📊 Configuration:
Base URL: http://localhost:9099/v1
Model: deliberation-toolcaller_06
Test Cases: 17
Output: results/agent_test_results_deliberation-toolcaller_06_20260501_094531.json
Log File: logs/agent_test_logs_deliberation-toolcaller_06_20260501_094531.log

🔄 Running agent tests...
Starting agent test suite with 17 test cases
Running agent test: zero_greeting
Running agent test: simple_search_electronics
Running agent test: zero_weather_question
Running agent test: medium_remove_and_add
Running agent test: medium_view_and_add
Running agent test: medium_search_category_and_add
Running agent test: simple_add_iphone
Running agent test: simple_view_cart
Running agent test: simple_remove_product
Running agent test: simple_checkout
Running agent test: medium_search_and_add
Running agent test: zero_thank_you
Running agent test: complex_shopping_workflow
Running agent test: zero_capabilities
Running agent test: complex_cart_management
Running agent test: complex_gift_shopping
Running agent test: zero_general_question
✅ Tests completed in 54.6715697s

📈 Agent Test Results

Total Tests: 17
✅ Passed: 16
❌ Failed: 1
⏱️ Total LLM Time: 9m35.9454517s
⏱️ Average Time per Request: 14.398636292s

📋 Test Case Results:

Test Case: zero_thank_you
Status: ✅ PASSED
Matched Path: no_tools
Response Time: 5.2905221s
Tool Calls: 0

Test Case: zero_general_question
Status: ✅ PASSED
Matched Path: no_tools
Response Time: 8.9203604s
Tool Calls: 0

Test Case: zero_weather_question
Status: ✅ PASSED
Matched Path: no_tools
Response Time: 12.5052322s
Tool Calls: 0

Test Case: zero_greeting
Status: ✅ PASSED
Matched Path: no_tools
Response Time: 16.1619721s
Tool Calls: 0

Test Case: zero_capabilities
Status: ✅ PASSED
Matched Path: no_tools
Response Time: 28.0674653s
Tool Calls: 0

Test Case: medium_remove_and_add
Status: ✅ PASSED
Matched Path: remove_then_add
Response Time: 31.4969936s
Tool Calls: 2
Tools Used: remove_from_cart, add_to_cart

Test Case: simple_remove_product
Status: ✅ PASSED
Matched Path: direct_remove
Response Time: 31.9267783s
Tool Calls: 1
Tools Used: remove_from_cart

Test Case: simple_search_electronics
Status: ✅ PASSED
Matched Path: search_by_category
Response Time: 32.803119s
Tool Calls: 1
Tools Used: search_products

Test Case: simple_view_cart
Status: ✅ PASSED
Matched Path: view_cart
Response Time: 35.4826747s
Tool Calls: 1
Tools Used: view_cart

Test Case: medium_view_and_add
Status: ✅ PASSED
Matched Path: view_then_add
Response Time: 36.0018037s
Tool Calls: 2
Tools Used: view_cart, add_to_cart

Test Case: simple_checkout
Status: ✅ PASSED
Matched Path: direct_checkout
Response Time: 38.8978273s
Tool Calls: 1
Tools Used: checkout

Test Case: simple_add_iphone
Status: ✅ PASSED
Matched Path: search_then_add
Response Time: 43.6181976s
Tool Calls: 2
Tools Used: search_products, add_to_cart

Test Case: medium_search_category_and_add
Status: ✅ PASSED
Matched Path: search_then_add
Response Time: 45.1901079s
Tool Calls: 2
Tools Used: search_products, add_to_cart

Test Case: medium_search_and_add
Status: ✅ PASSED
Matched Path: search_by_query
Response Time: 47.8959669s
Tool Calls: 2
Tools Used: search_products, add_to_cart

Test Case: complex_cart_management
Status: ✅ PASSED
Matched Path: cart_organization
Response Time: 53.6029112s
Tool Calls: 3
Tools Used: view_cart, remove_from_cart, add_to_cart

Test Case: complex_gift_shopping
Status: ✅ PASSED
Matched Path: gift_shopping_workflow
Response Time: 53.6034416s
Tool Calls: 5
Tools Used: search_products, add_to_cart, search_products, add_to_cart, view_cart

Test Case: complex_shopping_workflow
Status: ❌ FAILED
Response Time: 54.6699914s
Tool Calls: 6
Tools Used: search_products, add_to_cart, add_to_cart, add_to_cart, view_cart, checkout

❌ Failed Tests Details:

Test Case: complex_shopping_workflow
Expected Tool Variants: 4
Variant 1 (full_workflow_with_iphone): 4 tools
Variant 2 (full_workflow_with_headphones): 4 tools
Variant 3 (full_workflow_with_headphones_and_iphone): 5 tools
Variant 4 (full_workflow_with_iphone_and_headphones): 5 tools
Actual Tool Calls: 6
1. search_products
2. add_to_cart
3. add_to_cart
4. add_to_cart
5. view_cart
6. checkout
Response Time: 54.6699914s

📊 Overall Success Rate: 94.12%
Q5_K_M // RTX 3060 12GB // https://github.com/docker/model-test/

llama-server --port 9099 -ngl 99 -fa on -c 32768 -t 0.6 --no-context-shift --jinja -m "X:\path\to\Deliberation-Toolcaller-Qwen3.5-4B.Q5_K_M.gguf"