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bevfusion fcf3ae0ea9 Complete project state snapshot: Phase 4B RMT-PPAD Integration 
🎯 Training Status:
- Current Epoch: 2/10 (13.3% complete)
- Segmentation Dice: 0.9594
- Detection IoU: 0.5742
- Training stable with 8 GPUs

🔧 Technical Achievements:
- ✅ RMT-PPAD Transformer segmentation decoder integrated
- ✅ Task-specific GCA architecture optimized
- ✅ Multi-scale feature fusion (180×180, 360×360, 600×600)
- ✅ Adaptive scale weight learning implemented
- ✅ BEVFusion multi-task framework enhanced

📊 Performance Highlights:
- Divider segmentation: 0.9793 Dice (excellent)
- Pedestrian crossing: 0.9812 Dice (excellent)
- Stop line: 0.9812 Dice (excellent)
- Carpark area: 0.9802 Dice (excellent)
- Walkway: 0.9401 Dice (good)
- Drivable area: 0.8959 Dice (good)

🛠️ Code Changes Included:
- Enhanced BEVFusion model (bevfusion.py)
- RMT-PPAD integration modules (rmtppad_integration.py)
- Transformer segmentation head (enhanced_transformer.py)
- GCA module optimizations (gca.py)
- Configuration updates (Phase 4B configs)
- Training scripts and automation tools
- Comprehensive documentation and analysis reports

📅 Snapshot Date: Fri Nov 14 09:06:09 UTC 2025
📍 Environment: Docker container
🎯 Phase: RMT-PPAD Integration Complete
 		2025-11-14 09:06:09 +00:00
..
from-savannah Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
Makefile Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
Makefile.am Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
Makefile.in Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
autogen_found_items.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
c_get_alignment.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
c_weak_symbols.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
compile Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
config.guess Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
config.sub Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
depcomp Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
distscript.sh Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
find_common_syms Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
getdate.sh Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
install-sh Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
libtool.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ltmain.sh Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ltmain_nag_pthread.diff Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ltmain_pgi_tp.diff Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ltoptions.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ltsugar.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ltversion.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
lt~obsolete.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
make_manpage.pl Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
missing Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ompi_check_gpfs.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ompi_check_ime.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ompi_check_libfca.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ompi_check_libhcoll.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ompi_check_lustre.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ompi_check_mxm.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ompi_check_psm.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ompi_check_psm2.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ompi_check_pvfs2.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ompi_check_ucc.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ompi_check_ucx.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ompi_config_files.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ompi_configure_options.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ompi_contrib.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ompi_cxx_find_exception_flags.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ompi_cxx_find_template_parameters.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ompi_cxx_find_template_repository.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ompi_cxx_have_exceptions.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ompi_endpoint_tag.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ompi_ext.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ompi_find_mpi_aint_count_offset.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ompi_fortran_check.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ompi_fortran_check_abstract.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ompi_fortran_check_asynchronous.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ompi_fortran_check_bind_c.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ompi_fortran_check_c_funloc.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ompi_fortran_check_f08_assumed_rank.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ompi_fortran_check_ignore_tkr.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ompi_fortran_check_interface.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ompi_fortran_check_iso_fortran_env.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ompi_fortran_check_logical_array.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ompi_fortran_check_max_array_rank.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ompi_fortran_check_optional_args.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ompi_fortran_check_preprocess_f90.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ompi_fortran_check_private.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ompi_fortran_check_procedure.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ompi_fortran_check_protected.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ompi_fortran_check_real16_c_equiv.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ompi_fortran_check_storage_size.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ompi_fortran_check_type.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ompi_fortran_check_use_only.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ompi_fortran_find_ext_symbol_convention.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ompi_fortran_find_module_include_flag.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ompi_fortran_get_alignment.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ompi_fortran_get_handle_max.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ompi_fortran_get_kind_value.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ompi_fortran_get_sizeof.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ompi_fortran_get_value_true.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ompi_interix.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ompi_setup_contrib.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ompi_setup_cxx.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ompi_setup_fc.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ompi_setup_java.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ompi_setup_mpi_ext.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ompi_setup_mpi_fortran.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ompi_setup_mpi_java.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ompi_setup_mpi_profiling.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_case_sensitive_fs_setup.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_check_alps.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_check_attributes.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_check_broken_qsort.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_check_cma.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_check_compiler_version.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_check_compiler_works.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_check_cray_pmi.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_check_cuda.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_check_icc.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_check_ident.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_check_knem.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_check_libnl.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_check_offsetof.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_check_ofi.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_check_openfabrics.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_check_os_flavors.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_check_package.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_check_pmi.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_check_portals4.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_check_ps.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_check_pthread_pids.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_check_singularity.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_check_ugni.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_check_vendor.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_check_verbs.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_check_visibility.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_check_withdir.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_check_xpmem.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_config_asm.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_config_files.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_config_pthreads.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_config_subdir.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_config_subdir_args.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_config_threads.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_configure_options.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_ensure_contains_optflags.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_find_type.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_functions.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_get_version.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_get_version.m4sh Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_lang_link_with_c.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_load_platform.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_mca.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_mca_priority_sort.pl Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_save_version.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_search_libs.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_set_lib_prefix.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_set_mca_prefix.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_setup_cc.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_setup_cli.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_setup_cxx.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_setup_ft.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_setup_wrappers.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_setup_zlib.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_strip_optflags.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_summary.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
opal_try_assemble.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
orte_check_lsf.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
orte_check_moab.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
orte_check_sge.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
orte_check_slurm.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
orte_check_tm.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
orte_config_files.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
orte_configure_options.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
orte_setup_debugger_flags.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
oshmem_config_files.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
oshmem_configure_options.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
oshmem_setup_profiling.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
pkg.m4 Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
test-driver Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ylwrap Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00