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This commit is contained in:
Ashwin Bharambe 2025-10-01 13:48:00 -07:00
parent a78f981dbb
commit fa6ed28aea
21 changed files with 4085 additions and 6339 deletions
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4
llama_stack/models/llama/llama3/prompt_templates/system_prompts.py
View file

@ -258,8 +258,8 @@ class PythonListCustomToolGenerator(PromptTemplateGeneratorBase): # noqa: N801
{# manually setting up JSON because jinja sorts keys in unexpected ways -#} {# manually setting up JSON because jinja sorts keys in unexpected ways -#}
{%- set tname = t.tool_name -%} {%- set tname = t.tool_name -%}
{%- set tdesc = t.description -%} {%- set tdesc = t.description -%}
{%- set tprops = t.input_schema.get('properties', {}) -%} {%- set tprops = (t.input_schema or {}).get('properties', {}) -%}
{%- set required_params = t.input_schema.get('required', []) -%} {%- set required_params = (t.input_schema or {}).get('required', []) -%}
{ {
"name": "{{tname}}", "name": "{{tname}}",
"description": "{{tdesc}}", "description": "{{tdesc}}",

30
llama_stack/providers/inline/agents/meta_reference/agent_instance.py
View file

@ -790,37 +790,11 @@ class ChatAgent(ShieldRunnerMixin):
if tool_name_to_def.get(tool_def.name, None): if tool_name_to_def.get(tool_def.name, None):
raise ValueError(f"Tool {tool_def.name} already exists") raise ValueError(f"Tool {tool_def.name} already exists")
# Build JSON Schema from tool parameters # Use input_schema from ToolDef directly
properties = {}
required = []
for param in tool_def.parameters:
param_schema = {
"type": param.parameter_type,
"description": param.description,
}
if param.default is not None:
param_schema["default"] = param.default
if param.items is not None:
param_schema["items"] = param.items
if param.title is not None:
param_schema["title"] = param.title
properties[param.name] = param_schema
if param.required:
required.append(param.name)
input_schema = {
"type": "object",
"properties": properties,
"required": required,
}
tool_name_to_def[tool_def.name] = ToolDefinition( tool_name_to_def[tool_def.name] = ToolDefinition(
tool_name=tool_def.name, tool_name=tool_def.name,
description=tool_def.description, description=tool_def.description,
input_schema=input_schema, input_schema=tool_def.input_schema,
) )
for toolgroup_name_with_maybe_tool_name in agent_config_toolgroups: for toolgroup_name_with_maybe_tool_name in agent_config_toolgroups:
toolgroup_name, input_tool_name = self._parse_toolgroup_name(toolgroup_name_with_maybe_tool_name) toolgroup_name, input_tool_name = self._parse_toolgroup_name(toolgroup_name_with_maybe_tool_name)

4
tests/integration/inference/test_tools_with_schemas.py
View file

@ -199,14 +199,14 @@ class TestMCPToolsInChatCompletion:
} }
# Get the tools from MCP # Get the tools from MCP
tools_response = llama_stack_client.tool_runtime.list_runtime_tools( tools_response = llama_stack_client.tool_runtime.list_tools(
tool_group_id=test_toolgroup_id, tool_group_id=test_toolgroup_id,
extra_headers=auth_headers, extra_headers=auth_headers,
) )
# Convert to OpenAI format for inference # Convert to OpenAI format for inference
tools = [] tools = []
for tool in tools_response.data: for tool in tools_response:
tools.append( tools.append(
{ {
"type": "function", "type": "function",

10
tests/integration/recordings/responses/0e8f2b001dd9.json
View file

@ -20,14 +20,14 @@
"body": { "body": {
"__type__": "openai.types.chat.chat_completion.ChatCompletion", "__type__": "openai.types.chat.chat_completion.ChatCompletion",
"__data__": { "__data__": {
"id": "chatcmpl-161", "id": "chatcmpl-494",
"choices": [ "choices": [
{ {
"finish_reason": "stop", "finish_reason": "stop",
"index": 0, "index": 0,
"logprobs": null, "logprobs": null,
"message": { "message": {
"content": "The answer is Saturn.", "content": "You're referring to Saturn's majestic ring system. Yes, the answer is Saturn! Its ring system is one of the most well-known and iconic in our solar system. The rings are made up of ice particles and rock debris that orbit around Saturn, stretching out for hundreds of thousands of miles.",
"refusal": null, "refusal": null,
"role": "assistant", "role": "assistant",
"annotations": null, "annotations": null,
@ -37,15 +37,15 @@
} }
} }
], ],
"created": 1756921364, "created": 1759351471,
"model": "llama3.2:3b-instruct-fp16", "model": "llama3.2:3b-instruct-fp16",
"object": "chat.completion", "object": "chat.completion",
"service_tier": null, "service_tier": null,
"system_fingerprint": "fp_ollama", "system_fingerprint": "fp_ollama",
"usage": { "usage": {
"completion_tokens": 6, "completion_tokens": 60,
"prompt_tokens": 39, "prompt_tokens": 39,
"total_tokens": 45, "total_tokens": 99,
"completion_tokens_details": null, "completion_tokens_details": null,
"prompt_tokens_details": null "prompt_tokens_details": null
} }

756
tests/integration/recordings/responses/325a72db5755.json
View file

@ -21,7 +21,7 @@
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"__data__": { "__data__": {
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{ {
"delta": { "delta": {
@ -36,7 +36,7 @@
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} }
], ],
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"object": "chat.completion.chunk", "object": "chat.completion.chunk",
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@ -47,7 +47,7 @@
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"__type__": "openai.types.chat.chat_completion_chunk.ChatCompletionChunk", "__type__": "openai.types.chat.chat_completion_chunk.ChatCompletionChunk",
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{ {
"delta": { "delta": {
@ -62,7 +62,7 @@
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} }
], ],
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@ -73,7 +73,7 @@
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{ {
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@ -88,7 +88,7 @@
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"service_tier": null, "service_tier": null,
@ -99,7 +99,7 @@
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@ -114,7 +114,7 @@
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@ -125,7 +125,7 @@
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@ -140,7 +140,7 @@
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@ -151,7 +151,7 @@
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@ -166,7 +166,7 @@
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@ -177,7 +177,7 @@
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@ -192,7 +192,7 @@
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@ -203,7 +203,7 @@
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@ -218,7 +218,7 @@
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@ -229,7 +229,7 @@
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@ -244,7 +244,7 @@
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@ -255,7 +255,7 @@
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@ -270,7 +270,7 @@
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@ -281,7 +281,7 @@
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@ -296,7 +296,7 @@
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@ -307,7 +307,7 @@
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@ -322,7 +322,7 @@
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@ -333,7 +333,7 @@
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@ -348,7 +348,7 @@
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@ -359,7 +359,7 @@
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@ -374,7 +374,7 @@
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@ -385,7 +385,7 @@
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1636
tests/integration/recordings/responses/a0c4df33879f.json
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File diff suppressed because it is too large Load diff

4
tests/integration/recordings/responses/a4c8d19bb1eb.json
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@ -20,7 +20,7 @@
"body": { "body": {
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"choices": [ "choices": [
{ {
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768
tests/integration/recordings/responses/c13d7510774c.json
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"index": 0, "index": 0,
"object": "embedding" "object": "embedding"

45
tests/integration/recordings/responses/d0ac68cbde69.json
View file

@ -12,13 +12,31 @@
"__type__": "ollama._types.ProcessResponse", "__type__": "ollama._types.ProcessResponse",
"__data__": { "__data__": {
"models": [ "models": [
{
"model": "llama3.2:3b",
"name": "llama3.2:3b",
"digest": "a80c4f17acd55265feec403c7aef86be0c25983ab279d83f3bcd3abbcb5b8b72",
"expires_at": "2025-10-01T14:42:00.149364-07:00",
"size": 3367856128,
"size_vram": 3367856128,
"details": {
"parent_model": "",
"format": "gguf",
"family": "llama",
"families": [
"llama"
],
"parameter_size": "3.2B",
"quantization_level": "Q4_K_M"
}
},
{ {
"model": "llama3.2:3b-instruct-fp16", "model": "llama3.2:3b-instruct-fp16",
"name": "llama3.2:3b-instruct-fp16", "name": "llama3.2:3b-instruct-fp16",
"digest": "195a8c01d91ec3cb1e0aad4624a51f2602c51fa7d96110f8ab5a20c84081804d", "digest": "195a8c01d91ec3cb1e0aad4624a51f2602c51fa7d96110f8ab5a20c84081804d",
"expires_at": "2025-09-30T14:29:52.682809-07:00", "expires_at": "2025-10-01T13:49:34.349274-07:00",
"size": 8581748736, "size": 7919570944,
"size_vram": 8581748736, "size_vram": 7919570944,
"details": { "details": {
"parent_model": "", "parent_model": "",
"format": "gguf", "format": "gguf",
@ -28,8 +46,25 @@
], ],
"parameter_size": "3.2B", "parameter_size": "3.2B",
"quantization_level": "F16" "quantization_level": "F16"
}, }
"context_length": null },
{
"model": "all-minilm:l6-v2",
"name": "all-minilm:l6-v2",
"digest": "1b226e2802dbb772b5fc32a58f103ca1804ef7501331012de126ab22f67475ef",
"expires_at": "2025-10-01T13:49:25.407653-07:00",
"size": 585846784,
"size_vram": 585846784,
"details": {
"parent_model": "",
"format": "gguf",
"family": "bert",
"families": [
"bert"
],
"parameter_size": "23M",
"quantization_level": "F16"
}
} }
] ]
} }

10
tests/integration/recordings/responses/e9c8a0e4f0e0.json
View file

@ -20,14 +20,14 @@
"body": { "body": {
"__type__": "openai.types.chat.chat_completion.ChatCompletion", "__type__": "openai.types.chat.chat_completion.ChatCompletion",
"__data__": { "__data__": {
"id": "chatcmpl-957", "id": "chatcmpl-875",
"choices": [ "choices": [
{ {
"finish_reason": "stop", "finish_reason": "stop",
"index": 0, "index": 0,
"logprobs": null, "logprobs": null,
"message": { "message": {
"content": "Humans live on Earth. It's a terrestrial planet in the Solar System, located in the outer reaches of the Sun's gravitational pull.", "content": "Humans live on Earth.",
"refusal": null, "refusal": null,
"role": "assistant", "role": "assistant",
"annotations": null, "annotations": null,
@ -37,15 +37,15 @@
} }
} }
], ],
"created": 1756921355, "created": 1759351466,
"model": "llama3.2:3b-instruct-fp16", "model": "llama3.2:3b-instruct-fp16",
"object": "chat.completion", "object": "chat.completion",
"service_tier": null, "service_tier": null,
"system_fingerprint": "fp_ollama", "system_fingerprint": "fp_ollama",
"usage": { "usage": {
"completion_tokens": 28, "completion_tokens": 6,
"prompt_tokens": 32, "prompt_tokens": 32,
"total_tokens": 60, "total_tokens": 38,
"completion_tokens_details": null, "completion_tokens_details": null,
"prompt_tokens_details": null "prompt_tokens_details": null
} }

10
tests/integration/recordings/responses/f70f30f54211.json
View file

@ -38,7 +38,7 @@
"body": { "body": {
"__type__": "openai.types.chat.chat_completion.ChatCompletion", "__type__": "openai.types.chat.chat_completion.ChatCompletion",
"__data__": { "__data__": {
"id": "chatcmpl-10", "id": "chatcmpl-958",
"choices": [ "choices": [
{ {
"finish_reason": "tool_calls", "finish_reason": "tool_calls",
@ -53,7 +53,7 @@
"function_call": null, "function_call": null,
"tool_calls": [ "tool_calls": [
{ {
"id": "call_7cm57k1b", "id": "call_wc359mqt",
"function": { "function": {
"arguments": "{\"city\":\"Tokyo\"}", "arguments": "{\"city\":\"Tokyo\"}",
"name": "get_weather" "name": "get_weather"
@ -65,15 +65,15 @@
} }
} }
], ],
"created": 1756921368, "created": 1759351475,
"model": "llama3.2:3b-instruct-fp16", "model": "llama3.2:3b-instruct-fp16",
"object": "chat.completion", "object": "chat.completion",
"service_tier": null, "service_tier": null,
"system_fingerprint": "fp_ollama", "system_fingerprint": "fp_ollama",
"usage": { "usage": {
"completion_tokens": 18, "completion_tokens": 14,
"prompt_tokens": 177, "prompt_tokens": 177,
"total_tokens": 195, "total_tokens": 191,
"completion_tokens_details": null, "completion_tokens_details": null,
"prompt_tokens_details": null "prompt_tokens_details": null
} }

13
tests/integration/tool_runtime/test_mcp_json_schema.py
View file

@ -129,12 +129,12 @@ class TestMCPSchemaPreservation:
} }
# List runtime tools # List runtime tools
response = llama_stack_client.tool_runtime.list_runtime_tools( response = llama_stack_client.tool_runtime.list_tools(
tool_group_id=test_toolgroup_id, tool_group_id=test_toolgroup_id,
extra_headers=auth_headers, extra_headers=auth_headers,
) )
tools = response.data tools = response
assert len(tools) > 0 assert len(tools) > 0
# Check each tool has input_schema # Check each tool has input_schema
@ -166,20 +166,19 @@ class TestMCPSchemaPreservation:
provider_id="model-context-protocol", provider_id="model-context-protocol",
mcp_endpoint=dict(uri=uri), mcp_endpoint=dict(uri=uri),
) )
provider_data = {"mcp_headers": {uri: {"Authorization": f"Bearer {AUTH_TOKEN}"}}} provider_data = {"mcp_headers": {uri: {"Authorization": f"Bearer {AUTH_TOKEN}"}}}
auth_headers = { auth_headers = {
"X-LlamaStack-Provider-Data": json.dumps(provider_data), "X-LlamaStack-Provider-Data": json.dumps(provider_data),
} }
# List tools # List tools
response = llama_stack_client.tool_runtime.list_runtime_tools( response = llama_stack_client.tool_runtime.list_tools(
tool_group_id=test_toolgroup_id, tool_group_id=test_toolgroup_id,
extra_headers=auth_headers, extra_headers=auth_headers,
) )
# Find book_flight tool (which should have $ref/$defs) # Find book_flight tool (which should have $ref/$defs)
book_flight_tool = next((t for t in response.data if t.name == "book_flight"), None) book_flight_tool = next((t for t in response if t.name == "book_flight"), None)
if book_flight_tool and book_flight_tool.input_schema: if book_flight_tool and book_flight_tool.input_schema:
# If the MCP server provides $defs, they should be preserved # If the MCP server provides $defs, they should be preserved
@ -222,13 +221,13 @@ class TestMCPSchemaPreservation:
"X-LlamaStack-Provider-Data": json.dumps(provider_data), "X-LlamaStack-Provider-Data": json.dumps(provider_data),
} }
response = llama_stack_client.tool_runtime.list_runtime_tools( response = llama_stack_client.tool_runtime.list_tools(
tool_group_id=test_toolgroup_id, tool_group_id=test_toolgroup_id,
extra_headers=auth_headers, extra_headers=auth_headers,
) )
# Find get_weather tool # Find get_weather tool
weather_tool = next((t for t in response.data if t.name == "get_weather"), None) weather_tool = next((t for t in response if t.name == "get_weather"), None)
if weather_tool: if weather_tool:
# Check if output_schema field exists and is preserved # Check if output_schema field exists and is preserved