diff --git a/CHANGELOG.md b/CHANGELOG.md index 5e90bcb..d82ad1c 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -8,6 +8,10 @@ and this project adheres to [Semantic Versioning](https://semver.org/). ## Unreleased +### Changed + +- [docs] Store previous runs in a separate section in `hailstone.ipynb` (#110) + ### Added - [docs] Add Qwen2.5-72b run to hailstone.ipynb (#108) diff --git a/docs/notebooks/hailstone.ipynb b/docs/notebooks/hailstone.ipynb index 5c862cd..19c9827 100644 --- a/docs/notebooks/hailstone.ipynb +++ b/docs/notebooks/hailstone.ipynb @@ -95,7 +95,7 @@ "metadata": {}, "outputs": [], "source": [ - "llm = OllamaLLM(model=\"qwen2.5:72b\")" + "llm = OllamaLLM(model=\"qwen2.5:3b\")" ] }, { @@ -149,12 +149,14 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "id": "5cab3cb2-0fed-4562-a4a7-20ff46ec812b", "metadata": {}, "outputs": [], "source": [ - "instruction_template = \"\"\"You are given a tool, `next_number`, that generates the next number in the sequence given the current number.\n", + "instruction_template = \"\"\"\n", + "You are given a tool, `next_number`, that generates the next number in the\n", + "sequence given the current number.\n", "\n", "Start with the number x={x}.\n", "\n", @@ -162,17 +164,18 @@ "CALL `next_number` on the current number x\n", "STOP AND WAIT for the result.\n", "REPEAT this step-by-step process until the number 1 is reached.\n", - "FINAL RESULT: When you receive the number 1, provide the complete sequence\n", - "you observed from start to finish (including the starting number x and\n", - "ending number 1).\n", + "FINAL RESULT: When you receive the number 1, provide the complete sequence you\n", + "observed from start to finish (including the starting number x and ending number\n", + "1).\n", "\n", "\n", "\n", "NEVER fabricate or simulate tool call results\n", "NEVER make multiple tool calls in one response\n", - "STOP and WAIT - ALWAYS wait for the actual tool response before deciding next steps\n", + "STOP and WAIT - ALWAYS wait for the actual tool response before deciding next\n", + "steps\n", "\n", - "\"\"\"" + "\"\"\".strip()" ] }, { @@ -205,33 +208,11 @@ "Start with the numb...[TRUNCATED]\n", "INFO (llm_agents_fs.TaskHandler) : 🛠️ Executing Tool Call: next_number\n", "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 2\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The next number in the sequence is 2.\n", - "\n", - "Sequence so far: 4, 2\n", - "\n", - "\n", - "CALL `next_number` on the current number x=2\n", - "STOP AND WAIT for th...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: The assistant is following the instructions correctly. It has called the `next_number` function with the current number 2 and is waiting f...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: The assistant is following the instructions correctly. It has called the `next_number` function with the current number 2 and is w...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: Understood! I'll wait for the response from the tool call to proceed.\n", - "\n", - "The current state:\n", - "- The sequence so far: 4, 2\n", - "\n", - "Next step:\n", - "- Wai...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: You are on the right track. Please proceed by waiting for the result of `next_number` with `x=2`. Once you receive the result, update the ...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: You are on the right track. Please proceed by waiting for the result of `next_number` with `x=2`. Once you receive the result, upd...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : 🛠️ Executing Tool Call: next_number\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 1\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The next number in the sequence is 1.\n", - "\n", - "Sequence so far: 4, 2, 1\n", - "\n", - "Since we have reached the number 1, the complete sequence from start t...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: \n", + "{\"name\": \"next_number\", \"arguments\": {\"x\":2}}\n", + "\n", "INFO (llm_agents_fs.TaskHandler) : No new step required.\n", - "INFO (llm_agents_fs.LLMAgent) : 🏁 Task completed: **The final sequence observed from start to finish is: 4, 2, 1. The task has been successfully completed!**\n" + "INFO (llm_agents_fs.LLMAgent) : 🏁 Task completed: [4, 2]\n" ] } ], @@ -241,7 +222,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 12, "id": "41b93286-bc46-4f88-86cc-5ff26dc0ba9d", "metadata": {}, "outputs": [ @@ -251,7 +232,7 @@ "True" ] }, - "execution_count": 14, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -270,7 +251,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 13, "id": "a1da2dca-1bc4-4354-9dd8-b1273fbf407a", "metadata": {}, "outputs": [], @@ -280,7 +261,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 14, "id": "3d245e14-08c8-4404-b89e-ae8d68e90a19", "metadata": {}, "outputs": [ @@ -288,7 +269,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "**The final sequence observed from start to finish is: 4, 2, 1. The task has been successfully completed!**\n" + "[4, 2]\n" ] } ], @@ -306,7 +287,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 15, "id": "62341232-7788-4823-a633-24373441852f", "metadata": {}, "outputs": [ @@ -356,78 +337,9 @@ " \"error\": false\n", "}\n", "\n", - "💬 assistant: The next number in the sequence is 2.\n", - "\n", - "Sequence so far: 4, 2\n", - "\n", - "\n", - "CALL `next_number` on the current number x=2\n", - "STOP AND WAIT for the result.\n", - "REPEAT this step-by-step process until the number 1 is reached.\n", - "FINAL RESULT: When you receive the number 1, provide the complete sequence\n", - "you observed from start to finish (including the starting number x and\n", - "ending number 1).\n", - "\n", - "\n", - "\n", - "NEVER fabricate or simulate tool call results\n", - "NEVER make multiple tool calls in one response\n", - "STOP and WAIT - ALWAYS wait for the actual tool response before deciding next steps\n", - "\n", - "\n", - "\n", + "💬 assistant: \n", "{\"name\": \"next_number\", \"arguments\": {\"x\":2}}\n", - "\n", - "=== Task Step End ===\n", - "\n", - "=== Task Step Start ===\n", - "\n", - "💬 assistant: The current instruction is 'The assistant is following the instructions correctly. It has called the `next_number` function with the current number 2 and is waiting for the result. Once the result is received, it should continue the process as outlined in the rules until the sequence reaches 1.'\n", - "\n", - "💬 assistant: Understood! I'll wait for the response from the tool call to proceed.\n", - "\n", - "The current state:\n", - "- The sequence so far: 4, 2\n", - "\n", - "Next step:\n", - "- Wait for the result of `next_number` with `x=2`.\n", - "- Once the result is received, continue the process until the number 1 is reached.\n", - "\n", - "=== Task Step End ===\n", - "\n", - "=== Task Step Start ===\n", - "\n", - "💬 assistant: The current instruction is 'You are on the right track. Please proceed by waiting for the result of `next_number` with `x=2`. Once you receive the result, update the sequence and continue the process as per the rules until you reach 1.'\n", - "\n", - "💬 assistant: I need to make the following tool call(s):\n", - "\n", - "{\n", - " \"tool_name\": \"next_number\",\n", - " \"arguments\": {\n", - " \"x\": 2\n", - " }\n", - "}.\n", - "\n", - "💬 tool: {\n", - " \"tool_call\": {\n", - " \"tool_name\": \"next_number\",\n", - " \"arguments\": {\n", - " \"x\": 2\n", - " }\n", - " },\n", - " \"content\": \"1\",\n", - " \"error\": false\n", - "}\n", - "\n", - "💬 assistant: The next number in the sequence is 1.\n", - "\n", - "Sequence so far: 4, 2, 1\n", - "\n", - "Since we have reached the number 1, the complete sequence from start to finish is:\n", - "\n", - "**Final Sequence: 4, 2, 1**\n", - "\n", - "Task completed!\n", + "\n", "\n", "=== Task Step End ===\n" ] @@ -439,17 +351,17 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 16, "id": "5cbc5b9e-333d-4c9f-ab95-8a26fe5dc283", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "3" + "1" ] }, - "execution_count": 18, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -469,7 +381,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 17, "id": "0ca3a07f-ea8c-457c-95c0-95194d4510d9", "metadata": {}, "outputs": [], @@ -492,7 +404,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 18, "id": "152c75bb-229c-4f3d-abbb-4351df150f6f", "metadata": {}, "outputs": [], @@ -531,7 +443,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 19, "id": "aa48f3ad-7d9c-4e42-8cf2-babdaf37725e", "metadata": { "scrolled": true @@ -572,682 +484,398 @@ "\n", "Start with the numb...[TRUNCATED]\n", "INFO (llm_agents_fs.TaskHandler) : 🛠️ Executing Tool Call: next_number\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 40\n", - "INFO (llm_agents_fs.TaskHandler) : 🛠️ Executing Tool Call: next_number\n", "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 2\n", "INFO (llm_agents_fs.TaskHandler) : 🛠️ Executing Tool Call: next_number\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 1\n", + "INFO (llm_agents_fs.TaskHandler) : 🛠️ Executing Tool Call: next_number\n", "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 34\n", "INFO (llm_agents_fs.TaskHandler) : 🛠️ Executing Tool Call: next_number\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 1\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 40\n", "INFO (llm_agents_fs.TaskHandler) : 🛠️ Executing Tool Call: next_number\n", "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 10\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The next number in the sequence after 13 is 40.\n", - "\n", - "Next step: Call `next_number` with x=40.\n", - "\n", - "\n", - "{\"name\": \"next_number\", \"argumen...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The next number in the sequence after 4 is 2.\n", - "\n", - "Now, I will call `next_number` with x=2.\n", - "\n", - "{\"name\": \"next_number\", \"arguments\"...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The next number in the sequence after 11 is 34.\n", - "\n", - "\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: \n", + "{\"name\": \"next_number\", \"arguments\": {\"x\":2}}\n", + "\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: \n", + "{\"name\": \"next_number\", \"arguments\": {\"x\":1}}\n", + "\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: \n", "{\"name\": \"next_number\", \"arguments\": {\"x\":34}}\n", "\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The sequence from start to finish is: 2, 1.\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The next number in the sequence after 3 is 10.\n", - "\n", - "Sequence so far: 3, 10\n", - "\n", - "\n", - "{\"name\": \"next_number\", \"arguments\": {\"x\":10}}\n", - "\n", + "{\"name\": \"next_number\", \"arguments\": {\"x\":40}}\n", + "\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: \n", + "{\"name\": \"next_number\", \"arguments\": {\"x\": 10}}\n", + "\n", + "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: The tool returned the result as expected. Now I need to call `next_number` again with x set to 1.\n", + "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: The tool returned the result as expected. Now I need to call `next_number` again with x set to 1.\n", + "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: The `next_number` tool returned the result as '2' for x=4. Now I need to generate the next number in the sequence by calling the `next_num...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: The `next_number` tool returned the result as '2' for x=4. Now I need to generate the next number in the sequence by calling the `...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: The tool has returned the next number in the sequence as 34. Now, I need to make another call with x=34.\n", + "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: The tool has returned the next number in the sequence as 34. Now, I need to make another call with x=34.\n", + "INFO (llm_agents_fs.TaskHandler) : No new step required.\n", + "INFO (llm_agents_fs.LLMAgent) : 🏁 Task completed: The sequence generated from starting number x=3 is as follows: \n", + "3, 10\n", + "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: The tool has returned the result of calling `next_number` with x=13, which is 40. Now I will make a new call to `next_number` using the nu...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: The tool has returned the result of calling `next_number` with x=13, which is 40. Now I will make a new call to `next_number` usin...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : 🛠️ Executing Tool Call: next_number\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 4\n", "INFO (llm_agents_fs.TaskHandler) : 🛠️ Executing Tool Call: next_number\n", "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 1\n", "INFO (llm_agents_fs.TaskHandler) : 🛠️ Executing Tool Call: next_number\n", "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 17\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: Thank you for your confirmation. The task has been completed successfully. The complete sequence observed from start to finish is:\n", - "\n", - "**2...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : 🛠️ Executing Tool Call: next_number\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 5\n", - "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: Make the tool call as planned with x=40.\n", - "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: Make the tool call as planned with x=40.\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The next number in the sequence after 2 is 1.\n", - "\n", - "Since we have reached the number 1, I will now provide the complete sequence observed fr...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The next number in the sequence after 34 is 17.\n", - "\n", - "\n", - "{\"name\": \"next_number\", \"arguments\": {\"x\":17}}\n", - "\n", - "\n", - "INFO (llm_agents_fs.TaskHandler) : No new step required.\n", - "INFO (llm_agents_fs.LLMAgent) : 🏁 Task completed: The assistant has correctly followed the instructions and provided the complete sequence observed from start to finish: **2, 1**. Th...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The next number in the sequence after 10 is 5.\n", - "\n", - "Sequence so far: 3, 10, 5\n", - "\n", - "\n", - "{\"name\": \"next_number\", \"arguments\": {\"x\":5}}\n", - "\n", - "{\"name\": \"next_number\", \"argument...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: That's correct! The assistant followed the rules precisely by:\n", - "\n", - "1. Starting with the number \\( x = 4 \\).\n", - "2. Calling the `next_number` f...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: I need to make the following tool call(s):\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: I have called the `next_number` tool with x set to 1, and it returned the result as 4. Now I will wait for the next result.\n", "\n", - "{\n", - " \"tool_name\": \"next_number\",\n", - " \"arguments\": {\n", - " \"x\": 17\n", - " }\n", - "}.\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: I need to make the following tool call(s):\n", + "I need to ...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: Now that the `next_number` tool has returned '1' for x=2, you can proceed to generate the next number in the sequence by calling the `n...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The next number in the sequence after 34 is 17. I will make a call with x=17 now.\n", "\n", "{\n", - " \"tool_name\": \"next_number\",\n", - " \"arguments\": {\n", - " \"x\": 5\n", - " }\n", - "}.\n", - "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: The current response is accurate and follows the rules provided. The assistant has correctly called `next_number` with x=20 after receivin...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: The current response is accurate and follows the rules provided. The assistant has correctly called `next_number` with x=20 after ...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : No new step required.\n", - "INFO (llm_agents_fs.LLMAgent) : 🏁 Task completed: The assistant has correctly followed the instructions and provided the final result as requested. The complete sequence from start t...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: The assistant is on track with the task. The next step is to wait for the result of the tool call with `x=17`. Once the result is received...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: The assistant is on track with the task. The next step is to wait for the result of the tool call with `x=17`. Once the result is ...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: The assistant should proceed with the tool call as follows, and then wait for the result to update the sequence accordingly. Ensure that a...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: The assistant should proceed with the tool call as follows, and then wait for the result to update the sequence accordingly. Ensur...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: I will wait for the tool's response to proceed.\n", - "\n", - "Once I receive the next number in the sequence, I'll follow the rules and call `next_n...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: I need to make the following tool call(s):\n", - "\n", - "{\n", - " \"tool_name\": \"next_number\",\n", - " \"arguments\": {\n", - " \"x\": 17\n", - " }\n", - "}.\n", - "INFO (llm_agents_fs.TaskHandler) : 🛠️ Executing Tool Call: next_number\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 16\n", - "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: The assistant is correctly following the rules and waiting for each tool response before proceeding. The current response is accurate and ...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: The assistant is correctly following the rules and waiting for each tool response before proceeding. The current response is accur...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: I have reviewed your progress and you are on the right track. However, there seems to be a repetition in your last step where you mentione...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: I have reviewed your progress and you are on the right track. However, there seems to be a repetition in your last step where you ...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The next number in the sequence after 5 is 16.\n", - "\n", - "Sequence so far: 3, 10, 5, 16\n", - "\n", - "\n", - "{\"name\": \"next_number\", \"arguments\": {\"x\":16...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: I will wait for the tool's response to proceed.\n", - "\n", - "Once I receive the next number in the sequence, I'll follow the rules and call `next_n...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: I will wait for the result of the tool call with x=17 and proceed accordingly.\n", - "\n", - "I need to make the following tool call(s):\n", - "\n", - "{\n", - " \"tool...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: The assistant has correctly updated the sequence and is now waiting for the result of the `next_number` call with the argument x=16. Once ...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: The assistant has correctly updated the sequence and is now waiting for the result of the `next_number` call with the argument x=1...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: The assistant is correctly following the process as per the instructions. There is no need for intervention at this stage. The assistant s...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: The assistant is correctly following the process as per the instructions. There is no need for intervention at this stage. The ass...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: It looks like there's a repetition in the response where the assistant is mentioning calling `next_number` with x=17 without waiting for t...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: It looks like there's a repetition in the response where the assistant is mentioning calling `next_number` with x=17 without waiti...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: I need to make the following tool call(s):\n", - "\n", - "{\n", - " \"tool_name\": \"next_number\",\n", + " \"name\": \"next_number\",\n", " \"arguments\": {\n", - " \"x\": 16\n", - " }\n", - "}.\n", + " ...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The next number after 40 is 20. I will now make a call to `next_number` with the argument of 20.\n", + "\n", + "I need to make the following tool cal...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: { \"tool_name\": \"next_number\", \"arguments\": {\"x\": 4}}\n", + "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: { \"tool_name\": \"next_number\", \"arguments\": {\"x\": 4}}\n", + "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: Awaiting the result of calling `next_number` with x=17.\n", + "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: Awaiting the result of calling `next_number` with x=17.\n", + "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: The current instruction is 'NEVER fabricate or simulate tool call results. STOP and WAIT - ALWAYS wait for the actual tool response before...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: The current instruction is 'NEVER fabricate or simulate tool call results. STOP and WAIT - ALWAYS wait for the actual tool respons...[TRUNCATED]\n", "INFO (llm_agents_fs.TaskHandler) : 🛠️ Executing Tool Call: next_number\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 10\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: I understand. I will wait for the result of the tool call with x=17 and proceed accordingly.\n", - "\n", - "I need to make the following tool call:\n", - "\n", - "...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: The assistant has made the correct tool call with `x=16`. Please proceed and wait for the result from the tool to update the sequence.\n", - "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: The assistant has made the correct tool call with `x=16`. Please proceed and wait for the result from the tool to update the seque...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The next number in the sequence after 20 is 10.\n", - "\n", - "Next step: Call `next_number` with x=10.\n", - "\n", - "{\"name\": \"next_number\", \"argument...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: Please wait for the result of the tool call with x=17, and once you receive it, if the result is not 1, continue calling `next_number` wit...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: Please wait for the result of the tool call with x=17, and once you receive it, if the result is not 1, continue calling `next_num...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : 🛠️ Executing Tool Call: next_number\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 8\n", - "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: The current response is accurate and follows the rules provided. The assistant has correctly called `next_number` with x=10 after receivin...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: The current response is accurate and follows the rules provided. The assistant has correctly called `next_number` with x=10 after ...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 2\n", "INFO (llm_agents_fs.TaskHandler) : 🛠️ Executing Tool Call: next_number\n", "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 52\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The next number in the sequence after 16 is 8.\n", - "\n", - "Sequence so far: 3, 10, 5, 16, 8\n", - "\n", - "\n", - "{\"name\": \"next_number\", \"arguments\": {\"x\"...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: I will wait for the tool's response to proceed.\n", - "\n", - "Once I receive the next number in the sequence, I'll follow the rules and call `next_n...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The next number in the sequence after 17 is 52.\n", - "\n", - "\n", - "{\"name\": \"next_number\", \"arguments\": {\"x\":52}}\n", - "\n", - "\n", - "===...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: The assistant has correctly updated the sequence and is now waiting for the result of the `next_number` call with the argument x=8. Once t...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: The assistant has correctly updated the sequence and is now waiting for the result of the `next_number` call with the argument x=8...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: The assistant is correctly following the instructions and waiting for each tool response before proceeding. The current response is accura...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: The assistant is correctly following the instructions and waiting for each tool response before proceeding. The current response i...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: The assistant is on the right track but seems to be repeating the step of calling `next_number` with x=17 without waiting for the actual r...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: The assistant is on the right track but seems to be repeating the step of calling `next_number` with x=17 without waiting for the ...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: I need to make the following tool call(s):\n", + "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: \n", "\n", - "{\n", - " \"tool_name\": \"next_number\",\n", - " \"arguments\": {\n", - " \"x\": 8\n", - " }\n", - "}.\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: I will wait for the tool's response to proceed.\n", + "The current instruction is 'The next number after 40 is 20. I will now make a call to `next_number` with the argument of 20.\n", "\n", - "Once I receive the next number in the sequence, I'll follow the rules and call `next_n...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: I understand. I will wait for the tool response with x=52 and proceed accordingly.\n", + "I need to ...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: \n", "\n", - "I need to make the following tool call:\n", + "The current instruction is 'The next number after 40 is 20. I will now make a call to `next_number` with the argument of 20.\n", "\n", - "{\n", - " \"too...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: The assistant has made the correct tool call with `x=8`. Please proceed and wait for the result from the tool to update the sequence.\n", - "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: The assistant has made the correct tool call with `x=8`. Please proceed and wait for the result from the tool to update the sequen...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: Please make the tool call as planned with x=10.\n", - "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: Please make the tool call as planned with x=10.\n", - "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: Wait for the result of the tool call with x=52, and once you receive it, if the result is not 1, continue calling `next_number` with the n...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: Wait for the result of the tool call with x=52, and once you receive it, if the result is not 1, continue calling `next_number` wi...[TRUNCATED]\n", + "I ...[TRUNCATED]\n", "INFO (llm_agents_fs.TaskHandler) : 🛠️ Executing Tool Call: next_number\n", "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 4\n", - "INFO (llm_agents_fs.TaskHandler) : 🛠️ Executing Tool Call: next_number\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 5\n", - "INFO (llm_agents_fs.TaskHandler) : 🛠️ Executing Tool Call: next_number\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 26\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The next number in the sequence after 8 is 4.\n", - "\n", - "Sequence so far: 3, 10, 5, 16, 8, 4\n", - "\n", - "\n", - "{\"name\": \"next_number\", \"arguments\": {\"...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The next number in the sequence after 10 is 5.\n", - "\n", - "Next step: Call `next_number` with x=5.\n", - "\n", - "{\"name\": \"next_number\", \"arguments\"...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The next number in the sequence after 52 is 26.\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The next number in the sequence after 17 is 52. \n", "\n", - "I need to make the following tool call:\n", + "I will now make another call with x=52.\n", "\n", "{\n", - " \"tool_name\": \"next_number\",\n", - " \"argume...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: The assistant has correctly updated the sequence and is now waiting for the result of the `next_number` call with the argument x=4. Once t...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: The assistant has correctly updated the sequence and is now waiting for the result of the `next_number` call with the argument x=4...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: The assistant's current response is accurate and follows the rules provided. The next step has been correctly identified as calling `next_...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: The assistant's current response is accurate and follows the rules provided. The next step has been correctly identified as callin...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: Wait for the result of the tool call with x=26, and once you receive it, if the result is not 1, continue calling `next_number` with the n...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: Wait for the result of the tool call with x=26, and once you receive it, if the result is not 1, continue calling `next_number` wi...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: I need to make the following tool call(s):\n", + " \"name\": \"next_number\",\n", + " \"arguments\"...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: I have called the `next_number` tool with x set to 4, and it returned the result as 2. \n", "\n", - "{\n", - " \"tool_name\": \"next_number\",\n", - " \"arguments\": {\n", - " \"x\": 4\n", - " }\n", - "}.\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: I will wait for the tool's response to proceed.\n", + "Now I will call the `next_number` tool again w...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : 🛠️ Executing Tool Call: next_number\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 10\n", + "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: The next number in the sequence after 17 is 52. I will now make another call with x=52.\n", + "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: The next number in the sequence after 17 is 52. I will now make another call with x=52.\n", + "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: { \"tool_name\": \"next_number\", \"arguments\": {\"x\": 2}}\n", + "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: { \"tool_name\": \"next_number\", \"arguments\": {\"x\": 2}}\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The tool returned the result for x=1 as '4'. Now I can proceed to continue generating the sequence:\n", "\n", - "Once I receive the next number in the sequence, I'll follow the rules and call `next_n...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: I need to make the following tool call:\n", + "I need to make the following tool ...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : 🛠️ Executing Tool Call: next_number\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 26\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The next number after 20 is 10. I will now make a call to `next_number` with the argument of 10.\n", "\n", - "{\n", - " \"tool_name\": \"next_number\",\n", - " \"arguments\": {\n", - " \"x\": 26\n", - " }\n", - "}.\n", - "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: I need to make the following tool call(s): \n", + "I need to make the following tool cal...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : 🛠️ Executing Tool Call: next_number\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 1\n", + "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: > {\n", + "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: > {\n", + "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: { \"tool_name\": \"next_number\", \"arguments\": { \"x\": 10 }}\n", + "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: { \"tool_name\": \"next_number\", \"arguments\": { \"x\": 10 }}\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The next number in the sequence after 52 is 26. \n", "\n", - "{\n", - " \"tool_name\": \"next_number\",\n", - " \"arguments\": {\n", - " \"x\": 4\n", - " }\n", - "}.\n", - "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: I need to make the following tool call(s): \n", + "I will now make another call with x=26.\n", "\n", "{\n", - " \"tool_name\": \"next_number\",\n", - " \"arguments\": {\n", - " \"x\": 4\n", - " }\n", - "}.\n", - "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: Please make the tool call as planned with x=5.\n", - "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: Please make the tool call as planned with x=5.\n", - "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: Please wait for the result of the tool call with x=26, and once you receive it, if the result is not 1, continue calling `next_number` wit...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: Please wait for the result of the tool call with x=26, and once you receive it, if the result is not 1, continue calling `next_num...[TRUNCATED]\n", + " \"name\": \"next_number\",\n", + " \"arguments\"...[TRUNCATED]\n", "INFO (llm_agents_fs.TaskHandler) : 🛠️ Executing Tool Call: next_number\n", "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 2\n", "INFO (llm_agents_fs.TaskHandler) : 🛠️ Executing Tool Call: next_number\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 16\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: I need to make the following tool call:\n", - "\n", - "{\n", - " \"tool_name\": \"next_number\",\n", - " \"arguments\": {\n", - " \"x\": 26\n", - " }\n", - "}.\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The next number in the sequence after 4 is 2.\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 5\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The tool returned the result as expected. Now, I will call the `next_number` tool again with x set to 1.\n", "\n", - "Sequence so far: 3, 10, 5, 16, 8, 4, 2\n", + "I need to make the following ...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: { \"tool_name\": \"next_number\", \"arguments\": { \"x\": 26 } }\n", + "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: { \"tool_name\": \"next_number\", \"arguments\": { \"x\": 26 } }\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The next number after 10 is 5. \n", "\n", - "\n", - "{\"name\": \"next_number\", \"arguments\":...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The next number in the sequence after 5 is 16.\n", + "I will now make a call to `next_number` with the argument of 5.\n", "\n", - "Next step: Call `next_number` with x=16.\n", - "\n", - "{\"name\": \"next_number\", \"arguments...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: Wait for the result of the tool call with x=26, and once you receive it, if the result is not 1, continue calling `next_number` with the n...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: Wait for the result of the tool call with x=26, and once you receive it, if the result is not 1, continue calling `next_number` wi...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: Please proceed with the `next_number` call using x=2 and wait for the result. Once you receive the next number, update the sequence and co...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: Please proceed with the `next_number` call using x=2 and wait for the result. Once you receive the next number, update the sequenc...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: The assistant is correctly following the instructions and making the appropriate calls to `next_number`. However, there seems to be a disc...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: The assistant is correctly following the instructions and making the appropriate calls to `next_number`. However, there seems to b...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: I need to make the following tool call:\n", + "I need to make the following tool cal...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The tool returned '2' for the input `x=4`. Now I will use this result to continue generating the sequence. \n", "\n", - "{\n", - " \"tool_name\": \"next_number\",\n", - " \"arguments\": {\n", - " \"x\": 26\n", - " }\n", - "}.\n", + "I need to make a call to t...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: { \"tool_name\": \"next_number\", \"arguments\": {\"x\": 1}}\n", + "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: { \"tool_name\": \"next_number\", \"arguments\": {\"x\": 1}}\n", "INFO (llm_agents_fs.TaskHandler) : 🛠️ Executing Tool Call: next_number\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 1\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 13\n", + "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: { \n", + "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: { \n", "INFO (llm_agents_fs.TaskHandler) : 🛠️ Executing Tool Call: next_number\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 8\n", - "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: It seems there is a repetition in the process where the assistant is continuously planning to call `next_number` with x=26 without waiting...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: It seems there is a repetition in the process where the assistant is continuously planning to call `next_number` with x=26 without...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The next number in the sequence after 2 is 1.\n", - "\n", - "Sequence so far: 3, 10, 5, 16, 8, 4, 2, 1\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 4\n", + "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: { \"tool_name\": \"next_number\", \"arguments\": {\"x\": 2} }\n", + "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: { \"tool_name\": \"next_number\", \"arguments\": {\"x\": 2} }\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The next number in the sequence after 26 is 13. \n", "\n", - "Since we have reached the number 1, here is t...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The next number in the sequence after 16 is 8.\n", + "I will now make another call with x=13.\n", "\n", - "Next step: Call `next_number` with x=8.\n", - "\n", - "{\"name\": \"next_number\", \"arguments\"...[TRUNCATED]\n", + "{\n", + " \"name\": \"next_number\",\n", + " \"arguments\"...[TRUNCATED]\n", "INFO (llm_agents_fs.TaskHandler) : 🛠️ Executing Tool Call: next_number\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 13\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 16\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: \n", + "{\"name\": \"next_number\", \"arguments\": {\"x\":4}}\n", + "\n", + "INFO (llm_agents_fs.TaskHandler) : 🛠️ Executing Tool Call: next_number\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 1\n", + "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: { \"tool_name\": \"next_number\", \"arguments\": { \"x\": 13 } }\n", + "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: { \"tool_name\": \"next_number\", \"arguments\": { \"x\": 13 } }\n", "INFO (llm_agents_fs.TaskHandler) : No new step required.\n", - "INFO (llm_agents_fs.LLMAgent) : 🏁 Task completed: The assistant has successfully followed the instructions and reached the number 1. The final sequence is correctly provided as: **3,...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: The assistant's current response is accurate and follows the rules provided. The next step has been correctly identified as calling `next_...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: The assistant's current response is accurate and follows the rules provided. The next step has been correctly identified as callin...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The next number in the sequence after 26 is 13.\n", - "\n", - "I need to make the following tool call:\n", + "INFO (llm_agents_fs.LLMAgent) : 🏁 Task completed: [2, 4, 1]\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The next number after 5 is 16. \n", "\n", - "{\n", - " \"tool_name\": \"next_number\",\n", - " \"argume...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: I will wait for the tool's response to proceed.\n", + "I will now make a call to `next_number` with the argument of 16.\n", "\n", - "Once I receive the next number in the sequence, I'll follow the rules and call `next_n...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: The assistant is on the right track. Please proceed as follows: Wait for the result of the tool call with x=13, and once you receive it, i...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: The assistant is on the right track. Please proceed as follows: Wait for the result of the tool call with x=13, and once you recei...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: The assistant is correctly following the instructions and making the appropriate calls to `next_number`. The current response is accurate,...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: The assistant is correctly following the instructions and making the appropriate calls to `next_number`. The current response is a...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: I understand. I will wait for the tool response with x=13 and proceed accordingly.\n", - "\n", - "I need to make the following tool call:\n", + "I need to make the following tool ca...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : 🛠️ Executing Tool Call: next_number\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 40\n", + "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: { \n", + "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: { \n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: \n", + "{\"name\": \"next_number\", \"arguments\": {\"x\":40}}\n", + "\n", "\n", - "{\n", - " \"too...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: I need to make the following tool call(s):\n", + "The next number in the sequence after 13 is 40. \n", "\n", - "{\n", - " \"tool_name\": \"next_number\",\n", - " \"arguments\": {\n", - " \"x\": 8\n", - " }\n", - "}.\n", - "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: Wait for the result of the tool call with x=13, and once you receive it, if the result is not 1, continue calling `next_number` with the n...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: Wait for the result of the tool call with x=13, and once you receive it, if the result is not 1, continue calling `next_number` wi...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: Please proceed with calling `next_number` with x=8.\n", - "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: Please proceed with calling `next_number` with x=8.\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: I need to make the following tool call:\n", + "I will make ...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The tool returned '1' for the input `x=2`. Now I will use this result to continue generating the sequence. \n", "\n", - "{\n", - " \"tool_name\": \"next_number\",\n", - " \"arguments\": {\n", - " \"x\": 13\n", - " }\n", - "}.\n", + "I need to make a call to t...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: { \"name\": \"next_number\", \"arguments\": {\"x\": 40}\n", + "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: { \"name\": \"next_number\", \"arguments\": {\"x\": 40}\n", + "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: { \"tool_name\": \"next_number\", \"arguments\": {\"x\": 1} }\n", + "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: { \"tool_name\": \"next_number\", \"arguments\": {\"x\": 1} }\n", + "INFO (llm_agents_fs.TaskHandler) : 🛠️ Executing Tool Call: next_number\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 8\n", "INFO (llm_agents_fs.TaskHandler) : 🛠️ Executing Tool Call: next_number\n", "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 4\n", - "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: Please proceed with the tool call as follows, and remember to wait for the result before taking any further action. Once you receive a num...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: Please proceed with the tool call as follows, and remember to wait for the result before taking any further action. Once you recei...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The next number in the sequence after 8 is 4.\n", - "\n", - "Next step: Call `next_number` with x=4.\n", - "\n", - "{\"name\": \"next_number\", \"arguments\":...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : 🛠️ Executing Tool Call: next_number\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 20\n", "INFO (llm_agents_fs.TaskHandler) : 🛠️ Executing Tool Call: next_number\n", "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 40\n", - "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: The assistant's current response is accurate and follows the rules provided. The next step has been correctly identified as calling `next_...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: The assistant's current response is accurate and follows the rules provided. The next step has been correctly identified as callin...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The next number in the sequence after 13 is 40.\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The next number after 16 is 8. \n", "\n", - "I need to make the following tool call:\n", - "\n", - "{\n", - " \"tool_name\": \"next_number\",\n", - " \"argume...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: I will wait for the tool's response to proceed.\n", + "Now, we can stop and provide the complete sequence from start to finish:\n", "\n", - "Once I receive the next number in the sequence, I'll follow the rules and call `next_n...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: Wait for the result of the tool call with x=40, and once you receive it, if the result is not 1, continue calling `next_number` with the n...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: Wait for the result of the tool call with x=40, and once you receive it, if the result is not 1, continue calling `next_number` wi...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: The assistant is correctly following the process. Please proceed with calling `next_number` with x=4.\n", - "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: The assistant is correctly following the process. Please proceed with calling `next_number` with x=4.\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: I need to make the following tool call:\n", + "Starting with x = 13, the se...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The tool returned '4' for the input `x=1`. Now I will use this result to continue generating the sequence. \n", "\n", - "{\n", - " \"tool_name\": \"next_number\",\n", - " \"arguments\": {\n", - " \"x\": 40\n", - " }\n", - "}.\n", + "Starting from the current ...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : No new step required.\n", + "INFO (llm_agents_fs.LLMAgent) : 🏁 Task completed: Starting with x = 13, the sequence observed was: **13 → 40 → 20 → 10 → 5 → 16 → 8**. The process has now completed as requested.\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: We have reached a point where the sequence is starting to repeat. We are currently at 40, and calling `next_number` with x=13 also retu...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : No new step required.\n", + "INFO (llm_agents_fs.LLMAgent) : 🏁 Task completed: [4, 2, 1]\n", + "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: Awaiting the result of calling `next_number` with x=40.\n", + "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: Awaiting the result of calling `next_number` with x=40.\n", "INFO (llm_agents_fs.TaskHandler) : 🛠️ Executing Tool Call: next_number\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 2\n", - "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: Wait for the result of the tool call with x=40. Once you receive it, if the result is not 1, continue calling `next_number` with the new v...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: Wait for the result of the tool call with x=40. Once you receive it, if the result is not 1, continue calling `next_number` with t...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The next number in the sequence after 4 is 2.\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 20\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The next number in the sequence after 40 is now 20. \n", "\n", - "Next step: Call `next_number` with x=2.\n", - "\n", - "{\"name\": \"next_number\", \"arguments\":...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: I need to make the following tool call:\n", + "Let's make another call with x set to 20:\n", "\n", - "{\n", - " \"tool_name\": \"next_number\",\n", - " \"arguments\": {\n", - " \"x\": 40\n", - " }\n", - "}.\n", - "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: The current response is accurate and follows the rules provided. The next step has been correctly identified as calling `next_number` with...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: The current response is accurate and follows the rules provided. The next step has been correctly identified as calling `next_numb...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: Please wait for the result of the tool call with x=40, and once you receive it, if the result is not 1, continue calling `next_number` wit...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: Please wait for the result of the tool call with x=40, and once you receive it, if the result is not 1, continue calling `next_num...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: I will wait for the tool's response to proceed.\n", + "{ \"name\": \"next_number\", \"arguments\": ...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: Awaiting the result of calling `next_number` with x=20.\n", + "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: Awaiting the result of calling `next_number` with x=20.\n", + "INFO (llm_agents_fs.TaskHandler) : 🛠️ Executing Tool Call: next_number\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 10\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The next number in the sequence after 20 is now 10. \n", "\n", - "Once I receive the next number in the sequence, I'll follow the rules and call `next_n...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: I need to make the following tool call:\n", + "Let's make another call with x set to 10:\n", "\n", - "{\n", - " \"tool_name\": \"next_number\",\n", - " \"arguments\": {\n", - " \"x\": 40\n", - " }\n", - "}.\n", - "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: Please proceed with calling `next_number` with x=2.\n", - "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: Please proceed with calling `next_number` with x=2.\n", - "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: I will wait for the result of the tool call with x=40. Once I receive it, if the result is not 1, I will continue calling `next_number` wi...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: I will wait for the result of the tool call with x=40. Once I receive it, if the result is not 1, I will continue calling `next_nu...[TRUNCATED]\n", + "{ \"name\": \"next_number\", \"arguments\": ...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: { \"tool_name\": \"next_number\", \"arguments\": { \"x\": 10 } }\n", + "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: { \"tool_name\": \"next_number\", \"arguments\": { \"x\": 10 } }\n", "INFO (llm_agents_fs.TaskHandler) : 🛠️ Executing Tool Call: next_number\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 1\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: I need to make the following tool call:\n", - "\n", - "{\n", - " \"tool_name\": \"next_number\",\n", - " \"arguments\": {\n", - " \"x\": 40\n", - " }\n", - "}.\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The next number in the sequence after 2 is 1.\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 5\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: We have the next number in the sequence after 10, which is 5. Now we will make another call with x set to 5:\n", "\n", - "We have now reached the end of the sequence. The complete sequence from start to finish,...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: Wait for the result of the tool call with x=40. Once you receive it, if the result is not 1, continue calling `next_number` with the new v...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: Wait for the result of the tool call with x=40. Once you receive it, if the result is not 1, continue calling `next_number` with t...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : No new step required.\n", - "INFO (llm_agents_fs.LLMAgent) : 🏁 Task completed: The assistant has correctly followed the instructions and generated the sequence as required. The final result is accurate and compl...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: I need to make the following tool call:\n", + "{ \"name\": \"next_number\", ...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: The current instruction is '{ \"tool_name\": \"next_number\", \"arguments\": { \"x\": 5 } }'. The assistant needs to make the following tool call(...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: The current instruction is '{ \"tool_name\": \"next_number\", \"arguments\": { \"x\": 5 } }'. The assistant needs to make the following to...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : 🛠️ Executing Tool Call: next_number\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 16\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The next number in the sequence after 5 is 16. The assistant will now make a call with x set to 16:\n", "\n", + "```json\n", "{\n", - " \"tool_name\": \"next_number\",\n", - " \"arguments\": {\n", - " \"x\": 40\n", - " }\n", - "}.\n", - "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: I need to make the following tool call:\n", + " \"name\": \"next_number...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: \n", + "I need to make the following tool call(s):\n", + "```json\n", "{\n", " \"tool_name\": \"next_number\",\n", " \"arguments\": {\n", - " \"x\": 40\n", + " \"x\": 16\n", " }\n", - "}.\n", - "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: I need to make the following tool call:\n", + "}\n", + "```\n", + "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: \n", + "I need to make the following tool call(s):\n", + "```json\n", "{\n", " \"tool_name\": \"next_number\",\n", " \"arguments\": {\n", - " \"x\": 40\n", + " \"x\": 16\n", " }\n", - "}.\n", + "}\n", + "`...[TRUNCATED]\n", "INFO (llm_agents_fs.TaskHandler) : 🛠️ Executing Tool Call: next_number\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 20\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The next number in the sequence after 40 is 20.\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 8\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The next number in the sequence after 16 is 8. \n", "\n", - "I need to make the following tool call:\n", + "Let's make another call with x set to 8:\n", "\n", + "```json\n", "{\n", - " \"tool_name\": \"next_number\",\n", - " \"argume...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: I need to make the following tool call:\n", - "{\n", - " \"tool_name\": \"next_number\",\n", - " \"arguments\": {\n", - " \"x\": 20\n", - " }\n", - "}.\n", - "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: I need to make the following tool call:\n", - "{\n", - " \"tool_name\": \"next_number\",\n", - " \"arguments\": {\n", - " \"x\": 20\n", - " }\n", - "}.\n", + " \"name\": \"next_number\",\n", + " \"ar...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: The current instruction is '{ \n", + "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: The current instruction is '{ \n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: It seems like you've started a JSON structure but haven't completed it. Could you please provide the full context or continue from wher...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: `next_number` has returned 8 as the next number in the sequence. Now, I will make another call with x set to 8: `{\n", + "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: `next_number` has returned 8 as the next number in the sequence. Now, I will make another call with x set to 8: `{\n", "INFO (llm_agents_fs.TaskHandler) : 🛠️ Executing Tool Call: next_number\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 10\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The next number in the sequence after 20 is 10.\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 4\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The next number in the sequence after 8 is 4. \n", "\n", - "I need to make the following tool call:\n", + "Now, I will make another call with x set to 4:\n", "\n", + "```json\n", "{\n", - " \"tool_name\": \"next_number\",\n", - " \"argume...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: I need to make the following tool call:\n", - "{\n", - " \"tool_name\": \"next_number\",\n", - " \"arguments\": {\n", - " \"x\": 10\n", - " }\n", - "}.\n", - "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: I need to make the following tool call:\n", - "{\n", - " \"tool_name\": \"next_number\",\n", - " \"arguments\": {\n", - " \"x\": 10\n", - " }\n", - "}.\n", + " \"name\": \"next_number\",\n", + " ...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: Awaiting the result of calling `next_number` with x=4.\n", + "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: Awaiting the result of calling `next_number` with x=4.\n", "INFO (llm_agents_fs.TaskHandler) : 🛠️ Executing Tool Call: next_number\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 5\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The next number in the sequence after 10 is 5.\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 2\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The next number in the sequence after 4 is 2. \n", "\n", - "I need to make the following tool call:\n", + "Now, I will make another call with x set to 2:\n", "\n", + "```json\n", "{\n", - " \"tool_name\": \"next_number\",\n", - " \"argumen...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: I need to make the following tool call:\n", - "{\n", - " \"tool_name\": \"next_number\",\n", - " \"arguments\": {\n", - " \"x\": 5\n", - " }\n", - "}.\n", - "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: I need to make the following tool call:\n", - "{\n", - " \"tool_name\": \"next_number\",\n", - " \"arguments\": {\n", - " \"x\": 5\n", - " }\n", - "}.\n", + " \"name\": \"next_number\",\n", + " ...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: { \"tool_name\": \"next_number\", \"arguments\": {\"x\":2} }\n", + "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: { \"tool_name\": \"next_number\", \"arguments\": {\"x\":2} }\n", "INFO (llm_agents_fs.TaskHandler) : 🛠️ Executing Tool Call: next_number\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 16\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The next number in the sequence after 5 is 16.\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 1\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The next number in the sequence after 2 is 1. \n", "\n", - "I need to make the following tool call:\n", + "Now, we have reached a number that will be used as input for our final call:\n", "\n", - "{\n", - " \"tool_name\": \"next_number\",\n", - " \"argumen...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: I need to make the following tool call:\n", - "{\n", - " \"tool_name\": \"next_number\",\n", - " \"arguments\": {\n", - " \"x\": 16\n", - " }\n", - "}.\n", - "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: I need to make the following tool call:\n", - "{\n", - " \"tool_name\": \"next_number\",\n", - " \"arguments\": {\n", - " \"x\": 16\n", - " }\n", - "}.\n", + "```json\n", + "{...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: [**Make a call with `x` set to 1**] - `{ \n", + "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: [**Make a call with `x` set to 1**] - `{ \n", "INFO (llm_agents_fs.TaskHandler) : 🛠️ Executing Tool Call: next_number\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 8\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The next number in the sequence after 16 is 8.\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 4\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The sequence continues with the next number being `4`. \n", "\n", - "I need to make the following tool call:\n", + "Let's make another call with `x` set to `4`:\n", "\n", + "```json\n", "{\n", - " \"tool_name\": \"next_number\",\n", - " \"argumen...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: I need to make the following tool call:\n", - "{\n", - " \"tool_name\": \"next_number\",\n", - " \"arguments\": {\n", - " \"x\": 8\n", - " }\n", - "}.\n", - "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: I need to make the following tool call:\n", - "{\n", - " \"tool_name\": \"next_number\",\n", - " \"arguments\": {\n", - " \"x\": 8\n", - " }\n", - "}.\n", + " \"name\": \"next_numb...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: Make a call with `x` set to 1\n", + "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: Make a call with `x` set to 1\n", "INFO (llm_agents_fs.TaskHandler) : 🛠️ Executing Tool Call: next_number\n", "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 4\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The next number in the sequence after 8 is 4.\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The sequence continues with the next number being `4`. \n", "\n", - "I need to make the following tool call:\n", + "Let's make another call with `x` set to `4`:\n", "\n", + "```json\n", "{\n", - " \"tool_name\": \"next_number\",\n", - " \"argument...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: I need to make the following tool call:\n", - "{\n", - " \"tool_name\": \"next_number\",\n", - " \"arguments\": {\n", - " \"x\": 4\n", - " }\n", - "}.\n", - "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: I need to make the following tool call:\n", + " \"name\": \"next_numb...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: [Make a call with `x` set to 1] - { \n", + "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: [Make a call with `x` set to 1] - { \n", + "INFO (llm_agents_fs.TaskHandler) : 🛠️ Executing Tool Call: next_number\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 4\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The sequence continues with the next number being `4`. \n", + "\n", + "Let's make another call with `x` set to `4`:\n", + "\n", + "```json\n", "{\n", - " \"tool_name\": \"next_number\",\n", - " \"arguments\": {\n", - " \"x\": 4\n", - " }\n", - "}.\n", + " \"name\": \"next_numb...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: Awaiting the response from the call with x set to 4.\n", + "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: Awaiting the response from the call with x set to 4.\n", "INFO (llm_agents_fs.TaskHandler) : 🛠️ Executing Tool Call: next_number\n", "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 2\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The next number in the sequence after 4 is 2.\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The sequence continues with the next number being `2`. \n", "\n", - "I need to make the following tool call:\n", + "Let's make another call with `x` set to `2`:\n", "\n", + "```json\n", "{\n", - " \"tool_name\": \"next_number\",\n", - " \"argument...[TRUNCATED]\n", - "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: I need to make the following tool call:\n", - "{\n", - " \"tool_name\": \"next_number\",\n", - " \"arguments\": {\n", - " \"x\": 2\n", - " }\n", - "}.\n", - "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: I need to make the following tool call:\n", - "{\n", - " \"tool_name\": \"next_number\",\n", - " \"arguments\": {\n", - " \"x\": 2\n", - " }\n", - "}.\n", + " \"name\": \"next_numb...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: [**Awaiting the response from the call with x set to 1**] - { }\n", + "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: [**Awaiting the response from the call with x set to 1**] - { }\n", "INFO (llm_agents_fs.TaskHandler) : 🛠️ Executing Tool Call: next_number\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 1\n", - "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The next number in the sequence after 2 is 1.\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 4\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The sequence continues with the next number being `4`. \n", "\n", - "Thus, the complete sequence from 17 to 1 is:\n", - "\\[ 17, 52, 26, 13, 40, 20, 10, 5, 16, 8, 4,...[TRUNCATED]\n", + "Now, we have made a call with `x` set to `1` and received `4` as the next numb...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: Awaiting the response from the call with x set to 1.\n", + "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: Awaiting the response from the call with x set to 1.\n", + "INFO (llm_agents_fs.TaskHandler) : 🛠️ Executing Tool Call: next_number\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 4\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The sequence of numbers generated by the `next_number` function, starting from an initial value and continuing with subsequent calls to...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: The sequence generated by the `next_number` function is as follows: 1 → 4. If you need to continue this process further with any specific ...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: The sequence generated by the `next_number` function is as follows: 1 → 4. If you need to continue this process further with any s...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: Sure, I can help you continue the sequence generation. Could you provide me with an initial number and perhaps specify if you want to g...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: To continue the sequence generation, I will first take an initial number as input. Let's start with the last known step where we ended up ...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: To continue the sequence generation, I will first take an initial number as input. Let's start with the last known step where we e...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: Sure! If you're ready to continue the sequence, please provide the next integer after 4 that follows your chosen rule. Or if you want t...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: We've established that after starting with `1` and reaching `4`, if we continue using the function, it will always return `4`. Assuming th...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: We've established that after starting with `1` and reaching `4`, if we continue using the function, it will always return `4`. Ass...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: Sure, I can help with generating numbers following any pattern you want to define. Could you please specify what kind of sequence or st...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: Let's continue by specifying a different initial number for the sequence. If you don't have a specific preference, we can start with an ea...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: Let's continue by specifying a different initial number for the sequence. If you don't have a specific preference, we can start wi...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : 🛠️ Executing Tool Call: next_number\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 16\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: We've established that after starting with `1` and reaching `4`, if we continue using the function, it will always return `4`. However,...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: \n", + "The current instruction is 'Let's continue by specifying a different initial number for the sequence. If you don't have a specific prefer...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: \n", + "The current instruction is 'Let's continue by specifying a different initial number for the sequence. If you don't have a specifi...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : 🛠️ Executing Tool Call: next_number\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 16\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: The sequence of numbers generated by the `next_number` function has established a pattern with the initial value and subsequent calls. ...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: To continue the sequence, I will call the `next_number` function with the last known number in the sequence, which is 16. This will help u...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: To continue the sequence, I will call the `next_number` function with the last known number in the sequence, which is 16. This wil...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : 🛠️ Executing Tool Call: next_number\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Successful Tool Call: 8\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: We've established a pattern in the sequence generated by the `next_number` function. Starting from an initial value, we have observed t...[TRUNCATED]\n", + "INFO (llm_agents_fs.TaskHandler) : 🧠 New Step: {\n", + "INFO (llm_agents_fs.TaskHandler) : ⚙️ Processing Step: {\n", + "INFO (llm_agents_fs.TaskHandler) : ✅ Step Result: I'm not sure what I'm asking for. Could you provide more context or an example? I need help, but I'm not clear on the task at hand. Ple...[TRUNCATED]\n", "INFO (llm_agents_fs.TaskHandler) : No new step required.\n", - "INFO (llm_agents_fs.LLMAgent) : 🏁 Task completed: The complete sequence from 17 to 1 is: 17, 52, 26, 13, 40, 20, 10, 5, 16, 8, 4, 2, 1\n" + "INFO (llm_agents_fs.LLMAgent) : 🏁 Task completed: Based on our previous sequence generation using the `next_number` function, we have observed that starting from different initial va...[TRUNCATED]\n" ] } ], @@ -1265,7 +893,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 47, "id": "46def559-27e2-432a-acae-ba66fc6a7f1c", "metadata": {}, "outputs": [ @@ -1275,7 +903,7 @@ "[True, True, True, True, True]" ] }, - "execution_count": 38, + "execution_count": 47, "metadata": {}, "output_type": "execute_result" } @@ -1286,21 +914,21 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 48, "id": "a5525a24-88e2-458c-bbc0-29791573dedb", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[TaskResult(task_id='cb1227c7-7d70-4d88-9de7-8d9c6d7d5dd1', content='The complete sequence from 17 to 1 is: 17, 52, 26, 13, 40, 20, 10, 5, 16, 8, 4, 2, 1'),\n", - " TaskResult(task_id='92788cb3-b776-41e0-a342-8640c5e84c28', content='The assistant has correctly followed the instructions and generated the sequence as required. The final result is accurate and complete: [13, 40, 20, 10, 5, 16, 8, 4, 2, 1]. No further action is needed.'),\n", - " TaskResult(task_id='abc812df-95f8-4ca5-9040-45641bf741f0', content='The assistant has correctly followed the instructions and provided the final result as requested. The complete sequence from start to finish is [4, 2, 1], which includes the starting number 4 and the ending number 1.'),\n", - " TaskResult(task_id='5b1e0f74-0d75-416b-ae5e-c25acc44bc52', content='The assistant has successfully followed the instructions and reached the number 1. The final sequence is correctly provided as: **3, 10, 5, 16, 8, 4, 2, 1**. No further action is required.'),\n", - " TaskResult(task_id='0d0c5557-2f74-4949-9538-ac97d9b2db2e', content='The assistant has correctly followed the instructions and provided the complete sequence observed from start to finish: **2, 1**. The response is accurate and adheres to the rules and warnings given. No further action is required.')]" + "[TaskResult(task_id='13bc6038-a7c3-4f0b-b9d8-5c4a668786ab', content='Based on our previous sequence generation using the `next_number` function, we have observed that starting from different initial values results in consistent patterns. Here are the steps of the generated sequence so far with detailed explanations for each step:'),\n", + " TaskResult(task_id='f3a60d55-f9db-4bc0-8b71-dd7f28a38989', content='Starting with x = 13, the sequence observed was: **13 → 40 → 20 → 10 → 5 → 16 → 8**. The process has now completed as requested.'),\n", + " TaskResult(task_id='1d17ffdc-1ca4-4143-8cf4-a2bc0d3cccb5', content='[4, 2, 1]'),\n", + " TaskResult(task_id='4eb8567f-b3df-48bc-9785-328b7e41f9f9', content='The sequence generated from starting number x=3 is as follows: \\n3, 10'),\n", + " TaskResult(task_id='30a3e24b-3ef3-472f-b60d-52d8350ac5c5', content='[2, 4, 1]')]" ] }, - "execution_count": 39, + "execution_count": 48, "metadata": {}, "output_type": "execute_result" } @@ -1327,13 +955,15 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 49, "id": "cb6aa49b-98bc-4b57-8830-71e4969cf504", "metadata": {}, "outputs": [], "source": [ - "judge_prompt_template = \"\"\"You are an evaluation assistant. Given a number and its correct\n", - "sequence, use them to assess whether another assistants final result contains the correct sequence.\n", + "judge_prompt_template = \"\"\"\n", + "You are an evaluation assistant. Given a number and its correct sequence, use\n", + "them to assess whether another assistant's final result contains the correct\n", + "sequence.\n", "\n", "\n", "{number}\n", @@ -1346,7 +976,7 @@ "\n", "{result}\n", "\n", - "\"\"\"" + "\"\"\".strip()" ] }, { @@ -1359,7 +989,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 51, "id": "e2a4c814-100b-481f-9530-06b74a551bd2", "metadata": {}, "outputs": [], @@ -1377,21 +1007,21 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 52, "id": "b5846d32-a876-4df6-be7b-9db8959288f3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[ExampleResultEvaluation(correct=True),\n", - " ExampleResultEvaluation(correct=True),\n", - " ExampleResultEvaluation(correct=True),\n", + "[ExampleResultEvaluation(correct=False),\n", + " ExampleResultEvaluation(correct=False),\n", " ExampleResultEvaluation(correct=True),\n", - " ExampleResultEvaluation(correct=True)]" + " ExampleResultEvaluation(correct=False),\n", + " ExampleResultEvaluation(correct=False)]" ] }, - "execution_count": 42, + "execution_count": 52, "metadata": {}, "output_type": "execute_result" } @@ -1425,17 +1055,17 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 53, "id": "8e1aaef3-940c-494d-adec-9a8083a69b62", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[15, 10, 1, 4, 1]" + "[15, -3, 4, -6, 4]" ] }, - "execution_count": 43, + "execution_count": 53, "metadata": {}, "output_type": "execute_result" } @@ -1466,7 +1096,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 54, "id": "ef217cfc-ffd4-45b6-a468-e891a86afa7e", "metadata": {}, "outputs": [], @@ -1476,15 +1106,16 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 55, "id": "0d7036e2-96b9-4173-b98b-43648446c8ba", "metadata": {}, "outputs": [], "source": [ - "trajectory_judge_prompt_template = \"\"\"You are an evaluation assistant for evaluating another\n", - "assistant's reasoning trajectory for solving a sequence generation task. The instruction and correct\n", - "sequence is provided in addition to the trajectory of the assistant. Use the provided rubric\n", - "to provide an evaluation of the trajectory.\n", + "trajectory_judge_prompt_template = \"\"\"\n", + "You are an evaluation assistant for evaluating another assistant's reasoning\n", + "trajectory for solving a sequence generation task. The instruction and correct\n", + "sequence is provided in addition to the trajectory of the assistant. Use the\n", + "provided rubric to provide an evaluation of the trajectory.\n", "\n", "INSTRUCTION:\n", "{instruction}\n", @@ -1496,19 +1127,20 @@ "{trajectory}\n", "\n", "RUBRIC:\n", - "Reasoning (0-5): Does the assistant follow logical steps and make sound decisions?\n", + "Reasoning (0-5): Does the assistant follow logical steps and make sound\n", + "decisions?\n", "Process (0-5): Does the assistant follow proper tool usage and protocols?\n", "\n", - "Provide a score, with 0 being lowest and 5 the highest, for each dimension and brief justification.\n", + "Provide a score, with 0 being lowest and 5 the highest, for each dimension and\n", + "brief justification.\n", "\n", - "WARNINGS:\n", - "DO NOT DEDUCT FOR THE SAME ERROR MORE THAN ONCE. If an issue affects multiple dimensions, choose the most relevant dimension to dock points.\n", - "\"\"\"" + "WARNINGS: DO NOT DEDUCT FOR THE SAME ERROR MORE THAN ONCE. If an issue affects\n", + "multiple dimensions, choose the most relevant dimension to dock points.\"\"\".strip()" ] }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 56, "id": "9fab4b3a-ea39-4eb5-98bf-cea7b3b0d95b", "metadata": {}, "outputs": [], @@ -1536,21 +1168,21 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 57, "id": "e4edb582-ac3a-46af-b5da-cb5f0c307bbe", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[ExampleTrajectoryEvaluation(reasoning=DimensionScore(score=4, justification='The assistant follows logical steps in solving the problem and making decisions based on the sequence generated by the `next_number` tool. However, there was a minor oversight where the assistant should have checked if the final number (1) completes the sequence before providing it as part of the result.'), process=DimensionScore(score=4, justification='The assistant uses tools appropriately and follows the protocol for checking and confirming the completion of the sequence. However, there is a minor oversight in reporting the complete sequence.')),\n", - " ExampleTrajectoryEvaluation(reasoning=DimensionScore(score=4, justification=\"The assistant follows a logical step-by-step process in calling the `next_number` tool and correctly generates each subsequent number in the sequence. The reasoning is sound, as it adheres to the rules provided without fabricating results or making multiple calls in one response. However, there was an oversight when generating the sequence from 16 to 8, which should be consistent with the given sequence [13, 40, 20, 10, 5, 16, 8, 4, 2, 1]. The assistant's final result is correct.\"), process=DimensionScore(score=5, justification='The assistant strictly adheres to the provided warnings and follows the process of calling `next_number` on each number until reaching the number 1. There are no multiple calls in one response or fabricating results, ensuring proper tool usage and protocols.')),\n", - " ExampleTrajectoryEvaluation(reasoning=DimensionScore(score=5, justification='The assistant follows a clear and logical trajectory of reasoning: starting with the number 4, calling the `next_number` function in each step, and repeating until reaching the number 1. The sequence [4, 2, 1] is correctly provided without any errors or omissions.'), process=DimensionScore(score=5, justification='The assistant adheres strictly to the instructions and warnings: calling `next_number` only once per step, never fabricating results, and waiting for each tool call result before proceeding. No multiple calls were made in one response.')),\n", - " ExampleTrajectoryEvaluation(reasoning=DimensionScore(score=4, justification='The assistant follows a clear and logical reasoning process by applying the `next_number` tool sequentially until it reaches the number 1. The assistant accurately calculates each step based on the provided rules, ensuring that no errors or inconsistencies arise from the sequence generation task.'), process=DimensionScore(score=5, justification='The assistant strictly adheres to the specified instructions and warnings throughout its reasoning process. It makes only one `next_number` tool call for each step in the sequence generation, ensuring that no multiple calls are made simultaneously or consecutively.')),\n", - " ExampleTrajectoryEvaluation(reasoning=DimensionScore(score=4, justification='The assistant followed a logical step-by-step approach in evaluating and responding to the sequence generation task. They correctly used the `next_number` tool on each step, starting with x=2 and stopping when they received the number 1. The reasoning is clear and consistent. However, there was one potential oversight in terminology - the assistant referred to a '), process=DimensionScore(score=5, justification='The assistant strictly adhered to the rules provided and did not fabricate or simulate tool calls, nor did they make multiple tool calls in one response. They waited for each tool call result before proceeding.'))]" + "[ExampleTrajectoryEvaluation(reasoning=DimensionScore(score=3, justification='The assistant attempts to follow logical steps and provides a clear explanation of the sequence generated by the `next_number` function. However, there are some minor issues that prevent full credit in reasoning: The initial setup could have been clearer, and the prompt for continuing the sequence generation was not as effective.'), process=DimensionScore(score=4, justification='The assistant follows proper tool usage (calling `next_number` with different inputs) and protocols (providing clear explanations of each step). There were no issues reported related to tool usage or protocols that would warrant a deduction in this area.')),\n", + " ExampleTrajectoryEvaluation(reasoning=DimensionScore(score=4, justification=\"The assistant follows logical steps and makes sound decisions for the most part. They correctly apply the `next_number` tool in sequence without fabricating or simulating results, adhering to the 'STOP and WAIT' rule. However, there is a slight omission of providing the final number 1 in the output sequence which leads to an incomplete answer.\"), process=DimensionScore(score=5, justification=\"The assistant follows proper tool usage and protocols by making multiple `next_number` calls as directed. They do not make simultaneous or additional tool calls, and they correctly wait for each tool's result before proceeding to the next step.\")),\n", + " ExampleTrajectoryEvaluation(reasoning=DimensionScore(score=2, justification=\"The assistant follows a logical trajectory by generating the next number in the sequence from x=4 until it reaches x=1. However, there are some steps that are redundant and could be streamlined for efficiency. For example, once the tool returns '1', no further calls to `next_number` on 1 are necessary since the final result should just be the sequence starting at 4 and ending with 1. Additionally, the assistant mentions making a call to the next number on x=2 again after already getting the number 1, which is not logically correct as per the given sequence rules. This indicates an error in reasoning.\"), process=DimensionScore(score=3, justification=\"The assistant follows the proper protocol of calling the `next_number` tool each time with the current value x and waits for the result before making the next call. The tool results are correctly reported as provided by the warnings not to fabricate or simulate results. However, there is a redundant step in generating the sequence from 4 back to 2 after already receiving '1' at x=1. This does not adhere strictly to the given rules and could be avoided for efficiency.\")),\n", + " ExampleTrajectoryEvaluation(reasoning=DimensionScore(score=4, justification='The assistant follows a logical step-by-step process in calling the `next_number` tool with the current number and receives the correct result each time. The reasoning is sound as there are no apparent logic errors in the steps taken.'), process=DimensionScore(score=4, justification='The assistant adheres to the instructions, makes a single tool call per step, and waits for the actual response before deciding on the next call. This ensures proper protocol is followed throughout the process.')),\n", + " ExampleTrajectoryEvaluation(reasoning=DimensionScore(score=3, justification='The assistant follows a logical step-by-step process and uses the tool correctly according to the instructions.'), process=DimensionScore(score=4, justification='The assistant adheres strictly to the rules provided in the warnings section. No multiple calls are made in one response, and each call is made after receiving the result from the previous call as expected.'))]" ] }, - "execution_count": 60, + "execution_count": 57, "metadata": {}, "output_type": "execute_result" } @@ -1592,7 +1224,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 58, "id": "4e4b6188-724b-49a2-b13b-f3cde43e5814", "metadata": {}, "outputs": [], @@ -1602,23 +1234,112 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 59, "id": "2fb6f547-ea9d-4330-ae70-4e28e90eed9a", "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "| | result_correctness | number_steps_diff | trajectory_reasoning | trajectory_process | trajectory_overall |\n", - "|:--------|---------------------:|--------------------:|-----------------------:|---------------------:|---------------------:|\n", - "| 0 | 1 | 15 | 4 | 4 | 4 |\n", - "| 1 | 1 | 10 | 4 | 5 | 4.5 |\n", - "| 2 | 1 | 1 | 5 | 5 | 5 |\n", - "| 3 | 1 | 4 | 4 | 5 | 4.5 |\n", - "| 4 | 1 | 1 | 4 | 5 | 4.5 |\n", - "| Average | 1 | 6.2 | 4.2 | 4.8 | 4.5 |\n" - ] + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
result_correctnessnumber_steps_difftrajectory_reasoningtrajectory_processtrajectory_overall
00.015.03.04.03.5
10.0-3.04.05.04.5
21.04.02.03.02.5
30.0-6.04.04.04.0
40.04.03.04.03.5
Average0.22.83.24.03.6
\n", + "
" + ], + "text/plain": [ + " result_correctness number_steps_diff trajectory_reasoning \\\n", + "0 0.0 15.0 3.0 \n", + "1 0.0 -3.0 4.0 \n", + "2 1.0 4.0 2.0 \n", + "3 0.0 -6.0 4.0 \n", + "4 0.0 4.0 3.0 \n", + "Average 0.2 2.8 3.2 \n", + "\n", + " trajectory_process trajectory_overall \n", + "0 4.0 3.5 \n", + "1 5.0 4.5 \n", + "2 3.0 2.5 \n", + "3 4.0 4.0 \n", + "4 4.0 3.5 \n", + "Average 4.0 3.6 " + ] + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ @@ -1634,7 +1355,34 @@ " },\n", ")\n", "report.loc[\"Average\"] = report.mean().round(2)\n", - "print(report.to_markdown())" + "report" + ] + }, + { + "cell_type": "markdown", + "id": "11a91233-6361-4268-92de-f4e7a5b1780d", + "metadata": {}, + "source": [ + "## Previous Benchmark Runs" + ] + }, + { + "cell_type": "markdown", + "id": "aea5a496-23a7-4ef3-8bbf-01cdfc60338a", + "metadata": {}, + "source": [ + "### Qwen2.5-72b\n", + "\n", + "_Ran on 7xA40 with runpod_\n", + "\n", + "| | result_correctness | number_steps_diff | trajectory_reasoning | trajectory_process | trajectory_overall |\n", + "|:--------|---------------------:|--------------------:|-----------------------:|---------------------:|---------------------:|\n", + "| 0 | 1 | 15 | 4 | 4 | 4 |\n", + "| 1 | 1 | 10 | 4 | 5 | 4.5 |\n", + "| 2 | 1 | 1 | 5 | 5 | 5 |\n", + "| 3 | 1 | 4 | 4 | 5 | 4.5 |\n", + "| 4 | 1 | 1 | 4 | 5 | 4.5 |\n", + "| Average | 1 | 6.2 | 4.2 | 4.8 | 4.5 |" ] }, { @@ -1642,7 +1390,7 @@ "id": "01b455e0-1ba1-4922-80a5-98afec8f9a82", "metadata": {}, "source": [ - "__A previous benchmark run with Qwen2.5-3b as backbone LLM__\n", + "### Qwen2.5-3b\n", "\n", "| | result_correctness | number_steps_diff | trajectory_reasoning | trajectory_process | trajectory_overall |\n", "|:--------|---------------------:|--------------------:|-----------------------:|---------------------:|---------------------:|\n",