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Open deep learning compiler stack for cpu, gpu and specialized accelerators

Results 705 tvm issues
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Currently, the FuseReductionEpilogue primitive only supports Bias (addition) and BiasReLU (addition + ReLU) epilogue patterns. However, clipping operations (min(max(x, lower), upper)) are commonly used in deep learning models and would...

Introduces the below features over texture annotation - Lowering, codegen and runtime for texture. - image2d_array_t support - Added depth dimension allows more allocations using texture instead of falling back...

# Summary - This commit fixed error : "Type error: Cannot convert from type ' DLTensor* ' to ' ffi.Shape ' ". - Error occurred at runtime when the first...

Hi, I am using uv with python 3.12 on WSL to install tvm using uv pip install apache-tvm I get the error: ``` (flashinfer) user@yoni-laptop:/mnt/c/Users/user/PycharmProjects/flashinfer$ uv pip install apache-tvm ×...

needs-triage

Thanks for participating in the TVM community! We use https://discuss.tvm.ai for any general usage questions and discussions. The issue tracker is used for actionable items such as feature proposals discussion,...

type: bug
needs-triage

### Issue: [RISC-V RVV] cos operator shows slight performance degradation #### Description The cosine operator shows minor performance degradation with the RISC‑V Vector (RVV) extension, achieving 0.981× the performance of...

type: bug
needs-triage

### Issue: [RISC-V RVV] max_pool2d operator shows minor performance regression #### Description The max_pool2d operator shows slight performance degradation with the RISC‑V Vector (RVV) extension, achieving 0.867× the performance of...

type: bug
needs-triage

### Issue: [RISC-V RVV] negative operator shows performance degradation #### Description The negative operator (elementwise negation) shows performance regression with the RISC‑V Vector (RVV) extension, achieving only 0.854× the performance...

type: bug
needs-triage

### Issue: [RISC-V RVV] softmax operator shows suboptimal vectorization #### Description The softmax operator performs worse with the RISC‑V Vector (RVV) extension, achieving only 0.745× the performance of the scalar...

type: bug
needs-triage

### Issue: [RISC-V RVV] sigmoid operator slower with vector extension #### Description The sigmoid activation function shows performance degradation with the RISC‑V Vector (RVV) extension, achieving only 0.703× the performance...

type: bug
needs-triage