From b0a7f304189c5e886aa699846178699c5bc2144d Mon Sep 17 00:00:00 2001 From: maral Date: Wed, 17 Jun 2026 14:39:02 +0800 Subject: [PATCH 1/2] add cassettes from vLLM upstream for different function_call Signed-off-by: maral --- .../tests/cassettes/record_cassette.py | 45 +- .../cassettes/record_tool_call_cassettes.sh | 213 + ...o-Qwen-Qwen3-30B-A3B-FP8-nonstreaming.yaml | 404 ++ ...auto-Qwen-Qwen3-30B-A3B-FP8-streaming.yaml | 3001 ++++++++++ ...d-Qwen-Qwen3-30B-A3B-FP8-nonstreaming.yaml | 397 ++ ...amed-Qwen-Qwen3-30B-A3B-FP8-streaming.yaml | 539 ++ ...e-Qwen-Qwen3-30B-A3B-FP8-nonstreaming.yaml | 408 ++ ...none-Qwen-Qwen3-30B-A3B-FP8-streaming.yaml | 5214 +++++++++++++++++ ...d-Qwen-Qwen3-30B-A3B-FP8-nonstreaming.yaml | 569 ++ ...ired-Qwen-Qwen3-30B-A3B-FP8-streaming.yaml | 818 +++ .../tests/cassettes/tool_calls/tools.json | 123 + 11 files changed, 11730 insertions(+), 1 deletion(-) create mode 100755 crates/agentic-core/tests/cassettes/record_tool_call_cassettes.sh create mode 100644 crates/agentic-core/tests/cassettes/tool_calls/tool-call-auto-Qwen-Qwen3-30B-A3B-FP8-nonstreaming.yaml create mode 100644 crates/agentic-core/tests/cassettes/tool_calls/tool-call-auto-Qwen-Qwen3-30B-A3B-FP8-streaming.yaml create mode 100644 crates/agentic-core/tests/cassettes/tool_calls/tool-call-named-Qwen-Qwen3-30B-A3B-FP8-nonstreaming.yaml create mode 100644 crates/agentic-core/tests/cassettes/tool_calls/tool-call-named-Qwen-Qwen3-30B-A3B-FP8-streaming.yaml create mode 100644 crates/agentic-core/tests/cassettes/tool_calls/tool-call-none-Qwen-Qwen3-30B-A3B-FP8-nonstreaming.yaml create mode 100644 crates/agentic-core/tests/cassettes/tool_calls/tool-call-none-Qwen-Qwen3-30B-A3B-FP8-streaming.yaml create mode 100644 crates/agentic-core/tests/cassettes/tool_calls/tool-call-required-Qwen-Qwen3-30B-A3B-FP8-nonstreaming.yaml create mode 100644 crates/agentic-core/tests/cassettes/tool_calls/tool-call-required-Qwen-Qwen3-30B-A3B-FP8-streaming.yaml create mode 100644 crates/agentic-core/tests/cassettes/tool_calls/tools.json diff --git a/crates/agentic-core/tests/cassettes/record_cassette.py b/crates/agentic-core/tests/cassettes/record_cassette.py index c67b4d2..d95390f 100644 --- a/crates/agentic-core/tests/cassettes/record_cassette.py +++ b/crates/agentic-core/tests/cassettes/record_cassette.py @@ -325,6 +325,13 @@ def _prompt(label: str) -> str: sys.exit(0) +def _inject_tools(body: dict, tools: list | None, tool_choice: Any) -> None: + if tools is not None: + body["tools"] = tools + if tool_choice is not None: + body["tool_choice"] = tool_choice + + def run_conv( client: httpx.Client, turns: int, @@ -470,6 +477,8 @@ def run_responses( store: bool, branches: list[tuple[int, int | None]], proxy_url: str, + tools: list | None = None, + tool_choice: Any = None, ) -> None: response_ids: dict[int, str] = {} branch_map: dict[int, int] = {} @@ -497,6 +506,7 @@ def run_responses( body: dict = {"model": model, "input": prompt, "stream": stream, "store": store} if previous_response_id and store: body["previous_response_id"] = previous_response_id + _inject_tools(body, tools, tool_choice) response_id = _send(client, body, stream, proxy_url) previous_response_id = response_id if store else None if response_id: @@ -522,6 +532,7 @@ def run_responses( "store": store, "previous_response_id": branch_resp_id, } + _inject_tools(body, tools, tool_choice) _send(client, body, stream, proxy_url) @@ -593,6 +604,21 @@ def run_responses( default=None, help="vLLM upstream URL, e.g. http://localhost:8000 (responses mode only, no auth).", ) +@click.option( + "--tools", + "tools_file", + metavar="FILE", + default=None, + type=click.Path(exists=True), + help="Path to a JSON file containing a tools array to inject into every request.", +) +@click.option( + "--tool-choice", + "tool_choice_raw", + metavar="VALUE", + default=None, + help='tool_choice value: "auto", "none", "required", or JSON e.g. \'{"type":"function","name":"foo"}\'.', +) def main( turns: int, output: str, @@ -605,6 +631,8 @@ def main( proxy_port: int, openai_url: str | None, vllm_url: str | None, + tools_file: str | None, + tool_choice_raw: str | None, ) -> None: """Interactive multi-turn cassette recorder (proxy embedded).""" if branch_turn_number and not branch_from: @@ -625,6 +653,21 @@ def main( f"--vllm is only supported with --mode responses (got --mode {mode})." ) + tools: list | None = None + if tools_file: + with open(tools_file, encoding="utf-8") as f: + tools = json.load(f) + if not isinstance(tools, list): + raise click.UsageError("--tools file must contain a JSON array.") + + tool_choice: Any = None + if tool_choice_raw: + stripped = tool_choice_raw.strip() + if stripped.startswith("{") or stripped.startswith("["): + tool_choice = json.loads(stripped) + else: + tool_choice = stripped + if vllm_url: target = vllm_url.rstrip("/") headers: dict = {} @@ -660,7 +703,7 @@ def main( elif mode == "mixed": run_mixed(client, turns, model, stream, store, proxy_url) elif mode == "responses": - run_responses(client, turns, model, stream, store, branches, proxy_url) + run_responses(client, turns, model, stream, store, branches, proxy_url, tools, tool_choice) elif mode == "store_true_then_store_false": run_store_true_then_store_false(client, turns, model, stream, proxy_url) finally: diff --git a/crates/agentic-core/tests/cassettes/record_tool_call_cassettes.sh b/crates/agentic-core/tests/cassettes/record_tool_call_cassettes.sh new file mode 100755 index 0000000..9e55807 --- /dev/null +++ b/crates/agentic-core/tests/cassettes/record_tool_call_cassettes.sh @@ -0,0 +1,213 @@ +#!/usr/bin/env bash +# record_tool_call_cassettes.sh +# +# Records tool-call cassettes for all four tool_choice modes (streaming + non-streaming): +# auto, none, required, named +# +# Prerequisites: +# - vLLM server running at VLLM_URL with tool-call support: +# vllm serve --tool-call-parser hermes --enable-auto-tool-choice --port 5050 +# +# Usage: +# bash tests/cassettes/record_tool_call_cassettes.sh +# VLLM_URL=http://localhost:5050 MODEL=Qwen/Qwen3-30B-A3B-FP8 bash tests/cassettes/record_tool_call_cassettes.sh + +set -euo pipefail + +SCRIPTS_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)" +BASE_DIR="$SCRIPTS_DIR/tool_calls" +TOOLS_FILE="$BASE_DIR/tools.json" +VLLM_URL="${VLLM_URL:-http://localhost:5050}" +MODEL="${MODEL:-Qwen/Qwen3-30B-A3B-FP8}" +MODEL_SLUG="$(echo "$MODEL" | tr '/: ' '---')" + +green() { printf '\033[32m%s\033[0m\n' "$*"; } +bold() { printf '\033[1m%s\033[0m\n' "$*"; } + +next_test() { + echo + read -rp "Press ENTER when ready for the next test..." + echo +} + +mkdir -p "$BASE_DIR" + +bold "vLLM URL: $VLLM_URL" +bold "Model: $MODEL" +echo + +# ── Test 1: tool_choice=auto, non-streaming ─────────────────────── + +bold "═══════════════════════════════════════════════════════════════" +bold "Test 1 of 8 — tool-call-auto-nonstreaming" +bold " tool_choice=auto — model picks get_stock_price + search_web" +bold "═══════════════════════════════════════════════════════════════" +bold "Prompt:" +echo " What is the current NVIDIA stock price, and search the web for the latest vLLM release news?" +echo +printf 'What is the current NVIDIA stock price, and search the web for the latest vLLM release news?\n' \ +| python "$SCRIPTS_DIR/record_cassette.py" \ + --mode responses \ + --turns 1 \ + --no-stream \ + --model "$MODEL" \ + --vllm "$VLLM_URL" \ + --tools "$TOOLS_FILE" \ + --tool-choice "auto" \ + --output "$BASE_DIR/tool-call-auto-${MODEL_SLUG}-nonstreaming.yaml" +green "✓ Test 1 done." +next_test + +# ── Test 2: tool_choice=auto, streaming ────────────────────────── + +bold "═══════════════════════════════════════════════════════════════" +bold "Test 2 of 8 — tool-call-auto-streaming" +bold " tool_choice=auto — model picks get_stock_price + search_web" +bold "═══════════════════════════════════════════════════════════════" +bold "Prompt:" +echo " What is the current NVIDIA stock price, and search the web for the latest vLLM release news?" +echo +printf 'What is the current NVIDIA stock price, and search the web for the latest vLLM release news?\n' \ +| python "$SCRIPTS_DIR/record_cassette.py" \ + --mode responses \ + --turns 1 \ + --model "$MODEL" \ + --vllm "$VLLM_URL" \ + --tools "$TOOLS_FILE" \ + --tool-choice "auto" \ + --output "$BASE_DIR/tool-call-auto-${MODEL_SLUG}-streaming.yaml" +green "✓ Test 2 done." +next_test + +# ── Test 3: tool_choice=none, non-streaming ─────────────────────── + +bold "═══════════════════════════════════════════════════════════════" +bold "Test 3 of 8 — tool-call-none-nonstreaming" +bold " tool_choice=none — tool calling blocked, plain text response" +bold "═══════════════════════════════════════════════════════════════" +bold "Prompt:" +echo " Translate the phrase Hello, how are you? into Japanese." +echo +printf 'Translate the phrase Hello, how are you? into Japanese.\n' \ +| python "$SCRIPTS_DIR/record_cassette.py" \ + --mode responses \ + --turns 1 \ + --no-stream \ + --model "$MODEL" \ + --vllm "$VLLM_URL" \ + --tools "$TOOLS_FILE" \ + --tool-choice "none" \ + --output "$BASE_DIR/tool-call-none-${MODEL_SLUG}-nonstreaming.yaml" +green "✓ Test 3 done." +next_test + +# ── Test 4: tool_choice=none, streaming ────────────────────────── + +bold "═══════════════════════════════════════════════════════════════" +bold "Test 4 of 8 — tool-call-none-streaming" +bold " tool_choice=none — tool calling blocked, plain text response" +bold "═══════════════════════════════════════════════════════════════" +bold "Prompt:" +echo " Translate the phrase Hello, how are you? into Japanese." +echo +printf 'Translate the phrase Hello, how are you? into Japanese.\n' \ +| python "$SCRIPTS_DIR/record_cassette.py" \ + --mode responses \ + --turns 1 \ + --model "$MODEL" \ + --vllm "$VLLM_URL" \ + --tools "$TOOLS_FILE" \ + --tool-choice "none" \ + --output "$BASE_DIR/tool-call-none-${MODEL_SLUG}-streaming.yaml" +green "✓ Test 4 done." +next_test + +# ── Test 5: tool_choice=required, non-streaming ─────────────────── + +bold "═══════════════════════════════════════════════════════════════" +bold "Test 5 of 8 — tool-call-required-nonstreaming" +bold " tool_choice=required — model must call tools (calculate + send_email)" +bold "═══════════════════════════════════════════════════════════════" +bold "Prompt:" +echo " Calculate (128 * 0.75) + 42, and send an email to alice@example.com with subject Daily Report and body All systems nominal." +echo +printf 'Calculate (128 * 0.75) + 42, and send an email to alice@example.com with subject Daily Report and body All systems nominal.\n' \ +| python "$SCRIPTS_DIR/record_cassette.py" \ + --mode responses \ + --turns 1 \ + --no-stream \ + --model "$MODEL" \ + --vllm "$VLLM_URL" \ + --tools "$TOOLS_FILE" \ + --tool-choice "required" \ + --output "$BASE_DIR/tool-call-required-${MODEL_SLUG}-nonstreaming.yaml" +green "✓ Test 5 done." +next_test + +# ── Test 6: tool_choice=required, streaming ────────────────────── + +bold "═══════════════════════════════════════════════════════════════" +bold "Test 6 of 8 — tool-call-required-streaming" +bold " tool_choice=required — model must call tools (calculate + send_email)" +bold "═══════════════════════════════════════════════════════════════" +bold "Prompt:" +echo " Calculate (128 * 0.75) + 42, and send an email to alice@example.com with subject Daily Report and body All systems nominal." +echo +printf 'Calculate (128 * 0.75) + 42, and send an email to alice@example.com with subject Daily Report and body All systems nominal.\n' \ +| python "$SCRIPTS_DIR/record_cassette.py" \ + --mode responses \ + --turns 1 \ + --model "$MODEL" \ + --vllm "$VLLM_URL" \ + --tools "$TOOLS_FILE" \ + --tool-choice "required" \ + --output "$BASE_DIR/tool-call-required-${MODEL_SLUG}-streaming.yaml" +green "✓ Test 6 done." +next_test + +# ── Test 7: tool_choice=named (translate_text), non-streaming ───── + +bold "═══════════════════════════════════════════════════════════════" +bold "Test 7 of 8 — tool-call-named-nonstreaming" +bold " tool_choice={type:function,name:translate_text} — forces translate_text" +bold "═══════════════════════════════════════════════════════════════" +bold "Prompt:" +echo " Translate Good morning, have a great day! into Spanish." +echo +printf 'Translate Good morning, have a great day! into Spanish.\n' \ +| python "$SCRIPTS_DIR/record_cassette.py" \ + --mode responses \ + --turns 1 \ + --no-stream \ + --model "$MODEL" \ + --vllm "$VLLM_URL" \ + --tools "$TOOLS_FILE" \ + --tool-choice '{"type":"function","name":"translate_text"}' \ + --output "$BASE_DIR/tool-call-named-${MODEL_SLUG}-nonstreaming.yaml" +green "✓ Test 7 done." +next_test + +# ── Test 8: tool_choice=named (translate_text), streaming ───────── + +bold "═══════════════════════════════════════════════════════════════" +bold "Test 8 of 8 — tool-call-named-streaming" +bold " tool_choice={type:function,name:translate_text} — forces translate_text" +bold "═══════════════════════════════════════════════════════════════" +bold "Prompt:" +echo " Translate Good morning, have a great day! into Spanish." +echo +printf 'Translate Good morning, have a great day! into Spanish.\n' \ +| python "$SCRIPTS_DIR/record_cassette.py" \ + --mode responses \ + --turns 1 \ + --model "$MODEL" \ + --vllm "$VLLM_URL" \ + --tools "$TOOLS_FILE" \ + --tool-choice '{"type":"function","name":"translate_text"}' \ + --output "$BASE_DIR/tool-call-named-${MODEL_SLUG}-streaming.yaml" +green "✓ Test 8 done." + +echo +green "════════════════════════════════════════════════════════════════" +green "All 8 tool-call cassettes recorded -> $BASE_DIR" +green "════════════════════════════════════════════════════════════════" diff --git a/crates/agentic-core/tests/cassettes/tool_calls/tool-call-auto-Qwen-Qwen3-30B-A3B-FP8-nonstreaming.yaml b/crates/agentic-core/tests/cassettes/tool_calls/tool-call-auto-Qwen-Qwen3-30B-A3B-FP8-nonstreaming.yaml new file mode 100644 index 0000000..c598233 --- /dev/null +++ b/crates/agentic-core/tests/cassettes/tool_calls/tool-call-auto-Qwen-Qwen3-30B-A3B-FP8-nonstreaming.yaml @@ -0,0 +1,404 @@ +turns: +- filename: t1 + request: + body: + input: What is the current NVIDIA stock price, and search the web for the latest + vLLM release news? + model: Qwen/Qwen3-30B-A3B-FP8 + store: true + stream: false + tool_choice: auto + tools: + - description: Get current temperature and conditions for a city + name: get_weather + parameters: + additionalProperties: false + properties: + location: + description: City name + type: string + unit: + enum: + - celsius + - fahrenheit + type: string + required: + - location + type: object + strict: true + type: function + - description: Get the current date and time in a given IANA timezone + name: get_time + parameters: + additionalProperties: false + properties: + timezone: + description: IANA timezone, e.g. Europe/Paris + type: string + required: + - timezone + type: object + strict: true + type: function + - description: Get the latest stock price and daily change for a ticker symbol + name: get_stock_price + parameters: + additionalProperties: false + properties: + currency: + description: Currency to return the price in, e.g. USD + type: string + ticker: + description: Stock ticker symbol, e.g. AAPL + type: string + required: + - ticker + type: object + strict: true + type: function + - description: Search the web and return the top results for a query + name: search_web + parameters: + additionalProperties: false + properties: + num_results: + default: 3 + description: Number of results to return (1-10) + type: integer + query: + description: Search query string + type: string + required: + - query + type: object + strict: true + type: function + - description: Translate text from one language to another + name: translate_text + parameters: + additionalProperties: false + properties: + source_language: + description: Source language code; omit for auto-detect + type: string + target_language: + description: Target language code, e.g. fr, de, ja + type: string + text: + description: Text to translate + type: string + required: + - text + - target_language + type: object + strict: true + type: function + - description: Evaluate a mathematical expression and return the numeric result + name: calculate + parameters: + additionalProperties: false + properties: + expression: + description: Math expression to evaluate, e.g. (12 * 8) / 3 + sqrt(16) + type: string + required: + - expression + type: object + strict: true + type: function + - description: Send an email to one or more recipients + name: send_email + parameters: + additionalProperties: false + properties: + body: + description: Plain-text email body + type: string + cc: + description: CC recipients (optional) + items: + type: string + type: array + subject: + description: Email subject line + type: string + to: + description: Recipient email addresses + items: + type: string + type: array + required: + - to + - subject + - body + type: object + strict: true + type: function + - description: Read the contents of a file at the given path + name: read_file + parameters: + additionalProperties: false + properties: + encoding: + description: File encoding + enum: + - utf-8 + - latin-1 + - ascii + type: string + path: + description: Absolute or relative file path + type: string + required: + - path + type: object + strict: true + type: function + headers: + accept: '*/*' + content-type: application/json + user-agent: python-httpx/0.28.1 + method: POST + path: /v1/responses + query_params: {} + response: + body: + background: false + created_at: 1781677833 + frequency_penalty: 0.0 + id: resp_884dd7c282eb365a + incomplete_details: null + input_messages: null + instructions: null + kv_transfer_params: null + max_output_tokens: 39857 + max_tool_calls: null + metadata: null + model: Qwen/Qwen3-30B-A3B-FP8 + object: response + output: + - content: + - annotations: [] + logprobs: null + text: "\nOkay, the user is asking two things: the current NVIDIA\ + \ stock price and the latest vLLM release news. Let me break this down.\n\ + \nFirst, for the NVIDIA stock price, I need to use the get_stock_price\ + \ function. The required parameter is the ticker symbol. NVIDIA's ticker\ + \ is NVDA, right? So I'll set the ticker to \"NVDA\" and maybe specify\ + \ the currency as USD since that's common for US stocks.\n\nNext, the\ + \ user wants a web search for the latest vLLM release news. The search_web\ + \ function is the way to go here. The query should be \"latest vLLM release\ + \ news\". I'll set the number of results to maybe 3 as the default, but\ + \ the user didn't specify, so sticking with the default is safe.\n\nWait,\ + \ do I need to check if both functions are available? Looking back at\ + \ the tools provided, yes, both get_stock_price and search_web are there.\ + \ No issues there. \n\nI should make sure the parameters are correctly\ + \ formatted. For get_stock_price, the parameters are \"ticker\" and \"\ + currency\". The user didn't mention currency, but including USD makes\ + \ sense. For search_web, the query is straightforward. \n\nI think that's\ + \ all. I'll generate the two tool calls separately.\n\n\n" + type: output_text + id: msg_b197449e0d74245c + phase: null + role: assistant + status: completed + type: message + - arguments: '{"ticker": "NVDA", "currency": "USD"}' + call_id: chatcmpl-tool-aefa6dedd2b3243f + id: fc_880cf91f8e37f3c3 + name: get_stock_price + namespace: null + status: completed + type: function_call + - arguments: '{"query": "latest vLLM release news", "num_results": 3}' + call_id: chatcmpl-tool-877b48c2913eec42 + id: fc_a0667c7834107ceb + name: search_web + namespace: null + status: completed + type: function_call + output_messages: null + parallel_tool_calls: true + presence_penalty: 0.0 + previous_response_id: null + prompt: null + reasoning: null + service_tier: auto + status: completed + temperature: 0.6 + text: null + tool_choice: auto + tools: + - defer_loading: null + description: Get current temperature and conditions for a city + name: get_weather + parameters: + additionalProperties: false + properties: + location: + description: City name + type: string + unit: + enum: + - celsius + - fahrenheit + type: string + required: + - location + type: object + strict: true + type: function + - defer_loading: null + description: Get the current date and time in a given IANA timezone + name: get_time + parameters: + additionalProperties: false + properties: + timezone: + description: IANA timezone, e.g. Europe/Paris + type: string + required: + - timezone + type: object + strict: true + type: function + - defer_loading: null + description: Get the latest stock price and daily change for a ticker symbol + name: get_stock_price + parameters: + additionalProperties: false + properties: + currency: + description: Currency to return the price in, e.g. USD + type: string + ticker: + description: Stock ticker symbol, e.g. AAPL + type: string + required: + - ticker + type: object + strict: true + type: function + - defer_loading: null + description: Search the web and return the top results for a query + name: search_web + parameters: + additionalProperties: false + properties: + num_results: + default: 3 + description: Number of results to return (1-10) + type: integer + query: + description: Search query string + type: string + required: + - query + type: object + strict: true + type: function + - defer_loading: null + description: Translate text from one language to another + name: translate_text + parameters: + additionalProperties: false + properties: + source_language: + description: Source language code; omit for auto-detect + type: string + target_language: + description: Target language code, e.g. fr, de, ja + type: string + text: + description: Text to translate + type: string + required: + - text + - target_language + type: object + strict: true + type: function + - defer_loading: null + description: Evaluate a mathematical expression and return the numeric result + name: calculate + parameters: + additionalProperties: false + properties: + expression: + description: Math expression to evaluate, e.g. (12 * 8) / 3 + sqrt(16) + type: string + required: + - expression + type: object + strict: true + type: function + - defer_loading: null + description: Send an email to one or more recipients + name: send_email + parameters: + additionalProperties: false + properties: + body: + description: Plain-text email body + type: string + cc: + description: CC recipients (optional) + items: + type: string + type: array + subject: + description: Email subject line + type: string + to: + description: Recipient email addresses + items: + type: string + type: array + required: + - to + - subject + - body + type: object + strict: true + type: function + - defer_loading: null + description: Read the contents of a file at the given path + name: read_file + parameters: + additionalProperties: false + properties: + encoding: + description: File encoding + enum: + - utf-8 + - latin-1 + - ascii + type: string + path: + description: Absolute or relative file path + type: string + required: + - path + type: object + strict: true + type: function + top_logprobs: null + top_p: 0.95 + truncation: disabled + usage: + input_tokens: 1103 + input_tokens_details: + cached_tokens: 0 + cached_tokens_per_turn: [] + input_tokens_per_turn: [] + output_tokens: 324 + output_tokens_details: + output_tokens_per_turn: [] + reasoning_tokens: 0 + tool_output_tokens: 0 + tool_output_tokens_per_turn: [] + total_tokens: 1427 + user: null + headers: + content-type: application/json + status_code: 200 diff --git a/crates/agentic-core/tests/cassettes/tool_calls/tool-call-auto-Qwen-Qwen3-30B-A3B-FP8-streaming.yaml b/crates/agentic-core/tests/cassettes/tool_calls/tool-call-auto-Qwen-Qwen3-30B-A3B-FP8-streaming.yaml new file mode 100644 index 0000000..90e1bf2 --- /dev/null +++ b/crates/agentic-core/tests/cassettes/tool_calls/tool-call-auto-Qwen-Qwen3-30B-A3B-FP8-streaming.yaml @@ -0,0 +1,3001 @@ +turns: +- filename: t1 + request: + body: + input: What is the current NVIDIA stock price, and search the web for the latest + vLLM release news? + model: Qwen/Qwen3-30B-A3B-FP8 + store: true + stream: true + tool_choice: auto + tools: + - description: Get current temperature and conditions for a city + name: get_weather + parameters: + additionalProperties: false + properties: + location: + description: City name + type: string + unit: + enum: + - celsius + - fahrenheit + type: string + required: + - location + type: object + strict: true + type: function + - description: Get the current date and time in a given IANA timezone + name: get_time + parameters: + additionalProperties: false + properties: + timezone: + description: IANA timezone, e.g. Europe/Paris + type: string + required: + - timezone + type: object + strict: true + type: function + - description: Get the latest stock price and daily change for a ticker symbol + name: get_stock_price + parameters: + additionalProperties: false + properties: + currency: + description: Currency to return the price in, e.g. USD + type: string + ticker: + description: Stock ticker symbol, e.g. AAPL + type: string + required: + - ticker + type: object + strict: true + type: function + - description: Search the web and return the top results for a query + name: search_web + parameters: + additionalProperties: false + properties: + num_results: + default: 3 + description: Number of results to return (1-10) + type: integer + query: + description: Search query string + type: string + required: + - query + type: object + strict: true + type: function + - description: Translate text from one language to another + name: translate_text + parameters: + additionalProperties: false + properties: + source_language: + description: Source language code; omit for auto-detect + type: string + target_language: + description: Target language code, e.g. fr, de, ja + type: string + text: + description: Text to translate + type: string + required: + - text + - target_language + type: object + strict: true + type: function + - description: Evaluate a mathematical expression and return the numeric result + name: calculate + parameters: + additionalProperties: false + properties: + expression: + description: Math expression to evaluate, e.g. (12 * 8) / 3 + sqrt(16) + type: string + required: + - expression + type: object + strict: true + type: function + - description: Send an email to one or more recipients + name: send_email + parameters: + additionalProperties: false + properties: + body: + description: Plain-text email body + type: string + cc: + description: CC recipients (optional) + items: + type: string + type: array + subject: + description: Email subject line + type: string + to: + description: Recipient email addresses + items: + type: string + type: array + required: + - to + - subject + - body + type: object + strict: true + type: function + - description: Read the contents of a file at the given path + name: read_file + parameters: + additionalProperties: false + properties: + encoding: + description: File encoding + enum: + - utf-8 + - latin-1 + - ascii + type: string + path: + description: Absolute or relative file path + type: string + required: + - path + type: object + strict: true + type: function + headers: + accept: '*/*' + content-type: application/json + user-agent: python-httpx/0.28.1 + method: POST + path: /v1/responses + query_params: {} + response: + headers: + content-type: text/event-stream; charset=utf-8 + sse: + - 'event: response.created + + ' + - 'data: {"response":{"id":"resp_9f3e782eb5ef91d9","created_at":1781677870,"incomplete_details":null,"instructions":null,"metadata":null,"model":"Qwen/Qwen3-30B-A3B-FP8","object":"response","output":[],"parallel_tool_calls":true,"temperature":0.6,"tool_choice":"auto","tools":[{"name":"get_weather","parameters":{"type":"object","properties":{"location":{"type":"string","description":"City + name"},"unit":{"type":"string","enum":["celsius","fahrenheit"]}},"required":["location"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Get + current temperature and conditions for a city"},{"name":"get_time","parameters":{"type":"object","properties":{"timezone":{"type":"string","description":"IANA + timezone, e.g. Europe/Paris"}},"required":["timezone"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Get + the current date and time in a given IANA timezone"},{"name":"get_stock_price","parameters":{"type":"object","properties":{"ticker":{"type":"string","description":"Stock + ticker symbol, e.g. AAPL"},"currency":{"type":"string","description":"Currency + to return the price in, e.g. USD"}},"required":["ticker"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Get + the latest stock price and daily change for a ticker symbol"},{"name":"search_web","parameters":{"type":"object","properties":{"query":{"type":"string","description":"Search + query string"},"num_results":{"type":"integer","description":"Number of results + to return (1-10)","default":3}},"required":["query"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Search + the web and return the top results for a query"},{"name":"translate_text","parameters":{"type":"object","properties":{"text":{"type":"string","description":"Text + to translate"},"target_language":{"type":"string","description":"Target language + code, e.g. fr, de, ja"},"source_language":{"type":"string","description":"Source + language code; omit for auto-detect"}},"required":["text","target_language"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Translate + text from one language to another"},{"name":"calculate","parameters":{"type":"object","properties":{"expression":{"type":"string","description":"Math + expression to evaluate, e.g. (12 * 8) / 3 + sqrt(16)"}},"required":["expression"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Evaluate + a mathematical expression and return the numeric result"},{"name":"send_email","parameters":{"type":"object","properties":{"to":{"type":"array","items":{"type":"string"},"description":"Recipient + email addresses"},"subject":{"type":"string","description":"Email subject line"},"body":{"type":"string","description":"Plain-text + email body"},"cc":{"type":"array","items":{"type":"string"},"description":"CC + recipients (optional)"}},"required":["to","subject","body"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Send + an email to one or more recipients"},{"name":"read_file","parameters":{"type":"object","properties":{"path":{"type":"string","description":"Absolute + or relative file path"},"encoding":{"type":"string","enum":["utf-8","latin-1","ascii"],"description":"File + encoding"}},"required":["path"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Read + the contents of a file at the given path"}],"top_p":0.95,"background":false,"max_output_tokens":39857,"max_tool_calls":null,"previous_response_id":null,"prompt":null,"reasoning":null,"service_tier":"auto","status":"in_progress","text":null,"top_logprobs":null,"truncation":"disabled","usage":null,"user":null,"presence_penalty":0.0,"frequency_penalty":0.0,"kv_transfer_params":null,"input_messages":null,"output_messages":null},"sequence_number":0,"type":"response.created"} + + ' + - ' + + ' + - 'event: response.in_progress + + ' + - 'data: {"response":{"id":"resp_9f3e782eb5ef91d9","created_at":1781677870,"incomplete_details":null,"instructions":null,"metadata":null,"model":"Qwen/Qwen3-30B-A3B-FP8","object":"response","output":[],"parallel_tool_calls":true,"temperature":0.6,"tool_choice":"auto","tools":[{"name":"get_weather","parameters":{"type":"object","properties":{"location":{"type":"string","description":"City + name"},"unit":{"type":"string","enum":["celsius","fahrenheit"]}},"required":["location"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Get + current temperature and conditions for a city"},{"name":"get_time","parameters":{"type":"object","properties":{"timezone":{"type":"string","description":"IANA + timezone, e.g. Europe/Paris"}},"required":["timezone"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Get + the current date and time in a given IANA timezone"},{"name":"get_stock_price","parameters":{"type":"object","properties":{"ticker":{"type":"string","description":"Stock + ticker symbol, e.g. AAPL"},"currency":{"type":"string","description":"Currency + to return the price in, e.g. USD"}},"required":["ticker"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Get + the latest stock price and daily change for a ticker symbol"},{"name":"search_web","parameters":{"type":"object","properties":{"query":{"type":"string","description":"Search + query string"},"num_results":{"type":"integer","description":"Number of results + to return (1-10)","default":3}},"required":["query"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Search + the web and return the top results for a query"},{"name":"translate_text","parameters":{"type":"object","properties":{"text":{"type":"string","description":"Text + to translate"},"target_language":{"type":"string","description":"Target language + code, e.g. fr, de, ja"},"source_language":{"type":"string","description":"Source + language code; omit for auto-detect"}},"required":["text","target_language"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Translate + text from one language to another"},{"name":"calculate","parameters":{"type":"object","properties":{"expression":{"type":"string","description":"Math + expression to evaluate, e.g. (12 * 8) / 3 + sqrt(16)"}},"required":["expression"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Evaluate + a mathematical expression and return the numeric result"},{"name":"send_email","parameters":{"type":"object","properties":{"to":{"type":"array","items":{"type":"string"},"description":"Recipient + email addresses"},"subject":{"type":"string","description":"Email subject line"},"body":{"type":"string","description":"Plain-text + email body"},"cc":{"type":"array","items":{"type":"string"},"description":"CC + recipients (optional)"}},"required":["to","subject","body"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Send + an email to one or more recipients"},{"name":"read_file","parameters":{"type":"object","properties":{"path":{"type":"string","description":"Absolute + or relative file path"},"encoding":{"type":"string","enum":["utf-8","latin-1","ascii"],"description":"File + encoding"}},"required":["path"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Read + the contents of a file at the given path"}],"top_p":0.95,"background":false,"max_output_tokens":39857,"max_tool_calls":null,"previous_response_id":null,"prompt":null,"reasoning":null,"service_tier":"auto","status":"in_progress","text":null,"top_logprobs":null,"truncation":"disabled","usage":null,"user":null,"presence_penalty":0.0,"frequency_penalty":0.0,"kv_transfer_params":null,"input_messages":null,"output_messages":null},"sequence_number":1,"type":"response.in_progress"} + + ' + - ' + + ' + - 'event: response.output_item.added + + ' + - 'data: {"item":{"id":"a76bed9d488676e6","content":[],"role":"assistant","status":"in_progress","type":"message","phase":null},"output_index":0,"sequence_number":2,"type":"response.output_item.added"} + + ' + - ' + + ' + - 'event: response.content_part.added + + ' + - 'data: {"content_index":0,"item_id":"a76bed9d488676e6","output_index":0,"part":{"annotations":[],"text":"","type":"output_text","logprobs":[]},"sequence_number":3,"type":"response.content_part.added"} + + ' + - ' + + ' + - 'event: response.output_text.delta + + ' + - 'data: {"content_index":0,"delta":"","item_id":"a76bed9d488676e6","logprobs":[],"output_index":0,"sequence_number":4,"type":"response.output_text.delta"} + + ' + - ' + + ' + - 'event: response.output_text.delta + + ' + - 'data: {"content_index":0,"delta":"\nOkay, the user","item_id":"a76bed9d488676e6","logprobs":[],"output_index":0,"sequence_number":5,"type":"response.output_text.delta"} + + ' + - ' + + ' + - 'event: response.output_text.delta + + ' + - 'data: {"content_index":0,"delta":" is","item_id":"a76bed9d488676e6","logprobs":[],"output_index":0,"sequence_number":6,"type":"response.output_text.delta"} + + ' + - ' + + ' + - 'event: response.output_text.delta + + ' + - 'data: {"content_index":0,"delta":" asking","item_id":"a76bed9d488676e6","logprobs":[],"output_index":0,"sequence_number":7,"type":"response.output_text.delta"} + + ' + - ' + + ' + - 'event: response.output_text.delta + + ' + - 'data: {"content_index":0,"delta":" two","item_id":"a76bed9d488676e6","logprobs":[],"output_index":0,"sequence_number":8,"type":"response.output_text.delta"} + + ' + - ' + + ' + - 'event: response.output_text.delta + + ' + - 'data: {"content_index":0,"delta":" things","item_id":"a76bed9d488676e6","logprobs":[],"output_index":0,"sequence_number":9,"type":"response.output_text.delta"} + + ' + - ' + + ' + - 'event: response.output_text.delta + + ' + - 'data: {"content_index":0,"delta":":","item_id":"a76bed9d488676e6","logprobs":[],"output_index":0,"sequence_number":10,"type":"response.output_text.delta"} + + ' + - 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' + + ' + - 'event: response.output_text.delta + + ' + - 'data: {"content_index":0,"delta":".","item_id":"a76bed9d488676e6","logprobs":[],"output_index":0,"sequence_number":231,"type":"response.output_text.delta"} + + ' + - ' + + ' + - 'event: response.output_text.delta + + ' + - 'data: {"content_index":0,"delta":" Then","item_id":"a76bed9d488676e6","logprobs":[],"output_index":0,"sequence_number":232,"type":"response.output_text.delta"} + + ' + - ' + + ' + - 'event: response.output_text.delta + + ' + - 'data: {"content_index":0,"delta":",","item_id":"a76bed9d488676e6","logprobs":[],"output_index":0,"sequence_number":233,"type":"response.output_text.delta"} + + ' + - ' + + ' + - 'event: response.output_text.delta + + ' + - 'data: {"content_index":0,"delta":" search","item_id":"a76bed9d488676e6","logprobs":[],"output_index":0,"sequence_number":234,"type":"response.output_text.delta"} + + ' + - ' + + ' + - 'event: response.output_text.delta + + ' + - 'data: {"content_index":0,"delta":"_web","item_id":"a76bed9d488676e6","logprobs":[],"output_index":0,"sequence_number":235,"type":"response.output_text.delta"} + + ' + - 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' + + ' + - 'event: response.output_text.delta + + ' + - 'data: {"content_index":0,"delta":"LL","item_id":"a76bed9d488676e6","logprobs":[],"output_index":0,"sequence_number":241,"type":"response.output_text.delta"} + + ' + - ' + + ' + - 'event: response.output_text.delta + + ' + - 'data: {"content_index":0,"delta":"M","item_id":"a76bed9d488676e6","logprobs":[],"output_index":0,"sequence_number":242,"type":"response.output_text.delta"} + + ' + - ' + + ' + - 'event: response.output_text.delta + + ' + - 'data: {"content_index":0,"delta":".","item_id":"a76bed9d488676e6","logprobs":[],"output_index":0,"sequence_number":243,"type":"response.output_text.delta"} + + ' + - ' + + ' + - 'event: response.output_text.delta + + ' + - 'data: {"content_index":0,"delta":" I","item_id":"a76bed9d488676e6","logprobs":[],"output_index":0,"sequence_number":244,"type":"response.output_text.delta"} + + ' + - ' + + ' + - 'event: response.output_text.delta + + ' + - 'data: {"content_index":0,"delta":" need","item_id":"a76bed9d488676e6","logprobs":[],"output_index":0,"sequence_number":245,"type":"response.output_text.delta"} + + ' + - 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' + + ' + - 'event: response.output_text.delta + + ' + - 'data: {"content_index":0,"delta":" correctly","item_id":"a76bed9d488676e6","logprobs":[],"output_index":0,"sequence_number":251,"type":"response.output_text.delta"} + + ' + - ' + + ' + - 'event: response.output_text.delta + + ' + - 'data: {"content_index":0,"delta":" formatted","item_id":"a76bed9d488676e6","logprobs":[],"output_index":0,"sequence_number":252,"type":"response.output_text.delta"} + + ' + - ' + + ' + - 'event: response.output_text.delta + + ' + - 'data: {"content_index":0,"delta":" in","item_id":"a76bed9d488676e6","logprobs":[],"output_index":0,"sequence_number":253,"type":"response.output_text.delta"} + + ' + - ' + + ' + - 'event: response.output_text.delta + + ' + - 'data: {"content_index":0,"delta":" JSON","item_id":"a76bed9d488676e6","logprobs":[],"output_index":0,"sequence_number":254,"type":"response.output_text.delta"} + + ' + - ' + + ' + - 'event: response.output_text.delta + + ' + - 'data: {"content_index":0,"delta":" for","item_id":"a76bed9d488676e6","logprobs":[],"output_index":0,"sequence_number":255,"type":"response.output_text.delta"} + + ' + - ' + + ' + - 'event: response.output_text.delta + + ' + - 'data: {"content_index":0,"delta":" each","item_id":"a76bed9d488676e6","logprobs":[],"output_index":0,"sequence_number":256,"type":"response.output_text.delta"} + + ' + - ' + + ' + - 'event: response.output_text.delta + + ' + - 'data: {"content_index":0,"delta":" tool","item_id":"a76bed9d488676e6","logprobs":[],"output_index":0,"sequence_number":257,"type":"response.output_text.delta"} + + ' + - ' + + ' + - 'event: response.output_text.delta + + ' + - 'data: {"content_index":0,"delta":" call","item_id":"a76bed9d488676e6","logprobs":[],"output_index":0,"sequence_number":258,"type":"response.output_text.delta"} + + ' + - ' + + ' + - 'event: response.output_text.delta + + ' + - 'data: {"content_index":0,"delta":".\n","item_id":"a76bed9d488676e6","logprobs":[],"output_index":0,"sequence_number":259,"type":"response.output_text.delta"} + + ' + - ' + + ' + - 'event: response.output_text.delta + + ' + - 'data: {"content_index":0,"delta":"","item_id":"a76bed9d488676e6","logprobs":[],"output_index":0,"sequence_number":260,"type":"response.output_text.delta"} + + ' + - ' + + ' + - 'event: response.output_text.delta + + ' + - 'data: {"content_index":0,"delta":"\n\n","item_id":"a76bed9d488676e6","logprobs":[],"output_index":0,"sequence_number":261,"type":"response.output_text.delta"} + + ' + - ' + + ' + - 'event: response.output_text.done + + ' + - 'data: {"content_index":0,"item_id":"a76bed9d488676e6","logprobs":[],"output_index":0,"sequence_number":262,"text":"\nOkay, + the user is asking two things: the current NVIDIA stock price and the latest + vLLM release news. Let me break this down.\n\nFirst, for the NVIDIA stock price, + I need to use the get_stock_price function. The required parameter is the ticker + symbol. NVIDIA''s ticker is NVDA, right? So I''ll set the ticker to \"NVDA\" + and maybe specify the currency as USD since that''s common for US stocks.\n\nNext, + the second part is searching the web for the latest vLLM release news. The search_web + function is appropriate here. The query should be \"latest vLLM release news\", + and I''ll stick with the default number of results, which is 3. That should + fetch the top three results for the user.\n\nWait, do I need to check if vLLM + is a specific project or library? Maybe it''s a typo, but I''ll assume it''s + correct. The user might be referring to a machine learning library or something + similar. The search should handle that.\n\nSo, I''ll make two separate function + calls. First, get_stock_price with ticker NVDA and currency USD. Then, search_web + with the query about vLLM. I need to ensure the parameters are correctly formatted + in JSON for each tool call.\n\n\n","type":"response.output_text.done"} + + ' + - ' + + ' + - 'event: response.content_part.done + + ' + - 'data: {"content_index":0,"item_id":"a76bed9d488676e6","output_index":0,"part":{"annotations":[],"text":"\nOkay, + the user is asking two things: the current NVIDIA stock price and the latest + vLLM release news. Let me break this down.\n\nFirst, for the NVIDIA stock price, + I need to use the get_stock_price function. The required parameter is the ticker + symbol. NVIDIA''s ticker is NVDA, right? So I''ll set the ticker to \"NVDA\" + and maybe specify the currency as USD since that''s common for US stocks.\n\nNext, + the second part is searching the web for the latest vLLM release news. The search_web + function is appropriate here. The query should be \"latest vLLM release news\", + and I''ll stick with the default number of results, which is 3. That should + fetch the top three results for the user.\n\nWait, do I need to check if vLLM + is a specific project or library? Maybe it''s a typo, but I''ll assume it''s + correct. The user might be referring to a machine learning library or something + similar. The search should handle that.\n\nSo, I''ll make two separate function + calls. First, get_stock_price with ticker NVDA and currency USD. Then, search_web + with the query about vLLM. I need to ensure the parameters are correctly formatted + in JSON for each tool call.\n\n\n","type":"output_text","logprobs":null},"sequence_number":263,"type":"response.content_part.done"} + + ' + - ' + + ' + - 'event: response.output_item.done + + ' + - 'data: {"item":{"id":"a76bed9d488676e6","content":[{"annotations":[],"text":"\nOkay, + the user is asking two things: the current NVIDIA stock price and the latest + vLLM release news. Let me break this down.\n\nFirst, for the NVIDIA stock price, + I need to use the get_stock_price function. The required parameter is the ticker + symbol. NVIDIA''s ticker is NVDA, right? So I''ll set the ticker to \"NVDA\" + and maybe specify the currency as USD since that''s common for US stocks.\n\nNext, + the second part is searching the web for the latest vLLM release news. The search_web + function is appropriate here. The query should be \"latest vLLM release news\", + and I''ll stick with the default number of results, which is 3. That should + fetch the top three results for the user.\n\nWait, do I need to check if vLLM + is a specific project or library? Maybe it''s a typo, but I''ll assume it''s + correct. The user might be referring to a machine learning library or something + similar. The search should handle that.\n\nSo, I''ll make two separate function + calls. First, get_stock_price with ticker NVDA and currency USD. Then, search_web + with the query about vLLM. I need to ensure the parameters are correctly formatted + in JSON for each tool call.\n\n\n","type":"output_text","logprobs":null}],"role":"assistant","status":"completed","type":"message","phase":null,"summary":[]},"output_index":0,"sequence_number":264,"type":"response.output_item.done"} + + ' + - ' + + ' + - 'event: response.output_item.added + + ' + - 'data: {"item":{"arguments":"","call_id":"call_910266dfae7e0cb4","name":"get_stock_price","type":"function_call","id":"8deb6a5d1e6a5ec0","namespace":null,"status":"in_progress"},"output_index":1,"sequence_number":265,"type":"response.output_item.added"} + + ' + - ' + + ' + - 'event: response.function_call_arguments.delta + + ' + - 'data: {"delta":"{\"ticker\":","item_id":"8deb6a5d1e6a5ec0","output_index":1,"sequence_number":266,"type":"response.function_call_arguments.delta"} + + ' + - ' + + ' + - 'event: response.function_call_arguments.delta + + ' + - 'data: {"delta":" \"","item_id":"8deb6a5d1e6a5ec0","output_index":1,"sequence_number":267,"type":"response.function_call_arguments.delta"} + + ' + - 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' + + ' + - 'event: response.output_item.done + + ' + - 'data: {"item":{"arguments":"{\"ticker\": \"NVDA\", \"currency\": \"USD\"}","call_id":"call_910266dfae7e0cb4","name":"get_stock_price","type":"function_call","id":"8deb6a5d1e6a5ec0","namespace":null,"status":"completed"},"output_index":1,"sequence_number":278,"type":"response.output_item.done"} + + ' + - ' + + ' + - 'event: response.output_item.added + + ' + - 'data: {"item":{"arguments":"","call_id":"call_a2a7280344fc6a60","name":"search_web","type":"function_call","id":"9266571a00dd8023","namespace":null,"status":"in_progress"},"output_index":2,"sequence_number":279,"type":"response.output_item.added"} + + ' + - ' + + ' + - 'event: response.function_call_arguments.delta + + ' + - 'data: {"delta":"{\"","item_id":"9266571a00dd8023","output_index":2,"sequence_number":280,"type":"response.function_call_arguments.delta"} + + ' + - ' + + ' + - 'event: response.function_call_arguments.delta + + ' + - 'data: {"delta":"query","item_id":"9266571a00dd8023","output_index":2,"sequence_number":281,"type":"response.function_call_arguments.delta"} + + ' + - 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' + + ' + - 'event: response.function_call_arguments.delta + + ' + - 'data: {"delta":"M","item_id":"9266571a00dd8023","output_index":2,"sequence_number":287,"type":"response.function_call_arguments.delta"} + + ' + - ' + + ' + - 'event: response.function_call_arguments.delta + + ' + - 'data: {"delta":" release","item_id":"9266571a00dd8023","output_index":2,"sequence_number":288,"type":"response.function_call_arguments.delta"} + + ' + - ' + + ' + - 'event: response.function_call_arguments.delta + + ' + - 'data: {"delta":" news","item_id":"9266571a00dd8023","output_index":2,"sequence_number":289,"type":"response.function_call_arguments.delta"} + + ' + - ' + + ' + - 'event: response.function_call_arguments.delta + + ' + - 'data: {"delta":"\",","item_id":"9266571a00dd8023","output_index":2,"sequence_number":290,"type":"response.function_call_arguments.delta"} + + ' + - ' + + ' + - 'event: response.function_call_arguments.delta + + ' + - 'data: {"delta":" \"","item_id":"9266571a00dd8023","output_index":2,"sequence_number":291,"type":"response.function_call_arguments.delta"} + + ' + - ' + + ' + - 'event: response.function_call_arguments.delta + + ' + - 'data: {"delta":"num","item_id":"9266571a00dd8023","output_index":2,"sequence_number":292,"type":"response.function_call_arguments.delta"} + + ' + - ' + + ' + - 'event: response.function_call_arguments.delta + + ' + - 'data: {"delta":"_results","item_id":"9266571a00dd8023","output_index":2,"sequence_number":293,"type":"response.function_call_arguments.delta"} + + ' + - ' + + ' + - 'event: response.function_call_arguments.delta + + ' + - 'data: {"delta":"\":","item_id":"9266571a00dd8023","output_index":2,"sequence_number":294,"type":"response.function_call_arguments.delta"} + + ' + - ' + + ' + - 'event: response.function_call_arguments.delta + + ' + - 'data: {"delta":" 3","item_id":"9266571a00dd8023","output_index":2,"sequence_number":295,"type":"response.function_call_arguments.delta"} + + ' + - ' + + ' + - 'event: response.function_call_arguments.delta + + ' + - 'data: {"delta":"}","item_id":"9266571a00dd8023","output_index":2,"sequence_number":296,"type":"response.function_call_arguments.delta"} + + ' + - ' + + ' + - 'event: response.function_call_arguments.done + + ' + - 'data: {"arguments":"{\"query\": \"latest vLLM release news\", \"num_results\": + 3}","item_id":"9266571a00dd8023","name":"search_web","output_index":2,"sequence_number":297,"type":"response.function_call_arguments.done"} + + ' + - ' + + ' + - 'event: response.output_item.done + + ' + - 'data: {"item":{"arguments":"{\"query\": \"latest vLLM release news\", \"num_results\": + 3}","call_id":"call_a2a7280344fc6a60","name":"search_web","type":"function_call","id":"9266571a00dd8023","namespace":null,"status":"completed"},"output_index":2,"sequence_number":298,"type":"response.output_item.done"} + + ' + - ' + + ' + - 'event: response.completed + + ' + - 'data: {"response":{"id":"resp_9f3e782eb5ef91d9","created_at":1781677870,"incomplete_details":null,"instructions":null,"metadata":null,"model":"Qwen/Qwen3-30B-A3B-FP8","object":"response","output":[{"id":"msg_bb8592a0c81cdc78","content":[{"annotations":[],"text":"\nOkay, + the user is asking two things: the current NVIDIA stock price and the latest + vLLM release news. Let me break this down.\n\nFirst, for the NVIDIA stock price, + I need to use the get_stock_price function. The required parameter is the ticker + symbol. NVIDIA''s ticker is NVDA, right? So I''ll set the ticker to \"NVDA\" + and maybe specify the currency as USD since that''s common for US stocks.\n\nNext, + the second part is searching the web for the latest vLLM release news. The search_web + function is appropriate here. The query should be \"latest vLLM release news\", + and I''ll stick with the default number of results, which is 3. That should + fetch the top three results for the user.\n\nWait, do I need to check if vLLM + is a specific project or library? Maybe it''s a typo, but I''ll assume it''s + correct. The user might be referring to a machine learning library or something + similar. The search should handle that.\n\nSo, I''ll make two separate function + calls. First, get_stock_price with ticker NVDA and currency USD. Then, search_web + with the query about vLLM. I need to ensure the parameters are correctly formatted + in JSON for each tool call.\n\n\n","type":"output_text","logprobs":null}],"role":"assistant","status":"completed","type":"message","phase":null},{"arguments":"{\"ticker\": + \"NVDA\", \"currency\": \"USD\"}","call_id":"chatcmpl-tool-9b1cb89c9cd626d8","name":"get_stock_price","type":"function_call","id":"fc_8dbbca523bce2591","namespace":null,"status":"completed"},{"arguments":"{\"query\": + \"latest vLLM release news\", \"num_results\": 3}","call_id":"chatcmpl-tool-b8045c4b59070224","name":"search_web","type":"function_call","id":"fc_bae7f9b3e4167de7","namespace":null,"status":"completed"}],"parallel_tool_calls":true,"temperature":0.6,"tool_choice":"auto","tools":[{"name":"get_weather","parameters":{"type":"object","properties":{"location":{"type":"string","description":"City + name"},"unit":{"type":"string","enum":["celsius","fahrenheit"]}},"required":["location"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Get + current temperature and conditions for a city"},{"name":"get_time","parameters":{"type":"object","properties":{"timezone":{"type":"string","description":"IANA + timezone, e.g. Europe/Paris"}},"required":["timezone"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Get + the current date and time in a given IANA timezone"},{"name":"get_stock_price","parameters":{"type":"object","properties":{"ticker":{"type":"string","description":"Stock + ticker symbol, e.g. AAPL"},"currency":{"type":"string","description":"Currency + to return the price in, e.g. USD"}},"required":["ticker"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Get + the latest stock price and daily change for a ticker symbol"},{"name":"search_web","parameters":{"type":"object","properties":{"query":{"type":"string","description":"Search + query string"},"num_results":{"type":"integer","description":"Number of results + to return (1-10)","default":3}},"required":["query"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Search + the web and return the top results for a query"},{"name":"translate_text","parameters":{"type":"object","properties":{"text":{"type":"string","description":"Text + to translate"},"target_language":{"type":"string","description":"Target language + code, e.g. fr, de, ja"},"source_language":{"type":"string","description":"Source + language code; omit for auto-detect"}},"required":["text","target_language"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Translate + text from one language to another"},{"name":"calculate","parameters":{"type":"object","properties":{"expression":{"type":"string","description":"Math + expression to evaluate, e.g. (12 * 8) / 3 + sqrt(16)"}},"required":["expression"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Evaluate + a mathematical expression and return the numeric result"},{"name":"send_email","parameters":{"type":"object","properties":{"to":{"type":"array","items":{"type":"string"},"description":"Recipient + email addresses"},"subject":{"type":"string","description":"Email subject line"},"body":{"type":"string","description":"Plain-text + email body"},"cc":{"type":"array","items":{"type":"string"},"description":"CC + recipients (optional)"}},"required":["to","subject","body"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Send + an email to one or more recipients"},{"name":"read_file","parameters":{"type":"object","properties":{"path":{"type":"string","description":"Absolute + or relative file path"},"encoding":{"type":"string","enum":["utf-8","latin-1","ascii"],"description":"File + encoding"}},"required":["path"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Read + the contents of a file at the given path"}],"top_p":0.95,"background":false,"max_output_tokens":39857,"max_tool_calls":null,"previous_response_id":null,"prompt":null,"reasoning":null,"service_tier":"auto","status":"completed","text":null,"top_logprobs":null,"truncation":"disabled","usage":{"input_tokens":1103,"input_tokens_details":{"cached_tokens":1088,"input_tokens_per_turn":[],"cached_tokens_per_turn":[]},"output_tokens":322,"output_tokens_details":{"reasoning_tokens":0,"tool_output_tokens":0,"output_tokens_per_turn":[],"tool_output_tokens_per_turn":[]},"total_tokens":1425},"user":null,"presence_penalty":0.0,"frequency_penalty":0.0,"kv_transfer_params":null,"input_messages":null,"output_messages":null},"sequence_number":299,"type":"response.completed"} + + ' + - ' + + ' + status_code: 200 diff --git a/crates/agentic-core/tests/cassettes/tool_calls/tool-call-named-Qwen-Qwen3-30B-A3B-FP8-nonstreaming.yaml b/crates/agentic-core/tests/cassettes/tool_calls/tool-call-named-Qwen-Qwen3-30B-A3B-FP8-nonstreaming.yaml new file mode 100644 index 0000000..bf82f3d --- /dev/null +++ b/crates/agentic-core/tests/cassettes/tool_calls/tool-call-named-Qwen-Qwen3-30B-A3B-FP8-nonstreaming.yaml @@ -0,0 +1,397 @@ +turns: +- filename: t1 + request: + body: + input: Translate Good morning, have a great day! into Spanish. + model: Qwen/Qwen3-30B-A3B-FP8 + store: true + stream: false + tool_choice: + name: translate_text + type: function + tools: + - description: Get current temperature and conditions for a city + name: get_weather + parameters: + additionalProperties: false + properties: + location: + description: City name + type: string + unit: + enum: + - celsius + - fahrenheit + type: string + required: + - location + type: object + strict: true + type: function + - description: Get the current date and time in a given IANA timezone + name: get_time + parameters: + additionalProperties: false + properties: + timezone: + description: IANA timezone, e.g. Europe/Paris + type: string + required: + - timezone + type: object + strict: true + type: function + - description: Get the latest stock price and daily change for a ticker symbol + name: get_stock_price + parameters: + additionalProperties: false + properties: + currency: + description: Currency to return the price in, e.g. USD + type: string + ticker: + description: Stock ticker symbol, e.g. AAPL + type: string + required: + - ticker + type: object + strict: true + type: function + - description: Search the web and return the top results for a query + name: search_web + parameters: + additionalProperties: false + properties: + num_results: + default: 3 + description: Number of results to return (1-10) + type: integer + query: + description: Search query string + type: string + required: + - query + type: object + strict: true + type: function + - description: Translate text from one language to another + name: translate_text + parameters: + additionalProperties: false + properties: + source_language: + description: Source language code; omit for auto-detect + type: string + target_language: + description: Target language code, e.g. fr, de, ja + type: string + text: + description: Text to translate + type: string + required: + - text + - target_language + type: object + strict: true + type: function + - description: Evaluate a mathematical expression and return the numeric result + name: calculate + parameters: + additionalProperties: false + properties: + expression: + description: Math expression to evaluate, e.g. (12 * 8) / 3 + sqrt(16) + type: string + required: + - expression + type: object + strict: true + type: function + - description: Send an email to one or more recipients + name: send_email + parameters: + additionalProperties: false + properties: + body: + description: Plain-text email body + type: string + cc: + description: CC recipients (optional) + items: + type: string + type: array + subject: + description: Email subject line + type: string + to: + description: Recipient email addresses + items: + type: string + type: array + required: + - to + - subject + - body + type: object + strict: true + type: function + - description: Read the contents of a file at the given path + name: read_file + parameters: + additionalProperties: false + properties: + encoding: + description: File encoding + enum: + - utf-8 + - latin-1 + - ascii + type: string + path: + description: Absolute or relative file path + type: string + required: + - path + type: object + strict: true + type: function + headers: + accept: '*/*' + content-type: application/json + user-agent: python-httpx/0.28.1 + method: POST + path: /v1/responses + query_params: {} + response: + body: + background: false + created_at: 1781677894 + frequency_penalty: 0.0 + id: resp_93a5d31cbb5e1d2d + incomplete_details: null + input_messages: null + instructions: null + kv_transfer_params: null + max_output_tokens: 39866 + max_tool_calls: null + metadata: null + model: Qwen/Qwen3-30B-A3B-FP8 + object: response + output: + - arguments: '{"text": "Good morning, have a great day!", "target_language": + "es", "source_language": "en"}' + call_id: chatcmpl-tool-9f59c21e4815da79 + id: fc_a551f2634d2d8b0f + name: translate_text + namespace: null + status: completed + type: function_call + output_messages: null + parallel_tool_calls: true + presence_penalty: 0.0 + previous_response_id: null + prompt: null + reasoning: null + service_tier: auto + status: completed + temperature: 0.6 + text: + format: + description: null + name: tool_calling_response + schema: + additionalProperties: false + properties: + source_language: + description: Source language code; omit for auto-detect + type: string + target_language: + description: Target language code, e.g. fr, de, ja + type: string + text: + description: Text to translate + type: string + required: + - text + - target_language + type: object + strict: true + type: json_schema + verbosity: null + tool_choice: + name: translate_text + type: function + tools: + - defer_loading: null + description: Get current temperature and conditions for a city + name: get_weather + parameters: + additionalProperties: false + properties: + location: + description: City name + type: string + unit: + enum: + - celsius + - fahrenheit + type: string + required: + - location + type: object + strict: true + type: function + - defer_loading: null + description: Get the current date and time in a given IANA timezone + name: get_time + parameters: + additionalProperties: false + properties: + timezone: + description: IANA timezone, e.g. Europe/Paris + type: string + required: + - timezone + type: object + strict: true + type: function + - defer_loading: null + description: Get the latest stock price and daily change for a ticker symbol + name: get_stock_price + parameters: + additionalProperties: false + properties: + currency: + description: Currency to return the price in, e.g. USD + type: string + ticker: + description: Stock ticker symbol, e.g. AAPL + type: string + required: + - ticker + type: object + strict: true + type: function + - defer_loading: null + description: Search the web and return the top results for a query + name: search_web + parameters: + additionalProperties: false + properties: + num_results: + default: 3 + description: Number of results to return (1-10) + type: integer + query: + description: Search query string + type: string + required: + - query + type: object + strict: true + type: function + - defer_loading: null + description: Translate text from one language to another + name: translate_text + parameters: + additionalProperties: false + properties: + source_language: + description: Source language code; omit for auto-detect + type: string + target_language: + description: Target language code, e.g. fr, de, ja + type: string + text: + description: Text to translate + type: string + required: + - text + - target_language + type: object + strict: true + type: function + - defer_loading: null + description: Evaluate a mathematical expression and return the numeric result + name: calculate + parameters: + additionalProperties: false + properties: + expression: + description: Math expression to evaluate, e.g. (12 * 8) / 3 + sqrt(16) + type: string + required: + - expression + type: object + strict: true + type: function + - defer_loading: null + description: Send an email to one or more recipients + name: send_email + parameters: + additionalProperties: false + properties: + body: + description: Plain-text email body + type: string + cc: + description: CC recipients (optional) + items: + type: string + type: array + subject: + description: Email subject line + type: string + to: + description: Recipient email addresses + items: + type: string + type: array + required: + - to + - subject + - body + type: object + strict: true + type: function + - defer_loading: null + description: Read the contents of a file at the given path + name: read_file + parameters: + additionalProperties: false + properties: + encoding: + description: File encoding + enum: + - utf-8 + - latin-1 + - ascii + type: string + path: + description: Absolute or relative file path + type: string + required: + - path + type: object + strict: true + type: function + top_logprobs: null + top_p: 0.95 + truncation: disabled + usage: + input_tokens: 1094 + input_tokens_details: + cached_tokens: 1072 + cached_tokens_per_turn: [] + input_tokens_per_turn: [] + output_tokens: 27 + output_tokens_details: + output_tokens_per_turn: [] + reasoning_tokens: 0 + tool_output_tokens: 0 + tool_output_tokens_per_turn: [] + total_tokens: 1121 + user: null + headers: + content-type: application/json + status_code: 200 diff --git a/crates/agentic-core/tests/cassettes/tool_calls/tool-call-named-Qwen-Qwen3-30B-A3B-FP8-streaming.yaml b/crates/agentic-core/tests/cassettes/tool_calls/tool-call-named-Qwen-Qwen3-30B-A3B-FP8-streaming.yaml new file mode 100644 index 0000000..6a204ed --- /dev/null +++ b/crates/agentic-core/tests/cassettes/tool_calls/tool-call-named-Qwen-Qwen3-30B-A3B-FP8-streaming.yaml @@ -0,0 +1,539 @@ +turns: +- filename: t1 + request: + body: + input: Translate Good morning, have a great day! into Spanish. + model: Qwen/Qwen3-30B-A3B-FP8 + store: true + stream: true + tool_choice: + name: translate_text + type: function + tools: + - description: Get current temperature and conditions for a city + name: get_weather + parameters: + additionalProperties: false + properties: + location: + description: City name + type: string + unit: + enum: + - celsius + - fahrenheit + type: string + required: + - location + type: object + strict: true + type: function + - description: Get the current date and time in a given IANA timezone + name: get_time + parameters: + additionalProperties: false + properties: + timezone: + description: IANA timezone, e.g. Europe/Paris + type: string + required: + - timezone + type: object + strict: true + type: function + - description: Get the latest stock price and daily change for a ticker symbol + name: get_stock_price + parameters: + additionalProperties: false + properties: + currency: + description: Currency to return the price in, e.g. USD + type: string + ticker: + description: Stock ticker symbol, e.g. AAPL + type: string + required: + - ticker + type: object + strict: true + type: function + - description: Search the web and return the top results for a query + name: search_web + parameters: + additionalProperties: false + properties: + num_results: + default: 3 + description: Number of results to return (1-10) + type: integer + query: + description: Search query string + type: string + required: + - query + type: object + strict: true + type: function + - description: Translate text from one language to another + name: translate_text + parameters: + additionalProperties: false + properties: + source_language: + description: Source language code; omit for auto-detect + type: string + target_language: + description: Target language code, e.g. fr, de, ja + type: string + text: + description: Text to translate + type: string + required: + - text + - target_language + type: object + strict: true + type: function + - description: Evaluate a mathematical expression and return the numeric result + name: calculate + parameters: + additionalProperties: false + properties: + expression: + description: Math expression to evaluate, e.g. (12 * 8) / 3 + sqrt(16) + type: string + required: + - expression + type: object + strict: true + type: function + - description: Send an email to one or more recipients + name: send_email + parameters: + additionalProperties: false + properties: + body: + description: Plain-text email body + type: string + cc: + description: CC recipients (optional) + items: + type: string + type: array + subject: + description: Email subject line + type: string + to: + description: Recipient email addresses + items: + type: string + type: array + required: + - to + - subject + - body + type: object + strict: true + type: function + - description: Read the contents of a file at the given path + name: read_file + parameters: + additionalProperties: false + properties: + encoding: + description: File encoding + enum: + - utf-8 + - latin-1 + - ascii + type: string + path: + description: Absolute or relative file path + type: string + required: + - path + type: object + strict: true + type: function + headers: + accept: '*/*' + content-type: application/json + user-agent: python-httpx/0.28.1 + method: POST + path: /v1/responses + query_params: {} + response: + headers: + content-type: text/event-stream; charset=utf-8 + sse: + - 'event: response.created + + ' + - 'data: {"response":{"id":"resp_aba8d5b6a3851acb","created_at":1781677897,"incomplete_details":null,"instructions":null,"metadata":null,"model":"Qwen/Qwen3-30B-A3B-FP8","object":"response","output":[],"parallel_tool_calls":true,"temperature":0.6,"tool_choice":{"name":"translate_text","type":"function"},"tools":[{"name":"get_weather","parameters":{"type":"object","properties":{"location":{"type":"string","description":"City + name"},"unit":{"type":"string","enum":["celsius","fahrenheit"]}},"required":["location"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Get + current temperature and conditions for a city"},{"name":"get_time","parameters":{"type":"object","properties":{"timezone":{"type":"string","description":"IANA + timezone, e.g. Europe/Paris"}},"required":["timezone"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Get + the current date and time in a given IANA timezone"},{"name":"get_stock_price","parameters":{"type":"object","properties":{"ticker":{"type":"string","description":"Stock + ticker symbol, e.g. AAPL"},"currency":{"type":"string","description":"Currency + to return the price in, e.g. USD"}},"required":["ticker"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Get + the latest stock price and daily change for a ticker symbol"},{"name":"search_web","parameters":{"type":"object","properties":{"query":{"type":"string","description":"Search + query string"},"num_results":{"type":"integer","description":"Number of results + to return (1-10)","default":3}},"required":["query"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Search + the web and return the top results for a query"},{"name":"translate_text","parameters":{"type":"object","properties":{"text":{"type":"string","description":"Text + to translate"},"target_language":{"type":"string","description":"Target language + code, e.g. fr, de, ja"},"source_language":{"type":"string","description":"Source + language code; omit for auto-detect"}},"required":["text","target_language"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Translate + text from one language to another"},{"name":"calculate","parameters":{"type":"object","properties":{"expression":{"type":"string","description":"Math + expression to evaluate, e.g. (12 * 8) / 3 + sqrt(16)"}},"required":["expression"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Evaluate + a mathematical expression and return the numeric result"},{"name":"send_email","parameters":{"type":"object","properties":{"to":{"type":"array","items":{"type":"string"},"description":"Recipient + email addresses"},"subject":{"type":"string","description":"Email subject line"},"body":{"type":"string","description":"Plain-text + email body"},"cc":{"type":"array","items":{"type":"string"},"description":"CC + recipients (optional)"}},"required":["to","subject","body"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Send + an email to one or more recipients"},{"name":"read_file","parameters":{"type":"object","properties":{"path":{"type":"string","description":"Absolute + or relative file path"},"encoding":{"type":"string","enum":["utf-8","latin-1","ascii"],"description":"File + encoding"}},"required":["path"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Read + the contents of a file at the given path"}],"top_p":0.95,"background":false,"max_output_tokens":39866,"max_tool_calls":null,"previous_response_id":null,"prompt":null,"reasoning":null,"service_tier":"auto","status":"in_progress","text":{"format":{"name":"tool_calling_response","schema":{"type":"object","properties":{"text":{"type":"string","description":"Text + to translate"},"target_language":{"type":"string","description":"Target language + code, e.g. fr, de, ja"},"source_language":{"type":"string","description":"Source + language code; omit for auto-detect"}},"required":["text","target_language"],"additionalProperties":false},"type":"json_schema","description":null,"strict":true},"verbosity":null},"top_logprobs":null,"truncation":"disabled","usage":null,"user":null,"presence_penalty":0.0,"frequency_penalty":0.0,"kv_transfer_params":null,"input_messages":null,"output_messages":null},"sequence_number":0,"type":"response.created"} + + ' + - ' + + ' + - 'event: response.in_progress + + ' + - 'data: {"response":{"id":"resp_aba8d5b6a3851acb","created_at":1781677897,"incomplete_details":null,"instructions":null,"metadata":null,"model":"Qwen/Qwen3-30B-A3B-FP8","object":"response","output":[],"parallel_tool_calls":true,"temperature":0.6,"tool_choice":{"name":"translate_text","type":"function"},"tools":[{"name":"get_weather","parameters":{"type":"object","properties":{"location":{"type":"string","description":"City + name"},"unit":{"type":"string","enum":["celsius","fahrenheit"]}},"required":["location"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Get + current temperature and conditions for a city"},{"name":"get_time","parameters":{"type":"object","properties":{"timezone":{"type":"string","description":"IANA + timezone, e.g. Europe/Paris"}},"required":["timezone"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Get + the current date and time in a given IANA timezone"},{"name":"get_stock_price","parameters":{"type":"object","properties":{"ticker":{"type":"string","description":"Stock + ticker symbol, e.g. AAPL"},"currency":{"type":"string","description":"Currency + to return the price in, e.g. USD"}},"required":["ticker"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Get + the latest stock price and daily change for a ticker symbol"},{"name":"search_web","parameters":{"type":"object","properties":{"query":{"type":"string","description":"Search + query string"},"num_results":{"type":"integer","description":"Number of results + to return (1-10)","default":3}},"required":["query"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Search + the web and return the top results for a query"},{"name":"translate_text","parameters":{"type":"object","properties":{"text":{"type":"string","description":"Text + to translate"},"target_language":{"type":"string","description":"Target language + code, e.g. fr, de, ja"},"source_language":{"type":"string","description":"Source + language code; omit for auto-detect"}},"required":["text","target_language"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Translate + text from one language to another"},{"name":"calculate","parameters":{"type":"object","properties":{"expression":{"type":"string","description":"Math + expression to evaluate, e.g. (12 * 8) / 3 + sqrt(16)"}},"required":["expression"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Evaluate + a mathematical expression and return the numeric result"},{"name":"send_email","parameters":{"type":"object","properties":{"to":{"type":"array","items":{"type":"string"},"description":"Recipient + email addresses"},"subject":{"type":"string","description":"Email subject line"},"body":{"type":"string","description":"Plain-text + email body"},"cc":{"type":"array","items":{"type":"string"},"description":"CC + recipients (optional)"}},"required":["to","subject","body"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Send + an email to one or more recipients"},{"name":"read_file","parameters":{"type":"object","properties":{"path":{"type":"string","description":"Absolute + or relative file path"},"encoding":{"type":"string","enum":["utf-8","latin-1","ascii"],"description":"File + encoding"}},"required":["path"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Read + the contents of a file at the given path"}],"top_p":0.95,"background":false,"max_output_tokens":39866,"max_tool_calls":null,"previous_response_id":null,"prompt":null,"reasoning":null,"service_tier":"auto","status":"in_progress","text":{"format":{"name":"tool_calling_response","schema":{"type":"object","properties":{"text":{"type":"string","description":"Text + to translate"},"target_language":{"type":"string","description":"Target language + code, e.g. fr, de, ja"},"source_language":{"type":"string","description":"Source + language code; omit for auto-detect"}},"required":["text","target_language"],"additionalProperties":false},"type":"json_schema","description":null,"strict":true},"verbosity":null},"top_logprobs":null,"truncation":"disabled","usage":null,"user":null,"presence_penalty":0.0,"frequency_penalty":0.0,"kv_transfer_params":null,"input_messages":null,"output_messages":null},"sequence_number":1,"type":"response.in_progress"} + + ' + - ' + + ' + - 'event: response.output_item.added + + ' + - 'data: {"item":{"arguments":"","call_id":"call_a77dda1602b21a0e","name":"translate_text","type":"function_call","id":"8894966f1db321e0","namespace":null,"status":"in_progress"},"output_index":0,"sequence_number":2,"type":"response.output_item.added"} + + ' + - ' + + ' + - 'event: response.function_call_arguments.delta + + ' + - 'data: {"delta":"{\"","item_id":"8894966f1db321e0","output_index":0,"sequence_number":3,"type":"response.function_call_arguments.delta"} + + ' + - ' + + ' + - 'event: response.function_call_arguments.delta + + ' + - 'data: {"delta":"text","item_id":"8894966f1db321e0","output_index":0,"sequence_number":4,"type":"response.function_call_arguments.delta"} + + ' + - ' + + ' + - 'event: response.function_call_arguments.delta + + ' + - 'data: {"delta":"\":","item_id":"8894966f1db321e0","output_index":0,"sequence_number":5,"type":"response.function_call_arguments.delta"} + + ' + - ' + + ' + - 'event: response.function_call_arguments.delta + + ' + - 'data: {"delta":" \"","item_id":"8894966f1db321e0","output_index":0,"sequence_number":6,"type":"response.function_call_arguments.delta"} + + ' + - ' + + ' + - 'event: response.function_call_arguments.delta + + ' + - 'data: {"delta":"Good","item_id":"8894966f1db321e0","output_index":0,"sequence_number":7,"type":"response.function_call_arguments.delta"} + + ' + - ' + + ' + - 'event: response.function_call_arguments.delta + + ' + - 'data: {"delta":" morning","item_id":"8894966f1db321e0","output_index":0,"sequence_number":8,"type":"response.function_call_arguments.delta"} + + ' + - ' + + ' + - 'event: response.function_call_arguments.delta + + ' + - 'data: {"delta":",","item_id":"8894966f1db321e0","output_index":0,"sequence_number":9,"type":"response.function_call_arguments.delta"} + + ' + - ' + + ' + - 'event: response.function_call_arguments.delta + + ' + - 'data: {"delta":" have","item_id":"8894966f1db321e0","output_index":0,"sequence_number":10,"type":"response.function_call_arguments.delta"} + + ' + - ' + + ' + - 'event: response.function_call_arguments.delta + + ' + - 'data: {"delta":" a","item_id":"8894966f1db321e0","output_index":0,"sequence_number":11,"type":"response.function_call_arguments.delta"} + + ' + - ' + + ' + - 'event: response.function_call_arguments.delta + + ' + - 'data: {"delta":" great","item_id":"8894966f1db321e0","output_index":0,"sequence_number":12,"type":"response.function_call_arguments.delta"} + + ' + - ' + + ' + - 'event: response.function_call_arguments.delta + + ' + - 'data: {"delta":" day","item_id":"8894966f1db321e0","output_index":0,"sequence_number":13,"type":"response.function_call_arguments.delta"} + + ' + - ' + + ' + - 'event: response.function_call_arguments.delta + + ' + - 'data: {"delta":"!\",","item_id":"8894966f1db321e0","output_index":0,"sequence_number":14,"type":"response.function_call_arguments.delta"} + + ' + - ' + + ' + - 'event: response.function_call_arguments.delta + + ' + - 'data: {"delta":" \"","item_id":"8894966f1db321e0","output_index":0,"sequence_number":15,"type":"response.function_call_arguments.delta"} + + ' + - ' + + ' + - 'event: response.function_call_arguments.delta + + ' + - 'data: {"delta":"target","item_id":"8894966f1db321e0","output_index":0,"sequence_number":16,"type":"response.function_call_arguments.delta"} + + ' + - ' + + ' + - 'event: response.function_call_arguments.delta + + ' + - 'data: {"delta":"_language","item_id":"8894966f1db321e0","output_index":0,"sequence_number":17,"type":"response.function_call_arguments.delta"} + + ' + - ' + + ' + - 'event: response.function_call_arguments.delta + + ' + - 'data: {"delta":"\":","item_id":"8894966f1db321e0","output_index":0,"sequence_number":18,"type":"response.function_call_arguments.delta"} + + ' + - ' + + ' + - 'event: response.function_call_arguments.delta + + ' + - 'data: {"delta":" \"","item_id":"8894966f1db321e0","output_index":0,"sequence_number":19,"type":"response.function_call_arguments.delta"} + + ' + - ' + + ' + - 'event: response.function_call_arguments.delta + + ' + - 'data: {"delta":"es","item_id":"8894966f1db321e0","output_index":0,"sequence_number":20,"type":"response.function_call_arguments.delta"} + + ' + - ' + + ' + - 'event: response.function_call_arguments.delta + + ' + - 'data: {"delta":"\",","item_id":"8894966f1db321e0","output_index":0,"sequence_number":21,"type":"response.function_call_arguments.delta"} + + ' + - ' + + ' + - 'event: response.function_call_arguments.delta + + ' + - 'data: {"delta":" \"","item_id":"8894966f1db321e0","output_index":0,"sequence_number":22,"type":"response.function_call_arguments.delta"} + + ' + - ' + + ' + - 'event: response.function_call_arguments.delta + + ' + - 'data: {"delta":"source","item_id":"8894966f1db321e0","output_index":0,"sequence_number":23,"type":"response.function_call_arguments.delta"} + + ' + - ' + + ' + - 'event: response.function_call_arguments.delta + + ' + - 'data: {"delta":"_language","item_id":"8894966f1db321e0","output_index":0,"sequence_number":24,"type":"response.function_call_arguments.delta"} + + ' + - ' + + ' + - 'event: response.function_call_arguments.delta + + ' + - 'data: {"delta":"\":","item_id":"8894966f1db321e0","output_index":0,"sequence_number":25,"type":"response.function_call_arguments.delta"} + + ' + - ' + + ' + - 'event: response.function_call_arguments.delta + + ' + - 'data: {"delta":" \"","item_id":"8894966f1db321e0","output_index":0,"sequence_number":26,"type":"response.function_call_arguments.delta"} + + ' + - ' + + ' + - 'event: response.function_call_arguments.delta + + ' + - 'data: {"delta":"en","item_id":"8894966f1db321e0","output_index":0,"sequence_number":27,"type":"response.function_call_arguments.delta"} + + ' + - ' + + ' + - 'event: response.function_call_arguments.delta + + ' + - 'data: {"delta":"\"}","item_id":"8894966f1db321e0","output_index":0,"sequence_number":28,"type":"response.function_call_arguments.delta"} + + ' + - ' + + ' + - 'event: response.function_call_arguments.done + + ' + - 'data: {"arguments":"{\"text\": \"Good morning, have a great day!\", \"target_language\": + \"es\", \"source_language\": \"en\"}","item_id":"8894966f1db321e0","name":"translate_text","output_index":0,"sequence_number":29,"type":"response.function_call_arguments.done"} + + ' + - ' + + ' + - 'event: response.output_item.done + + ' + - 'data: {"item":{"arguments":"{\"text\": \"Good morning, have a great day!\", + \"target_language\": \"es\", \"source_language\": \"en\"}","call_id":"call_a77dda1602b21a0e","name":"translate_text","type":"function_call","id":"8894966f1db321e0","namespace":null,"status":"completed"},"output_index":0,"sequence_number":30,"type":"response.output_item.done"} + + ' + - ' + + ' + - 'event: response.completed + + ' + - 'data: {"response":{"id":"resp_aba8d5b6a3851acb","created_at":1781677897,"incomplete_details":null,"instructions":null,"metadata":null,"model":"Qwen/Qwen3-30B-A3B-FP8","object":"response","output":[{"arguments":"{\"text\": + \"Good morning, have a great day!\", \"target_language\": \"es\", \"source_language\": + \"en\"}","call_id":"chatcmpl-tool-b4575822345d2351","name":"translate_text","type":"function_call","id":"fc_85d5bda1109b93c7","namespace":null,"status":"completed"}],"parallel_tool_calls":true,"temperature":0.6,"tool_choice":{"name":"translate_text","type":"function"},"tools":[{"name":"get_weather","parameters":{"type":"object","properties":{"location":{"type":"string","description":"City + name"},"unit":{"type":"string","enum":["celsius","fahrenheit"]}},"required":["location"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Get + current temperature and conditions for a city"},{"name":"get_time","parameters":{"type":"object","properties":{"timezone":{"type":"string","description":"IANA + timezone, e.g. Europe/Paris"}},"required":["timezone"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Get + the current date and time in a given IANA timezone"},{"name":"get_stock_price","parameters":{"type":"object","properties":{"ticker":{"type":"string","description":"Stock + ticker symbol, e.g. AAPL"},"currency":{"type":"string","description":"Currency + to return the price in, e.g. USD"}},"required":["ticker"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Get + the latest stock price and daily change for a ticker symbol"},{"name":"search_web","parameters":{"type":"object","properties":{"query":{"type":"string","description":"Search + query string"},"num_results":{"type":"integer","description":"Number of results + to return (1-10)","default":3}},"required":["query"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Search + the web and return the top results for a query"},{"name":"translate_text","parameters":{"type":"object","properties":{"text":{"type":"string","description":"Text + to translate"},"target_language":{"type":"string","description":"Target language + code, e.g. fr, de, ja"},"source_language":{"type":"string","description":"Source + language code; omit for auto-detect"}},"required":["text","target_language"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Translate + text from one language to another"},{"name":"calculate","parameters":{"type":"object","properties":{"expression":{"type":"string","description":"Math + expression to evaluate, e.g. (12 * 8) / 3 + sqrt(16)"}},"required":["expression"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Evaluate + a mathematical expression and return the numeric result"},{"name":"send_email","parameters":{"type":"object","properties":{"to":{"type":"array","items":{"type":"string"},"description":"Recipient + email addresses"},"subject":{"type":"string","description":"Email subject line"},"body":{"type":"string","description":"Plain-text + email body"},"cc":{"type":"array","items":{"type":"string"},"description":"CC + recipients (optional)"}},"required":["to","subject","body"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Send + an email to one or more recipients"},{"name":"read_file","parameters":{"type":"object","properties":{"path":{"type":"string","description":"Absolute + or relative file path"},"encoding":{"type":"string","enum":["utf-8","latin-1","ascii"],"description":"File + encoding"}},"required":["path"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Read + the contents of a file at the given path"}],"top_p":0.95,"background":false,"max_output_tokens":39866,"max_tool_calls":null,"previous_response_id":null,"prompt":null,"reasoning":null,"service_tier":"auto","status":"completed","text":{"format":{"name":"tool_calling_response","schema":{"type":"object","properties":{"text":{"type":"string","description":"Text + to translate"},"target_language":{"type":"string","description":"Target language + code, e.g. fr, de, ja"},"source_language":{"type":"string","description":"Source + language code; omit for auto-detect"}},"required":["text","target_language"],"additionalProperties":false},"type":"json_schema","description":null,"strict":true},"verbosity":null},"top_logprobs":null,"truncation":"disabled","usage":{"input_tokens":1094,"input_tokens_details":{"cached_tokens":1088,"input_tokens_per_turn":[],"cached_tokens_per_turn":[]},"output_tokens":27,"output_tokens_details":{"reasoning_tokens":0,"tool_output_tokens":0,"output_tokens_per_turn":[],"tool_output_tokens_per_turn":[]},"total_tokens":1121},"user":null,"presence_penalty":0.0,"frequency_penalty":0.0,"kv_transfer_params":null,"input_messages":null,"output_messages":null},"sequence_number":31,"type":"response.completed"} + + ' + - ' + + ' + status_code: 200 diff --git a/crates/agentic-core/tests/cassettes/tool_calls/tool-call-none-Qwen-Qwen3-30B-A3B-FP8-nonstreaming.yaml b/crates/agentic-core/tests/cassettes/tool_calls/tool-call-none-Qwen-Qwen3-30B-A3B-FP8-nonstreaming.yaml new file mode 100644 index 0000000..ac842e1 --- /dev/null +++ b/crates/agentic-core/tests/cassettes/tool_calls/tool-call-none-Qwen-Qwen3-30B-A3B-FP8-nonstreaming.yaml @@ -0,0 +1,408 @@ +turns: +- filename: t1 + request: + body: + input: Translate the phrase Hello, how are you? into Japanese. + model: Qwen/Qwen3-30B-A3B-FP8 + store: true + stream: false + tool_choice: none + tools: + - description: Get current temperature and conditions for a city + name: get_weather + parameters: + additionalProperties: false + properties: + location: + description: City name + type: string + unit: + enum: + - celsius + - fahrenheit + type: string + required: + - location + type: object + strict: true + type: function + - description: Get the current date and time in a given IANA timezone + name: get_time + parameters: + additionalProperties: false + properties: + timezone: + description: IANA timezone, e.g. Europe/Paris + type: string + required: + - timezone + type: object + strict: true + type: function + - description: Get the latest stock price and daily change for a ticker symbol + name: get_stock_price + parameters: + additionalProperties: false + properties: + currency: + description: Currency to return the price in, e.g. USD + type: string + ticker: + description: Stock ticker symbol, e.g. AAPL + type: string + required: + - ticker + type: object + strict: true + type: function + - description: Search the web and return the top results for a query + name: search_web + parameters: + additionalProperties: false + properties: + num_results: + default: 3 + description: Number of results to return (1-10) + type: integer + query: + description: Search query string + type: string + required: + - query + type: object + strict: true + type: function + - description: Translate text from one language to another + name: translate_text + parameters: + additionalProperties: false + properties: + source_language: + description: Source language code; omit for auto-detect + type: string + target_language: + description: Target language code, e.g. fr, de, ja + type: string + text: + description: Text to translate + type: string + required: + - text + - target_language + type: object + strict: true + type: function + - description: Evaluate a mathematical expression and return the numeric result + name: calculate + parameters: + additionalProperties: false + properties: + expression: + description: Math expression to evaluate, e.g. (12 * 8) / 3 + sqrt(16) + type: string + required: + - expression + type: object + strict: true + type: function + - description: Send an email to one or more recipients + name: send_email + parameters: + additionalProperties: false + properties: + body: + description: Plain-text email body + type: string + cc: + description: CC recipients (optional) + items: + type: string + type: array + subject: + description: Email subject line + type: string + to: + description: Recipient email addresses + items: + type: string + type: array + required: + - to + - subject + - body + type: object + strict: true + type: function + - description: Read the contents of a file at the given path + name: read_file + parameters: + additionalProperties: false + properties: + encoding: + description: File encoding + enum: + - utf-8 + - latin-1 + - ascii + type: string + path: + description: Absolute or relative file path + type: string + required: + - path + type: object + strict: true + type: function + headers: + accept: '*/*' + content-type: application/json + user-agent: python-httpx/0.28.1 + method: POST + path: /v1/responses + query_params: {} + response: + body: + background: false + created_at: 1781677875 + frequency_penalty: 0.0 + id: resp_8cc0a7566ac032fe + incomplete_details: null + input_messages: null + instructions: null + kv_transfer_params: null + max_output_tokens: 40940 + max_tool_calls: null + metadata: null + model: Qwen/Qwen3-30B-A3B-FP8 + object: response + output: + - content: + - annotations: [] + logprobs: null + text: ' + + Okay, I need to translate "Hello, how are you?" into Japanese. Let me + think. The user probably wants a common and polite way to say that. + + + First, "Hello" in Japanese is usually "こんにちは" (Konnichiwa). But sometimes + people use "やあ" (Yaa) for a more casual tone. However, since the original + is a standard greeting, "こんにちは" is safer. + + + Next, "how are you?" The direct translation would be "お元気ですか？" (Ogenki + desu ka?), which is polite. But there''s also "お元気？" (Ogenki?), which + is more casual. Depending on the context, but since the original is neutral, + maybe the polite form is better. + + + Putting it together: "こんにちは、お元気ですか？" (Konnichiwa, ogenki desu ka?) That + sounds right. Alternatively, some might use "おはよう" (Ohayou) for "good + morning," but the original is just "Hello," not specific to time of day. + So "こんにちは" is better. + + + Wait, another thought: In some regions, people might use "おげんき" instead + of "お元気," but I think "お元気" is more standard. Also, the particles: "は" + for the topic, "が" for the question. So "お元気ですか" is correct. + + + I think that''s it. Let me double-check. Yes, "こんにちは、お元気ですか？" is the standard + translation. Alternatively, in a very casual setting, "やあ、元気？" but the + user probably wants the polite version. So the answer should be "こんにちは、お元気ですか？" + + + + + こんにちは、お元気ですか？' + type: output_text + id: msg_afbc6eedfc5b99e8 + phase: null + role: assistant + status: completed + type: message + output_messages: null + parallel_tool_calls: true + presence_penalty: 0.0 + previous_response_id: null + prompt: null + reasoning: null + service_tier: auto + status: completed + temperature: 0.6 + text: null + tool_choice: none + tools: + - defer_loading: null + description: Get current temperature and conditions for a city + name: get_weather + parameters: + additionalProperties: false + properties: + location: + description: City name + type: string + unit: + enum: + - celsius + - fahrenheit + type: string + required: + - location + type: object + strict: true + type: function + - defer_loading: null + description: Get the current date and time in a given IANA timezone + name: get_time + parameters: + additionalProperties: false + properties: + timezone: + description: IANA timezone, e.g. Europe/Paris + type: string + required: + - timezone + type: object + strict: true + type: function + - defer_loading: null + description: Get the latest stock price and daily change for a ticker symbol + name: get_stock_price + parameters: + additionalProperties: false + properties: + currency: + description: Currency to return the price in, e.g. USD + type: string + ticker: + description: Stock ticker symbol, e.g. AAPL + type: string + required: + - ticker + type: object + strict: true + type: function + - defer_loading: null + description: Search the web and return the top results for a query + name: search_web + parameters: + additionalProperties: false + properties: + num_results: + default: 3 + description: Number of results to return (1-10) + type: integer + query: + description: Search query string + type: string + required: + - query + type: object + strict: true + type: function + - defer_loading: null + description: Translate text from one language to another + name: translate_text + parameters: + additionalProperties: false + properties: + source_language: + description: Source language code; omit for auto-detect + type: string + target_language: + description: Target language code, e.g. fr, de, ja + type: string + text: + description: Text to translate + type: string + required: + - text + - target_language + type: object + strict: true + type: function + - defer_loading: null + description: Evaluate a mathematical expression and return the numeric result + name: calculate + parameters: + additionalProperties: false + properties: + expression: + description: Math expression to evaluate, e.g. (12 * 8) / 3 + sqrt(16) + type: string + required: + - expression + type: object + strict: true + type: function + - defer_loading: null + description: Send an email to one or more recipients + name: send_email + parameters: + additionalProperties: false + properties: + body: + description: Plain-text email body + type: string + cc: + description: CC recipients (optional) + items: + type: string + type: array + subject: + description: Email subject line + type: string + to: + description: Recipient email addresses + items: + type: string + type: array + required: + - to + - subject + - body + type: object + strict: true + type: function + - defer_loading: null + description: Read the contents of a file at the given path + name: read_file + parameters: + additionalProperties: false + properties: + encoding: + description: File encoding + enum: + - utf-8 + - latin-1 + - ascii + type: string + path: + description: Absolute or relative file path + type: string + required: + - path + type: object + strict: true + type: function + top_logprobs: null + top_p: 0.95 + truncation: disabled + usage: + input_tokens: 20 + input_tokens_details: + cached_tokens: 0 + cached_tokens_per_turn: [] + input_tokens_per_turn: [] + output_tokens: 371 + output_tokens_details: + output_tokens_per_turn: [] + reasoning_tokens: 0 + tool_output_tokens: 0 + tool_output_tokens_per_turn: [] + total_tokens: 391 + user: null + headers: + content-type: application/json + status_code: 200 diff --git a/crates/agentic-core/tests/cassettes/tool_calls/tool-call-none-Qwen-Qwen3-30B-A3B-FP8-streaming.yaml b/crates/agentic-core/tests/cassettes/tool_calls/tool-call-none-Qwen-Qwen3-30B-A3B-FP8-streaming.yaml new file mode 100644 index 0000000..b476600 --- /dev/null +++ b/crates/agentic-core/tests/cassettes/tool_calls/tool-call-none-Qwen-Qwen3-30B-A3B-FP8-streaming.yaml @@ -0,0 +1,5214 @@ +turns: +- filename: t1 + request: + body: + input: Translate the phrase Hello, how are you? into Japanese. + model: Qwen/Qwen3-30B-A3B-FP8 + store: true + stream: true + tool_choice: none + tools: + - description: Get current temperature and conditions for a city + name: get_weather + parameters: + additionalProperties: false + properties: + location: + description: City name + type: string + unit: + enum: + - celsius + - fahrenheit + type: string + required: + - location + type: object + strict: true + type: function + - description: Get the current date and time in a given IANA timezone + name: get_time + parameters: + additionalProperties: false + properties: + timezone: + description: IANA timezone, e.g. Europe/Paris + type: string + required: + - timezone + type: object + strict: true + type: function + - description: Get the latest stock price and daily change for a ticker symbol + name: get_stock_price + parameters: + additionalProperties: false + properties: + currency: + description: Currency to return the price in, e.g. USD + type: string + ticker: + description: Stock ticker symbol, e.g. AAPL + type: string + required: + - ticker + type: object + strict: true + type: function + - description: Search the web and return the top results for a query + name: search_web + parameters: + additionalProperties: false + properties: + num_results: + default: 3 + description: Number of results to return (1-10) + type: integer + query: + description: Search query string + type: string + required: + - query + type: object + strict: true + type: function + - description: Translate text from one language to another + name: translate_text + parameters: + additionalProperties: false + properties: + source_language: + description: Source language code; omit for auto-detect + type: string + target_language: + description: Target language code, e.g. fr, de, ja + type: string + text: + description: Text to translate + type: string + required: + - text + - target_language + type: object + strict: true + type: function + - description: Evaluate a mathematical expression and return the numeric result + name: calculate + parameters: + additionalProperties: false + properties: + expression: + description: Math expression to evaluate, e.g. (12 * 8) / 3 + sqrt(16) + type: string + required: + - expression + type: object + strict: true + type: function + - description: Send an email to one or more recipients + name: send_email + parameters: + additionalProperties: false + properties: + body: + description: Plain-text email body + type: string + cc: + description: CC recipients (optional) + items: + type: string + type: array + subject: + description: Email subject line + type: string + to: + description: Recipient email addresses + items: + type: string + type: array + required: + - to + - subject + - body + type: object + strict: true + type: function + - description: Read the contents of a file at the given path + name: read_file + parameters: + additionalProperties: false + properties: + encoding: + description: File encoding + enum: + - utf-8 + - latin-1 + - ascii + type: string + path: + description: Absolute or relative file path + type: string + required: + - path + type: object + strict: true + type: function + headers: + accept: '*/*' + content-type: application/json + user-agent: python-httpx/0.28.1 + method: POST + path: /v1/responses + query_params: {} + response: + headers: + content-type: text/event-stream; charset=utf-8 + sse: + - 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' + + ' + - 'event: response.output_text.delta + + ' + - 'data: {"content_index":0,"delta":"(K","item_id":"92b647312937a981","logprobs":[],"output_index":0,"sequence_number":526,"type":"response.output_text.delta"} + + ' + - ' + + ' + - 'event: response.output_text.delta + + ' + - 'data: {"content_index":0,"delta":"onn","item_id":"92b647312937a981","logprobs":[],"output_index":0,"sequence_number":527,"type":"response.output_text.delta"} + + ' + - ' + + ' + - 'event: response.output_text.delta + + ' + - 'data: {"content_index":0,"delta":"ichi","item_id":"92b647312937a981","logprobs":[],"output_index":0,"sequence_number":528,"type":"response.output_text.delta"} + + ' + - ' + + ' + - 'event: response.output_text.delta + + ' + - 'data: {"content_index":0,"delta":"wa","item_id":"92b647312937a981","logprobs":[],"output_index":0,"sequence_number":529,"type":"response.output_text.delta"} + + ' + - ' + + ' + - 'event: response.output_text.delta + + ' + - 'data: {"content_index":0,"delta":",","item_id":"92b647312937a981","logprobs":[],"output_index":0,"sequence_number":530,"type":"response.output_text.delta"} + + ' + - ' + + ' + - 'event: response.output_text.delta + + ' + - 'data: {"content_index":0,"delta":" o","item_id":"92b647312937a981","logprobs":[],"output_index":0,"sequence_number":531,"type":"response.output_text.delta"} + + ' + - ' + + ' + - 'event: response.output_text.delta + + ' + - 'data: {"content_index":0,"delta":"gen","item_id":"92b647312937a981","logprobs":[],"output_index":0,"sequence_number":532,"type":"response.output_text.delta"} + + ' + - ' + + ' + - 'event: response.output_text.delta + + ' + - 'data: {"content_index":0,"delta":"ki","item_id":"92b647312937a981","logprobs":[],"output_index":0,"sequence_number":533,"type":"response.output_text.delta"} + + ' + - ' + + ' + - 'event: response.output_text.delta + + ' + - 'data: {"content_index":0,"delta":" des","item_id":"92b647312937a981","logprobs":[],"output_index":0,"sequence_number":534,"type":"response.output_text.delta"} + + ' + - ' + + ' + - 'event: response.output_text.delta + + ' + - 'data: {"content_index":0,"delta":"u","item_id":"92b647312937a981","logprobs":[],"output_index":0,"sequence_number":535,"type":"response.output_text.delta"} + + ' + - ' + + ' + - 'event: response.output_text.delta + + ' + - 'data: {"content_index":0,"delta":" ka","item_id":"92b647312937a981","logprobs":[],"output_index":0,"sequence_number":536,"type":"response.output_text.delta"} + + ' + - ' + + ' + - 'event: response.output_text.delta + + ' + - 'data: {"content_index":0,"delta":"?)","item_id":"92b647312937a981","logprobs":[],"output_index":0,"sequence_number":537,"type":"response.output_text.delta"} + + ' + - ' + + ' + - 'event: response.output_text.done + + ' + - 'data: {"content_index":0,"item_id":"92b647312937a981","logprobs":[],"output_index":0,"sequence_number":538,"text":"\nOkay, + the user wants to translate \"Hello, how are you?\" into Japanese. Let me think + about the correct way to do that.\n\nFirst, \"Hello\" in Japanese is usually + \"こんにちは\" (Konnichiwa). That''s the standard greeting. Then, \"how are you?\" + – there are a few ways to say that. The most common one is \"お元気ですか？\" (Ogenki + desu ka?), which literally means \"Are you well?\" But sometimes people use + \"お元気ですか？\" in a more formal context. \n\nWait, but maybe the user wants a more + casual version. In that case, \"お元気？\" (Ogenki?) without the \"ですか\" would be + more like \"How are you?\" in a friendly way. However, the original phrase is + a question, so using the question form is better. \n\nAnother thing to consider + is the level of formality. If the user is addressing someone they know well, + like a friend, they might use \"お元気？\" but if it''s a more formal situation, + like a business setting, then \"お元気ですか？\" is better. \n\nAlternatively, there''s + also \"調子は？\" (Chōshi wa?), which is more like \"How''s it going?\" but that + might be less common. \n\nI should check if there''s a standard translation. + The most accurate and commonly used translation for \"Hello, how are you?\" + would be \"こんにちは、お元気ですか？\" (Konnichiwa, ogenki desu ka?). \n\nBut sometimes, + in Japanese, people might just say \"こんにちは\" and then ask \"お元気ですか？\" separately. + However, combining them into one sentence is natural. \n\nI should also make + sure there are no typos. \"お元気ですか\" is correct. The particles are right: \"は\" + after \"お元気\" and \"ですか\" for the question. \n\nAnother point: sometimes \"お元気\" + is written with the kanji for \"元気\" (genki), which is the same as the hiragana. + But in this case, the user might prefer the kana version. \n\nAlternatively, + using the kanji might be more formal. But since the user didn''t specify, using + the kana is safer. \n\nSo, the final answer should be \"こんにちは、お元気ですか？\" (Konnichiwa, + ogenki desu ka?).\n\n\nこんにちは、お元気ですか？ \n(Konnichiwa, ogenki desu ka?)","type":"response.output_text.done"} + + ' + - ' + + ' + - 'event: response.content_part.done + + ' + - 'data: {"content_index":0,"item_id":"92b647312937a981","output_index":0,"part":{"annotations":[],"text":"\nOkay, + the user wants to translate \"Hello, how are you?\" into Japanese. Let me think + about the correct way to do that.\n\nFirst, \"Hello\" in Japanese is usually + \"こんにちは\" (Konnichiwa). That''s the standard greeting. Then, \"how are you?\" + – there are a few ways to say that. The most common one is \"お元気ですか？\" (Ogenki + desu ka?), which literally means \"Are you well?\" But sometimes people use + \"お元気ですか？\" in a more formal context. \n\nWait, but maybe the user wants a more + casual version. In that case, \"お元気？\" (Ogenki?) without the \"ですか\" would be + more like \"How are you?\" in a friendly way. However, the original phrase is + a question, so using the question form is better. \n\nAnother thing to consider + is the level of formality. If the user is addressing someone they know well, + like a friend, they might use \"お元気？\" but if it''s a more formal situation, + like a business setting, then \"お元気ですか？\" is better. \n\nAlternatively, there''s + also \"調子は？\" (Chōshi wa?), which is more like \"How''s it going?\" but that + might be less common. \n\nI should check if there''s a standard translation. + The most accurate and commonly used translation for \"Hello, how are you?\" + would be \"こんにちは、お元気ですか？\" (Konnichiwa, ogenki desu ka?). \n\nBut sometimes, + in Japanese, people might just say \"こんにちは\" and then ask \"お元気ですか？\" separately. + However, combining them into one sentence is natural. \n\nI should also make + sure there are no typos. \"お元気ですか\" is correct. The particles are right: \"は\" + after \"お元気\" and \"ですか\" for the question. \n\nAnother point: sometimes \"お元気\" + is written with the kanji for \"元気\" (genki), which is the same as the hiragana. + But in this case, the user might prefer the kana version. \n\nAlternatively, + using the kanji might be more formal. But since the user didn''t specify, using + the kana is safer. \n\nSo, the final answer should be \"こんにちは、お元気ですか？\" (Konnichiwa, + ogenki desu ka?).\n\n\nこんにちは、お元気ですか？ \n(Konnichiwa, ogenki desu ka?)","type":"output_text","logprobs":null},"sequence_number":539,"type":"response.content_part.done"} + + ' + - ' + + ' + - 'event: response.output_item.done + + ' + - 'data: {"item":{"id":"92b647312937a981","content":[{"annotations":[],"text":"\nOkay, + the user wants to translate \"Hello, how are you?\" into Japanese. Let me think + about the correct way to do that.\n\nFirst, \"Hello\" in Japanese is usually + \"こんにちは\" (Konnichiwa). That''s the standard greeting. Then, \"how are you?\" + – there are a few ways to say that. The most common one is \"お元気ですか？\" (Ogenki + desu ka?), which literally means \"Are you well?\" But sometimes people use + \"お元気ですか？\" in a more formal context. \n\nWait, but maybe the user wants a more + casual version. In that case, \"お元気？\" (Ogenki?) without the \"ですか\" would be + more like \"How are you?\" in a friendly way. However, the original phrase is + a question, so using the question form is better. \n\nAnother thing to consider + is the level of formality. If the user is addressing someone they know well, + like a friend, they might use \"お元気？\" but if it''s a more formal situation, + like a business setting, then \"お元気ですか？\" is better. \n\nAlternatively, there''s + also \"調子は？\" (Chōshi wa?), which is more like \"How''s it going?\" but that + might be less common. \n\nI should check if there''s a standard translation. + The most accurate and commonly used translation for \"Hello, how are you?\" + would be \"こんにちは、お元気ですか？\" (Konnichiwa, ogenki desu ka?). \n\nBut sometimes, + in Japanese, people might just say \"こんにちは\" and then ask \"お元気ですか？\" separately. + However, combining them into one sentence is natural. \n\nI should also make + sure there are no typos. \"お元気ですか\" is correct. The particles are right: \"は\" + after \"お元気\" and \"ですか\" for the question. \n\nAnother point: sometimes \"お元気\" + is written with the kanji for \"元気\" (genki), which is the same as the hiragana. + But in this case, the user might prefer the kana version. \n\nAlternatively, + using the kanji might be more formal. But since the user didn''t specify, using + the kana is safer. \n\nSo, the final answer should be \"こんにちは、お元気ですか？\" (Konnichiwa, + ogenki desu ka?).\n\n\nこんにちは、お元気ですか？ \n(Konnichiwa, ogenki desu ka?)","type":"output_text","logprobs":null}],"role":"assistant","status":"completed","type":"message","phase":null,"summary":[]},"output_index":0,"sequence_number":540,"type":"response.output_item.done"} + + ' + - ' + + ' + - 'event: response.completed + + ' + - 'data: {"response":{"id":"resp_bf49a37d09edd73b","created_at":1781677880,"incomplete_details":null,"instructions":null,"metadata":null,"model":"Qwen/Qwen3-30B-A3B-FP8","object":"response","output":[{"id":"msg_9b79aa2f68db0982","content":[{"annotations":[],"text":"\nOkay, + the user wants to translate \"Hello, how are you?\" into Japanese. Let me think + about the correct way to do that.\n\nFirst, \"Hello\" in Japanese is usually + \"こんにちは\" (Konnichiwa). That''s the standard greeting. Then, \"how are you?\" + – there are a few ways to say that. The most common one is \"お元気ですか？\" (Ogenki + desu ka?), which literally means \"Are you well?\" But sometimes people use + \"お元気ですか？\" in a more formal context. \n\nWait, but maybe the user wants a more + casual version. In that case, \"お元気？\" (Ogenki?) without the \"ですか\" would be + more like \"How are you?\" in a friendly way. However, the original phrase is + a question, so using the question form is better. \n\nAnother thing to consider + is the level of formality. If the user is addressing someone they know well, + like a friend, they might use \"お元気？\" but if it''s a more formal situation, + like a business setting, then \"お元気ですか？\" is better. \n\nAlternatively, there''s + also \"調子は？\" (Chōshi wa?), which is more like \"How''s it going?\" but that + might be less common. \n\nI should check if there''s a standard translation. + The most accurate and commonly used translation for \"Hello, how are you?\" + would be \"こんにちは、お元気ですか？\" (Konnichiwa, ogenki desu ka?). \n\nBut sometimes, + in Japanese, people might just say \"こんにちは\" and then ask \"お元気ですか？\" separately. + However, combining them into one sentence is natural. \n\nI should also make + sure there are no typos. \"お元気ですか\" is correct. The particles are right: \"は\" + after \"お元気\" and \"ですか\" for the question. \n\nAnother point: sometimes \"お元気\" + is written with the kanji for \"元気\" (genki), which is the same as the hiragana. + But in this case, the user might prefer the kana version. \n\nAlternatively, + using the kanji might be more formal. But since the user didn''t specify, using + the kana is safer. \n\nSo, the final answer should be \"こんにちは、お元気ですか？\" (Konnichiwa, + ogenki desu ka?).\n\n\nこんにちは、お元気ですか？ \n(Konnichiwa, ogenki desu ka?)","type":"output_text","logprobs":null}],"role":"assistant","status":"completed","type":"message","phase":null}],"parallel_tool_calls":true,"temperature":0.6,"tool_choice":"none","tools":[{"name":"get_weather","parameters":{"type":"object","properties":{"location":{"type":"string","description":"City + name"},"unit":{"type":"string","enum":["celsius","fahrenheit"]}},"required":["location"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Get + current temperature and conditions for a city"},{"name":"get_time","parameters":{"type":"object","properties":{"timezone":{"type":"string","description":"IANA + timezone, e.g. Europe/Paris"}},"required":["timezone"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Get + the current date and time in a given IANA timezone"},{"name":"get_stock_price","parameters":{"type":"object","properties":{"ticker":{"type":"string","description":"Stock + ticker symbol, e.g. AAPL"},"currency":{"type":"string","description":"Currency + to return the price in, e.g. USD"}},"required":["ticker"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Get + the latest stock price and daily change for a ticker symbol"},{"name":"search_web","parameters":{"type":"object","properties":{"query":{"type":"string","description":"Search + query string"},"num_results":{"type":"integer","description":"Number of results + to return (1-10)","default":3}},"required":["query"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Search + the web and return the top results for a query"},{"name":"translate_text","parameters":{"type":"object","properties":{"text":{"type":"string","description":"Text + to translate"},"target_language":{"type":"string","description":"Target language + code, e.g. fr, de, ja"},"source_language":{"type":"string","description":"Source + language code; omit for auto-detect"}},"required":["text","target_language"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Translate + text from one language to another"},{"name":"calculate","parameters":{"type":"object","properties":{"expression":{"type":"string","description":"Math + expression to evaluate, e.g. (12 * 8) / 3 + sqrt(16)"}},"required":["expression"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Evaluate + a mathematical expression and return the numeric result"},{"name":"send_email","parameters":{"type":"object","properties":{"to":{"type":"array","items":{"type":"string"},"description":"Recipient + email addresses"},"subject":{"type":"string","description":"Email subject line"},"body":{"type":"string","description":"Plain-text + email body"},"cc":{"type":"array","items":{"type":"string"},"description":"CC + recipients (optional)"}},"required":["to","subject","body"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Send + an email to one or more recipients"},{"name":"read_file","parameters":{"type":"object","properties":{"path":{"type":"string","description":"Absolute + or relative file path"},"encoding":{"type":"string","enum":["utf-8","latin-1","ascii"],"description":"File + encoding"}},"required":["path"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Read + the contents of a file at the given path"}],"top_p":0.95,"background":false,"max_output_tokens":40940,"max_tool_calls":null,"previous_response_id":null,"prompt":null,"reasoning":null,"service_tier":"auto","status":"completed","text":null,"top_logprobs":null,"truncation":"disabled","usage":{"input_tokens":20,"input_tokens_details":{"cached_tokens":16,"input_tokens_per_turn":[],"cached_tokens_per_turn":[]},"output_tokens":535,"output_tokens_details":{"reasoning_tokens":0,"tool_output_tokens":0,"output_tokens_per_turn":[],"tool_output_tokens_per_turn":[]},"total_tokens":555},"user":null,"presence_penalty":0.0,"frequency_penalty":0.0,"kv_transfer_params":null,"input_messages":null,"output_messages":null},"sequence_number":541,"type":"response.completed"} + + ' + - ' + + ' + status_code: 200 diff --git a/crates/agentic-core/tests/cassettes/tool_calls/tool-call-required-Qwen-Qwen3-30B-A3B-FP8-nonstreaming.yaml b/crates/agentic-core/tests/cassettes/tool_calls/tool-call-required-Qwen-Qwen3-30B-A3B-FP8-nonstreaming.yaml new file mode 100644 index 0000000..bbbfee1 --- /dev/null +++ b/crates/agentic-core/tests/cassettes/tool_calls/tool-call-required-Qwen-Qwen3-30B-A3B-FP8-nonstreaming.yaml @@ -0,0 +1,569 @@ +turns: +- filename: t1 + request: + body: + input: Calculate (128 * 0.75) + 42, and send an email to alice@example.com with + subject Daily Report and body All systems nominal. + model: Qwen/Qwen3-30B-A3B-FP8 + store: true + stream: false + tool_choice: required + tools: + - description: Get current temperature and conditions for a city + name: get_weather + parameters: + additionalProperties: false + properties: + location: + description: City name + type: string + unit: + enum: + - celsius + - fahrenheit + type: string + required: + - location + type: object + strict: true + type: function + - description: Get the current date and time in a given IANA timezone + name: get_time + parameters: + additionalProperties: false + properties: + timezone: + description: IANA timezone, e.g. Europe/Paris + type: string + required: + - timezone + type: object + strict: true + type: function + - description: Get the latest stock price and daily change for a ticker symbol + name: get_stock_price + parameters: + additionalProperties: false + properties: + currency: + description: Currency to return the price in, e.g. USD + type: string + ticker: + description: Stock ticker symbol, e.g. AAPL + type: string + required: + - ticker + type: object + strict: true + type: function + - description: Search the web and return the top results for a query + name: search_web + parameters: + additionalProperties: false + properties: + num_results: + default: 3 + description: Number of results to return (1-10) + type: integer + query: + description: Search query string + type: string + required: + - query + type: object + strict: true + type: function + - description: Translate text from one language to another + name: translate_text + parameters: + additionalProperties: false + properties: + source_language: + description: Source language code; omit for auto-detect + type: string + target_language: + description: Target language code, e.g. fr, de, ja + type: string + text: + description: Text to translate + type: string + required: + - text + - target_language + type: object + strict: true + type: function + - description: Evaluate a mathematical expression and return the numeric result + name: calculate + parameters: + additionalProperties: false + properties: + expression: + description: Math expression to evaluate, e.g. (12 * 8) / 3 + sqrt(16) + type: string + required: + - expression + type: object + strict: true + type: function + - description: Send an email to one or more recipients + name: send_email + parameters: + additionalProperties: false + properties: + body: + description: Plain-text email body + type: string + cc: + description: CC recipients (optional) + items: + type: string + type: array + subject: + description: Email subject line + type: string + to: + description: Recipient email addresses + items: + type: string + type: array + required: + - to + - subject + - body + type: object + strict: true + type: function + - description: Read the contents of a file at the given path + name: read_file + parameters: + additionalProperties: false + properties: + encoding: + description: File encoding + enum: + - utf-8 + - latin-1 + - ascii + type: string + path: + description: Absolute or relative file path + type: string + required: + - path + type: object + strict: true + type: function + headers: + accept: '*/*' + content-type: application/json + user-agent: python-httpx/0.28.1 + method: POST + path: /v1/responses + query_params: {} + response: + body: + background: false + created_at: 1781677887 + frequency_penalty: 0.0 + id: resp_ab18695c073187c5 + incomplete_details: null + input_messages: null + instructions: null + kv_transfer_params: null + max_output_tokens: 39843 + max_tool_calls: null + metadata: null + model: Qwen/Qwen3-30B-A3B-FP8 + object: response + output: + - arguments: '{"expression": "(128 * 0.75) + 42"}' + call_id: chatcmpl-tool-8af786ba0a7c7ea4 + id: fc_991de8f73b28e5c2 + name: calculate + namespace: null + status: completed + type: function_call + - arguments: '{"to": ["alice@example.com"], "subject": "Daily Report", "body": + "All systems nominal."}' + call_id: chatcmpl-tool-b0c6df48aaf988c3 + id: fc_b95e68a771efc2d0 + name: send_email + namespace: null + status: completed + type: function_call + output_messages: null + parallel_tool_calls: true + presence_penalty: 0.0 + previous_response_id: null + prompt: null + reasoning: null + service_tier: auto + status: completed + temperature: 0.6 + text: + format: + description: null + name: tool_calling_response + schema: + items: + anyOf: + - properties: + name: + enum: + - get_weather + type: string + parameters: + additionalProperties: false + properties: + location: + description: City name + type: string + unit: + enum: + - celsius + - fahrenheit + type: string + required: + - location + type: object + required: + - name + - parameters + - properties: + name: + enum: + - get_time + type: string + parameters: + additionalProperties: false + properties: + timezone: + description: IANA timezone, e.g. Europe/Paris + type: string + required: + - timezone + type: object + required: + - name + - parameters + - properties: + name: + enum: + - get_stock_price + type: string + parameters: + additionalProperties: false + properties: + currency: + description: Currency to return the price in, e.g. USD + type: string + ticker: + description: Stock ticker symbol, e.g. AAPL + type: string + required: + - ticker + type: object + required: + - name + - parameters + - properties: + name: + enum: + - search_web + type: string + parameters: + additionalProperties: false + properties: + num_results: + default: 3 + description: Number of results to return (1-10) + type: integer + query: + description: Search query string + type: string + required: + - query + type: object + required: + - name + - parameters + - properties: + name: + enum: + - translate_text + type: string + parameters: + additionalProperties: false + properties: + source_language: + description: Source language code; omit for auto-detect + type: string + target_language: + description: Target language code, e.g. fr, de, ja + type: string + text: + description: Text to translate + type: string + required: + - text + - target_language + type: object + required: + - name + - parameters + - properties: + name: + enum: + - calculate + type: string + parameters: + additionalProperties: false + properties: + expression: + description: Math expression to evaluate, e.g. (12 * 8) / + 3 + sqrt(16) + type: string + required: + - expression + type: object + required: + - name + - parameters + - properties: + name: + enum: + - send_email + type: string + parameters: + additionalProperties: false + properties: + body: + description: Plain-text email body + type: string + cc: + description: CC recipients (optional) + items: + type: string + type: array + subject: + description: Email subject line + type: string + to: + description: Recipient email addresses + items: + type: string + type: array + required: + - to + - subject + - body + type: object + required: + - name + - parameters + - properties: + name: + enum: + - read_file + type: string + parameters: + additionalProperties: false + properties: + encoding: + description: File encoding + enum: + - utf-8 + - latin-1 + - ascii + type: string + path: + description: Absolute or relative file path + type: string + required: + - path + type: object + required: + - name + - parameters + type: object + minItems: 1 + type: array + strict: true + type: json_schema + verbosity: null + tool_choice: required + tools: + - defer_loading: null + description: Get current temperature and conditions for a city + name: get_weather + parameters: + additionalProperties: false + properties: + location: + description: City name + type: string + unit: + enum: + - celsius + - fahrenheit + type: string + required: + - location + type: object + strict: true + type: function + - defer_loading: null + description: Get the current date and time in a given IANA timezone + name: get_time + parameters: + additionalProperties: false + properties: + timezone: + description: IANA timezone, e.g. Europe/Paris + type: string + required: + - timezone + type: object + strict: true + type: function + - defer_loading: null + description: Get the latest stock price and daily change for a ticker symbol + name: get_stock_price + parameters: + additionalProperties: false + properties: + currency: + description: Currency to return the price in, e.g. USD + type: string + ticker: + description: Stock ticker symbol, e.g. AAPL + type: string + required: + - ticker + type: object + strict: true + type: function + - defer_loading: null + description: Search the web and return the top results for a query + name: search_web + parameters: + additionalProperties: false + properties: + num_results: + default: 3 + description: Number of results to return (1-10) + type: integer + query: + description: Search query string + type: string + required: + - query + type: object + strict: true + type: function + - defer_loading: null + description: Translate text from one language to another + name: translate_text + parameters: + additionalProperties: false + properties: + source_language: + description: Source language code; omit for auto-detect + type: string + target_language: + description: Target language code, e.g. fr, de, ja + type: string + text: + description: Text to translate + type: string + required: + - text + - target_language + type: object + strict: true + type: function + - defer_loading: null + description: Evaluate a mathematical expression and return the numeric result + name: calculate + parameters: + additionalProperties: false + properties: + expression: + description: Math expression to evaluate, e.g. (12 * 8) / 3 + sqrt(16) + type: string + required: + - expression + type: object + strict: true + type: function + - defer_loading: null + description: Send an email to one or more recipients + name: send_email + parameters: + additionalProperties: false + properties: + body: + description: Plain-text email body + type: string + cc: + description: CC recipients (optional) + items: + type: string + type: array + subject: + description: Email subject line + type: string + to: + description: Recipient email addresses + items: + type: string + type: array + required: + - to + - subject + - body + type: object + strict: true + type: function + - defer_loading: null + description: Read the contents of a file at the given path + name: read_file + parameters: + additionalProperties: false + properties: + encoding: + description: File encoding + enum: + - utf-8 + - latin-1 + - ascii + type: string + path: + description: Absolute or relative file path + type: string + required: + - path + type: object + strict: true + type: function + top_logprobs: null + top_p: 0.95 + truncation: disabled + usage: + input_tokens: 1117 + input_tokens_details: + cached_tokens: 1072 + cached_tokens_per_turn: [] + input_tokens_per_turn: [] + output_tokens: 91 + output_tokens_details: + output_tokens_per_turn: [] + reasoning_tokens: 0 + tool_output_tokens: 0 + tool_output_tokens_per_turn: [] + total_tokens: 1208 + user: null + headers: + content-type: application/json + status_code: 200 diff --git a/crates/agentic-core/tests/cassettes/tool_calls/tool-call-required-Qwen-Qwen3-30B-A3B-FP8-streaming.yaml b/crates/agentic-core/tests/cassettes/tool_calls/tool-call-required-Qwen-Qwen3-30B-A3B-FP8-streaming.yaml new file mode 100644 index 0000000..384ffb2 --- /dev/null +++ b/crates/agentic-core/tests/cassettes/tool_calls/tool-call-required-Qwen-Qwen3-30B-A3B-FP8-streaming.yaml @@ -0,0 +1,818 @@ +turns: +- filename: t1 + request: + body: + input: Calculate (128 * 0.75) + 42, and send an email to alice@example.com with + subject Daily Report and body All systems nominal. + model: Qwen/Qwen3-30B-A3B-FP8 + store: true + stream: true + tool_choice: required + tools: + - description: Get current temperature and conditions for a city + name: get_weather + parameters: + additionalProperties: false + properties: + location: + description: City name + type: string + unit: + enum: + - celsius + - fahrenheit + type: string + required: + - location + type: object + strict: true + type: function + - description: Get the current date and time in a given IANA timezone + name: get_time + parameters: + additionalProperties: false + properties: + timezone: + description: IANA timezone, e.g. Europe/Paris + type: string + required: + - timezone + type: object + strict: true + type: function + - description: Get the latest stock price and daily change for a ticker symbol + name: get_stock_price + parameters: + additionalProperties: false + properties: + currency: + description: Currency to return the price in, e.g. USD + type: string + ticker: + description: Stock ticker symbol, e.g. AAPL + type: string + required: + - ticker + type: object + strict: true + type: function + - description: Search the web and return the top results for a query + name: search_web + parameters: + additionalProperties: false + properties: + num_results: + default: 3 + description: Number of results to return (1-10) + type: integer + query: + description: Search query string + type: string + required: + - query + type: object + strict: true + type: function + - description: Translate text from one language to another + name: translate_text + parameters: + additionalProperties: false + properties: + source_language: + description: Source language code; omit for auto-detect + type: string + target_language: + description: Target language code, e.g. fr, de, ja + type: string + text: + description: Text to translate + type: string + required: + - text + - target_language + type: object + strict: true + type: function + - description: Evaluate a mathematical expression and return the numeric result + name: calculate + parameters: + additionalProperties: false + properties: + expression: + description: Math expression to evaluate, e.g. (12 * 8) / 3 + sqrt(16) + type: string + required: + - expression + type: object + strict: true + type: function + - description: Send an email to one or more recipients + name: send_email + parameters: + additionalProperties: false + properties: + body: + description: Plain-text email body + type: string + cc: + description: CC recipients (optional) + items: + type: string + type: array + subject: + description: Email subject line + type: string + to: + description: Recipient email addresses + items: + type: string + type: array + required: + - to + - subject + - body + type: object + strict: true + type: function + - description: Read the contents of a file at the given path + name: read_file + parameters: + additionalProperties: false + properties: + encoding: + description: File encoding + enum: + - utf-8 + - latin-1 + - ascii + type: string + path: + description: Absolute or relative file path + type: string + required: + - path + type: object + strict: true + type: function + headers: + accept: '*/*' + content-type: application/json + user-agent: python-httpx/0.28.1 + method: POST + path: /v1/responses + query_params: {} + response: + headers: + content-type: text/event-stream; charset=utf-8 + sse: + - 'event: response.created + + ' + - 'data: {"response":{"id":"resp_a2e7b4671f6e52c7","created_at":1781677891,"incomplete_details":null,"instructions":null,"metadata":null,"model":"Qwen/Qwen3-30B-A3B-FP8","object":"response","output":[],"parallel_tool_calls":true,"temperature":0.6,"tool_choice":"required","tools":[{"name":"get_weather","parameters":{"type":"object","properties":{"location":{"type":"string","description":"City + name"},"unit":{"type":"string","enum":["celsius","fahrenheit"]}},"required":["location"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Get + current temperature and conditions for a city"},{"name":"get_time","parameters":{"type":"object","properties":{"timezone":{"type":"string","description":"IANA + timezone, e.g. Europe/Paris"}},"required":["timezone"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Get + the current date and time in a given IANA timezone"},{"name":"get_stock_price","parameters":{"type":"object","properties":{"ticker":{"type":"string","description":"Stock + ticker symbol, e.g. AAPL"},"currency":{"type":"string","description":"Currency + to return the price in, e.g. USD"}},"required":["ticker"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Get + the latest stock price and daily change for a ticker symbol"},{"name":"search_web","parameters":{"type":"object","properties":{"query":{"type":"string","description":"Search + query string"},"num_results":{"type":"integer","description":"Number of results + to return (1-10)","default":3}},"required":["query"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Search + the web and return the top results for a query"},{"name":"translate_text","parameters":{"type":"object","properties":{"text":{"type":"string","description":"Text + to translate"},"target_language":{"type":"string","description":"Target language + code, e.g. fr, de, ja"},"source_language":{"type":"string","description":"Source + language code; omit for auto-detect"}},"required":["text","target_language"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Translate + text from one language to another"},{"name":"calculate","parameters":{"type":"object","properties":{"expression":{"type":"string","description":"Math + expression to evaluate, e.g. (12 * 8) / 3 + sqrt(16)"}},"required":["expression"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Evaluate + a mathematical expression and return the numeric result"},{"name":"send_email","parameters":{"type":"object","properties":{"to":{"type":"array","items":{"type":"string"},"description":"Recipient + email addresses"},"subject":{"type":"string","description":"Email subject line"},"body":{"type":"string","description":"Plain-text + email body"},"cc":{"type":"array","items":{"type":"string"},"description":"CC + recipients (optional)"}},"required":["to","subject","body"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Send + an email to one or more recipients"},{"name":"read_file","parameters":{"type":"object","properties":{"path":{"type":"string","description":"Absolute + or relative file path"},"encoding":{"type":"string","enum":["utf-8","latin-1","ascii"],"description":"File + encoding"}},"required":["path"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Read + the contents of a file at the given path"}],"top_p":0.95,"background":false,"max_output_tokens":39843,"max_tool_calls":null,"previous_response_id":null,"prompt":null,"reasoning":null,"service_tier":"auto","status":"in_progress","text":{"format":{"name":"tool_calling_response","schema":{"type":"array","minItems":1,"items":{"type":"object","anyOf":[{"properties":{"name":{"type":"string","enum":["get_weather"]},"parameters":{"type":"object","properties":{"location":{"type":"string","description":"City + name"},"unit":{"type":"string","enum":["celsius","fahrenheit"]}},"required":["location"],"additionalProperties":false}},"required":["name","parameters"]},{"properties":{"name":{"type":"string","enum":["get_time"]},"parameters":{"type":"object","properties":{"timezone":{"type":"string","description":"IANA + timezone, e.g. Europe/Paris"}},"required":["timezone"],"additionalProperties":false}},"required":["name","parameters"]},{"properties":{"name":{"type":"string","enum":["get_stock_price"]},"parameters":{"type":"object","properties":{"ticker":{"type":"string","description":"Stock + ticker symbol, e.g. AAPL"},"currency":{"type":"string","description":"Currency + to return the price in, e.g. USD"}},"required":["ticker"],"additionalProperties":false}},"required":["name","parameters"]},{"properties":{"name":{"type":"string","enum":["search_web"]},"parameters":{"type":"object","properties":{"query":{"type":"string","description":"Search + query string"},"num_results":{"type":"integer","description":"Number of results + to return (1-10)","default":3}},"required":["query"],"additionalProperties":false}},"required":["name","parameters"]},{"properties":{"name":{"type":"string","enum":["translate_text"]},"parameters":{"type":"object","properties":{"text":{"type":"string","description":"Text + to translate"},"target_language":{"type":"string","description":"Target language + code, e.g. fr, de, ja"},"source_language":{"type":"string","description":"Source + language code; omit for auto-detect"}},"required":["text","target_language"],"additionalProperties":false}},"required":["name","parameters"]},{"properties":{"name":{"type":"string","enum":["calculate"]},"parameters":{"type":"object","properties":{"expression":{"type":"string","description":"Math + expression to evaluate, e.g. (12 * 8) / 3 + sqrt(16)"}},"required":["expression"],"additionalProperties":false}},"required":["name","parameters"]},{"properties":{"name":{"type":"string","enum":["send_email"]},"parameters":{"type":"object","properties":{"to":{"type":"array","items":{"type":"string"},"description":"Recipient + email addresses"},"subject":{"type":"string","description":"Email subject line"},"body":{"type":"string","description":"Plain-text + email body"},"cc":{"type":"array","items":{"type":"string"},"description":"CC + recipients (optional)"}},"required":["to","subject","body"],"additionalProperties":false}},"required":["name","parameters"]},{"properties":{"name":{"type":"string","enum":["read_file"]},"parameters":{"type":"object","properties":{"path":{"type":"string","description":"Absolute + or relative file path"},"encoding":{"type":"string","enum":["utf-8","latin-1","ascii"],"description":"File + encoding"}},"required":["path"],"additionalProperties":false}},"required":["name","parameters"]}]}},"type":"json_schema","description":null,"strict":true},"verbosity":null},"top_logprobs":null,"truncation":"disabled","usage":null,"user":null,"presence_penalty":0.0,"frequency_penalty":0.0,"kv_transfer_params":null,"input_messages":null,"output_messages":null},"sequence_number":0,"type":"response.created"} + + ' + - ' + + ' + - 'event: response.in_progress + + ' + - 'data: {"response":{"id":"resp_a2e7b4671f6e52c7","created_at":1781677891,"incomplete_details":null,"instructions":null,"metadata":null,"model":"Qwen/Qwen3-30B-A3B-FP8","object":"response","output":[],"parallel_tool_calls":true,"temperature":0.6,"tool_choice":"required","tools":[{"name":"get_weather","parameters":{"type":"object","properties":{"location":{"type":"string","description":"City + name"},"unit":{"type":"string","enum":["celsius","fahrenheit"]}},"required":["location"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Get + current temperature and conditions for a city"},{"name":"get_time","parameters":{"type":"object","properties":{"timezone":{"type":"string","description":"IANA + timezone, e.g. Europe/Paris"}},"required":["timezone"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Get + the current date and time in a given IANA timezone"},{"name":"get_stock_price","parameters":{"type":"object","properties":{"ticker":{"type":"string","description":"Stock + ticker symbol, e.g. AAPL"},"currency":{"type":"string","description":"Currency + to return the price in, e.g. USD"}},"required":["ticker"],"additionalProperties":false},"strict":true,"type":"function","defer_loading":null,"description":"Get + the latest stock price and daily change for a ticker 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+1,123 @@ +[ + { + "type": "function", + "name": "get_weather", + "description": "Get current temperature and conditions for a city", + "parameters": { + "type": "object", + "properties": { + "location": { "type": "string", "description": "City name" }, + "unit": { "type": "string", "enum": ["celsius", "fahrenheit"] } + }, + "required": ["location"], + "additionalProperties": false + }, + "strict": true + }, + { + "type": "function", + "name": "get_time", + "description": "Get the current date and time in a given IANA timezone", + "parameters": { + "type": "object", + "properties": { + "timezone": { "type": "string", "description": "IANA timezone, e.g. Europe/Paris" } + }, + "required": ["timezone"], + "additionalProperties": false + }, + "strict": true + }, + { + "type": "function", + "name": "get_stock_price", + "description": "Get the latest stock price and daily change for a ticker symbol", + "parameters": { + "type": "object", + "properties": { + "ticker": { "type": "string", "description": "Stock ticker symbol, e.g. AAPL" }, + "currency": { "type": "string", "description": "Currency to return the price in, e.g. USD" } + }, + "required": ["ticker"], + "additionalProperties": false + }, + "strict": true + }, + { + "type": "function", + "name": "search_web", + "description": "Search the web and return the top results for a query", + "parameters": { + "type": "object", + "properties": { + "query": { "type": "string", "description": "Search query string" }, + "num_results": { "type": "integer", "description": "Number of results to return (1-10)", "default": 3 } + }, + "required": ["query"], + "additionalProperties": false + }, + "strict": true + }, + { + "type": "function", + "name": "translate_text", + "description": "Translate text from one language to another", + "parameters": { + "type": "object", + "properties": { + "text": { "type": "string", "description": "Text to translate" }, + "target_language": { "type": "string", "description": "Target language code, e.g. fr, de, ja" }, + "source_language": { "type": "string", "description": "Source language code; omit for auto-detect" } + }, + "required": ["text", "target_language"], + "additionalProperties": false + }, + "strict": true + }, + { + "type": "function", + "name": "calculate", + "description": "Evaluate a mathematical expression and return the numeric result", + "parameters": { + "type": "object", + "properties": { + "expression": { "type": "string", "description": "Math expression to evaluate, e.g. (12 * 8) / 3 + sqrt(16)" } + }, + "required": ["expression"], + "additionalProperties": false + }, + "strict": true + }, + { + "type": "function", + "name": "send_email", + "description": "Send an email to one or more recipients", + "parameters": { + "type": "object", + "properties": { + "to": { "type": "array", "items": { "type": "string" }, "description": "Recipient email addresses" }, + "subject": { "type": "string", "description": "Email subject line" }, + "body": { "type": "string", "description": "Plain-text email body" }, + "cc": { "type": "array", "items": { "type": "string" }, "description": "CC recipients (optional)" } + }, + "required": ["to", "subject", "body"], + "additionalProperties": false + }, + "strict": true + }, + { + "type": "function", + "name": "read_file", + "description": "Read the contents of a file at the given path", + "parameters": { + "type": "object", + "properties": { + "path": { "type": "string", "description": "Absolute or relative file path" }, + "encoding": { "type": "string", "enum": ["utf-8", "latin-1", "ascii"], "description": "File encoding" } + }, + "required": ["path"], + "additionalProperties": false + }, + "strict": true + } +] From e75c42a3e31f1afd5e530d2245239ef72c71f7fd Mon Sep 17 00:00:00 2001 From: maral Date: Wed, 17 Jun 2026 21:19:37 +0800 Subject: [PATCH 2/2] add readme file to guide how to use cassettes Signed-off-by: maral --- crates/agentic-core/tests/cassettes/README.md | 179 ++++++++++++++++++ 1 file changed, 179 insertions(+) create mode 100644 crates/agentic-core/tests/cassettes/README.md diff --git a/crates/agentic-core/tests/cassettes/README.md b/crates/agentic-core/tests/cassettes/README.md new file mode 100644 index 0000000..fde6b17 --- /dev/null +++ b/crates/agentic-core/tests/cassettes/README.md @@ -0,0 +1,179 @@ +# Cassette Recorder + +`record_cassette.py` runs an embedded proxy between the script and an upstream API (OpenAI or vLLM). Every request and response is captured into a YAML cassette for use in replay tests. + +## How it works + +``` +[record_cassette.py] -> [proxy :7070] -> [OpenAI | vLLM] + (cassette written here) +``` + +The proxy intercepts each turn, records the request body and response, then appends a `t` entry to the output YAML. + +The recorder is interactive. For each turn it prompts you to type the input message and waits for you to press Enter before sending the request. You can run it directly in your terminal and type the prompts by hand, or pipe them in from a script using `printf` or `echo` to feed all turns non-interactively: + +```bash +# interactive -- type each prompt when asked +python tests/cassettes/record_cassette.py --mode responses --turns 2 --no-stream --vllm http://localhost:5050 --model Qwen/Qwen3-30B-A3B-FP8 --output out.yaml + +# non-interactive -- pipe prompts in (one line per turn) +printf 'First prompt\nSecond prompt\n' | python tests/cassettes/record_cassette.py --mode responses --turns 2 --no-stream --vllm http://localhost:5050 --model Qwen/Qwen3-30B-A3B-FP8 --output out.yaml +``` + +The recorder scripts (`record_reasoning_cassettes.sh`, `record_tool_call_cassettes.sh`, etc.) use `printf` to feed fixed prompts per test so no manual input is needed. + +## Modes + +| Mode | Description | +|------|-------------| +| `responses` | Chains turns via `previous_response_id`. Only mode supported with `--vllm`. | +| `conv` | Creates a conversation object, passes `conversation` id each turn. | +| `isolation` | Two independent conversations (A and B) recorded into one cassette. | +| `mixed` | Turn 1 uses `conversation` id, turns 2+ switch to `previous_response_id`. | +| `store_true_then_store_false` | Turn 1: `store=true` with conversation id. Remaining turns: `store=false`, still pass conversation id. | + +## CLI options + +``` +--turns N Number of turns +--output PATH Output YAML path +--mode MODE responses | conv | isolation | mixed | store_true_then_store_false (default: conv) +--stream / --no-stream Streaming or non-streaming (default: streaming) +--model NAME Model name sent in requests +--no-store Set store=false +--vllm URL vLLM upstream, e.g. http://localhost:8000 (responses mode only) +--openai URL OpenAI upstream (default https://api.openai.com) +--tools FILE JSON file containing a tools array (responses mode only) +--tool-choice VALUE "auto", "none", "required", or JSON e.g. '{"type":"function","name":"foo"}' +--proxy-port PORT Local proxy port (default 7070) +--branch-from TURN Branch from this turn's response id (repeatable) +--branch-turn-number N First turn number for the corresponding branch (repeatable) +``` + +## Cassette YAML structure + +Each cassette has a `turns` list. One entry is appended per request. + +**Single turn (`--turns 1`, non-streaming):** + +```yaml +turns: +- filename: t1 + request: + method: POST + path: /v1/responses + body: + model: Qwen/Qwen3-30B-A3B-FP8 + input: Reply with exactly one word: HELLO + stream: false + store: true + headers: + content-type: application/json + query_params: {} + response: + status_code: 200 + headers: + content-type: application/json + body: + id: resp_abc123 + output: [...] + usage: {...} +``` + +**Two turns (`--turns 2`, non-streaming) -- `t2` adds `previous_response_id`:** + +```yaml +turns: +- filename: t1 + request: + body: + input: "Remember the word APPLE. Just say: OK" + store: true + response: + body: + id: resp_abc123 + +- filename: t2 + request: + body: + input: What word did I ask you to remember? + previous_response_id: resp_abc123 + response: + body: + id: resp_def456 +``` + +**Tool call turn -- `tool_choice` and `tools` appear in the request body:** + +```yaml +turns: +- filename: t1 + request: + body: + input: What is the NVIDIA stock price? + tool_choice: auto + tools: + - type: function + name: get_stock_price + description: ... + parameters: {...} + response: + body: + output: + - type: function_call + name: get_stock_price + arguments: '{"ticker": "NVDA"}' +``` + +**Streaming turn -- `response.body` is replaced by `response.sse`, a list of raw SSE lines:** + +```yaml +turns: +- filename: t1 + request: + body: + stream: true + response: + status_code: 200 + headers: + content-type: text/event-stream; charset=utf-8 + sse: + - "event: response.created\n" + - "data: {...}\n" + - "event: response.output_text.delta\n" + - "data: {...}\n" + - "event: response.completed\n" + - "data: {...}\n" +``` + +## Recorder scripts + +| Script | Cassettes | Backend | +|--------|-----------|---------| +| `record_text_only_cassettes.sh` | 10 text-only cassettes (responses + conv modes, streaming + non-streaming) | OpenAI (`OPENAI_API_KEY`) | +| `record_reasoning_cassettes.sh` | 2 reasoning cassettes (single turn, streaming + non-streaming) | vLLM | +| `record_tool_call_cassettes.sh` | 8 tool-call cassettes (4 tool_choice modes x streaming + non-streaming) | vLLM | + +### Text-only (OpenAI) + +```bash +OPENAI_API_KEY=sk-... bash tests/cassettes/record_text_only_cassettes.sh +MODEL=gpt-4o-mini OPENAI_API_KEY=sk-... bash tests/cassettes/record_text_only_cassettes.sh +``` + +### Reasoning (vLLM) + +```bash +vllm serve Qwen/Qwen3-30B-A3B-FP8 --reasoning-parser deepseek_r1 --port 5050 > server.log 2>&1 + +VLLM_URL=http://0.0.0.0:5050 MODEL=Qwen/Qwen3-30B-A3B-FP8 bash tests/cassettes/record_reasoning_cassettes.sh +``` + +### Tool calls (vLLM) + +```bash +vllm serve Qwen/Qwen3-30B-A3B-FP8 --tool-call-parser hermes --enable-auto-tool-choice --port 5050 > server.log 2>&1 + +VLLM_URL=http://0.0.0.0:5050 MODEL=Qwen/Qwen3-30B-A3B-FP8 bash tests/cassettes/record_tool_call_cassettes.sh +```