event_type":"progress","delta":{"content":" \"","parse_status":"in_progress"},"logprobs":null,"stop_reason":null}}
data: {"event":{"event_type":"progress","delta":{"content":"get","parse_status":"in_progress"},"logprobs":null,"stop_reason":null}}
data: {"event":{"event_type":"progress","delta":{"content":"Temperature","parse_status":"in_progress"},"logprobs":null,"stop_reason":null}}
data: {"event":{"event_type":"progress","delta":{"content":"\",","parse_status":"in_progress"},"logprobs":null,"stop_reason":null}}
data: {"event":{"event_type":"progress","delta":{"content":" \"","parse_status":"in_progress"},"logprobs":null,"stop_reason":null}}
data: {"event":{"event_type":"progress","delta":{"content":"parameters","parse_status":"in_progress"},"logprobs":null,"stop_reason":null}}
data: {"event":{"event_type":"progress","delta":{"content":"\":","parse_status":"in_progress"},"logprobs":null,"stop_reason":null}}
data: {"event":{"event_type":"progress","delta":{"content":" {\"","parse_status":"in_progress"},"logprobs":null,"stop_reason":null}}
data: {"event":{"event_type":"progress","delta":{"content":"location","parse_status":"in_progress"},"logprobs":null,"stop_reason":null}}
data: {"event":{"event_type":"progress","delta":{"content":"\":","parse_status":"in_progress"},"logprobs":null,"stop_reason":null}}
data: {"event":{"event_type":"progress","delta":{"content":" \"","parse_status":"in_progress"},"logprobs":null,"stop_reason":null}}
data: {"event":{"event_type":"progress","delta":{"content":"Seattle","parse_status":"in_progress"},"logprobs":null,"stop_reason":null}}
data: {"event":{"event_type":"progress","delta":{"content":"\"}}","parse_status":"in_progress"},"logprobs":null,"stop_reason":null}}
data: {"event":{"event_type":"progress","delta":{"content":{"call_id":"e742df1f-0ae9-40ad-a49e-18e5c905484f","tool_name":"getTemperature","arguments":{"location":"Seattle"}},"parse_status":"success"},"logprobs":null,"stop_reason":"end_of_message"}}
data: {"event":{"event_type":"complete","delta":"","logprobs":null,"stop_reason":"end_of_message"}}
```

### Completion
```
$ curl --location 'http://localhost:5000/alpha/inference/completion' --header 'Content-Type: application/json' --data '{
    "model_id": "meta-llama/Llama-3.1-8B-Instruct",
    "content": "1,2,3,",
    "stream": true,
    "sampling_params": {
        "strategy": "top_p",
        "temperature": 0.5,
        "max_tokens": 10
    },                   
    "tool_choice": "auto",
    "tool_prompt_format": "json",
    "tools": [                   
        {
            "tool_name": "getTemperature",
            "description": "Gets the current temperature of a location.",
            "parameters": {                                              
                "location": {
                    "param_type": "string",
                    "description": "The name of the place to get the temperature from in degress celsius.",
                    "required": true                                                                       
                }                   
            }    
        }    
    ]    
}'
```

#### Non-Streaming Response
```
{
  "content": "4,5,6,7,8,",
  "stop_reason": "out_of_tokens",
  "logprobs": null
}
```

#### Streaming Response
```
data: {"delta":"4","stop_reason":null,"logprobs":null}
data: {"delta":",","stop_reason":null,"logprobs":null}
data: {"delta":"5","stop_reason":null,"logprobs":null}
data: {"delta":",","stop_reason":null,"logprobs":null}
data: {"delta":"6","stop_reason":null,"logprobs":null}
data: {"delta":",","stop_reason":null,"logprobs":null}
data: {"delta":"7","stop_reason":null,"logprobs":null}
data: {"delta":",","stop_reason":null,"logprobs":null}
data: {"delta":"8","stop_reason":null,"logprobs":null}
data: {"delta":",","stop_reason":null,"logprobs":null}
data: {"delta":"","stop_reason":null,"logprobs":null}
data: {"delta":"","stop_reason":"out_of_tokens","logprobs":null}
```

### Pre-Commit Checks
```
trim trailing whitespace.................................................Passed
check python ast.........................................................Passed
check for merge conflicts................................................Passed
check for added large files..............................................Passed
fix end of files.........................................................Passed
Insert license in comments...............................................Passed
flake8...................................................................Passed
Format files with µfmt...................................................Passed
```

### Testing with `test_inference.py`
```
$ export CEREBRAS_API_KEY=<insert API key here>
$ pytest -v -s llama_stack/providers/tests/inference/test_text_inference.py -m "cerebras and llama_8b" 
/net/henryt-dev/srv/nfs/henryt-data/ws/llama-stack/.venv/lib/python3.12/site-packages/pytest_asyncio/plugin.py:208: PytestDeprecationWarning: The configuration option "asyncio_default_fixture_loop_scope" is unset.
The event loop scope for asynchronous fixtures will default to the fixture caching scope. Future versions of pytest-asyncio will default the loop scope for asynchronous fixtures to function scope. Set the default fixture loop scope explicitly in order to avoid unexpected behavior in the future. Valid fixture loop scopes are: "function", "class", "module", "package", "session"

  warnings.warn(PytestDeprecationWarning(_DEFAULT_FIXTURE_LOOP_SCOPE_UNSET))
=================================================== test session starts ===================================================
platform linux -- Python 3.12.3, pytest-8.3.3, pluggy-1.5.0 -- /net/henryt-dev/srv/nfs/henryt-data/ws/llama-stack/.venv/bin/python3.12
cachedir: .pytest_cache
rootdir: /net/henryt-dev/srv/nfs/henryt-data/ws/llama-stack
configfile: pyproject.toml
plugins: anyio-4.6.2.post1, asyncio-0.24.0
asyncio: mode=Mode.STRICT, default_loop_scope=None
collected 128 items / 120 deselected / 8 selected                                                                         

llama_stack/providers/tests/inference/test_text_inference.py::TestInference::test_model_list[llama_8b-cerebras] Resolved 4 providers
 inner-inference => cerebras
 models => __routing_table__
 inference => __autorouted__
 inspect => __builtin__

Models: meta-llama/Llama-3.1-8B-Instruct served by cerebras

PASSED
llama_stack/providers/tests/inference/test_text_inference.py::TestInference::test_completion[llama_8b-cerebras] PASSED
llama_stack/providers/tests/inference/test_text_inference.py::TestInference::test_completions_structured_output[llama_8b-cerebras] SKIPPED
llama_stack/providers/tests/inference/test_text_inference.py::TestInference::test_chat_completion_non_streaming[llama_8b-cerebras] PASSED
llama_stack/providers/tests/inference/test_text_inference.py::TestInference::test_structured_output[llama_8b-cerebras] SKIPPED
llama_stack/providers/tests/inference/test_text_inference.py::TestInference::test_chat_completion_streaming[llama_8b-cerebras] PASSED
llama_stack/providers/tests/inference/test_text_inference.py::TestInference::test_chat_completion_with_tool_calling[llama_8b-cerebras] PASSED
llama_stack/providers/tests/inference/test_text_inference.py::TestInference::test_chat_completion_with_tool_calling_streaming[llama_8b-cerebras] PASSED

================================ 6 passed, 2 skipped, 120 deselected, 6 warnings in 3.95s =================================
```

I ran `python llama_stack/scripts/distro_codegen.py` to run codegen.
2024-12-03 21:15:32 -08:00
Jeffrey Lind
5fc2ee6f77
Fix URLs to Llama Stack Read the Docs Webpages (#547)
# What does this PR do?

Many of the URLs pointing to the Llama Stack's Read The Docs webpages
were broken, presumably due to recent refactor of the documentation.
This PR fixes all effected URLs throughout the repository.
2024-11-29 10:11:50 -06:00
Ashwin Bharambe
a23960663d Upgrade README a bit 2024-11-23 09:36:54 -08:00
Ashwin Bharambe
0758eb9cb1 Try new llama stack image 2024-11-23 00:03:42 -08:00
Ashwin Bharambe
0bd774716c Kill pancakes logo 2024-11-22 15:51:11 -08:00
Justin Lee
9928405e2c
Docs improvement v3 (#433)
# What does this PR do?

- updated the notebooks to reflect past changes up to llama-stack 0.0.53
- updated readme to  provide accurate and up-to-date info
- improve the current zero to hero by integrating an example using
together api


## Before submitting

- [x] 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?
- [ ] Updated relevant documentation.
- [ ] Wrote necessary unit or integration tests.

---------

Co-authored-by: Sanyam Bhutani <sanyambhutani@meta.com>
2024-11-22 15:43:31 -08:00
Ashwin Bharambe
55c55b9f51 Update Quick Start significantly 2024-11-21 13:20:55 -08:00
Riandy
2108a779f2
Update kotlin client docs (#476)
# What does this PR do?

In short, provide a summary of what this PR does and why. Usually, the
relevant context should be present in a linked issue.

Add Kotlin package link into readme docs
2024-11-19 08:43:20 +05:30
Jeff Tang
15dee2b8b8
Added link to the Colab notebook of the Llama Stack lesson on the Llama 3.2 course on DLAI (#445)
# What does this PR do?

It shows a complete zero-setup Colab using the Llama Stack server
implemented and powered by together.ai: using Llama Stack Client API to
run inference, agent and 3.2 models. Good for a quick start guide.



- [ ] Addresses issue (#issue)


## Test Plan

Please describe:
 - tests you ran to verify your changes with result summaries.
 - provide instructions so it can be reproduced.


## 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.
2024-11-13 13:59:41 -08:00
Xi Yan
c810a4184d
[docs] update documentations (#356)
* move docs -> source

* Add files via upload

* mv image

* Add files via upload

* colocate iOS setup doc

* delete image

* Add files via upload

* fix

* delete image

* Add files via upload

* Update developer_cookbook.md

* toctree

* wip subfolder

* docs update

* subfolder

* updates

* name

* updates

* index

* updates

* refactor structure

* depth

* docs

* content

* docs

* getting started

* distributions

* fireworks

* fireworks

* update

* theme

* theme

* theme

* pdj theme

* pytorch theme

* css

* theme

* agents example

* format

* index

* headers

* copy button

* test tabs

* test tabs

* fix

* tabs

* tab

* tabs

* sphinx_design

* quick start commands

* size

* width

* css

* css

* download models

* asthetic fix

* tab format

* update

* css

* width

* css

* docs

* tab based

* tab

* tabs

* docs

* style

* image

* css

* color

* typo

* update docs

* missing links

* list templates

* links

* links update

* troubleshooting

* fix

* distributions

* docs

* fix table

* kill llamastack-local-gpu/cpu

* Update index.md

* Update index.md

* mv ios_setup.md

* Update ios_setup.md

* Add remote_or_local.gif

* Update ios_setup.md

* release notes

* typos

* Add ios_setup to index

* nav bar

* hide torctree

* ios image

* links update

* rename

* rename

* docs

* rename

* links

* distributions

* distributions

* distributions

* distributions

* remove release

* remote

---------

Co-authored-by: dltn <6599399+dltn@users.noreply.github.com>
Co-authored-by: Ashwin Bharambe <ashwin.bharambe@gmail.com>
2024-11-04 16:52:38 -08:00
Justin Lee
b6d8246b82
added templates and enhanced readme (#307)
Co-authored-by: Justin Lee <justinai@fb.com>
2024-10-24 17:07:06 -07:00
Xi Yan
cb203b14b4 update README.md 2024-10-21 13:51:39 -07:00
Xi Yan
d787d1e84f
config templates restructure, docs (#262)
* wip

* config templates

* readmes
2024-10-16 23:25:10 -07:00
Dalton Flanagan
9fbe8852aa
Add Swift Package Index badge 2024-10-10 23:39:25 -04:00
Dalton Flanagan
a3e65d58a9
Add logo 2024-10-10 15:04:21 -04:00
Xi Yan
16ba0fa06f
Update README.md 2024-10-07 11:24:27 -07:00
Russell Bryant
996efa9b42
README.md: Add vLLM to providers table (#207)
Signed-off-by: Russell Bryant <russell.bryant@gmail.com>
2024-10-07 10:26:52 -07:00
Xi Yan
2366e18873
refactor docs (#209) 2024-10-07 10:21:26 -07:00
raghotham
d74501f75c
Update README.md
Added pypi package version
2024-10-03 10:21:16 -07:00
Xi Yan
f6a6598d1a
[bugfix] fix #146 (#147)
* more robust image type

* lint
2024-09-28 17:47:00 -07:00
Xi Yan
b646167d94
Update README.md 2024-09-28 16:55:22 -07:00
Xi Yan
5ce759adc4
Update README.md 2024-09-28 16:55:08 -07:00
JC (Jonathan Chen)
e73e9110b7
docs: fix typo (#107) 2024-09-25 18:36:31 -07:00
Xi Yan
d0280138ef
Update README.md 2024-09-25 17:29:17 -07:00
machina-source
37be3fb184
Fix links & format (#104)
Fix broken examples link to llama-stack-apps repo
Remove extra space in README.md
2024-09-25 14:18:46 -07:00
raghotham
baf7bb47b9
Update README.md 2024-09-25 11:45:47 -07:00
Ashwin Bharambe
8d511cdf91 Make build_conda_env a bit more robust 2024-09-24 10:12:07 -07:00
Ashwin Bharambe
9487ad8294
API Updates (#73)
* API Keys passed from Client instead of distro configuration

* delete distribution registry

* Rename the "package" word away

* Introduce a "Router" layer for providers

Some providers need to be factorized and considered as thin routing
layers on top of other providers. Consider two examples:

- The inference API should be a routing layer over inference providers,
  routed using the "model" key
- The memory banks API is another instance where various memory bank
  types will be provided by independent providers (e.g., a vector store
  is served by Chroma while a keyvalue memory can be served by Redis or
  PGVector)

This commit introduces a generalized routing layer for this purpose.

* update `apis_to_serve`

* llama_toolchain -> llama_stack

* Codemod from llama_toolchain -> llama_stack

- added providers/registry
- cleaned up api/ subdirectories and moved impls away
- restructured api/api.py
- from llama_stack.apis.<api> import foo should work now
- update imports to do llama_stack.apis.<api>
- update many other imports
- added __init__, fixed some registry imports
- updated registry imports
- create_agentic_system -> create_agent
- AgenticSystem -> Agent

* Moved some stuff out of common/; re-generated OpenAPI spec

* llama-toolchain -> llama-stack (hyphens)

* add control plane API

* add redis adapter + sqlite provider

* move core -> distribution

* Some more toolchain -> stack changes

* small naming shenanigans

* Removing custom tool and agent utilities and moving them client side

* Move control plane to distribution server for now

* Remove control plane from API list

* no codeshield dependency randomly plzzzzz

* Add "fire" as a dependency

* add back event loggers

* stack configure fixes

* use brave instead of bing in the example client

* add init file so it gets packaged

* add init files so it gets packaged

* Update MANIFEST

* bug fix

---------

Co-authored-by: Hardik Shah <hjshah@fb.com>
Co-authored-by: Xi Yan <xiyan@meta.com>
Co-authored-by: Ashwin Bharambe <ashwin@meta.com>
2024-09-17 19:51:35 -07:00
raghotham
d8b3fdbd54
Update README.md 2024-09-13 08:56:47 -07:00
Hardik Shah
7f13853e5e
Update README.md 2024-08-12 17:10:02 -07:00
Dalton Flanagan
416097a9ea
Rename inline -> local (#24)
* Rename the "inline" distribution to "local"

* further rename

---------

Co-authored-by: Ashwin Bharambe <ashwin.bharambe@gmail.com>
2024-08-08 17:39:03 -04:00