Update the "InterleavedTextMedia" type (#635)

## What does this PR do?

This is a long-pending change and particularly important to get done
now.

Specifically:
- we cannot "localize" (aka download) any URLs from media attachments
anywhere near our modeling code. it must be done within llama-stack.
- `PIL.Image` is infesting all our APIs via `ImageMedia ->
InterleavedTextMedia` and that cannot be right at all. Anything in the
API surface must be "naturally serializable". We need a standard `{
type: "image", image_url: "<...>" }` which is more extensible
- `UserMessage`, `SystemMessage`, etc. are moved completely to
llama-stack from the llama-models repository.

See https://github.com/meta-llama/llama-models/pull/244 for the
corresponding PR in llama-models.

## Test Plan

```bash
cd llama_stack/providers/tests

pytest -s -v -k "fireworks or ollama or together" inference/test_vision_inference.py
pytest -s -v -k "(fireworks or ollama or together) and llama_3b" inference/test_text_inference.py
pytest -s -v -k chroma memory/test_memory.py \
  --env EMBEDDING_DIMENSION=384 --env CHROMA_DB_PATH=/tmp/foobar

pytest -s -v -k fireworks agents/test_agents.py  \
   --safety-shield=meta-llama/Llama-Guard-3-8B \
   --inference-model=meta-llama/Llama-3.1-8B-Instruct
```

Updated the client sdk (see PR ...), installed the SDK in the same
environment and then ran the SDK tests:

```bash
cd tests/client-sdk
LLAMA_STACK_CONFIG=together pytest -s -v agents/test_agents.py
LLAMA_STACK_CONFIG=ollama pytest -s -v memory/test_memory.py

# this one needed a bit of hacking in the run.yaml to ensure I could register the vision model correctly
INFERENCE_MODEL=llama3.2-vision:latest LLAMA_STACK_CONFIG=ollama pytest -s -v inference/test_inference.py
```

llama_stack/distribution/routers/routers.py

@@ -59,7 +59,7 @@ class MemoryRouter(Memory):
     async def query_documents(
         self,
         bank_id: str,
-        query: InterleavedTextMedia,
+        query: InterleavedContent,
         params: Optional[Dict[str, Any]] = None,
     ) -> QueryDocumentsResponse:
         return await self.routing_table.get_provider_impl(bank_id).query_documents(
@@ -133,7 +133,7 @@ class InferenceRouter(Inference):
     async def completion(
         self,
         model_id: str,
-        content: InterleavedTextMedia,
+        content: InterleavedContent,
         sampling_params: Optional[SamplingParams] = SamplingParams(),
         response_format: Optional[ResponseFormat] = None,
         stream: Optional[bool] = False,
@@ -163,7 +163,7 @@ class InferenceRouter(Inference):
     async def embeddings(
         self,
         model_id: str,
-        contents: List[InterleavedTextMedia],
+        contents: List[InterleavedContent],
     ) -> EmbeddingsResponse:
         model = await self.routing_table.get_model(model_id)
         if model is None:

llama_stack/distribution/routers/routing_tables.py

@@ -16,8 +16,7 @@ from llama_stack.apis.memory_banks import *  # noqa: F403
 from llama_stack.apis.datasets import *  # noqa: F403
 from llama_stack.apis.eval_tasks import *  # noqa: F403
 
-
-from llama_models.llama3.api.datatypes import URL
+from llama_stack.apis.common.content_types import URL
 
 from llama_stack.apis.common.type_system import ParamType
 from llama_stack.distribution.store import DistributionRegistry
@@ -30,7 +29,6 @@ def get_impl_api(p: Any) -> Api:
 
 # TODO: this should return the registered object for all APIs
 async def register_object_with_provider(obj: RoutableObject, p: Any) -> RoutableObject:
-
     api = get_impl_api(p)
 
     assert obj.provider_id != "remote", "Remote provider should not be registered"
@@ -76,7 +74,6 @@ class CommonRoutingTableImpl(RoutingTable):
         self.dist_registry = dist_registry
 
     async def initialize(self) -> None:
-
         async def add_objects(
             objs: List[RoutableObjectWithProvider], provider_id: str, cls
         ) -> None: