Publish complete experimental Audio8 Q4 model and runtimes

Experimental release; accuracy, memory and latency limits are documented.
Release manifest SHA256: 94e528576fcb5bcabbb50295a9422f59b15515930c0298f0d22d9614c20c3a39

.gitattributes

@@ -33,3 +33,13 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+assets/frontend.a8m filter=lfs diff=lfs merge=lfs -text
+assets/tokenizer.a8tok filter=lfs diff=lfs merge=lfs -text
+assets/tokenizer.json filter=lfs diff=lfs merge=lfs -text
+bin/linux-x86_64/audio8-stream filter=lfs diff=lfs merge=lfs -text
+gguf/audio8-q4_0.gguf filter=lfs diff=lfs merge=lfs -text
+gguf/bin/linux-x86_64-cuda/audio8-gguf filter=lfs diff=lfs merge=lfs -text
+gguf/bin/linux-x86_64-cuda/libaudio8-bridge.so filter=lfs diff=lfs merge=lfs -text
+gguf/bin/linux-x86_64-vulkan/audio8-gguf filter=lfs diff=lfs merge=lfs -text
+gguf/bin/linux-x86_64-vulkan/libaudio8-bridge.so filter=lfs diff=lfs merge=lfs -text
+model/audio8-q4.a8m filter=lfs diff=lfs merge=lfs -text

LICENSE

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README.md

@@ -0,0 +1,231 @@
+---
+license: apache-2.0
+base_model: Edge0/Audio8-ASR-Infinite
+base_model_relation: quantized
+pipeline_tag: automatic-speech-recognition
+language: [en, zh]
+tags: [audio8, streaming-asr, quantized, rust, mlx, gguf, experimental]
+---
+
+# Audio8 compressed — experimental complete Q4 model
+
+**Experimental, not production ready. This is a complete 4-bit checkpoint, not a ternary model.**
+It includes the encoder, decoder, projector, tied embedding/output weights and
+small original BF16 tensors. It is much smaller than the original BF16 weights,
+but accuracy loss remains. The requested hard limit of one second after every
+spoken word is **not met universally**. The soft 1–2 GB memory target is also
+exceeded on measured consumer routes. These limits have not been renamed as
+passing acceptance gates.
+
+This release uses the RT18/240 ms training-calibrated decoder Q4 candidate.
+Silero VAD keeps its continuous state while restarting ASR after two seconds of
+silence, with 400 ms preroll. Whole-input evaluation counts words omitted by the
+gate as errors. This helps long recordings but does not cure every omission or
+prove arbitrary-duration accuracy.
+
+On one exposed 319.715-second AMI English diagnostic, the selected MLX B4
+consumer made **186 errors out of 478 reference words (38.91% WER)**; the original
+BF16 model with the same frozen silence boundaries made 171/478 (35.77%).
+The original control and MLX consumer use different compute backends, so this
+is a practical comparison rather than an exact weight-only causal experiment.
+All 22 segments and 2,831 ASR clocks completed. Measured MLX peak process RSS was
+2,645,917,696 bytes; measured process footprint was about 3.382 GB. Those are
+different memory measures. The labeled matched-word latency diagnostic had
+median 0.709 s, p95 0.970 s and 13 matches above one second, with maximum 5.559 s;
+alignment/annotation uncertainty remains. Missing and ambiguous words do not
+establish a passing latency claim. This exposed case is not a fresh held-out
+acceptance result.
+
+| Full English diagnostic | Errors /478 words | Peak process RSS | Queue /latency result |
+|---|---:|---:|---|
+| Original BF16 CUDA, frozen silence resets |171 (35.77% WER)|Not compared|Unpaced quality control; no latency claim|
+| Native CPU BF16, batch1 |185 (38.70% WER)|2.431 GB|Non-EOF receipt queue **10.146s: sustained real-time failed**|
+| MLX F16/BF16, batch4 |186 (38.91% WER)|2.646 GB|Non-EOF queue0.337s; 13 labeled matches >1s; memory target exceeded|
+
+See `evaluation/paired-quality.json` for exact aggregates, report hashes and
+limitations. MLX footprint was3.382GB, separately from RSS. Work-only RTF is
+not advertised as real-time speed because pauses/gating hide speech backlog.
+
+## Download one model format
+
+| Runtime | Weight file | Approximate storage |
+|---|---|---:|
+| Linux Rust CPU | `model/audio8-q4.a8m` | 2.187 GB |
+| Apple Silicon MLX | `mlx_weights/weights.bin` plus its metadata | 2.187 GB |
+| CUDA / Vulkan custom GGML runtime | `gguf/audio8-q4_0.gguf` | 2.330 GB |
+
+These are alternative downloads, not three models that must be loaded together.
+GGUF preserves the packed source's reconstructed values; its group32 scales
+increase file size. Stock llama.cpp does **not** implement this Audio8 graph.
+Use the supplied Audio8 consumer, not an ordinary chat-model GGUF loader.
+
+## Input and readable output
+
+All launchers take mono, 16 kHz, float32 little-endian PCM. Convert a file with
+the separately installed FFmpeg utility:
+
+```sh
+ffmpeg -i input.wav -f f32le -acodec pcm_f32le -ar 16000 -ac 1 audio.f32le
+```
+
+The runtime flushes `caption_stream_ready`, `caption_text_delta` and completion
+JSON lines. Each text-delta event has a `text` string to append. Use `-` instead
+of a filename for stdin; a live producer should wait for readiness before
+starting its audio clock. File decoding without pacing is not a live-latency
+measurement. Loading and projection warmup happen before readiness.
+
+## Linux CPU
+
+The supplied native executable is Linux x86_64 and requires GLIBC 2.35 or newer.
+Its tested BF16 route used an AMD Ryzen AI 9 HX 370 (12 physical/24 logical cores)
+on Linux7.0/glibc2.43, with eight selected physical cores and nice15. Other CPU families,
+instruction fallbacks, core counts and distributions have no equivalent speed
+claim. The launcher chooses up to eight distinct physical cores within the
+inherited allowed mask; if topology is unavailable it preserves the mask and
+reports that fallback. It does not change other processes or system policy.
+
+```sh
+chmod +x bin/linux-x86_64/audio8-stream
+sh ./run-cpu-linux-x86_64.sh audio.f32le en
+```
+
+Use `zh` for Chinese. The fixed profile is BF16 activation, BF16 cache, RT18/240,
+batch1, eight workers/four tasks. Do not invoke the raw binary without its
+precision flags: its legacy A8 default failed quality checks for this model.
+Python3 is required only by the Linux topology-selector launcher.
+
+To rebuild, the exact native and tract sources and locks are included:
+
+```sh
+cargo build --manifest-path native/Cargo.toml --locked --release --features x86-vnni,silero --bin audio8-stream
+```
+
+The current packaged native build passed 6 caption, 3 gated-input, 8 CLI and one
+BF16-mode tests plus strict Clippy over the selected library/CLI/tests. An
+unfiltered full-library and ASR-CLI execution was not part of that build record.
+
+## Apple Silicon
+
+Use Python3.12 on Apple Silicon macOS. The tested route used an M2 on macOS26.5.1.
+Install the pinned MLX, NumPy and **CPU** ONNX Runtime packages in a virtualenv:
+
+```sh
+python3.12 -m venv .venv
+. .venv/bin/activate
+python -m pip install -r requirements-mlx.txt
+sh ./run-mlx.sh audio.f32le en
+```
+
+The shipped source is exactly the completed B4 diagnostic snapshot: compiled
+F16 compute, BF16 cache, fused projections, projection warmup and batch4 after
+the first batch1. The allocator limit is 4 GiB, not a process-RSS guarantee.
+
+## CUDA and Vulkan
+
+GPU consumers use explicit devices and never silently substitute a CPU backend.
+Their availability, tested devices and actual linked-library requirements are
+recorded below. Native drivers remain external dependencies. Diagnostic GPU
+binaries may require the exact newer GNU/CUDA/Vulkan environment reported;
+they do not establish compatibility with every Linux distribution or GPU.
+The current GPU executables/bridges require **GLIBC2.43**, unlike the CPU
+binary's GLIBC2.35 floor. These are diagnostic builds with narrower portability.
+
+| GPU route | Tested device | Build/runtime scope | Result scope |
+|---|---|---|---|
+| CUDA | NVIDIA RTX5080 Laptop | CUDA13.3 runtime libraries, SM120a build, Linux x86_64 /GLIBC2.43 | Exact short EN0 gated smoke; other GPU architectures unverified |
+| Vulkan | NVIDIA RTX5080 Laptop | Compatible Vulkan loader/driver, Linux x86_64 /GLIBC2.43 | Exact short EN0 gated smoke |
+| Vulkan | AMD Radeon890M integrated GPU | Same Vulkan binary and explicit device1 | Correct short smoke, slower than input clock |
+
+CUDA users must make the matching CUDA13.3 shared libraries discoverable by the
+system loader (for example `LD_LIBRARY_PATH=/usr/local/cuda-13.3/lib64` when
+installed there). GPU package/source files do not include proprietary drivers.
+After the corresponding component is marked `smoke_passed`, restore executable
+permissions after downloading, then run:
+
+```sh
+chmod +x gguf/bin/linux-x86_64-cuda/audio8-gguf
+chmod +x gguf/bin/linux-x86_64-vulkan/audio8-gguf
+sh ./run-cuda.sh audio.f32le en 0
+sh ./run-vulkan.sh audio.f32le en 0
+```
+
+The GGUF file is pinned by full SHA256 on every load. GPU source archives include
+the custom Audio8 graph and backend patches; consumer and linked-backend source
+envelopes are preserved separately where built separately.
+
+```json
+{
+  "native": {
+    "status": "focused_tests_passed",
+    "scope": "Linux x86_64, Ubuntu22.04 build, GLIBC\u22652.35; exact native inference evidence is reported separately.",
+    "tests": {
+      "caption": 6,
+      "gated": 3,
+      "cli": 8,
+      "bf16_mode": 1
+    },
+    "unfiltered_library_suite_run": false
+  },
+  "mlx": {
+    "status": "full_input_diagnostic_passed",
+    "scope": "Apple M2 / macOS26.5.1, exact compiled F16/BF16 B4 source; accuracy and word-delay misses remain."
+  },
+  "cuda": {
+    "status": "smoke_passed",
+    "tested_scope": "Exact packaged CLI with --silero-vad, RT18/240ms/B1, new calibratedQ4GGUF, complete5.855s EN0 via actual20ms stdin. Three short development functionality smokes only. NVIDIA RTX5080LaptopCUDA0.",
+    "limitations": [
+      "The1/17 scorer difference is the retained Mister/Mr abbreviation normalization; no dropped reference words in this clip.",
+      "First readable receipt is measured from input start, not word-end-aligned latency. The one-second per-word requirement is not qualified by this short fixture.",
+      "AMD integrated Vulkan is slower than the input clock in this smoke.",
+      "WorkRTF includes VAD-gated silence; it is not sustained uninterrupted-speech throughput.",
+      "ProcessRSS excludes device-resident GPU allocation. PeakGPU memory was not sampled; buffer/payload figures are separate.",
+      "Known long-speech omissions, memory target misses and sustained/native latency failures remain; fresh qualification was not run."
+    ],
+    "glibc_required": "2.43",
+    "linkage_scope": "CLI resolves adjacent bridge via $ORIGIN; external GPU driver and matching system runtime libraries are required.",
+    "cuda_scope": "CUDA13.3, SM120a; tested RTX5080 Laptop only"
+  },
+  "vulkan": {
+    "status": "smoke_passed",
+    "tested_scope": "Exact packaged CLI with --silero-vad, RT18/240ms/B1, new calibratedQ4GGUF, complete5.855s EN0 via actual20ms stdin. Three short development functionality smokes only. NVIDIA RTX5080LaptopVulkan0 and AMD Radeon890M Vulkan1.",
+    "limitations": [
+      "The1/17 scorer difference is the retained Mister/Mr abbreviation normalization; no dropped reference words in this clip.",
+      "First readable receipt is measured from input start, not word-end-aligned latency. The one-second per-word requirement is not qualified by this short fixture.",
+      "AMD integrated Vulkan is slower than the input clock in this smoke.",
+      "WorkRTF includes VAD-gated silence; it is not sustained uninterrupted-speech throughput.",
+      "ProcessRSS excludes device-resident GPU allocation. PeakGPU memory was not sampled; buffer/payload figures are separate.",
+      "Known long-speech omissions, memory target misses and sustained/native latency failures remain; fresh qualification was not run."
+    ],
+    "glibc_required": "2.43",
+    "linkage_scope": "CLI resolves adjacent bridge via $ORIGIN; external GPU driver and matching system runtime libraries are required."
+  }
+}
+```
+
+## Profile, provenance and integrity
+
+The launchers enforce `execution_profile.json`; only input, language and the declared prefix operation are configurable.
+
+`run-cpu-linux-x86_64.sh` uses BF16 activations, realtime startup, 240 ms model delay, 8 workers, 4 tasks per worker, batch 1 after first batch 1, BF16 cache, default worker QoS, and prefix policy `none`. Arbitrary runtime flags are refused.
+
+This Linux launcher also requires Python 3. It selects one logical CPU from each of 8 distinct physical cores inside the inherited allowed mask, ranking static maximum frequency first and then CPU ID. It changes only its own process affinity and records the actual selection on stderr. If topology or enough physical cores are unavailable, it preserves the inherited mask; performance in that fallback is unverified. No speed claim extends to untested hardware.
+
+Its process nice setting is None (null means inherited).
+
+`run-mlx.sh` explicitly selects realtime18/240 ms, float16 compute, BF16 cache, batch 4, fused projections, compiled math and projection warmup before readiness. The MLX allocator limit is 4 GiB; it is not a process-RSS guarantee.
+
+The optional Silero caption profile is explicitly bound to the declared experimental ASR weights and the ONNX, policy, source and dependency hashes in `execution_profile.json`. Silero uses 512-sample frames at 16 kHz, probability ≥0.5, 400 ms preroll and 2 s of silence to reset ASR state; its own VAD state continues. Only global EOF receives synthetic audio drain. Gated speech omissions remain errors in whole-input evaluation. MLX uses the pinned CPU ONNX Runtime package; native uses the source-pinned tract dependency. The MIT license and exact vendored-model origin are included under `licenses/` and `provenance/`. This policy is not a general latency or accuracy guarantee.
+
+Source model: `Edge0/Audio8-ASR-Infinite`, revision
+`b4413de154ed6bdef0a4011028b1ebd12aca8152`; Audio8 source commit
+`c8ba8eea829be0339e8d7757f8ca52dac06e1e32`. Decoder calibration used only the
+declared training clips and matched RT18/240 clocks. Earlier ternary/Q3 and
+other failed candidates are not these weights. Upstream pretraining overlap
+with evaluation audio is unknown.
+
+`release_manifest.json` and `SHA256SUMS` identify every shipped byte. Check with
+`sha256sum -c SHA256SUMS` on Linux or `shasum -a 256 -c SHA256SUMS` on macOS.
+Model metadata retains source, parent, training-capture and fitter provenance.
+Only aggregate evaluation evidence is included; no raw audio or reference
+transcripts are distributed here. See `LICENSE`, `THIRD_PARTY_NOTICES.md`,
+`licenses/silero-MIT.txt` and retained dependency/source notices.

SHA256SUMS

@@ -0,0 +1,213 @@
+cfc7749b96f63bd31c3c42b5c471bf756814053e847c10f3eb003417bc523d30  LICENSE
+b00e1558b5bebbf7e3deeadc59e8d12b06eda452482192924340186fbd17b33b  README.md
+bf1bdaa245a5a4886d7a061d09a072e819079d20d55440e817156cf1f3133497  THIRD_PARTY_NOTICES.md
+744baed356a8c86a9791fc76cecb73219ed4aff795147c6cdc082337a13f019c  assets/config.json
+ab3a69e95c9a7fd54adeec09c9cdfe4c79fa81f85908f2154d074bde9ee43102  assets/frontend.a8m
+d3f96050ed55e02136d3cea2d1c03c0163d8e93631cdfb87bf0e82945ed2db64  assets/generation_config.json
+ee0dac67c684faa527db5d26a75109e168723fdae38b49e0c1bb471a953f6c45  assets/preprocessor_config.json
+2ea01f63c7fd6aab1275102726af22759f3589b793db504442ae0e589836c08b  assets/silero-caption-policy.json
+1a153a22f4509e292a94e67d6f9b85e8deb25b4988682b7e174c65279d8788e3  assets/silero_vad.onnx
+7fdc1e903297ea1fa438b77503db993c50a67f8b325b4e55754f08b8579c5410  assets/tokenizer.a8tok
+72f8b7e878ee6606c309881f68201e277f9dae50175a387074a5181d771b9599  assets/tokenizer.json
+ceca11f549d6a8550430c7272e9aa40582bffd633f8998335883a428f4d77fb9  assets/tokenizer_config.json
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+    "production_accuracy_approved": false,
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+  },
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+}

evaluation/paired-quality.json

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+{
+  "format": "audio8-experimental-paired-quality-v1",
+  "status": "diagnostic_complete",
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+  "scope": "Exposed 319.715-second English AMI recording; not fresh held-out acceptance.",
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+        "rss_source_unit": "KiB (1024 bytes)",
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+        "system_seconds": 84.95,
+        "scope": "Fresh native child process including loading and inference; excludes Python harness. RSS and footprint are separate measurements and must not be summed."
+      },
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+        "timing_basis": "Independent host receipt of flushed JSONL since paced20ms producer start; all source words retained",
+        "correctly_matched_units": 298,
+        "ambiguous_matched_units": 8,
+        "ambiguity_method": "all minimum unit-cost Levenshtein paths, without timing-based selection",
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+        "limitation": "Lag summaries use one deterministic text alignment and are descriptive when alternative optimal alignments exist. Only unambiguous matches can support per-word timing claims. Omissions/substitutions remain errors, never zero-latency successes. Published reference timing uncertainty and overlapping-speaker word order are not independently corrected."
+      },
+      "all_source_audio_observed": true,
+      "emissions": 2831,
+      "segments": 22,
+      "sustained_realtime_pass": false,
+      "scope": "Ryzen AI9 HX370, Linux7.0/glibc2.43 runtime; Ubuntu22/glibc2.35 build; CPU mask0-7,8workers,nice15. Launcher uses topology selection/inherited niceness; no universal performance claim."
+    },
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+        "user_seconds": 65.51,
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+        "scope": "Fresh native child process including loading and inference; excludes Python harness. RSS and footprint are separate measurements and must not be summed."
+      },
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+        "ambiguity_method": "all minimum unit-cost Levenshtein paths, without timing-based selection",
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+        "whole_release_pass": false,
+        "limitation": "Lag summaries use one deterministic text alignment and are descriptive when alternative optimal alignments exist. Only unambiguous matches can support per-word timing claims. Omissions/substitutions remain errors, never zero-latency successes. Published reference timing uncertainty and overlapping-speaker word order are not independently corrected."
+      },
+      "all_source_audio_observed": true,
+      "emissions": 2831,
+      "segments": 22
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+      "reference_units": 478,
+      "errors": 171,
+      "scope": "Original BF16 CUDA, same frozen22 silence segments; unpaced quality only."
+    }
+  },
+  "limits": [
+    "Original and MLX controls differ in backend/activation arithmetic.",
+    "Work RTF includes gated silence and does not establish sustained speech throughput.",
+    "Memory target and universal one-second word latency are unmet.",
+    "Ambiguous/unmatched words cannot establish passing latency."
+  ]
+}

execution_profile.json

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+{
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+    "license_sha256": "2e63e9a38b6e8fc0c7bc37ce174caca1862870856c6daf5697cfb785e925520b",
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+      "math_mode": "compiled",
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+      "startup": "realtime18",
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+        "license_sha256": "2e63e9a38b6e8fc0c7bc37ce174caca1862870856c6daf5697cfb785e925520b",
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+      },
+      "path": "run-cpu-linux-x86_64.sh",
+      "profile": {
+        "activation": "bf16",
+        "batch_windows": 1,
+        "cache_dtype": "bfloat16",
+        "cpu_affinity": {
+          "policy": "linux-physical-cores-v1",
+          "workers": 8
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+        "first_batch_windows": 1,
+        "gear": 4,
+        "nice": null,
+        "pool_driver": true,
+        "prefix_mode": "none",
+        "row_tasks": 4,
+        "startup": "realtime",
+        "worker_qos": "default",
+        "workers": 8
+      }
+    }
+  },
+  "primary_native_platform": "linux-x86_64",
+  "production_ready": false,
+  "status": "experimental"
+}

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gguf/licenses/cuda/audio8-Apache-2.0.txt

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+
+                                 Apache License
+                           Version 2.0, January 2004
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+
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+   5. Submission of Contributions. Unless You explicitly state otherwise,
+      any Contribution intentionally submitted for inclusion in the Work
+      by You to the Licensor shall be under the terms and conditions of
+      this License, without any additional terms or conditions.
+      Notwithstanding the above, nothing herein shall supersede or modify
+      the terms of any separate license agreement you may have executed
+      with Licensor regarding such Contributions.
+
+   6. Trademarks. This License does not grant permission to use the trade
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gguf/licenses/cuda/ggml-MIT.txt

@@ -0,0 +1,21 @@
+MIT License
+
+Copyright (c) 2023-2026 The ggml authors
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
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+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.

gguf/licenses/cuda/native-dependencies.tar.gz

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gguf/licenses/vulkan/audio8-Apache-2.0.txt

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+
+                                 Apache License
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+
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gguf/licenses/vulkan/ggml-MIT.txt

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+MIT License
+
+Copyright (c) 2023-2026 The ggml authors
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
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+furnished to do so, subject to the following conditions:
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+copies or substantial portions of the Software.
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+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.

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gguf/provenance/cuda/gated-en0-smoke.json

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+    "First readable receipt is measured from input start, not word-end-aligned latency. The one-second per-word requirement is not qualified by this short fixture.",
+    "AMD integrated Vulkan is slower than the input clock in this smoke.",
+    "WorkRTF includes VAD-gated silence; it is not sustained uninterrupted-speech throughput.",
+    "ProcessRSS excludes device-resident GPU allocation. PeakGPU memory was not sampled; buffer/payload figures are separate.",
+    "Known long-speech omissions, memory target misses and sustained/native latency failures remain; fresh qualification was not run."
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