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refactor: move all llama code to models/llama out of meta reference (#1887)

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# What does this PR do?

Move around bits. This makes the copies from llama-models _much_ easier
to maintain and ensures we don't entangle meta-reference specific
tidbits into llama-models code even by accident.

Also, kills the meta-reference-quantized-gpu distro and rolls
quantization deps into meta-reference-gpu.

## Test Plan

```
LLAMA_MODELS_DEBUG=1 \
  with-proxy llama stack run meta-reference-gpu \
  --env INFERENCE_MODEL=meta-llama/Llama-4-Scout-17B-16E-Instruct \
   --env INFERENCE_CHECKPOINT_DIR=<DIR> \
   --env MODEL_PARALLEL_SIZE=4 \
   --env QUANTIZATION_TYPE=fp8_mixed
```

Start a server with and without quantization. Point integration tests to
it using:

```
pytest -s -v  tests/integration/inference/test_text_inference.py \
   --stack-config http://localhost:8321 --text-model meta-llama/Llama-4-Scout-17B-16E-Instruct
```
This commit is contained in:
Ashwin Bharambe 2025-04-07 15:03:58 -07:00 • committed by GitHub
parent c52ccc4bbd
commit 530d4bdfe1
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85 changed files with 1267 additions and 1683 deletions
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2
llama_stack/providers/utils/inference/__init__.py
View file

@ -6,8 +6,8 @@
from typing import List
from llama_stack.models.llama.datatypes import * # noqa: F403
from llama_stack.models.llama.sku_list import all_registered_models
from llama_stack.models.llama.sku_types import * # noqa: F403
def is_supported_safety_model(model: Model) -> bool:

8
llama_stack/providers/utils/inference/openai_compat.py
View file

@ -73,21 +73,21 @@ from llama_stack.apis.inference import (
CompletionMessage,
CompletionResponse,
CompletionResponseStreamChunk,
GreedySamplingStrategy,
Message,
SamplingParams,
SystemMessage,
TokenLogProbs,
ToolResponseMessage,
TopKSamplingStrategy,
TopPSamplingStrategy,
UserMessage,
)
from llama_stack.models.llama.datatypes import (
BuiltinTool,
GreedySamplingStrategy,
SamplingParams,
StopReason,
ToolCall,
ToolDefinition,
TopKSamplingStrategy,
TopPSamplingStrategy,
)
from llama_stack.providers.utils.inference.prompt_adapter import (
convert_image_content_to_url,

3
llama_stack/providers/utils/inference/prompt_adapter.py
View file

@ -34,7 +34,6 @@ from llama_stack.apis.inference import (
)
from llama_stack.log import get_logger
from llama_stack.models.llama.datatypes import (
ModelFamily,
RawContent,
RawContentItem,
RawMediaItem,
@ -43,7 +42,6 @@ from llama_stack.models.llama.datatypes import (
Role,
StopReason,
ToolPromptFormat,
is_multimodal,
)
from llama_stack.models.llama.llama3.chat_format import ChatFormat
from llama_stack.models.llama.llama3.prompt_templates import (
@ -55,6 +53,7 @@ from llama_stack.models.llama.llama3.prompt_templates import (
)
from llama_stack.models.llama.llama3.tokenizer import Tokenizer
from llama_stack.models.llama.sku_list import resolve_model
from llama_stack.models.llama.sku_types import ModelFamily, is_multimodal
from llama_stack.providers.utils.inference import supported_inference_models
log = get_logger(name=__name__, category="inference")