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{
  "release_name": "Ling-3.0-Flash-CIRU-int4-Strix-native",
  "release_archive": "Ling-3.0-Flash-CIRU-int4-Strix-native.tar.gz",
  "release_type": "runtime-distribution",
  "weights_changed": false,
  "base_model": {
    "repo_id": "inclusionAI/Ling-3.0-flash-int4",
    "revision": "ca3ea63b0255d212c4fe6020db9e0a51ce136006",
    "format": "compressed-tensors packed INT4 safetensors",
    "shards": 24,
    "shard_bytes": 77012299464,
    "native_context": 262144
  },
  "recommended_live_generation": {
    "source": "https://huggingface.co/inclusionAI/Ling-3.0-flash-int4",
    "source_revision": "ca3ea63b0255d212c4fe6020db9e0a51ce136006",
    "temperature": 0.6,
    "top_p": 0.95,
    "top_k": 20,
    "enable_thinking": true
  },
  "runtime": {
    "upstream_repo": "https://github.com/vllm-project/vllm.git",
    "upstream_base": "d35eb6c44071ea806018841c490f0d2f3219c485",
    "ciru_head": "838616875c5dd4913d9f753221bf05f64cb7a7ed",
    "commits_ahead": 17,
    "net_files_changed": 10,
    "net_insertions": 477,
    "net_deletions": 28,
    "engine_revision": "2026-08-10-startup-and-installer-hardening",
    "rocr_idle_fix": {
      "upstream_repo": "https://github.com/ROCm/rocm-systems.git",
      "upstream_commit": "44be71b52284948e58c93f65f46910399773fdcd",
      "library": "libhsa-runtime64.so.1.21.0",
      "source_changes": "none; host-native GCC rebuild of the pinned wheel source",
      "activation": "checksum-verified LD_PRELOAD in packaged launchers",
      "rollback_environment": "CIRU_DISABLE_ROCR_IDLE_FIX=1"
    }
  },
  "validated_stack": {
    "python": "3.12.12",
    "torch": "2.13.0+rocm7.15.0a20260728",
    "hip": "7.15.0",
    "triton": "3.8.0+git4cff872c.rocm7.15.0a20260728",
    "flash_attention": "2.8.3",
    "gpu": "AMD Radeon 8060S",
    "architecture": "gfx1151"
  },
  "profiles": {
    "native_256k": {"max_model_len": 262144, "max_num_seqs": 6, "max_num_batched_tokens": 8192, "gpu_memory_utilization": 0.72, "kv_pool_tokens_observed": 1457313, "full_context_concurrency_observed": 5.56},
    "experimental_yarn_1m": {"max_model_len": 1048576, "max_num_seqs": 2, "max_num_batched_tokens": 8192, "gpu_memory_utilization": 0.82, "native_training": false}
  },
  "platforms": {
    "validated": ["NixOS native Linux on gfx1151"],
    "documented_unvalidated": ["Ubuntu/Debian native Linux", "Fedora native Linux", "Arch native Linux", "Windows 11 WSL2 with AMD ROCDXG"],
    "unsupported": ["native Windows vLLM"]
  },
  "performance": {
    "host_scope": "single AMD Strix Halo gfx1151 host",
    "public_starting_target_only_tokens_per_second": 0.268944,
    "release_target_only_tokens_per_second": 21.4407,
    "release_native_mtp_k1_effective_tokens_per_second": 26.2343,
    "release_target_only_multiple": 79.72,
    "release_native_mtp_k1_multiple": 97.55,
    "comparison_scope": "full campaign progression; starting TG8 and final TG32, not a single-variable matched A/B",
    "exact_2k_k1_concurrency": {
      "protocol": "exact 2048 input tokens, forced 256 output tokens, K1 MTP, unique cache salts, no prefix reuse, max_num_batched_tokens=8192",
      "repetitions_per_concurrency": 3,
      "all_18_runs_valid": true,
      "no_speed_regression": true,
      "c1": {"pp_tokens_per_second": 523.62, "aggregate_decode_tokens_per_second": 26.79, "wall_seconds": 13.45},
      "c2": {"pp_tokens_per_second": 520.98, "aggregate_decode_tokens_per_second": 38.23, "wall_seconds": 20.86},
      "c3": {"pp_tokens_per_second": 514.93, "aggregate_decode_tokens_per_second": 46.17, "wall_seconds": 28.08},
      "c4": {"pp_tokens_per_second": 523.95, "aggregate_decode_tokens_per_second": 57.12, "wall_seconds": 32.91},
      "c5": {"pp_tokens_per_second": 510.72, "aggregate_decode_tokens_per_second": 60.55, "wall_seconds": 39.67},
      "c6": {"pp_tokens_per_second": 520.49, "aggregate_decode_tokens_per_second": 63.51, "wall_seconds": 42.60},
      "validated_max_concurrency": 6
    },
    "rocm_mla_lse_fix_validation": {
      "runtime_commit": "91fab4e6dcaa683911655630dae8a5b140a7cb91",
      "focused_tests_passed": 31,
      "cuda_only_tests_deselected": 1,
      "reproducer_concurrency": 5,
      "reproducer_scenarios_passed": 5,
      "reproducer_request_error_rate": 0.0,
      "server_process_survived": true,
      "result_sha256": "f819148f8d49342a73fac2c8be6ce6cd08dfca01c238e94dd586bbd6e5894cd7"
    },
    "rocr_idle_fix_validation": {
      "baseline_cpu_temperature_c": 98.0,
      "corrected_idle_temperature_c_range": [38.8, 54.2],
      "hottest_idle_runtime_thread_cpu_percent_max": 1.4,
      "response_tokens": 256,
      "response_seconds": 9.731,
      "response_tokens_per_second": 26.307,
      "exact_api_output_passed": true
    },
    "retained_60k_prompt_512_output": {
      "native_source": "fabbc7e928dfa64c29dcdf0f795b05246555f4ae",
      "native_pp_tokens_per_second": 419.334843,
      "native_tg_tokens_per_second": 19.924752,
      "atomic_chat_pp_tokens_per_second": 265.63,
      "atomic_chat_tg_tokens_per_second": 25.11,
      "rocmfp4_pp_tokens_per_second": 249.23,
      "rocmfp4_tg_tokens_per_second": 19.00,
      "refresh_required_for_release_head": true
    }
  }
}