messages listlengths 3 3 | metadata dict |
|---|---|
[
{
"role": "system",
"content": "You are a Triton 3.7.1 GPU kernel expert for Blackwell SM12x. Write complete runnable Python with @triton.jit, launcher, and torch.allclose test. Always end with print(\"SPARKPROOF_TRITON_PASS\") after tests pass."
},
{
"role": "user",
"content": "Read this Triton... | {
"provider": "openai",
"model": "gpt-5.6",
"gateway": "yunwu",
"task_id": "sem_differences_with_numpy",
"category": "doc_explain_implement",
"gateway_model": "gpt-5.6-sol",
"validation_score": null
} |
[
{
"role": "system",
"content": "You are a Triton 3.7.1 GPU kernel expert for Blackwell SM12x. Write complete runnable Python with @triton.jit, launcher, and torch.allclose test. Always end with print(\"SPARKPROOF_TRITON_PASS\") after tests pass."
},
{
"role": "user",
"content": "Write a Triton 3... | {
"provider": "anthropic",
"model": "claude-fable-5",
"gateway": "yunwu",
"task_id": "translate_rmsnorm",
"category": "translation",
"gateway_model": "claude-fable-5",
"validation_score": null
} |
[
{
"role": "system",
"content": "You are a Triton 3.7.1 GPU kernel expert for Blackwell SM12x. Write complete runnable Python with @triton.jit, launcher, and torch.allclose test. Always end with print(\"SPARKPROOF_TRITON_PASS\") after tests pass."
},
{
"role": "user",
"content": "Write a complete... | {
"provider": "anthropic",
"model": "claude-fable-5",
"gateway": "yunwu",
"task_id": "api_tl_umulhi",
"category": "kernel_write",
"gateway_model": "claude-fable-5",
"validation_score": null
} |
[
{
"role": "system",
"content": "You are a Triton 3.7.1 GPU kernel expert for Blackwell SM12x. Write complete runnable Python with @triton.jit, launcher, and torch.allclose test. Always end with print(\"SPARKPROOF_TRITON_PASS\") after tests pass."
},
{
"role": "user",
"content": "Read this Triton... | {
"provider": "openai",
"model": "gpt-5.6",
"gateway": "yunwu",
"task_id": "tut_03_matrix_multiplication_sec_2",
"category": "doc_explain_implement",
"gateway_model": "gpt-5.6-sol",
"validation_score": null
} |
[
{
"role": "system",
"content": "You are a Triton 3.7.1 GPU kernel expert for Blackwell SM12x. Write complete runnable Python with @triton.jit, launcher, and torch.allclose test. Always end with print(\"SPARKPROOF_TRITON_PASS\") after tests pass."
},
{
"role": "user",
"content": "Read this Triton... | {
"provider": "openai",
"model": "gpt-5.6",
"gateway": "yunwu",
"task_id": "sem_triton_semantics",
"category": "doc_explain_implement",
"gateway_model": "gpt-5.6-sol",
"validation_score": null
} |
[
{
"role": "system",
"content": "You are a Triton 3.7.1 GPU kernel expert for Blackwell SM12x. Write complete runnable Python with @triton.jit, launcher, and torch.allclose test. Always end with print(\"SPARKPROOF_TRITON_PASS\") after tests pass."
},
{
"role": "user",
"content": "Your prior Trito... | {
"provider": "anthropic",
"model": "claude-fable-5",
"gateway": "yunwu",
"task_id": "translate_sigmoid",
"category": "translation",
"gateway_model": "claude-fable-5",
"validation_score": null
} |
[
{
"role": "system",
"content": "You are a Triton 3.7.1 GPU kernel expert for Blackwell SM12x. Write complete runnable Python with @triton.jit, launcher, and torch.allclose test. Always end with print(\"SPARKPROOF_TRITON_PASS\") after tests pass."
},
{
"role": "user",
"content": "Optimize the fol... | {
"provider": "anthropic",
"model": "claude-fable-5",
"gateway": "yunwu",
"task_id": "mutate_softmax_row_strip_autotune_and_stages",
"category": "optimization",
"gateway_model": "claude-fable-5",
"validation_score": null
} |
[
{
"role": "system",
"content": "You are a Triton 3.7.1 GPU kernel expert for Blackwell SM12x. Write complete runnable Python with @triton.jit, launcher, and torch.allclose test. Always end with print(\"SPARKPROOF_TRITON_PASS\") after tests pass."
},
{
"role": "user",
"content": "Write a complete... | {
"provider": "anthropic",
"model": "claude-fable-5",
"gateway": "yunwu",
"task_id": "api_tl_gather",
"category": "kernel_write",
"gateway_model": "claude-fable-5",
"validation_score": null
} |
[
{
"role": "system",
"content": "You are a Triton 3.7.1 GPU kernel expert for Blackwell SM12x. Write complete runnable Python with @triton.jit, launcher, and torch.allclose test. Always end with print(\"SPARKPROOF_TRITON_PASS\") after tests pass."
},
{
"role": "user",
"content": "Read this Triton... | {
"provider": "anthropic",
"model": "claude-fable-5",
"gateway": "yunwu",
"task_id": "tut_04_low_memory_dropout_intro",
"category": "doc_explain_implement",
"gateway_model": "claude-fable-5",
"validation_score": null
} |
[
{
"role": "system",
"content": "You are a Triton 3.7.1 GPU kernel expert for Blackwell SM12x. Write complete runnable Python with @triton.jit, launcher, and torch.allclose test. Always end with print(\"SPARKPROOF_TRITON_PASS\") after tests pass."
},
{
"role": "user",
"content": "Read this Triton... | {
"provider": "openai",
"model": "gpt-5.6",
"gateway": "yunwu",
"task_id": "sem_broadcasting",
"category": "doc_explain_implement",
"gateway_model": "gpt-5.6-sol",
"validation_score": null
} |
[
{
"role": "system",
"content": "You are a Triton 3.7.1 GPU kernel expert for Blackwell SM12x. Write complete runnable Python with @triton.jit, launcher, and torch.allclose test. Always end with print(\"SPARKPROOF_TRITON_PASS\") after tests pass."
},
{
"role": "user",
"content": "Write a Triton 3... | {
"provider": "openai",
"model": "gpt-5.6",
"gateway": "yunwu",
"task_id": "translate_leakyrelu",
"category": "translation",
"gateway_model": "gpt-5.6-sol",
"validation_score": null
} |
[
{
"role": "system",
"content": "You are a Triton 3.7.1 GPU kernel expert for Blackwell SM12x. Write complete runnable Python with @triton.jit, launcher, and torch.allclose test. Always end with print(\"SPARKPROOF_TRITON_PASS\") after tests pass."
},
{
"role": "user",
"content": "Optimize the fol... | {
"provider": "openai",
"model": "gpt-5.6",
"gateway": "yunwu",
"task_id": "mutate_vector_add_strip_autotune_and_stages",
"category": "optimization",
"gateway_model": "gpt-5.6-sol",
"validation_score": null
} |
[
{
"role": "system",
"content": "You are a Triton 3.7.1 GPU kernel expert for Blackwell SM12x. Write complete runnable Python with @triton.jit, launcher, and torch.allclose test. Always end with print(\"SPARKPROOF_TRITON_PASS\") after tests pass."
},
{
"role": "user",
"content": "Write a complete... | {
"provider": "openai",
"model": "gpt-5.6",
"gateway": "yunwu",
"task_id": "api_tl_sqrt_rn",
"category": "kernel_write",
"gateway_model": "gpt-5.6-sol",
"validation_score": null
} |
[
{
"role": "system",
"content": "You are a Triton 3.7.1 GPU kernel expert for Blackwell SM12x. Write complete runnable Python with @triton.jit, launcher, and torch.allclose test. Always end with print(\"SPARKPROOF_TRITON_PASS\") after tests pass."
},
{
"role": "user",
"content": "Read this Triton... | {
"provider": "openai",
"model": "gpt-5.6",
"gateway": "yunwu",
"task_id": "tut_04_low_memory_dropout_sec_1",
"category": "doc_explain_implement",
"gateway_model": "gpt-5.6-sol",
"validation_score": null
} |
[
{
"role": "system",
"content": "You are a Triton 3.7.1 GPU kernel expert for Blackwell SM12x. Write complete runnable Python with @triton.jit, launcher, and torch.allclose test. Always end with print(\"SPARKPROOF_TRITON_PASS\") after tests pass."
},
{
"role": "user",
"content": "Your prior Trito... | {
"provider": "openai",
"model": "gpt-5.6",
"gateway": "yunwu",
"task_id": "sem_type_promotion",
"category": "doc_explain_implement",
"gateway_model": "gpt-5.6-sol",
"validation_score": null
} |
[
{
"role": "system",
"content": "You are a Triton 3.7.1 GPU kernel expert for Blackwell SM12x. Write complete runnable Python with @triton.jit, launcher, and torch.allclose test. Always end with print(\"SPARKPROOF_TRITON_PASS\") after tests pass."
},
{
"role": "user",
"content": "Write a Triton 3... | {
"provider": "openai",
"model": "gpt-5.6",
"gateway": "yunwu",
"task_id": "translate_squareddiff",
"category": "translation",
"gateway_model": "gpt-5.6-sol",
"validation_score": null
} |
[
{
"role": "system",
"content": "You are a Triton 3.7.1 GPU kernel expert for Blackwell SM12x. Write complete runnable Python with @triton.jit, launcher, and torch.allclose test. Always end with print(\"SPARKPROOF_TRITON_PASS\") after tests pass."
},
{
"role": "user",
"content": "The following Tr... | {
"provider": "openai",
"model": "gpt-5.6",
"gateway": "yunwu",
"task_id": "mutate_relu_strip_boundary_mask",
"category": "debugging",
"gateway_model": "gpt-5.6-sol",
"validation_score": null
} |
[
{
"role": "system",
"content": "You are a Triton 3.7.1 GPU kernel expert for Blackwell SM12x. Write complete runnable Python with @triton.jit, launcher, and torch.allclose test. Always end with print(\"SPARKPROOF_TRITON_PASS\") after tests pass."
},
{
"role": "user",
"content": "Write a complete... | {
"provider": "openai",
"model": "gpt-5.6",
"gateway": "yunwu",
"task_id": "api_tl_num_programs",
"category": "kernel_write",
"gateway_model": "gpt-5.6-sol",
"validation_score": null
} |
[
{
"role": "system",
"content": "You are a Triton 3.7.1 GPU kernel expert for Blackwell SM12x. Write complete runnable Python with @triton.jit, launcher, and torch.allclose test. Always end with print(\"SPARKPROOF_TRITON_PASS\") after tests pass."
},
{
"role": "user",
"content": "Read this Triton... | {
"provider": "openai",
"model": "gpt-5.6",
"gateway": "yunwu",
"task_id": "tut_05_layer_norm_sec_1",
"category": "doc_explain_implement",
"gateway_model": "gpt-5.6-sol",
"validation_score": null
} |
[
{
"role": "system",
"content": "You are a Triton 3.7.1 GPU kernel expert for Blackwell SM12x. Write complete runnable Python with @triton.jit, launcher, and torch.allclose test. Always end with print(\"SPARKPROOF_TRITON_PASS\") after tests pass."
},
{
"role": "user",
"content": "Write a Triton 3... | {
"provider": "anthropic",
"model": "claude-fable-5",
"gateway": "yunwu",
"task_id": "translate_relu",
"category": "translation",
"gateway_model": "claude-fable-5",
"validation_score": null
} |
[
{
"role": "system",
"content": "You are a Triton 3.7.1 GPU kernel expert for Blackwell SM12x. Write complete runnable Python with @triton.jit, launcher, and torch.allclose test. Always end with print(\"SPARKPROOF_TRITON_PASS\") after tests pass."
},
{
"role": "user",
"content": "The following Tr... | {
"provider": "openai",
"model": "gpt-5.6",
"gateway": "yunwu",
"task_id": "mutate_matmul_2d_downgrade_accumulator_precision",
"category": "debugging",
"gateway_model": "gpt-5.6-sol",
"validation_score": null
} |
[
{
"role": "system",
"content": "You are a Triton 3.7.1 GPU kernel expert for Blackwell SM12x. Write complete runnable Python with @triton.jit, launcher, and torch.allclose test. Always end with print(\"SPARKPROOF_TRITON_PASS\") after tests pass."
},
{
"role": "user",
"content": "Write a complete... | {
"provider": "anthropic",
"model": "claude-fable-5",
"gateway": "yunwu",
"task_id": "api_tl_tensor",
"category": "kernel_write",
"gateway_model": "claude-fable-5",
"validation_score": null
} |
[
{
"role": "system",
"content": "You are a Triton 3.7.1 GPU kernel expert for Blackwell SM12x. Write complete runnable Python with @triton.jit, launcher, and torch.allclose test. Always end with print(\"SPARKPROOF_TRITON_PASS\") after tests pass."
},
{
"role": "user",
"content": "Your prior Trito... | {
"provider": "openai",
"model": "gpt-5.6",
"gateway": "yunwu",
"task_id": "tut_02_fused_softmax_sec_8",
"category": "doc_explain_implement",
"gateway_model": "gpt-5.6-sol",
"validation_score": null
} |
[
{
"role": "system",
"content": "You are a Triton 3.7.1 GPU kernel expert for Blackwell SM12x. Write complete runnable Python with @triton.jit, launcher, and torch.allclose test. Always end with print(\"SPARKPROOF_TRITON_PASS\") after tests pass."
},
{
"role": "user",
"content": "Write a Triton 3... | {
"provider": "anthropic",
"model": "claude-fable-5",
"gateway": "yunwu",
"task_id": "translate_softplus",
"category": "translation",
"gateway_model": "claude-fable-5",
"validation_score": null
} |
[
{
"role": "system",
"content": "You are a Triton 3.7.1 GPU kernel expert for Blackwell SM12x. Write complete runnable Python with @triton.jit, launcher, and torch.allclose test. Always end with print(\"SPARKPROOF_TRITON_PASS\") after tests pass."
},
{
"role": "user",
"content": "The following Tr... | {
"provider": "openai",
"model": "gpt-5.6",
"gateway": "yunwu",
"task_id": "mutate_elementwise_mul_strip_boundary_mask",
"category": "debugging",
"gateway_model": "gpt-5.6-sol",
"validation_score": null
} |
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