Api/refinement#37
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Written SUB, SQUARE, MEAN
…ve that in some time Auto grad almost complete
FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AUTOGRAD WORKS 4NN XOR WORKS AND LIFE IS BEST
…h will need to see
…was some config and default return error
* Added time field in make.sh * chore/ Running summarizer * Completed MSE, passed smoke tests Written SUB, SQUARE, MEAN * chore/ Running summarizer * made assign grad memory function * chore/ Running summarizer * chore/ Running summarizer * chore/ Running summarizer * Somewhat work not tested * Implemented brackprop_b.cpp and added switch statements for op handling * Corrected the enum missnaming mistake * BROKEN : THE FUCKING NN IS NOT LEARNING WRRRRRYYYYYYYYY FUCK * BROKEN 2 : THE FUCKING NN IS NOT LEARNING WRRRRRYYYYYYYYY FUCK * Working operations there is still problem with routing but will resolve that in some time Auto grad almost complete * FAAAAAAAAAAAAAAAAAAAAAAAA: I HAVE COMPLETED THE AUTOGRAD FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AUTOGRAD WORKS 4NN XOR WORKS AND LIFE IS BEST * GPU fallback is working but i feel something is wrong with hybrid path will need to see * Broken push don't try it it's super broken likely * CORRECTED: The backend switch and GPU CPU thrashing was resolved, it was some config and default return error --------- Co-authored-by: Aakarsh Kashyap <souls-syntax@gmail.com>
Introduces include/soft-cuda/python/ with five headers: - soft_cuda_python.h : master include - tensor_pool.h : sc_pool_* arena wrappers - tensor_core.h : sc_tensor_* lifecycle + SC_DTYPE_* constants - tensor_ops.h : sc_tensor_mul/add/relu/... + sc_tensor_evaluate* - tensor_graph.h : sc_graph_t opaque handle, Layer 1 + Layer 2 API - tensor_io.h : sc_save_model / sc_load_model Adds src/python/sc_bridge.cpp — single C++ TU that implements all sc_* symbols with extern C linkage, wrapping std::vector via placement-new in sc_graph_t so Python ctypes/cffi never sees any C++ types. Updates CMakeLists.txt: - Excludes src/python/ from the core GLOB (prevents duplicate symbols) - Adds soft_cuda_python SHARED target linked against soft_lib
main.cpp:
- Complete rewrite using only sc_* bridge functions
- 9 numbered sections: pools, data, weights, lazy ops,
build_graph, training loop, inference, save/load, cleanup
- Pure C (no iostream, no std::vector visible)
- Demonstrates both Layer 2 convenience API (sc_build_graph,
sc_graph_step) and data readback (sc_tensor_get_data)
docs/PYTHON_BRIDGE.md:
- Architecture diagram (Python → sc_bridge → soft_lib)
- Build instructions (cmake targets)
- Full API reference for all 5 headers with function signatures
- Complete Python ctypes example (XOR training from Python)
- Memory model explanation (arena/bump allocation)
- Design decision rationale (why placement-new, why SC_DTYPE, etc.)
…g as there is some graurd resoltion i.e. not happening i think i can do it like this
VishalVerma249
approved these changes
Apr 21, 2026
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Had Anti-Gravity write C wrapper,
Caused whole lot of linker error.
Errors have been resolved.
and things seems to be working fine.
Oh and also had it write main.cpp
All the AI written files have been marked.