Make all methods async def again; add completion() for meta-reference (#270)

PR #201 had made several changes while trying to fix issues with getting the stream=False branches of inference and agents API working. As part of this, it made a change which was slightly gratuitous. Namely, making chat_completion() and brethren "def" instead of "async def".

The rationale was that this allowed the user (within llama-stack) of this to use it as:

```
async for chunk in api.chat_completion(params)
```

However, it causes unnecessary confusion for several folks. Given that clients (e.g., llama-stack-apps) anyway use the SDK methods (which are completely isolated) this choice was not ideal. Let's revert back so the call now looks like:

```
async for chunk in await api.chat_completion(params)
```

Bonus: Added a completion() implementation for the meta-reference provider. Technically should have been another PR :)

docs/resources/llama-stack-spec.html

@@ -21,7 +21,7 @@
     "info": {
         "title": "[DRAFT] Llama Stack Specification",
         "version": "0.0.1",
-        "description": "This is the specification of the llama stack that provides\n                a set of endpoints and their corresponding interfaces that are tailored to\n                best leverage Llama Models. The specification is still in draft and subject to change.\n                Generated at 2024-10-10 15:29:56.831109"
+        "description": "This is the specification of the llama stack that provides\n                a set of endpoints and their corresponding interfaces that are tailored to\n                best leverage Llama Models. The specification is still in draft and subject to change.\n                Generated at 2024-10-18 20:48:17.730988"
     },
     "servers": [
         {
@@ -2830,8 +2830,11 @@
             "CompletionResponse": {
                 "type": "object",
                 "properties": {
-                    "completion_message": {
-                        "$ref": "#/components/schemas/CompletionMessage"
+                    "content": {
+                        "type": "string"
+                    },
+                    "stop_reason": {
+                        "$ref": "#/components/schemas/StopReason"
                     },
                     "logprobs": {
                         "type": "array",
@@ -2842,7 +2845,8 @@
                 },
                 "additionalProperties": false,
                 "required": [
-                    "completion_message"
+                    "content",
+                    "stop_reason"
                 ],
                 "title": "Completion response."
             },
@@ -6075,49 +6079,49 @@
     ],
     "tags": [
         {
-            "name": "Evaluations"
-        },
-        {
-            "name": "Inspect"
+            "name": "Models"
         },
         {
             "name": "RewardScoring"
         },
         {
-            "name": "Datasets"
-        },
-        {
-            "name": "Models"
-        },
-        {
-            "name": "Telemetry"
-        },
-        {
-            "name": "PostTraining"
-        },
-        {
-            "name": "SyntheticDataGeneration"
-        },
-        {
-            "name": "BatchInference"
-        },
-        {
-            "name": "Inference"
-        },
-        {
-            "name": "Agents"
-        },
-        {
-            "name": "Memory"
-        },
-        {
-            "name": "Safety"
+            "name": "MemoryBanks"
         },
         {
             "name": "Shields"
         },
         {
-            "name": "MemoryBanks"
+            "name": "SyntheticDataGeneration"
+        },
+        {
+            "name": "Inference"
+        },
+        {
+            "name": "Inspect"
+        },
+        {
+            "name": "BatchInference"
+        },
+        {
+            "name": "Memory"
+        },
+        {
+            "name": "Datasets"
+        },
+        {
+            "name": "Agents"
+        },
+        {
+            "name": "PostTraining"
+        },
+        {
+            "name": "Telemetry"
+        },
+        {
+            "name": "Safety"
+        },
+        {
+            "name": "Evaluations"
         },
         {
             "name": "BuiltinTool",

docs/resources/llama-stack-spec.yaml

@@ -501,14 +501,17 @@ components:
     CompletionResponse:
       additionalProperties: false
       properties:
-        completion_message:
-          $ref: '#/components/schemas/CompletionMessage'
+        content:
+          type: string
         logprobs:
           items:
             $ref: '#/components/schemas/TokenLogProbs'
           type: array
+        stop_reason:
+          $ref: '#/components/schemas/StopReason'
       required:
-      - completion_message
+      - content
+      - stop_reason
       title: Completion response.
       type: object
     CompletionResponseStreamChunk:
@@ -2507,7 +2510,7 @@ info:
   description: "This is the specification of the llama stack that provides\n     \
     \           a set of endpoints and their corresponding interfaces that are tailored\
     \ to\n                best leverage Llama Models. The specification is still in\
-    \ draft and subject to change.\n                Generated at 2024-10-10 15:29:56.831109"
+    \ draft and subject to change.\n                Generated at 2024-10-18 20:48:17.730988"
   title: '[DRAFT] Llama Stack Specification'
   version: 0.0.1
 jsonSchemaDialect: https://json-schema.org/draft/2020-12/schema
@@ -3712,21 +3715,21 @@ security:
 servers:
 - url: http://any-hosted-llama-stack.com
 tags:
-- name: Evaluations
-- name: Inspect
-- name: RewardScoring
-- name: Datasets
 - name: Models
-- name: Telemetry
-- name: PostTraining
-- name: SyntheticDataGeneration
-- name: BatchInference
-- name: Inference
-- name: Agents
-- name: Memory
-- name: Safety
-- name: Shields
+- name: RewardScoring
 - name: MemoryBanks
+- name: Shields
+- name: SyntheticDataGeneration
+- name: Inference
+- name: Inspect
+- name: BatchInference
+- name: Memory
+- name: Datasets
+- name: Agents
+- name: PostTraining
+- name: Telemetry
+- name: Safety
+- name: Evaluations
 - description: <SchemaDefinition schemaRef="#/components/schemas/BuiltinTool" />
   name: BuiltinTool
 - description: <SchemaDefinition schemaRef="#/components/schemas/CompletionMessage"