============================================================ 🚀 MVM² CORE NEURO-SYMBOLIC INTEGRATION PIPELINE VERIFICATION ============================================================ [Pipeline] Dispatching Image 'C:\Users\Varshith Dharmaj\Downloads\major\math_verification_mvp\test_math.png' to Vision Subsystem... \n✅ [LAYER 1] OCR Extraction Complete (Conf: 94.0%) Transcribed Math: $$ 2 x+4=1 0 $$ \n [Orchestrator] Dispatching ' $$ 2 x+4=1 0 $$ ' to 4 Parallel Models... ✅ Llama-3.1-8B-Instruct completed reasoning. ✅ DeepSeek-Math-7B (Zero-Shot) completed reasoning. ✅ DeepSeek-Math-7B (CoT) completed reasoning. ✅ Qwen-2.5-Math-7B completed reasoning. \n[Pipeline] Routing outputs into QWED Symbolic Verification and Math-Verify Consensus equations... \n============================================================ 🎯 FINAL MVM² PIPELINE VERDICT ============================================================ Verified Answer: 42 Weighted Score: 0.810 / 1.000 Total Latency: 18.39s (Target: < 8.2s) \n[Detailed Agent Matrix] - Llama-3.1-8B-Instruct: ans= 42 | V_sym=1.00 | L_logic=0.60 | C_clf=0.80 -> Score_j=0.810 - DeepSeek-Math-7B (Zero-Shot): ans= 42 | V_sym=1.00 | L_logic=0.60 | C_clf=0.80 -> Score_j=0.810 - DeepSeek-Math-7B (CoT): ans= 42 | V_sym=1.00 | L_logic=0.60 | C_clf=0.80 -> Score_j=0.810 - Qwen-2.5-Math-7B: ans= 42 | V_sym=1.00 | L_logic=0.60 | C_clf=0.80 -> Score_j=0.810 \n[Divergence Group Normalization (Math-Verify)] - Group [ 42 ]: 1 Agent(s) Support. Group Score = 0.810 Traceback (most recent call last): File "", line 1, in from multiprocessing.spawn import spawn_main; spawn_main(parent_pid=39644, pipe_handle=488) ~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "C:\Users\Varshith Dharmaj\AppData\Local\Programs\Python\Python313\Lib\multiprocessing\spawn.py", line 113, in spawn_main new_handle = reduction.duplicate(pipe_handle, source_process=source_process) File "C:\Users\Varshith Dharmaj\AppData\Local\Programs\Python\Python313\Lib\multiprocessing\reduction.py", line 79, in duplicate return _winapi.DuplicateHandle( ~~~~~~~~~~~~~~~~~~~~~~~^ source_process, handle, target_process, ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ 0, inheritable, _winapi.DUPLICATE_SAME_ACCESS) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ OSError: [WinError 6] The handle is invalid Traceback (most recent call last): Traceback (most recent call last): File "", line 1, in from multiprocessing.spawn import spawn_main; spawn_main(parent_pid=39644, pipe_handle=488) ~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "C:\Users\Varshith Dharmaj\AppData\Local\Programs\Python\Python313\Lib\multiprocessing\spawn.py", line 113, in spawn_main new_handle = reduction.duplicate(pipe_handle, source_process=source_process) File "C:\Users\Varshith Dharmaj\AppData\Local\Programs\Python\Python313\Lib\multiprocessing\reduction.py", line 79, in duplicate return _winapi.DuplicateHandle( ~~~~~~~~~~~~~~~~~~~~~~~^ source_process, handle, target_process, ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ 0, inheritable, _winapi.DUPLICATE_SAME_ACCESS) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ OSError: [WinError 6] The handle is invalid File "", line 1, in from multiprocessing.spawn import spawn_main; spawn_main(parent_pid=39644, pipe_handle=488) ~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "C:\Users\Varshith Dharmaj\AppData\Local\Programs\Python\Python313\Lib\multiprocessing\spawn.py", line 113, in spawn_main new_handle = reduction.duplicate(pipe_handle, source_process=source_process) File "C:\Users\Varshith Dharmaj\AppData\Local\Programs\Python\Python313\Lib\multiprocessing\reduction.py", line 79, in duplicate return _winapi.DuplicateHandle( ~~~~~~~~~~~~~~~~~~~~~~~^ source_process, handle, target_process, ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ 0, inheritable, _winapi.DUPLICATE_SAME_ACCESS) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ OSError: [WinError 6] The handle is invalid Traceback (most recent call last): Traceback (most recent call last): File "", line 1, in from multiprocessing.spawn import spawn_main; spawn_main(parent_pid=39644, pipe_handle=488) ~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "C:\Users\Varshith Dharmaj\AppData\Local\Programs\Python\Python313\Lib\multiprocessing\spawn.py", line 113, in spawn_main new_handle = reduction.duplicate(pipe_handle, source_process=source_process) File "C:\Users\Varshith Dharmaj\AppData\Local\Programs\Python\Python313\Lib\multiprocessing\reduction.py", line 79, in duplicate return _winapi.DuplicateHandle( ~~~~~~~~~~~~~~~~~~~~~~~^ source_process, handle, target_process, ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ 0, inheritable, _winapi.DUPLICATE_SAME_ACCESS) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ OSError: [WinError 6] The handle is invalid File "", line 1, in from multiprocessing.spawn import spawn_main; spawn_main(parent_pid=39644, pipe_handle=488) ~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "C:\Users\Varshith Dharmaj\AppData\Local\Programs\Python\Python313\Lib\multiprocessing\spawn.py", line 113, in spawn_main new_handle = reduction.duplicate(pipe_handle, source_process=source_process) File "C:\Users\Varshith Dharmaj\AppData\Local\Programs\Python\Python313\Lib\multiprocessing\reduction.py", line 79, in duplicate return _winapi.DuplicateHandle( ~~~~~~~~~~~~~~~~~~~~~~~^ source_process, handle, target_process, ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ 0, inheritable, _winapi.DUPLICATE_SAME_ACCESS) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ OSError: [WinError 6] The handle is invalid Traceback (most recent call last): File "", line 1, in from multiprocessing.spawn import spawn_main; spawn_main(parent_pid=39644, pipe_handle=488) ~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "C:\Users\Varshith Dharmaj\AppData\Local\Programs\Python\Python313\Lib\multiprocessing\spawn.py", line 113, in spawn_main new_handle = reduction.duplicate(pipe_handle, source_process=source_process) File "C:\Users\Varshith Dharmaj\AppData\Local\Programs\Python\Python313\Lib\multiprocessing\reduction.py", line 79, in duplicate return _winapi.DuplicateHandle( ~~~~~~~~~~~~~~~~~~~~~~~^ source_process, handle, target_process, ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ 0, inheritable, _winapi.DUPLICATE_SAME_ACCESS) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ OSError: [WinError 6] The handle is invalid Traceback (most recent call last): File "", line 1, in from multiprocessing.spawn import spawn_main; spawn_main(parent_pid=39644, pipe_handle=472) ~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "C:\Users\Varshith Dharmaj\AppData\Local\Programs\Python\Python313\Lib\multiprocessing\spawn.py", line 113, in spawn_main new_handle = reduction.duplicate(pipe_handle, source_process=source_process) File "C:\Users\Varshith Dharmaj\AppData\Local\Programs\Python\Python313\Lib\multiprocessing\reduction.py", line 79, in duplicate return _winapi.DuplicateHandle( ~~~~~~~~~~~~~~~~~~~~~~~^ source_process, handle, target_process, ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ 0, inheritable, _winapi.DUPLICATE_SAME_ACCESS) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ OSError: [WinError 6] The handle is invalid