{"type":"system","subtype":"init","cwd":"/workspace","session_id":"7ab31230-a8af-462d-87c8-1694924f5168","tools":["Task","Bash","CronCreate","CronDelete","CronList","Edit","EnterWorktree","ExitWorktree","ListAgents","NotebookEdit","Read","ReportFindings","ScheduleWakeup","SendMessage","Skill","TaskStop","ToolSearch","Workflow","Write"],"mcp_servers":[],"model":"claude-opus-5-5","permissionMode":"bypassPermissions","slash_commands":["deep-research","dataviz","update-config","verify","debug","code-review","simplify","batch","fewer-permission-prompts","doctor","loop","claude-api","workflow-authoring","run","run-skill-generator","plugin-authoring","agents","auto-mode-setup","autocompact","clear","color","compact","config","output-style","context","effort","fast","focus","heapdump","init","mcp","model","__remote-workflow","workflow-launch-exec","reload-plugins","reload-skills","rename","security-review","usage","insights","recap","goal","list-agents","team-onboarding"],"terminal_slash_commands":["doctor","color","focus","reload-plugins"],"apiKeySource":"ANTHROPIC_API_KEY","claude_code_version":"2.1.302","output_style":"default","agents":["claude","Explore","general-purpose","Plan","statusline-setup"],"skills":["deep-research","dataviz","update-config","verify","debug","code-review","simplify","batch","fewer-permission-prompts","doctor","loop","claude-api","workflow-authoring","run","run-skill-generator","plugin-authoring"],"plugins":[{"name":"cc-plugin-agents-md","path":"builtin","source":"cc-plugin-agents-md@builtin"},{"name":"cc-plugin-plugin-authoring","path":"builtin","source":"cc-plugin-plugin-authoring@builtin"}],"capabilities":["interrupt_receipt_v1","interrupt_cancel_queued_v1","interrupt_send_now_v1","msg_lifecycle_v1","request_marker_lists_v1","sdk_mcp_tools_list_changed","sdk_mcp_manifests","mcp_read_resource_v1","mcp_tool_ui_meta_v1","ui_surface_v1","mcp_call_result_not_for_model_v1"],"analytics_disabled":true,"product_feedback_disabled":false,"uuid":"6208e52d-56bd-45ac-8c74-222f60554534","memory_paths":{"auto":"/logs/agent/sessions/projects/-workspace/memory/"},"original_cwd":"/workspace","additional_directories":[],"fast_mode_state":"off","fast_mode_disabled_reason":"sdk_opt_in_required","per_turn_effort_active":true,"view_mode":"default"}
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{"type":"assistant","message":{"model":"claude-opus-5-5","id":"msg_011Cg9bwuzyfsAexkRoXYLzx","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"I should start by exploring the workspace to get a sense of the task, so let me look at the files first.\n\n","signature":"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"}],"container":null,"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":0,"cache_read_input_tokens":18915,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":0},"output_tokens":8,"service_tier":"standard","inference_geo":"global","speed":"standard"},"input_transformations":[],"diagnostics":null,"context_management":null},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"d6f6bf60-ba1c-429d-9eff-41266d955efd","timestamp":"2026-10-18T11:12:57.347Z","request_id":"req_011Cg9bwueePY7byDBA1sS2b","thinking_duration_ms":1439,"thinking_display":"summarized"}
{"type":"assistant","message":{"model":"claude-opus-5-5","id":"msg_011Cg9bwuzyfsAexkRoXYLzx","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01LrEYcBgR7uzmTC5jxiUWQZ","name":"Bash","input":{"command":"ls -la && cat task.py && cat starting_kernel.py && cat static_check.py && cat check.py; ls /logs/agent/sessions/projects/-workspace/memory/ 2>/dev/null && cat /logs/agent/sessions/projects/-workspace/memory/MEMORY.md 2>/dev/null","description":"Inspect workspace files and memory"},"caller":{"type":"direct"}}],"container":null,"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":0,"cache_read_input_tokens":18915,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":0},"output_tokens":8,"service_tier":"standard","inference_geo":"global","speed":"standard"},"input_transformations":[],"diagnostics":null,"context_management":null},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"086f06c4-e88e-4ee1-8340-cf1ac775a4a1","timestamp":"2026-10-18T11:12:57.889Z","request_id":"req_011Cg9bwueePY7byDBA1sS2b"}
{"type":"user","message":{"role":"user","content":[{"type":"tool_result","content":"Exit code 1\ntotal 53\ndrwxr-xr-x 1 agent agent   130 Oct 18 11:07 .\ndrwxr-xr-x 1 root  root    220 Oct 18 11:12 ..\n-rw-r--r-- 1 agent agent  3034 Oct 18 11:07 check.py\n-rw-r--r-- 1 agent agent  4816 Oct 18 11:07 nodus_autosave.py\n-rw-r--r-- 1 agent agent  5666 Oct 18 11:07 starting_kernel.py\n-rw-r--r-- 1 agent agent 13355 Oct 18 11:07 static_check.py\n-rw-r--r-- 1 agent agent 19226 Oct 18 11:07 task.py\n-rw-r--r-- 1 agent agent  5143 Oct 18 11:07 task_api.py\n\"\"\"Public task definition for xpr_hd256_attn_bwd: reference, check, timed shapes, standard normal inputs. The verifier also uses edge shapes and hidden input distributions that are not in this file.\"\"\"\n\"\"\"Causal attention backward with head dim 256 (dq, dk, dv) on Blackwell, GQA, sliding windows and packed documents\n(expert PR task).\n\nSource: Dao-AILab/flash-attention PRs #2964, #2965 and #2966 \"[CuTe, SM100] Unify hd256 backward (1/5-3/5)\" (Johnson,\nmerged 2026-10-06, 10-15 and 10-16), which rebuilt FlashAttention-4's head-dim-256 training backward on Blackwell on\ntop of #2807, #2891 and #2952. Upstream main (965c921, the #2966 merge, 2026-10-16) has two public hd256 backwards: the\ndefault \"dedicated\" pair (a dQ kernel and a dKdV kernel that each recompute S and dP, 2-CTA, no sliding window) and\nthe opt-in general kernel FlashAttentionBackwardSm100 (one kernel, 64-row KV tile per CTA, 2-CTA, any window,\nFLASH_ATTENTION_HD256_GENERIC_BWD=1), which the authors measured at parity to 11% faster than the pair on most shapes\nand 22-29% slower on 2K GQA (B200). Open PR #2967 (head 90419de, 2026-10-18) packs a KV head's query heads into the\ngeneral kernel's Q tile, 1-11% faster than the pair on hd256 GQA per its author. The bar on each shape is the fastest\nof the three (vendored in kernel_lab/expert_pr/fa4_v2966 and fa4_v2967; the route per shape is in fa4_v2966/b300.py),\nat 1.0x its speed in the same run.\n\nShapes: training of head-dim-256 models per GPU: Gemma-3-style global and sliding-window-1024 local layers (16 query\nand 8 KV heads, or 8 and 4), a Qwen3-Next-style full-attention layer (16 query heads, 2 KV heads) and packed\ndocuments of mixed lengths, 8K-16K tokens per step. o and lse come from an fp32 forward over the same inputs.\n\"\"\"\nfrom task_api import Case, Task\nAGENT_MINUTES = 120\nD = 256\nSCALE = D ** (-0.5)\nGAMMA = 2.0 ** (-17)\nOUTS = ((9, 'dq'), (10, 'dk'), (11, 'dv'))\n\ndef seq_lens(shape, g, device):\n    \"\"\"n sequences of length L, or with 'ragged' n of mean length L in [L/2, 3L/2], built in pairs (L + d, L - d) with\n    the first pair fixed at (3L/2, L/2), so the token count (n * L) and the longest sequence depend on the shape only;\n    'long' puts one extra sequence of that length first.\"\"\"\n    import torch\n    n, L = (shape['n'], shape['L'])\n    if shape.get('ragged'):\n        h = L // 2\n        d = torch.randint(-h, h + 1, (n // 2,), generator=g, device=device, dtype=torch.int64)\n        if n >= 2:\n            d[0] = h\n        lens = torch.stack([L + d, L - d], 1).reshape(-1)\n        if n % 2:\n            lens = torch.cat([lens, torch.full((1,), L, device=device, dtype=torch.int64)])\n    else:\n        lens = torch.full((n,), L, device=device, dtype=torch.int64)\n    if shape.get('long'):\n        lens = torch.cat([torch.tensor([shape['long']], device=device, dtype=torch.int64), lens])\n    return lens\n\ndef _visible(t0, t1, k0, k1, W, device):\n    \"\"\"[t1 - t0, k1 - k0] bool: key j is visible to query i of the same sequence when j <= i and, with a window W >= 0,\n    i - j <= W.\"\"\"\n    import torch\n    i = torch.arange(t0, t1, device=device).view(-1, 1)\n    j = torch.arange(k0, k1, device=device).view(1, -1)\n    m = j <= i\n    return m & (i - j <= W) if W >= 0 else m\n\ndef _chunks(cu, W, rows):\n    \"\"\"(t0, t1, k0) per query chunk of every sequence: keys k0 .. t1 - 1 hold every key a query of the chunk sees.\"\"\"\n    bounds = cu.tolist()\n    for s0, s1 in zip(bounds[:-1], bounds[1:]):\n        for t0 in range(s0, s1, rows):\n            t1 = min(s1, t0 + rows)\n            yield (t0, t1, s0 if W < 0 else max(s0, t0 - W))\n\ndef _rows(H, n_keys):\n    \"\"\"Query tokens per reference chunk: the [H, tokens, keys] fp32 intermediates stay at 64 MiB.\"\"\"\n    return max(16, 2 ** 24 // (H * max(1, n_keys)))\n\ndef _mm(eq, a, b):\n    \"\"\"einsum(eq, a, b) at fp32 accuracy for fp32 a and bf16-valued b, also when matmuls run in TF32: a splits into a\n    TF32-exact head (11 significant bits) and an exact fp32 tail, and every bf16 x head product is exact.\"\"\"\n    import torch\n    hi = (a.view(torch.int32) & -8192).view(torch.float32)\n    return torch.einsum(eq, hi, b) + torch.einsum(eq, a - hi, b)\n\ndef _tf32(fn, args):\n    \"\"\"Runs fn(args) with TF32 matmuls on CUDA (every product is split or exact, see _mm), restoring the setting.\"\"\"\n    import torch\n    prev = torch.get_float32_matmul_precision()\n    if args[0].is_cuda:\n        torch.set_float32_matmul_precision('high')\n    try:\n        return fn(args)\n    finally:\n        torch.set_float32_matmul_precision(prev)\n\ndef _forward(arg\n\n... [20012 characters truncated] ...\n\n), H)](q, k, v, do, lse, delta, start, dq, D ** -0.5, T, H, HKV, window, D=D, BM=16,\n                                 BN=16, num_warps=4, num_stages=1)\n    _dkdv[(triton.cdiv(T, 16), HKV)](q, k, v, do, lse, delta, end, dk, dv, D ** -0.5, T, H, HKV, window, D=D,\n                                     BM=16, BN=16, num_warps=4, num_stages=1)\n\"\"\"Static admission for candidate kernels. Runs on the controller before any GPU time is spent, and again in the\njudge. The contract is deliberately narrow: a candidate is a Triton module that defines kernel_fn. torch may be used\nto allocate and reshape tensors. All arithmetic must run inside Triton kernels (the judge also enforces this at\nruntime by recording every torch op the candidate executes).\n\nA task whose langs include 'cute' also admits CuTe DSL kernels (the judge image's `cutlass` 4.7.1 package): the\nmodules in CUTE_IMPORTS, and no cutlass name whose path has a private part or a part in CUTE_BLOCKED (loaders of\nprebuilt or exported binaries, external linking, the CUDA driver, compiler internals, prebuilt operator packages,\ntest and framework helpers, pointers made from integers). Internals are entered only through CUTE_ENTRY. Such a\nmodule may also use `with` on cutlass context managers (cute.arch.elect_one) and declare shared memory as @cute.struct\nclasses of annotated fields.\n\"\"\"\nimport ast\n\nMAX_BYTES = 48 * 1024\nCUTE_MAX_BYTES = 128 * 1024        # CuTe spells out the layouts, pipelines and warp roles that Triton infers\nALLOWED_IMPORTS = {'torch', 'triton', 'triton.language', 'triton.language.extra', 'triton.language.extra.libdevice',\n                   'math', 'typing'}\nTORCH_CHAINS = {\n    'torch', 'torch.empty', 'torch.empty_like', 'torch.empty_strided', 'torch.zeros', 'torch.zeros_like', 'torch.full',\n    'torch.float32', 'torch.float16', 'torch.bfloat16', 'torch.float8_e4m3fn', 'torch.float8_e5m2', 'torch.int8',\n    'torch.int16', 'torch.int32', 'torch.int64', 'torch.uint8', 'torch.bool', 'torch.Tensor', 'torch.dtype',\n    'torch.device', 'torch.Size', 'torch.finfo', 'torch.iinfo', 'torch.cuda.get_device_properties',\n    'torch.cuda.current_device', 'torch.cuda.is_available',\n}\nTRITON_CHAINS = {'triton.jit', 'triton.autotune', 'triton.Config', 'triton.cdiv', 'triton.next_power_of_2',\n                 'triton.heuristics', 'triton.set_allocator'}   # set_allocator enables TMA descriptors\nCUTE_IMPORTS = {\n    'cutlass', 'cutlass.cute', 'cutlass.cute.arch', 'cutlass.cute.math', 'cutlass.cute.runtime', 'cutlass.cute.nvgpu',\n    'cutlass.cute.nvgpu.cpasync', 'cutlass.cute.nvgpu.tcgen05', 'cutlass.cute.nvgpu.warp',\n    'cutlass.cute.nvgpu.warpgroup', 'cutlass.pipeline', 'cutlass.utils', 'cutlass.utils.blackwell_helpers',\n    'cutlass.utils.hopper_helpers', 'cutlass.cutlass_dsl', 'cutlass._mlir.dialects', 'cutlass._mlir.dialects.nvvm',\n    'cuda.bindings.driver',\n}\n# The only ways into internals: device-only inline PTX (nvvm), and the stream handle that wraps torch's current stream.\n# The llvm dialect is not admitted: @cute.jit host functions run as native host code, where llvm ops (inline\n# assembly, external calls, raw loads and stores) escape every check here.\nCUTE_ENTRY = ('cutlass.cutlass_dsl.T', 'cutlass.cutlass_dsl.dsl_user_op', 'cutlass._mlir.dialects.nvvm',\n              'cuda.bindings.driver.CUstream')\n# No part of a cutlass name may be one of these. cutlass modules re-export what they import, so the CUDA driver\n# (cutlass.cuda: load_cubin_module, launch_kernel, stream_create) is reachable as an attribute of kernel modules.\nCUTE_BLOCKED = {\n    'export', 'load_module', 'find_runtime_libraries', 'ffi', 'extern', 'base_extern', 'BitCode', 'LinkLibraries',\n    'compile_to', 'make_ptr', 'cuda', 'cuda_helpers', 'driver', 'runtime', 'base_dsl', 'cutlass_dsl', 'compiler',\n    'ir', 'spec', 'BaseDSL', 'CuTeDSL', 'CuteExperimentalDSL', 'FFI', 'ExecutionArgs', 'JitArgAdapterRegistry',\n    'register_jit_arg_adapter', 'operators', 'kernels', 'testing', 'experimental', 'jax', 'torch', 'tvm_ffi',\n    'ctypes', 'os', 'sys', 'subprocess', 'importlib', 'builtins', 'inspect', 'json', 'tempfile', 'pathlib', 'shutil',\n    'pickle', 'threading', 'weakref',\n}\nCUTE_TORCH_CHAINS = {'torch.cuda.current_stream'}      # its .cuda_stream goes into cuda.bindings.driver.CUstream\nFORBIDDEN_NAMES = {'eval', 'exec', 'compile', 'open', '__import__', 'globals', 'locals', 'vars', 'getattr', 'setattr',\n                   'delattr', 'breakpoint', 'input', 'id', 'memoryview', 'help', 'exit', 'quit', 'sys', 'os',\n                   'print', 'super', 'type', 'object'}\nFORBIDDEN_NODES = (ast.ClassDef, ast.Global, ast.Nonlocal, ast.AsyncFunctionDef, ast.Await, ast.Yield, ast.YieldFrom,\n                   ast.Try, ast.With, ast.AsyncWith)\n\n\ndef _chain(node):\n    parts = []\n    while isinstance(node, ast.Attribute):\n        parts.append(node.attr)\n        node = node.value\n    if isinstance(node, ast.Name):\n        parts.append(node.id)\n        return list(reversed(parts))\n    return None\n\n\ndef _ca","is_error":true,"tool_use_id":"toolu_01LrEYcBgR7uzmTC5jxiUWQZ"}]},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"95b13a94-f268-4344-ba18-f733fc2bcbd2","timestamp":"2026-10-18T11:12:58.010Z","tool_use_result":"Error: Exit code 1\ntotal 53\ndrwxr-xr-x 1 agent agent   130 Oct 18 11:07 .\ndrwxr-xr-x 1 root  root    220 Oct 18 11:12 ..\n-rw-r--r-- 1 agent agent  3034 Oct 18 11:07 check.py\n-rw-r--r-- 1 agent agent  4816 Oct 18 11:07 nodus_autosave.py\n-rw-r--r-- 1 agent agent  5666 Oct 18 11:07 starting_kernel.py\n-rw-r--r-- 1 agent agent 13355 Oct 18 11:07 static_check.py\n-rw-r--r-- 1 agent agent 19226 Oct 18 11:07 task.py\n-rw-r--r-- 1 agent agent  5143 Oct 18 11:07 task_api.py\n\"\"\"Public task definition for xpr_hd256_attn_bwd: reference, check, timed shapes, standard normal inputs. The verifier also uses edge shapes and hidden input distributions that are not in this file.\"\"\"\n\"\"\"Causal attention backward with head dim 256 (dq, dk, dv) on Blackwell, GQA, sliding windows and packed documents\n(expert PR task).\n\nSource: Dao-AILab/flash-attention PRs #2964, #2965 and #2966 \"[CuTe, SM100] Unify hd256 backward (1/5-3/5)\" (Johnson,\nmerged 2026-10-06, 10-15 and 10-16), which rebuilt FlashAttention-4's head-dim-256 training backward on Blackwell on\ntop of #2807, #2891 and #2952. Upstream main (965c921, the #2966 merge, 2026-10-16) has two public hd256 backwards: the\ndefault \"dedicated\" pair (a dQ kernel and a dKdV kernel that each recompute S and dP, 2-CTA, no sliding window) and\nthe opt-in general kernel FlashAttentionBackwardSm100 (one kernel, 64-row KV tile per CTA, 2-CTA, any window,\nFLASH_ATTENTION_HD256_GENERIC_BWD=1), which the authors measured at parity to 11% faster than the pair on most shapes\nand 22-29% slower on 2K GQA (B200). Open PR #2967 (head 90419de, 2026-10-18) packs a KV head's query heads into the\ngeneral kernel's Q tile, 1-11% faster than the pair on hd256 GQA per its author. The bar on each shape is the fastest\nof the three (vendored in kernel_lab/expert_pr/fa4_v2966 and fa4_v2967; the route per shape is in fa4_v2966/b300.py),\nat 1.0x its speed in the same run.\n\nShapes: training of head-dim-256 models per GPU: Gemma-3-style global and sliding-window-1024 local layers (16 query\nand 8 KV heads, or 8 and 4), a Qwen3-Next-style full-attention layer (16 query heads, 2 KV heads) and packed\ndocuments of mixed lengths, 8K-16K tokens per step. o and lse come from an fp32 forward over the same inputs.\n\"\"\"\nfrom task_api import Case, Task\nAGENT_MINUTES = 120\nD = 256\nSCALE = D ** (-0.5)\nGAMMA = 2.0 ** (-17)\nOUTS = ((9, 'dq'), (10, 'dk'), (11, 'dv'))\n\ndef seq_lens(shape, g, device):\n    \"\"\"n sequences of length L, or with 'ragged' n of mean length L in [L/2, 3L/2], built in pairs (L + d, L - d) with\n    the first pair fixed at (3L/2, L/2), so the token count (n * L) and the longest sequence depend on the shape only;\n    'long' puts one extra sequence of that length first.\"\"\"\n    import torch\n    n, L = (shape['n'], shape['L'])\n    if shape.get('ragged'):\n        h = L // 2\n        d = torch.randint(-h, h + 1, (n // 2,), generator=g, device=device, dtype=torch.int64)\n        if n >= 2:\n            d[0] = h\n        lens = torch.stack([L + d, L - d], 1).reshape(-1)\n        if n % 2:\n            lens = torch.cat([lens, torch.full((1,), L, device=device, dtype=torch.int64)])\n    else:\n        lens = torch.full((n,), L, device=device, dtype=torch.int64)\n    if shape.get('long'):\n        lens = torch.cat([torch.tensor([shape['long']], device=device, dtype=torch.int64), lens])\n    return lens\n\ndef _visible(t0, t1, k0, k1, W, device):\n    \"\"\"[t1 - t0, k1 - k0] bool: key j is visible to query i of the same sequence when j <= i and, with a window W >= 0,\n    i - j <= W.\"\"\"\n    import torch\n    i = torch.arange(t0, t1, device=device).view(-1, 1)\n    j = torch.arange(k0, k1, device=device).view(1, -1)\n    m = j <= i\n    return m & (i - j <= W) if W >= 0 else m\n\ndef _chunks(cu, W, rows):\n    \"\"\"(t0, t1, k0) per query chunk of every sequence: keys k0 .. t1 - 1 hold every key a query of the chunk sees.\"\"\"\n    bounds = cu.tolist()\n    for s0, s1 in zip(bounds[:-1], bounds[1:]):\n        for t0 in range(s0, s1, rows):\n            t1 = min(s1, t0 + rows)\n            yield (t0, t1, s0 if W < 0 else max(s0, t0 - W))\n\ndef _rows(H, n_keys):\n    \"\"\"Query tokens per reference chunk: the [H, tokens, keys] fp32 intermediates stay at 64 MiB.\"\"\"\n    return max(16, 2 ** 24 // (H * max(1, n_keys)))\n\ndef _mm(eq, a, b):\n    \"\"\"einsum(eq, a, b) at fp32 accuracy for fp32 a and bf16-valued b, also when matmuls run in TF32: a splits into a\n    TF32-exact head (11 significant bits) and an exact fp32 tail, and every bf16 x head product is exact.\"\"\"\n    import torch\n    hi = (a.view(torch.int32) & -8192).view(torch.float32)\n    return torch.einsum(eq, hi, b) + torch.einsum(eq, a - hi, b)\n\ndef _tf32(fn, args):\n    \"\"\"Runs fn(args) with TF32 matmuls on CUDA (every product is split or exact, see _mm), restoring the setting.\"\"\"\n    import torch\n    prev = torch.get_float32_matmul_precision()\n    if args[0].is_cuda:\n        torch.set_float32_matmul_precision('high')\n    try:\n        return fn(args)\n    finally:\n        torch.set_float32_matmul_precision(prev)\n\ndef _forward(arg\n\n... [20012 characters truncated] ...\n\n), H)](q, k, v, do, lse, delta, start, dq, D ** -0.5, T, H, HKV, window, D=D, BM=16,\n                                 BN=16, num_warps=4, num_stages=1)\n    _dkdv[(triton.cdiv(T, 16), HKV)](q, k, v, do, lse, delta, end, dk, dv, D ** -0.5, T, H, HKV, window, D=D,\n                                     BM=16, BN=16, num_warps=4, num_stages=1)\n\"\"\"Static admission for candidate kernels. Runs on the controller before any GPU time is spent, and again in the\njudge. The contract is deliberately narrow: a candidate is a Triton module that defines kernel_fn. torch may be used\nto allocate and reshape tensors. All arithmetic must run inside Triton kernels (the judge also enforces this at\nruntime by recording every torch op the candidate executes).\n\nA task whose langs include 'cute' also admits CuTe DSL kernels (the judge image's `cutlass` 4.7.1 package): the\nmodules in CUTE_IMPORTS, and no cutlass name whose path has a private part or a part in CUTE_BLOCKED (loaders of\nprebuilt or exported binaries, external linking, the CUDA driver, compiler internals, prebuilt operator packages,\ntest and framework helpers, pointers made from integers). Internals are entered only through CUTE_ENTRY. Such a\nmodule may also use `with` on cutlass context managers (cute.arch.elect_one) and declare shared memory as @cute.struct\nclasses of annotated fields.\n\"\"\"\nimport ast\n\nMAX_BYTES = 48 * 1024\nCUTE_MAX_BYTES = 128 * 1024        # CuTe spells out the layouts, pipelines and warp roles that Triton infers\nALLOWED_IMPORTS = {'torch', 'triton', 'triton.language', 'triton.language.extra', 'triton.language.extra.libdevice',\n                   'math', 'typing'}\nTORCH_CHAINS = {\n    'torch', 'torch.empty', 'torch.empty_like', 'torch.empty_strided', 'torch.zeros', 'torch.zeros_like', 'torch.full',\n    'torch.float32', 'torch.float16', 'torch.bfloat16', 'torch.float8_e4m3fn', 'torch.float8_e5m2', 'torch.int8',\n    'torch.int16', 'torch.int32', 'torch.int64', 'torch.uint8', 'torch.bool', 'torch.Tensor', 'torch.dtype',\n    'torch.device', 'torch.Size', 'torch.finfo', 'torch.iinfo', 'torch.cuda.get_device_properties',\n    'torch.cuda.current_device', 'torch.cuda.is_available',\n}\nTRITON_CHAINS = {'triton.jit', 'triton.autotune', 'triton.Config', 'triton.cdiv', 'triton.next_power_of_2',\n                 'triton.heuristics', 'triton.set_allocator'}   # set_allocator enables TMA descriptors\nCUTE_IMPORTS = {\n    'cutlass', 'cutlass.cute', 'cutlass.cute.arch', 'cutlass.cute.math', 'cutlass.cute.runtime', 'cutlass.cute.nvgpu',\n    'cutlass.cute.nvgpu.cpasync', 'cutlass.cute.nvgpu.tcgen05', 'cutlass.cute.nvgpu.warp',\n    'cutlass.cute.nvgpu.warpgroup', 'cutlass.pipeline', 'cutlass.utils', 'cutlass.utils.blackwell_helpers',\n    'cutlass.utils.hopper_helpers', 'cutlass.cutlass_dsl', 'cutlass._mlir.dialects', 'cutlass._mlir.dialects.nvvm',\n    'cuda.bindings.driver',\n}\n# The only ways into internals: device-only inline PTX (nvvm), and the stream handle that wraps torch's current stream.\n# The llvm dialect is not admitted: @cute.jit host functions run as native host code, where llvm ops (inline\n# assembly, external calls, raw loads and stores) escape every check here.\nCUTE_ENTRY = ('cutlass.cutlass_dsl.T', 'cutlass.cutlass_dsl.dsl_user_op', 'cutlass._mlir.dialects.nvvm',\n              'cuda.bindings.driver.CUstream')\n# No part of a cutlass name may be one of these. cutlass modules re-export what they import, so the CUDA driver\n# (cutlass.cuda: load_cubin_module, launch_kernel, stream_create) is reachable as an attribute of kernel modules.\nCUTE_BLOCKED = {\n    'export', 'load_module', 'find_runtime_libraries', 'ffi', 'extern', 'base_extern', 'BitCode', 'LinkLibraries',\n    'compile_to', 'make_ptr', 'cuda', 'cuda_helpers', 'driver', 'runtime', 'base_dsl', 'cutlass_dsl', 'compiler',\n    'ir', 'spec', 'BaseDSL', 'CuTeDSL', 'CuteExperimentalDSL', 'FFI', 'ExecutionArgs', 'JitArgAdapterRegistry',\n    'register_jit_arg_adapter', 'operators', 'kernels', 'testing', 'experimental', 'jax', 'torch', 'tvm_ffi',\n    'ctypes', 'os', 'sys', 'subprocess', 'importlib', 'builtins', 'inspect', 'json', 'tempfile', 'pathlib', 'shutil',\n    'pickle', 'threading', 'weakref',\n}\nCUTE_TORCH_CHAINS = {'torch.cuda.current_stream'}      # its .cuda_stream goes into cuda.bindings.driver.CUstream\nFORBIDDEN_NAMES = {'eval', 'exec', 'compile', 'open', '__import__', 'globals', 'locals', 'vars', 'getattr', 'setattr',\n                   'delattr', 'breakpoint', 'input', 'id', 'memoryview', 'help', 'exit', 'quit', 'sys', 'os',\n                   'print', 'super', 'type', 'object'}\nFORBIDDEN_NODES = (ast.ClassDef, ast.Global, ast.Nonlocal, ast.AsyncFunctionDef, ast.Await, ast.Yield, ast.YieldFrom,\n                   ast.Try, ast.With, ast.AsyncWith)\n\n\ndef _chain(node):\n    parts = []\n    while isinstance(node, ast.Attribute):\n        parts.append(node.attr)\n        node = node.value\n    if isinstance(node, ast.Name):\n        parts.append(node.id)\n        return list(reversed(parts))\n    return None\n\n\ndef _ca","tool_result_meta":[{"id":"toolu_01LrEYcBgR7uzmTC5jxiUWQZ","permission_decision":{"decision":"accept","source":"config","reason_type":"mode"}}]}
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{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01RqrkfcUCULUrSCdsShixA3","type":"tool_result","content":"        s = s.masked_fill(~_visible(t0, t1, k0, t1, W, q.device), float('-inf'))\n        L = torch.logsumexp(s, -1, keepdim=True)\n        O = _mm('hgnm,mhd->nhgd', torch.exp(s - L), vc)\n        o[t0:t1] = O.reshape(n, Hq, D).to(torch.bfloat16)\n        lse[:, t0:t1] = L.reshape(Hq, n)\n\ndef make_case(shape, seed, device, dist='normal'):\n    \"\"\"q, k, v and dO from the input distribution, generated as [tokens, heads * 256] so row-wise distributions act\n    per token; o and lse from the fp32 forward over the same inputs.\"\"\"\n    import torch\n    from task_api import gen, randn\n    g = gen(device, seed)\n    Hq, Hkv, W = (shape['Hq'], shape['Hkv'], shape['window'])\n    lens = seq_lens(shape, g, device)\n    T = int(lens.sum().item())\n    cu = torch.zeros((lens.numel() + 1,), device=device, dtype=torch.int32)\n    cu[1:] = torch.cumsum(lens, 0).to(torch.int32)\n    bf = torch.bfloat16\n    q = randn((T, Hq * D), g, device, dist).view(T, Hq, D).to(bf)\n    k = randn((T, Hkv * D), g, device, dist).view(T, Hkv, D).to(bf)\n    v = randn((T, Hkv * D), g, device, dist).view(T, Hkv, D).to(bf)\n    do = randn((T, Hq * D), g, device, dist).view(T, Hq, D).to(bf)\n    o = torch.empty((T, Hq, D), device=device, dtype=bf)\n    lse = torch.empty((Hq, T), device=device, dtype=torch.float32)\n    max_len = int(lens.max().item())\n    _tf32(_forward, [q, k, v, o, do, lse, cu, max_len, W])\n    dq = torch.empty((T, Hq, D), device=device, dtype=bf)\n    dk = torch.empty((T, Hkv, D), device=device, dtype=bf)\n    dv = torch.empty((T, Hkv, D), device=device, dtype=bf)\n    return Case(args=[q, k, v, o, do, lse, cu, max_len, W, dq, dk, dv], outputs=(9, 10, 11), shape=shape, dist=dist)\n\ndef _reference(args):\n    import torch\n    q, k, v, o, do, lse, cu, max_len, W = args[:9]\n    T, Hq, _ = q.shape\n    Hkv = k.shape[1]\n    G = Hq // Hkv\n    dev, f32 = (q.device, torch.float32)\n    DQ, TQ = (torch.empty((T, Hq, D), device=dev, dtype=f32), torch.empty((T, Hq, D), device=dev, dtype=f32))\n    DK, TK = (torch.zeros((T, Hkv, D), device=dev, dtype=f32), torch.zeros((T, Hkv, D), device=dev, dtype=f32))\n    DV, TV = (torch.zeros_like(DK), torch.zeros_like(DK))\n    kf, vf = (k.float(), v.float())\n    nk, nv = (kf.pow(2).sum(-1).sqrt(), vf.pow(2).sum(-1).sqrt())\n    rows = _rows(Hq, max_len if W < 0 else min(max_len, W + 1))\n    for t0, t1, k0 in _chunks(cu, W, rows):\n        n = t1 - t0\n        qc = q[t0:t1].float().view(n, Hkv, G, D)\n        kc, vc = (kf[k0:t1], vf[k0:t1])\n        dO = do[t0:t1].float().view(n, Hkv, G, D)\n        L = lse[:, t0:t1].view(Hkv, G, n, 1)\n        vis = _visible(t0, t1, k0, t1, W, dev)\n        s = torch.einsum('nhgd,mhd->hgnm', qc, kc)\n        P = torch.exp(s * SCALE - L).masked_fill_(~vis, 0.0)\n        dP = torch.einsum('nhgd,mhd->hgnm', dO, vc)\n        Od = o[t0:t1].double().view(n, Hkv, G, D)\n        delta = (Od * dO.double()).sum(-1).permute(1, 2, 0).unsqueeze(-1)\n        dmd = dP.sub_(delta.float())\n        dS = P * dmd\n        DQ[t0:t1] = (SCALE * _mm('hgnm,mhd->nhgd', dS, kc)).reshape(n, Hq, D)\n        DK[k0:t1] += SCALE * _mm('hgnm,nhgd->mhd', dS, qc)\n        DV[k0:t1] += _mm('hgnm,nhgd->mhd', P, dO)\n        nq = qc.pow(2).sum(-1).sqrt().permute(1, 2, 0).unsqueeze(-1)\n        ndo = dO.pow(2).sum(-1).sqrt().permute(1, 2, 0).unsqueeze(-1)\n        d1 = (Od.abs() * dO.double().abs()).sum(-1).permute(1, 2, 0).unsqueeze(-1).float()\n        kmax = nk[k0:t1].max(0).values.view(Hkv, 1, 1, 1)\n        vmax = nv[k0:t1].max(0).values.view(Hkv, 1, 1, 1)\n        e = (2 * GAMMA + 2.0 ** (-20)) * SCALE * nq * kmax + 2.0 ** (-20) * L.abs() + 2.0 ** (-21)\n        eta = torch.expm1(e)\n        a = 2.0 ** (-7) + eta\n        b = (1 + eta) * (2 * GAMMA) * (ndo * vmax + d1)\n        A = dS.abs_().mul_(a).add_(b * P)\n        TQ[t0:t1] = (SCALE * torch.einsum('hgnm,mhd->nhgd', A, kc.abs())).reshape(n, Hq, D)\n        TK[k0:t1] += SCALE * torch.einsum('hgnm,nhgd->mhd', A, qc.abs())\n        TV[k0:t1] += torch.einsum('hgnm,nhgd->mhd', P.mul_(a), dO.abs())\n    exact = {'dq': DQ, 'dk': DK, 'dv': DV}\n    tol = {'dq': TQ, 'dk': TK, 'dv': TV}\n    res = {}\n    for i, nm in OUTS:\n        x = exact[nm]\n        res[i] = x.to(torch.bfloat16)\n        res[nm] = x\n        res['tol_' + nm] = tol[nm] * (1 + 2.0 ** (-8)) + 2.0 ** (-7) * x.abs() + 2.0 ** (-100)\n    return res\n\ndef reference(args):\n    \"\"\"The contract in fp32 from the bf16 inputs (every product exact or split to fp32 accuracy, delta in float64), in\n    chunks of query tokens per sequence: P from the given lse, dS = P (dP - delta) with delta = sum(dO * o), dq per\n    token, dk and dv summed over every query (and query head of the KV head's group) that sees the key. Returns the\n    outputs in bf16 (int keys) and, for the check, the exact values in fp32 plus per-element tolerances 'tol_<name>'.\"\"\"\n    return _tf32(_reference, args)\n\ndef check(got, exp):\n    \"\"\"Per element, every output must lie within its tolerance of the exact value: |got - exact| <= tol. The tolerance\n    follows the error a correct kernel can make, term by term, summed over the (query, key) pairs that feed the element:\n    - logits: e = (2 GAMMA + 2^-20) |q| max|k| / 16 + 2^-20 |lse| + 2^-21, with GAMMA = 2^-17 for an fp32 dot product\n      of exact bf16 products (blocked or tensor-core sums reach about 2^-21), the score, lse and scale roundings and an\n      approximate exp2 (max|k| over the keys of the reference's query chunk); P may be off by expm1(e) of itself;\n    - dP - delta: eps = 2 GAMMA (|dO| max|v| + sum |dO o|), an fp32 dot product and an fp32 delta;\n    - per pair, A = |dS| (2^-7 + expm1(e)) + P (1 + expm1(e)) eps: dS rounded once to bf16 (2^-8, the rest headroom\n      for fp32 sums over up to 16K keys) and the P error;\n    - dq: sum over keys of A |k| / 16; dk: the sum over (query, query head of the group) of A |q| / 16; dv: the same sum\n      of P (2^-7 + expm1(e)) |dO| (P rounded once to bf16 for the dV product); each output also gets 2^-7 of its value\n      for the final bf16 rounding.\n    Non-finite values fail. The bounds take delta from the given o (bf16): that is the contract (delta = sum(dO * o)),\n    as every FlashAttention backward computes it. The FlashAttention-4 numerics (P recomputed in fp32 with exp2, bf16 P\n    for dV, dS formed in fp32 and rounded once to bf16, fp32 dq/dk/dv sums, bf16 outputs), modeled on CPU in\n    tests/test_hd256_attn_bwd.py, use under half of any tolerance on every loop and holdout distribution. A window off\n    by one key, a key of the wrong KV head, keys of another packed sequence, delta left out of dS, dP rounded to bf16\n    before subtracting delta or a missing softmax scale on dk fails.\"\"\"\n    import torch\n    stats = {}\n    ok = True\n    for i, nm in OUTS:\n        g, e, tol = (got[i], exp[nm], exp['tol_' + nm])\n        if tuple(g.shape) != tuple(e.shape):\n            return (False, {'error': f'{nm}: shape {tuple(g.shape)} != {tuple(e.shape)}'})\n        if g.dtype != exp[i].dtype:\n            return (False, {'error': f'{nm}: dtype {g.dtype} is not {exp[i].dtype}'})\n        gf = g.float()\n        finite = torch.isfinite(gf)\n        diff = torch.where(finite, (gf - e).abs(), torch.full_like(gf, float('inf')))\n        bad = int((diff > tol).sum().item())\n        fin = torch.where(finite, diff, torch.zeros_like(diff))\n        over = fin / (tol + 1e-30)\n        stats[nm] = {'bad': bad, 'nonfinite': int((~finite).sum().item()), 'max_abs': float(fin.max().item()) if g.numel() else 0.0, 'max_over_tol': float(over.max().item()) if g.numel() else 0.0}\n        ok = ok and bad == 0\n    return (ok, stats)\n\ndef _bytes(s):\n    \"\"\"Lower bound: q, o, dO and dq (query heads), k, v, dk and dv (KV heads) moved once in bf16, lse read once.\"\"\"\n    T = s['n'] * s['L'] + s.get('long', 0)\n    return T * D * 2 * 4 * (s['Hq'] + s['Hkv']) + T * s['Hq'] * 4\n\ndef vllm():\n    \"\"\"The bar: FlashAttention-4's hd256 backward, on each shape the fastest public route (expert_pr/fa4_v2966/b300.py\n    ROUTE): the dedicated pair or the general kernel at upstream 965c921 (the #2966 merge, expert_pr/fa4_v2966), or the\n    general kernel with GQA head packing at open PR #2967's head (expert_pr/fa4_v2967); called dense for batches of\n    equal-length sequences and varlen otherwise, writing dq, dk and dv into the output buffers.\"\"\"\n    from kernel_lab.expert_pr.fa4_v2966 import b300, utils as utils_2966\n    from kernel_lab.expert_pr.fa4_v2967 import utils as utils_2967\n    from kernel_lab.expert_pr.fa4_v2966.interface import _flash_attn_bwd as bwd_2966\n    from kernel_lab.expert_pr.fa4_v2967.interface import _flash_attn_bwd as bwd_2967\n\n    def run(q, k, v, o, do, lse, cu, max_len, W, dq, dk, dv):\n        T, Hq, _ = q.shape\n        n = cu.shape[0] - 1\n        kernel, mode = b300.route(T, Hq, k.shape[1], n, max_len, W)\n        if kernel == 'packed':\n            bwd = bwd_2967\n            utils_2967.HD256_GENERIC_BWD = utils_2967.BWD_PACK_GQA = True\n        else:\n            bwd = bwd_2966\n            utils_2966.HD256_GENERIC_BWD = kernel == 'generic'\n        win = {} if W < 0 else {'window_size_left': W, 'window_size_right': 0}\n        if mode == 'dense':\n            S = T // n\n            x4 = [t.view(n, S, t.shape[1], D) for t in (q, k, v, o, do, dq, dk, dv)]\n            bwd(*x4[:5], lse.view(Hq, n, S).transpose(0, 1), softmax_scale=SCALE, causal=True, dq=x4[5], dk=x4[6], dv=x4[7], **win)\n        else:\n            bwd(q, k, v, o, do, lse, softmax_scale=SCALE, causal=True, cu_seqlens_q=cu, cu_seqlens_k=cu, max_seqlen_q=max_len, max_seqlen_k=max_len, dq=dq, dk=dk, dv=dv, **win)\n    return run\nTASK = Task(name='xpr_hd256_attn_bwd', title='Causal attention backward (dq, dk, dv), head dim 256, GQA, sliding windows and packed documents, 8K-16K tokens (bar: FlashAttention-4 after PR #2966, with open PR #2967, October 2026)', models='Training of head-dim-256 models on Blackwell, per GPU: Gemma-3-style global layers and sliding-window-1024 local layers (16 query / 8 KV heads, or 8 / 4), Qwen3-Next-style full-attention layers (16 query heads, 2 KV heads) and packed batches of documents of mixed lengths, 8K-16K tokens per step.', semantics=\"q is [T, Hq, 256] bf16, k and v are [T, Hkv, 256] bf16 (Hq a multiple of Hkv; query head h uses KV head h // (Hq / Hkv)): the tokens of all sequences packed back to back. o is [T, Hq, 256] bf16, the forward output rounded to bf16; do is [T, Hq, 256] bf16, the gradient of the output; lse is [Hq, T] float32, the forward log-sum-exp (natural log, scale included). cu_seqlens is [n + 1] int32 with cu_seqlens[0] = 0 and sequence s occupying tokens cu_seqlens[s] .. cu_seqlens[s + 1] - 1; max_seqlen is the longest sequence (a python int); window is a python int, -1 or W >= 0. All tensors contiguous. Query i of a sequence sees key j of the same sequence when j <= i and, if window >= 0, i - j <= window. For each query i, head h and visible key j: score = q[i,h] . k[j,h'] / 16, P = exp(score - lse[h,i]), dP = do[i,h] . v[j,h'], delta = sum over the 256 columns of do[i,h] * o[i,h], dS = P (dP - delta). Write dq[i,h] = sum_j dS k[j,h'] / 16, dk[j,h'] = sum over every (i, h) that sees j with h // (Hq / Hkv) = h' of dS q[i,h] / 16, and dv[j,h'] = the same sum of P do[i,h], fp32 (or better) math rounded to bf16, into dq [T, Hq, 256], dk and dv [T, Hkv, 256] (contiguous). dq, dk and dv arrive filled with NaN like every output. P and dS may each be rounded once to bf16 as tensor-core operands; scores, P, dP, delta and dS are otherwise fp32 or better from the given values (no extra rounding of the scores or dP); summation order is free.\", signature='def kernel_fn(q, k, v, o, do, lse, cu_seqlens, max_seqlen, window, dq, dk, dv) -> None  # writes dq, dk, dv', shapes=[{'model': 'Gemma-3-12B-style global layer (16 query / 8 KV heads), one 8K sequence', 'n': 1, 'L': 8192, 'Hq': 16, 'Hkv': 8, 'window': -1}, {'model': 'Gemma-3-12B-style local layer, sliding window 1024, one 8K sequence', 'n': 1, 'L': 8192, 'Hq': 16, 'Hkv': 8, 'window': 1023}, {'model': 'Qwen3-Next-style full-attention layer (16 query / 2 KV heads), 2 x 4K sequences', 'n': 2, 'L': 4096, 'Hq': 16, 'Hkv': 2, 'window': -1}, {'model': 'packed documents (16 / 8 heads): 8 documents of 1K-3K tokens, 16K tokens', 'n': 8, 'L': 2048, 'Hq': 16, 'Hkv': 8, 'window': -1, 'ragged': True}, {'model': 'Gemma-3-4B-style global layer (8 query / 4 KV heads), 4 x 2K sequences', 'n': 4, 'L': 2048, 'Hq': 8, 'Hkv': 4, 'window': -1}, {'model': 'Gemma-3-4B-style local layer (8 / 4 heads), sliding window 1024, packed documents of 2K-6K tokens, 16K tokens', 'n': 4, 'L': 4096, 'Hq': 8, 'Hkv': 4, 'window': 1023, 'ragged': True}], edge_shapes=[], dists=[], make_case=make_case, reference=reference, check=check, vllm=vllm, bytes_moved=_bytes, notes=\"Per visible (query, key) pair and query head, 5 x 256 multiply-adds: recompute the score (q . k), dP (dO . v), and the three products dV += P dO, dQ += dS k and dK += dS q, about 1.4 TFLOP for a causal 8K sequence with 16 query heads. Compute bound; skip key blocks the causal mask or the window hides entirely, and the tiles of other packed sequences. Head dim 256 doubles the register, shared-memory and tensor-memory footprint of each tile compared with 128: one 128 x 256 bf16 tile is 64 KiB, and fp32 dK and dV for 128 keys fill a whole SM's 512 tensor-memory columns. With GQA every key gets dK and dV contributions from all Hq / Hkv query heads of its group; summing them inside one program avoids fp32 atomics over heads. The expert runs, per shape, two kernels (dQ, then dK and dV, each recomputing S and dP) or one kernel with a 64-row KV tile and fp32 dQ partial sums, with or without the group's query heads packed into one tile; none is best on every shape. delta = rowsum(dO * o) needs only o and dO. Expert times on B300 (us, cold L2): 1x8K 1518, window 1024 510, 2x4K with 2 KV heads 980, 8 packed documents 1124-1206 (by lengths), 4x2K 302, packed 16K window 1024 520 (the pair before the series, which has no window: 1774, -, 1118, 1336, 356, -). The bar is 1.0x the expert speed (geometric mean over the timed and hidden shapes, each hidden shape at least 0.8x).\", weight=0.5, gpus=('B300',))","is_error":false}]},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"c7d6bbff-a5e6-4b38-8ef0-f2ef8a44aeb5","timestamp":"2026-10-18T11:13:00.200Z","tool_use_result":{"stdout":"        s = s.masked_fill(~_visible(t0, t1, k0, t1, W, q.device), float('-inf'))\n        L = torch.logsumexp(s, -1, keepdim=True)\n        O = _mm('hgnm,mhd->nhgd', torch.exp(s - L), vc)\n        o[t0:t1] = O.reshape(n, Hq, D).to(torch.bfloat16)\n        lse[:, t0:t1] = L.reshape(Hq, n)\n\ndef make_case(shape, seed, device, dist='normal'):\n    \"\"\"q, k, v and dO from the input distribution, generated as [tokens, heads * 256] so row-wise distributions act\n    per token; o and lse from the fp32 forward over the same inputs.\"\"\"\n    import torch\n    from task_api import gen, randn\n    g = gen(device, seed)\n    Hq, Hkv, W = (shape['Hq'], shape['Hkv'], shape['window'])\n    lens = seq_lens(shape, g, device)\n    T = int(lens.sum().item())\n    cu = torch.zeros((lens.numel() + 1,), device=device, dtype=torch.int32)\n    cu[1:] = torch.cumsum(lens, 0).to(torch.int32)\n    bf = torch.bfloat16\n    q = randn((T, Hq * D), g, device, dist).view(T, Hq, D).to(bf)\n    k = randn((T, Hkv * D), g, device, dist).view(T, Hkv, D).to(bf)\n    v = randn((T, Hkv * D), g, device, dist).view(T, Hkv, D).to(bf)\n    do = randn((T, Hq * D), g, device, dist).view(T, Hq, D).to(bf)\n    o = torch.empty((T, Hq, D), device=device, dtype=bf)\n    lse = torch.empty((Hq, T), device=device, dtype=torch.float32)\n    max_len = int(lens.max().item())\n    _tf32(_forward, [q, k, v, o, do, lse, cu, max_len, W])\n    dq = torch.empty((T, Hq, D), device=device, dtype=bf)\n    dk = torch.empty((T, Hkv, D), device=device, dtype=bf)\n    dv = torch.empty((T, Hkv, D), device=device, dtype=bf)\n    return Case(args=[q, k, v, o, do, lse, cu, max_len, W, dq, dk, dv], outputs=(9, 10, 11), shape=shape, dist=dist)\n\ndef _reference(args):\n    import torch\n    q, k, v, o, do, lse, cu, max_len, W = args[:9]\n    T, Hq, _ = q.shape\n    Hkv = k.shape[1]\n    G = Hq // Hkv\n    dev, f32 = (q.device, torch.float32)\n    DQ, TQ = (torch.empty((T, Hq, D), device=dev, dtype=f32), torch.empty((T, Hq, D), device=dev, dtype=f32))\n    DK, TK = (torch.zeros((T, Hkv, D), device=dev, dtype=f32), torch.zeros((T, Hkv, D), device=dev, dtype=f32))\n    DV, TV = (torch.zeros_like(DK), torch.zeros_like(DK))\n    kf, vf = (k.float(), v.float())\n    nk, nv = (kf.pow(2).sum(-1).sqrt(), vf.pow(2).sum(-1).sqrt())\n    rows = _rows(Hq, max_len if W < 0 else min(max_len, W + 1))\n    for t0, t1, k0 in _chunks(cu, W, rows):\n        n = t1 - t0\n        qc = q[t0:t1].float().view(n, Hkv, G, D)\n        kc, vc = (kf[k0:t1], vf[k0:t1])\n        dO = do[t0:t1].float().view(n, Hkv, G, D)\n        L = lse[:, t0:t1].view(Hkv, G, n, 1)\n        vis = _visible(t0, t1, k0, t1, W, dev)\n        s = torch.einsum('nhgd,mhd->hgnm', qc, kc)\n        P = torch.exp(s * SCALE - L).masked_fill_(~vis, 0.0)\n        dP = torch.einsum('nhgd,mhd->hgnm', dO, vc)\n        Od = o[t0:t1].double().view(n, Hkv, G, D)\n        delta = (Od * dO.double()).sum(-1).permute(1, 2, 0).unsqueeze(-1)\n        dmd = dP.sub_(delta.float())\n        dS = P * dmd\n        DQ[t0:t1] = (SCALE * _mm('hgnm,mhd->nhgd', dS, kc)).reshape(n, Hq, D)\n        DK[k0:t1] += SCALE * _mm('hgnm,nhgd->mhd', dS, qc)\n        DV[k0:t1] += _mm('hgnm,nhgd->mhd', P, dO)\n        nq = qc.pow(2).sum(-1).sqrt().permute(1, 2, 0).unsqueeze(-1)\n        ndo = dO.pow(2).sum(-1).sqrt().permute(1, 2, 0).unsqueeze(-1)\n        d1 = (Od.abs() * dO.double().abs()).sum(-1).permute(1, 2, 0).unsqueeze(-1).float()\n        kmax = nk[k0:t1].max(0).values.view(Hkv, 1, 1, 1)\n        vmax = nv[k0:t1].max(0).values.view(Hkv, 1, 1, 1)\n        e = (2 * GAMMA + 2.0 ** (-20)) * SCALE * nq * kmax + 2.0 ** (-20) * L.abs() + 2.0 ** (-21)\n        eta = torch.expm1(e)\n        a = 2.0 ** (-7) + eta\n        b = (1 + eta) * (2 * GAMMA) * (ndo * vmax + d1)\n        A = dS.abs_().mul_(a).add_(b * P)\n        TQ[t0:t1] = (SCALE * torch.einsum('hgnm,mhd->nhgd', A, kc.abs())).reshape(n, Hq, D)\n        TK[k0:t1] += SCALE * torch.einsum('hgnm,nhgd->mhd', A, qc.abs())\n        TV[k0:t1] += torch.einsum('hgnm,nhgd->mhd', P.mul_(a), dO.abs())\n    exact = {'dq': DQ, 'dk': DK, 'dv': DV}\n    tol = {'dq': TQ, 'dk': TK, 'dv': TV}\n    res = {}\n    for i, nm in OUTS:\n        x = exact[nm]\n        res[i] = x.to(torch.bfloat16)\n        res[nm] = x\n        res['tol_' + nm] = tol[nm] * (1 + 2.0 ** (-8)) + 2.0 ** (-7) * x.abs() + 2.0 ** (-100)\n    return res\n\ndef reference(args):\n    \"\"\"The contract in fp32 from the bf16 inputs (every product exact or split to fp32 accuracy, delta in float64), in\n    chunks of query tokens per sequence: P from the given lse, dS = P (dP - delta) with delta = sum(dO * o), dq per\n    token, dk and dv summed over every query (and query head of the KV head's group) that sees the key. Returns the\n    outputs in bf16 (int keys) and, for the check, the exact values in fp32 plus per-element tolerances 'tol_<name>'.\"\"\"\n    return _tf32(_reference, args)\n\ndef check(got, exp):\n    \"\"\"Per element, every output must lie within its tolerance of the exact value: |got - exact| <= tol. The tolerance\n    follows the error a correct kernel can make, term by term, summed over the (query, key) pairs that feed the element:\n    - logits: e = (2 GAMMA + 2^-20) |q| max|k| / 16 + 2^-20 |lse| + 2^-21, with GAMMA = 2^-17 for an fp32 dot product\n      of exact bf16 products (blocked or tensor-core sums reach about 2^-21), the score, lse and scale roundings and an\n      approximate exp2 (max|k| over the keys of the reference's query chunk); P may be off by expm1(e) of itself;\n    - dP - delta: eps = 2 GAMMA (|dO| max|v| + sum |dO o|), an fp32 dot product and an fp32 delta;\n    - per pair, A = |dS| (2^-7 + expm1(e)) + P (1 + expm1(e)) eps: dS rounded once to bf16 (2^-8, the rest headroom\n      for fp32 sums over up to 16K keys) and the P error;\n    - dq: sum over keys of A |k| / 16; dk: the sum over (query, query head of the group) of A |q| / 16; dv: the same sum\n      of P (2^-7 + expm1(e)) |dO| (P rounded once to bf16 for the dV product); each output also gets 2^-7 of its value\n      for the final bf16 rounding.\n    Non-finite values fail. The bounds take delta from the given o (bf16): that is the contract (delta = sum(dO * o)),\n    as every FlashAttention backward computes it. The FlashAttention-4 numerics (P recomputed in fp32 with exp2, bf16 P\n    for dV, dS formed in fp32 and rounded once to bf16, fp32 dq/dk/dv sums, bf16 outputs), modeled on CPU in\n    tests/test_hd256_attn_bwd.py, use under half of any tolerance on every loop and holdout distribution. A window off\n    by one key, a key of the wrong KV head, keys of another packed sequence, delta left out of dS, dP rounded to bf16\n    before subtracting delta or a missing softmax scale on dk fails.\"\"\"\n    import torch\n    stats = {}\n    ok = True\n    for i, nm in OUTS:\n        g, e, tol = (got[i], exp[nm], exp['tol_' + nm])\n        if tuple(g.shape) != tuple(e.shape):\n            return (False, {'error': f'{nm}: shape {tuple(g.shape)} != {tuple(e.shape)}'})\n        if g.dtype != exp[i].dtype:\n            return (False, {'error': f'{nm}: dtype {g.dtype} is not {exp[i].dtype}'})\n        gf = g.float()\n        finite = torch.isfinite(gf)\n        diff = torch.where(finite, (gf - e).abs(), torch.full_like(gf, float('inf')))\n        bad = int((diff > tol).sum().item())\n        fin = torch.where(finite, diff, torch.zeros_like(diff))\n        over = fin / (tol + 1e-30)\n        stats[nm] = {'bad': bad, 'nonfinite': int((~finite).sum().item()), 'max_abs': float(fin.max().item()) if g.numel() else 0.0, 'max_over_tol': float(over.max().item()) if g.numel() else 0.0}\n        ok = ok and bad == 0\n    return (ok, stats)\n\ndef _bytes(s):\n    \"\"\"Lower bound: q, o, dO and dq (query heads), k, v, dk and dv (KV heads) moved once in bf16, lse read once.\"\"\"\n    T = s['n'] * s['L'] + s.get('long', 0)\n    return T * D * 2 * 4 * (s['Hq'] + s['Hkv']) + T * s['Hq'] * 4\n\ndef vllm():\n    \"\"\"The bar: FlashAttention-4's hd256 backward, on each shape the fastest public route (expert_pr/fa4_v2966/b300.py\n    ROUTE): the dedicated pair or the general kernel at upstream 965c921 (the #2966 merge, expert_pr/fa4_v2966), or the\n    general kernel with GQA head packing at open PR #2967's head (expert_pr/fa4_v2967); called dense for batches of\n    equal-length sequences and varlen otherwise, writing dq, dk and dv into the output buffers.\"\"\"\n    from kernel_lab.expert_pr.fa4_v2966 import b300, utils as utils_2966\n    from kernel_lab.expert_pr.fa4_v2967 import utils as utils_2967\n    from kernel_lab.expert_pr.fa4_v2966.interface import _flash_attn_bwd as bwd_2966\n    from kernel_lab.expert_pr.fa4_v2967.interface import _flash_attn_bwd as bwd_2967\n\n    def run(q, k, v, o, do, lse, cu, max_len, W, dq, dk, dv):\n        T, Hq, _ = q.shape\n        n = cu.shape[0] - 1\n        kernel, mode = b300.route(T, Hq, k.shape[1], n, max_len, W)\n        if kernel == 'packed':\n            bwd = bwd_2967\n            utils_2967.HD256_GENERIC_BWD = utils_2967.BWD_PACK_GQA = True\n        else:\n            bwd = bwd_2966\n            utils_2966.HD256_GENERIC_BWD = kernel == 'generic'\n        win = {} if W < 0 else {'window_size_left': W, 'window_size_right': 0}\n        if mode == 'dense':\n            S = T // n\n            x4 = [t.view(n, S, t.shape[1], D) for t in (q, k, v, o, do, dq, dk, dv)]\n            bwd(*x4[:5], lse.view(Hq, n, S).transpose(0, 1), softmax_scale=SCALE, causal=True, dq=x4[5], dk=x4[6], dv=x4[7], **win)\n        else:\n            bwd(q, k, v, o, do, lse, softmax_scale=SCALE, causal=True, cu_seqlens_q=cu, cu_seqlens_k=cu, max_seqlen_q=max_len, max_seqlen_k=max_len, dq=dq, dk=dk, dv=dv, **win)\n    return run\nTASK = Task(name='xpr_hd256_attn_bwd', title='Causal attention backward (dq, dk, dv), head dim 256, GQA, sliding windows and packed documents, 8K-16K tokens (bar: FlashAttention-4 after PR #2966, with open PR #2967, October 2026)', models='Training of head-dim-256 models on Blackwell, per GPU: Gemma-3-style global layers and sliding-window-1024 local layers (16 query / 8 KV heads, or 8 / 4), Qwen3-Next-style full-attention layers (16 query heads, 2 KV heads) and packed batches of documents of mixed lengths, 8K-16K tokens per step.', semantics=\"q is [T, Hq, 256] bf16, k and v are [T, Hkv, 256] bf16 (Hq a multiple of Hkv; query head h uses KV head h // (Hq / Hkv)): the tokens of all sequences packed back to back. o is [T, Hq, 256] bf16, the forward output rounded to bf16; do is [T, Hq, 256] bf16, the gradient of the output; lse is [Hq, T] float32, the forward log-sum-exp (natural log, scale included). cu_seqlens is [n + 1] int32 with cu_seqlens[0] = 0 and sequence s occupying tokens cu_seqlens[s] .. cu_seqlens[s + 1] - 1; max_seqlen is the longest sequence (a python int); window is a python int, -1 or W >= 0. All tensors contiguous. Query i of a sequence sees key j of the same sequence when j <= i and, if window >= 0, i - j <= window. For each query i, head h and visible key j: score = q[i,h] . k[j,h'] / 16, P = exp(score - lse[h,i]), dP = do[i,h] . v[j,h'], delta = sum over the 256 columns of do[i,h] * o[i,h], dS = P (dP - delta). Write dq[i,h] = sum_j dS k[j,h'] / 16, dk[j,h'] = sum over every (i, h) that sees j with h // (Hq / Hkv) = h' of dS q[i,h] / 16, and dv[j,h'] = the same sum of P do[i,h], fp32 (or better) math rounded to bf16, into dq [T, Hq, 256], dk and dv [T, Hkv, 256] (contiguous). dq, dk and dv arrive filled with NaN like every output. P and dS may each be rounded once to bf16 as tensor-core operands; scores, P, dP, delta and dS are otherwise fp32 or better from the given values (no extra rounding of the scores or dP); summation order is free.\", signature='def kernel_fn(q, k, v, o, do, lse, cu_seqlens, max_seqlen, window, dq, dk, dv) -> None  # writes dq, dk, dv', shapes=[{'model': 'Gemma-3-12B-style global layer (16 query / 8 KV heads), one 8K sequence', 'n': 1, 'L': 8192, 'Hq': 16, 'Hkv': 8, 'window': -1}, {'model': 'Gemma-3-12B-style local layer, sliding window 1024, one 8K sequence', 'n': 1, 'L': 8192, 'Hq': 16, 'Hkv': 8, 'window': 1023}, {'model': 'Qwen3-Next-style full-attention layer (16 query / 2 KV heads), 2 x 4K sequences', 'n': 2, 'L': 4096, 'Hq': 16, 'Hkv': 2, 'window': -1}, {'model': 'packed documents (16 / 8 heads): 8 documents of 1K-3K tokens, 16K tokens', 'n': 8, 'L': 2048, 'Hq': 16, 'Hkv': 8, 'window': -1, 'ragged': True}, {'model': 'Gemma-3-4B-style global layer (8 query / 4 KV heads), 4 x 2K sequences', 'n': 4, 'L': 2048, 'Hq': 8, 'Hkv': 4, 'window': -1}, {'model': 'Gemma-3-4B-style local layer (8 / 4 heads), sliding window 1024, packed documents of 2K-6K tokens, 16K tokens', 'n': 4, 'L': 4096, 'Hq': 8, 'Hkv': 4, 'window': 1023, 'ragged': True}], edge_shapes=[], dists=[], make_case=make_case, reference=reference, check=check, vllm=vllm, bytes_moved=_bytes, notes=\"Per visible (query, key) pair and query head, 5 x 256 multiply-adds: recompute the score (q . k), dP (dO . v), and the three products dV += P dO, dQ += dS k and dK += dS q, about 1.4 TFLOP for a causal 8K sequence with 16 query heads. Compute bound; skip key blocks the causal mask or the window hides entirely, and the tiles of other packed sequences. Head dim 256 doubles the register, shared-memory and tensor-memory footprint of each tile compared with 128: one 128 x 256 bf16 tile is 64 KiB, and fp32 dK and dV for 128 keys fill a whole SM's 512 tensor-memory columns. With GQA every key gets dK and dV contributions from all Hq / Hkv query heads of its group; summing them inside one program avoids fp32 atomics over heads. The expert runs, per shape, two kernels (dQ, then dK and dV, each recomputing S and dP) or one kernel with a 64-row KV tile and fp32 dQ partial sums, with or without the group's query heads packed into one tile; none is best on every shape. delta = rowsum(dO * o) needs only o and dO. Expert times on B300 (us, cold L2): 1x8K 1518, window 1024 510, 2x4K with 2 KV heads 980, 8 packed documents 1124-1206 (by lengths), 4x2K 302, packed 16K window 1024 520 (the pair before the series, which has no window: 1774, -, 1118, 1336, 356, -). The bar is 1.0x the expert speed (geometric mean over the timed and hidden shapes, each hidden shape at least 0.8x).\", weight=0.5, gpus=('B300',))","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"tool_result_meta":[{"id":"toolu_01RqrkfcUCULUrSCdsShixA3","permission_decision":{"decision":"accept","source":"config","reason_type":"mode"}}]}
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{"type":"assistant","message":{"model":"claude-opus-5-5","id":"msg_011Cg9bxJpgWhHdx16NDuxK7","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"Let me look at the starting kernel and check.py to understand the initial setup.\n\n","signature":"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"}],"container":null,"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":7137,"cache_read_input_tokens":23959,"cache_creation":{"ephemeral_5m_input_tokens":7137,"ephemeral_1h_input_tokens":0},"output_tokens":9,"service_tier":"standard","inference_geo":"global","speed":"standard"},"input_transformations":[],"diagnostics":null,"context_management":null},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"cd58d2fd-45f0-41c4-a1d9-c6f08dad4cdd","timestamp":"2026-10-18T11:13:02.557Z","request_id":"req_011Cg9bxJTMDAYUfxj2tjXjX","thinking_duration_ms":921,"thinking_display":"summarized"}
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{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01Sm3RwUXiFCde2jmkCAyYKJ","type":"tool_result","content":"# Starting kernel: correct and deliberately simple. A preprocess writes delta = rowsum(dO * o) and each token's\n# sequence bounds; one program per (16 query tokens, query head) walks every key its rows can see in 16-key steps and\n# accumulates dq; one program per (16 keys, KV head) walks every query head of its group and every query row that can\n# see its keys and accumulates dk and dv. P is recomputed from lse with tl.dot; tiny tiles, no pipelining, S and dP\n# computed twice: much slower than the expert kernels.\nimport torch\nimport triton\nimport triton.language as tl\n\n\n@triton.jit\ndef _prep(O, DO, DELTA, CU, START, END, T, H, D: tl.constexpr, BT: tl.constexpr):\n    s = tl.program_id(0)\n    h = tl.program_id(1)\n    st = tl.load(CU + s)\n    en = tl.load(CU + s + 1)\n    rd = tl.arange(0, D)\n    for t0 in range(st, en, BT):\n        rt = t0 + tl.arange(0, BT)\n        m = rt < en\n        row = (rt.to(tl.int64) * H + h) * D\n        o = tl.load(O + row[:, None] + rd[None, :], mask=m[:, None], other=0.0).to(tl.float32)\n        do = tl.load(DO + row[:, None] + rd[None, :], mask=m[:, None], other=0.0).to(tl.float32)\n        tl.store(DELTA + h.to(tl.int64) * T + rt, tl.sum(o * do, 1), mask=m)\n        if h == 0:\n            tl.store(START + rt, tl.zeros((BT,), tl.int32) + st, mask=m)\n            tl.store(END + rt, tl.zeros((BT,), tl.int32) + en, mask=m)\n\n\n@triton.jit\ndef _dq(Q, K, V, DO, LSE, DELTA, START, DQ, sm_scale, T, H, HKV, W, D: tl.constexpr, BM: tl.constexpr,\n        BN: tl.constexpr):\n    i0 = tl.program_id(0) * BM\n    h = tl.program_id(1)\n    hk = h // (H // HKV)\n    ri = i0 + tl.arange(0, BM)\n    mi = ri < T\n    rd = tl.arange(0, D)\n    rn = tl.arange(0, BN)\n    qrow = (ri.to(tl.int64) * H + h) * D\n    q = tl.load(Q + qrow[:, None] + rd[None, :], mask=mi[:, None], other=0.0)\n    do = tl.load(DO + qrow[:, None] + rd[None, :], mask=mi[:, None], other=0.0)\n    lse = tl.load(LSE + h.to(tl.int64) * T + ri, mask=mi, other=0.0)\n    delta = tl.load(DELTA + h.to(tl.int64) * T + ri, mask=mi, other=0.0)\n    st = tl.load(START + ri, mask=mi, other=T)\n    lo = st\n    if W >= 0:\n        lo = tl.maximum(st, ri - W)\n    j_lo = tl.min(tl.where(mi, lo, T), 0)\n    j_hi = tl.minimum(i0 + BM, T)\n    dq = tl.zeros((BM, D), tl.float32)\n    for j0 in range(j_lo, j_hi, BN):\n        rj = j0 + rn\n        mj = rj < j_hi\n        krow = (rj.to(tl.int64) * HKV + hk) * D\n        k = tl.load(K + krow[:, None] + rd[None, :], mask=mj[:, None], other=0.0)\n        v = tl.load(V + krow[:, None] + rd[None, :], mask=mj[:, None], other=0.0)\n        vis = (rj[None, :] >= lo[:, None]) & (rj[None, :] <= ri[:, None]) & mi[:, None] & mj[None, :]\n        s = tl.dot(q, tl.trans(k))\n        p = tl.where(vis, tl.exp(s * sm_scale - lse[:, None]), 0.0)\n        dp = tl.dot(do, tl.trans(v))\n        ds = (p * (dp - delta[:, None])).to(tl.bfloat16)\n        dq = tl.dot(ds, k, dq)\n    tl.store(DQ + qrow[:, None] + rd[None, :], (dq * sm_scale).to(tl.bfloat16), mask=mi[:, None])\n\n\n@triton.jit\ndef _dkdv(Q, K, V, DO, LSE, DELTA, END, DK, DV, sm_scale, T, H, HKV, W, D: tl.constexpr, BM: tl.constexpr,\n          BN: tl.constexpr):\n    j0 = tl.program_id(0) * BN\n    hk = tl.program_id(1)\n    G = H // HKV\n    rj = j0 + tl.arange(0, BN)\n    mj = rj < T\n    rd = tl.arange(0, D)\n    rm = tl.arange(0, BM)\n    krow = (rj.to(tl.int64) * HKV + hk) * D\n    k = tl.load(K + krow[:, None] + rd[None, :], mask=mj[:, None], other=0.0)\n    v = tl.load(V + krow[:, None] + rd[None, :], mask=mj[:, None], other=0.0)\n    en = tl.load(END + rj, mask=mj, other=0)\n    hi = en\n    if W >= 0:\n        hi = tl.minimum(en, rj + W + 1)\n    i_hi = tl.max(tl.where(mj, hi, 0), 0)\n    dk = tl.zeros((BN, D), tl.float32)\n    dv = tl.zeros((BN, D), tl.float32)\n    for g in range(0, G):\n        h = hk * G + g\n        for i0 in range(j0, i_hi, BM):\n            ri = i0 + rm\n            mi = ri < i_hi\n            qrow = (ri.to(tl.int64) * H + h) * D\n            q = tl.load(Q + qrow[:, None] + rd[None, :], mask=mi[:, None], other=0.0)\n            do = tl.load(DO + qrow[:, None] + rd[None, :], mask=mi[:, None], other=0.0)\n            lse = tl.load(LSE + h.to(tl.int64) * T + ri, mask=mi, other=0.0)\n            delta = tl.load(DELTA + h.to(tl.int64) * T + ri, mask=mi, other=0.0)\n            vis = (ri[:, None] >= rj[None, :]) & (ri[:, None] < hi[None, :]) & mi[:, None] & mj[None, :]\n            s = tl.dot(q, tl.trans(k))\n            p = tl.where(vis, tl.exp(s * sm_scale - lse[:, None]), 0.0)\n            dp = tl.dot(do, tl.trans(v))\n            ds = (p * (dp - delta[:, None])).to(tl.bfloat16)\n            dv = tl.dot(tl.trans(p.to(tl.bfloat16)), do, dv)\n            dk = tl.dot(tl.trans(ds), q, dk)\n    tl.store(DK + krow[:, None] + rd[None, :], (dk * sm_scale).to(tl.bfloat16), mask=mj[:, None])\n    tl.store(DV + krow[:, None] + rd[None, :], dv.to(tl.bfloat16), mask=mj[:, None])\n\n\ndef kernel_fn(q, k, v, o, do, lse, cu_seqlens, max_seqlen, window, dq, dk, dv):\n    T, H, D = q.shape\n    HKV = k.shape[1]\n    n = cu_seqlens.shape[0] - 1\n    delta = torch.empty((H, T), device=q.device, dtype=torch.float32)\n    start = torch.empty((T,), device=q.device, dtype=torch.int32)\n    end = torch.empty((T,), device=q.device, dtype=torch.int32)\n    _prep[(n, H)](o, do, delta, cu_seqlens, start, end, T, H, D=D, BT=16, num_warps=4)\n    _dq[(triton.cdiv(T, 16), H)](q, k, v, do, lse, delta, start, dq, D ** -0.5, T, H, HKV, window, D=D, BM=16,\n                                 BN=16, num_warps=4, num_stages=1)\n    _dkdv[(triton.cdiv(T, 16), HKV)](q, k, v, do, lse, delta, end, dk, dv, D ** -0.5, T, H, HKV, window, D=D,\n                                     BM=16, BN=16, num_warps=4, num_stages=1)\n----\n\"\"\"Check a kernel on the public shapes before you submit it:  python check.py [solution.py]\n\nCorrectness against the reference on the public shapes (standard normal inputs), then median CUDA-event times of\nyour kernel, the starting kernel and vLLM's kernel. The verifier checks much more: edge shapes, hidden input\ndistributions and cheats (torch math, cached results, timers, streams). It times you against vLLM in a paired,\nL2-flushed run in a separate container.\n\"\"\"\nimport importlib.util\nimport sys\n\nimport torch\n\nimport static_check\nimport task as T\n\n\ndef load(path, name):\n    spec = importlib.util.spec_from_file_location(name, path)\n    mod = importlib.util.module_from_spec(spec)\n    spec.loader.exec_module(mod)\n    return mod\n\n\ndef median_us(fn, args, n=50):\n    for _ in range(3):\n        fn(*args)\n    torch.cuda.synchronize()\n    ts = []\n    for _ in range(n):\n        s, e = torch.cuda.Event(enable_timing=True), torch.cuda.Event(enable_timing=True)\n        s.record()\n        fn(*args)\n        e.record()\n        torch.cuda.synchronize()\n        ts.append(s.elapsed_time(e) * 1000.0)\n    return sorted(ts)[n // 2]\n\n\ndef main():\n    t = T.TASK\n    path = sys.argv[1] if len(sys.argv) > 1 else '/workspace/solution.py'\n    with open(path) as f:\n        ok, why = static_check.check(f.read(), getattr(t, 'langs', ('triton',)))\n    if not ok:                                  # the verifier rejects the file before running it\n        print(f'REJECTED by the static check: {why}')\n        return\n    sol = load(path, 'solution')\n    base = load('/workspace/starting_kernel.py', 'starting_kernel')\n    try:\n        vllm = t.vllm()\n    except Exception as e:  # noqa: BLE001\n        vllm, why = None, e\n    for shape in t.shapes:\n        case = t.make_case(shape, 1, 'cuda')\n        exp = t.reference([a.clone() if torch.is_tensor(a) else a for a in case.args])\n        sol.kernel_fn(*case.args)\n        torch.cuda.synchronize()\n        ok, stats = t.check({i: case.args[i] for i in case.checked}, exp)\n        line = f\"{T.shape_key(shape) if hasattr(T, 'shape_key') else shape}: \" + ('correct' if ok else f'WRONG {stats}')\n        if ok:\n            line += f', {median_us(sol.kernel_fn, case.args):.2f} us'\n            line += f', starting kernel {median_us(base.kernel_fn, t.make_case(shape, 1, \"cuda\").args):.2f} us'\n            if vllm:\n                label = getattr(T, 'BASELINE_SHORT', 'vLLM')\n                line += f', {label} {median_us(vllm, t.make_case(shape, 1, \"cuda\").args):.2f} us'\n        print(line[:400])\n\n\nif __name__ == '__main__':\n    import contextlib\n    import io\n\n    import nodus_autosave           # best-version autosave (hardened export): /workspace/.best\n\n    class _Tee(io.StringIO):\n        def write(self, s):\n            sys.__stdout__.write(s)\n            return super().write(s)\n    _out = _Tee()\n    with contextlib.redirect_stdout(_out):\n        main()\n    sys.stdout.flush()\n    nodus_autosave.record(sys.argv[1] if len(sys.argv) > 1 else '/workspace/solution.py', _out.getvalue())\n----\n\"\"\"Task API for the agent: Case, Task and input helpers (public copy, standard normal inputs only).\"\"\"\nfrom dataclasses import dataclass, field\n\n@dataclass\nclass Case:\n    args: list\n    outputs: tuple = ()\n    inplace: tuple = ()\n    shape: dict = field(default_factory=dict)\n    dist: str = 'normal'\n\n    @property\n    def checked(self):\n        return tuple(self.outputs) + tuple(self.inplace)\n\n@dataclass\nclass Task:\n    name: str\n    title: str\n    models: str\n    semantics: str\n    signature: str\n    shapes: list\n    edge_shapes: list\n    dists: list\n    make_case: object\n    reference: object\n    check: object\n    bytes_moved: object\n    vllm: object = None\n    notes: str = ''\n    weight: float = 1.0\n    gpus: tuple = ()\n    ceilings: dict = None\n    langs: tuple = ('triton',)\n    timing: str = 'eager'\n\n    def meta(self):\n        return {'name': self.name, 'title': self.title, 'models': self.models, 'semantics': self.semantics, 'signature': self.signature, 'shapes': self.shapes, 'edge_shapes': self.edge_shapes, 'dists': self.dists, 'notes': self.notes, 'weight': self.weight}\n\ndef shape_key(shape):\n    return ','.join((f'{k}={v}' for k, v in shape.items() if k not in ('model', 'seq')))\nimport torch\n\ndef gen(device, seed):\n    g = torch.Generator(device=device)\n    g.manual_seed(int(seed) & 140737488355327)\n    return g\n\ndef randn(shape, g, device, dist='normal', scale=1.0):\n    \"\"\"Public inputs: standard normal values times scale. The verifier also checks hidden input distributions.\"\"\"\n    return torch.randn(shape, generator=g, device=device, dtype=torch.float32) * scale\n\ndef close(got, exp, atol, rtol, scale_atol=False):\n    \"\"\"Elementwise |got - exp| <= atol + rtol*|exp| with NaN/Inf handling. Returns (ok, stats).\n    scale_atol multiplies atol by the RMS of the expected values, so near-zero outputs of large inputs (cancellation)\n    are judged at the precision of their inputs.\"\"\"\n    if tuple(got.shape) != tuple(exp.shape):\n        return (False, {'error': f'shape {tuple(got.shape)} != {tuple(exp.shape)}'})\n    g, e = (got.float(), exp.float())\n    fin_e = torch.isfinite(e)\n    if scale_atol and e.numel():\n        atol = atol * max(1.0, float(torch.where(fin_e, e, torch.zeros_like(e)).pow(2).mean().sqrt().item()))\n    bad_nonfinite = int((~torch.isfinite(g) & fin_e).sum().item())\n    diff = (g - e).abs()\n    diff = torch.where(fin_e & torch.isfinite(g), diff, torch.zeros_like(diff))\n    tol = atol + rtol * e.abs()\n    bad = int(((diff > tol) & fin_e).sum().item()) + bad_nonfinite\n    n = max(1, e.numel())\n    stats = {'max_abs': float(diff.max().item()) if diff.numel() else 0.0, 'max_rel': float((diff / e.abs().clamp_min(1e-06)).max().item()) if diff.numel() else 0.0, 'bad': bad, 'bad_frac': bad / n, 'nonfinite': bad_nonfinite}\n    return (bad == 0, stats)\n\ndef mag_close(got, exp, mag, rtol, mag_tol):\n    \"\"\"|got - exp| <= rtol * |exp| + mag_tol * mag per element, where mag is the sum of the absolute values of the\n    terms that make up each output (the natural scale of summation error). Non-finite outputs fail.\"\"\"\n    g, e, m = (got.float(), exp.float(), mag.float())\n    if g.shape != e.shape:\n        return (False, {'error': f'shape {tuple(g.shape)} != {tuple(e.shape)}'})\n    tol = rtol * e.abs() + mag_tol * m + 1e-30\n    finite = torch.isfinite(g)\n    diff = torch.where(finite, (g - e).abs(), torch.full_like(g, float('inf')))\n    bad = int((diff > tol).sum().item())\n    fin = torch.where(finite, diff, torch.zeros_like(diff))\n    return (bad == 0, {'max_abs': float(fin.max().item()) if g.numel() else 0.0, 'max_over_tol': float((fin / tol).max().item()) if g.numel() else 0.0, 'bad': bad, 'bad_frac': bad / max(1, e.numel()), 'nonfinite': int((~finite).sum().item())})\n\ndef fp8_ulp(v):\n    \"\"\"Spacing of float8_e4m3fn values around |v| (3 mantissa bits, min normal 2^-6, subnormal step 2^-9).\"\"\"\n    a = v.abs().clamp_min(2.0 ** (-6))\n    return torch.exp2(torch.floor(torch.log2(a)) - 3.0)\n\ndef rope_cache(max_pos, dim, base, device):\n    inv = 1.0 / base ** (torch.arange(0, dim, 2, device=device, dtype=torch.float32) / dim)\n    t = torch.arange(max_pos, device=device, dtype=torch.float32)\n    f = torch.outer(t, inv)\n    return torch.cat([f.cos(), f.sin()], dim=-1).to(torch.bfloat16)\n\ndef positions(T, max_pos, g, device, sequential):\n    if sequential:\n        start = int(torch.randint(0, max(1, max_pos - T), (1,), generator=g, device=device).item())\n        return torch.arange(start, start + T, device=device, dtype=torch.int64)\n    return torch.randint(0, max_pos, (T,), generator=g, device=device, dtype=torch.int64)\n\ndef rope_neox(x, cos, sin):\n    \"\"\"x [T, H, D] any float dtype, cos/sin [T, D/2] float32. Returns float32.\"\"\"\n    half = x.shape[-1] // 2\n    x1, x2 = (x[..., :half].float(), x[..., half:].float())\n    c, s = (cos[:, None, :], sin[:, None, :])\n    return torch.cat([x1 * c - x2 * s, x2 * c + x1 * s], dim=-1)\n\ndef ensure_vllm():\n    \"\"\"Import vLLM's compiled ops so torch.ops._C and torch.ops._moe_C are registered.\"\"\"\n    import vllm._custom_ops\n    try:\n        import vllm._moe_C\n    except Exception:\n        pass\n    return torch.ops\n---\n\"\"\"Best-version autosave, the agent's side (hardened feature \"autosave\"; shipped as /workspace/nodus_autosave.py).\n\nEvery run of /workspace/check.py ends here. When the solution it checked was correct on every public shape, the run\nis logged in /workspace/.best/history.jsonl (time, measured speedup over the starting kernel, file hash), and when it\nis also faster than the best saved so far, the file is copied to /workspace/.best/solution.py. After the session the\ncollect step hands .best/solution.py and the history to the sealed verifier next to /workspace/solution.py. If\nsolution.py is missing or not correct, the verifier grades the best saved version instead (kernel_lab/judge/autosave.py).\nThe speeds here are check.py's quick measurements, not the verifier's: they decide what to keep and draw the\nscore-over-time curve. The grade always comes from the sealed verifier.\n\"\"\"\nimport hashlib\nimport json\nimport math\nimport os\nimport re\nimport time\n\nBEST = os.environ.get('NODUS_BEST_DIR', '/workspace/.best')\n_LINE = re.compile(r': correct, ([0-9.]+) us, starting kernel ([0-9.]+) us')\n\n\ndef parse(out):\n    \"\"\"(correct, speedup over the starting kernel) from check.py's printed lines (single-GPU check).\"\"\"\n    if 'WRONG' in out or 'REJECTED' in out or 'Traceback' in out:\n        return False, 0.0\n    pairs = [(float(a), float(b)) for a, b in _LINE.findall(out)]\n    if not pairs or any(a <= 0 for a, _ in pairs):\n        return False, 0.0\n    return True, math.exp(sum(math.log(b / a) for a, b in pairs) / len(pairs))\n\n\ndef parse_report(rep):\n    \"\"\"(correct, speedup over the starting kernel) from the 8-GPU check's worker report.\"\"\"\n    sp = ((rep or {}).get('summary') or {}).get('geo_vs_champion') or 0.0\n    return (rep or {}).get('status') == 'ok' and sp > 0, float(sp)\n\n\ndef _best_speed():\n    try:\n        with open(os.path.join(BEST, 'best.json')) as f:\n            return float(json.load(f).get('speedup') or 0.0)\n    except (OSError, ValueError):\n        return 0.0\n\n\ndef save(path, correct, speedup, now=None):\n    \"\"\"Log a correct check and keep the file when it beats the best so far. Returns True when it was saved.\"\"\"\n    if not correct or not speedup or not os.path.isfile(path) or os.path.islink(path):\n        return False\n    os.makedirs(BEST, exist_ok=True)","is_error":false}]},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"eeb1ee15-7079-4d0f-a144-e7b346b13ee3","timestamp":"2026-10-18T11:13:02.698Z","tool_use_result":{"stdout":"# Starting kernel: correct and deliberately simple. A preprocess writes delta = rowsum(dO * o) and each token's\n# sequence bounds; one program per (16 query tokens, query head) walks every key its rows can see in 16-key steps and\n# accumulates dq; one program per (16 keys, KV head) walks every query head of its group and every query row that can\n# see its keys and accumulates dk and dv. P is recomputed from lse with tl.dot; tiny tiles, no pipelining, S and dP\n# computed twice: much slower than the expert kernels.\nimport torch\nimport triton\nimport triton.language as tl\n\n\n@triton.jit\ndef _prep(O, DO, DELTA, CU, START, END, T, H, D: tl.constexpr, BT: tl.constexpr):\n    s = tl.program_id(0)\n    h = tl.program_id(1)\n    st = tl.load(CU + s)\n    en = tl.load(CU + s + 1)\n    rd = tl.arange(0, D)\n    for t0 in range(st, en, BT):\n        rt = t0 + tl.arange(0, BT)\n        m = rt < en\n        row = (rt.to(tl.int64) * H + h) * D\n        o = tl.load(O + row[:, None] + rd[None, :], mask=m[:, None], other=0.0).to(tl.float32)\n        do = tl.load(DO + row[:, None] + rd[None, :], mask=m[:, None], other=0.0).to(tl.float32)\n        tl.store(DELTA + h.to(tl.int64) * T + rt, tl.sum(o * do, 1), mask=m)\n        if h == 0:\n            tl.store(START + rt, tl.zeros((BT,), tl.int32) + st, mask=m)\n            tl.store(END + rt, tl.zeros((BT,), tl.int32) + en, mask=m)\n\n\n@triton.jit\ndef _dq(Q, K, V, DO, LSE, DELTA, START, DQ, sm_scale, T, H, HKV, W, D: tl.constexpr, BM: tl.constexpr,\n        BN: tl.constexpr):\n    i0 = tl.program_id(0) * BM\n    h = tl.program_id(1)\n    hk = h // (H // HKV)\n    ri = i0 + tl.arange(0, BM)\n    mi = ri < T\n    rd = tl.arange(0, D)\n    rn = tl.arange(0, BN)\n    qrow = (ri.to(tl.int64) * H + h) * D\n    q = tl.load(Q + qrow[:, None] + rd[None, :], mask=mi[:, None], other=0.0)\n    do = tl.load(DO + qrow[:, None] + rd[None, :], mask=mi[:, None], other=0.0)\n    lse = tl.load(LSE + h.to(tl.int64) * T + ri, mask=mi, other=0.0)\n    delta = tl.load(DELTA + h.to(tl.int64) * T + ri, mask=mi, other=0.0)\n    st = tl.load(START + ri, mask=mi, other=T)\n    lo = st\n    if W >= 0:\n        lo = tl.maximum(st, ri - W)\n    j_lo = tl.min(tl.where(mi, lo, T), 0)\n    j_hi = tl.minimum(i0 + BM, T)\n    dq = tl.zeros((BM, D), tl.float32)\n    for j0 in range(j_lo, j_hi, BN):\n        rj = j0 + rn\n        mj = rj < j_hi\n        krow = (rj.to(tl.int64) * HKV + hk) * D\n        k = tl.load(K + krow[:, None] + rd[None, :], mask=mj[:, None], other=0.0)\n        v = tl.load(V + krow[:, None] + rd[None, :], mask=mj[:, None], other=0.0)\n        vis = (rj[None, :] >= lo[:, None]) & (rj[None, :] <= ri[:, None]) & mi[:, None] & mj[None, :]\n        s = tl.dot(q, tl.trans(k))\n        p = tl.where(vis, tl.exp(s * sm_scale - lse[:, None]), 0.0)\n        dp = tl.dot(do, tl.trans(v))\n        ds = (p * (dp - delta[:, None])).to(tl.bfloat16)\n        dq = tl.dot(ds, k, dq)\n    tl.store(DQ + qrow[:, None] + rd[None, :], (dq * sm_scale).to(tl.bfloat16), mask=mi[:, None])\n\n\n@triton.jit\ndef _dkdv(Q, K, V, DO, LSE, DELTA, END, DK, DV, sm_scale, T, H, HKV, W, D: tl.constexpr, BM: tl.constexpr,\n          BN: tl.constexpr):\n    j0 = tl.program_id(0) * BN\n    hk = tl.program_id(1)\n    G = H // HKV\n    rj = j0 + tl.arange(0, BN)\n    mj = rj < T\n    rd = tl.arange(0, D)\n    rm = tl.arange(0, BM)\n    krow = (rj.to(tl.int64) * HKV + hk) * D\n    k = tl.load(K + krow[:, None] + rd[None, :], mask=mj[:, None], other=0.0)\n    v = tl.load(V + krow[:, None] + rd[None, :], mask=mj[:, None], other=0.0)\n    en = tl.load(END + rj, mask=mj, other=0)\n    hi = en\n    if W >= 0:\n        hi = tl.minimum(en, rj + W + 1)\n    i_hi = tl.max(tl.where(mj, hi, 0), 0)\n    dk = tl.zeros((BN, D), tl.float32)\n    dv = tl.zeros((BN, D), tl.float32)\n    for g in range(0, G):\n        h = hk * G + g\n        for i0 in range(j0, i_hi, BM):\n            ri = i0 + rm\n            mi = ri < i_hi\n            qrow = (ri.to(tl.int64) * H + h) * D\n            q = tl.load(Q + qrow[:, None] + rd[None, :], mask=mi[:, None], other=0.0)\n            do = tl.load(DO + qrow[:, None] + rd[None, :], mask=mi[:, None], other=0.0)\n            lse = tl.load(LSE + h.to(tl.int64) * T + ri, mask=mi, other=0.0)\n            delta = tl.load(DELTA + h.to(tl.int64) * T + ri, mask=mi, other=0.0)\n            vis = (ri[:, None] >= rj[None, :]) & (ri[:, None] < hi[None, :]) & mi[:, None] & mj[None, :]\n            s = tl.dot(q, tl.trans(k))\n            p = tl.where(vis, tl.exp(s * sm_scale - lse[:, None]), 0.0)\n            dp = tl.dot(do, tl.trans(v))\n            ds = (p * (dp - delta[:, None])).to(tl.bfloat16)\n            dv = tl.dot(tl.trans(p.to(tl.bfloat16)), do, dv)\n            dk = tl.dot(tl.trans(ds), q, dk)\n    tl.store(DK + krow[:, None] + rd[None, :], (dk * sm_scale).to(tl.bfloat16), mask=mj[:, None])\n    tl.store(DV + krow[:, None] + rd[None, :], dv.to(tl.bfloat16), mask=mj[:, None])\n\n\ndef kernel_fn(q, k, v, o, do, lse, cu_seqlens, max_seqlen, window, dq, dk, dv):\n    T, H, D = q.shape\n    HKV = k.shape[1]\n    n = cu_seqlens.shape[0] - 1\n    delta = torch.empty((H, T), device=q.device, dtype=torch.float32)\n    start = torch.empty((T,), device=q.device, dtype=torch.int32)\n    end = torch.empty((T,), device=q.device, dtype=torch.int32)\n    _prep[(n, H)](o, do, delta, cu_seqlens, start, end, T, H, D=D, BT=16, num_warps=4)\n    _dq[(triton.cdiv(T, 16), H)](q, k, v, do, lse, delta, start, dq, D ** -0.5, T, H, HKV, window, D=D, BM=16,\n                                 BN=16, num_warps=4, num_stages=1)\n    _dkdv[(triton.cdiv(T, 16), HKV)](q, k, v, do, lse, delta, end, dk, dv, D ** -0.5, T, H, HKV, window, D=D,\n                                     BM=16, BN=16, num_warps=4, num_stages=1)\n----\n\"\"\"Check a kernel on the public shapes before you submit it:  python check.py [solution.py]\n\nCorrectness against the reference on the public shapes (standard normal inputs), then median CUDA-event times of\nyour kernel, the starting kernel and vLLM's kernel. The verifier checks much more: edge shapes, hidden input\ndistributions and cheats (torch math, cached results, timers, streams). It times you against vLLM in a paired,\nL2-flushed run in a separate container.\n\"\"\"\nimport importlib.util\nimport sys\n\nimport torch\n\nimport static_check\nimport task as T\n\n\ndef load(path, name):\n    spec = importlib.util.spec_from_file_location(name, path)\n    mod = importlib.util.module_from_spec(spec)\n    spec.loader.exec_module(mod)\n    return mod\n\n\ndef median_us(fn, args, n=50):\n    for _ in range(3):\n        fn(*args)\n    torch.cuda.synchronize()\n    ts = []\n    for _ in range(n):\n        s, e = torch.cuda.Event(enable_timing=True), torch.cuda.Event(enable_timing=True)\n        s.record()\n        fn(*args)\n        e.record()\n        torch.cuda.synchronize()\n        ts.append(s.elapsed_time(e) * 1000.0)\n    return sorted(ts)[n // 2]\n\n\ndef main():\n    t = T.TASK\n    path = sys.argv[1] if len(sys.argv) > 1 else '/workspace/solution.py'\n    with open(path) as f:\n        ok, why = static_check.check(f.read(), getattr(t, 'langs', ('triton',)))\n    if not ok:                                  # the verifier rejects the file before running it\n        print(f'REJECTED by the static check: {why}')\n        return\n    sol = load(path, 'solution')\n    base = load('/workspace/starting_kernel.py', 'starting_kernel')\n    try:\n        vllm = t.vllm()\n    except Exception as e:  # noqa: BLE001\n        vllm, why = None, e\n    for shape in t.shapes:\n        case = t.make_case(shape, 1, 'cuda')\n        exp = t.reference([a.clone() if torch.is_tensor(a) else a for a in case.args])\n        sol.kernel_fn(*case.args)\n        torch.cuda.synchronize()\n        ok, stats = t.check({i: case.args[i] for i in case.checked}, exp)\n        line = f\"{T.shape_key(shape) if hasattr(T, 'shape_key') else shape}: \" + ('correct' if ok else f'WRONG {stats}')\n        if ok:\n            line += f', {median_us(sol.kernel_fn, case.args):.2f} us'\n            line += f', starting kernel {median_us(base.kernel_fn, t.make_case(shape, 1, \"cuda\").args):.2f} us'\n            if vllm:\n                label = getattr(T, 'BASELINE_SHORT', 'vLLM')\n                line += f', {label} {median_us(vllm, t.make_case(shape, 1, \"cuda\").args):.2f} us'\n        print(line[:400])\n\n\nif __name__ == '__main__':\n    import contextlib\n    import io\n\n    import nodus_autosave           # best-version autosave (hardened export): /workspace/.best\n\n    class _Tee(io.StringIO):\n        def write(self, s):\n            sys.__stdout__.write(s)\n            return super().write(s)\n    _out = _Tee()\n    with contextlib.redirect_stdout(_out):\n        main()\n    sys.stdout.flush()\n    nodus_autosave.record(sys.argv[1] if len(sys.argv) > 1 else '/workspace/solution.py', _out.getvalue())\n----\n\"\"\"Task API for the agent: Case, Task and input helpers (public copy, standard normal inputs only).\"\"\"\nfrom dataclasses import dataclass, field\n\n@dataclass\nclass Case:\n    args: list\n    outputs: tuple = ()\n    inplace: tuple = ()\n    shape: dict = field(default_factory=dict)\n    dist: str = 'normal'\n\n    @property\n    def checked(self):\n        return tuple(self.outputs) + tuple(self.inplace)\n\n@dataclass\nclass Task:\n    name: str\n    title: str\n    models: str\n    semantics: str\n    signature: str\n    shapes: list\n    edge_shapes: list\n    dists: list\n    make_case: object\n    reference: object\n    check: object\n    bytes_moved: object\n    vllm: object = None\n    notes: str = ''\n    weight: float = 1.0\n    gpus: tuple = ()\n    ceilings: dict = None\n    langs: tuple = ('triton',)\n    timing: str = 'eager'\n\n    def meta(self):\n        return {'name': self.name, 'title': self.title, 'models': self.models, 'semantics': self.semantics, 'signature': self.signature, 'shapes': self.shapes, 'edge_shapes': self.edge_shapes, 'dists': self.dists, 'notes': self.notes, 'weight': self.weight}\n\ndef shape_key(shape):\n    return ','.join((f'{k}={v}' for k, v in shape.items() if k not in ('model', 'seq')))\nimport torch\n\ndef gen(device, seed):\n    g = torch.Generator(device=device)\n    g.manual_seed(int(seed) & 140737488355327)\n    return g\n\ndef randn(shape, g, device, dist='normal', scale=1.0):\n    \"\"\"Public inputs: standard normal values times scale. The verifier also checks hidden input distributions.\"\"\"\n    return torch.randn(shape, generator=g, device=device, dtype=torch.float32) * scale\n\ndef close(got, exp, atol, rtol, scale_atol=False):\n    \"\"\"Elementwise |got - exp| <= atol + rtol*|exp| with NaN/Inf handling. Returns (ok, stats).\n    scale_atol multiplies atol by the RMS of the expected values, so near-zero outputs of large inputs (cancellation)\n    are judged at the precision of their inputs.\"\"\"\n    if tuple(got.shape) != tuple(exp.shape):\n        return (False, {'error': f'shape {tuple(got.shape)} != {tuple(exp.shape)}'})\n    g, e = (got.float(), exp.float())\n    fin_e = torch.isfinite(e)\n    if scale_atol and e.numel():\n        atol = atol * max(1.0, float(torch.where(fin_e, e, torch.zeros_like(e)).pow(2).mean().sqrt().item()))\n    bad_nonfinite = int((~torch.isfinite(g) & fin_e).sum().item())\n    diff = (g - e).abs()\n    diff = torch.where(fin_e & torch.isfinite(g), diff, torch.zeros_like(diff))\n    tol = atol + rtol * e.abs()\n    bad = int(((diff > tol) & fin_e).sum().item()) + bad_nonfinite\n    n = max(1, e.numel())\n    stats = {'max_abs': float(diff.max().item()) if diff.numel() else 0.0, 'max_rel': float((diff / e.abs().clamp_min(1e-06)).max().item()) if diff.numel() else 0.0, 'bad': bad, 'bad_frac': bad / n, 'nonfinite': bad_nonfinite}\n    return (bad == 0, stats)\n\ndef mag_close(got, exp, mag, rtol, mag_tol):\n    \"\"\"|got - exp| <= rtol * |exp| + mag_tol * mag per element, where mag is the sum of the absolute values of the\n    terms that make up each output (the natural scale of summation error). Non-finite outputs fail.\"\"\"\n    g, e, m = (got.float(), exp.float(), mag.float())\n    if g.shape != e.shape:\n        return (False, {'error': f'shape {tuple(g.shape)} != {tuple(e.shape)}'})\n    tol = rtol * e.abs() + mag_tol * m + 1e-30\n    finite = torch.isfinite(g)\n    diff = torch.where(finite, (g - e).abs(), torch.full_like(g, float('inf')))\n    bad = int((diff > tol).sum().item())\n    fin = torch.where(finite, diff, torch.zeros_like(diff))\n    return (bad == 0, {'max_abs': float(fin.max().item()) if g.numel() else 0.0, 'max_over_tol': float((fin / tol).max().item()) if g.numel() else 0.0, 'bad': bad, 'bad_frac': bad / max(1, e.numel()), 'nonfinite': int((~finite).sum().item())})\n\ndef fp8_ulp(v):\n    \"\"\"Spacing of float8_e4m3fn values around |v| (3 mantissa bits, min normal 2^-6, subnormal step 2^-9).\"\"\"\n    a = v.abs().clamp_min(2.0 ** (-6))\n    return torch.exp2(torch.floor(torch.log2(a)) - 3.0)\n\ndef rope_cache(max_pos, dim, base, device):\n    inv = 1.0 / base ** (torch.arange(0, dim, 2, device=device, dtype=torch.float32) / dim)\n    t = torch.arange(max_pos, device=device, dtype=torch.float32)\n    f = torch.outer(t, inv)\n    return torch.cat([f.cos(), f.sin()], dim=-1).to(torch.bfloat16)\n\ndef positions(T, max_pos, g, device, sequential):\n    if sequential:\n        start = int(torch.randint(0, max(1, max_pos - T), (1,), generator=g, device=device).item())\n        return torch.arange(start, start + T, device=device, dtype=torch.int64)\n    return torch.randint(0, max_pos, (T,), generator=g, device=device, dtype=torch.int64)\n\ndef rope_neox(x, cos, sin):\n    \"\"\"x [T, H, D] any float dtype, cos/sin [T, D/2] float32. Returns float32.\"\"\"\n    half = x.shape[-1] // 2\n    x1, x2 = (x[..., :half].float(), x[..., half:].float())\n    c, s = (cos[:, None, :], sin[:, None, :])\n    return torch.cat([x1 * c - x2 * s, x2 * c + x1 * s], dim=-1)\n\ndef ensure_vllm():\n    \"\"\"Import vLLM's compiled ops so torch.ops._C and torch.ops._moe_C are registered.\"\"\"\n    import vllm._custom_ops\n    try:\n        import vllm._moe_C\n    except Exception:\n        pass\n    return torch.ops\n---\n\"\"\"Best-version autosave, the agent's side (hardened feature \"autosave\"; shipped as /workspace/nodus_autosave.py).\n\nEvery run of /workspace/check.py ends here. When the solution it checked was correct on every public shape, the run\nis logged in /workspace/.best/history.jsonl (time, measured speedup over the starting kernel, file hash), and when it\nis also faster than the best saved so far, the file is copied to /workspace/.best/solution.py. After the session the\ncollect step hands .best/solution.py and the history to the sealed verifier next to /workspace/solution.py. If\nsolution.py is missing or not correct, the verifier grades the best saved version instead (kernel_lab/judge/autosave.py).\nThe speeds here are check.py's quick measurements, not the verifier's: they decide what to keep and draw the\nscore-over-time curve. The grade always comes from the sealed verifier.\n\"\"\"\nimport hashlib\nimport json\nimport math\nimport os\nimport re\nimport time\n\nBEST = os.environ.get('NODUS_BEST_DIR', '/workspace/.best')\n_LINE = re.compile(r': correct, ([0-9.]+) us, starting kernel ([0-9.]+) us')\n\n\ndef parse(out):\n    \"\"\"(correct, speedup over the starting kernel) from check.py's printed lines (single-GPU check).\"\"\"\n    if 'WRONG' in out or 'REJECTED' in out or 'Traceback' in out:\n        return False, 0.0\n    pairs = [(float(a), float(b)) for a, b in _LINE.findall(out)]\n    if not pairs or any(a <= 0 for a, _ in pairs):\n        return False, 0.0\n    return True, math.exp(sum(math.log(b / a) for a, b in pairs) / len(pairs))\n\n\ndef parse_report(rep):\n    \"\"\"(correct, speedup over the starting kernel) from the 8-GPU check's worker report.\"\"\"\n    sp = ((rep or {}).get('summary') or {}).get('geo_vs_champion') or 0.0\n    return (rep or {}).get('status') == 'ok' and sp > 0, float(sp)\n\n\ndef _best_speed():\n    try:\n        with open(os.path.join(BEST, 'best.json')) as f:\n            return float(json.load(f).get('speedup') or 0.0)\n    except (OSError, ValueError):\n        return 0.0\n\n\ndef save(path, correct, speedup, now=None):\n    \"\"\"Log a correct check and keep the file when it beats the best so far. Returns True when it was saved.\"\"\"\n    if not correct or not speedup or not os.path.isfile(path) or os.path.islink(path):\n        return False\n    os.makedirs(BEST, exist_ok=True)","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"tool_result_meta":[{"id":"toolu_01Sm3RwUXiFCde2jmkCAyYKJ","permission_decision":{"decision":"accept","source":"config","reason_type":"mode"}}]}
{"type":"assistant","message":{"model":"claude-opus-5-5","id":"msg_011Cg9bxVR9ekh5WenQRGAbc","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"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"}],"container":null,"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":7677,"cache_read_input_tokens":31096,"cache_creation":{"ephemeral_5m_input_tokens":7677,"ephemeral_1h_input_tokens":0},"output_tokens":8,"service_tier":"standard","inference_geo":"global","speed":"standard"},"input_transformations":[],"diagnostics":null,"context_management":null},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"421a848e-82ac-4844-bc9b-3ec1c59a7790","timestamp":"2026-10-18T11:13:05.065Z","request_id":"req_011Cg9bxV4aQgsCJgFazDQQB","thinking_duration_ms":821,"thinking_display":"summarized"}
{"type":"assistant","message":{"model":"claude-opus-5-5","id":"msg_011Cg9bxVR9ekh5WenQRGAbc","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01AcaMcUBteV7APYaLrumSUj","name":"Bash","input":{"command":"nvidia-smi; python -c \"import triton, torch; print(triton.__version__, torch.__version__, torch.version.cuda)\"; pip list 2>/dev/null | grep -i -E \"triton|torch|cutlass|nvidia\" ; ls ~/.triton 2>/dev/null | head","description":"Check GPU and library versions"},"caller":{"type":"direct"}}],"container":null,"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":7677,"cache_read_input_tokens":31096,"cache_creation":{"ephemeral_5m_input_tokens":7677,"ephemeral_1h_input_tokens":0},"output_tokens":8,"service_tier":"standard","inference_geo":"global","speed":"standard"},"input_transformations":[],"diagnostics":null,"context_management":null},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"7e065751-2bd7-4f64-a1a7-fdd828ec0516","timestamp":"2026-10-18T11:13:05.475Z","request_id":"req_011Cg9bxV4aQgsCJgFazDQQB"}
{"type":"system","subtype":"task_started","task_id":"b6kp8gz3k","run_id":"0mvdq8hau-5200044a","tool_use_id":"toolu_01AcaMcUBteV7APYaLrumSUj","description":"Check GPU and library versions","is_backgrounded":false,"task_type":"local_bash","uuid":"5f9e4d25-8a70-4034-a639-5f69f60c0d32","session_id":"7ab31230-a8af-462d-87c8-1694924f5168"}
{"type":"system","subtype":"task_notification","task_id":"b6kp8gz3k","run_id":"0mvdq8hau-5200044a","tool_use_id":"toolu_01AcaMcUBteV7APYaLrumSUj","status":"completed","output_file":"","summary":"Check GPU and library versions","uuid":"cbb20068-9115-44b6-bf43-c0725dbce3b7","session_id":"7ab31230-a8af-462d-87c8-1694924f5168"}
{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01AcaMcUBteV7APYaLrumSUj","type":"tool_result","content":"Sun Oct 18 11:13:05 2026       \n+-----------------------------------------------------------------------------------------+\n| NVIDIA-SMI 610.57.04              KMD Version: 610.57.04     CUDA UMD Version: 13.3     |\n+-----------------------------------------+------------------------+----------------------+\n| GPU  Name                 Persistence-M | Bus-Id          Disp.A | Volatile Uncorr. ECC |\n| Fan  Temp   Perf          Pwr:Usage/Cap |           Memory-Usage | GPU-Util  Compute M. |\n|                                         |                        |               MIG M. |\n|=========================================+========================+======================|\n|   0  NVIDIA B300 SXM6 AC            On  |   00000000:67:00.0 Off |                    0 |\n| N/A   46C    P0            194W / 1100W |       4MiB / 275040MiB |      0%      Default |\n|                                         |                        |             Disabled |\n+-----------------------------------------+------------------------+----------------------+\n\n+-----------------------------------------------------------------------------------------+\n| Processes:                                                                              |\n|  GPU   GI   CI              PID   Type   Process name                        GPU Memory |\n|        ID   ID                                                               Usage      |\n|=========================================================================================|\n|  No running processes found                                                             |\n+-----------------------------------------------------------------------------------------+\n3.7.1 2.13.0+cu130 13.0","is_error":false}]},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"9f4df7b6-e250-4eee-9735-185c7565b8dc","timestamp":"2026-10-18T11:13:10.461Z","tool_use_result":{"stdout":"Sun Oct 18 11:13:05 2026       \n+-----------------------------------------------------------------------------------------+\n| NVIDIA-SMI 610.57.04              KMD Version: 610.57.04     CUDA UMD Version: 13.3     |\n+-----------------------------------------+------------------------+----------------------+\n| GPU  Name                 Persistence-M | Bus-Id          Disp.A | Volatile Uncorr. ECC |\n| Fan  Temp   Perf          Pwr:Usage/Cap |           Memory-Usage | GPU-Util  Compute M. |\n|                                         |                        |               MIG M. |\n|=========================================+========================+======================|\n|   0  NVIDIA B300 SXM6 AC            On  |   00000000:67:00.0 Off |                    0 |\n| N/A   46C    P0            194W / 1100W |       4MiB / 275040MiB |      0%      Default |\n|                                         |                        |             Disabled |\n+-----------------------------------------+------------------------+----------------------+\n\n+-----------------------------------------------------------------------------------------+\n| Processes:                                                                              |\n|  GPU   GI   CI              PID   Type   Process name                        GPU Memory |\n|        ID   ID                                                               Usage      |\n|=========================================================================================|\n|  No running processes found                                                             |\n+-----------------------------------------------------------------------------------------+\n3.7.1 2.13.0+cu130 13.0","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"tool_result_meta":[{"id":"toolu_01AcaMcUBteV7APYaLrumSUj","permission_decision":{"decision":"accept","source":"config","reason_type":"mode"}}]}
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{"type":"assistant","message":{"model":"claude-opus-5-5","id":"msg_011Cg9by4g9XnGXk3mTs7ZzJ","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"I'm noting the environment setup (Triton 3.7.1, torch 2.13, B300 sm_103) and looking at expert benchmark timings across different attention configurations: full causal 8K, windowed attention, multi-head KV variants, and packed document scenarios.\n\nWorking through the FLOP math for the 1x8K causal case gives roughly 1.374 TFLOP total, which at 1518us translates to about 905 TFLOPS -- roughly 36-40% of B300's dense bf16 peak, reasonable given this is hd256 backward pass work. I'm now considering whether Triton's automatic lowering to tcgen05 MMA on Blackwell can realistically hit competitive performance for attention backward, especially given the register pressure challenges with head dimension 256.\n\nI'm laying out the standard FA2 backward algorithm: for each KV block, looping over query blocks to compute S^T and P^T via contractions over D=256, then dP^T, accumulating dV and dK, computing dS^T, and finally atomically accumulating dQ into an fp32 buffer.\n\nThe fp32 atomic dQ approach is heavy with hd256 given the atomic traffic per block pair. I'm weighing the alternative of splitting into separate dQ and dKdV kernels that each recompute S and dP, which costs 7 matmuls total instead of 5 — about 40% more compute, matching the \"dedicated pair\" expert approach — while also considering Blackwell's TMEM capacity constraints.\n\nWorking through the TMEM budget: dK and dV accumulators alone consume the whole 512-column TMEM with BLOCK_N=128 and D=256, leaving no room for S and dP, which explains why the expert resorts to 2-CTA splits or smaller KV tiles. I'm also considering how Triton automatically lowers fp32 accumulators to TMEM-backed MMA and tries to keep loop-carried accumulators resident there.\n\nActually, for M=64 the TMEM layout only uses half the lanes per subpartition, so a 64×256 fp32 accumulator still needs 256 columns rather than freeing up space. I'm uncertain whether Triton can pack two M=64 accumulators into shared columns using different lanes, so maybe it's worth considering transposing the problem to compute dK transposed instead.\n\nComputing dK^T and dV^T as Q^T dS would give M=256, splitting into two M=128 MMAs with BLOCK_N columns each, keeping total accumulator columns manageable. This requires Q^T as the A operand from shared memory, which tcgen05 supports in either K-major or MN-major layout, and dS as the B operand.\n\nGiven the two-hour time limit, I'm weighing a realistic approach—checking whether Triton's existing fused attention backward tutorial handles hd256 reasonably on B300 before building something custom. Register pressure from the big hd256 tiles should mostly stay moderate since dot accumulators live in TMEM and only the elementwise ops on S/P/dP/dS tiles consume registers.\n\nNow I'm working through the shared memory budget: K/V tiles, pipelined Q/dO tiles across two stages, and staging buffers for P^T/dS^T add up to around 208KB, which fits tightly within B300's ~227KB usable smem per SM. Next I'm sizing the TMEM accumulators needed for dK and dV.\n\nFor dQ, I'm weighing whether to use atomic fp32 adds per KV-block/Q-block pair, but estimating the traffic for a causal 8K sequence with 16 heads shows this could total well over 100K block pairs, each generating significant atomic write volume -- so I need to check if this approach is actually feasible or if there's a cheaper alternative.\n\nTriton also exposes TMA-based atomic_add via tensor descriptors, which should compile to an efficient bulk reduce-add instruction rather than per-element atomics. I'm also weighing a separate dQ kernel that recomputes S and dP — that adds roughly 1.4x more matmul work (7 vs 5 total), which matches the ~1518us the dedicated-pair approach gets for 1x8K.\n\nTranslating that into throughput: the generic 5-matmul kernel hits around 905 TFLOPS effective, so a 7-matmul version would need ~1267 TFLOPS actual — roughly half of peak, which seems tough to reach in Triton given what the fused attention tutorial achieves on Blackwell (closer to 1000+ TFLOPS forward, less for backward).\n\nI'm now thinking through how the GQA structure affects this — since each KV head aggregates contributions from G query heads in the dK/dV kernel, with one program handling each KV block.\n\nFor dQ I need all visible K/V per query head's KV head, which suggests combining dK, dV, and dQ accumulation (via atomics) into a single kernel pass. I'm weighing whether buffering dQ partials per KV block and reducing afterward would actually reduce traffic versus atomics — it doesn't, so I'm working through the actual traffic estimates for 8K causal with Hq=16, Hkv=8 and specific tile sizes to see how many (KV block, Q block, head) triples that produces.\n\nEstimating the total atomic traffic: about 4GB, which at realistic L2 bandwidths (~5.5 TB/s reads, reductions likely slower) would cost roughly 800us — too much against the 1518us target. I'm now checking whether a smaller key tile size of 128 changes that dQ partial size calculation favorably.\n\nIf FA4 achieves 1518us with that traffic, B300's L2 must sustain roughly 2.8 TB/s of reduce bandwidth, suggesting TMA bulk reduce operations handle this efficiently. I should check the actual SM count for B300 (B200 has 148) and think through how to structure this efficiently in Triton.\n\nI'm weighing two approaches: a two-kernel split (dKdV then dQ, FA2-style with 7 matmuls per pair) versus a single fused kernel using dQ atomics (5 matmuls plus atomic traffic). Triton's limitations make the two-kernel approach simpler and atomic-free, though it costs 1.4x more compute, and I need to consider whether Triton's warp specialization on Blackwell can close that gap given the elementwise/softmax work interleaved between matmuls.\n\nNow I'm estimating the exp throughput bottleneck relative to tensor core MAC throughput per SM to see where backward attention kernels would actually stall.\n\nWith the 7-matmul approach that's 1792 MACs per pair, or 0.4375 clk per pair at peak. For 1x8K causal with Hq=16, there are about 537M pairs; at 148 SMs that's 3.63M pairs per SM, giving roughly 835us at 100% tensor peak, versus the expert's 1518us implying they're running at about 39% of peak with their 5-matmul scheme. So to match their 1518us number with my 7-matmul approach, I need to figure out what utilization that implies.\n\nI'm weighing which approach is actually feasible in Triton and better for performance, recalling that Triton's fused attention backward tutorial on Blackwell only hits a few hundred TFLOPS for head dim 128, which isn't great. I need to think about SM count and clock speed on this B300, and specifically how Triton handles the asynchronous tcgen05.mma instruction — without warp specialization, the softmax elementwise work happens in the same warps issuing MMAs, so there's likely serialization between the S matmul, the softmax computation, and the dV matmul that I need to account for.\n\nI'm sketching out the dKdV kernel loop structure in FA2-style transposed form, working through how Q, K, V, and dO blocks get loaded via TMA and pipelined, and how the QK^T matmul proceeds within each iteration.\n\nStill writing kernel logic...\n\nTrying BLOCK_N=64 instead, giving M=64 MMAs, and I'm trying to recall how Triton's TMEM layout handles blockM=64 — whether it uses all 128 lanes or interleaves data across half the lanes for the TensorMemoryEncodingAttr.\n\nRunning the numbers for a 64×256 fp32 tensor, dK plus dV would total 512 columns which combined with S and dP could overflow available TMEM, possibly causing an allocation failure. I'm now considering whether accumulating dK and dV in registers instead of TMEM might be a workaround on Blackwell's tcgen05 MMA.\n\nSince MMA always accumulates into TMEM, Triton would need to load results to registers and add them each iteration, which costs heavy TMEM-to-register traffic per step. I'm also weighing a transposed formulation where dK^T uses M=256, which would split into two M=128 instructions or use 2-CTA mode, and thinking through the accumulator size implications for that approach.\n\nI'm checking whether TMEM's fixed 256 KB capacity can actually hold both dK and dV simultaneously at different BLOCK_N sizes — BLOCK_N=128 clearly can't fit both plus anything else, while BLOCK_N=64 might work if packed to use all 128 lanes, which pushes me toward exploring the transposed dK^T layout with two M=128 splits.\n\nChecking the dV^T and dK^T matmuls for proper smem layout compatibility with tcgen05, then computing dQ's TMEM requirement — 256 cols, which pushes the total past the 512 limit unless I reuse the S/dP space after P has already been consumed.\n\nGiven the time constraint, I decide to be pragmatic: get a baseline FA2-style two-kernel implementation with straightforward large tiles working first in Triton, measure it, and iterate from there rather than over-engineering the TMEM reuse upfront.\n\nNow I'm sketching a more concrete dedicated-kernel design for dK/dV: a program per KV block of 64 keys per head, looping over query heads and blocks, with four matmuls per iteration computing S^T, dP^T, and accumulating dV and dK. I'm weighing whether using M=64 tiles instead of M=128 for these MMAs costs throughput on tcgen05.\n\nI'm working out TMEM column budgets for the various tile layouts — comparing transposed vs non-transposed S, dP, dK, and dV shapes at M=128, and checking how BLOCK_N=64 affects the total column counts needed for each matmul operand.\n\nI'm also wondering whether Triton can take a transposed `do` tile and issue a tcgen05 MMA with M=256, or whether it would need to split that into two M=128 instructions under the hood — I'm not fully certain how Triton's lowering handles larger M dimensions for single-CTA MMAv5.\n\nI'm also estimating per-iteration cost for the dKdV kernel: with BLOCK_N=64 and BLOCK_M=128, the MAC count works out to roughly 2048 clocks at the M=128 throughput rate, plus elementwise overhead from exponentials and other ops on the S/dP tiles distributed across the warps.\n\nChecking the shared memory budget: loading Q and dO at 128×256 bf16 costs 64KB each, K and V at 64×256 cost 32KB each, plus P and dS tiles at 16KB each — totaling 224KB for a single stage, which leaves no room for double buffering at head dim 256. I'm now trying a smaller BLOCK_M=64 to see if that frees up space for two pipeline stages.\n\nRunning the numbers with BLOCK_N=128 and BLOCK_M=64 still pushes total smem to about 224KB with only one stage, and the transposed dK^T/dV^T tiles need 512 TMEM columns which won't fit either — so this configuration also hits a wall.\n\nSplitting the D dimension doesn't help either since S and dP still need the full contraction, forcing recomputation. Splitting dK and dV into separate kernels raises the total matmul count to 8, which is worse than the combined approach — I should look at how FA4's single-kernel, 64-row KV tile, 2-CTA design handles this instead.\n\nThinking about 2-CTA mode: each CTA handles 64 of the 128 rows cooperatively, with dQ partial sums accumulated via atomics. I'm unsure how robust Triton's support for 2-CTA MMAs actually is outside of Gluon.\n\nChecking whether `triton.experimental.gluon` is even accessible given the static import check — it's not in the allowed imports or attribute chains, so I need to verify exactly what's permitted before going further.\n\n","signature":"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"}],"container":null,"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":737,"cache_read_input_tokens":38773,"cache_creation":{"ephemeral_5m_input_tokens":737,"ephemeral_1h_input_tokens":0},"output_tokens":8,"service_tier":"standard","inference_geo":"global","speed":"standard"},"input_transformations":[],"diagnostics":null,"context_management":null},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"f84ec304-fcbc-493a-a798-9c799f0c7f9a","timestamp":"2026-10-18T11:14:51.835Z","request_id":"req_011Cg9by4KL7ZFpYyfDz3Ufi","thinking_duration_ms":99681,"thinking_display":"summarized"}
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{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01VdkwRr1C9EWNXDsnhZKG5V","type":"tool_result","content":"    while isinstance(node, ast.Attribute):\n        parts.append(node.attr)\n        node = node.value\n    if isinstance(node, ast.Name):\n        parts.append(node.id)\n        return list(reversed(parts))\n    return None\n\n\ndef _canon(node, alias):\n    c = _chain(node)\n    return '.'.join(alias[c[0]].split('.') + c[1:]) if c and c[0] in alias else None\n\n\ndef _cute_bad(full):\n    \"\"\"Why a dotted cutlass or cuda name is not admitted, or None. cutlass.cute.runtime is the one runtime module.\"\"\"\n    head = next((h for h in CUTE_ENTRY if full == h or full.startswith(h + '.')), None)\n    if full == 'cuda.bindings.driver':          # the module itself; only CUstream may be taken from it\n        return None\n    if full.startswith('cuda') and not head:\n        return f'{full} is not allowed (from cuda.bindings.driver only CUstream)'\n    parts = full.split('.')\n    for i in range(len(head.split('.')) if head else 1, len(parts)):\n        if parts[:i + 1] != ['cutlass', 'cute', 'runtime'] and (parts[i].startswith('_') or parts[i] in CUTE_BLOCKED):\n            return f'{full} is not allowed: {parts[i]} is private or not kernel writing (CUTE_BLOCKED, static_check.py)'\n    return None\n\n\ndef _launders(node, alias, parents):\n    \"\"\"Whether a CUTE_BLOCKED attribute sits in a chain that does not start at an imported name (a module kept in a\n    variable, a list item, a call result): the chain checks cannot see where such a chain leads, so it is refused.\"\"\"\n    while isinstance(parents.get(id(node)), ast.Attribute) and parents[id(node)].value is node:\n        node = parents[id(node)]\n    return _canon(node, alias) is None\n\n\ndef _cute_exempt(node, alias):\n    \"\"\"A with statement on cutlass context managers, or a @cute.struct class of annotated fields only.\"\"\"\n    if isinstance(node, ast.With):\n        return all(isinstance(i.context_expr, ast.Call) and (_canon(i.context_expr.func, alias) or '').startswith(\n            'cutlass.') and (i.optional_vars is None or isinstance(i.optional_vars, ast.Name)) for i in node.items)\n    if isinstance(node, ast.ClassDef):\n        return (not node.bases and not node.keywords and len(node.decorator_list) == 1\n                and _canon(node.decorator_list[0], alias) == 'cutlass.cute.struct'\n                and all(isinstance(s, ast.AnnAssign) and isinstance(s.target, ast.Name) and s.value is None\n                        or isinstance(s, ast.Pass) or isinstance(s, ast.Expr) and isinstance(s.value, ast.Constant)\n                        for s in node.body))\n    return False\n\n\ndef check(code, langs=('triton',)):\n    \"\"\"Return (ok, reason). The reason names the first violation, in words the proposer can act on. langs is the\n    task's tuple of admitted kernel languages: ('triton',) or ('triton', 'cute').\"\"\"\n    cute = 'cute' in langs\n    limit = CUTE_MAX_BYTES if cute else MAX_BYTES\n    imports = ALLOWED_IMPORTS | CUTE_IMPORTS if cute else ALLOWED_IMPORTS\n    torch_ok = TORCH_CHAINS | CUTE_TORCH_CHAINS if cute else TORCH_CHAINS\n    if not isinstance(code, str) or not code.strip():\n        return False, 'empty candidate'\n    if len(code.encode()) > limit:\n        return False, f'candidate exceeds {limit} bytes'\n    try:\n        tree = ast.parse(code)\n    except SyntaxError as e:\n        return False, f'syntax error on line {e.lineno}: {e.msg}'\n    parents = {}\n    for p in ast.walk(tree):\n        for ch in ast.iter_child_nodes(p):\n            parents[id(ch)] = p\n    alias = {}\n    for node in ast.walk(tree):\n        if isinstance(node, ast.Import):\n            for a in node.names:\n                if a.name not in imports:\n                    return False, f'import of {a.name} is not allowed (allowed: torch, triton, triton.language, math' + (\n                        ' and the CuTe DSL modules in CUTE_IMPORTS)' if cute else ')')\n                alias[a.asname or a.name.split('.')[0]] = a.name if a.asname else a.name.split('.')[0]\n        elif isinstance(node, ast.ImportFrom):\n            mod = node.module or ''\n            if node.level or mod not in imports:\n                return False, f'import from {mod or \".\"} is not allowed'\n            for a in node.names:\n                if a.name == '*':\n                    return False, 'star imports are not allowed'\n                full = f'{mod}.{a.name}'\n                if mod == 'torch' and full not in torch_ok:\n                    return False, f'from torch import {a.name} is not allowed'\n                if mod == 'triton' and full not in TRITON_CHAINS and a.name != 'language':\n                    return False, f'from triton import {a.name} is not allowed'\n                if cute and mod in CUTE_IMPORTS and _cute_bad(full):\n                    return False, _cute_bad(full)\n                alias[a.asname or a.name] = full\n    has_kernel_fn = False\n    has_jit = False\n    has_cute_kernel = False\n    for node in ast.walk(tree):\n        if isinstance(node, FORBIDDEN_NODES) and not (cute and _cute_exempt(node, alias)):\n            return False, f'{type(node).__name__} is not allowed in candidates'\n        if isinstance(node, ast.FunctionDef):\n            if node.name.startswith('__'):\n                return False, f'dunder function {node.name} is not allowed'\n            if node.name == 'kernel_fn' and node in tree.body:\n                has_kernel_fn = True\n            for d in node.decorator_list:\n                c = _chain(d.func if isinstance(d, ast.Call) else d)\n                if c:\n                    canon = alias.get(c[0], c[0]).split('.') + c[1:]\n                    if canon[:2] == ['triton', 'jit']:\n                        has_jit = True\n                    if canon[:3] == ['cutlass', 'cute', 'kernel']:\n                        has_cute_kernel = True\n        if isinstance(node, ast.Name) and node.id in FORBIDDEN_NAMES:\n            return False, f'use of {node.id} is not allowed'\n        if isinstance(node, ast.Attribute) and node.attr.startswith('__'):\n            return False, f'dunder attribute {node.attr} is not allowed'\n        if cute and isinstance(node, ast.Attribute) and node.attr.startswith('_') and node.attr != '_mlir':\n            return False, f'private attribute {node.attr} is not allowed'\n        if cute and isinstance(node, ast.Attribute) and node.attr in CUTE_BLOCKED and _launders(node, alias, parents):\n            return False, (f'attribute {node.attr} is not allowed here: in CuTe modules the names in CUTE_BLOCKED may '\n                           'only appear in a chain that starts at an import')\n        if cute and isinstance(node, ast.keyword) and node.arg is None:\n            return False, 'keyword unpacking (**) is not allowed in CuTe modules: pass compile options by name'\n        if cute and isinstance(node, ast.keyword) and node.arg == 'options' and not (\n                isinstance(node.value, ast.Constant) and isinstance(node.value.value, str)\n                and 'link' not in node.value.value.lower()):\n            return False, 'compile options must be a string literal and must not link libraries'\n        if isinstance(node, (ast.Assign, ast.AugAssign, ast.AnnAssign, ast.Delete)):\n            targets = node.targets if isinstance(node, (ast.Assign, ast.Delete)) else [node.target]\n            for t in targets:\n                for sub in ast.walk(t):\n                    if isinstance(sub, ast.Attribute):\n                        return False, 'assigning to attributes is not allowed'\n    for node in ast.walk(tree):\n        if not isinstance(node, (ast.Attribute, ast.Name)):\n            continue\n        p = parents.get(id(node))\n        if isinstance(p, ast.Attribute) and p.value is node:\n            continue  # only check the longest chain\n        c = _chain(node)\n        if not c or c[0] not in alias:\n            continue\n        canon = alias[c[0]].split('.') + c[1:]\n        full = '.'.join(canon)\n        if canon[0] == 'torch':\n            if full not in torch_ok:\n                return False, f'{full} is not allowed: allocate with torch, compute in Triton'\n        elif canon[0] == 'triton':\n            if canon[:2] == ['triton', 'language']:\n                continue\n            if len(canon) > 1 and full not in TRITON_CHAINS:\n                return False, f'{full} is not allowed'\n        elif cute and canon[0] in ('cutlass', 'cuda'):\n            if _cute_bad(full):\n                return False, _cute_bad(full)\n            if full in CUTE_IMPORTS:       # a module object passed around would escape these checks\n                return False, f'the module {full} may only be used through its attributes'\n    if not has_kernel_fn:\n        return False, 'the module must define a top-level function named kernel_fn'\n    if not (has_jit or cute and has_cute_kernel):\n        return False, 'the module must contain at least one ' + ('@triton.jit or @cute.kernel kernel' if cute else\n                                                                 '@triton.jit kernel')\n    return True, 'ok'\n_CudaDeviceProperties(name='NVIDIA B300 SXM6 AC', major=10, minor=3, total_memory=274101MB, multi_processor_count=148, uuid=81984478-589d-a696-54f7-3944b268a218, pci_bus_id=103, pci_device_id=0, pci_domain_id=0, L2_cache_size=126MB)\n\n==============NVSMI LOG==============\n\nTimestamp                                              : Sun Oct 18 11:14:55 2026\nDriver Version                                         : 610.57.04 [Deprecated; will be removed in CUDA 14.0. Use KMD Version instead]\nCUDA Version                                           : 13.3 [Deprecated; will be removed in CUDA 14.0. Use CUDA UMD Version instead]\nKMD Version                                            : 610.57.04\nCUDA UMD Version                                       : 13.3\n\nAttached GPUs                                          : 1\nGPU 00000000:67:00.0\n    Clocks\n        Graphics                                       : 120 MHz\n        SM                                             : 120 MHz\n        Memory                                         : 3996 MHz\n        Video                                          : 600 MHz\n    Applications Clocks\n        Graphics                                       : Requested functionality has been deprecated\n        Memory                                         : Requested functionality has been deprecated\n    Default Applications Clocks\n        Graphics                                       : Requested functionality has been deprecated\n        Memory                                         : Requested functionality has been deprecated\n    Deferred Clocks\n        Memory                                         : N/A\n    Max Clocks\n        Graphics                                       : 2032 MHz\n        SM                                             : 2032 MHz\n        Memory                                         : 3996 MHz\n        Video                                          : 1860 MHz\n    Max Customer Boost Clocks\n        Graphics                                       : 2032 MHz\n    SM Clock Samples\n        Duration                                       : N/A\n        Number of Samples                              : N/A\n        Max                                            : N/A\n        Min                                            : N/A\n        Avg                                            : N/A\n    Memory Clock Samples\n        Duration                                       : N/A\n        Number of Samples                              : N/A","is_error":false}]},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"a08a300e-fbbd-435c-b550-ab6aa77f156f","timestamp":"2026-10-18T11:14:55.269Z","tool_use_result":{"stdout":"    while isinstance(node, ast.Attribute):\n        parts.append(node.attr)\n        node = node.value\n    if isinstance(node, ast.Name):\n        parts.append(node.id)\n        return list(reversed(parts))\n    return None\n\n\ndef _canon(node, alias):\n    c = _chain(node)\n    return '.'.join(alias[c[0]].split('.') + c[1:]) if c and c[0] in alias else None\n\n\ndef _cute_bad(full):\n    \"\"\"Why a dotted cutlass or cuda name is not admitted, or None. cutlass.cute.runtime is the one runtime module.\"\"\"\n    head = next((h for h in CUTE_ENTRY if full == h or full.startswith(h + '.')), None)\n    if full == 'cuda.bindings.driver':          # the module itself; only CUstream may be taken from it\n        return None\n    if full.startswith('cuda') and not head:\n        return f'{full} is not allowed (from cuda.bindings.driver only CUstream)'\n    parts = full.split('.')\n    for i in range(len(head.split('.')) if head else 1, len(parts)):\n        if parts[:i + 1] != ['cutlass', 'cute', 'runtime'] and (parts[i].startswith('_') or parts[i] in CUTE_BLOCKED):\n            return f'{full} is not allowed: {parts[i]} is private or not kernel writing (CUTE_BLOCKED, static_check.py)'\n    return None\n\n\ndef _launders(node, alias, parents):\n    \"\"\"Whether a CUTE_BLOCKED attribute sits in a chain that does not start at an imported name (a module kept in a\n    variable, a list item, a call result): the chain checks cannot see where such a chain leads, so it is refused.\"\"\"\n    while isinstance(parents.get(id(node)), ast.Attribute) and parents[id(node)].value is node:\n        node = parents[id(node)]\n    return _canon(node, alias) is None\n\n\ndef _cute_exempt(node, alias):\n    \"\"\"A with statement on cutlass context managers, or a @cute.struct class of annotated fields only.\"\"\"\n    if isinstance(node, ast.With):\n        return all(isinstance(i.context_expr, ast.Call) and (_canon(i.context_expr.func, alias) or '').startswith(\n            'cutlass.') and (i.optional_vars is None or isinstance(i.optional_vars, ast.Name)) for i in node.items)\n    if isinstance(node, ast.ClassDef):\n        return (not node.bases and not node.keywords and len(node.decorator_list) == 1\n                and _canon(node.decorator_list[0], alias) == 'cutlass.cute.struct'\n                and all(isinstance(s, ast.AnnAssign) and isinstance(s.target, ast.Name) and s.value is None\n                        or isinstance(s, ast.Pass) or isinstance(s, ast.Expr) and isinstance(s.value, ast.Constant)\n                        for s in node.body))\n    return False\n\n\ndef check(code, langs=('triton',)):\n    \"\"\"Return (ok, reason). The reason names the first violation, in words the proposer can act on. langs is the\n    task's tuple of admitted kernel languages: ('triton',) or ('triton', 'cute').\"\"\"\n    cute = 'cute' in langs\n    limit = CUTE_MAX_BYTES if cute else MAX_BYTES\n    imports = ALLOWED_IMPORTS | CUTE_IMPORTS if cute else ALLOWED_IMPORTS\n    torch_ok = TORCH_CHAINS | CUTE_TORCH_CHAINS if cute else TORCH_CHAINS\n    if not isinstance(code, str) or not code.strip():\n        return False, 'empty candidate'\n    if len(code.encode()) > limit:\n        return False, f'candidate exceeds {limit} bytes'\n    try:\n        tree = ast.parse(code)\n    except SyntaxError as e:\n        return False, f'syntax error on line {e.lineno}: {e.msg}'\n    parents = {}\n    for p in ast.walk(tree):\n        for ch in ast.iter_child_nodes(p):\n            parents[id(ch)] = p\n    alias = {}\n    for node in ast.walk(tree):\n        if isinstance(node, ast.Import):\n            for a in node.names:\n                if a.name not in imports:\n                    return False, f'import of {a.name} is not allowed (allowed: torch, triton, triton.language, math' + (\n                        ' and the CuTe DSL modules in CUTE_IMPORTS)' if cute else ')')\n                alias[a.asname or a.name.split('.')[0]] = a.name if a.asname else a.name.split('.')[0]\n        elif isinstance(node, ast.ImportFrom):\n            mod = node.module or ''\n            if node.level or mod not in imports:\n                return False, f'import from {mod or \".\"} is not allowed'\n            for a in node.names:\n                if a.name == '*':\n                    return False, 'star imports are not allowed'\n                full = f'{mod}.{a.name}'\n                if mod == 'torch' and full not in torch_ok:\n                    return False, f'from torch import {a.name} is not allowed'\n                if mod == 'triton' and full not in TRITON_CHAINS and a.name != 'language':\n                    return False, f'from triton import {a.name} is not allowed'\n                if cute and mod in CUTE_IMPORTS and _cute_bad(full):\n                    return False, _cute_bad(full)\n                alias[a.asname or a.name] = full\n    has_kernel_fn = False\n    has_jit = False\n    has_cute_kernel = False\n    for node in ast.walk(tree):\n        if isinstance(node, FORBIDDEN_NODES) and not (cute and _cute_exempt(node, alias)):\n            return False, f'{type(node).__name__} is not allowed in candidates'\n        if isinstance(node, ast.FunctionDef):\n            if node.name.startswith('__'):\n                return False, f'dunder function {node.name} is not allowed'\n            if node.name == 'kernel_fn' and node in tree.body:\n                has_kernel_fn = True\n            for d in node.decorator_list:\n                c = _chain(d.func if isinstance(d, ast.Call) else d)\n                if c:\n                    canon = alias.get(c[0], c[0]).split('.') + c[1:]\n                    if canon[:2] == ['triton', 'jit']:\n                        has_jit = True\n                    if canon[:3] == ['cutlass', 'cute', 'kernel']:\n                        has_cute_kernel = True\n        if isinstance(node, ast.Name) and node.id in FORBIDDEN_NAMES:\n            return False, f'use of {node.id} is not allowed'\n        if isinstance(node, ast.Attribute) and node.attr.startswith('__'):\n            return False, f'dunder attribute {node.attr} is not allowed'\n        if cute and isinstance(node, ast.Attribute) and node.attr.startswith('_') and node.attr != '_mlir':\n            return False, f'private attribute {node.attr} is not allowed'\n        if cute and isinstance(node, ast.Attribute) and node.attr in CUTE_BLOCKED and _launders(node, alias, parents):\n            return False, (f'attribute {node.attr} is not allowed here: in CuTe modules the names in CUTE_BLOCKED may '\n                           'only appear in a chain that starts at an import')\n        if cute and isinstance(node, ast.keyword) and node.arg is None:\n            return False, 'keyword unpacking (**) is not allowed in CuTe modules: pass compile options by name'\n        if cute and isinstance(node, ast.keyword) and node.arg == 'options' and not (\n                isinstance(node.value, ast.Constant) and isinstance(node.value.value, str)\n                and 'link' not in node.value.value.lower()):\n            return False, 'compile options must be a string literal and must not link libraries'\n        if isinstance(node, (ast.Assign, ast.AugAssign, ast.AnnAssign, ast.Delete)):\n            targets = node.targets if isinstance(node, (ast.Assign, ast.Delete)) else [node.target]\n            for t in targets:\n                for sub in ast.walk(t):\n                    if isinstance(sub, ast.Attribute):\n                        return False, 'assigning to attributes is not allowed'\n    for node in ast.walk(tree):\n        if not isinstance(node, (ast.Attribute, ast.Name)):\n            continue\n        p = parents.get(id(node))\n        if isinstance(p, ast.Attribute) and p.value is node:\n            continue  # only check the longest chain\n        c = _chain(node)\n        if not c or c[0] not in alias:\n            continue\n        canon = alias[c[0]].split('.') + c[1:]\n        full = '.'.join(canon)\n        if canon[0] == 'torch':\n            if full not in torch_ok:\n                return False, f'{full} is not allowed: allocate with torch, compute in Triton'\n        elif canon[0] == 'triton':\n            if canon[:2] == ['triton', 'language']:\n                continue\n            if len(canon) > 1 and full not in TRITON_CHAINS:\n                return False, f'{full} is not allowed'\n        elif cute and canon[0] in ('cutlass', 'cuda'):\n            if _cute_bad(full):\n                return False, _cute_bad(full)\n            if full in CUTE_IMPORTS:       # a module object passed around would escape these checks\n                return False, f'the module {full} may only be used through its attributes'\n    if not has_kernel_fn:\n        return False, 'the module must define a top-level function named kernel_fn'\n    if not (has_jit or cute and has_cute_kernel):\n        return False, 'the module must contain at least one ' + ('@triton.jit or @cute.kernel kernel' if cute else\n                                                                 '@triton.jit kernel')\n    return True, 'ok'\n_CudaDeviceProperties(name='NVIDIA B300 SXM6 AC', major=10, minor=3, total_memory=274101MB, multi_processor_count=148, uuid=81984478-589d-a696-54f7-3944b268a218, pci_bus_id=103, pci_device_id=0, pci_domain_id=0, L2_cache_size=126MB)\n\n==============NVSMI LOG==============\n\nTimestamp                                              : Sun Oct 18 11:14:55 2026\nDriver Version                                         : 610.57.04 [Deprecated; will be removed in CUDA 14.0. Use KMD Version instead]\nCUDA Version                                           : 13.3 [Deprecated; will be removed in CUDA 14.0. Use CUDA UMD Version instead]\nKMD Version                                            : 610.57.04\nCUDA UMD Version                                       : 13.3\n\nAttached GPUs                                          : 1\nGPU 00000000:67:00.0\n    Clocks\n        Graphics                                       : 120 MHz\n        SM                                             : 120 MHz\n        Memory                                         : 3996 MHz\n        Video                                          : 600 MHz\n    Applications Clocks\n        Graphics                                       : Requested functionality has been deprecated\n        Memory                                         : Requested functionality has been deprecated\n    Default Applications Clocks\n        Graphics                                       : Requested functionality has been deprecated\n        Memory                                         : Requested functionality has been deprecated\n    Deferred Clocks\n        Memory                                         : N/A\n    Max Clocks\n        Graphics                                       : 2032 MHz\n        SM                                             : 2032 MHz\n        Memory                                         : 3996 MHz\n        Video                                          : 1860 MHz\n    Max Customer Boost Clocks\n        Graphics                                       : 2032 MHz\n    SM Clock Samples\n        Duration                                       : N/A\n        Number of Samples                              : N/A\n        Max                                            : N/A\n        Min                                            : N/A\n        Avg                                            : N/A\n    Memory Clock Samples\n        Duration                                       : N/A\n        Number of Samples                              : N/A","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"tool_result_meta":[{"id":"toolu_01VdkwRr1C9EWNXDsnhZKG5V","permission_decision":{"decision":"accept","source":"config","reason_type":"mode"}}]}
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{"type":"assistant","message":{"model":"claude-opus-5-5","id":"msg_011Cg9c6nnQRCbGo9PGcJyM3","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"With 148 SMs and a 2032 MHz max clock, I'm thinking the starting kernel is likely too slow to benchmark directly, so I want to prototype a quick Triton experiment using the FA2-style two-kernel approach with larger tiles first to gauge achievable performance before committing to a full plan.\n\nMy plan is a preprocess step computing delta, a dKdV kernel iterating per KV block and KV head over grouped heads and Q blocks, and a dQ kernel iterating per Q block and query head over K blocks, using tuned block sizes and tl.dot (possibly with TMA descriptors). I'll build a benchmark harness to time candidates across the six shapes and check correctness against the reference.\n\nNow I'm working through the dKdV kernel design for Blackwell, starting with a simple non-transposed formulation loading K and V blocks once, then looping over Q blocks to compute transposed QK scores, apply the softmax correction and masking, and accumulate dV and dP/dS gradients via dot products against dO and V.\n\nStill writing kernel code...\n\nGiven the limited time, I decide to just implement this version, test what Triton generates on Blackwell, then try the transposed formulation and compare. I'm sketching a bench script that builds test cases for the six shapes, runs the kernel, checks correctness against a cached reference, and times execution with CUDA events, then starting to sketch the dQ kernel structure with a per-Q-block program loop.\n\nTrying BLOCK_N=32 instead brings the total memory budget down to around 200 KB, which fits. I'm checking whether a smaller N dimension for the tensor core MMA still gives reasonable throughput for the S=QK^T and dQ accumulation matmuls, since instruction issue overhead rises as N shrinks even though per-instruction cost scales down proportionally.\n\nAlternatively I consider BLOCK_M=64 for the dQ kernel to cut Q/dO storage, but that pushes K/V smem usage up and keeps total memory similar while shrinking the M dimension of the MMAs. I'm also wondering whether dO could stay in TMEM rather than smem for the dP=dO·V^T matmul, since tcgen05 permits the A operand to come from TMEM, similar to how Triton handles P as an A operand on Blackwell's forward attention kernel.\n\nI recall Triton has a \"PromoteLHSToTMem\" compiler pass that automatically moves register-produced LHS operands into TMEM, so dV += P^T·dO could place P^T in TMEM as the A operand instead of going through smem, saving bandwidth. I'll stop theorizing and just implement v1, measuring performance, after checking Triton's Blackwell attention backward tutorial for the correct API.\n\n","signature":"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{"type":"assistant","message":{"model":"claude-opus-5-5","id":"msg_011Cg9c9ViKw6RwT3cx6FUBi","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"I'm starting to design the first kernel version, thinking about how to compute the delta term from o and do, and how to handle sequence boundaries in packed sequences where a block might span two sequences, considering a per-sequence iteration approach similar to flash attention's varlen handling.\n\nSketching out the grid structure with blocks sized relative to max sequence length, letting programs for ragged shorter sequences exit early once past their bounds, and checking this works fine for the packed docs test case with mixed lengths. 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Then for the dQ kernel, I'm sketching out the per-block program structure: loading Q and dO blocks along with the precomputed lse and delta values, then accumulating the gradient.\n\nWriting the block loop logic...\n\nFor masking, I'll start by applying it everywhere for simplicity, with a plan to later split into masked and unmasked loop segments since masking really only matters near diagonal, window edges, and sequence boundaries.\n\nI'm deciding between pointer-based loads and TMA descriptors for Q/K/V — on Blackwell, TMA is better suited for feeding the tcgen05 MMA operands directly into smem with proper swizzling, so I'm setting up tensor descriptors treating Q as a 2D view to handle block loads cleanly, including zero-padding for packed sequences beyond the true length.\n\nSince rows from adjacent sequences could load non-zero data via TMA, I need masking so that P is zeroed for out-of-bounds queries/keys, which keeps dq = ds @ k safe since zero times any finite k value stays zero. The remaining worry is whether extreme input magnitudes could push qk into overflow/inf territory in fp32 before the softmax normalization, which I need to check against the expected input value ranges.\n\nThat's fine since k stays finite. Now I'm figuring out the TMA descriptor setup — calling triton.set_allocator with a lambda to give Triton scratch space for device-side tensor descriptors, since make_tensor_descriptor inside the kernel needs that global allocation.\n\nI'm ruling out the host-side TensorDescriptor from triton.tools since that module isn't allowed, so I'll stick with device-side tl.make_tensor_descriptor instead. Now I'm sketching block sizes for the dK/dV and dQ kernels, checking shared memory budgets for Q, K, V, and do tiles in bf16 across different BN values with double buffering.\n\nI'll just go ahead and write a generic version of the code now with constexpr flags to try out the different block size configurations.\n\n","signature":"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"}],"container":null,"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1238,"cache_read_input_tokens":57666,"cache_creation":{"ephemeral_5m_input_tokens":1238,"ephemeral_1h_input_tokens":0},"output_tokens":7,"service_tier":"standard","inference_geo":"global","speed":"standard"},"input_transformations":[],"diagnostics":null,"context_management":null},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"ffe8048f-cb0c-41b8-bfe3-2ebfb37dd51f","timestamp":"2026-10-18T11:16:09.691Z","request_id":"req_011Cg9c9VMVSxVZwoUKTp633","thinking_duration_ms":36459,"thinking_display":"summarized"}
{"type":"assistant","message":{"model":"claude-opus-5-5","id":"msg_011Cg9c9ViKw6RwT3cx6FUBi","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01T1y96Hbpni9gpVKZrgxMVJ","name":"Bash","input":{"command":"cat > /workspace/dev/v1.py << 'EOF'\nimport torch\nimport triton\nimport triton.language as tl\n\nLOG2E = tl.constexpr(1.4426950408889634)\n\n\n@triton.jit\ndef _prep(O, DO, LSE, DELTA, LSE2, T, H, D: tl.constexpr, BT: tl.constexpr):\n    t0 = tl.program_id(0) * BT\n    h = tl.program_id(1)\n    rt = t0 + tl.arange(0, BT)\n    rd = tl.arange(0, D)\n    m = rt < T\n    row = (rt.to(tl.int64) * H + h) * D\n    o = tl.load(O + row[:, None] + rd[None, :], mask=m[:, None], other=0.0).to(tl.float32)\n    do = tl.load(DO + row[:, None] + rd[None, :], mask=m[:, None], other=0.0).to(tl.float32)\n    tl.store(DELTA + h.to(tl.int64) * T + rt, tl.sum(o * do, 1), mask=m)\n    lse = tl.load(LSE + h.to(tl.int64) * T + rt, mask=m, other=0.0)\n    tl.store(LSE2 + h.to(tl.int64) * T + rt, lse * LOG2E, mask=m)\n\n\n@triton.jit\ndef _dkdv(Q, K, V, DO, LSE2, DELTA, CU, DK, DV, qk_scale, sm_scale, T, W,\n          H: tl.constexpr, HKV: tl.constexpr, D: tl.constexpr, BM: tl.constexpr, BN: tl.constexpr):\n    G: tl.constexpr = H // HKV\n    pid = tl.program_id(0)\n    s = tl.program_id(1)\n    hk = tl.program_id(2)\n    st = tl.load(CU + s)\n    L = tl.load(CU + s + 1) - st\n    j0 = pid * BN\n    if j0 >= L:\n        return\n    q_desc = tl.make_tensor_descriptor(Q, shape=[T, H * D], strides=[H * D, 1], block_shape=[BM, D])\n    do_desc = tl.make_tensor_descriptor(DO, shape=[T, H * D], strides=[H * D, 1], block_shape=[BM, D])\n    k_desc = tl.make_tensor_descriptor(K, shape=[T, HKV * D], strides=[HKV * D, 1], block_shape=[BN, D])\n    v_desc = tl.make_tensor_descriptor(V, shape=[T, HKV * D], strides=[HKV * D, 1], block_shape=[BN, D])\n    k = k_desc.load([st + j0, hk * D])\n    v = v_desc.load([st + j0, hk * D])\n    rn = j0 + tl.arange(0, BN)\n    rm = tl.arange(0, BM)\n    hi = L\n    if W >= 0:\n        hi = tl.minimum(L, j0 + BN + W)\n    i_start = (j0 // BM) * BM\n    dk = tl.zeros((BN, D), tl.float32)\n    dv = tl.zeros((BN, D), tl.float32)\n    for g in range(G):\n        h = hk * G + g\n        for i0 in range(i_start, hi, BM):\n            q = q_desc.load([st + i0, h * D])\n            do = do_desc.load([st + i0, h * D])\n            ri = i0 + rm\n            lse2 = tl.load(LSE2 + h * T + st + ri, mask=ri < L, other=0.0)\n            delta = tl.load(DELTA + h * T + st + ri, mask=ri < L, other=0.0)\n            qkT = tl.dot(k, tl.trans(q))\n            pT = tl.math.exp2(qkT * qk_scale - lse2[None, :])\n            vis = (ri[None, :] >= rn[:, None]) & (ri[None, :] < L)\n            if W >= 0:\n                vis = vis & (ri[None, :] - rn[:, None] <= W)\n            pT = tl.where(vis, pT, 0.0)\n            dv = tl.dot(pT.to(tl.bfloat16), do, dv)\n            dpT = tl.dot(v, tl.trans(do))\n            dsT = pT * (dpT - delta[None, :])\n            dk = tl.dot(dsT.to(tl.bfloat16), q, dk)\n    rd = tl.arange(0, D)\n    row = ((st + rn).to(tl.int64) * HKV + hk) * D\n    m = (rn < L)[:, None]\n    tl.store(DK + row[:, None] + rd[None, :], (dk * sm_scale).to(tl.bfloat16), mask=m)\n    tl.store(DV + row[:, None] + rd[None, :], dv.to(tl.bfloat16), mask=m)\n\n\n@triton.jit\ndef _dq(Q, K, V, DO, LSE2, DELTA, CU, DQ, qk_scale, sm_scale, T, W, NB,\n        H: tl.constexpr, HKV: tl.constexpr, D: tl.constexpr, BM: tl.constexpr, BN: tl.constexpr):\n    G: tl.constexpr = H // HKV\n    pid = NB - 1 - tl.program_id(0)\n    s = tl.program_id(1)\n    h = tl.program_id(2)\n    hk = h // G\n    st = tl.load(CU + s)\n    L = tl.load(CU + s + 1) - st\n    i0 = pid * BM\n    if i0 >= L:\n        return\n    q_desc = tl.make_tensor_descriptor(Q, shape=[T, H * D], strides=[H * D, 1], block_shape=[BM, D])\n    do_desc = tl.make_tensor_descriptor(DO, shape=[T, H * D], strides=[H * D, 1], block_shape=[BM, D])\n    k_desc = tl.make_tensor_descriptor(K, shape=[T, HKV * D], strides=[HKV * D, 1], block_shape=[BN, D])\n    v_desc = tl.make_tensor_descriptor(V, shape=[T, HKV * D], strides=[HKV * D, 1], block_shape=[BN, D])\n    q = q_desc.load([st + i0, h * D])\n    do = do_desc.load([st + i0, h * D])\n    ri = i0 + tl.arange(0, BM)\n    rn = tl.arange(0, BN)\n    lse2 = tl.load(LSE2 + h * T + st + ri, mask=ri < L, other=0.0)\n    delta = tl.load(DELTA + h * T + st + ri, mask=ri < L, other=0.0)\n    lo = 0\n    if W >= 0:\n        lo = tl.maximum(0, i0 - W)\n    lo = (lo // BN) * BN\n    hi = tl.minimum(i0 + BM, L)\n    dq = tl.zeros((BM, D), tl.float32)\n    for j0 in range(lo, hi, BN):\n        k = k_desc.load([st + j0, hk * D])\n        v = v_desc.load([st + j0, hk * D])\n        rj = j0 + rn\n        qk = tl.dot(q, tl.trans(k))\n        p = tl.math.exp2(qk * qk_scale - lse2[:, None])\n        vis = (rj[None, :] <= ri[:, None]) & (ri[:, None] < L)\n        if W >= 0:\n            vis = vis & (ri[:, None] - rj[None, :] <= W)\n        p = tl.where(vis, p, 0.0)\n        dp = tl.dot(do, tl.trans(v))\n        ds = p * (dp - delta[:, None])\n        dq = tl.dot(ds.to(tl.bfloat16), k, dq)\n    rd = tl.arange(0, D)\n    row = ((st + ri).to(tl.int64) * H + h) * D\n    m = (ri < L)[:, None]\n    tl.store(DQ + row[:, None] + rd[None, :], (dq * sm_scale).to(tl.bfloat16), mask=m)\n\n\ndef kernel_fn(q, k, v, o, do, lse, cu_seqlens, max_seqlen, window, dq, dk, dv):\n    triton.set_allocator(lambda size, align, stream: torch.empty(size, dtype=torch.int8, device='cuda'))\n    T, H, D = q.shape\n    HKV = k.shape[1]\n    n = cu_seqlens.shape[0] - 1\n    delta = torch.empty((H, T), device=q.device, dtype=torch.float32)\n    lse2 = torch.empty((H, T), device=q.device, dtype=torch.float32)\n    _prep[(triton.cdiv(T, 32), H)](o, do, lse, delta, lse2, T, H, D=D, BT=32, num_warps=4)\n    sm_scale = D ** -0.5\n    qk_scale = sm_scale * 1.4426950408889634\n    BN, BM = 64, 64\n    _dkdv[(triton.cdiv(max_seqlen, BN), n, HKV)](q, k, v, do, lse2, delta, cu_seqlens, dk, dv, qk_scale, sm_scale,\n                                                 T, window, H=H, HKV=HKV, D=D, BM=BM, BN=BN, num_warps=4, num_stages=2)\n    BM2, BN2 = 128, 32\n    nb = triton.cdiv(max_seqlen, BM2)\n    _dq[(nb, n, H)](q, k, v, do, lse2, delta, cu_seqlens, dq, qk_scale, sm_scale, T, window, nb,\n                    H=H, HKV=HKV, D=D, BM=BM2, BN=BN2, num_warps=4, num_stages=2)\nEOF\ncd /workspace/dev && timeout 900 python bench.py v1.py 2>&1 | tail -20","description":"Write v1 kernel and benchmark it"},"caller":{"type":"direct"}}],"container":null,"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1238,"cache_read_input_tokens":57666,"cache_creation":{"ephemeral_5m_input_tokens":1238,"ephemeral_1h_input_tokens":0},"output_tokens":7,"service_tier":"standard","inference_geo":"global","speed":"standard"},"input_transformations":[],"diagnostics":null,"context_management":null},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"71a64f43-9094-4fbd-bd1c-235a572ef8e8","timestamp":"2026-10-18T11:16:31.106Z","request_id":"req_011Cg9c9VMVSxVZwoUKTp633"}
{"type":"system","subtype":"task_started","task_id":"b2ap785f3","run_id":"0mvdqcvyu-7ebb9f25","tool_use_id":"toolu_01T1y96Hbpni9gpVKZrgxMVJ","description":"Write v1 kernel and benchmark it","is_backgrounded":false,"task_type":"local_bash","uuid":"9d33aa3e-ff9d-49e4-9493-d99e82217eee","session_id":"7ab31230-a8af-462d-87c8-1694924f5168"}
{"type":"tool_progress","tool_use_id":"toolu_01T1y96Hbpni9gpVKZrgxMVJ-heartbeat-0","tool_name":"Bash","parent_tool_use_id":"toolu_01T1y96Hbpni9gpVKZrgxMVJ","elapsed_time_seconds":30,"heartbeat":true,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"98a0fb6b-6ae1-4a93-9870-bf3d249f59a6"}
{"type":"system","subtype":"task_notification","task_id":"b2ap785f3","run_id":"0mvdqcvyu-7ebb9f25","tool_use_id":"toolu_01T1y96Hbpni9gpVKZrgxMVJ","status":"completed","output_file":"","summary":"Write v1 kernel and benchmark it","uuid":"a81734d8-3140-4420-a98f-1725129a17a9","session_id":"7ab31230-a8af-462d-87c8-1694924f5168"}
{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01T1y96Hbpni9gpVKZrgxMVJ","type":"tool_result","content":"Traceback (most recent call last):\n  File \"/workspace/dev/bench.py\", line 56, in <module>\n    main()\n  File \"/workspace/dev/bench.py\", line 46, in main\n    mod.kernel_fn(*case.args)\n  File \"/workspace/dev/v1.py\", line 133, in kernel_fn\n    _dkdv[(triton.cdiv(max_seqlen, BN), n, HKV)](q, k, v, do, lse2, delta, cu_seqlens, dk, dv, qk_scale, sm_scale,\n  File \"/usr/local/lib/python3.12/dist-packages/triton/runtime/jit.py\", line 370, in <lambda>\n    return lambda *args, **kwargs: self.run(grid=grid, warmup=False, *args, **kwargs)\n                                   ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n  File \"/usr/local/lib/python3.12/dist-packages/triton/runtime/jit.py\", line 760, in run\n    launch_metadata = kernel.launch_metadata(grid, stream, *bound_args.values())\n                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n  File \"/usr/local/lib/python3.12/dist-packages/triton/compiler/compiler.py\", line 485, in launch_metadata\n    self._init_handles()\n  File \"/usr/local/lib/python3.12/dist-packages/triton/compiler/compiler.py\", line 459, in _init_handles\n    raise_(OutOfResources(self.metadata.shared, max_shared, \"shared memory\"))\n  File \"/usr/local/lib/python3.12/dist-packages/triton/compiler/compiler.py\", line 451, in raise_\n    raise err\ntriton.runtime.errors.OutOfResources: out of resource: shared memory, Required: 262752, Hardware limit: 232448. Reducing block sizes or `num_stages` may help.","is_error":false}]},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"06ab8d26-ac8e-44e7-ad52-bce562a74a95","timestamp":"2026-10-18T11:17:07.411Z","tool_use_result":{"stdout":"Traceback (most recent call last):\n  File \"/workspace/dev/bench.py\", line 56, in <module>\n    main()\n  File \"/workspace/dev/bench.py\", line 46, in main\n    mod.kernel_fn(*case.args)\n  File \"/workspace/dev/v1.py\", line 133, in kernel_fn\n    _dkdv[(triton.cdiv(max_seqlen, BN), n, HKV)](q, k, v, do, lse2, delta, cu_seqlens, dk, dv, qk_scale, sm_scale,\n  File \"/usr/local/lib/python3.12/dist-packages/triton/runtime/jit.py\", line 370, in <lambda>\n    return lambda *args, **kwargs: self.run(grid=grid, warmup=False, *args, **kwargs)\n                                   ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n  File \"/usr/local/lib/python3.12/dist-packages/triton/runtime/jit.py\", line 760, in run\n    launch_metadata = kernel.launch_metadata(grid, stream, *bound_args.values())\n                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n  File \"/usr/local/lib/python3.12/dist-packages/triton/compiler/compiler.py\", line 485, in launch_metadata\n    self._init_handles()\n  File \"/usr/local/lib/python3.12/dist-packages/triton/compiler/compiler.py\", line 459, in _init_handles\n    raise_(OutOfResources(self.metadata.shared, max_shared, \"shared memory\"))\n  File \"/usr/local/lib/python3.12/dist-packages/triton/compiler/compiler.py\", line 451, in raise_\n    raise err\ntriton.runtime.errors.OutOfResources: out of resource: shared memory, Required: 262752, Hardware limit: 232448. Reducing block sizes or `num_stages` may help.","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"tool_result_meta":[{"id":"toolu_01T1y96Hbpni9gpVKZrgxMVJ","permission_decision":{"decision":"accept","source":"config","reason_type":"mode"}}]}
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{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01FSa2363G9W5ttvgkUEc6S4","type":"tool_result","content":"USDT:2026-10-18 11:17:58 5221:5221 SyncActivityProfilerHandler.cpp:52] profiler_start\nUSDT:2026-10-18 11:17:59 5221:5221 SyncActivityProfilerHandler.cpp:59] profiler_stop\n_prep                                                              29.8 us x5\n_dkdv                                                            4449.4 us x5\n_dq                                                              1419.8 us x5","is_error":false}]},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"c0dcf77b-2b82-4731-997b-9876c1dd98e9","timestamp":"2026-10-18T11:17:59.760Z","tool_use_result":{"stdout":"USDT:2026-10-18 11:17:58 5221:5221 SyncActivityProfilerHandler.cpp:52] profiler_start\nUSDT:2026-10-18 11:17:59 5221:5221 SyncActivityProfilerHandler.cpp:59] profiler_stop\n_prep                                                              29.8 us x5\n_dkdv                                                            4449.4 us x5\n_dq                                                              1419.8 us x5","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"tool_result_meta":[{"id":"toolu_01FSa2363G9W5ttvgkUEc6S4","permission_decision":{"decision":"accept","source":"config","reason_type":"mode"}}]}
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{"type":"assistant","message":{"model":"claude-opus-5-5","id":"msg_011Cg9cLQ7n46AkQa3QZSP8z","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"The dKdV kernel dominates runtime at 4449 us versus dQ's 1420 us. Working through shape 0 with 537M pairs, I'm calculating the FLOPs for the dQ kernel's three matmuls to estimate achieved throughput in TFLOPS.\n\nRunning similar calculations for dKdV's four matmuls gives a much worse 247 TFLOPS, suggesting M=64 and single-stage pipelining are hurting it. I'm now estimating what throughput would be needed across the whole 7-matmul approach to hit the 1518 us target, comparing against B300's theoretical peak (~2.46 PFLOPS) — needing roughly 52% of peak seems like a tough bar for Triton attention backward kernels. I'm also sketching out an alternative 5-matmul approach using dQ atomics to see if it changes the math.\n\nNow I'm weighing whether atomics-based dQ is actually feasible in Triton — thinking through whether atomic_add on fp32 blocks gets vectorized properly, or whether a TMA-based reduce via tensor descriptor atomic_add (potentially available in newer Triton versions) would be a better path.\n\nI'm estimating total atomic traffic for dQ: for BN=64 it's roughly 8.6 GB, for BN=128 about 4.3 GB — likely too much to fit the 1.5 ms budget unless L2 reduce bandwidth is high enough.\n\nFA4's generic kernel seems to do something similar with 64-row KV tiles per CTA pairing into 128-row dQ partials, hitting ~2.8 TB/s with TMA bulk reductions, which matches the 4.3 GB number. I'm now wondering whether a hybrid with larger key blocks for dQ partials could help, or whether the dKdV kernel could process multiple KV heads at once — but really the core issue is making the Triton dKdV loop efficient first, since both approaches share that same loop plus an added dQ MMA step.\n\nThe current dKdV setup uses 64×64 tiles with single-stage pipelining and gets 247 TFLOPS. I'm weighing whether bumping the KV block size to 128 would leave enough TMEM room for accumulators alongside the S^T and dP^T buffers, or whether transposing the dK/dV accumulators to free up columns would let a 64-wide KV block fit alongside a 128-row score matrix for the MMA.\n\nEstimating TMEM and shared memory budgets: with transposed dK^T/dV^T accumulators I count roughly 384 TMEM columns used across S, dP, and the two accumulators, and smem usage lands around 128KB per stage for Q and dO tiles plus 32KB each for K and V, with P and dS adding another 32KB combined.\n\nI'm now checking whether a single-stage pipeline fits within the ~227KB smem limit and realize without double buffering, loads can't overlap with compute unless Triton can issue the next TMA after the current buffer's last use. I'm reconsidering BM/BN tile shapes to keep M=128-style MMAs while exploring a BN=128 transposed layout for dK^T.\n\nThat transposed approach for dV^T pushes total size past the limit too, so I'm weighing whether dK could live in registers instead of TMEM while dV stays in TMEM, but that requires too many registers per thread. I'm now considering splitting the work differently—either via GQA head looping or by dividing the head dimension D across two separate CTAs, since TMEM capacity is the real bottleneck for dK/dV at BN=128.\n\nSplitting D across two CTAs means both need the full contraction over D=256, so S and dP get recomputed twice, doubling matmul work from 4 units to 6 — not a win. I'm also recognizing that the two-CTA MMA trick from FA4 doesn't map cleanly onto plain Triton, so I'm pivoting to think about what made the dQ kernel hit 581 TFLOPS with M=128, BN=32, to see if that pattern could inform the dKdV design.\n\nEven if dKdV matched that rate, combined with dQ's 1.42ms I'd land around 3.3ms total, still roughly 2x short of the 1518 target, so both kernels need to push past 1000+ TFLOPS or I need a fused approach. This makes me reconsider whether Triton 3.7's warp-specialized range construct for Blackwell — which splits loops into TMA-load, MMA-issue, and softmax partitions — could be the key to reaching forward-pass-level performance on the backward kernels too.\n\nNow I'm working through TMEM budget accounting for a fused 5-matmul kernel with BN=64, tallying up column usage across S, dP, dK^T, dV^T, and dQ tensors to see if everything fits within capacity, and it looks like splitting dQ into two N=128 halves might be necessary to make the numbers work.\n\nEven then it barely fits with no room for double buffering. I'm also noting that the atomic write traffic at BN=64 is too high — roughly 8.6 GB for this shape — which makes this approach impractical, pointing toward something like FA4's 2-CTA scheme to effectively double the block size through shared work between CTA pairs.\n\nSo it seems the two-kernel approach is the realistic path here, and the challenge is just making both kernels faster. Comparing FLOP counts between the dKdV and dQ kernels, I estimate the total compute for this shape at around 1.92 PFLOP across seven matmuls, and if I could push both kernels to around 1200 TFLOPS I'd land near 1600 us — about 49% of peak, which is in the right ballpark given FA4's forward pass hits roughly 70% of peak for head-dim 128.\n\nTriton's forward attention on B200 reaches similar territory, around 1100-1200 TFLOPS for hd128 with warp specialization, with Gluon pushing past 1400. That makes me wonder what else could cut the actual work needed.\n\nFor the dQ kernel specifically, I'm thinking about the GQA head-packing trick: since different query heads sharing a KV head don't reduce FLOPs but do let K/V loads be shared, I could stack G query heads into one program so K/V tiles get reused across them, similar to the approach in PR #2967.\n\nBut this packing applies to smem bandwidth and loads, not FLOPs -- same story for dKdV where packing Q heads into S^T's N dimension saves nothing computationally. So the FLOP count is essentially fixed: 7 units for the two-kernel approach versus 5 for fused. Masking overhead on diagonal blocks is small, maybe 3% waste at block size 128 on 8192, a bit more with windowed attention, but that's tolerable. The real lever is MMA efficiency, so I want to check whether Triton actually pipelines the MMAs properly.\n\nWithout warp specialization, each iteration likely stalls the tensor core while waiting on loads and softmax computation -- the S and dP MMAs fire, then the pipeline sits idle during the exp and dS computation steps before the dQ MMA can issue, with only partial overlap possible between the dQ MMA and the next iteration's S MMA. I'm estimating the per-iteration tensor core busy time for the dQ kernel at these tile sizes to see how much idle time this leaves.\n\nI should check whether Triton's `warp_specialize=True` loop flag actually works on Blackwell for these backward kernels, partitioning into load/MMA/compute groups, and try it first on the dQ kernel. I'm also weighing BM/BN tile sizes against shared memory budget — with double buffering for Q, dO, K, V plus dS, the totals push past available smem, so I need to think through stage counts carefully.\n\nAs an alternative, I'm considering moving Q and dO out of shared memory and into TMEM as MMA A-operands instead, since tcgen05.mma supports A from TMEM, but tallying up the column budget for Q, dO, dQ accumulator, and S/dP shows it still doesn't fit.\n\nNow I'm exploring packing two heads together into one dQ kernel tile with BM=64 per head, so a 128-row tile covers two heads' worth of 64 queries at once. I'm checking whether the memory layout for contiguous heads per token allows a clean reshape into the [128, 256] tile shape needed for the MMA.\n\nIt's risky but might work if the swizzled smem layout for the 3D box matches the 2D equivalent. Shifting focus to the dQ kernel's GQA packing, where shared K/V tiles across 2 heads halve smem traffic, I want to pin down the actual bottleneck by estimating tcgen05 MMA throughput and the SMEM bandwidth needed for the A and B operands at M=128, N=256, K=16.\n\nAt N=256 the required bandwidth comfortably fits under the 128 B/clk/SM limit, but at N=64 the operand traffic pushes past peak bandwidth, making the MMA smem-bound at roughly two-thirds efficiency, and at N=32 it drops further to around 40% of peak. This reveals that small-N tcgen05 MMAs become smem-bandwidth limited because the A operand's footprint doesn't shrink proportionally with N.\n\nFor S = QK^T, keeping BN small forces this inefficient regime, so I should instead favor large N — but even squaring up M and N to 128 each lands exactly at the bandwidth ceiling (128 B/clk), only improving to 75% efficiency at N=256. That's precisely why FA4 resorts to 2-CTA MMAs to effectively double M.\n\nNow I'm working through the smem bandwidth constraint for each MMA in the dQ kernel — S and dP both need (BM+BN)×256×2 bytes of smem traffic against BM×BN×256 MACs, while dQ += dS·K pulls from smem (or TMEM) for dS and K with bytes = (BM×BN + BN×256)×2. I'm computing the bytes-per-MAC ratio for each case to see where the bottleneck actually lies.\n\nThis gives ~2816 clk vs 3072 MAC clk, so it's roughly 92% smem-bound at peak — near-peak feasible with BM=BN=128. But checking smem capacity, Q/dO and K/V tiles at [128,256] each take 128KB, totaling 256KB which doesn't fit, and even moving operands to TMEM overflows its 768-column budget, so I need to split the D dimension instead.\n\nI'm working through streaming K and V in D-chunks: S is accumulated over d-chunks of K, and for dQ += dS @ K the K chunks need to be kept alive until dS is ready or reloaded. This is getting complex, so I want to recall how FA4 handles the hd256 dQ kernel with its dedicated 2-CTA approach using M=256 queries.\n\nShifting to Triton practicalities, I'm unsure whether plain tl.dot supports 2-CTA MMA, so I want to check Triton 3.7's tl.dot signature for any cluster-related features.\n\n","signature":"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{"type":"assistant","message":{"model":"claude-opus-5-5","id":"msg_011Cg9cLQ7n46AkQa3QZSP8z","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_014sBancp4mZrayv35KK46We","name":"Bash","input":{"command":"cd /usr/local/lib/python3.12/dist-packages/triton && python -c \"\nimport triton.language as tl, inspect\nprint(inspect.signature(tl.dot))\nprint(inspect.signature(tl.range))\nprint([m for m in dir(tl.tensor_descriptor) if not m.startswith('_')])\n\" ; grep -rn \"two_ctas\\|ctas_per_cga\\|num_ctas\" compiler/compiler.py backends/nvidia/compiler.py | head -20","description":"Inspect triton dot/range/descriptor APIs"},"caller":{"type":"direct"}}],"container":null,"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":916,"cache_read_input_tokens":68611,"cache_creation":{"ephemeral_5m_input_tokens":916,"ephemeral_1h_input_tokens":0},"output_tokens":8,"service_tier":"standard","inference_geo":"global","speed":"standard"},"input_transformations":[],"diagnostics":null,"context_management":null},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"72c50c2b-0411-43bf-bff3-3753ab263f1f","timestamp":"2026-10-18T11:19:13.229Z","request_id":"req_011Cg9cLP8zYby5UKmwcyrHM"}
{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_014sBancp4mZrayv35KK46We","type":"tool_result","content":"(input, other, acc=None, input_precision=None, allow_tf32=None, max_num_imprecise_acc=None, out_dtype=triton.language.float32, _semantic=None)\n(arg1, arg2=None, step=None, num_stages=None, loop_unroll_factor=None, disallow_acc_multi_buffer=False, flatten=False, warp_specialize=False, disable_licm=False)\n['atomic_add', 'atomic_and', 'atomic_max', 'atomic_min', 'atomic_or', 'atomic_xor', 'block_shape', 'block_type', 'dtype', 'gather', 'load', 'scatter', 'store']\ncompiler/compiler.py:126:            num_ctas = self.module.get_int_attr(\"ttg.num-ctas\")\ncompiler/compiler.py:127:            if num_ctas is not None:\ncompiler/compiler.py:128:                options['num_ctas'] = num_ctas\nbackends/nvidia/compiler.py:108:    num_ctas: int = 1\nbackends/nvidia/compiler.py:186:        if args.get(\"num_ctas\", 1) > 1 and capability < 90:\nbackends/nvidia/compiler.py:187:            raise ValueError((f\"num_ctas > 1 requires NVIDIA SM90+ (Hopper). \"\nbackends/nvidia/compiler.py:189:                              f\"Please set num_ctas=1 or target an SM90+ GPU.\"))\nbackends/nvidia/compiler.py:211:            metadata.num_ctas,\nbackends/nvidia/compiler.py:260:        passes.ttir.add_convert_to_ttgpuir(pm, f\"cuda:{capability}\", opt.num_warps, 32, opt.num_ctas)\nShell cwd was reset to /workspace","is_error":false}]},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"b657d9ad-a7ad-4f98-9e1e-2b011168e771","timestamp":"2026-10-18T11:19:13.558Z","tool_use_result":{"stdout":"(input, other, acc=None, input_precision=None, allow_tf32=None, max_num_imprecise_acc=None, out_dtype=triton.language.float32, _semantic=None)\n(arg1, arg2=None, step=None, num_stages=None, loop_unroll_factor=None, disallow_acc_multi_buffer=False, flatten=False, warp_specialize=False, disable_licm=False)\n['atomic_add', 'atomic_and', 'atomic_max', 'atomic_min', 'atomic_or', 'atomic_xor', 'block_shape', 'block_type', 'dtype', 'gather', 'load', 'scatter', 'store']\ncompiler/compiler.py:126:            num_ctas = self.module.get_int_attr(\"ttg.num-ctas\")\ncompiler/compiler.py:127:            if num_ctas is not None:\ncompiler/compiler.py:128:                options['num_ctas'] = num_ctas\nbackends/nvidia/compiler.py:108:    num_ctas: int = 1\nbackends/nvidia/compiler.py:186:        if args.get(\"num_ctas\", 1) > 1 and capability < 90:\nbackends/nvidia/compiler.py:187:            raise ValueError((f\"num_ctas > 1 requires NVIDIA SM90+ (Hopper). \"\nbackends/nvidia/compiler.py:189:                              f\"Please set num_ctas=1 or target an SM90+ GPU.\"))\nbackends/nvidia/compiler.py:211:            metadata.num_ctas,\nbackends/nvidia/compiler.py:260:        passes.ttir.add_convert_to_ttgpuir(pm, f\"cuda:{capability}\", opt.num_warps, 32, opt.num_ctas)","stderr":"\nShell cwd was reset to /workspace","interrupted":false,"isImage":false,"noOutputExpected":false},"tool_result_meta":[{"id":"toolu_014sBancp4mZrayv35KK46We","permission_decision":{"decision":"accept","source":"config","reason_type":"mode"}}]}
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{"type":"assistant","message":{"model":"claude-opus-5-5","id":"msg_011Cg9cRq2shxQ8pRRybnCDW","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"I recall that Triton 3.7 exposes a num_ctas option, and on Blackwell setting num_ctas=2 could trigger 2-CTA MMA mode (tcgen05 cta_group::2), something added to the MMAv5 lowering around version 3.4-3.5 for multi-CTA matmul tutorials.\n\n","signature":"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"}],"container":null,"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":8454,"cache_read_input_tokens":69527,"cache_creation":{"ephemeral_5m_input_tokens":8454,"ephemeral_1h_input_tokens":0},"output_tokens":3,"service_tier":"standard","inference_geo":"global","speed":"standard"},"input_transformations":[],"diagnostics":null,"context_management":null},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"6838dd65-5471-43bc-bb72-2e0779327be4","timestamp":"2026-10-18T11:19:18.527Z","request_id":"req_011Cg9cRpfJTGFTy2kSDerWi","thinking_duration_ms":3498,"thinking_display":"summarized"}
{"type":"assistant","message":{"model":"claude-opus-5-5","id":"msg_011Cg9cRq2shxQ8pRRybnCDW","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01QpqKNCMSRqKftX34Twxo8s","name":"Bash","input":{"command":"cd /usr/local/lib/python3.12/dist-packages/triton && grep -rln \"two_cta\\|twoCTA\\|two-cta\\|TwoCTA\" . 2>/dev/null | head; sed -n 100,140p backends/nvidia/compiler.py; sed -n 250,330p backends/nvidia/compiler.py","description":"Search triton for 2-CTA support and pass pipeline"},"caller":{"type":"direct"}}],"container":null,"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":8454,"cache_read_input_tokens":69527,"cache_creation":{"ephemeral_5m_input_tokens":8454,"ephemeral_1h_input_tokens":0},"output_tokens":3,"service_tier":"standard","inference_geo":"global","speed":"standard"},"input_transformations":[],"diagnostics":null,"context_management":null},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"c5c4cad2-af46-4a43-995c-06d19f51e42e","timestamp":"2026-10-18T11:19:18.529Z","request_id":"req_011Cg9cRpfJTGFTy2kSDerWi"}
{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01QpqKNCMSRqKftX34Twxo8s","type":"tool_result","content":"experimental/gluon/language/nvidia/ampere/mbarrier.py\nexperimental/gluon/language/nvidia/blackwell/__init__.py\nbackends/nvidia/compiler.py\n    # TODO: Handle non-\"a\" sms\n    suffix = \"a\" if capability >= 90 else \"\"\n    return f\"sm_{capability}{suffix}\"\n\n\n@dataclass(frozen=True)\nclass CUDAOptions:\n    num_warps: int = 4\n    num_ctas: int = 1\n    num_stages: int = 3\n    warp_size: int = 32\n    # maxnreg corresponds to the ptx parameter .maxnreg, which controls the\n    # maximum number of 32-bit registers used by one thread.\n    maxnreg: Optional[int] = None\n    ptx_version: int = None\n    ptx_options: Optional[str] = knobs.nvidia.ptxas_options\n    ir_override: Optional[str] = None  # filename of a user-defined IR (*.{ttir|ttgir|llir|ptx})\n    enable_fp_fusion: bool = True\n    enable_reflect_ftz: bool = True  # ftz in libdevice\n    launch_cooperative_grid: bool = False\n    launch_pdl: bool = False\n    supported_fp8_dtypes: Tuple[str] = (\"fp8e5\", \"fp8e4b15\")\n    deprecated_fp8_dot_operand_dtypes: Tuple[str] = ()\n    default_dot_input_precision: str = \"tf32\"\n    allowed_dot_input_precisions: Tuple[str] = (\"tf32\", \"tf32x3\", \"ieee\", 'bf16x3', 'bf16x6')\n    max_num_imprecise_acc_default: bool = None\n    extern_libs: dict = None\n    debug: bool = False\n    backend_name: str = 'cuda'\n    sanitize_overflow: bool = True\n    arch: str = None\n    instrumentation_mode: str = \"\"\n\n    def __post_init__(self):\n        default_libdir = Path(__file__).parent / 'lib'\n        extern_libs = {} if self.extern_libs is None else dict(self.extern_libs)\n        if not extern_libs.get('libdevice', None):\n            extern_libs['libdevice'] = knobs.nvidia.libdevice_path or str(default_libdir / 'libdevice.10.bc')\n\n        object.__setattr__(self, 'extern_libs', tuple(extern_libs.items()))\n        assert self.num_warps > 0 and (self.num_warps & (self.num_warps - 1)) == 0, \\\n\n    @staticmethod\n    def make_ttgir(mod, metadata, opt, capability):\n        # Set maxnreg on all kernels, if it was provided.\n        if opt.maxnreg is not None:\n            mod.set_attr(\"ttg.maxnreg\", ir.builder(mod.context).get_int32_attr(opt.maxnreg))\n\n        pm = ir.pass_manager(mod.context)\n        dump_enabled = pm.enable_debug()\n        emuTF32 = (capability // 10 >= 8)\n        passes.ttir.add_convert_to_ttgpuir(pm, f\"cuda:{capability}\", opt.num_warps, 32, opt.num_ctas)\n        # optimize TTGIR\n        passes.ttgpuir.add_coalesce(pm)\n        passes.ttgpuir.add_f32_dot_tc(pm, emuTF32)\n        # TODO(Qingyi): Move PlanCTAPass to the front of CoalescePass\n        nvidia.passes.ttnvgpuir.add_plan_cta(pm)\n        passes.ttgpuir.add_remove_layout_conversions(pm)\n        passes.ttgpuir.add_optimize_thread_locality(pm)\n        passes.ttgpuir.add_accelerate_matmul(pm)\n        passes.ttgpuir.add_remove_layout_conversions(pm)\n        passes.ttgpuir.add_optimize_dot_operands(pm, capability >= 80)\n        nvidia.passes.ttnvgpuir.add_optimize_descriptor_encoding(pm)\n        passes.ttir.add_loop_aware_cse(pm)\n        if capability // 10 in [8, 9]:\n            passes.ttgpuir.add_fuse_nested_loops(pm)\n            passes.common.add_canonicalizer(pm)\n            passes.ttir.add_triton_licm(pm)\n            passes.common.add_canonicalizer(pm)\n            passes.ttgpuir.add_combine_tensor_select_and_if(pm)\n            nvidia.passes.hopper.add_hopper_warpspec(pm, opt.num_stages, dump_enabled)\n            passes.ttgpuir.add_assign_latencies(pm, opt.num_stages)\n            passes.ttgpuir.add_schedule_loops(pm)\n            passes.ttgpuir.add_pipeline(pm, opt.num_stages, dump_enabled)\n        elif capability // 10 >= 10:\n            passes.ttgpuir.add_fuse_nested_loops(pm)\n            passes.common.add_canonicalizer(pm)\n            passes.ttir.add_triton_licm(pm)\n            passes.ttgpuir.add_optimize_accumulator_init(pm)\n            passes.ttgpuir.add_hoist_tmem_alloc(pm, False)\n            nvidia.passes.ttnvgpuir.add_promote_lhs_to_tmem(pm)\n            passes.ttgpuir.add_assign_latencies(pm, opt.num_stages)\n            passes.ttgpuir.add_schedule_loops(pm)\n            passes.ttgpuir.add_warp_specialize(pm, opt.num_stages)\n            passes.ttgpuir.add_pipeline(pm, opt.num_stages, dump_enabled)\n            passes.ttgpuir.add_optimize_partition_warps(pm)\n            passes.ttgpuir.add_combine_tensor_select_and_if(pm)\n            # hoist again and allow hoisting out of if statements\n            passes.ttgpuir.add_hoist_tmem_alloc(pm, True)\n            nvidia.passes.ttnvgpuir.add_remove_tmem_tokens(pm)\n        else:\n            passes.ttir.add_triton_licm(pm)\n        passes.common.add_canonicalizer(pm)\n        passes.ttir.add_loop_aware_cse(pm)\n        passes.ttgpuir.add_prefetch(pm)\n        passes.ttgpuir.add_optimize_dot_operands(pm, capability >= 80)\n        passes.ttgpuir.add_coalesce_async_copy(pm)\n        nvidia.passes.ttnvgpuir.add_optimize_tmem_layouts(pm)\n        if capability // 10 >= 9:\n            nvidia.passes.ttnvgpuir.add_tma_lowering(pm)\n        passes.ttgpuir.add_remove_layout_conversions(pm)\n        nvidia.passes.ttnvgpuir.add_interleave_tmem(pm)\n        passes.ttgpuir.add_reduce_data_duplication(pm)\n        passes.ttgpuir.add_reorder_instructions(pm)\n        passes.ttir.add_loop_aware_cse(pm)\n        passes.common.add_symbol_dce(pm)\n        nvidia.passes.ttnvgpuir.add_fence_insertion(pm, capability)\n        nvidia.passes.ttnvgpuir.add_lower_mma(pm)\n        passes.common.add_sccp(pm)\n        passes.common.add_cse(pm)\n        passes.common.add_canonicalizer(pm)\n\n        pm.run(mod, 'make_ttgir')\n        metadata[\"tensordesc_meta\"] = mod.get_tensordesc_metadata()\n        return mod\n\n    def gluon_to_ttgir(self, src, metadata, options, capability):\n        mod = src\n        pm = ir.pass_manager(mod.context)\n        pm.enable_debug()\n\n        passes.gluon.add_inliner(pm)\nShell cwd was reset to /workspace","is_error":false}]},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"b99ce492-e0e4-4499-83bd-729591468455","timestamp":"2026-10-18T11:19:18.686Z","tool_use_result":{"stdout":"experimental/gluon/language/nvidia/ampere/mbarrier.py\nexperimental/gluon/language/nvidia/blackwell/__init__.py\nbackends/nvidia/compiler.py\n    # TODO: Handle non-\"a\" sms\n    suffix = \"a\" if capability >= 90 else \"\"\n    return f\"sm_{capability}{suffix}\"\n\n\n@dataclass(frozen=True)\nclass CUDAOptions:\n    num_warps: int = 4\n    num_ctas: int = 1\n    num_stages: int = 3\n    warp_size: int = 32\n    # maxnreg corresponds to the ptx parameter .maxnreg, which controls the\n    # maximum number of 32-bit registers used by one thread.\n    maxnreg: Optional[int] = None\n    ptx_version: int = None\n    ptx_options: Optional[str] = knobs.nvidia.ptxas_options\n    ir_override: Optional[str] = None  # filename of a user-defined IR (*.{ttir|ttgir|llir|ptx})\n    enable_fp_fusion: bool = True\n    enable_reflect_ftz: bool = True  # ftz in libdevice\n    launch_cooperative_grid: bool = False\n    launch_pdl: bool = False\n    supported_fp8_dtypes: Tuple[str] = (\"fp8e5\", \"fp8e4b15\")\n    deprecated_fp8_dot_operand_dtypes: Tuple[str] = ()\n    default_dot_input_precision: str = \"tf32\"\n    allowed_dot_input_precisions: Tuple[str] = (\"tf32\", \"tf32x3\", \"ieee\", 'bf16x3', 'bf16x6')\n    max_num_imprecise_acc_default: bool = None\n    extern_libs: dict = None\n    debug: bool = False\n    backend_name: str = 'cuda'\n    sanitize_overflow: bool = True\n    arch: str = None\n    instrumentation_mode: str = \"\"\n\n    def __post_init__(self):\n        default_libdir = Path(__file__).parent / 'lib'\n        extern_libs = {} if self.extern_libs is None else dict(self.extern_libs)\n        if not extern_libs.get('libdevice', None):\n            extern_libs['libdevice'] = knobs.nvidia.libdevice_path or str(default_libdir / 'libdevice.10.bc')\n\n        object.__setattr__(self, 'extern_libs', tuple(extern_libs.items()))\n        assert self.num_warps > 0 and (self.num_warps & (self.num_warps - 1)) == 0, \\\n\n    @staticmethod\n    def make_ttgir(mod, metadata, opt, capability):\n        # Set maxnreg on all kernels, if it was provided.\n        if opt.maxnreg is not None:\n            mod.set_attr(\"ttg.maxnreg\", ir.builder(mod.context).get_int32_attr(opt.maxnreg))\n\n        pm = ir.pass_manager(mod.context)\n        dump_enabled = pm.enable_debug()\n        emuTF32 = (capability // 10 >= 8)\n        passes.ttir.add_convert_to_ttgpuir(pm, f\"cuda:{capability}\", opt.num_warps, 32, opt.num_ctas)\n        # optimize TTGIR\n        passes.ttgpuir.add_coalesce(pm)\n        passes.ttgpuir.add_f32_dot_tc(pm, emuTF32)\n        # TODO(Qingyi): Move PlanCTAPass to the front of CoalescePass\n        nvidia.passes.ttnvgpuir.add_plan_cta(pm)\n        passes.ttgpuir.add_remove_layout_conversions(pm)\n        passes.ttgpuir.add_optimize_thread_locality(pm)\n        passes.ttgpuir.add_accelerate_matmul(pm)\n        passes.ttgpuir.add_remove_layout_conversions(pm)\n        passes.ttgpuir.add_optimize_dot_operands(pm, capability >= 80)\n        nvidia.passes.ttnvgpuir.add_optimize_descriptor_encoding(pm)\n        passes.ttir.add_loop_aware_cse(pm)\n        if capability // 10 in [8, 9]:\n            passes.ttgpuir.add_fuse_nested_loops(pm)\n            passes.common.add_canonicalizer(pm)\n            passes.ttir.add_triton_licm(pm)\n            passes.common.add_canonicalizer(pm)\n            passes.ttgpuir.add_combine_tensor_select_and_if(pm)\n            nvidia.passes.hopper.add_hopper_warpspec(pm, opt.num_stages, dump_enabled)\n            passes.ttgpuir.add_assign_latencies(pm, opt.num_stages)\n            passes.ttgpuir.add_schedule_loops(pm)\n            passes.ttgpuir.add_pipeline(pm, opt.num_stages, dump_enabled)\n        elif capability // 10 >= 10:\n            passes.ttgpuir.add_fuse_nested_loops(pm)\n            passes.common.add_canonicalizer(pm)\n            passes.ttir.add_triton_licm(pm)\n            passes.ttgpuir.add_optimize_accumulator_init(pm)\n            passes.ttgpuir.add_hoist_tmem_alloc(pm, False)\n            nvidia.passes.ttnvgpuir.add_promote_lhs_to_tmem(pm)\n            passes.ttgpuir.add_assign_latencies(pm, opt.num_stages)\n            passes.ttgpuir.add_schedule_loops(pm)\n            passes.ttgpuir.add_warp_specialize(pm, opt.num_stages)\n            passes.ttgpuir.add_pipeline(pm, opt.num_stages, dump_enabled)\n            passes.ttgpuir.add_optimize_partition_warps(pm)\n            passes.ttgpuir.add_combine_tensor_select_and_if(pm)\n            # hoist again and allow hoisting out of if statements\n            passes.ttgpuir.add_hoist_tmem_alloc(pm, True)\n            nvidia.passes.ttnvgpuir.add_remove_tmem_tokens(pm)\n        else:\n            passes.ttir.add_triton_licm(pm)\n        passes.common.add_canonicalizer(pm)\n        passes.ttir.add_loop_aware_cse(pm)\n        passes.ttgpuir.add_prefetch(pm)\n        passes.ttgpuir.add_optimize_dot_operands(pm, capability >= 80)\n        passes.ttgpuir.add_coalesce_async_copy(pm)\n        nvidia.passes.ttnvgpuir.add_optimize_tmem_layouts(pm)\n        if capability // 10 >= 9:\n            nvidia.passes.ttnvgpuir.add_tma_lowering(pm)\n        passes.ttgpuir.add_remove_layout_conversions(pm)\n        nvidia.passes.ttnvgpuir.add_interleave_tmem(pm)\n        passes.ttgpuir.add_reduce_data_duplication(pm)\n        passes.ttgpuir.add_reorder_instructions(pm)\n        passes.ttir.add_loop_aware_cse(pm)\n        passes.common.add_symbol_dce(pm)\n        nvidia.passes.ttnvgpuir.add_fence_insertion(pm, capability)\n        nvidia.passes.ttnvgpuir.add_lower_mma(pm)\n        passes.common.add_sccp(pm)\n        passes.common.add_cse(pm)\n        passes.common.add_canonicalizer(pm)\n\n        pm.run(mod, 'make_ttgir')\n        metadata[\"tensordesc_meta\"] = mod.get_tensordesc_metadata()\n        return mod\n\n    def gluon_to_ttgir(self, src, metadata, options, capability):\n        mod = src\n        pm = ir.pass_manager(mod.context)\n        pm.enable_debug()\n\n        passes.gluon.add_inliner(pm)","stderr":"\nShell cwd was reset to /workspace","interrupted":false,"isImage":false,"noOutputExpected":false},"tool_result_meta":[{"id":"toolu_01QpqKNCMSRqKftX34Twxo8s","permission_decision":{"decision":"accept","source":"config","reason_type":"mode"}}]}
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{"type":"system","subtype":"thinking_tokens","estimated_tokens":9,"estimated_tokens_delta":4,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"a0d05816-00fa-442e-bb0d-d4205d0d93d7"}
{"type":"system","subtype":"thinking_tokens","estimated_tokens":13,"estimated_tokens_delta":4,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"89afb485-7e2b-4e30-b9ab-491fb8843176"}
{"type":"system","subtype":"thinking_tokens","estimated_tokens":18,"estimated_tokens_delta":5,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"56b457a1-eed7-4a9e-b1df-453a316dc85d"}
{"type":"system","subtype":"thinking_tokens","estimated_tokens":21,"estimated_tokens_delta":3,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"99bbb5c2-66ba-4ff3-9793-814090d30b45"}
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{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_0114ESswn34MkCzEU6Z9UkHD","type":"tool_result","content":"358:        nvidia.passes.ttnvgpuir.add_check_matmul_two_cta(pm)\n46:        two_ctas (bool): Whether the layout is for two-CTA mode. Defaults to False.\n51:    two_ctas: bool = False\n57:        super().__setattr__(\"two_ctas\", _unwrap_if_constexpr(self.two_ctas))\n69:            self.two_ctas,\n76:        two_ctas_str = \"2CT\" if self.two_ctas else \"\"\n77:        return f\"TL{block_str}{stride_str}{cta_split_str}{two_ctas_str}TL\"\n80:        return hash((self.block, self.col_stride, self.cta_split_num, self.two_ctas))\n343:            layout.two_ctas,\n464:                                         mbarrier_preds, acc.layout.two_ctas, multicast)\nShell cwd was reset to /workspace","is_error":false}]},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"b36de0e3-c81e-43e7-934b-6ea53aa7b6d3","timestamp":"2026-10-18T11:19:22.836Z","tool_use_result":{"stdout":"358:        nvidia.passes.ttnvgpuir.add_check_matmul_two_cta(pm)\n46:        two_ctas (bool): Whether the layout is for two-CTA mode. Defaults to False.\n51:    two_ctas: bool = False\n57:        super().__setattr__(\"two_ctas\", _unwrap_if_constexpr(self.two_ctas))\n69:            self.two_ctas,\n76:        two_ctas_str = \"2CT\" if self.two_ctas else \"\"\n77:        return f\"TL{block_str}{stride_str}{cta_split_str}{two_ctas_str}TL\"\n80:        return hash((self.block, self.col_stride, self.cta_split_num, self.two_ctas))\n343:            layout.two_ctas,\n464:                                         mbarrier_preds, acc.layout.two_ctas, multicast)","stderr":"\nShell cwd was reset to /workspace","interrupted":false,"isImage":false,"noOutputExpected":false},"tool_result_meta":[{"id":"toolu_0114ESswn34MkCzEU6Z9UkHD","permission_decision":{"decision":"accept","source":"config","reason_type":"mode"}}]}
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{"type":"assistant","message":{"model":"claude-opus-5-5","id":"msg_011Cg9cTqHK4QcrwNShRe52E","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"I'm planning a v2 module with a config dictionary controlling kernel parameters—block sizes, stages, warps, and warp-specialization flags for dQ, plus a variant flag for dKdV distinguishing the transposed layout (S = Q K^T) from the normal one. Now I'm working out the transposed variant's accumulation logic for dV and dK.\n\nWriting accumulation kernel loop...\n\nI'm also checking TMEM budget constraints for block sizes like BN=64, BM=128, figuring out how the score, dp, and accumulator tiles fit within available memory.\n\nOther tiling options like BN=128/BM=64 or BN=32 transposed blow past TMEM column limits or hurt smem efficiency. The transposed BM=128, BN=64 layout still looks like the best candidate, so I'm estimating the smem traffic per MMA iteration for the S computation with Q and K tiles.\n\nAdding up dP, dV^T, and dK^T traffic gives roughly 352 KB per iteration against 8.4M MACs, which works out to being smem-bound at about 74% of tensor peak. I'm now comparing this against the normal formulation with BN=64, BM=64 where all MMAs have M=64, checking whether the reduced smem footprint offsets the potentially lower throughput per MMA.\n\nRunning the numbers for that alternative, the 64 KB smem traffic and 4M MACs at half-rate throughput both land around 2048 clk, meaning it's tensor-bound at exactly 50% of peak — noticeably worse than the transposed BM=128 approach's 75%. I'm concluding the transposed formulation wins here, and now shifting to evaluate how this compares against the overall 2-kernel approach's total of 7 units.\n\nEven at an optimistic 75% peak, shape 0 comes out to roughly 1040 us, so to hit the 1518 us target I'd need about 51% average peak utilization — tough but maybe reachable. I'm now reconsidering a fused approach to cut total FLOP units down to 5, but that requires accumulating dQ across KV blocks via atomics, and with BN=64 that generates around 8.6 GB of atomic traffic for shape 0, which is a dealbreaker. I'm trying to think of a workaround, like processing a 128-key KV block per CTA by splitting the D dimension across accumulators.\n\nChecking if dV can live in TMEM while dK stays in registers instead — but with 8 warps that works out to roughly 256 registers per thread just for dK, which is right at the spilling limit. Splitting accumulation of dK and dV both in TMEM with BN=128 doesn't leave room for the S/dP computation either, so that's a dead end.\n\nI'm now considering an atomic-free alternative: write dS out to global memory in bf16 from the dKdV kernel, then run a separate GEMM-style kernel afterward to compute dQ = dS @ K.\n\nEstimating the cost: writing and reading dS adds about 2 GB of HBM traffic (~300 us at B300 bandwidth), too large to fit in L2, but it can overlap with compute if the store is async TMA and the read is pipelined. This reshapes the FLOP budget to 4 units for dKdV plus 1 for the dQ GEMM, so 5 total units instead of 3, in exchange for that extra memory traffic — then I'm working out the indexing for the dQ GEMM itself, summing dS against K over the key dimension.\n\nThe dKdV kernel also writes out the dS tile, but since it's already resident in smem as an MMA operand for dK^T, this is just a cheap TMA store — 1 GB of writes over ~1000 us amounts to about 1 TB/s, which is comfortable. If stored densely as [Hq, T, T] bf16, the dS buffer would be 16 × 8192 × 8192 × 2 bytes ≈ 2.1 GB.\n\nFor windowed shapes I can shrink this to a band buffer [Hq, T, W+BN], and for packed sequences I'd allocate per-sequence blocks sized Σ L_s². Allocating this scratch via torch.empty each call is allowed and cheap thanks to the caching allocator, and against the 275 GB total GPU memory it's negligible — all arithmetic still happens inside the Triton kernels, and rounding dS once to bf16 matches the permitted tensor-core operand rounding rule.\n\nNow I'm sketching the two-kernel design: Kernel A computes dKdV and writes dS, with one program per KV block (64 keys) and KV head, looping over query heads and 128-row query blocks to accumulate dV via dO^T·P and dK via Q^T·dS, storing the dS tile as bf16 via TMA. Kernel B then does the dQ GEMM, with one program per query block and head accumulating dQ by multiplying dS tiles against K tiles across key blocks — though I'm also considering a transposed variant where Kernel A computes dS directly.\n\nI need the scratch layout for dS to have queries as rows so the dQ GEMM reads contiguous key blocks, meaning I should store it as [Hq, T_q, T_k]. For packed sequences, I'm now working out how to handle variable-length offsets so each sequence's dS block maps correctly to relative key indices within that sequence.\n\nChecking memory footprint across the different shapes: roughly 2GB for the largest case, down to around 1GB for a smaller shape, so this dense layout fits within budget. For windowed attention, I'm now figuring out how to index keys relative to the sliding window band rather than the full sequence, so the scratch buffer only needs to cover the window width plus block size instead of the full key range.\n\nEstimating this comes to about 1.1 GB written and read, which at B300's ~8 TB/s HBM bandwidth gives roughly 275 us of pure data traffic—overlapping with kernel A's write but bottlenecking kernel B's read at around 140 us plus compute, so kernel B lands near 200 us total. I'm also weighing whether to fuse the dQ GEMM differently, considering atomics as an alternative to handle the dS tile contributions across key blocks.\n\nAtomic accumulation into dQ turns out to be far costlier than writing dS to HBM—roughly 8x more traffic per iteration. So the dS-write approach wins: kernel A at 4 units plus kernel B at 1 unit plus scratch traffic beats the two-kernel 7-unit approach by about 29%. Now I want to check how efficiently kernel A actually runs in Triton, estimating that at 60% of peak throughput it'd take around 745 us for the main GEMM.\n\nAdding kernel B's ~200 us puts the total around 950-1200 us depending on efficiency assumptions, which would beat the current 1518 us baseline. I should write the transposed version of kernel A and test it, but first need to verify the M=256 handling works correctly for the dot product computing dvT.\n\n","signature":"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"}],"container":null,"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1950,"cache_read_input_tokens":81846,"cache_creation":{"ephemeral_5m_input_tokens":1950,"ephemeral_1h_input_tokens":0},"output_tokens":5,"service_tier":"standard","inference_geo":"global","speed":"standard"},"input_transformations":[],"diagnostics":null,"context_management":null},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"33784a15-6977-4d85-a0f3-ec949da05b9e","timestamp":"2026-10-18T11:20:30.718Z","request_id":"req_011Cg9cTpvjMFpuCxZdptQ1N","thinking_duration_ms":48631,"thinking_display":"summarized"}
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{"type":"assistant","message":{"model":"claude-opus-5-5","id":"msg_011Cg9cTqHK4QcrwNShRe52E","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01TrdiYA89MH8q8Qu1EGueBF","name":"Bash","input":{"command":"cat > /workspace/dev/v2.py << 'EOF'\nimport torch\nimport triton\nimport triton.language as tl\n\nLOG2E = tl.constexpr(1.4426950408889634)\nCFG = dict(BM=128, BN=64, st=1, nw=4, ws=False, dqBM=128, dqBN=32, dqst=2, dqnw=4)\n\n\n@triton.jit\ndef _prep(O, DO, LSE, DELTA, LSE2, T, H, D: tl.constexpr, BT: tl.constexpr):\n    t0 = tl.program_id(0) * BT\n    h = tl.program_id(1)\n    rt = t0 + tl.arange(0, BT)\n    rd = tl.arange(0, D)\n    m = rt < T\n    row = (rt.to(tl.int64) * H + h) * D\n    o = tl.load(O + row[:, None] + rd[None, :], mask=m[:, None], other=0.0).to(tl.float32)\n    do = tl.load(DO + row[:, None] + rd[None, :], mask=m[:, None], other=0.0).to(tl.float32)\n    tl.store(DELTA + h.to(tl.int64) * T + rt, tl.sum(o * do, 1), mask=m)\n    lse = tl.load(LSE + h.to(tl.int64) * T + rt, mask=m, other=0.0)\n    tl.store(LSE2 + h.to(tl.int64) * T + rt, lse * LOG2E, mask=m)\n\n\n@triton.jit\ndef _dkdv(Q, K, V, DO, LSE2, DELTA, CU, DK, DV, qk_scale, sm_scale, T, W,\n          H: tl.constexpr, HKV: tl.constexpr, D: tl.constexpr, BM: tl.constexpr, BN: tl.constexpr,\n          WS: tl.constexpr):\n    G: tl.constexpr = H // HKV\n    pid = tl.program_id(0)\n    s = tl.program_id(1)\n    hk = tl.program_id(2)\n    st = tl.load(CU + s)\n    L = tl.load(CU + s + 1) - st\n    j0 = pid * BN\n    if j0 >= L:\n        return\n    q_desc = tl.make_tensor_descriptor(Q, shape=[T, H * D], strides=[H * D, 1], block_shape=[BM, D])\n    do_desc = tl.make_tensor_descriptor(DO, shape=[T, H * D], strides=[H * D, 1], block_shape=[BM, D])\n    k_desc = tl.make_tensor_descriptor(K, shape=[T, HKV * D], strides=[HKV * D, 1], block_shape=[BN, D])\n    v_desc = tl.make_tensor_descriptor(V, shape=[T, HKV * D], strides=[HKV * D, 1], block_shape=[BN, D])\n    k = k_desc.load([st + j0, hk * D])\n    v = v_desc.load([st + j0, hk * D])\n    rn = j0 + tl.arange(0, BN)\n    rm = tl.arange(0, BM)\n    hi = L\n    if W >= 0:\n        hi = tl.minimum(L, j0 + BN + W)\n    i_start = (j0 // BM) * BM\n    nq = tl.cdiv(hi - i_start, BM)\n    dkT = tl.zeros((D, BN), tl.float32)\n    dvT = tl.zeros((D, BN), tl.float32)\n    for it in tl.range(0, G * nq, warp_specialize=WS):\n        g = it // nq\n        i0 = i_start + (it - g * nq) * BM\n        h = hk * G + g\n        q = q_desc.load([st + i0, h * D])\n        do = do_desc.load([st + i0, h * D])\n        ri = i0 + rm\n        lse2 = tl.load(LSE2 + h * T + st + ri, mask=ri < L, other=0.0)\n        delta = tl.load(DELTA + h * T + st + ri, mask=ri < L, other=0.0)\n        s_ = tl.dot(q, tl.trans(k))\n        p = tl.math.exp2(s_ * qk_scale - lse2[:, None])\n        vis = (ri[:, None] >= rn[None, :]) & (ri[:, None] < L)\n        if W >= 0:\n            vis = vis & (ri[:, None] - rn[None, :] <= W)\n        p = tl.where(vis, p, 0.0)\n        dp = tl.dot(do, tl.trans(v))\n        dvT = tl.dot(tl.trans(do), p.to(tl.bfloat16), dvT)\n        ds = p * (dp - delta[:, None])\n        dkT = tl.dot(tl.trans(q), ds.to(tl.bfloat16), dkT)\n    rd = tl.arange(0, D)\n    row = ((st + rn).to(tl.int64) * HKV + hk) * D\n    m = (rn < L)[None, :]\n    tl.store(DK + row[None, :] + rd[:, None], (dkT * sm_scale).to(tl.bfloat16), mask=m)\n    tl.store(DV + row[None, :] + rd[:, None], dvT.to(tl.bfloat16), mask=m)\n\n\n@triton.jit\ndef _dq(Q, K, V, DO, LSE2, DELTA, CU, DQ, qk_scale, sm_scale, T, W, NB,\n        H: tl.constexpr, HKV: tl.constexpr, D: tl.constexpr, BM: tl.constexpr, BN: tl.constexpr):\n    G: tl.constexpr = H // HKV\n    pid = NB - 1 - tl.program_id(0)\n    s = tl.program_id(1)\n    h = tl.program_id(2)\n    hk = h // G\n    st = tl.load(CU + s)\n    L = tl.load(CU + s + 1) - st\n    i0 = pid * BM\n    if i0 >= L:\n        return\n    q_desc = tl.make_tensor_descriptor(Q, shape=[T, H * D], strides=[H * D, 1], block_shape=[BM, D])\n    do_desc = tl.make_tensor_descriptor(DO, shape=[T, H * D], strides=[H * D, 1], block_shape=[BM, D])\n    k_desc = tl.make_tensor_descriptor(K, shape=[T, HKV * D], strides=[HKV * D, 1], block_shape=[BN, D])\n    v_desc = tl.make_tensor_descriptor(V, shape=[T, HKV * D], strides=[HKV * D, 1], block_shape=[BN, D])\n    q = q_desc.load([st + i0, h * D])\n    do = do_desc.load([st + i0, h * D])\n    ri = i0 + tl.arange(0, BM)\n    rn = tl.arange(0, BN)\n    lse2 = tl.load(LSE2 + h * T + st + ri, mask=ri < L, other=0.0)\n    delta = tl.load(DELTA + h * T + st + ri, mask=ri < L, other=0.0)\n    lo = 0\n    if W >= 0:\n        lo = tl.maximum(0, i0 - W)\n    lo = (lo // BN) * BN\n    hi = tl.minimum(i0 + BM, L)\n    dq = tl.zeros((BM, D), tl.float32)\n    for j0 in range(lo, hi, BN):\n        k = k_desc.load([st + j0, hk * D])\n        v = v_desc.load([st + j0, hk * D])\n        rj = j0 + rn\n        qk = tl.dot(q, tl.trans(k))\n        p = tl.math.exp2(qk * qk_scale - lse2[:, None])\n        vis = (rj[None, :] <= ri[:, None]) & (ri[:, None] < L)\n        if W >= 0:\n            vis = vis & (ri[:, None] - rj[None, :] <= W)\n        p = tl.where(vis, p, 0.0)\n        dp = tl.dot(do, tl.trans(v))\n        ds = p * (dp - delta[:, None])\n        dq = tl.dot(ds.to(tl.bfloat16), k, dq)\n    rd = tl.arange(0, D)\n    row = ((st + ri).to(tl.int64) * H + h) * D\n    m = (ri < L)[:, None]\n    tl.store(DQ + row[:, None] + rd[None, :], (dq * sm_scale).to(tl.bfloat16), mask=m)\n\n\ndef kernel_fn(q, k, v, o, do, lse, cu_seqlens, max_seqlen, window, dq, dk, dv):\n    triton.set_allocator(lambda size, align, stream: torch.empty(size, dtype=torch.int8, device='cuda'))\n    T, H, D = q.shape\n    HKV = k.shape[1]\n    n = cu_seqlens.shape[0] - 1\n    delta = torch.empty((H, T), device=q.device, dtype=torch.float32)\n    lse2 = torch.empty((H, T), device=q.device, dtype=torch.float32)\n    _prep[(triton.cdiv(T, 32), H)](o, do, lse, delta, lse2, T, H, D=D, BT=32, num_warps=4)\n    sm_scale = D ** -0.5\n    qk_scale = sm_scale * 1.4426950408889634\n    c = CFG\n    BN, BM = c['BN'], c['BM']\n    _dkdv[(triton.cdiv(max_seqlen, BN), n, HKV)](q, k, v, do, lse2, delta, cu_seqlens, dk, dv, qk_scale, sm_scale,\n                                                 T, window, H=H, HKV=HKV, D=D, BM=BM, BN=BN, WS=c['ws'],\n                                                 num_warps=c['nw'], num_stages=c['st'])\n    BM2, BN2 = c['dqBM'], c['dqBN']\n    nb = triton.cdiv(max_seqlen, BM2)\n    _dq[(nb, n, H)](q, k, v, do, lse2, delta, cu_seqlens, dq, qk_scale, sm_scale, T, window, nb,\n                    H=H, HKV=HKV, D=D, BM=BM2, BN=BN2, num_warps=c['dqnw'], num_stages=c['dqst'])\nEOF\ncd /workspace/dev && python kt.py v2.py 0 \"{}\" 2>&1 | tail -5","description":"Test transposed dKdV kernel variant"},"caller":{"type":"direct"}}],"container":null,"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1950,"cache_read_input_tokens":81846,"cache_creation":{"ephemeral_5m_input_tokens":1950,"ephemeral_1h_input_tokens":0},"output_tokens":5,"service_tier":"standard","inference_geo":"global","speed":"standard"},"input_transformations":[],"diagnostics":null,"context_management":null},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"d42506e7-b99e-4fa3-8bfc-d7ff71e516fd","timestamp":"2026-10-18T11:20:52.302Z","request_id":"req_011Cg9cTpvjMFpuCxZdptQ1N"}
{"type":"system","subtype":"task_started","task_id":"b4dxu8p57","run_id":"0mvdqihid-82a54b27","tool_use_id":"toolu_01TrdiYA89MH8q8Qu1EGueBF","description":"Test transposed dKdV kernel variant","is_backgrounded":false,"task_type":"local_bash","uuid":"c9230b32-6a1e-4a6c-bd86-077aa5d47b90","session_id":"7ab31230-a8af-462d-87c8-1694924f5168"}
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{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01TrdiYA89MH8q8Qu1EGueBF","type":"tool_result","content":"USDT:2026-10-18 11:21:02 5369:5369 SyncActivityProfilerHandler.cpp:52] profiler_start\nUSDT:2026-10-18 11:21:02 5369:5369 SyncActivityProfilerHandler.cpp:59] profiler_stop\n{} dq: bad=0 over=0.398 | dk: bad=0 over=0.388 | dv: bad=0 over=0.360  |  _prep 34.0 _dkdv 2438.2 _dq 1417.8","is_error":false}]},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"6467285f-f3c3-4dac-84d9-d4327445518b","timestamp":"2026-10-18T11:21:03.736Z","tool_use_result":{"stdout":"USDT:2026-10-18 11:21:02 5369:5369 SyncActivityProfilerHandler.cpp:52] profiler_start\nUSDT:2026-10-18 11:21:02 5369:5369 SyncActivityProfilerHandler.cpp:59] profiler_stop\n{} dq: bad=0 over=0.398 | dk: bad=0 over=0.388 | dv: bad=0 over=0.360  |  _prep 34.0 _dkdv 2438.2 _dq 1417.8","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"tool_result_meta":[{"id":"toolu_01TrdiYA89MH8q8Qu1EGueBF","permission_decision":{"decision":"accept","source":"config","reason_type":"mode"}}]}
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{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01LVk9DmHAPv4AwzgAkJVSDR","type":"tool_result","content":"    pm.run(mod, 'make_ttgir')\nRuntimeError: PassManager::run failed\n{'nw': 8} dq: bad=0 over=0.398 | dk: bad=0 over=0.388 | dv: bad=0 over=0.360  |  _prep 33.9 _dkdv 2218.3 _dq 1417.2\n    pm.run(mod, 'make_ttgir')\nRuntimeError: PassManager::run failed\n    raise err\ntriton.runtime.errors.OutOfResources: out of resource: shared memory, Required: 279136, Hardware limit: 232448. Reducing block sizes or `num_stages` may help.","is_error":false}]},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"7858b66a-5928-428f-8732-f45a2524ae28","timestamp":"2026-10-18T11:21:36.622Z","tool_use_result":{"stdout":"    pm.run(mod, 'make_ttgir')\nRuntimeError: PassManager::run failed\n{'nw': 8} dq: bad=0 over=0.398 | dk: bad=0 over=0.388 | dv: bad=0 over=0.360  |  _prep 33.9 _dkdv 2218.3 _dq 1417.2\n    pm.run(mod, 'make_ttgir')\nRuntimeError: PassManager::run failed\n    raise err\ntriton.runtime.errors.OutOfResources: out of resource: shared memory, Required: 279136, Hardware limit: 232448. Reducing block sizes or `num_stages` may help.","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"tool_result_meta":[{"id":"toolu_01LVk9DmHAPv4AwzgAkJVSDR","permission_decision":{"decision":"accept","source":"config","reason_type":"mode"}}]}
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{"type":"assistant","message":{"model":"claude-opus-5-5","id":"msg_011Cg9ccNmNUz5HJFT39goQa","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"WS is failing at the pass level while nw=8 gives 2218 us. I suspect the issue lies in the nested index computation or how the lse/delta pointers are loaded, so I should check the actual error message to pinpoint the cause.\n\n","signature":"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"}],"container":null,"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":533,"cache_read_input_tokens":92716,"cache_creation":{"ephemeral_5m_input_tokens":533,"ephemeral_1h_input_tokens":0},"output_tokens":8,"service_tier":"standard","inference_geo":"global","speed":"standard"},"input_transformations":[],"diagnostics":null,"context_management":null},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"eb43e29f-5899-43e9-937b-50638aa7c127","timestamp":"2026-10-18T11:21:40.371Z","request_id":"req_011Cg9ccNMZcdv1DYmErPNQB","thinking_duration_ms":2263,"thinking_display":"summarized"}
{"type":"assistant","message":{"model":"claude-opus-5-5","id":"msg_011Cg9ccNmNUz5HJFT39goQa","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01EetzRBQFECvbEQrftWd1LK","name":"Bash","input":{"command":"timeout 600 python kt.py v2.py 0 \"{'ws':True}\" 2>&1 | grep -v USDT | grep -i -B2 -A8 \"error\" | head -40","description":"Inspect warp-specialization compile error"},"caller":{"type":"direct"}}],"container":null,"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":533,"cache_read_input_tokens":92716,"cache_creation":{"ephemeral_5m_input_tokens":533,"ephemeral_1h_input_tokens":0},"output_tokens":8,"service_tier":"standard","inference_geo":"global","speed":"standard"},"input_transformations":[],"diagnostics":null,"context_management":null},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"a6ef80ac-3a79-49e9-ac7a-0409e8c2ff55","timestamp":"2026-10-18T11:21:40.372Z","request_id":"req_011Cg9ccNMZcdv1DYmErPNQB"}
{"type":"system","subtype":"task_started","task_id":"b37cyazta","run_id":"0mvdqjila-e9befc4b","tool_use_id":"toolu_01EetzRBQFECvbEQrftWd1LK","description":"Inspect warp-specialization compile error","is_backgrounded":false,"task_type":"local_bash","uuid":"ef4c32e9-110d-4219-b0bb-c0f2e195d257","session_id":"7ab31230-a8af-462d-87c8-1694924f5168"}
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{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01EetzRBQFECvbEQrftWd1LK","type":"tool_result","content":"  }\n#-}\n/workspace/dev/v2.py:25:0: error: Failures have been detected while processing an MLIR pass pipeline\n/workspace/dev/v2.py:25:0: note: Pipeline failed while executing [`TritonGPUAutomaticWarpSpecialization` on 'builtin.module' operation, `NVWSInsertAref` on 'builtin.module' operation]: reproducer generated at `std::errs, please share the reproducer above with Triton project.`\nTraceback (most recent call last):\n  File \"/workspace/dev/kt.py\", line 13, in <module>\n    mod.kernel_fn(*case.args); torch.cuda.synchronize()\n    ^^^^^^^^^^^^^^^^^^^^^^^^^\n  File \"/workspace/dev/v2.py\", line 138, in kernel_fn\n    _dkdv[(triton.cdiv(max_seqlen, BN), n, HKV)](q, k, v, do, lse2, delta, cu_seqlens, dk, dv, qk_scale, sm_scale,\n  File \"/usr/local/lib/python3.12/dist-packages/triton/runtime/jit.py\", line 370, in <lambda>\n--\n  File \"/usr/local/lib/python3.12/dist-packages/triton/backends/nvidia/compiler.py\", line 321, in make_ttgir\n    pm.run(mod, 'make_ttgir')\nRuntimeError: PassManager::run failed","is_error":false}]},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"325884d8-692a-4bde-8384-734a2947e8fa","timestamp":"2026-10-18T11:21:46.597Z","tool_use_result":{"stdout":"  }\n#-}\n/workspace/dev/v2.py:25:0: error: Failures have been detected while processing an MLIR pass pipeline\n/workspace/dev/v2.py:25:0: note: Pipeline failed while executing [`TritonGPUAutomaticWarpSpecialization` on 'builtin.module' operation, `NVWSInsertAref` on 'builtin.module' operation]: reproducer generated at `std::errs, please share the reproducer above with Triton project.`\nTraceback (most recent call last):\n  File \"/workspace/dev/kt.py\", line 13, in <module>\n    mod.kernel_fn(*case.args); torch.cuda.synchronize()\n    ^^^^^^^^^^^^^^^^^^^^^^^^^\n  File \"/workspace/dev/v2.py\", line 138, in kernel_fn\n    _dkdv[(triton.cdiv(max_seqlen, BN), n, HKV)](q, k, v, do, lse2, delta, cu_seqlens, dk, dv, qk_scale, sm_scale,\n  File \"/usr/local/lib/python3.12/dist-packages/triton/runtime/jit.py\", line 370, in <lambda>\n--\n  File \"/usr/local/lib/python3.12/dist-packages/triton/backends/nvidia/compiler.py\", line 321, in make_ttgir\n    pm.run(mod, 'make_ttgir')\nRuntimeError: PassManager::run failed","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"tool_result_meta":[{"id":"toolu_01EetzRBQFECvbEQrftWd1LK","permission_decision":{"decision":"accept","source":"config","reason_type":"mode"}}]}
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{"type":"assistant","message":{"model":"claude-opus-5-5","id":"msg_011Cg9cd7JioPwY1hhVVFATz","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"Automatic warp specialization is failing in NVWSInsertAref, possibly tied to the lse/delta pointer loads or the k/v loaded outside the loop, and debugging that could eat a lot of time. I think the better priority is implementing the dS-scratch + dQ GEMM design to cut the dQ kernel from 1417 us down to roughly 200-300 us, since that's the biggest potential win before tackling anything else.\n\nCombining that with the dKdV kernel (currently 2218 us) would bring total time from 3635 us down to around 2470 us, though dKdV itself would still need to drop to ~1250 us to hit parity — reaching 36% of peak FLOPS, which is the harder problem. I'm now working out the dS scratch layout and the query/key block boundaries needed for the sliding window band, defining the band width and column count, then applying this to the dKdV kernel's per-block logic.\n\nFor each KV block and query block, I'm computing the column offset into the dS buffer and storing dS tiles via a TMA descriptor over a 2D view of DS. The tricky part is that for the last query block of a sequence, if rows extend past the sequence length, those rows would overlap with the next sequence's (or head's) dS storage, creating a write race — though since padded rows are masked (p=0, so ds=0), the garbage writes shouldn't actually corrupt real data.\n\nBut wait — the column index is computed relative to the current sequence's jb_lo, which isn't the same as the next sequence's indexing, so zeroing those overlapping rows could actually stomp on the next sequence's valid dS entries. One fix is padding each sequence's token range up to a multiple of BM in the scratch buffer layout, with per-sequence padded offsets computed via a prefix sum over block-rounded lengths derived from cu_seqlens.\n\nThat prefix sum would need a small prep kernel — since the number of sequences is small, a single-program loop works fine, giving an upper bound TP = T + n×BM and a memory footprint of H × TP × NCOL × 2 bytes.\n\nAs an alternative, I'm considering skipping TMA for the dS store and instead using masked pointer stores straight from registers, since ds is already available after computing it from p and dp, which avoids the sequence-boundary padding problem but adds more load-store unit traffic.\n\nFor reading DS tiles in the dQ GEMM, I realize garbage rows beyond the sequence boundary (possibly uninitialized NaNs) won't corrupt other rows since they get masked at the dQ store, but I need to check that the columns being read were actually written by the dKdV kernel for the corresponding key block.\n\nI'm checking the index ranges carefully to confirm that every (ib, jb) pair accessed during the dQ GEMM was indeed visited and written by the dKdV kernel's own iteration bounds.\n\nThat checks out when jb_lo is clamped to 0 for negative values, and holds for W < 0 too since dKdV covers the full range of ib. I also need to confirm boundary behavior at the last partial key block — masked positions beyond L contribute zero to dS, so the extra K rows from TMA padding don't affect correctness even without explicit zero-fill.\n\nNow I'm thinking through how the dQ GEMM should tile its reads of K, considering chunking into 128-key blocks and whether the last chunk might overrun jb_hi for a given ib.\n\nIf the overrun reads garbage from unwritten scratch columns, that could introduce NaNs that pollute otherwise valid rows, so I'm weighing options: zeroing the scratch buffer upfront (too slow), forcing the GEMM chunk size to exactly match the valid block count, or masking the load. With TMA I could try building a per-program tensor descriptor sized to the exact valid column count so out-of-bounds reads are automatically zero-filled, though this means constructing the descriptor dynamically per row block.\n\nDevice-side descriptor creation per program turns out to be exactly what's supported, so I can shape it to clip at the valid row/column count and get automatic zero-fill beyond that. I realize the same trick solves the dQ GEMM's K descriptor problem too — basing it at the sequence start with shape bounded by sequence length avoids reading garbage from the next sequence, and the same approach applied to the dKdV kernel's descriptors handles both load zero-fill and store clipping at the sequence boundary.\n\nFor the DS store specifically, since heads vary within the loop, I'm considering either a separate descriptor per head or a single 3D descriptor spanning heads with strides set so OOB clipping happens on the row dimension. The per-program descriptor write itself is cheap enough (a small fixed-size write plus a fence) that doing this per program isn't a real concern.\n\nBut the bigger issue is the TMA store path for dS needs an extra local_alloc into shared memory, and that conflicts with the dkT matmul also needing dS in smem — Triton might not fuse those allocations, and the smem budget is already at 224 KB with no room for another 16 KB buffer without blowing past the 227 KB limit.\n\nSo instead I'm considering a direct pointer-based store of dS straight from registers without routing through an extra smem buffer, writing the bf16 tile out with masked, coalesced row stores.\n\nFor the dQ GEMM kernel, I'm planning to use TMA loads for DS and K tiles with per-program descriptors and zero-fill for out-of-bounds regions. I'm also sanity-checking scratch memory sizing — for the largest shape the buffer comes out to roughly 2.1 GB, and since the allocator reuses memory across calls that should be fine, with the non-windowed case only touching the lower triangle so the wasted upper half costs no bandwidth.\n\nNow I'm sketching the dQ kernel loop: for each query block it iterates over key chunks, loading DS and K tiles via TMA descriptors and accumulating with tl.dot into a 256-wide fp32 accumulator in TMEM, then scaling and casting to bf16 for the final dq store. I'm computing shared memory usage per pipeline stage (DS plus K tiles) landing around 48 KB, so four stages fits comfortably within budget, and noting that each program's workload scales with the number of key blocks it covers.\n\nI'm considering processing key blocks in reverse order so heavier blocks come first, and thinking through GQA packing for the dQ GEMM — stacking rows from G query heads sharing the same K tile so the K operand is loaded once per group, which with BM=128 and G=2 gives a 256-row accumulator using the full TMEM budget. I'll start with the simpler non-packed version first, roughly estimating the dQ GEMM's DS read bandwidth cost before moving on to write the actual kernel, then turn to the dKdV kernel next.\n\nFor that kernel, I need to work out the column offset for each query block relative to the sliding window's lower bound, handling the integer division carefully since Triton truncates toward zero for negative values rather than flooring, and the max-with-zero clamp happens to compensate for this discrepancy correctly.\n\nNow I'm figuring out the total number of score columns needed: for unbounded window width it's just the ceiling division of sequence length by block size, but for a bounded window I need the maximum band width across all query blocks, computed from the difference between the upper and lower block indices for each block position.\n\nI verify that a safe upper bound for the number of key blocks per band is (BM + W)//BN + 2, since the true count is always at most that value given how floor division of block ranges works. Then I move to defining the dQ GEMM kernel program for a given (query block, sequence, head) tuple.\n\nI'm working out the key range the band covers and setting up the descriptor for the DS tile, deciding the band's row range, column count, and offset so the TMA load aligns correctly with 16-byte boundaries and proper strides.\n\nI'm also setting up the K descriptor similarly, computing its base offset and block shape so rows beyond the valid length get zero-filled automatically.\n\nFor the dKdV kernel, I'm applying the same sequence-start-based descriptors for Q, K, and V so out-of-range rows zero out q, do, and s/p consistently, while dQ stores use a pointer-based approach with a mask for valid rows. Time to write v3.\n\n","signature":"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"}],"container":null,"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":756,"cache_read_input_tokens":93249,"cache_creation":{"ephemeral_5m_input_tokens":756,"ephemeral_1h_input_tokens":0},"output_tokens":2,"service_tier":"standard","inference_geo":"global","speed":"standard"},"input_transformations":[],"diagnostics":null,"context_management":null},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"fcec93ac-9523-4738-8810-b0b5a593552b","timestamp":"2026-10-18T11:22:48.318Z","request_id":"req_011Cg9cd6wtmwS5kzUVRbFFn","thinking_duration_ms":60137,"thinking_display":"summarized"}
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{"type":"assistant","message":{"model":"claude-opus-5-5","id":"msg_011Cg9cd7JioPwY1hhVVFATz","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"The transposed dK/dV kernel now runs at 2.2 ms with 8 warps (down from 4.45 ms) and remains correct, though automatic warp specialization fails to compile so I'm skipping it. Next I'll add the dS scratch buffer and the dQ GEMM kernel.\n\n","signature":"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"}],"container":null,"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":756,"cache_read_input_tokens":93249,"cache_creation":{"ephemeral_5m_input_tokens":756,"ephemeral_1h_input_tokens":0},"output_tokens":2,"service_tier":"standard","inference_geo":"global","speed":"standard"},"input_transformations":[],"diagnostics":null,"context_management":null},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"d829e125-8a78-4ced-a438-4fca4fd68057","timestamp":"2026-10-18T11:22:48.322Z","request_id":"req_011Cg9cd6wtmwS5kzUVRbFFn","narration_block_indexes":[0],"thinking_duration_ms":1,"thinking_display":"summarized"}
{"type":"assistant","message":{"model":"claude-opus-5-5","id":"msg_011Cg9cd7JioPwY1hhVVFATz","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01HeUJCcnvGiyANLSoA9eoLQ","name":"Bash","input":{"command":"python - << 'EOF'\nsrc = open('v2.py').read()\n# 1) dkdv: per-sequence descriptors + dS store\nsrc = src.replace('''@triton.jit\ndef _dkdv(Q, K, V, DO, LSE2, DELTA, CU, DK, DV, qk_scale, sm_scale, T, W,''', '''@triton.jit\ndef _dkdv(Q, K, V, DO, LSE2, DELTA, CU, DK, DV, DS, NCOL, qk_scale, sm_scale, T, W,''')\nsrc = src.replace('''    q_desc = tl.make_tensor_descriptor(Q, shape=[T, H * D], strides=[H * D, 1], block_shape=[BM, D])\n    do_desc = tl.make_tensor_descriptor(DO, shape=[T, H * D], strides=[H * D, 1], block_shape=[BM, D])\n    k_desc = tl.make_tensor_descriptor(K, shape=[T, HKV * D], strides=[HKV * D, 1], block_shape=[BN, D])\n    v_desc = tl.make_tensor_descriptor(V, shape=[T, HKV * D], strides=[HKV * D, 1], block_shape=[BN, D])\n    k = k_desc.load([st + j0, hk * D])\n    v = v_desc.load([st + j0, hk * D])\n    rn = j0 + tl.arange(0, BN)''', '''    q_desc = tl.make_tensor_descriptor(Q + st.to(tl.int64) * (H * D), shape=[L, H * D], strides=[H * D, 1], block_shape=[BM, D])\n    do_desc = tl.make_tensor_descriptor(DO + st.to(tl.int64) * (H * D), shape=[L, H * D], strides=[H * D, 1], block_shape=[BM, D])\n    k_desc = tl.make_tensor_descriptor(K + st.to(tl.int64) * (HKV * D), shape=[L, HKV * D], strides=[HKV * D, 1], block_shape=[BN, D])\n    v_desc = tl.make_tensor_descriptor(V + st.to(tl.int64) * (HKV * D), shape=[L, HKV * D], strides=[HKV * D, 1], block_shape=[BN, D])\n    k = k_desc.load([j0, hk * D])\n    v = v_desc.load([j0, hk * D])\n    rn = j0 + tl.arange(0, BN)\n    rc = tl.arange(0, BN)''')\nsrc = src.replace('''        q = q_desc.load([st + i0, h * D])\n        do = do_desc.load([st + i0, h * D])\n        ri = i0 + rm''', '''        q = q_desc.load([i0, h * D])\n        do = do_desc.load([i0, h * D])\n        ri = i0 + rm''')\nsrc = src.replace('''        ds = p * (dp - delta[:, None])\n        dkT = tl.dot(tl.trans(q), ds.to(tl.bfloat16), dkT)''', '''        ds = (p * (dp - delta[:, None])).to(tl.bfloat16)\n        col = j0\n        if W >= 0:\n            col = j0 - tl.maximum(0, (i0 - W) // BN * BN)\n        dsrow = (h * T + st + ri).to(tl.int64) * NCOL + col\n        tl.store(DS + dsrow[:, None] + rc[None, :], ds, mask=(ri < L)[:, None])\n        dkT = tl.dot(tl.trans(q), ds, dkT)''')\n# 2) dq gemm kernel\nsrc = src.replace('''def kernel_fn(''', '''@triton.jit\ndef _dqg(K, DS, CU, DQ, NCOL, sm_scale, T, W, NB,\n         H: tl.constexpr, HKV: tl.constexpr, D: tl.constexpr, BM: tl.constexpr, BN: tl.constexpr,\n         BK: tl.constexpr):\n    G: tl.constexpr = H // HKV\n    pid = NB - 1 - tl.program_id(0)\n    s = tl.program_id(1)\n    h = tl.program_id(2)\n    hk = h // G\n    st = tl.load(CU + s)\n    L = tl.load(CU + s + 1) - st\n    i0 = pid * BM\n    if i0 >= L:\n        return\n    kb_lo = 0\n    if W >= 0:\n        kb_lo = tl.maximum(0, (i0 - W) // BN * BN)\n    k_hi = tl.minimum(L, i0 + BM)\n    nc = k_hi - kb_lo\n    ds_desc = tl.make_tensor_descriptor(DS + (h * T + st).to(tl.int64) * NCOL, shape=[L, nc], strides=[NCOL, 1],\n                                        block_shape=[BM, BK])\n    k_desc = tl.make_tensor_descriptor(K + st.to(tl.int64) * (HKV * D), shape=[L, HKV * D], strides=[HKV * D, 1],\n                                       block_shape=[BK, D])\n    acc = tl.zeros((BM, D), tl.float32)\n    for kk in range(0, nc, BK):\n        a = ds_desc.load([i0, kk])\n        b = k_desc.load([kb_lo + kk, hk * D])\n        acc = tl.dot(a, b, acc)\n    ri = i0 + tl.arange(0, BM)\n    rd = tl.arange(0, D)\n    row = ((st + ri).to(tl.int64) * H + h) * D\n    tl.store(DQ + row[:, None] + rd[None, :], (acc * sm_scale).to(tl.bfloat16), mask=(ri < L)[:, None])\n\n\ndef kernel_fn(''')\nsrc = src.replace('''    c = CFG\n    BN, BM = c['BN'], c['BM']\n    _dkdv[(triton.cdiv(max_seqlen, BN), n, HKV)](q, k, v, do, lse2, delta, cu_seqlens, dk, dv, qk_scale, sm_scale,''', '''    c = CFG\n    BN, BM = c['BN'], c['BM']\n    nband = triton.cdiv(max_seqlen, BN)\n    if window >= 0:\n        nband = min(nband, (BM + window) // BN + 2)\n    NCOL = nband * BN\n    ds = torch.empty((H * T * NCOL,), device=q.device, dtype=torch.bfloat16)\n    _dkdv[(triton.cdiv(max_seqlen, BN), n, HKV)](q, k, v, do, lse2, delta, cu_seqlens, dk, dv, ds, NCOL, qk_scale, sm_scale,''')\nsrc = src.replace('''    BM2, BN2 = c['dqBM'], c['dqBN']\n    nb = triton.cdiv(max_seqlen, BM2)\n    _dq[(nb, n, H)](q, k, v, do, lse2, delta, cu_seqlens, dq, qk_scale, sm_scale, T, window, nb,\n                    H=H, HKV=HKV, D=D, BM=BM2, BN=BN2, num_warps=c['dqnw'], num_stages=c['dqst'])''', '''    nb = triton.cdiv(max_seqlen, BM)\n    _dqg[(nb, n, H)](k, ds, cu_seqlens, dq, NCOL, sm_scale, T, window, nb, H=H, HKV=HKV, D=D, BM=BM, BN=BN,\n                     BK=c['BK'], num_warps=c['dqnw'], num_stages=c['dqst'])''')\nsrc = src.replace(\"CFG = dict(BM=128, BN=64, st=1, nw=4, ws=False, dqBM=128, dqBN=32, dqst=2, dqnw=4)\",\n                  \"CFG = dict(BM=128, BN=64, st=1, nw=8, ws=False, BK=64, dqst=4, dqnw=4)\")\nopen('v3.py', 'w').write(src)\nEOF\nfor c in \"{}\" \"{'BK':128,'dqst':3}\" \"{'dqnw':8}\"; do timeout 600 python kt.py v3.py 0 \"$c\" 2>&1 | grep -v USDT | tail -1; done","description":"Build v3 with dS scratch and dQ GEMM, test configs"},"caller":{"type":"direct"}}],"container":null,"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":756,"cache_read_input_tokens":93249,"cache_creation":{"ephemeral_5m_input_tokens":756,"ephemeral_1h_input_tokens":0},"output_tokens":2,"service_tier":"standard","inference_geo":"global","speed":"standard"},"input_transformations":[],"diagnostics":null,"context_management":null},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"dbb559e2-d27b-4bdf-b60a-3f090da2a712","timestamp":"2026-10-18T11:23:06.018Z","request_id":"req_011Cg9cd6wtmwS5kzUVRbFFn"}
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{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01HeUJCcnvGiyANLSoA9eoLQ","type":"tool_result","content":"{} dq: bad=0 over=0.398 | dk: bad=0 over=0.388 | dv: bad=0 over=0.360  |  _prep 33.8 _dkdv 2635.1 _dqg 273.2\ntriton.runtime.errors.OutOfResources: out of resource: shared memory, Required: 294960, Hardware limit: 232448. Reducing block sizes or `num_stages` may help.\n{'dqnw': 8} dq: bad=0 over=0.398 | dk: bad=0 over=0.388 | dv: bad=0 over=0.360  |  _prep 33.9 _dkdv 2631.3 _dqg 274.9","is_error":false}]},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"38e57baf-497f-4651-ab61-322c84473e77","timestamp":"2026-10-18T11:23:32.209Z","tool_use_result":{"stdout":"{} dq: bad=0 over=0.398 | dk: bad=0 over=0.388 | dv: bad=0 over=0.360  |  _prep 33.8 _dkdv 2635.1 _dqg 273.2\ntriton.runtime.errors.OutOfResources: out of resource: shared memory, Required: 294960, Hardware limit: 232448. Reducing block sizes or `num_stages` may help.\n{'dqnw': 8} dq: bad=0 over=0.398 | dk: bad=0 over=0.388 | dv: bad=0 over=0.360  |  _prep 33.9 _dkdv 2631.3 _dqg 274.9","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"tool_result_meta":[{"id":"toolu_01HeUJCcnvGiyANLSoA9eoLQ","permission_decision":{"decision":"accept","source":"config","reason_type":"mode"}}]}
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{"type":"assistant","message":{"model":"claude-opus-5-5","id":"msg_011Cg9cnpkacKZdG2mYV1esH","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"The main focus now is making the dKdV kernel fast — currently at 2635 us for shape 0, roughly 417 TFLOPS, and I need to get it down to around 1100-1200 us for parity. I'm examining what's limiting it, starting with how Triton structures the kernel with num_stages=1 and the lack of pipelining.\n\nI'm considering a couple of ideas: reducing shared memory usage so two pipeline stages can fit, which requires shrinking Q/dO tiles, though that halves the MMA rate for S and dP since M drops to 64. The other idea is keeping K and V resident in TMEM as A operands since they're only used once per kernel (for S^T and dP^T), which would free up significant shared memory and let me check if the TMEM budget can accommodate both tensors permanently.\n\nI'm doubting Triton handles that smem-to-TMEM copy automatically. Running two CTAs per SM to overlap serial phases won't work since TMEM usage per CTA would exceed the 512-column budget. And the automatic warp specialization path seems to be failing in NVWSInsertAref, possibly due to pointer-based loads or loop-carried index computations inside the conditional.\n\nGiven the smem capacity bottleneck for hd256, I'm walking through the per-iteration data flow for Q, K, dO, V, P, and dS buffers across the S, dP, dV, and dK computations, trying to figure out if reusing buffers or staggering the next iteration's Q load could free up enough space.\n\nBut S_{i+1} still needs Q_{i+1}, which can't load until dK^T_i finishes, creating an unavoidable Q-load bubble (~1000 clk latency) each iteration against a per-iteration MMA budget of ~2048-2750 clk—roughly 30% overhead. That pushes me toward splitting Q along the D dimension into two 32KB halves so S can be computed as a sum of two partial products, potentially hiding the load behind the other half's compute.\n\nI'm now considering whether reducing K/V smem footprint helps—keeping V in TMEM as an operand for dP, or reformulating with BM=64 and computing S^T = K Q^T to change which dimension sits at M=128, trying to avoid the M=64 constraint that's limiting throughput.\n\nRunning the numbers, even stacking two pipeline stages still blows past the smem budget once P and dS are included, so fp8 isn't an option given precision requirements. With head-dim 256 in a single-CTA layout there's just too little smem to work with, which is why FA4 resorts to splitting the B operand across a 2-CTA pair—I'm weighing whether Triton's num_ctas=2 path or a ping-pong scheme across two CTAs per SM could work, but the combined smem still doesn't fit, so I'm now checking if shrinking BN to 32 frees up enough room.\n\nEven with the smaller block size, the MMA for S ends up smem-bound rather than compute-bound, so this path doesn't help either. I think it's more productive to step back and estimate the ideal iteration count for the dK/dV computation directly—counting how many (KV block, Q block, head) combinations need to be visited given the causal masking pattern.\n\nThat works out to roughly 66,560 total iterations across the grid, or about 450 per SM. Given the measured kernel time and clock speed, that's around 11,100 cycles per iteration versus an ideal of 2,048–2,750 cycles—so we're running at only 20-25% efficiency, meaning there's a lot of room to improve. I'm now digging into whether the accumulators for dkT/dvT are being kept resident in TMEM across iterations, since spilling those to registers or memory repeatedly could explain the slowdown.\n\nI should dump the TTGIR directly from the compiled kernel's assembly attributes to inspect how the loop is actually structured.\n\n","signature":"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"}],"container":null,"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":506,"cache_read_input_tokens":104412,"cache_creation":{"ephemeral_5m_input_tokens":506,"ephemeral_1h_input_tokens":0},"output_tokens":3,"service_tier":"standard","inference_geo":"global","speed":"standard"},"input_transformations":[],"diagnostics":null,"context_management":null},"parent_tool_use_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{"type":"assistant","message":{"model":"claude-opus-5-5","id":"msg_011Cg9cnpkacKZdG2mYV1esH","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01NSSar3Y84NGgx7HkF6kQSV","name":"Bash","input":{"command":"cd /workspace/dev && cat > dump.py << 'EOF'\nimport sys, torch, importlib.util\nsys.path.insert(0, '/workspace')\nimport task as T\nspec = importlib.util.spec_from_file_location('cand', sys.argv[1]); mod = importlib.util.module_from_spec(spec); spec.loader.exec_module(mod)\nkname = sys.argv[2]\ncfg = eval(sys.argv[3]) if len(sys.argv) > 3 else {}\nif hasattr(mod, 'CFG'): mod.CFG.update(cfg)\ncase = T.make_case(T.TASK.shapes[0], 1, 'cuda')\nmod.kernel_fn(*case.args); torch.cuda.synchronize()\nkern = getattr(mod, kname)\nfor key, c in kern.device_caches.items():\n    for k2, ck in c[0].items():\n        open(f'/tmp/{kname}.ttgir', 'w').write(ck.asm['ttgir'])\n        open(f'/tmp/{kname}.ptx', 'w').write(ck.asm['ptx'])\n        print(ck.metadata.shared, 'smem', ck.n_regs, 'regs', ck.n_spills, 'spills')\nEOF\npython dump.py v3.py _dkdv 2>&1 | grep -v USDT | tail -3; grep -c \"tcgen05.mma\" /tmp/_dkdv.ptx; grep -n \"ttng.tc_gen5_mma\\|ttng.tmem_alloc\\|ttng.tmem_load\\|ttng.tmem_store\\|local_alloc\\|async_tma_copy\\|wait_barrier\\|scf.for\" /tmp/_dkdv.ttgir | head -60","description":"Dump TTGIR/PTX of dKdV kernel and inspect"},"caller":{"type":"direct"}}],"container":null,"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":506,"cache_read_input_tokens":104412,"cache_creation":{"ephemeral_5m_input_tokens":506,"ephemeral_1h_input_tokens":0},"output_tokens":3,"service_tier":"standard","inference_geo":"global","speed":"standard"},"input_transformations":[],"diagnostics":null,"context_management":null},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"68264f25-dca5-4e39-a748-13225add75e6","timestamp":"2026-10-18T11:24:34.930Z","request_id":"req_011Cg9cnpNGHKR1zJnKrqxgQ"}
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{"type":"system","subtype":"task_notification","task_id":"bxub0r5n6","run_id":"0mvdqn9a4-9abc4b1e","tool_use_id":"toolu_01NSSar3Y84NGgx7HkF6kQSV","status":"completed","output_file":"","summary":"Dump TTGIR/PTX of dKdV kernel and inspect","uuid":"b87804a9-6840-45e2-acf7-a0be9f89b672","session_id":"7ab31230-a8af-462d-87c8-1694924f5168"}
{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01NSSar3Y84NGgx7HkF6kQSV","type":"tool_result","content":"213000 smem 255 regs 52 spills\n64\n85:    %k_17 = ttg.local_alloc : () -> !ttg.memdesc<64x256xbf16, #shared, #smem, mutable> loc(#loc164)\n87:    %k_18 = ttg.local_alloc : () -> !ttg.memdesc<1xi64, #shared2, #smem, mutable> loc(#loc164)\n90:    ttng.async_tma_copy_global_to_local %k_desc_14[%col, %k] %k_17, %k_18, %true : !tt.tensordesc<tensor<64x256xbf16, #shared>>, !ttg.memdesc<1xi64, #shared2, #smem, mutable> -> !ttg.memdesc<64x256xbf16, #shared, #smem, mutable> loc(#loc164)\n91:    ttng.wait_barrier %k_18, %c0_i32 : !ttg.memdesc<1xi64, #shared2, #smem, mutable> loc(#loc164)\n93:    %v = ttg.local_alloc : () -> !ttg.memdesc<64x256xbf16, #shared, #smem, mutable> loc(#loc166)\n95:    %v_19 = ttg.local_alloc : () -> !ttg.memdesc<1xi64, #shared2, #smem, mutable> loc(#loc166)\n98:    ttng.async_tma_copy_global_to_local %v_desc_16[%col, %k] %v, %v_19, %true : !tt.tensordesc<tensor<64x256xbf16, #shared>>, !ttg.memdesc<1xi64, #shared2, #smem, mutable> -> !ttg.memdesc<64x256xbf16, #shared, #smem, mutable> loc(#loc166)\n99:    ttng.wait_barrier %v_19, %c0_i32 : !ttg.memdesc<1xi64, #shared2, #smem, mutable> loc(#loc166)\n137:    %dvT = ttng.tmem_alloc : () -> !ttg.memdesc<256x64xf32, #tmem, #ttng.tensor_memory, mutable> loc(#loc185)\n138:    ttng.tmem_store %cst, %dvT, %true : tensor<256x64xf32, #linear> -> !ttg.memdesc<256x64xf32, #tmem, #ttng.tensor_memory, mutable> loc(#loc185)\n139:    %dkT = ttng.tmem_alloc : () -> !ttg.memdesc<256x64xf32, #tmem, #ttng.tensor_memory, mutable> loc(#loc186)\n140:    ttng.tmem_store %cst, %dkT, %true : tensor<256x64xf32, #linear> -> !ttg.memdesc<256x64xf32, #tmem, #ttng.tensor_memory, mutable> loc(#loc186)\n141:    %s__33 = ttng.tmem_alloc : () -> !ttg.memdesc<128x64xf32, #tmem, #ttng.tensor_memory, mutable> loc(#loc187)\n142:    %dp_34 = ttng.tmem_alloc : () -> !ttg.memdesc<128x64xf32, #tmem, #ttng.tensor_memory, mutable> loc(#loc188)\n143:    %dvT_35 = scf.for %dvT_47 = %c0_i32 to %3 step %c1_i32 iter_args(%dvT_48 = %false) -> (i1)  : i32 {\n151:      %q_53 = ttg.local_alloc : () -> !ttg.memdesc<128x256xbf16, #shared, #smem, mutable> loc(#loc197)\n153:      %q_55 = ttg.local_alloc : () -> !ttg.memdesc<1xi64, #shared2, #smem, mutable> loc(#loc197)\n156:      ttng.async_tma_copy_global_to_local %q_desc_9[%i0_51, %q] %q_53, %q_55, %true : !tt.tensordesc<tensor<128x256xbf16, #shared>>, !ttg.memdesc<1xi64, #shared2, #smem, mutable> -> !ttg.memdesc<128x256xbf16, #shared, #smem, mutable> loc(#loc197)\n157:      ttng.wait_barrier %q_55, %c0_i32 : !ttg.memdesc<1xi64, #shared2, #smem, mutable> loc(#loc197)\n159:      %do = ttg.local_alloc : () -> !ttg.memdesc<128x256xbf16, #shared, #smem, mutable> loc(#loc199)\n161:      %do_57 = ttg.local_alloc : () -> !ttg.memdesc<1xi64, #shared2, #smem, mutable> loc(#loc199)\n164:      ttng.async_tma_copy_global_to_local %do_desc_11[%i0_51, %q] %do, %do_57, %true : !tt.tensordesc<tensor<128x256xbf16, #shared>>, !ttg.memdesc<1xi64, #shared2, #smem, mutable> -> !ttg.memdesc<128x256xbf16, #shared, #smem, mutable> loc(#loc199)\n165:      ttng.wait_barrier %do_57, %c0_i32 : !ttg.memdesc<1xi64, #shared2, #smem, mutable> loc(#loc199)\n184:      %s__73 = ttg.local_alloc : () -> !ttg.memdesc<1xi64, #shared2, #smem, mutable> loc(#loc187)\n186:      ttng.tc_gen5_mma %q_53, %s_, %s__33, %false, %true, %s__73[%true] {is_async} : !ttg.memdesc<128x256xbf16, #shared, #smem, mutable>, !ttg.memdesc<256x64xbf16, #shared1, #smem, mutable>, !ttg.memdesc<128x64xf32, #tmem, #ttng.tensor_memory, mutable>, !ttg.memdesc<1xi64, #shared2, #smem, mutable> loc(#loc187)\n187:      ttng.wait_barrier %s__73, %c0_i32, %true : !ttg.memdesc<1xi64, #shared2, #smem, mutable> loc(#loc187)\n206:      %dp_82 = ttg.local_alloc : () -> !ttg.memdesc<1xi64, #shared2, #smem, mutable> loc(#loc188)\n208:      ttng.tc_gen5_mma %do, %dp, %dp_34, %false, %true, %dp_82[%true] {is_async} : !ttg.memdesc<128x256xbf16, #shared, #smem, mutable>, !ttg.memdesc<256x64xbf16, #shared1, #smem, mutable>, !ttg.memdesc<128x64xf32, #tmem, #ttng.tensor_memory, mutable>, !ttg.memdesc<1xi64, #shared2, #smem, mutable> loc(#loc188)\n209:      ttng.wait_barrier %dp_82, %c0_i32, %true : !ttg.memdesc<1xi64, #shared2, #smem, mutable> loc(#loc188)\n211:      %s__83 = ttng.tmem_load %s__33 : !ttg.memdesc<128x64xf32, #tmem, #ttng.tensor_memory, mutable> -> tensor<128x64xf32, #linear1> loc(#loc187)\n217:      %dvT_89 = ttg.local_alloc %dvT_88 : (tensor<128x64xbf16, #linear1>) -> !ttg.memdesc<128x64xbf16, #shared, #smem> loc(#loc220)\n219:      %dvT_90 = ttg.local_alloc : () -> !ttg.memdesc<1xi64, #shared2, #smem, mutable> loc(#loc185)\n221:      ttng.tc_gen5_mma %dvT_56, %dvT_89, %dvT, %dvT_48, %true, %dvT_90[%true] {is_async} : !ttg.memdesc<256x128xbf16, #shared1, #smem, mutable>, !ttg.memdesc<128x64xbf16, #shared, #smem>, !ttg.memdesc<256x64xf32, #tmem, #ttng.tensor_memory, mutable>, !ttg.memdesc<1xi64, #shared2, #smem, mutable> loc(#loc185)\n222:      ttng.wait_barrier %dvT_90, %c0_i32, %true : !ttg.memdesc<1xi64, #shared2, #smem, mutable> loc(#loc185)\n226:      %dp_92 = ttng.tmem_load %dp_34 : !ttg.memdesc<128x64xf32, #tmem, #ttng.tensor_memory, mutable> -> tensor<128x64xf32, #linear1> loc(#loc188)\n230:      %ds_96 = ttg.local_alloc %ds_95 : (tensor<128x64xbf16, #linear1>) -> !ttg.memdesc<128x64xbf16, #shared, #smem> loc(#loc224)\n258:      %dkT_105 = ttg.local_alloc : () -> !ttg.memdesc<1xi64, #shared2, #smem, mutable> loc(#loc186)\n260:      ttng.tc_gen5_mma %dkT_54, %ds_96, %dkT, %dvT_48, %true, %dkT_105[%true] {is_async} : !ttg.memdesc<256x128xbf16, #shared1, #smem, mutable>, !ttg.memdesc<128x64xbf16, #shared, #smem>, !ttg.memdesc<256x64xf32, #tmem, #ttng.tensor_memory, mutable>, !ttg.memdesc<1xi64, #shared2, #smem, mutable> loc(#loc186)\n261:      ttng.wait_barrier %dkT_105, %c0_i32, %true : !ttg.memdesc<1xi64, #shared2, #smem, mutable> loc(#loc186)\n286:    %dkT_45 = ttng.tmem_load %dkT : !ttg.memdesc<256x64xf32, #tmem, #ttng.tensor_memory, mutable> -> tensor<256x64xf32, #linear> loc(#loc186)\n295:    %dvT_46 = ttng.tmem_load %dvT : !ttg.memdesc<256x64xf32, #tmem, #ttng.tensor_memory, mutable> -> tensor<256x64xf32, #linear> loc(#loc185)","is_error":false}]},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"f445c45f-2843-4e20-9560-e60ff13615ac","timestamp":"2026-10-18T11:24:40.392Z","tool_use_result":{"stdout":"213000 smem 255 regs 52 spills\n64\n85:    %k_17 = ttg.local_alloc : () -> !ttg.memdesc<64x256xbf16, #shared, #smem, mutable> loc(#loc164)\n87:    %k_18 = ttg.local_alloc : () -> !ttg.memdesc<1xi64, #shared2, #smem, mutable> loc(#loc164)\n90:    ttng.async_tma_copy_global_to_local %k_desc_14[%col, %k] %k_17, %k_18, %true : !tt.tensordesc<tensor<64x256xbf16, #shared>>, !ttg.memdesc<1xi64, #shared2, #smem, mutable> -> !ttg.memdesc<64x256xbf16, #shared, #smem, mutable> loc(#loc164)\n91:    ttng.wait_barrier %k_18, %c0_i32 : !ttg.memdesc<1xi64, #shared2, #smem, mutable> loc(#loc164)\n93:    %v = ttg.local_alloc : () -> !ttg.memdesc<64x256xbf16, #shared, #smem, mutable> loc(#loc166)\n95:    %v_19 = ttg.local_alloc : () -> !ttg.memdesc<1xi64, #shared2, #smem, mutable> loc(#loc166)\n98:    ttng.async_tma_copy_global_to_local %v_desc_16[%col, %k] %v, %v_19, %true : !tt.tensordesc<tensor<64x256xbf16, #shared>>, !ttg.memdesc<1xi64, #shared2, #smem, mutable> -> !ttg.memdesc<64x256xbf16, #shared, #smem, mutable> loc(#loc166)\n99:    ttng.wait_barrier %v_19, %c0_i32 : !ttg.memdesc<1xi64, #shared2, #smem, mutable> loc(#loc166)\n137:    %dvT = ttng.tmem_alloc : () -> !ttg.memdesc<256x64xf32, #tmem, #ttng.tensor_memory, mutable> loc(#loc185)\n138:    ttng.tmem_store %cst, %dvT, %true : tensor<256x64xf32, #linear> -> !ttg.memdesc<256x64xf32, #tmem, #ttng.tensor_memory, mutable> loc(#loc185)\n139:    %dkT = ttng.tmem_alloc : () -> !ttg.memdesc<256x64xf32, #tmem, #ttng.tensor_memory, mutable> loc(#loc186)\n140:    ttng.tmem_store %cst, %dkT, %true : tensor<256x64xf32, #linear> -> !ttg.memdesc<256x64xf32, #tmem, #ttng.tensor_memory, mutable> loc(#loc186)\n141:    %s__33 = ttng.tmem_alloc : () -> !ttg.memdesc<128x64xf32, #tmem, #ttng.tensor_memory, mutable> loc(#loc187)\n142:    %dp_34 = ttng.tmem_alloc : () -> !ttg.memdesc<128x64xf32, #tmem, #ttng.tensor_memory, mutable> loc(#loc188)\n143:    %dvT_35 = scf.for %dvT_47 = %c0_i32 to %3 step %c1_i32 iter_args(%dvT_48 = %false) -> (i1)  : i32 {\n151:      %q_53 = ttg.local_alloc : () -> !ttg.memdesc<128x256xbf16, #shared, #smem, mutable> loc(#loc197)\n153:      %q_55 = ttg.local_alloc : () -> !ttg.memdesc<1xi64, #shared2, #smem, mutable> loc(#loc197)\n156:      ttng.async_tma_copy_global_to_local %q_desc_9[%i0_51, %q] %q_53, %q_55, %true : !tt.tensordesc<tensor<128x256xbf16, #shared>>, !ttg.memdesc<1xi64, #shared2, #smem, mutable> -> !ttg.memdesc<128x256xbf16, #shared, #smem, mutable> loc(#loc197)\n157:      ttng.wait_barrier %q_55, %c0_i32 : !ttg.memdesc<1xi64, #shared2, #smem, mutable> loc(#loc197)\n159:      %do = ttg.local_alloc : () -> !ttg.memdesc<128x256xbf16, #shared, #smem, mutable> loc(#loc199)\n161:      %do_57 = ttg.local_alloc : () -> !ttg.memdesc<1xi64, #shared2, #smem, mutable> loc(#loc199)\n164:      ttng.async_tma_copy_global_to_local %do_desc_11[%i0_51, %q] %do, %do_57, %true : !tt.tensordesc<tensor<128x256xbf16, #shared>>, !ttg.memdesc<1xi64, #shared2, #smem, mutable> -> !ttg.memdesc<128x256xbf16, #shared, #smem, mutable> loc(#loc199)\n165:      ttng.wait_barrier %do_57, %c0_i32 : !ttg.memdesc<1xi64, #shared2, #smem, mutable> loc(#loc199)\n184:      %s__73 = ttg.local_alloc : () -> !ttg.memdesc<1xi64, #shared2, #smem, mutable> loc(#loc187)\n186:      ttng.tc_gen5_mma %q_53, %s_, %s__33, %false, %true, %s__73[%true] {is_async} : !ttg.memdesc<128x256xbf16, #shared, #smem, mutable>, !ttg.memdesc<256x64xbf16, #shared1, #smem, mutable>, !ttg.memdesc<128x64xf32, #tmem, #ttng.tensor_memory, mutable>, !ttg.memdesc<1xi64, #shared2, #smem, mutable> loc(#loc187)\n187:      ttng.wait_barrier %s__73, %c0_i32, %true : !ttg.memdesc<1xi64, #shared2, #smem, mutable> loc(#loc187)\n206:      %dp_82 = ttg.local_alloc : () -> !ttg.memdesc<1xi64, #shared2, #smem, mutable> loc(#loc188)\n208:      ttng.tc_gen5_mma %do, %dp, %dp_34, %false, %true, %dp_82[%true] {is_async} : !ttg.memdesc<128x256xbf16, #shared, #smem, mutable>, !ttg.memdesc<256x64xbf16, #shared1, #smem, mutable>, !ttg.memdesc<128x64xf32, #tmem, #ttng.tensor_memory, mutable>, !ttg.memdesc<1xi64, #shared2, #smem, mutable> loc(#loc188)\n209:      ttng.wait_barrier %dp_82, %c0_i32, %true : !ttg.memdesc<1xi64, #shared2, #smem, mutable> loc(#loc188)\n211:      %s__83 = ttng.tmem_load %s__33 : !ttg.memdesc<128x64xf32, #tmem, #ttng.tensor_memory, mutable> -> tensor<128x64xf32, #linear1> loc(#loc187)\n217:      %dvT_89 = ttg.local_alloc %dvT_88 : (tensor<128x64xbf16, #linear1>) -> !ttg.memdesc<128x64xbf16, #shared, #smem> loc(#loc220)\n219:      %dvT_90 = ttg.local_alloc : () -> !ttg.memdesc<1xi64, #shared2, #smem, mutable> loc(#loc185)\n221:      ttng.tc_gen5_mma %dvT_56, %dvT_89, %dvT, %dvT_48, %true, %dvT_90[%true] {is_async} : !ttg.memdesc<256x128xbf16, #shared1, #smem, mutable>, !ttg.memdesc<128x64xbf16, #shared, #smem>, !ttg.memdesc<256x64xf32, #tmem, #ttng.tensor_memory, mutable>, !ttg.memdesc<1xi64, #shared2, #smem, mutable> loc(#loc185)\n222:      ttng.wait_barrier %dvT_90, %c0_i32, %true : !ttg.memdesc<1xi64, #shared2, #smem, mutable> loc(#loc185)\n226:      %dp_92 = ttng.tmem_load %dp_34 : !ttg.memdesc<128x64xf32, #tmem, #ttng.tensor_memory, mutable> -> tensor<128x64xf32, #linear1> loc(#loc188)\n230:      %ds_96 = ttg.local_alloc %ds_95 : (tensor<128x64xbf16, #linear1>) -> !ttg.memdesc<128x64xbf16, #shared, #smem> loc(#loc224)\n258:      %dkT_105 = ttg.local_alloc : () -> !ttg.memdesc<1xi64, #shared2, #smem, mutable> loc(#loc186)\n260:      ttng.tc_gen5_mma %dkT_54, %ds_96, %dkT, %dvT_48, %true, %dkT_105[%true] {is_async} : !ttg.memdesc<256x128xbf16, #shared1, #smem, mutable>, !ttg.memdesc<128x64xbf16, #shared, #smem>, !ttg.memdesc<256x64xf32, #tmem, #ttng.tensor_memory, mutable>, !ttg.memdesc<1xi64, #shared2, #smem, mutable> loc(#loc186)\n261:      ttng.wait_barrier %dkT_105, %c0_i32, %true : !ttg.memdesc<1xi64, #shared2, #smem, mutable> loc(#loc186)\n286:    %dkT_45 = ttng.tmem_load %dkT : !ttg.memdesc<256x64xf32, #tmem, #ttng.tensor_memory, mutable> -> tensor<256x64xf32, #linear> loc(#loc186)\n295:    %dvT_46 = ttng.tmem_load %dvT : !ttg.memdesc<256x64xf32, #tmem, #ttng.tensor_memory, mutable> -> tensor<256x64xf32, #linear> loc(#loc185)","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"tool_result_meta":[{"id":"toolu_01NSSar3Y84NGgx7HkF6kQSV","permission_decision":{"decision":"accept","source":"config","reason_type":"mode"}}]}
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{"type":"system","subtype":"thinking_tokens","estimated_tokens":1650,"estimated_tokens_delta":640,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"d8e6b686-d461-474e-87cc-83c11644603c"}
{"type":"assistant","message":{"model":"claude-opus-5-5","id":"msg_011Cg9cqvQyzM2SztG1CbUPX","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"This confirms everything is fully serialized—each MMA issues and immediately waits, with 255 registers and 52 spills across 8 warps. The whole pipeline from Q load through dK MMA runs step-by-step with no overlap, so I need a way to pipeline this without resorting to warp specialization.\n\nI'm weighing two real options: getting Triton's software pipeliner to work with num_stages=2 (which requires enough shared memory for double-buffering Q, dO, K, V, and P/dS), or getting warp specialization functioning properly. Checking the smem budget for option A—doubling Q and dO buffers plus K, V, and P/dS tiles—it looks like it would fit within roughly 208 KB, so that path seems viable.\n\nNow I'm estimating whether M=64 MMAs run at half throughput on tcgen05, working through the cycle counts per 64×64 tile for S, dP, dV, and dK matmuls to see if the achievable utilization lands around 67% of peak, which would make pipelining worthwhile if it actually works.\n\nI'm also reconsidering tile shapes for the alternative layout where S^T = K Q^T, checking whether K, V, Q, and dO buffers fit within SMEM budget at BN=128, and they don't quite work.\n\nThen I shift to debugging why the warp specialization pass (NVWSInsertAref) failed, considering whether scalar loads from LSE2/DELTA pointers inside the loop, rather than the dS store, might be the actual culprit.\n\nI suspect the index math combining head and query indices might be breaking warp specialization, since only the innermost loop can carry the WS flag, and I want to try a minimal reproduction to isolate whether WS works at all for this kernel shape. I'm also noting that even with WS, the SMEM pressure from needing multiple pipeline stages for overlap remains a hard constraint, and I'm exploring whether packing two query heads together into a 128-row tile could make the GQA-packed layout work within these limits.\n\nRealizing that packing heads this way just shifts the SMEM cost to M=128 without solving the underlying staging problem, I'm now considering splitting the D dimension of Q/dO loads into two halves for finer-grained pipelining, though that still doesn't create room for a second stage without more SMEM. I'm circling back to ask whether P and dS could live in TMEM instead of SMEM, particularly for the dV computation where P acts as the B operand.\n\nFor the standard dV += P^T dO formulation, P^T can actually be the A operand, meaning it could go in TMEM with M = BN = 64. I'm checking whether BN=128 with dK/dV in TMEM leaves enough room for S^T and dP^T, but it doesn't fit, and splitting the dK/dV computation into separate kernels just adds redundant recomputation. I'm now weighing running two CTAs per SM with smaller SMEM footprints each, checking the TMEM column budget for BM=128/BN=64 versus BM=64/BN=64 configurations.\n\nWith 64x64 tiles, I still need to account for Triton's TMEM layout conventions for M=64 accumulators, plus the dK^T/dV^T tiles, and the totals still exceed capacity — so without warp specialization, a single CTA per SM with no pipelining seems to be the only option. I'm considering manually software-pipelining within the Triton loop body, but recalling that Triton inserts a wait_barrier immediately after each MMA by default when num_stages=1, meaning everything gets serialized synchronously unless pipelining with num_stages ≥ 2 is explicitly enabled.\n\nWith num_stages ≥ 2, the pipeliner should be able to make MMAs async and overlap them across iterations, deferring the wait to the next iteration for loop-carried accumulators. I want to test BM=64, BN=64 with num_stages=2 to see if this pipelining actually kicks in and improves timing.\n\n","signature":"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"}],"container":null,"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":7626,"cache_read_input_tokens":104918,"cache_creation":{"ephemeral_5m_input_tokens":7626,"ephemeral_1h_input_tokens":0},"output_tokens":5,"service_tier":"standard","inference_geo":"global","speed":"standard"},"input_transformations":[],"diagnostics":null,"context_management":null},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"5e5a9305-9492-448a-a226-3e35ba31c22f","timestamp":"2026-10-18T11:25:08.802Z","request_id":"req_011Cg9cqv49k55ttMFv8r7RK","thinking_duration_ms":27021,"thinking_display":"summarized"}
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{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_015mGjzLUgxzZT9V1H4fbaX2","type":"tool_result","content":"triton.runtime.errors.OutOfResources: out of resource: shared memory, Required: 281184, Hardware limit: 232448. Reducing block sizes or `num_stages` may help.\ntriton.runtime.errors.OutOfResources: out of resource: shared memory, Required: 287328, Hardware limit: 232448. Reducing block sizes or `num_stages` may help.\n{'BM': 64, 'st': 1, 'nw': 4} dq: bad=0 over=0.398 | dk: bad=0 over=0.388 | dv: bad=0 over=0.360  |  _prep 33.9 _dkdv 2975.4 _dqg 383.4","is_error":false}]},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"03e167a8-336f-431c-b065-a2dd0f06372c","timestamp":"2026-10-18T11:25:32.258Z","tool_use_result":{"stdout":"triton.runtime.errors.OutOfResources: out of resource: shared memory, Required: 281184, Hardware limit: 232448. Reducing block sizes or `num_stages` may help.\ntriton.runtime.errors.OutOfResources: out of resource: shared memory, Required: 287328, Hardware limit: 232448. Reducing block sizes or `num_stages` may help.\n{'BM': 64, 'st': 1, 'nw': 4} dq: bad=0 over=0.398 | dk: bad=0 over=0.388 | dv: bad=0 over=0.360  |  _prep 33.9 _dkdv 2975.4 _dqg 383.4","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"tool_result_meta":[{"id":"toolu_015mGjzLUgxzZT9V1H4fbaX2","permission_decision":{"decision":"accept","source":"config","reason_type":"mode"}}]}
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{"type":"assistant","message":{"model":"claude-opus-5-5","id":"msg_011Cg9cuk8y1bfRiWLB5c1W8","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"The 281 KB figure for BM=64, st=2 is higher than my 208 KB estimate, so Triton must be allocating extra buffers somewhere beyond what I accounted for. I'm trying to reconcile this by breaking down Q, dO, K, V, P, and dS contributions to see where the discrepancy comes from.\n\n","signature":"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"}],"container":null,"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":3034,"cache_read_input_tokens":112544,"cache_creation":{"ephemeral_5m_input_tokens":3034,"ephemeral_1h_input_tokens":0},"output_tokens":5,"service_tier":"standard","inference_geo":"global","speed":"standard"},"input_transformations":[],"diagnostics":null,"context_management":null},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"bccdd866-44ca-417e-bc49-1fb585b004b8","timestamp":"2026-10-18T11:25:37.030Z","request_id":"req_011Cg9cujmPkHWTwqB5kFKFX","thinking_duration_ms":3396,"thinking_display":"summarized"}
{"type":"assistant","message":{"model":"claude-opus-5-5","id":"msg_011Cg9cuk8y1bfRiWLB5c1W8","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01LjDkJaVPNFSD9FoUtUhQC3","name":"Bash","input":{"command":"sed -i 's/^mod.kernel_fn(\\*case.args); torch.cuda.synchronize()/try:\\n    mod.kernel_fn(*case.args); torch.cuda.synchronize()\\nexcept Exception as e: print(\"ERR\", str(e)[:200])/' dump.py && python dump.py v3.py _dkdv \"{'BM':64,'st':2,'nw':4}\" 2>&1 | grep -v USDT | tail -3; ls -la /tmp/_dkdv.ttgir; grep -n \"local_alloc\\|tmem_alloc\" /tmp/_dkdv.ttgir | head -40","description":"Inspect smem allocations for BM=64 stage-2 config"},"caller":{"type":"direct"}}],"container":null,"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":3034,"cache_read_input_tokens":112544,"cache_creation":{"ephemeral_5m_input_tokens":3034,"ephemeral_1h_input_tokens":0},"output_tokens":5,"service_tier":"standard","inference_geo":"global","speed":"standard"},"input_transformations":[],"diagnostics":null,"context_management":null},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"68aa0186-129c-49e8-97d5-cca052c920a1","timestamp":"2026-10-18T11:25:38.205Z","request_id":"req_011Cg9cujmPkHWTwqB5kFKFX"}
{"type":"system","subtype":"task_started","task_id":"bx1f4ckhk","run_id":"0mvdqom49-afef485a","tool_use_id":"toolu_01LjDkJaVPNFSD9FoUtUhQC3","description":"Inspect smem allocations for BM=64 stage-2 config","is_backgrounded":false,"task_type":"local_bash","uuid":"c3e9e609-a176-4d01-a542-eb530aa41fd3","session_id":"7ab31230-a8af-462d-87c8-1694924f5168"}
{"type":"system","subtype":"task_notification","task_id":"bx1f4ckhk","run_id":"0mvdqom49-afef485a","tool_use_id":"toolu_01LjDkJaVPNFSD9FoUtUhQC3","status":"completed","output_file":"","summary":"Inspect smem allocations for BM=64 stage-2 config","uuid":"ebb1ad18-5ec2-4dd8-880a-dafb27213a00","session_id":"7ab31230-a8af-462d-87c8-1694924f5168"}
{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01LjDkJaVPNFSD9FoUtUhQC3","type":"tool_result","content":"    print(ck.metadata.shared, 'smem', ck.n_regs, 'regs', ck.n_spills, 'spills')\n                                      ^^^^^^^^^\nAttributeError: 'CompiledKernel' object has no attribute 'n_regs'\n-rw-rw-r-- 1 agent agent 67922 Oct 18 11:25 /tmp/_dkdv.ttgir\n87:    %k_17 = ttg.local_alloc : () -> !ttg.memdesc<64x256xbf16, #shared, #smem, mutable> loc(#loc162)\n89:    %k_18 = ttg.local_alloc : () -> !ttg.memdesc<1xi64, #shared2, #smem, mutable> loc(#loc162)\n95:    %v = ttg.local_alloc : () -> !ttg.memdesc<64x256xbf16, #shared, #smem, mutable> loc(#loc164)\n97:    %v_19 = ttg.local_alloc : () -> !ttg.memdesc<1xi64, #shared2, #smem, mutable> loc(#loc164)\n140:    %dvT = ttng.tmem_alloc : () -> !ttg.memdesc<256x64xf32, #tmem, #ttng.tensor_memory, mutable> loc(#loc182)\n142:    %dkT = ttng.tmem_alloc : () -> !ttg.memdesc<256x64xf32, #tmem, #ttng.tensor_memory, mutable> loc(#loc183)\n144:    %dvT_35 = ttg.local_alloc : () -> !ttg.memdesc<2x1xi64, #shared2, #smem, mutable> loc(#loc243)\n149:    %dvT_38 = ttg.local_alloc : () -> !ttg.memdesc<2x1xi64, #shared2, #smem, mutable> loc(#loc243)\n154:    %dvT_41 = ttg.local_alloc : () -> !ttg.memdesc<64x64xbf16, #shared, #smem, mutable> loc(#loc185)\n155:    %dvT_42 = ttg.local_alloc : () -> !ttg.memdesc<2x1xi64, #shared2, #smem, mutable> loc(#loc243)\n160:    %ds = ttg.local_alloc : () -> !ttg.memdesc<64x64xbf16, #shared, #smem, mutable> loc(#loc186)\n161:    %dvT_45 = ttg.local_alloc : () -> !ttg.memdesc<2x1xi64, #shared2, #smem, mutable> loc(#loc243)\n166:    %q = ttg.local_alloc : () -> !ttg.memdesc<3x64x256xbf16, #shared, #smem, mutable> loc(#loc187)\n167:    %do = ttg.local_alloc : () -> !ttg.memdesc<3x64x256xbf16, #shared, #smem, mutable> loc(#loc188)\n168:    %lse2_48 = ttg.local_alloc : () -> !ttg.memdesc<1x64xf32, #shared2, #smem, mutable> loc(#loc189)\n169:    %delta = ttg.local_alloc : () -> !ttg.memdesc<1x64xf32, #shared2, #smem, mutable> loc(#loc190)\n170:    %dvT_49 = ttg.local_alloc : () -> !ttg.memdesc<3x1xi64, #shared2, #smem, mutable> loc(#loc243)\n208:    %s__77 = ttng.tmem_alloc : () -> !ttg.memdesc<64x64xf32, #tmem1, #ttng.tensor_memory, mutable> loc(#loc205)\n209:    %dp_78 = ttng.tmem_alloc : () -> !ttg.memdesc<64x64xf32, #tmem1, #ttng.tensor_memory, mutable> loc(#loc206)","is_error":false}]},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"9dfc6345-0d6b-48c2-9056-d6710c29c122","timestamp":"2026-10-18T11:25:44.588Z","tool_use_result":{"stdout":"    print(ck.metadata.shared, 'smem', ck.n_regs, 'regs', ck.n_spills, 'spills')\n                                      ^^^^^^^^^\nAttributeError: 'CompiledKernel' object has no attribute 'n_regs'\n-rw-rw-r-- 1 agent agent 67922 Oct 18 11:25 /tmp/_dkdv.ttgir\n87:    %k_17 = ttg.local_alloc : () -> !ttg.memdesc<64x256xbf16, #shared, #smem, mutable> loc(#loc162)\n89:    %k_18 = ttg.local_alloc : () -> !ttg.memdesc<1xi64, #shared2, #smem, mutable> loc(#loc162)\n95:    %v = ttg.local_alloc : () -> !ttg.memdesc<64x256xbf16, #shared, #smem, mutable> loc(#loc164)\n97:    %v_19 = ttg.local_alloc : () -> !ttg.memdesc<1xi64, #shared2, #smem, mutable> loc(#loc164)\n140:    %dvT = ttng.tmem_alloc : () -> !ttg.memdesc<256x64xf32, #tmem, #ttng.tensor_memory, mutable> loc(#loc182)\n142:    %dkT = ttng.tmem_alloc : () -> !ttg.memdesc<256x64xf32, #tmem, #ttng.tensor_memory, mutable> loc(#loc183)\n144:    %dvT_35 = ttg.local_alloc : () -> !ttg.memdesc<2x1xi64, #shared2, #smem, mutable> loc(#loc243)\n149:    %dvT_38 = ttg.local_alloc : () -> !ttg.memdesc<2x1xi64, #shared2, #smem, mutable> loc(#loc243)\n154:    %dvT_41 = ttg.local_alloc : () -> !ttg.memdesc<64x64xbf16, #shared, #smem, mutable> loc(#loc185)\n155:    %dvT_42 = ttg.local_alloc : () -> !ttg.memdesc<2x1xi64, #shared2, #smem, mutable> loc(#loc243)\n160:    %ds = ttg.local_alloc : () -> !ttg.memdesc<64x64xbf16, #shared, #smem, mutable> loc(#loc186)\n161:    %dvT_45 = ttg.local_alloc : () -> !ttg.memdesc<2x1xi64, #shared2, #smem, mutable> loc(#loc243)\n166:    %q = ttg.local_alloc : () -> !ttg.memdesc<3x64x256xbf16, #shared, #smem, mutable> loc(#loc187)\n167:    %do = ttg.local_alloc : () -> !ttg.memdesc<3x64x256xbf16, #shared, #smem, mutable> loc(#loc188)\n168:    %lse2_48 = ttg.local_alloc : () -> !ttg.memdesc<1x64xf32, #shared2, #smem, mutable> loc(#loc189)\n169:    %delta = ttg.local_alloc : () -> !ttg.memdesc<1x64xf32, #shared2, #smem, mutable> loc(#loc190)\n170:    %dvT_49 = ttg.local_alloc : () -> !ttg.memdesc<3x1xi64, #shared2, #smem, mutable> loc(#loc243)\n208:    %s__77 = ttng.tmem_alloc : () -> !ttg.memdesc<64x64xf32, #tmem1, #ttng.tensor_memory, mutable> loc(#loc205)\n209:    %dp_78 = ttng.tmem_alloc : () -> !ttg.memdesc<64x64xf32, #tmem1, #ttng.tensor_memory, mutable> loc(#loc206)","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"tool_result_meta":[{"id":"toolu_01LjDkJaVPNFSD9FoUtUhQC3","permission_decision":{"decision":"accept","source":"config","reason_type":"mode"}}]}
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{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01KthD3aH3sR6aiu3hemEbyX","type":"tool_result","content":"python: /__w/triton/triton/llvm-project/llvm/include/llvm/Support/Casting.h:650: decltype(auto) llvm::dyn_cast(From &) [To = mlir::DenseArrayAttr, From = mlir::Attribute]: Assertion `detail::isPresent(Val) && \"dyn_cast on a non-existent value\"' failed.\n/workspace/dev/ws_test.py:6:0: error: Failures have been detected while processing an MLIR pass pipeline\nRuntimeError: PassManager::run failed","is_error":false}]},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"70e8d9b4-ea65-4e4f-8190-a9aed48bf149","timestamp":"2026-10-18T11:26:28.481Z","tool_use_result":{"stdout":"python: /__w/triton/triton/llvm-project/llvm/include/llvm/Support/Casting.h:650: decltype(auto) llvm::dyn_cast(From &) [To = mlir::DenseArrayAttr, From = mlir::Attribute]: Assertion `detail::isPresent(Val) && \"dyn_cast on a non-existent value\"' failed.\n/workspace/dev/ws_test.py:6:0: error: Failures have been detected while processing an MLIR pass pipeline\nRuntimeError: PassManager::run failed","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"tool_result_meta":[{"id":"toolu_01KthD3aH3sR6aiu3hemEbyX","permission_decision":{"decision":"accept","source":"config","reason_type":"mode"}}]}
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{"type":"assistant","message":{"model":"claude-opus-5-5","id":"msg_011Cg9d2y14aJhMSerFKwnzz","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"Even with NS=1, warp-specialization still needs 262 KB for 64×64, too much shared memory since it seems to allocate at least two buffers regardless. With about 37 minutes spent and roughly 80 left, I'm weighing options given the current 0.536x result and the dKdV kernel being the serialized bottleneck—considering manually overlapping work within the loop iteration using Triton's MMA behavior.\n\nI try running two CTAs per SM so one's softmax overlaps the other's MMAs, but the TMEM and shared memory budgets force BN and BM down so small that the resulting MMA tiles become inefficient and smem-bound. I also consider restructuring the per-iteration sequence (load, S MMA, dP MMA, softmax, dV MMA, dK MMA) to cut serialization within a single CTA instead.\n\nSince everything's synchronous, ordering the MMAs doesn't buy overlap either. I also wonder whether TMA loads for Q and dO could at least be served from L2 cache rather than HBM, since the total Q+dO footprint for this shape roughly fits within L2 capacity.\n\nWorking through the timing: L2-to-SM bandwidth suggests loading a 128KB tile takes on the order of 1700 clocks including latency, out of roughly 11000 clocks per iteration — so loads aren't the dominant cost. Looking at the MMA compute itself for BM=128, BN=64, each matmul is smem-bandwidth bound rather than compute bound, with S and dP each taking around 750 clocks and dV^T around 625 clocks based on the operand sizes being streamed through shared memory.\n\nAdding up the four MMAs plus softmax processing (exp2, masking, dS computation, bf16 conversion, and storing to smem/global) gets me to around 5500 clocks, but measured time is roughly double that at 11000 clocks per iteration — so something else is eating cycles. I'm suspecting the register spills: 52 spills with 8 warps using 255 registers seems excessive, and I'm trying to figure out why the kernel would need that many registers given the [128, 64] S/dP tiles only require 32+32 fp32 values per thread across 8 warps.\n\nI'm wondering if the spills actually occur in the epilogue, specifically during the transposed store of the final dK^T/dV^T tiles. Comparing the 4-warp vs 8-warp timings doesn't show a huge difference, so I'm considering profiling with ncu to see actual stall reasons, though that could take a while. As an alternative, I'm thinking about splitting the dK/dV computation into two separate kernels with less shared memory each, to allow better pipelining — one kernel computing dV^T and dS, storing dS to global memory.\n\nI'm sketching the second kernel computing dK^T from Q^T and dS, and a third kernel computing dQ from dS and K. Even with five total compute units across kernels, the smem requirements for each piece still don't fit cleanly into more than one pipeline stage given the hd256 constraint, so I'm circling back to whether splitting further along a different axis could help.\n\nTrying to split dK^T by D chunks runs into the same problem in reverse: each chunk needs Q persisted across the S computation and the dK accumulation step, so reordering the loop doesn't avoid keeping all of Q resident — and Triton doesn't expose the fine-grained scheduling control needed to interleave these phases differently.\n\nLet me check if Gluon is usable instead — but tracing through the import and attribute-chain restrictions, any path to `triton.experimental.gluon` gets rejected by the allowed-imports check, so Gluon is off the table.\n\nThat means I'm stuck with plain Triton. I'm now thinking about the pipeliner and warp specialization, both of which need shared memory, and brainstorming ways to shrink smem usage — ruling out FP8 due to precision constraints, and considering whether K could be loaded into registers rather than kept resident, possibly letting the LHS-to-TMEM promotion kick in for the normal S^T = K Q^T formulation.\n\nI'm not totally sure how TMEM layout works for an M=64 operand though — whether K and V would actually land in TMEM instead of smem, and how the lane/column allocation would shake out for that case.\n\nWithout the C++ Triton source, I should test empirically instead: the TTGIR trace shows K being TMA-loaded directly into smem via local_alloc and async_tma_copy, so Triton fused the load and allocation rather than routing through registers/TMEM. That suggests packing two heads at BM=64 would still cost the same smem as BM=128, so I should also consider the alternative formulation using BN=128 instead.\n\nRunning the numbers for BM=32 with K, V at [128,256], plus S^T/dP^T buffers, I'm hitting around 240 KB which overflows smem, and the TMEM budget for dK/dV plus S^T/dP^T also exceeds limits. Since Triton allocates three buffers for two pipeline stages, I'm wondering if loading Q and dO as single [BM, 512] blocks would help, or whether skipping TMA for Q/dO in favor of pointer-based loads is worth exploring.\n\nNeither approach changes smem usage much. Maybe the better angle is to increase work per smem byte per iteration to amortize the serialized latency chain of load→S→dP→softmax→dV→dK — packing two q-heads sharing the same K/V tile doesn't fit in smem either, so instead I'm thinking about just overlapping the S and dP MMA issues back-to-back rather than waiting after each one, since Triton currently serializes those waits.\n\nThat combination doesn't work either since the operands differ. Trying to fit two CTAs per SM by shrinking TMEM and shared memory also doesn't pan out with reasonable MMA shapes. Let me instead check whether ncu is available so I can profile where the time actually goes.\n\n","signature":"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"}],"container":null,"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":815,"cache_read_input_tokens":122176,"cache_creation":{"ephemeral_5m_input_tokens":815,"ephemeral_1h_input_tokens":0},"output_tokens":8,"service_tier":"standard","inference_geo":"global","speed":"standard"},"input_transformations":[],"diagnostics":null,"context_management":null},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"060122b5-9c68-43c1-8055-3847761f0a35","timestamp":"2026-10-18T11:27:53.040Z","request_id":"req_011Cg9d2xckKDH4EZm9bZLnt","thinking_duration_ms":41531,"thinking_display":"summarized"}
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{"type":"assistant","message":{"model":"claude-opus-5-5","id":"msg_011Cg9d68PwpprdpDx7fm5X1","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"No ncu available, so instead of profiling directly I should reason about where the 11000 clk per iteration is likely going. Rather than running a bunch of isolated experiments, let me start by considering the TMA load sequencing—Q and dO are loaded one after another with a wait in between, which could be adding stalls.\n\nBreaking it down roughly: two serialized TMA loads could cost ~2000-3000 clk (versus ~1000-1500 if issued together), the four MMAs with smem-bound latency and issue overhead add up to ~3200 clk, and softmax plus the dS store likely take another 1500-2000 clk—totaling roughly 7000-8000 clk, somewhat under the measured 11000.\n\nTo close that gap, I'm considering whether Q and dO could be combined into a single TMA load by pre-packing them into one interleaved buffer during the prep kernel, then splitting the result via a subview in shared memory.\n\nBut Triton doesn't really support slicing loaded register tensors the way this needs, so that fusion path is a dead end. Prefetching the next iteration's loads early also isn't viable without more pipeline stages, and using two CTAs per SM to hide latency by cutting TMEM usage doesn't look promising either.\n\nThe more radical option is to abandon the fully fused kernel and instead decompose the backward pass into separate GEMM-style Triton kernels that write intermediates like P and dS to HBM, since Triton seems to handle that pattern more efficiently than the single fused kernel.\n\nThis gives 64 KB per stage across 3 stages, totaling 192 KB — a standard GEMM structure that Triton should pipeline well, with the epilogue computing P and dS for storage. Checking TMEM usage for S and dP together fits at 256 columns, and the MMA efficiency with 128 B/clk bandwidth is borderline smem-bound but should still hit around 80% utilization.\n\nNow I'm sizing the second kernel: computing dV from P^T·dO as a standard GEMM over the query dimension, which reads back roughly 1.07 GB of P, then similarly structuring dK from dS^T·Q.\n\nI'm checking whether fusing dK and dV into one kernel is feasible — their accumulators together exactly fill TMEM, and shared memory per stage (P^T, dO, dS^T, Q tiles) totals about 96 KB, fitting two stages at 192 KB, though separate kernels might just be simpler despite the extra launch overhead. Then I move to kernel three, computing dQ from dS·K, another GEMM reading dS back from HBM.\n\nTotaling everything up: 5 compute units with no recomputation, but memory traffic of writing P and dS plus reading them back comes to 5.4 GB, which at ~7 TB/s bandwidth is about 770 microseconds — way too slow for the 1518 us budget on shape 0. I'm now wondering if compute and memory can overlap enough across the separate kernels to close that gap, estimating kernel 1's compute cost at roughly 330 us.\n\nI'm working through the smem budget to overlap the epilogue with the next tile's mainloop, trying two CTAs per SM, but the tile sizes keep blowing past the 192 KB smem limit; shrinking the K-chunk size to 32 might get it to fit.\n\nNow I'm estimating cycle costs for the first kernel: matmul throughput for a 128×128 tile versus the softmax/store epilogue, checking whether two overlapping CTAs can hide that epilogue latency, and counting how many tiles the first shape would need.\n\nThen I move to the second kernel for dK/dV: for each key block I loop over query blocks and heads, accumulating dV and dK from P^T·dO and dS^T·Q, and I'm sizing the shared memory needed per step for P^T, dO, dS^T, and Q tiles.\n\nChecking compute throughput, this stays comfortably above the memory-bound threshold so it's not smem-limited, but the pipelining buffer count is uncertain -- Triton's scheduler may allocate extra buffers because the MMA stays async across iterations, pushing memory usage higher than expected. To be safe, I'm considering splitting dK and dV into separate kernels and recomputing the smem budget for each.\n\nSeparate kernels mean duplicate reads of dO and Q but the traffic is otherwise unchanged, so it's acceptable. I'm now thinking through how P gets transposed for the dV matmul -- since P is stored with queries as rows, the dV operand needs it as P^T with keys as rows, so I need the TMA load to bring in a transposed view of the tile from shared memory.\n\nI'm weighing whether to store P^T directly at write time versus transposing on read: only dV needs P transposed, while dK needs dS transposed and dQ needs dS as-is, so storing both dS and its transpose would double the write traffic, which isn't worth it.\n\nI'm sketching a tile-major scratch layout where each [BM, BN] block is contiguous per (head, query-block, key-block), so a 2D TMA descriptor can load individual tiles directly for the dV/dK kernels without extra transposition.\n\nWorking out the index mapping for dQ, dK, dV: dQ uses dS tiles directly keyed by query block, dK needs the transposed dS tile for the fixed key block across (g, ib), and dV needs the transposed P tile similarly. So kernel 1 should just write P and dS as [BM, BN] query-major tiles, and the backward kernels transpose them as needed rather than writing separate transposed copies.\n\nNow I'm sizing tiles for memory: with BM=BN=128, the P/dS tiles are 32KB bf16 each, and pairing with the 256-col dO tile (64KB) gives 96KB per pipeline stage, so two stages need 192KB — tight enough that I'm considering splitting P into two [64, 128] sub-tile loads to ease the footprint.\n\nWorking out the dQ case similarly: dS tiles [128 q, 128 k] paired against K [128, 256] need 96KB per stage, so I'm looking at splitting along the key dimension into [128, 64] column sub-tiles instead, using 2D descriptors with column offsets.\n\nNow I'm thinking through GQA, where dK/dV kernels for a KV head loop over all query heads in the group plus all q blocks, extending the K-loop. For windowed attention, tiles only get computed for visible (ib, jb) pairs following a band layout, and I'm estimating the total traffic by counting how many tiles exist per head given the causal/windowed structure — roughly 2080 tiles per head for 64 q-blocks.\n\nWorking through total bandwidth: writes come to about 2.18 GB, and reads of P and dS by downstream kernels add roughly 3.27 GB, giving ~5.45 GB total at 7 TB/s, or about 780 us if purely memory-bound. Comparing against the compute-bound estimate (~860 us at 65% of peak), I'm checking whether overlapping memory and compute within each kernel brings the achievable time down toward ~400 us for the first kernel pair.\n\nBreaking the decomposed pipeline into stages — dV, dK, dQ kernels each around 170-200 us — the total lands near 1000 us, notably better than the 1518 us expert baseline and the current fused approach's 2635+273 us. The real concern is whether B300's 126 MB L2 can keep the intermediate P/dS tensors resident between sequential kernels — at ~2 GB they clearly won't fit, so I'm considering ways to fuse kernels and cut that round-trip traffic.\n\nFusing dV into the same kernel that computes P hits the same TMEM/shared-memory constraints as the fused dKdV approach, so that path doesn't work. Instead, recomputing P from S=QK^T inside the dV kernel trades one extra compute unit for roughly 2.2 GB less HBM traffic, structuring the dV kernel like a forward-attention pass that loops over query blocks per key block.\n\nI'm leaning toward evaluating the decomposed approach realistically: kernel 1, with two GEMMs sharing a K-loop, should pipeline well in Triton, though with BM=BN=128 and only 4 K-loop iterations over the head dimension, per-tile prologue/epilogue overhead becomes significant — a persistent kernel could help overlap the next tile's work.\n\nTallying efficiency: with one CTA per SM, MMA throughput dominates at roughly 2048 clocks but load ramp-up and epilogue overhead (exp, stores) push effective efficiency down to around 40-50%. Shrinking the K-tile to fit two CTAs per SM within shared memory limits lets one CTA's epilogue overlap with another's mainloop, improving utilization.\n\nWith time running low, I'm leaning toward committing to the decomposed kernel approach—each stage is a simpler GEMM-like kernel, which feels more tractable in Triton than trying to force the fused dKdV kernel to fit in shared memory. I'll write and benchmark the first kernel now to validate the approach before investing further.\n\nWriting the kernel signature...\n\nI'm mapping the grid so each program handles a (query block, key block, sequence×head) triple, with jb offset from the band's lower bound and early exit for out-of-range or empty tiles.\n\nBut I'm now worried the sheer volume of near-empty launched programs (tens of thousands) adds meaningful overhead across the SMs even with fast exits. A better approach might be to use a 1D grid that enumerates only valid tiles directly, computing (ib, jb) from a triangular-number index so wasted launches are eliminated for the causal case.\n\nFor variable-length sequences, I'm thinking of bounding the grid size on the host using max_seqlen, accepting some looseness, or alternatively having a small device-side prep kernel precompute the exact tile list per sequence based on cu_seqlens.\n\nActually, a simpler approach: use a grid of (max query blocks, n × H) programs where each program owns one query-block row and loops over its key blocks internally, with the per-block K-dimension reduction as the inner loop within that.\n\nI'm thinking about pipelining this inner loop — Triton's loop-fusion pass can flatten nested loops to let the next tile's loads prefetch during the current epilogue. I'm also weighing memory tradeoffs: keeping Q and dO resident in shared memory per row versus streaming K/V chunks, checking whether the combined footprint fits within the available smem budget, and considering reloading Q chunks from L2 instead if it doesn't.\n\nNow I'm working out memory sizes: streaming Q, K, dO, and V chunks together across three pipeline stages adds up to about 192 KB, which fits. I'm also noting the workload imbalance from the causal structure since row ib needs ib+1 tiles, so processing heavier rows first balances things better, and I'm figuring out the epilogue logic — loading S and dP tiles, applying exp2/mask/ds, converting to bf16, and checking whether TMA staging buffers would blow the smem budget versus doing direct pointer stores from registers.\n\nFor the dV kernel, I'm designing the accumulation loop over key blocks, transposing P tiles and multiplying against dO chunks into a 256-column fp32 accumulator in TMEM, pipelined across four stages. Now I'm moving into the dK kernel...\n\nI considered fusing dK and dV into one kernel but the buffer math forces three pipeline stages which breaks things, so I'm keeping them separate for cleaner pipelining. For dQ, I'm structuring the loop over key blocks to multiply dS tiles against K chunks into the accumulator, reusing the existing dqg logic adapted to this tile layout, and now I'm working out the scratch memory layout for the tiles.\n\nChecking the memory footprint, I realize indexing by sequence with a max block count per sequence avoids padded offset math, but for the largest shape this balloons to nearly 5GB across both tensors, which is a real constraint I need to account for.\n\nFor the other extreme shape it's smaller and well within budget, so I move on to planning the tile storage layout: a flat 2D array holding P tiles with int64 pointer offsets computed from row/column position, and for the dV kernel I'm figuring out how to load transposed half-tiles via TMA boxes.\n\nFor the dQ kernel I weigh loading halved dS tiles versus full 128×128 tiles with different K-steps, settling on halves across four pipeline stages to keep shared memory reasonable. I also need the masking logic in kernel 1 to zero out P and dS entries for any row or key index beyond the valid length L, using the visibility mask, and I'm now thinking through how lse/delta values behave for those masked rows.\n\nNow I'm starting to write the first Triton kernel, _pds, setting up its signature with the Q/K/V/DO tensors, LSE and delta buffers, block indices, and compile-time constants for head counts and tile sizes, then computing the group size and reversed block index for the program.\n\nWriting the band-loop logic...\n\nDesigning the dV kernel grid, I'm organizing it so each program handles a key block, iterating over visible query blocks and halves to compute row offsets for the band storage.\n\nI'm transposing a probability tile and loading the corresponding output gradient slice, accumulating their dot product into dv before storing it. I'm flattening the nested loops into a single loop for better Triton pipelining, and checking that the flattened row dimension (around 9.4M) stays within int32 TMA coordinate limits.\n\nFor dK, I'll mirror the dV structure but using Q and scaling by sm_scale. For dQ, I'm iterating reversed blocks and loading ds and k slices to accumulate the dot product, settling on BM = BN = 128 to simplify the layout before writing the final version.\n\n","signature":"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{"type":"assistant","message":{"model":"claude-opus-5-5","id":"msg_011Cg9d68PwpprdpDx7fm5X1","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"I'm changing approach: since plain Triton can't pipeline the fused hd256 dK/dV loop due to shared memory and warp-specialization issues, I'll split the backward pass into a pipelined P/dS kernel plus three GEMMs for dV, dK, and dQ—estimated to hit around 1 ms with ~5 GB scratch traffic for shape 0.\n\n","signature":"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"}],"container":null,"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":4510,"cache_read_input_tokens":122991,"cache_creation":{"ephemeral_5m_input_tokens":4510,"ephemeral_1h_input_tokens":0},"output_tokens":8,"service_tier":"standard","inference_geo":"global","speed":"standard"},"input_transformations":[],"diagnostics":null,"context_management":null},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"158338d5-3698-4ed5-92fe-fb871f798422","timestamp":"2026-10-18T11:29:48.779Z","request_id":"req_011Cg9d6847THS5qgDaU1Lx4","narration_block_indexes":[0],"thinking_duration_ms":2,"thinking_display":"summarized"}
{"type":"assistant","message":{"model":"claude-opus-5-5","id":"msg_011Cg9d68PwpprdpDx7fm5X1","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_011vYKjZEMcdcwwZvc1WMWqi","name":"Bash","input":{"command":"cat > /workspace/dev/v4.py << 'EOF'\nimport torch\nimport triton\nimport triton.language as tl\n\nLOG2E = tl.constexpr(1.4426950408889634)\nCFG = dict(BK=64, st1=3, nw1=8, st2=4, nw2=4, st3=4, nw3=4)\n\n\n@triton.jit\ndef _prep(O, DO, LSE, DELTA, LSE2, T, H, D: tl.constexpr, BT: tl.constexpr):\n    t0 = tl.program_id(0) * BT\n    h = tl.program_id(1)\n    rt = t0 + tl.arange(0, BT)\n    rd = tl.arange(0, D)\n    m = rt < T\n    row = (rt.to(tl.int64) * H + h) * D\n    o = tl.load(O + row[:, None] + rd[None, :], mask=m[:, None], other=0.0).to(tl.float32)\n    do = tl.load(DO + row[:, None] + rd[None, :], mask=m[:, None], other=0.0).to(tl.float32)\n    tl.store(DELTA + h.to(tl.int64) * T + rt, tl.sum(o * do, 1), mask=m)\n    lse = tl.load(LSE + h.to(tl.int64) * T + rt, mask=m, other=0.0)\n    tl.store(LSE2 + h.to(tl.int64) * T + rt, lse * LOG2E, mask=m)\n\n\n@triton.jit\ndef _pds(Q, K, V, DO, LSE2, DELTA, CU, PS, DSS, qk_scale, T, W, NS, NB, NBAND,\n         H: tl.constexpr, HKV: tl.constexpr, D: tl.constexpr, BM: tl.constexpr, BK: tl.constexpr):\n    G: tl.constexpr = H // HKV\n    ib = NB - 1 - tl.program_id(0)\n    s = tl.program_id(1)\n    h = tl.program_id(2)\n    hk = h // G\n    st = tl.load(CU + s)\n    L = tl.load(CU + s + 1) - st\n    i0 = ib * BM\n    if i0 >= L:\n        return\n    q_desc = tl.make_tensor_descriptor(Q + st.to(tl.int64) * (H * D), shape=[L, H * D], strides=[H * D, 1], block_shape=[BM, BK])\n    do_desc = tl.make_tensor_descriptor(DO + st.to(tl.int64) * (H * D), shape=[L, H * D], strides=[H * D, 1], block_shape=[BM, BK])\n    k_desc = tl.make_tensor_descriptor(K + st.to(tl.int64) * (HKV * D), shape=[L, HKV * D], strides=[HKV * D, 1], block_shape=[BM, BK])\n    v_desc = tl.make_tensor_descriptor(V + st.to(tl.int64) * (HKV * D), shape=[L, HKV * D], strides=[HKV * D, 1], block_shape=[BM, BK])\n    ri = i0 + tl.arange(0, BM)\n    rc = tl.arange(0, BM)\n    lse2 = tl.load(LSE2 + h * T + st + ri, mask=ri < L, other=0.0)\n    delta = tl.load(DELTA + h * T + st + ri, mask=ri < L, other=0.0)\n    jlo = 0\n    if W >= 0:\n        jlo = tl.maximum(0, (i0 - W) // BM)\n    jhi = (tl.minimum(L, i0 + BM) - 1) // BM\n    tbase = ((h * NS + s) * NB + ib) * NBAND - jlo\n    for jb in range(jlo, jhi + 1):\n        j0 = jb * BM\n        sacc = tl.zeros((BM, BM), tl.float32)\n        dpacc = tl.zeros((BM, BM), tl.float32)\n        for kk in range(0, D, BK):\n            q = q_desc.load([i0, h * D + kk])\n            k = k_desc.load([j0, hk * D + kk])\n            sacc = tl.dot(q, tl.trans(k), sacc)\n            do = do_desc.load([i0, h * D + kk])\n            v = v_desc.load([j0, hk * D + kk])\n            dpacc = tl.dot(do, tl.trans(v), dpacc)\n        rj = j0 + rc\n        p = tl.math.exp2(sacc * qk_scale - lse2[:, None])\n        vis = (rj[None, :] <= ri[:, None]) & (ri[:, None] < L)\n        if W >= 0:\n            vis = vis & (ri[:, None] - rj[None, :] <= W)\n        p = tl.where(vis, p, 0.0)\n        ds = p * (dpacc - delta[:, None])\n        off = ((tbase + jb).to(tl.int64) * BM + rc[:, None]) * BM + rc[None, :]\n        tl.store(PS + off, p.to(tl.bfloat16))\n        tl.store(DSS + off, ds.to(tl.bfloat16))\n\n\n@triton.jit\ndef _dkv(X, PS, CU, DX, scale, T, W, NS, NB, NBAND, NROWS,\n         H: tl.constexpr, HKV: tl.constexpr, D: tl.constexpr, BM: tl.constexpr, BH: tl.constexpr):\n    # DX[j-block] = sum over (g, ib, half) of PS_tile^T @ X   (X = dO for dV, Q for dK)\n    G: tl.constexpr = H // HKV\n    jb = tl.program_id(0)\n    s = tl.program_id(1)\n    hk = tl.program_id(2)\n    st = tl.load(CU + s)\n    L = tl.load(CU + s + 1) - st\n    j0 = jb * BM\n    if j0 >= L:\n        return\n    x_desc = tl.make_tensor_descriptor(X + st.to(tl.int64) * (H * D), shape=[L, H * D], strides=[H * D, 1], block_shape=[BH, D])\n    p_desc = tl.make_tensor_descriptor(PS, shape=[NROWS, BM], strides=[BM, 1], block_shape=[BH, BM])\n    ihi = L\n    if W >= 0:\n        ihi = tl.minimum(L, j0 + BM + W)\n    ib0 = jb\n    nib = (ihi - 1) // BM - ib0 + 1\n    NH: tl.constexpr = BM // BH\n    acc = tl.zeros((BM, D), tl.float32)\n    for it in range(0, G * nib * NH):\n        g = it // (nib * NH)\n        r = it - g * (nib * NH)\n        ibr = r // NH\n        hf = r - ibr * NH\n        ib = ib0 + ibr\n        h = hk * G + g\n        jlo = 0\n        if W >= 0:\n            jlo = tl.maximum(0, (ib * BM - W) // BM)\n        row = ((((h * NS + s) * NB + ib) * NBAND + jb - jlo) * BM + hf * BH)\n        pt = p_desc.load([row, 0])\n        x = x_desc.load([ib * BM + hf * BH, h * D])\n        acc = tl.dot(tl.trans(pt), x, acc)\n    rj = j0 + tl.arange(0, BM)\n    rd = tl.arange(0, D)\n    out = ((st + rj).to(tl.int64) * HKV + hk) * D\n    tl.store(DX + out[:, None] + rd[None, :], (acc * scale).to(tl.bfloat16), mask=(rj < L)[:, None])\n\n\n@triton.jit\ndef _dqg(K, DSS, CU, DQ, scale, T, W, NS, NB, NBAND, NROWS,\n         H: tl.constexpr, HKV: tl.constexpr, D: tl.constexpr, BM: tl.constexpr, BH: tl.constexpr):\n    G: tl.constexpr = H // HKV\n    ib = NB - 1 - tl.program_id(0)\n    s = tl.program_id(1)\n    h = tl.program_id(2)\n    hk = h // G\n    st = tl.load(CU + s)\n    L = tl.load(CU + s + 1) - st\n    i0 = ib * BM\n    if i0 >= L:\n        return\n    k_desc = tl.make_tensor_descriptor(K + st.to(tl.int64) * (HKV * D), shape=[L, HKV * D], strides=[HKV * D, 1], block_shape=[BH, D])\n    ds_desc = tl.make_tensor_descriptor(DSS, shape=[NROWS, BM], strides=[BM, 1], block_shape=[BM, BH])\n    jlo = 0\n    if W >= 0:\n        jlo = tl.maximum(0, (i0 - W) // BM)\n    jhi = (tl.minimum(L, i0 + BM) - 1) // BM\n    tbase = ((h * NS + s) * NB + ib) * NBAND\n    NH: tl.constexpr = BM // BH\n    acc = tl.zeros((BM, D), tl.float32)\n    for it in range(0, (jhi - jlo + 1) * NH):\n        jr = it // NH\n        hf = it - jr * NH\n        a = ds_desc.load([(tbase + jr) * BM, hf * BH])\n        b = k_desc.load([(jlo + jr) * BM + hf * BH, hk * D])\n        acc = tl.dot(a, b, acc)\n    ri = i0 + tl.arange(0, BM)\n    rd = tl.arange(0, D)\n    out = ((st + ri).to(tl.int64) * H + h) * D\n    tl.store(DQ + out[:, None] + rd[None, :], (acc * scale).to(tl.bfloat16), mask=(ri < L)[:, None])\n\n\ndef kernel_fn(q, k, v, o, do, lse, cu_seqlens, max_seqlen, window, dq, dk, dv):\n    triton.set_allocator(lambda size, align, stream: torch.empty(size, dtype=torch.int8, device='cuda'))\n    T, H, D = q.shape\n    HKV = k.shape[1]\n    n = cu_seqlens.shape[0] - 1\n    c = CFG\n    BM = 128\n    delta = torch.empty((H, T), device=q.device, dtype=torch.float32)\n    lse2 = torch.empty((H, T), device=q.device, dtype=torch.float32)\n    _prep[(triton.cdiv(T, 32), H)](o, do, lse, delta, lse2, T, H, D=D, BT=32, num_warps=4)\n    sm_scale = D ** -0.5\n    qk_scale = sm_scale * 1.4426950408889634\n    NB = triton.cdiv(max_seqlen, BM)\n    NBAND = NB\n    if window >= 0:\n        NBAND = min(NB, (BM + window) // BM + 2)\n    NROWS = H * n * NB * NBAND * BM\n    ps = torch.empty((NROWS * BM,), device=q.device, dtype=torch.bfloat16)\n    dss = torch.empty((NROWS * BM,), device=q.device, dtype=torch.bfloat16)\n    _pds[(NB, n, H)](q, k, v, do, lse2, delta, cu_seqlens, ps, dss, qk_scale, T, window, n, NB, NBAND,\n                     H=H, HKV=HKV, D=D, BM=BM, BK=c['BK'], num_warps=c['nw1'], num_stages=c['st1'])\n    _dkv[(NB, n, HKV)](do, ps, cu_seqlens, dv, 1.0, T, window, n, NB, NBAND, NROWS, H=H, HKV=HKV, D=D, BM=BM,\n                       BH=64, num_warps=c['nw2'], num_stages=c['st2'])\n    _dkv[(NB, n, HKV)](q, dss, cu_seqlens, dk, sm_scale, T, window, n, NB, NBAND, NROWS, H=H, HKV=HKV, D=D, BM=BM,\n                       BH=64, num_warps=c['nw2'], num_stages=c['st2'])\n    _dqg[(NB, n, H)](k, dss, cu_seqlens, dq, sm_scale, T, window, n, NB, NBAND, NROWS, H=H, HKV=HKV, D=D, BM=BM,\n                     BH=64, num_warps=c['nw3'], num_stages=c['st3'])\nEOF\ncd /workspace/dev && timeout 600 python kt.py v4.py 0 \"{}\" 2>&1 | grep -v USDT | tail -3","description":"Write decomposed v4 kernels and test shape 0"},"caller":{"type":"direct"}}],"container":null,"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":4510,"cache_read_input_tokens":122991,"cache_creation":{"ephemeral_5m_input_tokens":4510,"ephemeral_1h_input_tokens":0},"output_tokens":8,"service_tier":"standard","inference_geo":"global","speed":"standard"},"input_transformations":[],"diagnostics":null,"context_management":null},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"b3b782a0-4cca-428c-8695-cbdf2ccc4730","timestamp":"2026-10-18T11:30:16.157Z","request_id":"req_011Cg9d6847THS5qgDaU1Lx4"}
{"type":"system","subtype":"task_started","task_id":"b2v17eggz","run_id":"0mvdqukky-58a84442","tool_use_id":"toolu_011vYKjZEMcdcwwZvc1WMWqi","description":"Write decomposed v4 kernels and test shape 0","is_backgrounded":false,"task_type":"local_bash","uuid":"29af9ff4-fba7-4196-9cd0-5afaab03c671","session_id":"7ab31230-a8af-462d-87c8-1694924f5168"}
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{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_011vYKjZEMcdcwwZvc1WMWqi","type":"tool_result","content":"{} dq: bad=0 over=0.398 | dk: bad=0 over=0.388 | dv: bad=0 over=0.360  |  _prep 33.8 _pds 1511.8 _dkv 255.9 _dqg 249.3","is_error":false}]},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"cc8e062f-6a25-4b90-bf01-b9b250691cd3","timestamp":"2026-10-18T11:30:28.632Z","tool_use_result":{"stdout":"{} dq: bad=0 over=0.398 | dk: bad=0 over=0.388 | dv: bad=0 over=0.360  |  _prep 33.8 _pds 1511.8 _dkv 255.9 _dqg 249.3","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"tool_result_meta":[{"id":"toolu_011vYKjZEMcdcwwZvc1WMWqi","permission_decision":{"decision":"accept","source":"config","reason_type":"mode"}}]}
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{"type":"assistant","message":{"model":"claude-opus-5-5","id":"msg_011Cg9dHcBLzY3whJmUndkcp","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"v4 is correct on shape 0, improving to 2307 µs from 2942, with the GEMM kernels now running efficiently at ~250 µs each. The P/dS kernel (1512 µs) is the remaining bottleneck, so I'll examine how Triton pipelined its nested loop.\n\n","signature":"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"}],"container":null,"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":16451,"cache_read_input_tokens":127501,"cache_creation":{"ephemeral_5m_input_tokens":16451,"ephemeral_1h_input_tokens":0},"output_tokens":8,"service_tier":"standard","inference_geo":"global","speed":"standard"},"input_transformations":[],"diagnostics":null,"context_management":null},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"ac146015-e033-4719-a8ba-5cb3d398880f","timestamp":"2026-10-18T11:30:36.814Z","request_id":"req_011Cg9dHawC8eeusr4LJM6e1","narration_block_indexes":[0],"thinking_duration_ms":1,"thinking_display":"summarized"}
{"type":"assistant","message":{"model":"claude-opus-5-5","id":"msg_011Cg9dHcBLzY3whJmUndkcp","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01FU3A3dcbhsa2sSVFWmkQNT","name":"Bash","input":{"command":"python dump.py v4.py _pds 2>&1 | grep -v USDT | tail -2; grep -n \"scf.for\\|tc_gen5_mma\\|wait_barrier\\|async_tma_copy\\|tmem_load\\|local_alloc :\\|scf.yield\\|tt.store\" /tmp/_pds.ttgir | head -50","description":"Inspect P/dS kernel pipelining in TTGIR"},"caller":{"type":"direct"}}],"container":null,"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":16451,"cache_read_input_tokens":127501,"cache_creation":{"ephemeral_5m_input_tokens":16451,"ephemeral_1h_input_tokens":0},"output_tokens":8,"service_tier":"standard","inference_geo":"global","speed":"standard"},"input_transformations":[],"diagnostics":null,"context_management":null},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"ddde27a4-4fb5-4e34-b2d6-84f008396f77","timestamp":"2026-10-18T11:30:36.822Z","request_id":"req_011Cg9dHawC8eeusr4LJM6e1"}
{"type":"system","subtype":"task_started","task_id":"bbys025c0","run_id":"0mvdqv0ip-1d6c1519","tool_use_id":"toolu_01FU3A3dcbhsa2sSVFWmkQNT","description":"Inspect P/dS kernel pipelining in TTGIR","is_backgrounded":false,"task_type":"local_bash","uuid":"32390a99-884f-4bad-a605-18ddd2d6d9d7","session_id":"7ab31230-a8af-462d-87c8-1694924f5168"}
{"type":"system","subtype":"task_notification","task_id":"bbys025c0","run_id":"0mvdqv0ip-1d6c1519","tool_use_id":"toolu_01FU3A3dcbhsa2sSVFWmkQNT","status":"completed","output_file":"","summary":"Inspect P/dS kernel pipelining in TTGIR","uuid":"44a9467e-a1fb-4819-836b-02683359aea6","session_id":"7ab31230-a8af-462d-87c8-1694924f5168"}
{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01FU3A3dcbhsa2sSVFWmkQNT","type":"tool_result","content":"196704 smem 214 regs 0 spills\n106:      scf.yield %jlo_53 : i32 loc(#loc202)\n108:      scf.yield %c0_i32 : i32 loc(#loc40)\n141:    scf.for %jb = %2 to %3 step %c1_i32  : i32 {\n147:      %dpacc_52 = ttg.local_alloc : () -> !ttg.memdesc<2x1xi64, #shared1, #smem, mutable> loc(#loc203)\n152:      %dpacc_55 = ttg.local_alloc : () -> !ttg.memdesc<2x1xi64, #shared1, #smem, mutable> loc(#loc203)\n157:      %q_58 = ttg.local_alloc : () -> !ttg.memdesc<3x128x64xbf16, #shared, #smem, mutable> loc(#loc182)\n158:      %k_59 = ttg.local_alloc : () -> !ttg.memdesc<3x128x64xbf16, #shared, #smem, mutable> loc(#loc183)\n159:      %do = ttg.local_alloc : () -> !ttg.memdesc<3x128x64xbf16, #shared, #smem, mutable> loc(#loc184)\n160:      %v = ttg.local_alloc : () -> !ttg.memdesc<3x128x64xbf16, #shared, #smem, mutable> loc(#loc185)\n161:      %dpacc_60 = ttg.local_alloc : () -> !ttg.memdesc<3x1xi64, #shared1, #smem, mutable> loc(#loc203)\n168:      %dpacc_64 = ttg.local_alloc : () -> !ttg.memdesc<3x1xi64, #shared1, #smem, mutable> loc(#loc203)\n177:      ttng.async_tma_copy_global_to_local %q_desc_10[%i0, %q] %q_68, %dpacc_61, %true : !tt.tensordesc<tensor<128x64xbf16, #shared>>, !ttg.memdesc<1xi64, #shared1, #smem, mutable> -> !ttg.memdesc<128x64xbf16, #shared, #smem, mutable> loc(#loc182)\n180:      ttng.async_tma_copy_global_to_local %k_desc_15[%j0, %k] %k_69, %dpacc_61, %true : !tt.tensordesc<tensor<128x64xbf16, #shared>>, !ttg.memdesc<1xi64, #shared1, #smem, mutable> -> !ttg.memdesc<128x64xbf16, #shared, #smem, mutable> loc(#loc183)\n183:      ttng.async_tma_copy_global_to_local %do_desc_12[%i0, %q] %do_71, %dpacc_65, %true : !tt.tensordesc<tensor<128x64xbf16, #shared>>, !ttg.memdesc<1xi64, #shared1, #smem, mutable> -> !ttg.memdesc<128x64xbf16, #shared, #smem, mutable> loc(#loc184)\n186:      ttng.async_tma_copy_global_to_local %v_desc_17[%j0, %k] %v_72, %dpacc_65, %true : !tt.tensordesc<tensor<128x64xbf16, #shared>>, !ttg.memdesc<1xi64, #shared1, #smem, mutable> -> !ttg.memdesc<128x64xbf16, #shared, #smem, mutable> loc(#loc185)\n190:      ttng.async_tma_copy_global_to_local %q_desc_10[%i0, %q_74] %q_75, %dpacc_62, %true : !tt.tensordesc<tensor<128x64xbf16, #shared>>, !ttg.memdesc<1xi64, #shared1, #smem, mutable> -> !ttg.memdesc<128x64xbf16, #shared, #smem, mutable> loc(#loc182)\n193:      ttng.async_tma_copy_global_to_local %k_desc_15[%j0, %k_76] %k_77, %dpacc_62, %true : !tt.tensordesc<tensor<128x64xbf16, #shared>>, !ttg.memdesc<1xi64, #shared1, #smem, mutable> -> !ttg.memdesc<128x64xbf16, #shared, #smem, mutable> loc(#loc183)\n196:      ttng.async_tma_copy_global_to_local %do_desc_12[%i0, %q_74] %do_78, %dpacc_66, %true : !tt.tensordesc<tensor<128x64xbf16, #shared>>, !ttg.memdesc<1xi64, #shared1, #smem, mutable> -> !ttg.memdesc<128x64xbf16, #shared, #smem, mutable> loc(#loc184)\n198:      ttng.async_tma_copy_global_to_local %v_desc_17[%j0, %k_76] %v_79, %dpacc_66, %true : !tt.tensordesc<tensor<128x64xbf16, #shared>>, !ttg.memdesc<1xi64, #shared1, #smem, mutable> -> !ttg.memdesc<128x64xbf16, #shared, #smem, mutable> loc(#loc185)\n199:      ttng.wait_barrier %dpacc_61, %c0_i32, %true : !ttg.memdesc<1xi64, #shared1, #smem, mutable> loc(#loc203)\n200:      ttng.tc_gen5_mma %q_68, %sacc_70, %sacc, %false, %true, %dpacc_53[%true] {is_async} : !ttg.memdesc<128x64xbf16, #shared, #smem, mutable>, !ttg.memdesc<64x128xbf16, #shared2, #smem, mutable>, !ttg.memdesc<128x128xf32, #tmem, #ttng.tensor_memory, mutable>, !ttg.memdesc<1xi64, #shared1, #smem, mutable> loc(#loc179)\n201:      ttng.wait_barrier %dpacc_65, %c0_i32, %true : !ttg.memdesc<1xi64, #shared1, #smem, mutable> loc(#loc203)\n202:      ttng.tc_gen5_mma %do_71, %dpacc_73, %dpacc, %false, %true, %dpacc_56[%true] {is_async} : !ttg.memdesc<128x64xbf16, #shared, #smem, mutable>, !ttg.memdesc<64x128xbf16, #shared2, #smem, mutable>, !ttg.memdesc<128x128xf32, #tmem, #ttng.tensor_memory, mutable>, !ttg.memdesc<1xi64, #shared1, #smem, mutable> loc(#loc180)\n206:      ttng.async_tma_copy_global_to_local %q_desc_10[%i0, %q_80] %q_81, %dpacc_63, %true : !tt.tensordesc<tensor<128x64xbf16, #shared>>, !ttg.memdesc<1xi64, #shared1, #smem, mutable> -> !ttg.memdesc<128x64xbf16, #shared, #smem, mutable> loc(#loc182)\n209:      ttng.async_tma_copy_global_to_local %k_desc_15[%j0, %k_82] %k_83, %dpacc_63, %true : !tt.tensordesc<tensor<128x64xbf16, #shared>>, !ttg.memdesc<1xi64, #shared1, #smem, mutable> -> !ttg.memdesc<128x64xbf16, #shared, #smem, mutable> loc(#loc183)\n212:      ttng.async_tma_copy_global_to_local %do_desc_12[%i0, %q_80] %do_84, %dpacc_67, %true : !tt.tensordesc<tensor<128x64xbf16, #shared>>, !ttg.memdesc<1xi64, #shared1, #smem, mutable> -> !ttg.memdesc<128x64xbf16, #shared, #smem, mutable> loc(#loc184)\n214:      ttng.async_tma_copy_global_to_local %v_desc_17[%j0, %k_82] %v_85, %dpacc_67, %true : !tt.tensordesc<tensor<128x64xbf16, #shared>>, !ttg.memdesc<1xi64, #shared1, #smem, mutable> -> !ttg.memdesc<128x64xbf16, #shared, #smem, mutable> loc(#loc185)\n215:      %dpacc_86:12 = scf.for %dpacc_108 = %c0_i32 to %c192_i32 step %c64_i32 iter_args(%sacc_109 = %c0_i32, %sacc_110 = %c1_i32, %dpacc_111 = %c2_i32, %dpacc_112 = %c0_i32, %dpacc_113 = %c0_i32, %dpacc_114 = %dpacc_53, %dpacc_115 = %c0_i32, %q_116 = %q_68, %sacc_117 = %sacc_70, %dpacc_118 = %dpacc_56, %do_119 = %do_71, %dpacc_120 = %dpacc_73) -> (i32, i32, i32, i32, i32, !ttg.memdesc<1xi64, #shared1, #smem, mutable>, i32, !ttg.memdesc<128x64xbf16, #shared, #smem, mutable>, !ttg.memdesc<64x128xbf16, #shared2, #smem, mutable>, !ttg.memdesc<1xi64, #shared1, #smem, mutable>, !ttg.memdesc<128x64xbf16, #shared, #smem, mutable>, !ttg.memdesc<64x128xbf16, #shared2, #smem, mutable>)  : i32 {\n223:        ttng.wait_barrier %dpacc_127, %dpacc_126, %true : !ttg.memdesc<1xi64, #shared1, #smem, mutable> loc(#loc203)\n228:        ttng.tc_gen5_mma %q_130, %sacc_129, %sacc, %true, %true, %dpacc_131[%true] {is_async} : !ttg.memdesc<128x64xbf16, #shared, #smem, mutable>, !ttg.memdesc<64x128xbf16, #shared2, #smem, mutable>, !ttg.memdesc<128x128xf32, #tmem, #ttng.tensor_memory, mutable>, !ttg.memdesc<1xi64, #shared1, #smem, mutable> loc(#loc179)\n229:        ttng.wait_barrier %dpacc_114, %dpacc_115 deps %q_116, %sacc_117 : !ttg.memdesc<1xi64, #shared1, #smem, mutable>, !ttg.memdesc<128x64xbf16, #shared, #smem, mutable>, !ttg.memdesc<64x128xbf16, #shared2, #smem, mutable> loc(#loc179)\n231:        ttng.wait_barrier %dpacc_132, %dpacc_126, %true : !ttg.memdesc<1xi64, #shared1, #smem, mutable> loc(#loc203)\n236:        ttng.tc_gen5_mma %do_135, %dpacc_134, %dpacc, %true, %true, %dpacc_136[%true] {is_async} : !ttg.memdesc<128x64xbf16, #shared, #smem, mutable>, !ttg.memdesc<64x128xbf16, #shared2, #smem, mutable>, !ttg.memdesc<128x128xf32, #tmem, #ttng.tensor_memory, mutable>, !ttg.memdesc<1xi64, #shared1, #smem, mutable> loc(#loc180)\n237:        ttng.wait_barrier %dpacc_118, %dpacc_115 deps %do_119, %dpacc_120 : !ttg.memdesc<1xi64, #shared1, #smem, mutable>, !ttg.memdesc<128x64xbf16, #shared, #smem, mutable>, !ttg.memdesc<64x128xbf16, #shared2, #smem, mutable> loc(#loc180)\n251:        ttng.async_tma_copy_global_to_local %q_desc_10[%i0, %q_146] %q_148, %dpacc_147, %dpacc_121 : !tt.tensordesc<tensor<128x64xbf16, #shared>>, !ttg.memdesc<1xi64, #shared1, #smem, mutable> -> !ttg.memdesc<128x64xbf16, #shared, #smem, mutable> loc(#loc182)\n254:        ttng.async_tma_copy_global_to_local %k_desc_15[%j0, %k_149] %k_150, %dpacc_147, %dpacc_121 : !tt.tensordesc<tensor<128x64xbf16, #shared>>, !ttg.memdesc<1xi64, #shared1, #smem, mutable> -> !ttg.memdesc<128x64xbf16, #shared, #smem, mutable> loc(#loc183)\n258:        ttng.async_tma_copy_global_to_local %do_desc_12[%i0, %q_146] %do_152, %dpacc_151, %dpacc_121 : !tt.tensordesc<tensor<128x64xbf16, #shared>>, !ttg.memdesc<1xi64, #shared1, #smem, mutable> -> !ttg.memdesc<128x64xbf16, #shared, #smem, mutable> loc(#loc184)\n260:        ttng.async_tma_copy_global_to_local %v_desc_17[%j0, %k_149] %v_153, %dpacc_151, %dpacc_121 : !tt.tensordesc<tensor<128x64xbf16, #shared>>, !ttg.memdesc<1xi64, #shared1, #smem, mutable> -> !ttg.memdesc<128x64xbf16, #shared, #smem, mutable> loc(#loc185)\n261:        scf.yield %sacc_141, %sacc_140, %dpacc_144, %dpacc_124, %dpacc_126, %dpacc_131, %sacc_109, %q_130, %sacc_129, %dpacc_136, %do_135, %dpacc_134 : i32, i32, i32, i32, i32, !ttg.memdesc<1xi64, #shared1, #smem, mutable>, i32, !ttg.memdesc<128x64xbf16, #shared, #smem, mutable>, !ttg.memdesc<64x128xbf16, #shared2, #smem, mutable>, !ttg.memdesc<1xi64, #shared1, #smem, mutable>, !ttg.memdesc<128x64xbf16, #shared, #smem, mutable>, !ttg.memdesc<64x128xbf16, #shared2, #smem, mutable> loc(#loc203)\n263:      ttng.wait_barrier %dpacc_86#5, %dpacc_86#6 deps %dpacc_86#7, %dpacc_86#8 : !ttg.memdesc<1xi64, #shared1, #smem, mutable>, !ttg.memdesc<128x64xbf16, #shared, #smem, mutable>, !ttg.memdesc<64x128xbf16, #shared2, #smem, mutable> loc(#loc179)\n264:      ttng.wait_barrier %dpacc_86#9, %dpacc_86#6 deps %dpacc_86#10, %dpacc_86#11 : !ttg.memdesc<1xi64, #shared1, #smem, mutable>, !ttg.memdesc<128x64xbf16, #shared, #smem, mutable>, !ttg.memdesc<64x128xbf16, #shared2, #smem, mutable> loc(#loc180)\n294:        scf.yield %vis_111 : tensor<128x128xi1, #linear> loc(#loc205)\n296:        scf.yield %vis_91 : tensor<128x128xi1, #linear> loc(#loc86)\n298:      %sacc_92 = ttng.tmem_load %sacc : !ttg.memdesc<128x128xf32, #tmem, #ttng.tensor_memory, mutable> -> tensor<128x128xf32, #linear> loc(#loc179)\n314:      tt.store %7, %9 : tensor<128x128x!tt.ptr<bf16>, #blocked> loc(#loc97)\n316:      %dpacc_105 = ttng.tmem_load %dpacc : !ttg.memdesc<128x128xf32, #tmem, #ttng.tensor_memory, mutable> -> tensor<128x128xf32, #linear> loc(#loc180)\n321:      tt.store %10, %12 : tensor<128x128x!tt.ptr<bf16>, #blocked> loc(#loc100)","is_error":false}]},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"58ebd589-d9a0-4fa5-9385-c3522bd70610","timestamp":"2026-10-18T11:30:43.150Z","tool_use_result":{"stdout":"196704 smem 214 regs 0 spills\n106:      scf.yield %jlo_53 : i32 loc(#loc202)\n108:      scf.yield %c0_i32 : i32 loc(#loc40)\n141:    scf.for %jb = %2 to %3 step %c1_i32  : i32 {\n147:      %dpacc_52 = ttg.local_alloc : () -> !ttg.memdesc<2x1xi64, #shared1, #smem, mutable> loc(#loc203)\n152:      %dpacc_55 = ttg.local_alloc : () -> !ttg.memdesc<2x1xi64, #shared1, #smem, mutable> loc(#loc203)\n157:      %q_58 = ttg.local_alloc : () -> !ttg.memdesc<3x128x64xbf16, #shared, #smem, mutable> loc(#loc182)\n158:      %k_59 = ttg.local_alloc : () -> !ttg.memdesc<3x128x64xbf16, #shared, #smem, mutable> loc(#loc183)\n159:      %do = ttg.local_alloc : () -> !ttg.memdesc<3x128x64xbf16, #shared, #smem, mutable> loc(#loc184)\n160:      %v = ttg.local_alloc : () -> !ttg.memdesc<3x128x64xbf16, #shared, #smem, mutable> loc(#loc185)\n161:      %dpacc_60 = ttg.local_alloc : () -> !ttg.memdesc<3x1xi64, #shared1, #smem, mutable> loc(#loc203)\n168:      %dpacc_64 = ttg.local_alloc : () -> !ttg.memdesc<3x1xi64, #shared1, #smem, mutable> loc(#loc203)\n177:      ttng.async_tma_copy_global_to_local %q_desc_10[%i0, %q] %q_68, %dpacc_61, %true : !tt.tensordesc<tensor<128x64xbf16, #shared>>, !ttg.memdesc<1xi64, #shared1, #smem, mutable> -> !ttg.memdesc<128x64xbf16, #shared, #smem, mutable> loc(#loc182)\n180:      ttng.async_tma_copy_global_to_local %k_desc_15[%j0, %k] %k_69, %dpacc_61, %true : !tt.tensordesc<tensor<128x64xbf16, #shared>>, !ttg.memdesc<1xi64, #shared1, #smem, mutable> -> !ttg.memdesc<128x64xbf16, #shared, #smem, mutable> loc(#loc183)\n183:      ttng.async_tma_copy_global_to_local %do_desc_12[%i0, %q] %do_71, %dpacc_65, %true : !tt.tensordesc<tensor<128x64xbf16, #shared>>, !ttg.memdesc<1xi64, #shared1, #smem, mutable> -> !ttg.memdesc<128x64xbf16, #shared, #smem, mutable> loc(#loc184)\n186:      ttng.async_tma_copy_global_to_local %v_desc_17[%j0, %k] %v_72, %dpacc_65, %true : !tt.tensordesc<tensor<128x64xbf16, #shared>>, !ttg.memdesc<1xi64, #shared1, #smem, mutable> -> !ttg.memdesc<128x64xbf16, #shared, #smem, mutable> loc(#loc185)\n190:      ttng.async_tma_copy_global_to_local %q_desc_10[%i0, %q_74] %q_75, %dpacc_62, %true : !tt.tensordesc<tensor<128x64xbf16, #shared>>, !ttg.memdesc<1xi64, #shared1, #smem, mutable> -> !ttg.memdesc<128x64xbf16, #shared, #smem, mutable> loc(#loc182)\n193:      ttng.async_tma_copy_global_to_local %k_desc_15[%j0, %k_76] %k_77, %dpacc_62, %true : !tt.tensordesc<tensor<128x64xbf16, #shared>>, !ttg.memdesc<1xi64, #shared1, #smem, mutable> -> !ttg.memdesc<128x64xbf16, #shared, #smem, mutable> loc(#loc183)\n196:      ttng.async_tma_copy_global_to_local %do_desc_12[%i0, %q_74] %do_78, %dpacc_66, %true : !tt.tensordesc<tensor<128x64xbf16, #shared>>, !ttg.memdesc<1xi64, #shared1, #smem, mutable> -> !ttg.memdesc<128x64xbf16, #shared, #smem, mutable> loc(#loc184)\n198:      ttng.async_tma_copy_global_to_local %v_desc_17[%j0, %k_76] %v_79, %dpacc_66, %true : !tt.tensordesc<tensor<128x64xbf16, #shared>>, !ttg.memdesc<1xi64, #shared1, #smem, mutable> -> !ttg.memdesc<128x64xbf16, #shared, #smem, mutable> loc(#loc185)\n199:      ttng.wait_barrier %dpacc_61, %c0_i32, %true : !ttg.memdesc<1xi64, #shared1, #smem, mutable> loc(#loc203)\n200:      ttng.tc_gen5_mma %q_68, %sacc_70, %sacc, %false, %true, %dpacc_53[%true] {is_async} : !ttg.memdesc<128x64xbf16, #shared, #smem, mutable>, !ttg.memdesc<64x128xbf16, #shared2, #smem, mutable>, !ttg.memdesc<128x128xf32, #tmem, #ttng.tensor_memory, mutable>, !ttg.memdesc<1xi64, #shared1, #smem, mutable> loc(#loc179)\n201:      ttng.wait_barrier %dpacc_65, %c0_i32, %true : !ttg.memdesc<1xi64, #shared1, #smem, mutable> loc(#loc203)\n202:      ttng.tc_gen5_mma %do_71, %dpacc_73, %dpacc, %false, %true, %dpacc_56[%true] {is_async} : !ttg.memdesc<128x64xbf16, #shared, #smem, mutable>, !ttg.memdesc<64x128xbf16, #shared2, #smem, mutable>, !ttg.memdesc<128x128xf32, #tmem, #ttng.tensor_memory, mutable>, !ttg.memdesc<1xi64, #shared1, #smem, mutable> loc(#loc180)\n206:      ttng.async_tma_copy_global_to_local %q_desc_10[%i0, %q_80] %q_81, %dpacc_63, %true : !tt.tensordesc<tensor<128x64xbf16, #shared>>, !ttg.memdesc<1xi64, #shared1, #smem, mutable> -> !ttg.memdesc<128x64xbf16, #shared, #smem, mutable> loc(#loc182)\n209:      ttng.async_tma_copy_global_to_local %k_desc_15[%j0, %k_82] %k_83, %dpacc_63, %true : !tt.tensordesc<tensor<128x64xbf16, #shared>>, !ttg.memdesc<1xi64, #shared1, #smem, mutable> -> !ttg.memdesc<128x64xbf16, #shared, #smem, mutable> loc(#loc183)\n212:      ttng.async_tma_copy_global_to_local %do_desc_12[%i0, %q_80] %do_84, %dpacc_67, %true : !tt.tensordesc<tensor<128x64xbf16, #shared>>, !ttg.memdesc<1xi64, #shared1, #smem, mutable> -> !ttg.memdesc<128x64xbf16, #shared, #smem, mutable> loc(#loc184)\n214:      ttng.async_tma_copy_global_to_local %v_desc_17[%j0, %k_82] %v_85, %dpacc_67, %true : !tt.tensordesc<tensor<128x64xbf16, #shared>>, !ttg.memdesc<1xi64, #shared1, #smem, mutable> -> !ttg.memdesc<128x64xbf16, #shared, #smem, mutable> loc(#loc185)\n215:      %dpacc_86:12 = scf.for %dpacc_108 = %c0_i32 to %c192_i32 step %c64_i32 iter_args(%sacc_109 = %c0_i32, %sacc_110 = %c1_i32, %dpacc_111 = %c2_i32, %dpacc_112 = %c0_i32, %dpacc_113 = %c0_i32, %dpacc_114 = %dpacc_53, %dpacc_115 = %c0_i32, %q_116 = %q_68, %sacc_117 = %sacc_70, %dpacc_118 = %dpacc_56, %do_119 = %do_71, %dpacc_120 = %dpacc_73) -> (i32, i32, i32, i32, i32, !ttg.memdesc<1xi64, #shared1, #smem, mutable>, i32, !ttg.memdesc<128x64xbf16, #shared, #smem, mutable>, !ttg.memdesc<64x128xbf16, #shared2, #smem, mutable>, !ttg.memdesc<1xi64, #shared1, #smem, mutable>, !ttg.memdesc<128x64xbf16, #shared, #smem, mutable>, !ttg.memdesc<64x128xbf16, #shared2, #smem, mutable>)  : i32 {\n223:        ttng.wait_barrier %dpacc_127, %dpacc_126, %true : !ttg.memdesc<1xi64, #shared1, #smem, mutable> loc(#loc203)\n228:        ttng.tc_gen5_mma %q_130, %sacc_129, %sacc, %true, %true, %dpacc_131[%true] {is_async} : !ttg.memdesc<128x64xbf16, #shared, #smem, mutable>, !ttg.memdesc<64x128xbf16, #shared2, #smem, mutable>, !ttg.memdesc<128x128xf32, #tmem, #ttng.tensor_memory, mutable>, !ttg.memdesc<1xi64, #shared1, #smem, mutable> loc(#loc179)\n229:        ttng.wait_barrier %dpacc_114, %dpacc_115 deps %q_116, %sacc_117 : !ttg.memdesc<1xi64, #shared1, #smem, mutable>, !ttg.memdesc<128x64xbf16, #shared, #smem, mutable>, !ttg.memdesc<64x128xbf16, #shared2, #smem, mutable> loc(#loc179)\n231:        ttng.wait_barrier %dpacc_132, %dpacc_126, %true : !ttg.memdesc<1xi64, #shared1, #smem, mutable> loc(#loc203)\n236:        ttng.tc_gen5_mma %do_135, %dpacc_134, %dpacc, %true, %true, %dpacc_136[%true] {is_async} : !ttg.memdesc<128x64xbf16, #shared, #smem, mutable>, !ttg.memdesc<64x128xbf16, #shared2, #smem, mutable>, !ttg.memdesc<128x128xf32, #tmem, #ttng.tensor_memory, mutable>, !ttg.memdesc<1xi64, #shared1, #smem, mutable> loc(#loc180)\n237:        ttng.wait_barrier %dpacc_118, %dpacc_115 deps %do_119, %dpacc_120 : !ttg.memdesc<1xi64, #shared1, #smem, mutable>, !ttg.memdesc<128x64xbf16, #shared, #smem, mutable>, !ttg.memdesc<64x128xbf16, #shared2, #smem, mutable> loc(#loc180)\n251:        ttng.async_tma_copy_global_to_local %q_desc_10[%i0, %q_146] %q_148, %dpacc_147, %dpacc_121 : !tt.tensordesc<tensor<128x64xbf16, #shared>>, !ttg.memdesc<1xi64, #shared1, #smem, mutable> -> !ttg.memdesc<128x64xbf16, #shared, #smem, mutable> loc(#loc182)\n254:        ttng.async_tma_copy_global_to_local %k_desc_15[%j0, %k_149] %k_150, %dpacc_147, %dpacc_121 : !tt.tensordesc<tensor<128x64xbf16, #shared>>, !ttg.memdesc<1xi64, #shared1, #smem, mutable> -> !ttg.memdesc<128x64xbf16, #shared, #smem, mutable> loc(#loc183)\n258:        ttng.async_tma_copy_global_to_local %do_desc_12[%i0, %q_146] %do_152, %dpacc_151, %dpacc_121 : !tt.tensordesc<tensor<128x64xbf16, #shared>>, !ttg.memdesc<1xi64, #shared1, #smem, mutable> -> !ttg.memdesc<128x64xbf16, #shared, #smem, mutable> loc(#loc184)\n260:        ttng.async_tma_copy_global_to_local %v_desc_17[%j0, %k_149] %v_153, %dpacc_151, %dpacc_121 : !tt.tensordesc<tensor<128x64xbf16, #shared>>, !ttg.memdesc<1xi64, #shared1, #smem, mutable> -> !ttg.memdesc<128x64xbf16, #shared, #smem, mutable> loc(#loc185)\n261:        scf.yield %sacc_141, %sacc_140, %dpacc_144, %dpacc_124, %dpacc_126, %dpacc_131, %sacc_109, %q_130, %sacc_129, %dpacc_136, %do_135, %dpacc_134 : i32, i32, i32, i32, i32, !ttg.memdesc<1xi64, #shared1, #smem, mutable>, i32, !ttg.memdesc<128x64xbf16, #shared, #smem, mutable>, !ttg.memdesc<64x128xbf16, #shared2, #smem, mutable>, !ttg.memdesc<1xi64, #shared1, #smem, mutable>, !ttg.memdesc<128x64xbf16, #shared, #smem, mutable>, !ttg.memdesc<64x128xbf16, #shared2, #smem, mutable> loc(#loc203)\n263:      ttng.wait_barrier %dpacc_86#5, %dpacc_86#6 deps %dpacc_86#7, %dpacc_86#8 : !ttg.memdesc<1xi64, #shared1, #smem, mutable>, !ttg.memdesc<128x64xbf16, #shared, #smem, mutable>, !ttg.memdesc<64x128xbf16, #shared2, #smem, mutable> loc(#loc179)\n264:      ttng.wait_barrier %dpacc_86#9, %dpacc_86#6 deps %dpacc_86#10, %dpacc_86#11 : !ttg.memdesc<1xi64, #shared1, #smem, mutable>, !ttg.memdesc<128x64xbf16, #shared, #smem, mutable>, !ttg.memdesc<64x128xbf16, #shared2, #smem, mutable> loc(#loc180)\n294:        scf.yield %vis_111 : tensor<128x128xi1, #linear> loc(#loc205)\n296:        scf.yield %vis_91 : tensor<128x128xi1, #linear> loc(#loc86)\n298:      %sacc_92 = ttng.tmem_load %sacc : !ttg.memdesc<128x128xf32, #tmem, #ttng.tensor_memory, mutable> -> tensor<128x128xf32, #linear> loc(#loc179)\n314:      tt.store %7, %9 : tensor<128x128x!tt.ptr<bf16>, #blocked> loc(#loc97)\n316:      %dpacc_105 = ttng.tmem_load %dpacc : !ttg.memdesc<128x128xf32, #tmem, #ttng.tensor_memory, mutable> -> tensor<128x128xf32, #linear> loc(#loc180)\n321:      tt.store %10, %12 : tensor<128x128x!tt.ptr<bf16>, #blocked> loc(#loc100)","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"tool_result_meta":[{"id":"toolu_01FU3A3dcbhsa2sSVFWmkQNT","permission_decision":{"decision":"accept","source":"config","reason_type":"mode"}}]}
{"type":"system","subtype":"thinking_tokens","estimated_tokens":1,"estimated_tokens_delta":1,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"fe524a19-0210-4549-a6be-438a961fe8b1"}
{"type":"system","subtype":"thinking_tokens","estimated_tokens":5,"estimated_tokens_delta":4,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"a131ec28-f213-4dc6-8b96-88538b71be9d"}
{"type":"system","subtype":"thinking_tokens","estimated_tokens":10,"estimated_tokens_delta":5,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"8cadc962-8942-4925-9976-f6b3c967cfff"}
{"type":"system","subtype":"thinking_tokens","estimated_tokens":14,"estimated_tokens_delta":4,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"61df0de5-ca77-4944-8ddd-37b8d39b0434"}
{"type":"system","subtype":"thinking_tokens","estimated_tokens":16,"estimated_tokens_delta":2,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"d3fb1008-36a1-4f7b-bb1f-569195bb6229"}
{"type":"system","subtype":"thinking_tokens","estimated_tokens":19,"estimated_tokens_delta":3,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"2ad1c3ca-f630-4fb0-9cd7-fc3da7550872"}
{"type":"system","subtype":"thinking_tokens","estimated_tokens":25,"estimated_tokens_delta":6,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"e8748ac1-6696-4e68-b283-f522114a3de4"}
{"type":"system","subtype":"thinking_tokens","estimated_tokens":28,"estimated_tokens_delta":3,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"8e2cdd5c-a125-4b8a-91d2-6ee899908fcf"}
{"type":"system","subtype":"thinking_tokens","estimated_tokens":34,"estimated_tokens_delta":6,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"73df104b-f84d-440f-99db-964e8721fb4d"}
{"type":"system","subtype":"thinking_tokens","estimated_tokens":35,"estimated_tokens_delta":1,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"34d63150-3046-4d4e-bc54-0a7ef3816dd2"}
{"type":"system","subtype":"thinking_tokens","estimated_tokens":36,"estimated_tokens_delta":1,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"bb8ee2f6-807d-4b2b-8a1b-1d0e60c166a3"}
{"type":"system","subtype":"thinking_tokens","estimated_tokens":43,"estimated_tokens_delta":7,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"bd0d0074-a540-462d-9dce-edb065c3ff6d"}
{"type":"system","subtype":"thinking_tokens","estimated_tokens":47,"estimated_tokens_delta":4,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"3bc5bbab-e465-4b87-bcd0-96adf1e2003f"}
{"type":"system","subtype":"thinking_tokens","estimated_tokens":52,"estimated_tokens_delta":5,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"0bc35555-f8b5-48b5-bf93-a097ea164af2"}
{"type":"system","subtype":"thinking_tokens","estimated_tokens":54,"estimated_tokens_delta":2,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"21deaa9b-e217-434b-8e55-70ce05e26a45"}
{"type":"system","subtype":"thinking_tokens","estimated_tokens":57,"estimated_tokens_delta":3,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"20d15b9f-d5b2-4bb6-a3c8-9c05536c95bf"}
{"type":"system","subtype":"thinking_tokens","estimated_tokens":61,"estimated_tokens_delta":4,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"b62b1883-0930-4e7a-a802-ad3376720ac5"}
{"type":"system","subtype":"thinking_tokens","estimated_tokens":66,"estimated_tokens_delta":5,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"61bea8e6-4c15-4554-a0e1-2b9e6a8837d7"}
{"type":"system","subtype":"thinking_tokens","estimated_tokens":67,"estimated_tokens_delta":1,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"c6a1e1c4-479a-4b1a-810e-24b28ab22632"}
{"type":"system","subtype":"thinking_tokens","estimated_tokens":72,"estimated_tokens_delta":5,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"59cb793f-e6be-406b-990e-51d36b99b955"}
{"type":"system","subtype":"thinking_tokens","estimated_tokens":78,"estimated_tokens_delta":6,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"6620b4ad-adca-4287-9b65-f623445d03e9"}
{"type":"system","subtype":"thinking_tokens","estimated_tokens":84,"estimated_tokens_delta":6,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"45652acb-116e-40ca-aaf3-62671ec9a8b1"}
{"type":"system","subtype":"thinking_tokens","estimated_tokens":91,"estimated_tokens_delta":7,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"c067119a-b26d-4190-b8c0-709ddb532b5d"}
{"type":"system","subtype":"thinking_tokens","estimated_tokens":96,"estimated_tokens_delta":5,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"90f9f7ee-57d9-44d7-8aab-cf23e0431ec2"}
{"type":"system","subtype":"thinking_tokens","estimated_tokens":97,"estimated_tokens_delta":1,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"ead1963f-1be4-499e-911b-6bbc1ec9392b"}
{"type":"system","subtype":"thinking_tokens","estimated_tokens":98,"estimated_tokens_delta":1,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"d6dc6f26-494b-4c15-8f57-fbafdb9e2c3a"}
{"type":"system","subtype":"thinking_tokens","estimated_tokens":103,"estimated_tokens_delta":5,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"42ccd87c-ba35-4bd6-92fc-96108bccd930"}
{"type":"system","subtype":"thinking_tokens","estimated_tokens":107,"estimated_tokens_delta":4,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"62612f53-6ab4-4f76-bc80-ff4d551e5ae2"}
{"type":"system","subtype":"thinking_tokens","estimated_tokens":109,"estimated_tokens_delta":2,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"da46d448-7957-4b90-800e-770599eed3dd"}
{"type":"system","subtype":"thinking_tokens","estimated_tokens":115,"estimated_tokens_delta":6,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"b8707f3b-82e6-44ed-85ff-b2c6871bd81b"}
{"type":"system","subtype":"thinking_tokens","estimated_tokens":118,"estimated_tokens_delta":3,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"fa112414-d0d9-4fc0-b20f-d794e7f7b5f2"}
{"type":"system","subtype":"thinking_tokens","estimated_tokens":125,"estimated_tokens_delta":7,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"8916b754-f4e6-4237-9d6c-0cae64f9e00b"}
{"type":"system","subtype":"thinking_tokens","estimated_tokens":128,"estimated_tokens_delta":3,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"1096b510-cdd6-419b-b74b-5da454bd9ceb"}
{"type":"system","subtype":"thinking_tokens","estimated_tokens":134,"estimated_tokens_delta":6,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"9e5e72cf-6b6c-4cfe-9f42-8f9e377798d1"}
{"type":"system","subtype":"thinking_tokens","estimated_tokens":135,"estimated_tokens_delta":1,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"257903a4-79bc-451f-b2b2-176efce5a840"}
{"type":"system","subtype":"thinking_tokens","estimated_tokens":136,"estimated_tokens_delta":1,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"dc01e721-6656-47ce-b345-e53c01c93c5b"}
{"type":"system","subtype":"thinking_tokens","estimated_tokens":140,"estimated_tokens_delta":4,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"bd3cf600-5904-4284-aae3-8fb5c50a77f0"}
{"type":"system","subtype":"thinking_tokens","estimated_tokens":142,"estimated_tokens_delta":2,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"e8b650be-f48f-4583-bf29-6ff81440b695"}
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{"type":"assistant","message":{"model":"claude-opus-5-5","id":"msg_011Cg9dJgZZMuZn87EHN5tnf","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"I'm noticing the outer loop isn't flattened — each tile iteration serializes its prologue (loading), the pipelined inner loop, draining, and then the epilogue (tmem_load, exp, stores), so next-tile loads wait until the epilogue finishes. I'm also seeing the stores go through a #blocked layout, requiring a conversion from the #linear TMEM layout.\n\nFlattening the loop over (jb, kk) would let the pipeliner prefetch next-tile loads during the epilogue, with the epilogue gated by a conditional on the last kk iteration — similar to the accumulator-reset pattern in Triton's persistent matmul tutorial, where the accumulator is conditionally reused or zeroed and Triton's pipeliner optimizes that zeroing into a use_acc flag. I'm also considering how to fix the TMEM store layout to avoid the costly conversion.\n\nEach thread actually holds contiguous bytes within a row, so even though threads scatter across different rows, the writes could in principle fill full cache lines across multiple stores—though Triton's choice to convert to blocked layout for coalescing suggests I don't have fine-grained control over this in the language itself.\n\nI'll go with a flattened loop plus TMA stores for P and dS, using two pipeline stages at 64 KB each plus a 64 KB staging buffer, totaling 192 KB of shared memory. Since TMA stores are asynchronous, Triton should insert a wait before reusing the staging buffer so the store completes before the next tile's data overwrites it.\n\nStill, the epilogue stays serialized since the next tile's early MMAs can't begin until the TMEM load of S and dP finishes, so I'm considering warp_specialize=True to let Triton run the epilogue in a separate partition with double-buffered TMEM accumulators, which is exactly the persistent-matmul pattern Blackwell's WS mode targets. I want to try both the flattened-loop-with-conditional-epilogue approach and a simpler restructure with a statically unrolled D-loop.\n\nI rule out making the D-loop static while pipelining over jb, since that would require loading the full Q/K/dO/V tile per stage (256 KB), which is too much. So I'm committing to the flattened loop: iterating over nt*NK steps, splitting the index into a jr (tile) and kk (K-offset) component, then loading Q and K slices accordingly.\n\nWriting accumulation and epilogue logic...\n\nFor the output stores, I'm setting up a tensor descriptor for P with block shape BM×BM and storing the converted bf16 result. I'll write v5 with these changes and test both with and without warp specialization.\n\n","signature":"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"}],"container":null,"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":6526,"cache_read_input_tokens":143952,"cache_creation":{"ephemeral_5m_input_tokens":6526,"ephemeral_1h_input_tokens":0},"output_tokens":8,"service_tier":"standard","inference_geo":"global","speed":"standard"},"input_transformations":[],"diagnostics":null,"context_management":null},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"34f61fb6-d979-41ef-a9fa-dd21c0320043","timestamp":"2026-10-18T11:31:07.254Z","request_id":"req_011Cg9dJezYMpokVQ4sqames","thinking_duration_ms":22482,"thinking_display":"summarized"}
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{"type":"assistant","message":{"model":"claude-opus-5-5","id":"msg_011Cg9daWuZeb7btkQ7H1X7M","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"The official check passes with results saved to .best, though check.py's timing runs a bit higher than mine, like 1707 vs 1594 — curious since it doesn't flush L2. I'm wondering if the difference comes from how the back-to-back runs in check.py compare to my benchmark's L2 flushing approach.\n\nI'm about 62 minutes in with roughly 58 left. Looking at the breakdown for shape 0: prep takes 34us, the P/dS store kernel 794us, dK/dV 512us combined, and dQ 249us, totaling 1589us. The store kernel's cost of 794us versus 518us without stores suggests the TMA store-wait before reusing the staging buffer might be serializing things, so I'm thinking about whether P and dS could be staged differently to cut that overhead. For dK/dV, each kernel runs at about 44% of peak flops while reading ~1GB of P/dS data at roughly 4.3TB/s, so they seem close to memory-bound, and fusing them wouldn't reduce the actual traffic since both need the same inputs. I'm tallying up the total scratch traffic for P and dS in bf16 — about 2.18GB written and 3.27GB read, for 5.45GB total — trying to figure out where the real bottleneck is.\n\nAt roughly 7TB/s that's about 780us, a huge chunk of the 1589us total, so I'm brainstorming ways to cut it: either avoid storing P altogether (not feasible since dV needs it per-TMEM, per-q-row), or recompute P inside the dV kernel directly from Q, K, and lse instead of reading it back — trading one extra compute unit for eliminating a full GB of write and read traffic. That would turn the dV kernel into something structurally like a flash-attention forward pass with warp specialization, looping over KV blocks and q blocks, computing S transpose, exponentiating into P transpose, and accumulating into dV — letting P transpose live in TMEM as the LHS operand without needing smem for it. I'm sketching out the smem budget: K resident at 64KB, Q and dO staged per iteration bringing it to roughly 192KB total, and TMEM holding S transpose double-buffered plus the dV accumulator at 384 columns, which should fit, while accepting the cost of one extra compute unit for the recomputation to save the memory traffic.\n\nBut running the numbers, the savings don't clearly justify it — stripping the P store might save the _pds kernel about half its store cost, but the dV kernel's extra compute unit could balloon it worse than the savings, so this path looks skippable. Switching gears, I'm now checking whether fp8 could reduce byte traffic but that's off the table given constraints, so I'm refocusing on improving overlap in _pds itself — currently running around 43% of peak with warp specialization — and testing tile size variants like BK=128 or different stage counts, most of which blow past the smem budget. Running through the arithmetic on clocks-per-tile suggests the MMA units aren't actually saturated, pointing toward the epilogue, likely the softmax computation, as a possible bottleneck worth digging into next.\n\nThe mask itself requires several integer comparisons per element, but interior tiles where all keys fall within the visible window could skip this masking entirely, saving those ops for the common case.\n\nChecking MUFU throughput for exp2: at 16 per clock per SM, a tile with 16384 exponentials would need about 1024 clocks just for that operation, which is significant compared to tile MMA time.\n\nLooking at the _dkv and _dqg kernels, each taking around 250 us while reading over 1GB of scratch data from HBM—that's roughly 4.3 TB/s against an 8 TB/s peak, so there's room to improve memory efficiency with better pipelining, possibly adjusting the stage count and block size parameters.\n\nI also notice for the GQA case with Hkv=2, the _dkv grid only produces 128 programs against 148 SMs, leaving the GPU underfilled. I'm considering ways to split the per-head work further, either via a split-K approach with partial writes and a reduction pass, or using atomic adds directly.\n\nFor shape 2, current time is 1012 us vs expert's 980, a ratio of 0.969 already — the dkv kernels might be underutilized there and worth profiling. I should prioritize quick config sweeps on dkv/dqg kernels first, then profile shapes 1 and 4 since they have the lowest ratios (0.879, 0.871), running these sequentially rather than in parallel to avoid GPU contention skewing the timing.\n\n","signature":"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{"type":"assistant","message":{"model":"claude-opus-5-5","id":"msg_011Cg9dmiZbjAGUycdEAx6Gq","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"The gains here are marginal, suggesting these GEMM kernels are memory-bound, reading large scratch volumes at high bandwidth but with small per-tile loads causing many tiny TMA transfers. The real bottleneck is total scratch traffic, so I'm considering whether fusing dK and dQ computations could reduce that traffic.\n\nFusing dK and dV avoids no extra traffic since dS is still read once per kernel either way. 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{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01GP7PNmAA36B4eQ3pS7Axjh","type":"tool_result","content":"163972 smem 168 regs 0 spills\n220:    ttg.warp_specialize(%sacc_67, %sacc_62, %q_63, %sacc_53, %sacc_64, %dpacc_74, %dpacc_70, %do, %dpacc_60, %dpacc_71, %dpacc_57, %sacc_50, %sacc, %dpacc, %2, %5, %q, %q_desc_9, %i0, %k, %k_desc_14, %do_desc_11, %v_desc_16) attributes {requestedRegisters = array<i32: 24, 24>}\n568\n220:    ttg.warp_specialize(%sacc_67, %sacc_62, %q_63, %sacc_53, %sacc_64, %dpacc_74, %dpacc_70, %do, %dpacc_60, %dpacc_71, %dpacc_57, %sacc_50, %sacc, %dpacc, %2, %5, %q, %q_desc_9, %i0, %k, %k_desc_14, %do_desc_11, %v_desc_16) attributes {requestedRegisters = array<i32: 24, 24>}\n260:        ttng.async_tma_store_wait {pendings = 0 : i32} loc(#loc77)\n262:        ttng.fence_async_shared {bCluster = false} loc(#loc77)\n263:        ttng.async_tma_copy_local_to_global %p_desc_38[%row_110, %c0_i32] %6 : !tt.tensordesc<tensor<128x128xbf16, #shared>>, !ttg.memdesc<128x128xbf16, #shared, #smem, mutable> loc(#loc77)\n265:        ttng.async_tma_store_wait {pendings = 0 : i32} loc(#loc90)\n267:        ttng.fence_async_shared {bCluster = false} loc(#loc90)\n268:        ttng.async_tma_copy_local_to_global %ds_desc_39[%row_110, %c0_i32] %6 : !tt.tensordesc<tensor<128x128xbf16, #shared>>, !ttg.memdesc<128x128xbf16, #shared, #smem, mutable> loc(#loc90)\n270:      } {tt.warp_specialize, ttg.warp_specialize.tag = 0 : i32} loc(#loc76)\n271:      ttng.async_tma_store_wait {pendings = 0 : i32} loc(#loc76)\n274:      %8 = arith.addi %7#0, %c1_i32 {ttg.partition = array<i32: 0>, ttg.warp_specialize.tag = 0 : i32} : i32 loc(#loc76)\n275:      %9 = arith.cmpi eq, %8, %c2_i32 {ttg.partition = array<i32: 0>, ttg.warp_specialize.tag = 0 : i32} : i32 loc(#loc76)\n276:      %10 = arith.select %9, %c0_i32, %8 {ttg.partition = array<i32: 0>, ttg.warp_specialize.tag = 0 : i32} : i32 loc(#loc76)\n277:      %11 = arith.xori %7#1, %c1_i32 {ttg.partition = array<i32: 0>, ttg.warp_specialize.tag = 0 : i32} : i32 loc(#loc76)\n278:      %12 = arith.select %9, %11, %7#1 {ttg.partition = array<i32: 0>, ttg.warp_specialize.tag = 0 : i32} : i32 loc(#loc76)\n279:      %dpacc_77 = ttg.memdesc_index %dpacc_57[%10] {ttg.partition = array<i32: 0>, ttg.warp_specialize.tag = 0 : i32} : !ttg.memdesc<2x1xi64, #shared1, #smem, mutable> -> !ttg.memdesc<1xi64, #shared1, #smem, mutable> loc(#loc172)\n280:      ttng.wait_barrier %dpacc_77, %12 {ttg.partition = array<i32: 0>, ttg.warp_specialize.tag = 0 : i32} : !ttg.memdesc<1xi64, #shared1, #smem, mutable> loc(#loc76)\n281:      %dpacc_78 = ttg.memdesc_index %dpacc[%10] {ttg.partition = array<i32: 0>, ttg.warp_specialize.tag = 0 : i32} : !ttg.memdesc<2x1xi64, #shared1, #smem, mutable> -> !ttg.memdesc<1xi64, #shared1, #smem, mutable> loc(#loc172)\n282:      ttng.arrive_barrier %dpacc_78, 1 {ttg.partition = array<i32: 0>, ttg.warp_specialize.tag = 0 : i32} : !ttg.memdesc<1xi64, #shared1, #smem, mutable> loc(#loc76)\n283:      %sacc_79 = ttg.memdesc_index %sacc_50[%10] {ttg.partition = array<i32: 0>, ttg.warp_specialize.tag = 0 : i32} : !ttg.memdesc<2x1xi64, #shared1, #smem, mutable> -> !ttg.memdesc<1xi64, #shared1, #smem, mutable> loc(#loc171)\n284:      ttng.wait_barrier %sacc_79, %12 {ttg.partition = array<i32: 0>, ttg.warp_specialize.tag = 0 : i32} : !ttg.memdesc<1xi64, #shared1, #smem, mutable> loc(#loc76)","is_error":false}]},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"18a82aff-9ed7-4989-9217-5ebc6f54f216","timestamp":"2026-10-18T11:37:15.558Z","tool_use_result":{"stdout":"163972 smem 168 regs 0 spills\n220:    ttg.warp_specialize(%sacc_67, %sacc_62, %q_63, %sacc_53, %sacc_64, %dpacc_74, %dpacc_70, %do, %dpacc_60, %dpacc_71, %dpacc_57, %sacc_50, %sacc, %dpacc, %2, %5, %q, %q_desc_9, %i0, %k, %k_desc_14, %do_desc_11, %v_desc_16) attributes {requestedRegisters = array<i32: 24, 24>}\n568\n220:    ttg.warp_specialize(%sacc_67, %sacc_62, %q_63, %sacc_53, %sacc_64, %dpacc_74, %dpacc_70, %do, %dpacc_60, %dpacc_71, %dpacc_57, %sacc_50, %sacc, %dpacc, %2, %5, %q, %q_desc_9, %i0, %k, %k_desc_14, %do_desc_11, %v_desc_16) attributes {requestedRegisters = array<i32: 24, 24>}\n260:        ttng.async_tma_store_wait {pendings = 0 : i32} loc(#loc77)\n262:        ttng.fence_async_shared {bCluster = false} loc(#loc77)\n263:        ttng.async_tma_copy_local_to_global %p_desc_38[%row_110, %c0_i32] %6 : !tt.tensordesc<tensor<128x128xbf16, #shared>>, !ttg.memdesc<128x128xbf16, #shared, #smem, mutable> loc(#loc77)\n265:        ttng.async_tma_store_wait {pendings = 0 : i32} loc(#loc90)\n267:        ttng.fence_async_shared {bCluster = false} loc(#loc90)\n268:        ttng.async_tma_copy_local_to_global %ds_desc_39[%row_110, %c0_i32] %6 : !tt.tensordesc<tensor<128x128xbf16, #shared>>, !ttg.memdesc<128x128xbf16, #shared, #smem, mutable> loc(#loc90)\n270:      } {tt.warp_specialize, ttg.warp_specialize.tag = 0 : i32} loc(#loc76)\n271:      ttng.async_tma_store_wait {pendings = 0 : i32} loc(#loc76)\n274:      %8 = arith.addi %7#0, %c1_i32 {ttg.partition = array<i32: 0>, ttg.warp_specialize.tag = 0 : i32} : i32 loc(#loc76)\n275:      %9 = arith.cmpi eq, %8, %c2_i32 {ttg.partition = array<i32: 0>, ttg.warp_specialize.tag = 0 : i32} : i32 loc(#loc76)\n276:      %10 = arith.select %9, %c0_i32, %8 {ttg.partition = array<i32: 0>, ttg.warp_specialize.tag = 0 : i32} : i32 loc(#loc76)\n277:      %11 = arith.xori %7#1, %c1_i32 {ttg.partition = array<i32: 0>, ttg.warp_specialize.tag = 0 : i32} : i32 loc(#loc76)\n278:      %12 = arith.select %9, %11, %7#1 {ttg.partition = array<i32: 0>, ttg.warp_specialize.tag = 0 : i32} : i32 loc(#loc76)\n279:      %dpacc_77 = ttg.memdesc_index %dpacc_57[%10] {ttg.partition = array<i32: 0>, ttg.warp_specialize.tag = 0 : i32} : !ttg.memdesc<2x1xi64, #shared1, #smem, mutable> -> !ttg.memdesc<1xi64, #shared1, #smem, mutable> loc(#loc172)\n280:      ttng.wait_barrier %dpacc_77, %12 {ttg.partition = array<i32: 0>, ttg.warp_specialize.tag = 0 : i32} : !ttg.memdesc<1xi64, #shared1, #smem, mutable> loc(#loc76)\n281:      %dpacc_78 = ttg.memdesc_index %dpacc[%10] {ttg.partition = array<i32: 0>, ttg.warp_specialize.tag = 0 : i32} : !ttg.memdesc<2x1xi64, #shared1, #smem, mutable> -> !ttg.memdesc<1xi64, #shared1, #smem, mutable> loc(#loc172)\n282:      ttng.arrive_barrier %dpacc_78, 1 {ttg.partition = array<i32: 0>, ttg.warp_specialize.tag = 0 : i32} : !ttg.memdesc<1xi64, #shared1, #smem, mutable> loc(#loc76)\n283:      %sacc_79 = ttg.memdesc_index %sacc_50[%10] {ttg.partition = array<i32: 0>, ttg.warp_specialize.tag = 0 : i32} : !ttg.memdesc<2x1xi64, #shared1, #smem, mutable> -> !ttg.memdesc<1xi64, #shared1, #smem, mutable> loc(#loc171)\n284:      ttng.wait_barrier %sacc_79, %12 {ttg.partition = array<i32: 0>, ttg.warp_specialize.tag = 0 : i32} : !ttg.memdesc<1xi64, #shared1, #smem, mutable> loc(#loc76)","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"tool_result_meta":[{"id":"toolu_01GP7PNmAA36B4eQ3pS7Axjh","permission_decision":{"decision":"accept","source":"config","reason_type":"mode"}}]}
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{"type":"assistant","message":{"model":"claude-opus-5-5","id":"msg_011Cg9docZVu3HWPhB2AdsqX","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"Confirmed both stores share the same staging buffer, forcing full serialization since each store must wait for the previous one before reusing it. I'm now weighing whether adding a second 32KB staging buffer (bringing total smem to 196KB) and restructuring how Triton allocates buffers for p and ds could let the two stores overlap instead.\n\nI'm exploring whether combining P and dS into a single tensor via join/reshape could create one larger store per tile instead of two serialized ones, but the interleaving pattern this produces complicates how consumers later load P^T tiles via TMA, since TMA can't easily de-interleave columns without stride support that Triton doesn't expose. I'm now considering an alternative layout where join creates separate row blocks for P and dS rather than interleaved columns.\n\nActually, the epilogue stall wouldn't block the MMA partition if TMEM accumulators are double-buffered, letting MMA run a tile ahead. I'm also considering skipping smem staging entirely and firing direct register-to-global stores instead, working out how the per-thread TMEM row segments map to vectorized store instructions across warps.\n\nThe cross-cache-line issue is inherent to row-per-thread layouts since each thread's values are contiguous but different threads hit different rows. I'll just try the pointer-store version in the WS kernel directly and see if Triton converts it through smem anyway.\n\n","signature":"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{"type":"assistant","message":{"model":"claude-opus-5-5","id":"msg_011Cg9drxyR2ShZnDDyVxJdF","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01TDpfhtwP7QbKfBDUA1KuXg","name":"Bash","input":{"command":"python - << 'EOF'\nsrc = open('/workspace/dev/v7.py').read()\n# pds: combined store\nsrc = src.replace('''    p_desc = tl.make_tensor_descriptor(PS, shape=[NROWS, BM], strides=[BM, 1], block_shape=[BM, BM])\n    ds_desc = tl.make_tensor_descriptor(DSS, shape=[NROWS, BM], strides=[BM, 1], block_shape=[BM, BM])''', '''    pd_desc = tl.make_tensor_descriptor(PS, shape=[2 * NROWS, BM], strides=[BM, 1], block_shape=[2 * BM, BM])''')\nsrc = src.replace('''        row = (tbase + jb) * BM\n        if STORE == 2:''', '''        row = (tbase + jb) * BM\n        if STORE == 5:\n            pd = tl.join(p.to(tl.bfloat16), ds.to(tl.bfloat16))\n            pd = tl.reshape(tl.permute(pd, (2, 0, 1)), (2 * BM, BM))\n            pd_desc.store([2 * row, 0], pd)\n        elif STORE == 2:''')\nsrc = src.replace('''            p_desc.store([row, 0], p.to(tl.bfloat16))\n            ds_desc.store([row, 0], ds.to(tl.bfloat16))''', '''            pass''')\n# dkv: combined layout, OFF arg\nsrc = src.replace('''def _dkv(X, PS, CU, DX, scale, T, W, NS, NB, NBAND, NROWS,''', '''def _dkv(X, PS, CU, DX, scale, OFF, T, W, NS, NB, NBAND, NROWS,''')\nsrc = src.replace('''    p_desc = tl.make_tensor_descriptor(PS, shape=[NROWS, BM], strides=[BM, 1], block_shape=[BH, BM])''', '''    p_desc = tl.make_tensor_descriptor(PS, shape=[2 * NROWS, BM], strides=[BM, 1], block_shape=[BH, BM])''')\nsrc = src.replace('''        row = ((((h * NS + s) * NB + ib) * NBAND + jb - jlo) * BM + hf * BH)''', '''        row = ((((h * NS + s) * NB + ib) * NBAND + jb - jlo) * (2 * BM) + OFF + hf * BH)''')\n# dqg\nsrc = src.replace('''    ds_desc = tl.make_tensor_descriptor(DSS, shape=[NROWS, BM], strides=[BM, 1], block_shape=[BM, BH])''', '''    ds_desc = tl.make_tensor_descriptor(DSS, shape=[2 * NROWS, BM], strides=[BM, 1], block_shape=[BM, BH])''')\nsrc = src.replace('''        a = ds_desc.load([(tbase + jr) * BM, hf * BH])''', '''        a = ds_desc.load([(tbase + jr) * (2 * BM) + BM, hf * BH])''')\n# host\nsrc = src.replace('''    ps = torch.empty((NROWS * BM,), device=q.device, dtype=torch.bfloat16)\n    dss = torch.empty((NROWS * BM,), device=q.device, dtype=torch.bfloat16)''', '''    ps = torch.empty((2 * NROWS * BM,), device=q.device, dtype=torch.bfloat16)\n    dss = ps''')\nsrc = src.replace('''_dkv[(NB, n, HKV)](do, ps, cu_seqlens, dv, 1.0, T,''', '''_dkv[(NB, n, HKV)](do, ps, cu_seqlens, dv, 1.0, 0, T,''')\nsrc = src.replace('''_dkv[(NB, n, HKV)](q, dss, cu_seqlens, dk, sm_scale, T,''', '''_dkv[(NB, n, HKV)](q, dss, cu_seqlens, dk, sm_scale, BM, T,''')\nsrc = src.replace(\"CFG = dict(BH=64, ws2=False, store=2,\", \"CFG = dict(BH=32, ws2=True, store=5,\")\nsrc = src.replace(\"st2=4, nw2=4, st3=4, nw3=4)\", \"st2=8, nw2=4, st3=8, nw3=4)\")\nopen('/workspace/dev/v8.py', 'w').write(src)\nEOF\ngrep -n \"^CFG\" v8.py; for c in \"{}\" ; do timeout 600 python kt.py v8.py 0 \"$c\" 2>&1 | grep -v USDT | grep -i \"error\\|_prep\\|Required\" | tail -1 ; done","description":"Combine P and dS into a single TMA store tile"},"caller":{"type":"direct"}}],"container":null,"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":2362,"cache_read_input_tokens":169823,"cache_creation":{"ephemeral_5m_input_tokens":2362,"ephemeral_1h_input_tokens":0},"output_tokens":8,"service_tier":"standard","inference_geo":"global","speed":"standard"},"input_transformations":[],"diagnostics":null,"context_management":null},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"cdd495b0-71d2-4b82-87c7-93532437e99d","timestamp":"2026-10-18T11:38:17.773Z","request_id":"req_011Cg9drwdp594ecK87aPkRg"}
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{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01TDpfhtwP7QbKfBDUA1KuXg","type":"tool_result","content":"6:CFG = dict(BH=32, ws2=True, store=5, BK=64, st1=2, nw1=8, ws=True, st2=8, nw2=4, st3=8, nw3=4)\n{} dq: bad=0 over=0.398 | dk: bad=0 over=0.388 | dv: bad=0 over=0.360  |  _prep 34.0 _pds 833.7 _dkv 248.6 _dqg 233.8","is_error":false}]},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"5d135bbf-209b-4693-a7e2-4be9d4cfaad3","timestamp":"2026-10-18T11:38:30.054Z","tool_use_result":{"stdout":"6:CFG = dict(BH=32, ws2=True, store=5, BK=64, st1=2, nw1=8, ws=True, st2=8, nw2=4, st3=8, nw3=4)\n{} dq: bad=0 over=0.398 | dk: bad=0 over=0.388 | dv: bad=0 over=0.360  |  _prep 34.0 _pds 833.7 _dkv 248.6 _dqg 233.8","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"tool_result_meta":[{"id":"toolu_01TDpfhtwP7QbKfBDUA1KuXg","permission_decision":{"decision":"accept","source":"config","reason_type":"mode"}}]}
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{"type":"assistant","message":{"model":"claude-opus-5-5","id":"msg_011Cg9du62PnbQ7CBGaQGe5o","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"That attempt was worse at 834us, likely from a layout conversion. I'm reverting to the two-TMA-store config with v7 settings (BH=32, st 8, ws2), which gives better numbers: _pds 795, dkv 250, dqg 234. With time running low, I should lock in this v7 configuration as the best so far and tally the total for shape 0.\n\nWith limited time left, I'm now focused on the shape 2 (Hkv=2) imbalance issue, where some programs do far more work than others — program jb=0 handles many more q-blocks than jb=31, making the slowest program roughly double the average, which hurts throughput on 128 programs across 148 SMs. The fix is to split the G heads or q-range across more programs and combine partial results via atomics or a reduction step, writing fp32 partials to a scratch buffer that gets finalized afterward.\n\nFor shape 2 specifically, bumping to 128 programs with SPLIT=4 gives 512 programs, which should balance well across the SMs. The pds kernel sits at 795 us with stores as the main bottleneck. With limited time left, I'll prioritize the shape-2 split fix, but first verify the v7 config's overall effect across all shapes before implementing 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{"type":"assistant","message":{"model":"claude-opus-5-5","id":"msg_011Cg9dwmeBVHxVSedgtRLWq","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"v7 is saved at 0.934x geomean. Next I'll reorder the grid so heavy causal rows launch first, and fold delta/lse computation into the P/dS kernel to cut a 34 µs launch on large shapes.\n\n","signature":"CAQS8wgKEQgSGAI4AUIJbmFycmF0aW9uEgyr8NKMm7wojzniwBIaDCQxwfaePt2nQIlpJyIwxTB2wZITP0VVaT6FlS9Kb+MXkH8g957/QQA1vKcJ6ThHUwlZzn7QkebpGVtpy4XRKo8IkcoQYL1Z6Ym4aUvqW61aE3jtkbQSAeFx3OWlyyVmX0joz1rtSO2uGREtz5NdxRKGjbSRTn3x1c4Ld4ZAjZ7G1FBrMc76Vm3wJDQmKEHJqUBR354uZ9tme17si3AxZxvUnFJr4mFSxsFFEFgE6uYOggPQqACGNY58IgSnOezpCefcpcOQ4IVY6ZYGGd3Y2XhJi88nfxWSu1QMRv9YZMKSZnwTf8juyTecKbRIn0Em4jiiCAEKpDUZvC7zx5oHCnDIMkNRHpTYYjROy27kmgxOO4skZRP7byzlvjiIxjSf7eaSNl0dyurfCBmTuL7H+GxfmmrRUjouQ7eQqRTuleeSpnx79/b8IGmiX/qpEN0U24qLe4Bu7JAxqSLNNFYqZ0c6k8ALUtIv7ADxbnINKZyKa1p8D9ZmrWmerM4Qf8Sz/ktgRoGTEVd1jocVJzjo++QDkfdl8W/ysFuft/UQHme+p9o7QYGpeeB6h9jaw0WGBvjbk0UW1G22+uLbyyJ4yGJXTSE9zjwSlcmW+DmvDXE72p9oqiOwnaeYSk/NiGZqlY5Xuv3MAWXo4JYEYNXghoGNTOM//r431//MJti+67uhifTDfZ3q4jXetRB74/0k2NwJAAnLbN6M8mAlkIfTjAimfv8sENg+jpgMP7XP3RsDkLTjAf2Mn3IYAGusIMxcM6hVLgD3cUpJMOiVXZMYjytV7cJGc4RMFNqTqbDGAvZ4cin0susE4375QZuLfGt5seT2E/rplEsb/wFe40d8CbvhpF8bH9f3x22G1IT/ljQT+x5MaIVgQ/ZziAZXRZZz1SvplzUkihJr6ErhZw5urOXj8zsJDkE6oQF8pGBAb2t2VWBpaI07GgyalDyHROxgKiCpxYE5i1669hGEPhgxp27eVLsszxPX7hgA3fwoUcQGC37GaFuSFBGLJ6v/xmCullegbt09fREJAHwWj0waKf5iuSztgBsWSoCyo1zij6gv0MqWg1WT5FI+HT+vpHYrXaPGuIGtpXO9xxYKy1ZmS2ek+2hyFryMoOBHyCrFsyH6e/ktwVKEhDQbjfakr6XXNR8DXmFH52GZxV7u/LvQx6Sd07KGGUvp/+U6aAk/SmG3q44ovbuYbSFLMq69Qe4QXuHZ6LvFfES1V6OkrDaoNQh3FPKfSxVtAp61MSSokmu2lQJhEHvuA0jmk+3DNxZAWmN1YnpcR0q0zrrDzJjXYV5+dRjYCuM+hFmSFI/lxNq6IDbkhBjj/qmgbQUPezA7dDK6ZWbYl9bvpufP2CHZuO+gi1hx7x9t8SCvRNIf4pkZ90n0B95rFHLAKF8peMaKRTth/ueSmpDlU7kBTBxGCzMi5INgh2ORGs3zUccJWxseliTXXdlTRIOigAWSMOCAiBgB"}],"container":null,"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":227,"cache_read_input_tokens":176511,"cache_creation":{"ephemeral_5m_input_tokens":227,"ephemeral_1h_input_tokens":0},"output_tokens":8,"service_tier":"standard","inference_geo":"global","speed":"standard"},"input_transformations":[],"diagnostics":null,"context_management":null},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"caf8f7b2-0c59-4f5b-8300-58c5a85f35f9","timestamp":"2026-10-18T11:39:25.085Z","request_id":"req_011Cg9dwjmZXKar5uGFo5yoJ","narration_block_indexes":[0],"thinking_duration_ms":1,"thinking_display":"summarized"}
{"type":"assistant","message":{"model":"claude-opus-5-5","id":"msg_011Cg9dwmeBVHxVSedgtRLWq","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01MGw1cb5rdE3R1NdiCPrEJv","name":"Bash","input":{"command":"cd /workspace/dev && python - << 'EOF'\nsrc = open('/workspace/dev/v7.py').read()\n# --- pds: grid order + in-kernel delta/lse2\nsrc = src.replace('''def _pds(Q, K, V, DO, LSE2, DELTA, CU, PS, DSS, qk_scale, T, W, NS, NB, NBAND, NROWS,''', '''def _pds(Q, K, V, DO, O, LSE, CU, PS, DSS, qk_scale, T, W, NS, NB, NBAND, NROWS,''')\nsrc = src.replace('''    ib = NB - 1 - tl.program_id(0)\n    s = tl.program_id(1)\n    h = tl.program_id(2)\n    hk = h // G\n    st = tl.load(CU + s)\n    L = tl.load(CU + s + 1) - st\n    i0 = ib * BM\n    if i0 >= L:\n        return\n    q_desc''', '''    ib = NB - 1 - tl.program_id(2)\n    s = tl.program_id(0)\n    h = tl.program_id(1)\n    hk = h // G\n    st = tl.load(CU + s)\n    L = tl.load(CU + s + 1) - st\n    i0 = ib * BM\n    if i0 >= L:\n        return\n    q_desc''')\nsrc = src.replace('''    lse2 = tl.load(LSE2 + h * T + st + ri, mask=ri < L, other=0.0)\n    delta = tl.load(DELTA + h * T + st + ri, mask=ri < L, other=0.0)\n    jlo = 0\n    if W >= 0:\n        jlo = tl.maximum(0, (i0 - W) // BM)\n    jhi = (tl.minimum(L, i0 + BM) - 1) // BM\n    tbase''', '''    lse2 = tl.load(LSE + h * T + st + ri, mask=ri < L, other=0.0) * LOG2E\n    rd = tl.arange(0, 64)\n    orow = (st + ri).to(tl.int64) * (H * D) + h * D\n    delta = tl.zeros((BM,), tl.float32)\n    for c0 in tl.static_range(0, D, 64):\n        o_t = tl.load(O + orow[:, None] + c0 + rd[None, :], mask=(ri < L)[:, None], other=0.0).to(tl.float32)\n        do_t = tl.load(DO + orow[:, None] + c0 + rd[None, :], mask=(ri < L)[:, None], other=0.0).to(tl.float32)\n        delta += tl.sum(o_t * do_t, 1)\n    jlo = 0\n    if W >= 0:\n        jlo = tl.maximum(0, (i0 - W) // BM)\n    jhi = (tl.minimum(L, i0 + BM) - 1) // BM\n    tbase''')\n# --- dkv grid order\nsrc = src.replace('''    jb = tl.program_id(0)\n    s = tl.program_id(1)\n    hk = tl.program_id(2)''', '''    jb = tl.program_id(2)\n    s = tl.program_id(0)\n    hk = tl.program_id(1)''')\n# --- dqg grid order\nsrc = src.replace('''    ib = NB - 1 - tl.program_id(0)\n    s = tl.program_id(1)\n    h = tl.program_id(2)\n    hk = h // G\n    st = tl.load(CU + s)\n    L = tl.load(CU + s + 1) - st\n    i0 = ib * BM\n    if i0 >= L:\n        return\n    k_desc''', '''    ib = NB - 1 - tl.program_id(2)\n    s = tl.program_id(0)\n    h = tl.program_id(1)\n    hk = h // G\n    st = tl.load(CU + s)\n    L = tl.load(CU + s + 1) - st\n    i0 = ib * BM\n    if i0 >= L:\n        return\n    k_desc''')\n# host\nsrc = src.replace('''    delta = torch.empty((H, T), device=q.device, dtype=torch.float32)\n    lse2 = torch.empty((H, T), device=q.device, dtype=torch.float32)\n    _prep[(triton.cdiv(T, 32), H)](o, do, lse, delta, lse2, T, H, D=D, BT=32, num_warps=4)\n''', '')\nsrc = src.replace('''    _pds[(NB, n, H)](q, k, v, do, lse2, delta, cu_seqlens,''', '''    _pds[(n, H, NB)](q, k, v, do, o, lse, cu_seqlens,''')\nsrc = src.replace('''_dkv[(NB, n, HKV)](''', '''_dkv[(n, HKV, NB)](''')\nsrc = src.replace('''_dqg[(NB, n, H)](''', '''_dqg[(n, H, NB)](''')\nopen('/workspace/dev/v9.py', 'w').write(src)\nEOF\ngrep -n \"_pds\\[\\|_dkv\\[\\|_dqg\\[\" v9.py; timeout 900 python bench.py v9.py 2>&1 | grep -v USDT | tail -8","description":"Global heavy-first grid order and fused delta; bench all"},"caller":{"type":"direct"}}],"container":null,"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":227,"cache_read_input_tokens":176511,"cache_creation":{"ephemeral_5m_input_tokens":227,"ephemeral_1h_input_tokens":0},"output_tokens":8,"service_tier":"standard","inference_geo":"global","speed":"standard"},"input_transformations":[],"diagnostics":null,"context_management":null},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"4998ef9e-56a9-4dd3-82fa-c5b918cd714c","timestamp":"2026-10-18T11:39:35.160Z","request_id":"req_011Cg9dwjmZXKar5uGFo5yoJ"}
{"type":"system","subtype":"task_started","task_id":"brdyw3s2e","run_id":"0mvdr6jwr-20a60fde","tool_use_id":"toolu_01MGw1cb5rdE3R1NdiCPrEJv","description":"Global heavy-first grid order and fused delta; bench all","is_backgrounded":false,"task_type":"local_bash","uuid":"b34b82ce-2d19-4102-a00a-1b7e88f034c9","session_id":"7ab31230-a8af-462d-87c8-1694924f5168"}
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{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01MGw1cb5rdE3R1NdiCPrEJv","type":"tool_result","content":"182:    _pds[(n, H, NB)](q, k, v, do, o, lse, cu_seqlens, ps, dss, qk_scale, T, window, n, NB, NBAND, NROWS,\n184:    _dkv[(n, HKV, NB)](do, ps, cu_seqlens, dv, 1.0, T, window, n, NB, NBAND, NROWS, H=H, HKV=HKV, D=D, BM=BM,\n186:    _dkv[(n, HKV, NB)](q, dss, cu_seqlens, dk, sm_scale, T, window, n, NB, NBAND, NROWS, H=H, HKV=HKV, D=D, BM=BM,\n188:    _dqg[(n, H, NB)](k, dss, cu_seqlens, dq, sm_scale, T, window, n, NB, NBAND, NROWS, H=H, HKV=HKV, D=D, BM=BM,\nshape 0 n=1,L=8192,Hq=16,Hkv=8,window=-1: ok 1490.0 us  expert 1518  ratio 1.019\nshape 1 n=1,L=8192,Hq=16,Hkv=8,window=1023: ok 572.4 us  expert 510  ratio 0.891\nshape 2 n=2,L=4096,Hq=16,Hkv=2,window=-1: ok 962.7 us  expert 980  ratio 1.018\nshape 3 n=8,L=2048,Hq=16,Hkv=8,window=-1,ragged=True: ok 1397.8 us  expert 1165  ratio 0.833\nshape 4 n=4,L=2048,Hq=8,Hkv=4,window=-1: ok 303.1 us  expert 302  ratio 0.996\nshape 5 n=4,L=4096,Hq=8,Hkv=4,window=1023,ragged=True: ok 550.0 us  expert 520  ratio 0.945\ngeomean ratio 0.947919558749387","is_error":false}]},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"a1b95f4c-02c1-4371-aaec-d1c51fb114bf","timestamp":"2026-10-18T11:39:54.419Z","tool_use_result":{"stdout":"182:    _pds[(n, H, NB)](q, k, v, do, o, lse, cu_seqlens, ps, dss, qk_scale, T, window, n, NB, NBAND, NROWS,\n184:    _dkv[(n, HKV, NB)](do, ps, cu_seqlens, dv, 1.0, T, window, n, NB, NBAND, NROWS, H=H, HKV=HKV, D=D, BM=BM,\n186:    _dkv[(n, HKV, NB)](q, dss, cu_seqlens, dk, sm_scale, T, window, n, NB, NBAND, NROWS, H=H, HKV=HKV, D=D, BM=BM,\n188:    _dqg[(n, H, NB)](k, dss, cu_seqlens, dq, sm_scale, T, window, n, NB, NBAND, NROWS, H=H, HKV=HKV, D=D, BM=BM,\nshape 0 n=1,L=8192,Hq=16,Hkv=8,window=-1: ok 1490.0 us  expert 1518  ratio 1.019\nshape 1 n=1,L=8192,Hq=16,Hkv=8,window=1023: ok 572.4 us  expert 510  ratio 0.891\nshape 2 n=2,L=4096,Hq=16,Hkv=2,window=-1: ok 962.7 us  expert 980  ratio 1.018\nshape 3 n=8,L=2048,Hq=16,Hkv=8,window=-1,ragged=True: ok 1397.8 us  expert 1165  ratio 0.833\nshape 4 n=4,L=2048,Hq=8,Hkv=4,window=-1: ok 303.1 us  expert 302  ratio 0.996\nshape 5 n=4,L=4096,Hq=8,Hkv=4,window=1023,ragged=True: ok 550.0 us  expert 520  ratio 0.945\ngeomean ratio 0.947919558749387","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"tool_result_meta":[{"id":"toolu_01MGw1cb5rdE3R1NdiCPrEJv","permission_decision":{"decision":"accept","source":"config","reason_type":"mode"}}]}
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{"type":"assistant","message":{"model":"claude-opus-5-5","id":"msg_011Cg9e3UAsF7aZZXtbqU9Cj","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"Puzzling over why shape 3 regressed under the new grid ordering—with 8 sequences of varying lengths and a 3072-program grid, I'm trying to figure out how the (ib, s, h) iteration order compares to the new one in terms of locality within a sequence/head block.\n\nSequences sharing K/V benefit from L2 locality under the old order, but the new ordering groups programs by ib across many different (s, h), touching nearly the whole K/V working set at once—far exceeding L2 capacity for shape 3's 16384 tokens, while shape 0 with fewer, longer sequences actually gained from the new order's load balancing. This suggests a compromise ordering might be needed that groups by ib while still keeping K/V locality tight for concurrently running programs.\n\nMaybe the right approach is to choose the loop order dynamically based on sequence count and total K/V footprint relative to L2: shapes with small K/V (few sequences or shorter context) use the new order since locality isn't a concern, while shapes with large K/V use the old order to preserve cache-friendly access patterns—though shape 0 with 67MB K/V still seems borderline even with the new order.\n\nI realize ordering the grid so h is slowest for _pds and _dqg naturally groups programs by KV head, keeping K/V footprint per group small (~17 MB, L2-friendly) while still balancing load via heavy-first ordering within each head group. This feels like a good compromise, so I'll apply grid (n, NB, H) for _pds and _dqg, and (n, NB, HKV) for _dkv.\n\n","signature":"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{"type":"assistant","message":{"model":"claude-opus-5-5","id":"msg_011Cg9e6RaSPzaEYuadKv6Tg","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"I'll use head-slowest ordering only when the Q+dO working set exceeds 200 MB (the 16K-token, 16-head packed case), and heavy-first ordering otherwise, since v10's ordering helps shape 3 but hurts shapes 0 and 4.\n\n","signature":"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"}],"container":null,"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":2466,"cache_read_input_tokens":181638,"cache_creation":{"ephemeral_5m_input_tokens":2466,"ephemeral_1h_input_tokens":0},"output_tokens":2,"service_tier":"standard","inference_geo":"global","speed":"standard"},"input_transformations":[],"diagnostics":null,"context_management":null},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"6272dafd-c597-45d8-9f2f-9263537936f6","timestamp":"2026-10-18T11:41:12.369Z","request_id":"req_011Cg9e6PkYRSBWAuUSf9qom","narration_block_indexes":[0],"thinking_duration_ms":1,"thinking_display":"summarized"}
{"type":"assistant","message":{"model":"claude-opus-5-5","id":"msg_011Cg9e6RaSPzaEYuadKv6Tg","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01DEncYsGWLd3AR2QJtJik37","name":"Bash","input":{"command":"python - << 'EOF'\nsrc = open('/workspace/dev/v9.py').read()\n# pds / dqg\nsrc = src.replace('''    ib = NB - 1 - tl.program_id(2)\n    s = tl.program_id(0)\n    h = tl.program_id(1)''', '''    s = tl.program_id(0)\n    if ORD == 0:\n        ib = NB - 1 - tl.program_id(2)\n        h = tl.program_id(1)\n    else:\n        ib = NB - 1 - tl.program_id(1)\n        h = tl.program_id(2)''')\nsrc = src.replace('''    jb = tl.program_id(2)\n    s = tl.program_id(0)\n    hk = tl.program_id(1)''', '''    s = tl.program_id(0)\n    if ORD == 0:\n        jb = tl.program_id(2)\n        hk = tl.program_id(1)\n    else:\n        jb = tl.program_id(1)\n        hk = tl.program_id(2)''')\nsrc = src.replace(\"WS: tl.constexpr, STORE: tl.constexpr):\", \"WS: tl.constexpr, STORE: tl.constexpr, ORD: tl.constexpr):\")\nsrc = src.replace(\"BH: tl.constexpr, WS2: tl.constexpr):\", \"BH: tl.constexpr, WS2: tl.constexpr, ORD: tl.constexpr):\")\nsrc = src.replace(\"WS=c['ws'], STORE=c['store'],\", \"WS=c['ws'], STORE=c['store'], ORD=ORD,\")\nsrc = src.replace(\"WS2=c['ws2'],\", \"WS2=c['ws2'], ORD=ORD,\")\nsrc = src.replace('''_pds[(n, H, NB)](''', '''_pds[g1](''')\nsrc = src.replace('''_dkv[(n, HKV, NB)](''', '''_dkv[g2](''')\nsrc = src.replace('''_dqg[(n, H, NB)](''', '''_dqg[g1](''')\nsrc = src.replace('''    ps = torch.empty(''', '''    ORD = 1 if T * H * D * 4 > 200 * 1024 * 1024 else 0\n    g1 = (n, H, NB) if ORD == 0 else (n, NB, H)\n    g2 = (n, HKV, NB) if ORD == 0 else (n, NB, HKV)\n    ps = torch.empty(''')\nopen('/workspace/dev/v11.py', 'w').write(src)\nEOF\ngrep -n \"ORD\" v11.py | head -20; timeout 900 python bench.py v11.py 2>&1 | grep -v USDT | tail -8","description":"Shape-dependent grid order; bench all shapes"},"caller":{"type":"direct"}}],"container":null,"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":2466,"cache_read_input_tokens":181638,"cache_creation":{"ephemeral_5m_input_tokens":2466,"ephemeral_1h_input_tokens":0},"output_tokens":2,"service_tier":"standard","inference_geo":"global","speed":"standard"},"input_transformations":[],"diagnostics":null,"context_management":null},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"e0beac8e-c37a-4499-8e12-62b0c2295fb3","timestamp":"2026-10-18T11:41:17.299Z","request_id":"req_011Cg9e6PkYRSBWAuUSf9qom"}
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{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01DEncYsGWLd3AR2QJtJik37","type":"tool_result","content":"27:         WS: tl.constexpr, STORE: tl.constexpr, ORD: tl.constexpr):\n30:    if ORD == 0:\n96:         H: tl.constexpr, HKV: tl.constexpr, D: tl.constexpr, BM: tl.constexpr, BH: tl.constexpr, WS2: tl.constexpr, ORD: tl.constexpr):\n100:    if ORD == 0:\n142:         H: tl.constexpr, HKV: tl.constexpr, D: tl.constexpr, BM: tl.constexpr, BH: tl.constexpr, WS2: tl.constexpr, ORD: tl.constexpr):\n145:    if ORD == 0:\n192:    ORD = 1 if T * H * D * 4 > 200 * 1024 * 1024 else 0\n193:    g1 = (n, H, NB) if ORD == 0 else (n, NB, H)\n194:    g2 = (n, HKV, NB) if ORD == 0 else (n, NB, HKV)\n198:                     H=H, HKV=HKV, D=D, BM=BM, BK=c['BK'], WS=c['ws'], STORE=c['store'], ORD=ORD, num_warps=c['nw1'], num_stages=c['st1'])\n200:                       BH=c['BH'], WS2=c['ws2'], ORD=ORD, num_warps=c['nw2'], num_stages=c['st2'])\n202:                       BH=c['BH'], WS2=c['ws2'], ORD=ORD, num_warps=c['nw2'], num_stages=c['st2'])\n204:                     BH=c['BH'], WS2=c['ws2'], ORD=ORD, num_warps=c['nw3'], num_stages=c['st3'])\nshape 0 n=1,L=8192,Hq=16,Hkv=8,window=-1: ok 1491.1 us  expert 1518  ratio 1.018\nshape 1 n=1,L=8192,Hq=16,Hkv=8,window=1023: ok 573.4 us  expert 510  ratio 0.889\nshape 2 n=2,L=4096,Hq=16,Hkv=2,window=-1: ok 962.6 us  expert 980  ratio 1.018\nshape 3 n=8,L=2048,Hq=16,Hkv=8,window=-1,ragged=True: ok 1178.7 us  expert 1165  ratio 0.988\nshape 4 n=4,L=2048,Hq=8,Hkv=4,window=-1: ok 304.1 us  expert 302  ratio 0.993\nshape 5 n=4,L=4096,Hq=8,Hkv=4,window=1023,ragged=True: ok 549.9 us  expert 520  ratio 0.946\ngeomean ratio 0.974386948022677","is_error":false}]},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"cfae447f-0944-4359-b8e9-0345b5a269fe","timestamp":"2026-10-18T11:41:36.720Z","tool_use_result":{"stdout":"27:         WS: tl.constexpr, STORE: tl.constexpr, ORD: tl.constexpr):\n30:    if ORD == 0:\n96:         H: tl.constexpr, HKV: tl.constexpr, D: tl.constexpr, BM: tl.constexpr, BH: tl.constexpr, WS2: tl.constexpr, ORD: tl.constexpr):\n100:    if ORD == 0:\n142:         H: tl.constexpr, HKV: tl.constexpr, D: tl.constexpr, BM: tl.constexpr, BH: tl.constexpr, WS2: tl.constexpr, ORD: tl.constexpr):\n145:    if ORD == 0:\n192:    ORD = 1 if T * H * D * 4 > 200 * 1024 * 1024 else 0\n193:    g1 = (n, H, NB) if ORD == 0 else (n, NB, H)\n194:    g2 = (n, HKV, NB) if ORD == 0 else (n, NB, HKV)\n198:                     H=H, HKV=HKV, D=D, BM=BM, BK=c['BK'], WS=c['ws'], STORE=c['store'], ORD=ORD, num_warps=c['nw1'], num_stages=c['st1'])\n200:                       BH=c['BH'], WS2=c['ws2'], ORD=ORD, num_warps=c['nw2'], num_stages=c['st2'])\n202:                       BH=c['BH'], WS2=c['ws2'], ORD=ORD, num_warps=c['nw2'], num_stages=c['st2'])\n204:                     BH=c['BH'], WS2=c['ws2'], ORD=ORD, num_warps=c['nw3'], num_stages=c['st3'])\nshape 0 n=1,L=8192,Hq=16,Hkv=8,window=-1: ok 1491.1 us  expert 1518  ratio 1.018\nshape 1 n=1,L=8192,Hq=16,Hkv=8,window=1023: ok 573.4 us  expert 510  ratio 0.889\nshape 2 n=2,L=4096,Hq=16,Hkv=2,window=-1: ok 962.6 us  expert 980  ratio 1.018\nshape 3 n=8,L=2048,Hq=16,Hkv=8,window=-1,ragged=True: ok 1178.7 us  expert 1165  ratio 0.988\nshape 4 n=4,L=2048,Hq=8,Hkv=4,window=-1: ok 304.1 us  expert 302  ratio 0.993\nshape 5 n=4,L=4096,Hq=8,Hkv=4,window=1023,ragged=True: ok 549.9 us  expert 520  ratio 0.946\ngeomean ratio 0.974386948022677","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"tool_result_meta":[{"id":"toolu_01DEncYsGWLd3AR2QJtJik37","permission_decision":{"decision":"accept","source":"config","reason_type":"mode"}}]}
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{"type":"assistant","message":{"model":"claude-opus-5-5","id":"msg_011Cg9e8rD56D7TSwcD8FkUY","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"With a 0.974 geomean, this looks good to save. I'll clean up by removing the unused prep kernel, then copy over this version and run the static and official checks to confirm.\n\n","signature":"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"}],"container":null,"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":2583,"cache_read_input_tokens":184104,"cache_creation":{"ephemeral_5m_input_tokens":2583,"ephemeral_1h_input_tokens":0},"output_tokens":8,"service_tier":"standard","inference_geo":"global","speed":"standard"},"input_transformations":[],"diagnostics":null,"context_management":null},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"71812b4b-b5b5-4e8a-9fc8-794284f7ef2e","timestamp":"2026-10-18T11:41:40.446Z","request_id":"req_011Cg9e8qLj9cmS3vPNKAurj","thinking_duration_ms":1970,"thinking_display":"summarized"}
{"type":"assistant","message":{"model":"claude-opus-5-5","id":"msg_011Cg9e8rD56D7TSwcD8FkUY","type":"message","role":"assistant","content":[{"type":"text","text":"v11 reaches 0.974x geomean, with shapes 0 and 2 ahead of the expert and shapes 3 and 4 near parity. I'm saving it and running the official check."}],"container":null,"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":2583,"cache_read_input_tokens":184104,"cache_creation":{"ephemeral_5m_input_tokens":2583,"ephemeral_1h_input_tokens":0},"output_tokens":8,"service_tier":"standard","inference_geo":"global","speed":"standard"},"input_transformations":[],"diagnostics":null,"context_management":null},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"c4f32811-c2e2-4e44-a042-23aa6c8d1b07","timestamp":"2026-10-18T11:41:40.447Z","request_id":"req_011Cg9e8qLj9cmS3vPNKAurj"}
{"type":"assistant","message":{"model":"claude-opus-5-5","id":"msg_011Cg9e8rD56D7TSwcD8FkUY","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01P75nPaReXsKPcqPmJ4umRk","name":"Bash","input":{"command":"cp v11.py /workspace/solution.py && cd /workspace && python -c \"\nimport static_check\nprint(static_check.check(open('/workspace/solution.py').read()))\" && timeout 900 python check.py 2>&1 | grep -v USDT | tail -7 | cut -c1-250","description":"Save v11 and run official check"},"caller":{"type":"direct"}}],"container":null,"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":2583,"cache_read_input_tokens":184104,"cache_creation":{"ephemeral_5m_input_tokens":2583,"ephemeral_1h_input_tokens":0},"output_tokens":8,"service_tier":"standard","inference_geo":"global","speed":"standard"},"input_transformations":[],"diagnostics":null,"context_management":null},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"cec9b490-5170-4b20-ad0f-255f21d8a545","timestamp":"2026-10-18T11:41:41.041Z","request_id":"req_011Cg9e8qLj9cmS3vPNKAurj"}
{"type":"system","subtype":"task_started","task_id":"bpy6rnv6s","run_id":"0mvdr9920-5da26d8d","tool_use_id":"toolu_01P75nPaReXsKPcqPmJ4umRk","description":"Save v11 and run official check","is_backgrounded":false,"task_type":"local_bash","uuid":"f6fdeeb3-1c71-4bf7-9663-5360a408e31c","session_id":"7ab31230-a8af-462d-87c8-1694924f5168"}
{"type":"system","subtype":"task_notification","task_id":"bpy6rnv6s","run_id":"0mvdr9920-5da26d8d","tool_use_id":"toolu_01P75nPaReXsKPcqPmJ4umRk","status":"completed","output_file":"","summary":"Save v11 and run official check","uuid":"84353f4b-5a70-4dac-8a63-49d8ba1984f1","session_id":"7ab31230-a8af-462d-87c8-1694924f5168"}
{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01P75nPaReXsKPcqPmJ4umRk","type":"tool_result","content":"(True, 'ok')\n{'model': 'Gemma-3-12B-style global layer (16 query / 8 KV heads), one 8K sequence', 'n': 1, 'L': 8192, 'Hq': 16, 'Hkv': 8, 'window': -1}: correct, 1533.70 us, starting kernel 20847.04 us\n{'model': 'Gemma-3-12B-style local layer, sliding window 1024, one 8K sequence', 'n': 1, 'L': 8192, 'Hq': 16, 'Hkv': 8, 'window': 1023}: correct, 613.89 us, starting kernel 5704.48 us\n{'model': 'Qwen3-Next-style full-attention layer (16 query / 2 KV heads), 2 x 4K sequences', 'n': 2, 'L': 4096, 'Hq': 16, 'Hkv': 2, 'window': -1}: correct, 1003.39 us, starting kernel 11425.41 us\n{'model': 'packed documents (16 / 8 heads): 8 documents of 1K-3K tokens, 16K tokens', 'n': 8, 'L': 2048, 'Hq': 16, 'Hkv': 8, 'window': -1, 'ragged': True}: correct, 1224.32 us, starting kernel 11176.74 us\n{'model': 'Gemma-3-4B-style global layer (8 query / 4 KV heads), 4 x 2K sequences', 'n': 4, 'L': 2048, 'Hq': 8, 'Hkv': 4, 'window': -1}: correct, 338.59 us, starting kernel 3033.98 us\n{'model': 'Gemma-3-4B-style local layer (8 / 4 heads), sliding window 1024, packed documents of 2K-6K tokens, 16K tokens', 'n': 4, 'L': 4096, 'Hq': 8, 'Hkv': 4, 'window': 1023, 'ragged': True}: correct, 590.85 us, starting kernel 5182.30 us\nautosave: kept this version in /workspace/.best/solution.py (10.052x the starting kernel on the public shapes)","is_error":false}]},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"ceeea395-af94-45e1-8e23-d5efabbfe6eb","timestamp":"2026-10-18T11:41:51.787Z","tool_use_result":{"stdout":"(True, 'ok')\n{'model': 'Gemma-3-12B-style global layer (16 query / 8 KV heads), one 8K sequence', 'n': 1, 'L': 8192, 'Hq': 16, 'Hkv': 8, 'window': -1}: correct, 1533.70 us, starting kernel 20847.04 us\n{'model': 'Gemma-3-12B-style local layer, sliding window 1024, one 8K sequence', 'n': 1, 'L': 8192, 'Hq': 16, 'Hkv': 8, 'window': 1023}: correct, 613.89 us, starting kernel 5704.48 us\n{'model': 'Qwen3-Next-style full-attention layer (16 query / 2 KV heads), 2 x 4K sequences', 'n': 2, 'L': 4096, 'Hq': 16, 'Hkv': 2, 'window': -1}: correct, 1003.39 us, starting kernel 11425.41 us\n{'model': 'packed documents (16 / 8 heads): 8 documents of 1K-3K tokens, 16K tokens', 'n': 8, 'L': 2048, 'Hq': 16, 'Hkv': 8, 'window': -1, 'ragged': True}: correct, 1224.32 us, starting kernel 11176.74 us\n{'model': 'Gemma-3-4B-style global layer (8 query / 4 KV heads), 4 x 2K sequences', 'n': 4, 'L': 2048, 'Hq': 8, 'Hkv': 4, 'window': -1}: correct, 338.59 us, starting kernel 3033.98 us\n{'model': 'Gemma-3-4B-style local layer (8 / 4 heads), sliding window 1024, packed documents of 2K-6K tokens, 16K tokens', 'n': 4, 'L': 4096, 'Hq': 8, 'Hkv': 4, 'window': 1023, 'ragged': True}: correct, 590.85 us, starting kernel 5182.30 us\nautosave: kept this version in /workspace/.best/solution.py (10.052x the starting kernel on the public shapes)","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"tool_result_meta":[{"id":"toolu_01P75nPaReXsKPcqPmJ4umRk","permission_decision":{"decision":"accept","source":"config","reason_type":"mode"}}]}
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{"type":"assistant","message":{"model":"claude-opus-5-5","id":"msg_011Cg9e9y1dZXNsnSjKXWihD","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"With about 32 minutes left, I'm double-checking correctness on edge cases like tiny or non-power-of-2 batch sizes, and how TMA descriptors handle out-of-bounds shapes when lengths are smaller than the block size.\n\nI also verify base address alignment stays at 16-byte multiples, that empty sequences (L=0) trigger early returns before descriptor creation, and that window sizes of zero or very large still produce correct tile ranges. Finally I'm confirming the head-group ratio between query and key-value heads is set up properly.\n\nChecking numerical edge cases: the softmax probability for masked entries correctly zeroes out via the where() mask even if the underlying score overflows, and since dp depends on zero-padded rows beyond the sequence length, the gradient contribution from masked keys stays zero rather than propagating NaNs.\n\nGood, zero-filled rows beyond L work out fine, as do all-zero and tiny-value rows. Now I'm checking the memory footprint of the dS scratch buffer across NROWS dimensions — for large ragged inputs with bigger max_seqlen, this could balloon into tens of gigabytes, so I need to verify the sizing assumptions hold for realistic worst-case shapes.\n\nThe row count comes out under the 2^31 cap, so that's fine, but this fixed allocation is wasteful. A smarter approach would compute per-sequence tile offsets via a prefix sum over actual sequence lengths on device, bounding the row count much tighter than the worst-case uniform allocation.\n\nWith limited time left, I'm weighing whether this optimization is worth implementing given the risk: if any hidden shape exceeds memory limits, the run crashes and fails entirely. I'm trying to bound the worst-case memory footprint for plausible hidden test shapes with up to 16K tokens per step.\n\nTesting numbers, I find a dangerous case — with n=9 ragged sequences and a seqlen of 16384 mixed with shorter ones, the naive padded layout balloons to roughly 151 GB, way over budget with H=16 heads. Since the \"long\" shape (one extra long sequence prepended) is explicitly mentioned in the seq_lens code, hidden test shapes could plausibly hit this danger zone, so I need to implement the compact layout to avoid it.\n\nEven moving to a more compact scheme indexed by global q-blocks only brings it down to around 34.7 GB, since each q-block still allocates a dense square of tiles rather than just the causal triangle it actually needs — wasting about half the space. A truly compact layout would need a per-q-block prefix sum of tile counts to avoid that waste entirely.\n\nI'm realizing the dense square tiling for the 16384-length sequence dominates the memory cost at 17GB, while triangular causal tiling cuts that down to roughly 8.6GB total. For the triangular case, I'm working out that tile offsets within a sequence follow ib(ib+1)/2 for pure causal, or ib × NBAND for windowed attention, and trying to generalize this into a single formula depending on whether a window width is set.\n\nBut computing seq_off across sequences requires summing per-sequence totals, which depends on cu_seqlens values that live on the device -- meaning the host can't just read them without forcing a synchronization.\n\nTo avoid that sync, I'm sketching a small Triton kernel that iterates over sequences, computes each one's tile count, and writes an exclusive prefix sum into an output buffer, since the number of sequences itself is known on the host.\n\nNow I need to bound the total tile count per head without touching device data, working out an upper bound for the sum of per-sequence triangular tile counts in terms of the maximum block count.\n\nChecking this against the long-sequence example, the bound comes out about 2x looser than the exact sum but still keeps memory around 18GB versus the unbounded 151GB, which is workable; for the shorter shape it's tighter and gives roughly 2.2GB. Now I'm extending this analysis to the non-causal case where window size is non-negative.\n\nI considered a tighter convex bound using sequence-length partitioning, but it's more complex to derive exactly, so I'll stick with the simpler approximation since it's good enough. With about 28 minutes left, this change touches index math across all three kernels — risky but necessary to get right.\n\nI want to sanity-check against worst-case hidden shapes with 8K-16K tokens per step, since memory blowup could cause OOM failures. Estimating with ragged sequences up to 16K tokens and H=16, the worst case comes out to roughly 37.7 GB, which fits comfortably within the 275 GB budget, so this should be safe even if slower to allocate.\n\nThough if multiple different shapes each grab huge buffers, the caching allocator could accumulate memory across shapes and risk OOM — but torch's allocator empties cache and retries on allocation failure, so that's handled. The risk feels moderate overall, and the tile-compact layout might even help by reducing TLB pressure, so I'll move forward with implementing it carefully.\n\nI'm designing a kernel that computes per-sequence tile offsets, iterating over sequences to figure out how many tiles each needs based on its length and band width, accumulating a running offset into an array. Then I need to work out the host-side bound on tiles-per-head, handling the ceiling-division arithmetic carefully for both the windowed and non-windowed cases.\n\nWorking out the row storage layout, confirming NROWS stays safely under the int32 limit even for the longest sequence case, then deriving the tbase/row index formulas for both the causal and windowed branches in the kernel.\n\nI need to check whether v11 (derived from v7) actually keeps PS and DSS as separate buffers rather than the combined layout from v8, so I should look at the current _dkv and _dqg code before making precise edits.\n\n","signature":"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{"type":"assistant","message":{"model":"claude-opus-5-5","id":"msg_011Cg9eEGLHTFmmvzyWBBPHv","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"I'm planning to swap the NS argument for a sequence-offset pointer SOFF while keeping NB for index reversal, then reworking the tbase formula to load the offset and compute the band position from it instead of the original multiplication.\n\nI'm checking int32 overflow is safe for the row computation since the total row count fits comfortably under int32 limits, and TMA coordinates stay valid. Now I'm updating the _pds function signature to replace NS with SOFF and TPH parameters.\n\nI need to verify NS isn't used elsewhere in the kernels before making the swap, then update _dkv and _dqg signatures the same way, and adjust the host code to pass soff and TPH instead of n. I'm also writing the _seqoff kernel, which computes cumulative sequence offsets by looping through sequences, calculating block counts per sequence, and accumulating totals based on whether the window parameter is negative.\n\nI'm worried about the loop-carried accumulator's type consistency in Triton -- starting it as a plain Python int 0 then adding tensor values might cause a type mismatch, so I need to initialize it as a proper int32 tensor instead, perhaps by zeroing out a loaded value from CU.\n\nSeparately, I'm verifying the host-side bound computation for TPH when window is negative: checking that the sum of nb_s(nb_s+1)/2 across blocks stays within the computed bound by working through the parity cases for NB (even vs odd) to confirm the inequality holds.\n\nI'm also confirming the causal triangle logic in _pds: for each q-block the tile range jlo to jhi correctly spans only the lower-triangular region without overlapping into the next block's range, verifying the offset arithmetic ib(ib+1)/2 lines up properly between consecutive blocks.\n\nFor the W ≥ 0 band case, the offset jb - jlo(ib) stays within [0, NBAND) as expected, and NROWS is computed as H × TPH × BM. Now I'm ready to apply these edits.\n\n","signature":"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"}],"container":null,"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":7266,"cache_read_input_tokens":187831,"cache_creation":{"ephemeral_5m_input_tokens":7266,"ephemeral_1h_input_tokens":0},"output_tokens":5,"service_tier":"standard","inference_geo":"global","speed":"standard"},"input_transformations":[],"diagnostics":null,"context_management":null},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"de339237-45b2-43ce-b2e2-a394db7ef5f9","timestamp":"2026-10-18T11:43:07.808Z","request_id":"req_011Cg9eEFXf3sCJAegnQauy5","thinking_duration_ms":15753,"thinking_display":"summarized"}
{"type":"assistant","message":{"model":"claude-opus-5-5","id":"msg_011Cg9eEGLHTFmmvzyWBBPHv","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01PFqw1ksDDjpdjcFXrxgKwW","name":"Bash","input":{"command":"python - << 'EOF'\nsrc = open('/workspace/dev/v11.py').read()\nn0 = src.count('NS')\nsrc = src.replace(\"T, W, NS, NB, NBAND, NROWS,\", \"T, W, SOFF, TPH, NB, NBAND, NROWS,\")\nsrc = src.replace('''    tbase = ((h * NS + s) * NB + ib) * NBAND - jlo\n''', '''    tro = ib * NBAND\n    if W < 0:\n        tro = ib * (ib + 1) // 2\n    tbase = h * TPH + tl.load(SOFF + s) + tro - jlo\n''')\nsrc = src.replace('''        row = ((((h * NS + s) * NB + ib) * NBAND + jb - jlo) * BM + hf * BH)''', '''        tro = ib * NBAND\n        if W < 0:\n            tro = ib * (ib + 1) // 2\n        row = (h * TPH + so + tro + jb - jlo) * BM + hf * BH''')\nsrc = src.replace('''    p_desc = tl.make_tensor_descriptor(PS, shape=[NROWS, BM], strides=[BM, 1], block_shape=[BH, BM])''', '''    p_desc = tl.make_tensor_descriptor(PS, shape=[NROWS, BM], strides=[BM, 1], block_shape=[BH, BM])\n    so = tl.load(SOFF + s)''')\nsrc = src.replace('''    tbase = ((h * NS + s) * NB + ib) * NBAND\n''', '''    tro = ib * NBAND\n    if W < 0:\n        tro = ib * (ib + 1) // 2\n    tbase = h * TPH + tl.load(SOFF + s) + tro\n''')\nassert 'NS' not in src.replace('NS)', '').replace('CONS', '') or True\nsrc = src.replace('''@triton.jit\ndef _pds(''', '''@triton.jit\ndef _seqoff(CU, SOFF, n, W, NBAND, BM: tl.constexpr):\n    acc = tl.load(CU) * 0\n    for s in range(0, n):\n        L = tl.load(CU + s + 1) - tl.load(CU + s)\n        nb = (L + BM - 1) // BM\n        tot = nb * NBAND\n        if W < 0:\n            tot = nb * (nb + 1) // 2\n        tl.store(SOFF + s, acc)\n        acc += tot\n\n\n@triton.jit\ndef _pds(''')\nsrc = src.replace('''    NROWS = H * n * NB * NBAND * BM\n''', '''    nqb = triton.cdiv(T, BM) + n\n    TPH = (NB + 2) // 2 * nqb if window < 0 else nqb * NBAND\n    NROWS = H * TPH * BM\n    soff = torch.empty((n + 1,), device=q.device, dtype=torch.int32)\n    _seqoff[(1,)](cu_seqlens, soff, n, window, NBAND, BM=BM, num_warps=1)\n''')\nsrc = src.replace(\"qk_scale, T, window, n, NB, NBAND, NROWS,\", \"qk_scale, T, window, soff, TPH, NB, NBAND, NROWS,\")\nsrc = src.replace(\"1.0, T, window, n, NB, NBAND, NROWS,\", \"1.0, T, window, soff, TPH, NB, NBAND, NROWS,\")\nsrc = src.replace(\"sm_scale, T, window, n, NB, NBAND, NROWS,\", \"sm_scale, T, window, soff, TPH, NB, NBAND, NROWS,\")\nopen('/workspace/dev/v12.py', 'w').write(src)\nimport re\nprint([l for l in src.split('\\n') if re.search(r'\\bNS\\b', l)])\nEOF\ngrep -n \"soff, TPH\" v12.py | head; timeout 900 python bench.py v12.py 2>&1 | grep -v USDT | tail -8","description":"Compact per-sequence tile layout; bench all shapes"},"caller":{"type":"direct"}}],"container":null,"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":7266,"cache_read_input_tokens":187831,"cache_creation":{"ephemeral_5m_input_tokens":7266,"ephemeral_1h_input_tokens":0},"output_tokens":5,"service_tier":"standard","inference_geo":"global","speed":"standard"},"input_transformations":[],"diagnostics":null,"context_management":null},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"50f83617-c861-44fe-a4f8-b98de515880c","timestamp":"2026-10-18T11:43:15.580Z","request_id":"req_011Cg9eEFXf3sCJAegnQauy5"}
{"type":"system","subtype":"task_started","task_id":"b4c0qmml2","run_id":"0mvdrb9zi-fd307efd","tool_use_id":"toolu_01PFqw1ksDDjpdjcFXrxgKwW","description":"Compact per-sequence tile layout; bench all shapes","is_backgrounded":false,"task_type":"local_bash","uuid":"b0562e3c-3ebb-4ca5-a98f-73160f21cc40","session_id":"7ab31230-a8af-462d-87c8-1694924f5168"}
{"type":"system","subtype":"task_notification","task_id":"b4c0qmml2","run_id":"0mvdrb9zi-fd307efd","tool_use_id":"toolu_01PFqw1ksDDjpdjcFXrxgKwW","status":"completed","output_file":"","summary":"Compact per-sequence tile layout; bench all shapes","uuid":"a267bd11-d398-4574-a4ed-6092e309849b","session_id":"7ab31230-a8af-462d-87c8-1694924f5168"}
{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01PFqw1ksDDjpdjcFXrxgKwW","type":"tool_result","content":"[]\n224:    _pds[g1](q, k, v, do, o, lse, cu_seqlens, ps, dss, qk_scale, T, window, soff, TPH, NB, NBAND, NROWS,\n226:    _dkv[g2](do, ps, cu_seqlens, dv, 1.0, T, window, soff, TPH, NB, NBAND, NROWS, H=H, HKV=HKV, D=D, BM=BM,\n228:    _dkv[g2](q, dss, cu_seqlens, dk, sm_scale, T, window, soff, TPH, NB, NBAND, NROWS, H=H, HKV=HKV, D=D, BM=BM,\n230:    _dqg[g1](k, dss, cu_seqlens, dq, sm_scale, T, window, soff, TPH, NB, NBAND, NROWS, H=H, HKV=HKV, D=D, BM=BM,\nshape 0 n=1,L=8192,Hq=16,Hkv=8,window=-1: ok 1538.0 us  expert 1518  ratio 0.987\nshape 1 n=1,L=8192,Hq=16,Hkv=8,window=1023: ok 601.9 us  expert 510  ratio 0.847\nshape 2 n=2,L=4096,Hq=16,Hkv=2,window=-1: ok 1046.3 us  expert 980  ratio 0.937\nshape 3 n=8,L=2048,Hq=16,Hkv=8,window=-1,ragged=True: ok 1217.5 us  expert 1165  ratio 0.957\nshape 4 n=4,L=2048,Hq=8,Hkv=4,window=-1: ok 314.2 us  expert 302  ratio 0.961\nshape 5 n=4,L=4096,Hq=8,Hkv=4,window=1023,ragged=True: ok 572.4 us  expert 520  ratio 0.908\ngeomean ratio 0.93176046561627","is_error":false}]},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"a5ab1d24-64c1-460d-8d32-5b806ff33f16","timestamp":"2026-10-18T11:43:36.952Z","tool_use_result":{"stdout":"[]\n224:    _pds[g1](q, k, v, do, o, lse, cu_seqlens, ps, dss, qk_scale, T, window, soff, TPH, NB, NBAND, NROWS,\n226:    _dkv[g2](do, ps, cu_seqlens, dv, 1.0, T, window, soff, TPH, NB, NBAND, NROWS, H=H, HKV=HKV, D=D, BM=BM,\n228:    _dkv[g2](q, dss, cu_seqlens, dk, sm_scale, T, window, soff, TPH, NB, NBAND, NROWS, H=H, HKV=HKV, D=D, BM=BM,\n230:    _dqg[g1](k, dss, cu_seqlens, dq, sm_scale, T, window, soff, TPH, NB, NBAND, NROWS, H=H, HKV=HKV, D=D, BM=BM,\nshape 0 n=1,L=8192,Hq=16,Hkv=8,window=-1: ok 1538.0 us  expert 1518  ratio 0.987\nshape 1 n=1,L=8192,Hq=16,Hkv=8,window=1023: ok 601.9 us  expert 510  ratio 0.847\nshape 2 n=2,L=4096,Hq=16,Hkv=2,window=-1: ok 1046.3 us  expert 980  ratio 0.937\nshape 3 n=8,L=2048,Hq=16,Hkv=8,window=-1,ragged=True: ok 1217.5 us  expert 1165  ratio 0.957\nshape 4 n=4,L=2048,Hq=8,Hkv=4,window=-1: ok 314.2 us  expert 302  ratio 0.961\nshape 5 n=4,L=4096,Hq=8,Hkv=4,window=1023,ragged=True: ok 572.4 us  expert 520  ratio 0.908\ngeomean ratio 0.93176046561627","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"tool_result_meta":[{"id":"toolu_01PFqw1ksDDjpdjcFXrxgKwW","permission_decision":{"decision":"accept","source":"config","reason_type":"mode"}}]}
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{"type":"assistant","message":{"model":"claude-opus-5-5","id":"msg_011Cg9eJh8u1G9GT2WCh5Avb","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"v11 is reproducibly about 3-4% faster, so I'm trying to figure out why the compact layout costs performance. It shouldn't matter structurally, but maybe the TMA load addressing pattern in the dkv kernel, which walks ib for a fixed jb, behaves differently with the packed triangle layout versus the old strided one.\n\nActually, I suspect the real culprit is the dependent SOFF load at the start of each program in _pds — it's a sequential dependency before the descriptors can even be built, costing maybe 1-2 microseconds per program, which multiplied across many programs per SM could easily account for the 20-50 microsecond regression. The same issue likely affects _dkv and _dqg. The fix is to issue the SOFF and CU loads together at the top of the function rather than letting the compiler place SOFF after the early-return branch, since the two addresses are independent and their latencies should overlap.\n\nGiven I'm running low on time, I need to decide whether this is worth pursuing versus sticking with v11, which is safe for public shapes and already handles the memory scaling concern — I calculated the worst-case scratch buffer size for large n and sequence lengths and it still fits comfortably within the 275 GB GPU budget.\n\nRunning the numbers for T=16K with L=4096 gives about 9.7 GB, which fits comfortably, but pushing to T=32K with a long sequence of 16384 and smaller chunks balloons to roughly 154 GB — technically within the 275 GB budget but uncomfortably tight and likely slow.\n\nMy plan: optimize the compact layout by hoisting the SOFF load and benchmark it. If it's still underperforming, fall back to a hybrid approach — use the old layout whenever memory stays under roughly 16 GB, and switch to the compact layout otherwise, preserving speed where it matters without risking blowups on larger shapes.\n\nI realize setting TPH and SOFF appropriately makes the compact formula collapse to the old one exactly, so the only real differences are the triangular offset for negative W and whether SOFF is loaded or computed directly. I can unify both with a pair of constexpr flags—one for triangular indexing, one for compact mode—avoiding the load when not needed.\n\nOn the host side, I'll decide COMPACT by comparing the old non-compact byte size against a 24GB threshold. Time to just implement this given the tight budget.\n\n","signature":"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"}],"container":null,"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":713,"cache_read_input_tokens":198968,"cache_creation":{"ephemeral_5m_input_tokens":713,"ephemeral_1h_input_tokens":0},"output_tokens":8,"service_tier":"standard","inference_geo":"global","speed":"standard"},"input_transformations":[],"diagnostics":null,"context_management":null},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"0649f0d4-6ba4-4340-9685-ce7cf7291e9e","timestamp":"2026-10-18T11:44:15.859Z","request_id":"req_011Cg9eJgK32W1Ln3yj6Vzkx","thinking_duration_ms":24097,"thinking_display":"summarized"}
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{"type":"assistant","message":{"model":"claude-opus-5-5","id":"msg_011Cg9eJh8u1G9GT2WCh5Avb","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"V11's compact layout costs about 4% due to dependent offset loads at each program's start. With limited time left, I'll go hybrid: use the fast v11 layout when scratch stays under 24 GB, falling back to the compact layout only for extreme packed shapes that risk exhausting GPU memory.\n\n","signature":"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"}],"container":null,"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":713,"cache_read_input_tokens":198968,"cache_creation":{"ephemeral_5m_input_tokens":713,"ephemeral_1h_input_tokens":0},"output_tokens":8,"service_tier":"standard","inference_geo":"global","speed":"standard"},"input_transformations":[],"diagnostics":null,"context_management":null},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"4057f377-e66d-45de-b5b0-331633b2a092","timestamp":"2026-10-18T11:44:15.863Z","request_id":"req_011Cg9eJgK32W1Ln3yj6Vzkx","narration_block_indexes":[0],"thinking_duration_ms":1,"thinking_display":"summarized"}
{"type":"assistant","message":{"model":"claude-opus-5-5","id":"msg_011Cg9eJh8u1G9GT2WCh5Avb","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01VDBEVrcBJKNuQeLQQG43ME","name":"Bash","input":{"command":"python - << 'EOF'\nsrc = open('/workspace/dev/v12.py').read()\n# kernels: COMPACT constexpr\nsrc = src.replace('''    tro = ib * NBAND\n    if W < 0:\n        tro = ib * (ib + 1) // 2\n    tbase = h * TPH + tl.load(SOFF + s) + tro - jlo\n''', '''    tro = ib * NBAND\n    so = s * NB * NBAND\n    if COMPACT:\n        so = tl.load(SOFF + s)\n        if W < 0:\n            tro = ib * (ib + 1) // 2\n    tbase = h * TPH + so + tro - jlo\n''')\nsrc = src.replace('''        tro = ib * NBAND\n        if W < 0:\n            tro = ib * (ib + 1) // 2\n        row = (h * TPH + so + tro + jb - jlo) * BM + hf * BH''', '''        tro = ib * NBAND\n        if COMPACT:\n            if W < 0:\n                tro = ib * (ib + 1) // 2\n        row = (h * TPH + so + tro + jb - jlo) * BM + hf * BH''')\nsrc = src.replace('''    p_desc = tl.make_tensor_descriptor(PS, shape=[NROWS, BM], strides=[BM, 1], block_shape=[BH, BM])\n    so = tl.load(SOFF + s)''', '''    p_desc = tl.make_tensor_descriptor(PS, shape=[NROWS, BM], strides=[BM, 1], block_shape=[BH, BM])\n    so = s * NB * NBAND\n    if COMPACT:\n        so = tl.load(SOFF + s)''')\nsrc = src.replace('''    tro = ib * NBAND\n    if W < 0:\n        tro = ib * (ib + 1) // 2\n    tbase = h * TPH + tl.load(SOFF + s) + tro\n''', '''    tro = ib * NBAND\n    so = s * NB * NBAND\n    if COMPACT:\n        so = tl.load(SOFF + s)\n        if W < 0:\n            tro = ib * (ib + 1) // 2\n    tbase = h * TPH + so + tro\n''')\nsrc = src.replace(\"WS: tl.constexpr, STORE: tl.constexpr, ORD: tl.constexpr):\", \"WS: tl.constexpr, STORE: tl.constexpr, ORD: tl.constexpr, COMPACT: tl.constexpr):\")\nsrc = src.replace(\"BH: tl.constexpr, WS2: tl.constexpr, ORD: tl.constexpr):\", \"BH: tl.constexpr, WS2: tl.constexpr, ORD: tl.constexpr, COMPACT: tl.constexpr):\")\nsrc = src.replace(\"ORD=ORD,\", \"ORD=ORD, COMPACT=COMPACT,\")\nsrc = src.replace('''    nqb = triton.cdiv(T, BM) + n\n    TPH = (NB + 2) // 2 * nqb if window < 0 else nqb * NBAND\n    NROWS = H * TPH * BM\n    soff = torch.empty((n + 1,), device=q.device, dtype=torch.int32)\n    _seqoff[(1,)](cu_seqlens, soff, n, window, NBAND, BM=BM, num_warps=1)\n''', '''    TPH = n * NB * NBAND\n    COMPACT = H * TPH * BM * BM * 4 > 24 * 1024 ** 3\n    soff = cu_seqlens\n    if COMPACT:\n        nqb = triton.cdiv(T, BM) + n\n        TPH = (NB + 2) // 2 * nqb if window < 0 else nqb * NBAND\n        soff = torch.empty((n + 1,), device=q.device, dtype=torch.int32)\n        _seqoff[(1,)](cu_seqlens, soff, n, window, NBAND, BM=BM, num_warps=1)\n    NROWS = H * TPH * BM\n''')\nopen('/workspace/dev/v13.py', 'w').write(src)\nEOF\ngrep -n \"COMPACT\" v13.py | head -30; timeout 900 python bench.py v13.py 2>&1 | grep -v USDT | tail -7","description":"Hybrid layout with COMPACT flag; bench all shapes"},"caller":{"type":"direct"}}],"container":null,"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":713,"cache_read_input_tokens":198968,"cache_creation":{"ephemeral_5m_input_tokens":713,"ephemeral_1h_input_tokens":0},"output_tokens":8,"service_tier":"standard","inference_geo":"global","speed":"standard"},"input_transformations":[],"diagnostics":null,"context_management":null},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"c4f9c78f-008b-465f-8080-b7d6a0575dd0","timestamp":"2026-10-18T11:44:24.273Z","request_id":"req_011Cg9eJgK32W1Ln3yj6Vzkx"}
{"type":"system","subtype":"task_started","task_id":"bvx5vllni","run_id":"0mvdrcqzn-713a00c1","tool_use_id":"toolu_01VDBEVrcBJKNuQeLQQG43ME","description":"Hybrid layout with COMPACT flag; bench all shapes","is_backgrounded":false,"task_type":"local_bash","uuid":"39b8ac97-5e91-4896-a03c-55979562766d","session_id":"7ab31230-a8af-462d-87c8-1694924f5168"}
{"type":"system","subtype":"task_notification","task_id":"bvx5vllni","run_id":"0mvdrcqzn-713a00c1","tool_use_id":"toolu_01VDBEVrcBJKNuQeLQQG43ME","status":"completed","output_file":"","summary":"Hybrid layout with COMPACT flag; bench all shapes","uuid":"b67ef817-3d03-45f3-aeeb-a025ee7d4e64","session_id":"7ab31230-a8af-462d-87c8-1694924f5168"}
{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01VDBEVrcBJKNuQeLQQG43ME","type":"tool_result","content":"40:         WS: tl.constexpr, STORE: tl.constexpr, ORD: tl.constexpr, COMPACT: tl.constexpr):\n75:    if COMPACT:\n115:         H: tl.constexpr, HKV: tl.constexpr, D: tl.constexpr, BM: tl.constexpr, BH: tl.constexpr, WS2: tl.constexpr, ORD: tl.constexpr, COMPACT: tl.constexpr):\n133:    if COMPACT:\n153:        if COMPACT:\n168:         H: tl.constexpr, HKV: tl.constexpr, D: tl.constexpr, BM: tl.constexpr, BH: tl.constexpr, WS2: tl.constexpr, ORD: tl.constexpr, COMPACT: tl.constexpr):\n191:    if COMPACT:\n224:    COMPACT = H * TPH * BM * BM * 4 > 24 * 1024 ** 3\n226:    if COMPACT:\n238:                     H=H, HKV=HKV, D=D, BM=BM, BK=c['BK'], WS=c['ws'], STORE=c['store'], ORD=ORD, COMPACT=COMPACT, num_warps=c['nw1'], num_stages=c['st1'])\n240:                       BH=c['BH'], WS2=c['ws2'], ORD=ORD, COMPACT=COMPACT, num_warps=c['nw2'], num_stages=c['st2'])\n242:                       BH=c['BH'], WS2=c['ws2'], ORD=ORD, COMPACT=COMPACT, num_warps=c['nw2'], num_stages=c['st2'])\n244:                     BH=c['BH'], WS2=c['ws2'], ORD=ORD, COMPACT=COMPACT, num_warps=c['nw3'], num_stages=c['st3'])\nshape 0 n=1,L=8192,Hq=16,Hkv=8,window=-1: ok 1486.9 us  expert 1518  ratio 1.021\nshape 1 n=1,L=8192,Hq=16,Hkv=8,window=1023: ok 572.4 us  expert 510  ratio 0.891\nshape 2 n=2,L=4096,Hq=16,Hkv=2,window=-1: ok 959.6 us  expert 980  ratio 1.021\nshape 3 n=8,L=2048,Hq=16,Hkv=8,window=-1,ragged=True: ok 1177.8 us  expert 1165  ratio 0.989\nshape 4 n=4,L=2048,Hq=8,Hkv=4,window=-1: ok 303.1 us  expert 302  ratio 0.996\nshape 5 n=4,L=4096,Hq=8,Hkv=4,window=1023,ragged=True: ok 549.9 us  expert 520  ratio 0.946\ngeomean ratio 0.9762538002388675","is_error":false}]},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"78fb7f1b-97a7-4b96-9788-969a722bf0c3","timestamp":"2026-10-18T11:44:43.978Z","tool_use_result":{"stdout":"40:         WS: tl.constexpr, STORE: tl.constexpr, ORD: tl.constexpr, COMPACT: tl.constexpr):\n75:    if COMPACT:\n115:         H: tl.constexpr, HKV: tl.constexpr, D: tl.constexpr, BM: tl.constexpr, BH: tl.constexpr, WS2: tl.constexpr, ORD: tl.constexpr, COMPACT: tl.constexpr):\n133:    if COMPACT:\n153:        if COMPACT:\n168:         H: tl.constexpr, HKV: tl.constexpr, D: tl.constexpr, BM: tl.constexpr, BH: tl.constexpr, WS2: tl.constexpr, ORD: tl.constexpr, COMPACT: tl.constexpr):\n191:    if COMPACT:\n224:    COMPACT = H * TPH * BM * BM * 4 > 24 * 1024 ** 3\n226:    if COMPACT:\n238:                     H=H, HKV=HKV, D=D, BM=BM, BK=c['BK'], WS=c['ws'], STORE=c['store'], ORD=ORD, COMPACT=COMPACT, num_warps=c['nw1'], num_stages=c['st1'])\n240:                       BH=c['BH'], WS2=c['ws2'], ORD=ORD, COMPACT=COMPACT, num_warps=c['nw2'], num_stages=c['st2'])\n242:                       BH=c['BH'], WS2=c['ws2'], ORD=ORD, COMPACT=COMPACT, num_warps=c['nw2'], num_stages=c['st2'])\n244:                     BH=c['BH'], WS2=c['ws2'], ORD=ORD, COMPACT=COMPACT, num_warps=c['nw3'], num_stages=c['st3'])\nshape 0 n=1,L=8192,Hq=16,Hkv=8,window=-1: ok 1486.9 us  expert 1518  ratio 1.021\nshape 1 n=1,L=8192,Hq=16,Hkv=8,window=1023: ok 572.4 us  expert 510  ratio 0.891\nshape 2 n=2,L=4096,Hq=16,Hkv=2,window=-1: ok 959.6 us  expert 980  ratio 1.021\nshape 3 n=8,L=2048,Hq=16,Hkv=8,window=-1,ragged=True: ok 1177.8 us  expert 1165  ratio 0.989\nshape 4 n=4,L=2048,Hq=8,Hkv=4,window=-1: ok 303.1 us  expert 302  ratio 0.996\nshape 5 n=4,L=4096,Hq=8,Hkv=4,window=1023,ragged=True: ok 549.9 us  expert 520  ratio 0.946\ngeomean ratio 0.9762538002388675","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"tool_result_meta":[{"id":"toolu_01VDBEVrcBJKNuQeLQQG43ME","permission_decision":{"decision":"accept","source":"config","reason_type":"mode"}}]}
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{"type":"assistant","message":{"model":"claude-opus-5-5","id":"msg_011Cg9eNejeVgLykf6TdyehT","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"v13 performs on par with v11 on public shapes (0.976x) without triggering the compact path. I'm now testing edge cases—L=1, non-powers-of-two, window=0, G=1, ragged shapes, and a long sequence—on both the normal and forced-compact paths before saving.\n\n","signature":"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"}],"container":null,"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":4979,"cache_read_input_tokens":199681,"cache_creation":{"ephemeral_5m_input_tokens":4979,"ephemeral_1h_input_tokens":0},"output_tokens":4,"service_tier":"standard","inference_geo":"global","speed":"standard"},"input_transformations":[],"diagnostics":null,"context_management":null},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"99590f60-998d-42df-af05-92edd80edbee","timestamp":"2026-10-18T11:44:51.575Z","request_id":"req_011Cg9eNdwmxD1WJCqPyLjMb","narration_block_indexes":[0],"thinking_duration_ms":1,"thinking_display":"summarized"}
{"type":"assistant","message":{"model":"claude-opus-5-5","id":"msg_011Cg9eNejeVgLykf6TdyehT","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01GaUSJPCTA3kcQnqEwmGgVf","name":"Bash","input":{"command":"sed 's/COMPACT = H \\* TPH \\* BM \\* BM \\* 4 > 24 \\* 1024 \\*\\* 3/COMPACT = True/' v13.py > v13c.py && grep -c \"COMPACT = True\" v13c.py && cat > edge.py << 'EOF'\nimport sys, torch, importlib.util\nsys.path.insert(0, '/workspace')\nimport task as T\nshapes = [\n    {'n': 1, 'L': 1, 'Hq': 2, 'Hkv': 1, 'window': -1},\n    {'n': 3, 'L': 100, 'Hq': 4, 'Hkv': 2, 'window': -1, 'ragged': True},\n    {'n': 2, 'L': 300, 'Hq': 8, 'Hkv': 8, 'window': 0},\n    {'n': 5, 'L': 257, 'Hq': 16, 'Hkv': 2, 'window': 127, 'ragged': True},\n    {'n': 2, 'L': 512, 'Hq': 8, 'Hkv': 4, 'window': -1, 'long': 1500},\n    {'n': 3, 'L': 700, 'Hq': 16, 'Hkv': 8, 'window': 1023, 'long': 2100},\n]\nfor path in sys.argv[1:]:\n    spec = importlib.util.spec_from_file_location('cand', path); mod = importlib.util.module_from_spec(spec); spec.loader.exec_module(mod)\n    for sh in shapes:\n        case = T.make_case(sh, 3, 'cuda')\n        exp = T.reference([a.clone() if torch.is_tensor(a) else a for a in case.args])\n        for i in (9, 10, 11): case.args[i].fill_(float('nan'))\n        mod.kernel_fn(*case.args); torch.cuda.synchronize()\n        ok, st = T.TASK.check({i: case.args[i] for i in case.checked}, exp)\n        print(path, sh, 'OK' if ok else f'FAIL {st}', flush=True)\nEOF\ntimeout 600 python edge.py v13.py v13c.py 2>&1 | grep -v USDT","description":"Run edge-shape correctness tests on both layouts"},"caller":{"type":"direct"}}],"container":null,"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":4979,"cache_read_input_tokens":199681,"cache_creation":{"ephemeral_5m_input_tokens":4979,"ephemeral_1h_input_tokens":0},"output_tokens":4,"service_tier":"standard","inference_geo":"global","speed":"standard"},"input_transformations":[],"diagnostics":null,"context_management":null},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"a54a1dfe-7a23-404f-abb2-b6b8a4648290","timestamp":"2026-10-18T11:44:55.947Z","request_id":"req_011Cg9eNdwmxD1WJCqPyLjMb"}
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{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01GaUSJPCTA3kcQnqEwmGgVf","type":"tool_result","content":"1\nv13.py {'n': 1, 'L': 1, 'Hq': 2, 'Hkv': 1, 'window': -1} OK\nv13.py {'n': 3, 'L': 100, 'Hq': 4, 'Hkv': 2, 'window': -1, 'ragged': True} OK\nv13.py {'n': 2, 'L': 300, 'Hq': 8, 'Hkv': 8, 'window': 0} OK\nv13.py {'n': 5, 'L': 257, 'Hq': 16, 'Hkv': 2, 'window': 127, 'ragged': True} OK\nv13.py {'n': 2, 'L': 512, 'Hq': 8, 'Hkv': 4, 'window': -1, 'long': 1500} OK\nv13.py {'n': 3, 'L': 700, 'Hq': 16, 'Hkv': 8, 'window': 1023, 'long': 2100} OK\nv13c.py {'n': 1, 'L': 1, 'Hq': 2, 'Hkv': 1, 'window': -1} OK\nv13c.py {'n': 3, 'L': 100, 'Hq': 4, 'Hkv': 2, 'window': -1, 'ragged': True} OK\nv13c.py {'n': 2, 'L': 300, 'Hq': 8, 'Hkv': 8, 'window': 0} OK\nv13c.py {'n': 5, 'L': 257, 'Hq': 16, 'Hkv': 2, 'window': 127, 'ragged': True} OK\nv13c.py {'n': 2, 'L': 512, 'Hq': 8, 'Hkv': 4, 'window': -1, 'long': 1500} OK\nv13c.py {'n': 3, 'L': 700, 'Hq': 16, 'Hkv': 8, 'window': 1023, 'long': 2100} OK","is_error":false}]},"parent_tool_use_id":null,"session_id":"7ab31230-a8af-462d-87c8-1694924f5168","uuid":"67d5351e-5ea5-4d47-a731-1e02365a8dd7","timestamp":"2026-10-18T11:45:23.247Z","tool_use_result":{"stdout":"1\nv13.py {'n': 1, 'L': 1, 'Hq': 2, 'Hkv': 1, 'window': -1} OK\nv13.py {'n': 3, 'L': 100, 'Hq': 4, 'Hkv': 2, 'window': -1, 'ragged': True} OK\nv13.py {'n': 2, 'L': 300, 'Hq': 8, 'Hkv': 8, 'window': 0} OK\nv13.py {'n': 5, 'L': 257, 'Hq': 16, 'Hkv': 2, 'window': 127, 'ragged': True} OK\nv13.py {'n': 2, 'L': 512, 'Hq': 8, 'Hkv': 4, 'window': -1, 'long': 1500} OK\nv13.py {'n': 3, 'L': 700, 'Hq': 16, 'Hkv': 8, 'window': 1023, 'long': 2100} OK\nv13c.py {'n': 1, 'L': 1, 'Hq': 2, 'Hkv': 1, 'window': -1} OK\nv13c.py {'n': 3, 'L': 100, 'Hq': 4, 'Hkv': 2, 'window': -1, 'ragged': True} OK\nv13c.py {'n': 2, 'L': 300, 'Hq': 8, 'Hkv': 8, 'window': 0} OK\nv13c.py {'n': 5, 'L': 257, 'Hq': 16, 'Hkv': 2, 'window': 127, 'ragged': True} OK\nv13c.py {'n': 2, 'L': 512, 'Hq': 8, 'Hkv': 4, 'window': -1, 'long': 1500} OK\nv13c.py {'n': 3, 'L': 700, 'Hq': 16, 'Hkv': 8, 'window': 1023, 'long': 2100} OK","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"tool_result_meta":[{"id":"toolu_01GaUSJPCTA3kcQnqEwmGgVf","permission_decision":{"decision":"accept","source":"config","reason_type":"mode"}}]}
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