========================================
Test Type: llm-search
Model: deepseek-v3.2
Embed Model: text-embedding-3-small
Max Tools: 3
Messages File: /data/workspace/trpc-agent-go/examples/toolsearch/user-message.txt
Timestamp: 20260129_101246
========================================

(Commands appended at end)
- /stats
- /exit

🚀 Tool Search Test: LLM Search
Model: deepseek-v3.2
Streaming: true
Tools: 10 (all tools provided to LLM)
Type 'exit' to end the conversation
============================================================
✅ LLM Search chat ready! Session: baseline-session-1769652766
⚠️  Note: only 3 of 10 tools are provided to LLM without any search

💡 Special commands:
   /stats    - Show current session token usage statistics
   /new      - Start a new session (reset token tracking)
   /exit     - End the conversation

👤 You: 🤖 Assistant: 🔍 Tool search usage timing info: &{732.236349ms 0s}
I'll calculate that expression for you. Let me use the calculator tool.

I'll calculate that expression for you. Let me use the calculator tool.

{"expression":"123 + 456 * 789","result":359907,"message":"Calculation result: 359907"}🔍 Tool search usage timing info: &{732.236349ms 0s}
The result of 123 + 456 × 789 is **359,907**.

This calculation follows the order of operations (PEMDAS/BODMAS), where multiplication is performed before addition:
1. First, 456 × 789 = 359,784
2. Then, 123 + 359,784 = 359,The result of 123 + 456 × 789 is **359,907**.

This calculation follows the order of operations (PEMDAS/BODMAS), where multiplication is performed before addition:
1. First, 456 × 789 = 359,784
2. Then, 123 + 359,784 = 359,
📊 Turn 1 Token Usage:
   Prompt: 1241, Completion: 72, Total: 1313
   Tools used: calculator

👤 You: 🤖 Assistant: 🔍 Tool search usage timing info: &{859.913211ms 0s}
I'll check what day of the week it is today.

I'll check what day of the week it is today.

{"operation":"weekday","result":"Thursday","timestamp":1769652791}🔍 Tool search usage timing info: &{859.913211ms 0s}
Today is **Thursday**.Today is **Thursday**.
📊 Turn 2 Token Usage:
   Prompt: 1269, Completion: 6, Total: 1275
   Tools used: time_tool

👤 You: 🤖 Assistant: 🔍 Tool search usage timing info: &{889.08656ms 0s}
I'll convert "Hello World" to uppercase for you.



I'll convert "Hello World" to uppercase for you.



{"original_text":"Hello World","operation":"uppercase","result":"HELLO WORLD","info":"Text converted to uppercase"}🔍 Tool search usage timing info: &{889.08656ms 0s}
"Hello World" converted to uppercase is: **HELLO WORLD"Hello World" converted to uppercase is: **HELLO WORLD
📊 Turn 3 Token Usage:
   Prompt: 1346, Completion: 16, Total: 1362
   Tools used: text_tool

👤 You: 🤖 Assistant: 🔍 Tool search usage timing info: &{749.774511ms 0s}
I'll convert 100 USD to EUR for you.



I'll convert 100 USD to EUR for you.



{"original_amount":100,"from_currency":"USD","to_currency":"EUR","converted_amount":85,"exchange_rate":0.85,"message":"100.00 USD = 85.00 EUR (rate: 0.8500)"}🔍 Tool search usage timing info: &{749.774511ms 0s}
100 USD converts to **85 EUR** at an approximate exchange rate of 0.85 EUR per USD.

**Note:** This is an approximate conversion rate for demonstration purposes. Actual exchange rates fluctuate constantly in real financial markets.100 USD converts to **85 EUR** at an approximate exchange rate of 0.85 EUR per USD.

**Note:** This is an approximate conversion rate for demonstration purposes. Actual exchange rates fluctuate constantly in real financial markets.
📊 Turn 4 Token Usage:
   Prompt: 1791, Completion: 46, Total: 1837
   Tools used: currency_converter

👤 You: 🤖 Assistant: 🔍 Tool search usage timing info: &{816.567872ms 0s}
I'll convert 100 meters to feet for you.

I'll convert 100 meters to feet for you.

{"original_value":100,"from_unit":"m","to_unit":"foot","converted_value":328.0839895013123,"category":"length","message":"100.0000 m = 328.0840 foot"}🔍 Tool search usage timing info: &{816.567872ms 0s}
100 meters is equal to approximately **328.08 feet**.

The exact conversion is 328.0839895 feet, since 1 meter = 3.280839895 feet100 meters is equal to approximately **328.08 feet**.

The exact conversion is 328.0839895 feet, since 1 meter = 3.280839895 feet
📊 Turn 5 Token Usage:
   Prompt: 1699, Completion: 38, Total: 1737
   Tools used: unit_converter

👤 You: 🤖 Assistant: 🔍 Tool search usage timing info: &{697.797468ms 0s}
I'll generate a secure password with 12 characters for you.



I'll generate a secure password with 12 characters for you.



2026-01-29T10:13:35+08:00	ERROR	processor/functioncall.go:1279	CallableTool execution failed for password_generator: no character types selected
2026-01-29T10:13:35+08:00	WARN	processor/functioncall.go:1190	tool execute failed, function name: password_generator, arguments: {"length": 12}, result: <nil>, err: Error: callable tool execution failed: no character types selected
Error: callable tool execution failed: no character types selected🔍 Tool search usage timing info: &{697.797468ms 0s}
Let me try again with all character types enabled by default:





Let me try again with all character types enabled by default:





{"password":"$xm}cLUjP[ei","length":12,"strength":"Strong","message":"Generated Strong password with length 12"}🔍 Tool search usage timing info: &{697.797468ms 0s}
I've generated a secure password for you:

**Password:** `$xm}cLUjP[ei`

**Length:** 12 characters
**Strength:** Strong

This password includes:
- Uppercase letters (C, L, U, P)
- Lowercase letters (x, m, j, e, i)
- Numbers (none in this particular generation)
- Symbols ($, }, [, ])

**Important security notes:**
1. Never share this password with anyone
2. Store it in a secure password manager
3. Use unique passwords for different accounts
4. Consider enabling two-factor authentication for importantI've generated a secure password for you:

**Password:** `$xm}cLUjP[ei`

**Length:** 12 characters
**Strength:** Strong

This password includes:
- Uppercase letters (C, L, U, P)
- Lowercase letters (x, m, j, e, i)
- Numbers (none in this particular generation)
- Symbols ($, }, [, ])

**Important security notes:**
1. Never share this password with anyone
2. Store it in a secure password manager
3. Use unique passwords for different accounts
4. Consider enabling two-factor authentication for important
📊 Turn 6 Token Usage:
   Prompt: 2101, Completion: 129, Total: 2230
   Tools used: password_generator, password_generator

👤 You: 🤖 Assistant: 🔍 Tool search usage timing info: &{926.84011ms 0s}
I'll generate an MD5 hash of "hello world"I'll generate an MD5 hash of "hello world"{"original_text":"hello world","algorithm":"MD5","hash":"5eb63bbbe01eeed093cb22bb8f5acdc3","message":"Generated MD5 hash successfully"}🔍 Tool search usage timing info: &{926.84011ms 0s}
The MD5 hash of "hello world" is:

**5eb63bbbe01eeed093cb22bb8f5acdc3**

**Note about MD5:** While MD5 is useful for checksums and non-cryptographic purposes, it's considered cryptographically broken and should not be used for password hashing or security-sensitive applications. For security purposes, consider using SHA-256 or stronger algorithms.The MD5 hash of "hello world" is:

**5eb63bbbe01eeed093cb22bb8f5acdc3**

**Note about MD5:** While MD5 is useful for checksums and non-cryptographic purposes, it's considered cryptographically broken and should not be used for password hashing or security-sensitive applications. For security purposes, consider using SHA-256 or stronger algorithms.
📊 Turn 7 Token Usage:
   Prompt: 2331, Completion: 86, Total: 2417
   Tools used: hash_generator

👤 You: 🤖 Assistant: 🔍 Tool search usage timing info: &{2.932992486s 0s}
I'll encode "hello world" to Base64 for you.

I'll encode "hello world" to Base64 for you.

{"original_text":"hello world","operation":"encode","result":"aGVsbG8gd29ybGQ=","message":"Text Base64-encoded"}🔍 Tool search usage timing info: &{2.932992486s 0s}
"hello world" encoded to Base64 is:

**aGVsbG8gd29ybGQ=**

Base64 encoding converts binary data to ASCII text format, making it suitable for transmission over text-based protocols like email or URLs"hello world" encoded to Base64 is:

**aGVsbG8gd29ybGQ=**

Base64 encoding converts binary data to ASCII text format, making it suitable for transmission over text-based protocols like email or URLs
📊 Turn 8 Token Usage:
   Prompt: 2554, Completion: 50, Total: 2604
   Tools used: base64_converter

👤 You: 🤖 Assistant: 🔍 Tool search usage timing info: &{1.247297469s 0s}
I'll validate the email address "test@example.com" for you.



I'll validate the email address "test@example.com" for you.



{"email":"test@example.com","valid":true,"username":"test","domain":"example.com","message":"Valid email address"}🔍 Tool search usage timing info: &{1.247297469s 0s}
The email address **test@example.com** is **valid**.

**Email breakdown:**
- **Username:** test
- **Domain:** example.com

**Validation result:** ✓ Valid email format

**Note:** This validation only checks the email format and structure. It doesn't verify whether the email actually exists or is deliverable. For actual deliverability verification, you would need to send a verification email to the addressThe email address **test@example.com** is **valid**.

**Email breakdown:**
- **Username:** test
- **Domain:** example.com

**Validation result:** ✓ Valid email format

**Note:** This validation only checks the email format and structure. It doesn't verify whether the email actually exists or is deliverable. For actual deliverability verification, you would need to send a verification email to the address
📊 Turn 9 Token Usage:
   Prompt: 2690, Completion: 86, Total: 2776
   Tools used: email_validator

👤 You: 🤖 Assistant: 🔍 Tool search usage timing info: &{831.048217ms 0s}
I'll generate a random number between 1 and 100 for you.



I'll generate a random number between 1 and 100 for you.



{"values":[50],"type":"integer","count":1,"message":"Generated 1 integer random values between 1.00 and 100.00"}🔍 Tool search usage timing info: &{831.048217ms 0s}
Your random number between 1 and 100 is: **50**

The number was generated using a random integer generator with inclusive minimum (1) and exclusive maximum (100), meaning it can be any integer from 1 to 99.Your random number between 1 and 100 is: **50**

The number was generated using a random integer generator with inclusive minimum (1) and exclusive maximum (100), meaning it can be any integer from 1 to 99.
📊 Turn 10 Token Usage:
   Prompt: 3054, Completion: 49, Total: 3103
   Tools used: random_generator

👤 You: 
============================================================
🎯 Final Session Statistics (LLM Search):
⏱ Total Session Duration: 1m30.277s

📊 Session Token Usage Statistics:
   Elapsed: 1m30.277s
   Total Turns: 10
   Other Chat Model Total Prompt Tokens: 20076
   Other Chat Model Total Completion Tokens: 578
   Other Chat Model Total Tokens: 20654
   Tool Search Total Prompt Tokens: 10983
   Tool Search Total Completion Tokens: 442
   Tool Search Total Tokens: 11425
   Total Prompt Tokens: 31059
   Total Completion Tokens: 1020
   Total Tokens: 32079
   Other Chat Model Average Prompt Tokens per Turn: 2007.6
   Other Chat Model Average Completion Tokens per Turn: 57.8
   Other Chat Model Average Total Tokens per Turn: 2065.4
   Tool Search Average Prompt Tokens per Turn: 1098.3
   Tool Search Average Completion Tokens per Turn: 44.2
   Tool Search Average Total Tokens per Turn: 1142.5
   Total Average Prompt Tokens per Turn: 3105.9
   Total Average Completion Tokens per Turn: 102.0
   Total Average Tokens per Turn: 3207.9
   Average Duration per Turn: 9.028s

📋 Turn-by-Turn Usage History:

   Turn 1:

 Chat Model Turn-by-Turn Usage History:
      Duration: 12.498s

   call 1:
      Other Chat Model PromptTokens: 1241
      Other Chat Model CompletionTokens: 72
      Other Chat Model TotalTokens: 1313
      SelectedTools: calculator

🔍 Tool Search Turn-by-Turn Usage History:

   call 1:
      Tool Search PromptTokens: 524
      Tool Search CompletionTokens: 20
      Tool Search TotalTokens: 544

   call 2:
      Tool Search PromptTokens: 524
      Tool Search CompletionTokens: 20
      Tool Search TotalTokens: 544

   Turn 2:

 Chat Model Turn-by-Turn Usage History:
      Duration: 14.48s

   call 1:
      Other Chat Model PromptTokens: 1269
      Other Chat Model CompletionTokens: 6
      Other Chat Model TotalTokens: 1275
      SelectedTools: time_tool

🔍 Tool Search Turn-by-Turn Usage History:

   call 1:
      Tool Search PromptTokens: 523
      Tool Search CompletionTokens: 20
      Tool Search TotalTokens: 543

   call 2:
      Tool Search PromptTokens: 523
      Tool Search CompletionTokens: 20
      Tool Search TotalTokens: 543

   Turn 3:

 Chat Model Turn-by-Turn Usage History:
      Duration: 6.31s

   call 1:
      Other Chat Model PromptTokens: 1346
      Other Chat Model CompletionTokens: 16
      Other Chat Model TotalTokens: 1362
      SelectedTools: text_tool

🔍 Tool Search Turn-by-Turn Usage History:

   call 1:
      Tool Search PromptTokens: 522
      Tool Search CompletionTokens: 23
      Tool Search TotalTokens: 545

   call 2:
      Tool Search PromptTokens: 522
      Tool Search CompletionTokens: 23
      Tool Search TotalTokens: 545

   Turn 4:

 Chat Model Turn-by-Turn Usage History:
      Duration: 6.634s

   call 1:
      Other Chat Model PromptTokens: 1791
      Other Chat Model CompletionTokens: 46
      Other Chat Model TotalTokens: 1837
      SelectedTools: currency_converter

🔍 Tool Search Turn-by-Turn Usage History:

   call 1:
      Tool Search PromptTokens: 521
      Tool Search CompletionTokens: 20
      Tool Search TotalTokens: 541

   call 2:
      Tool Search PromptTokens: 521
      Tool Search CompletionTokens: 20
      Tool Search TotalTokens: 541

   Turn 5:

 Chat Model Turn-by-Turn Usage History:
      Duration: 6.452s

   call 1:
      Other Chat Model PromptTokens: 1699
      Other Chat Model CompletionTokens: 38
      Other Chat Model TotalTokens: 1737
      SelectedTools: unit_converter

🔍 Tool Search Turn-by-Turn Usage History:

   call 1:
      Tool Search PromptTokens: 521
      Tool Search CompletionTokens: 15
      Tool Search TotalTokens: 536

   call 2:
      Tool Search PromptTokens: 521
      Tool Search CompletionTokens: 15
      Tool Search TotalTokens: 536

   Turn 6:

 Chat Model Turn-by-Turn Usage History:
      Duration: 13.955s

   call 1:
      Other Chat Model PromptTokens: 2101
      Other Chat Model CompletionTokens: 129
      Other Chat Model TotalTokens: 2230
      SelectedTools: password_generator, password_generator

🔍 Tool Search Turn-by-Turn Usage History:

   call 1:
      Tool Search PromptTokens: 523
      Tool Search CompletionTokens: 23
      Tool Search TotalTokens: 546

   call 2:
      Tool Search PromptTokens: 523
      Tool Search CompletionTokens: 22
      Tool Search TotalTokens: 545

   call 3:
      Tool Search PromptTokens: 523
      Tool Search CompletionTokens: 23
      Tool Search TotalTokens: 546

   Turn 7:

 Chat Model Turn-by-Turn Usage History:
      Duration: 7.953s

   call 1:
      Other Chat Model PromptTokens: 2331
      Other Chat Model CompletionTokens: 86
      Other Chat Model TotalTokens: 2417
      SelectedTools: hash_generator

🔍 Tool Search Turn-by-Turn Usage History:

   call 1:
      Tool Search PromptTokens: 524
      Tool Search CompletionTokens: 23
      Tool Search TotalTokens: 547

   call 2:
      Tool Search PromptTokens: 524
      Tool Search CompletionTokens: 23
      Tool Search TotalTokens: 547

   Turn 8:

 Chat Model Turn-by-Turn Usage History:
      Duration: 7.746s

   call 1:
      Other Chat Model PromptTokens: 2554
      Other Chat Model CompletionTokens: 50
      Other Chat Model TotalTokens: 2604
      SelectedTools: base64_converter

🔍 Tool Search Turn-by-Turn Usage History:

   call 1:
      Tool Search PromptTokens: 524
      Tool Search CompletionTokens: 23
      Tool Search TotalTokens: 547

   call 2:
      Tool Search PromptTokens: 524
      Tool Search CompletionTokens: 23
      Tool Search TotalTokens: 547

   Turn 9:

 Chat Model Turn-by-Turn Usage History:
      Duration: 7.07s

   call 1:
      Other Chat Model PromptTokens: 2690
      Other Chat Model CompletionTokens: 86
      Other Chat Model TotalTokens: 2776
      SelectedTools: email_validator

🔍 Tool Search Turn-by-Turn Usage History:

   call 1:
      Tool Search PromptTokens: 523
      Tool Search CompletionTokens: 23
      Tool Search TotalTokens: 546

   call 2:
      Tool Search PromptTokens: 523
      Tool Search CompletionTokens: 23
      Tool Search TotalTokens: 546

   Turn 10:

 Chat Model Turn-by-Turn Usage History:
      Duration: 7.181s

   call 1:
      Other Chat Model PromptTokens: 3054
      Other Chat Model CompletionTokens: 49
      Other Chat Model TotalTokens: 3103
      SelectedTools: random_generator

🔍 Tool Search Turn-by-Turn Usage History:

   call 1:
      Tool Search PromptTokens: 525
      Tool Search CompletionTokens: 20
      Tool Search TotalTokens: 545

   call 2:
      Tool Search PromptTokens: 525
      Tool Search CompletionTokens: 20
      Tool Search TotalTokens: 545

👋 Goodbye!