diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000000000000000000000000000000000000..481f442f0472a4c384759a4498c95b307a991278 --- /dev/null +++ b/.gitignore @@ -0,0 +1,4 @@ +.venv/ +work/ +__pycache__/ +*.pyc diff --git a/README.md b/README.md new file mode 100644 index 0000000000000000000000000000000000000000..cefed1283e6689e70fa6558cde831afc831e0731 --- /dev/null +++ b/README.md @@ -0,0 +1,78 @@ +--- +pretty_name: Embedding Quantization Reproducibility Bundle +tags: +- embeddings +- quantization +- mlx +- zerogpu +- reproducibility +--- + +# Embedding quantization reproducibility bundle + +This dataset contains the frozen inputs, vector artifacts, metrics, calibration +evidence, and scripts behind the companion engineering post on MLX Q/oQ/oQe +embedding quantization and CUDA-native controls. + +The model weights are not duplicated here. `models.lock.json` pins all 30 public +model repositories to exact Hub commits and records their canonical upstream +BF16 revisions. Quantized artifacts branch directly from their family's BF16 +checkpoint; no lossy conversion was used as another quantization's source. + +## Verify the published evidence + +```bash +hf download TiGa-RCE/embedding-quant-repro-2026-07-28 \ + --repo-type dataset --local-dir embedding-quant-repro +cd embedding-quant-repro +uv sync +uv run reproduce.py verify +uv run reproduce.py mixed-index +``` + +`verify` checks the locked revisions, bundle checksums, all 30 saved MLX vector +artifacts, and the three-family mixed-index result. `mixed-index` regenerates the +54 migration-direction measurements from the saved vectors without downloading +model weights. + +## Local MLX gate on Apple Silicon + +The quick profile downloads the locked 0.6B BF16 and representative Q4/Q6/Q8 +artifacts, then reproduces their vector comparisons: + +```bash +uv sync --extra mlx +uv run reproduce.py mlx --profile quick +``` + +The complete matrix is intentionally explicit because it downloads all 30 +checkpoints: + +```bash +uv run reproduce.py mlx --profile full --family all +``` + +## CUDA controls through ZeroGPU + +After authenticating with Hugging Face, the client invokes the bounded BF16, +bitsandbytes INT8, and bitsandbytes NF4 controls: + +```bash +hf auth login +uv sync --extra zerogpu +uv run reproduce.py cuda --family all --variant all +``` + +These bitsandbytes results are controls, not MLX Q/oQ/oQe equivalents. ZeroGPU +quota and scheduling still apply. + +## Evidence boundaries + +- The frozen set has 24 query/document pairs. This is an engineering smoke test, + not MTEB or a universal retrieval-quality claim. +- Q4 remains in the bundle as an intentionally failed fidelity comparator. +- GTE-Qwen2 1.5B CUDA vectors are quarantined from MLX cross-runtime trends + because that family failed loading-path parity. +- `scripts/frozen-original/` preserves the exact experiment scripts, including + their historical local paths. 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"Which city is the capital of France?", + "document": "Paris is the capital and most populous city of France." + }, + { + "query": "What is Canada's national capital rather than its largest city?", + "document": "Ottawa is the capital of Canada; Toronto is the country's largest city." + }, + { + "query": "How do green plants turn light into stored chemical energy?", + "document": "Photosynthesis uses light energy to convert carbon dioxide and water into sugars and oxygen." + }, + { + "query": "Which organelle produces most cellular ATP?", + "document": "Mitochondria generate most of a eukaryotic cell's ATP through oxidative phosphorylation." + }, + { + "query": "What vulnerability occurs when untrusted input changes a database query?", + "document": "SQL injection happens when attacker-controlled input alters the structure or meaning of a database query." + }, + { + "query": "Why must password hashes use a unique random salt?", + "document": "A unique salt prevents identical passwords from producing identical hashes and defeats precomputed rainbow tables." + }, + { + "query": "Which digest can verify that a downloaded file has not changed?", + "document": "A published SHA-256 digest can be recomputed and compared to detect accidental or malicious file changes." + }, + { + "query": "How can I identify the process listening on a local TCP port on macOS?", + "document": "The lsof command can map a listening TCP port to its owning process and process identifier." + }, + { + "query": "How can separate storage roles appear at stable paths on macOS?", + "document": "Named APFS volumes mount under stable paths such as /Volumes/Models or /Volumes/Labs." + }, + { + "query": "What is a small trainable adapter applied over frozen model weights?", + "document": "LoRA trains low-rank adapter matrices while leaving the base model weights frozen." + }, + { + "query": "What reduces model storage by representing weights with fewer bits?", + "document": "Weight quantization reduces model size and memory use by storing parameters at lower numerical precision." + }, + { + "query": "What calibration artifact records activation importance for enhanced quantization?", + "document": "An importance matrix, or imatrix, summarizes activation statistics used to guide importance-aware quantization." + }, + { + "query": "Which file format commonly packages quantized language models for llama.cpp?", + "document": "GGUF is a model container format widely used by llama.cpp for quantized weights and metadata." + }, + { + "query": "What database supports semantic search using dense numerical representations?", + "document": "A vector database indexes embedding vectors and retrieves items using similarity measures such as cosine similarity." + }, + { + "query": "What SQLite feature supports fast lexical search across document text?", + "document": "SQLite FTS5 provides an inverted full-text index for efficient token and phrase search." + }, + { + "query": "What layer translates a natural-language file question into a database query?", + "document": "A text-to-SQL layer converts a user's natural-language request into constrained SQL for the catalog." + }, + { + "query": "What should be checked before deleting a local backup after transfer?", + "document": "Verify the destination copy with cryptographic checksums before removing the local source." + }, + { + "query": "Where should unique locally trained weights be kept when they are not needed online?", + "document": "Cold storage is appropriate for unique LoRAs and locally produced model weights that must remain recoverable." + }, + { + "query": "What establishes the expected hosts, services, and ports before monitoring changes?", + "document": "A network baseline records normal hosts, listening services, process owners, and port relationships." + }, + { + "query": "How can a file type be recognized when its extension is misleading?", + "document": "File signatures inspect characteristic bytes in the content rather than trusting only the filename extension." + }, + { + "query": "Why does model inference compete with ordinary applications for memory on Apple silicon?", + "document": "Apple silicon uses unified memory, so CPU workloads, applications, and GPU model tensors share the same physical RAM." + }, + { + "query": "Why does a normal Linux Docker container not provide native MLX Metal acceleration?", + "document": "MLX targets Apple's Metal framework on macOS, while a standard Linux container does not expose that native runtime." + }, + { + "query": "Which tool efficiently synchronizes changed files without retransmitting everything?", + "document": "rsync compares source and destination state and transfers only the data needed to synchronize them." + }, + { + "query": "How are normalized embedding vectors commonly ranked for semantic retrieval?", + "document": "Cosine similarity ranks normalized embeddings by their vector alignment, with larger dot products indicating closer meaning." 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1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1 + ] +} diff --git a/local-results/full-q4-q6-q8/gte-qwen2-1.5b/quality/q8.npz b/local-results/full-q4-q6-q8/gte-qwen2-1.5b/quality/q8.npz new file mode 100644 index 0000000000000000000000000000000000000000..9af053060dd86904db10aa1d31149ae19ba42f2f --- /dev/null +++ b/local-results/full-q4-q6-q8/gte-qwen2-1.5b/quality/q8.npz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6ba0ca399d6e5c5a5d056a94c17316b9c432f6a87071a2e8d02fccf217640eae +size 179742 diff --git a/local-results/full-q4-q6-q8/gte-qwen2-1.5b/speed/SPEED_RESULTS.md b/local-results/full-q4-q6-q8/gte-qwen2-1.5b/speed/SPEED_RESULTS.md new file mode 100644 index 0000000000000000000000000000000000000000..1debc6a67e1e40317627376b313d6d2a5fb39949 --- /dev/null +++ b/local-results/full-q4-q6-q8/gte-qwen2-1.5b/speed/SPEED_RESULTS.md @@ -0,0 +1,81 @@ +# Qwen3-Embedding-8B speed bench + +Baseline: `bf16` + +Method: one model per process; cold load includes first encode; warmup excluded; steady-state latency from repeated single-text encodes at fixed token lengths; corpus pass re-encodes the frozen 24+24 retrieval texts. + +## Load and corpus throughput + +| Model | Cold load (s) | Load speedup vs BF16 | Corpus texts/s (median) | Throughput vs BF16 | Encode peak MLX | +| --- | ---: | ---: | ---: | ---: | ---: | +| bf16 | 0.751 | 1.000x | 24.405 | 1.000x | 4,055,729,380 B | +| oq8e | 1.525 | 0.492x | 21.765 | 0.892x | 2,622,391,532 B | +| oq6e | 0.649 | 1.157x | 23.002 | 0.943x | 2,211,808,492 B | +| oq4e | 0.588 | 1.278x | 21.324 | 0.874x | 1,776,043,236 B | +| q4 | 0.930 | 0.808x | 22.043 | 0.903x | 1,731,658,980 B | +| oq4 | 0.670 | 1.121x | 21.656 | 0.887x | 1,776,043,236 B | +| q6 | 0.616 | 1.219x | 23.194 | 0.950x | 2,176,713,964 B | +| oq6 | 0.616 | 1.219x | 23.243 | 0.952x | 2,211,808,492 B | +| q8 | 1.214 | 0.618x | 21.895 | 0.897x | 2,622,391,532 B | +| oq8 | 1.360 | 0.552x | 23.539 | 0.965x | 2,622,391,532 B | + +## Fixed length 64 tokens + +| Model | Latency median (ms) | p95 (ms) | Tokens/s median | Latency vs BF16 | +| --- | ---: | ---: | ---: | ---: | +| bf16 | 41.61 | 41.92 | 1538.0 | 1.000x | +| oq8e | 58.68 | 59.29 | 1090.6 | 1.410x | +| oq6e | 59.53 | 59.85 | 1075.1 | 1.430x | +| oq4e | 59.33 | 59.75 | 1078.8 | 1.426x | +| q4 | 59.16 | 59.94 | 1081.7 | 1.422x | +| oq4 | 59.29 | 60.06 | 1079.5 | 1.425x | +| q6 | 59.58 | 59.91 | 1074.2 | 1.432x | +| oq6 | 64.14 | 65.32 | 997.9 | 1.541x | +| q8 | 58.67 | 59.00 | 1090.9 | 1.410x | +| oq8 | 58.36 | 58.70 | 1096.6 | 1.402x | + +## Fixed length 256 tokens + +| Model | Latency median (ms) | p95 (ms) | Tokens/s median | Latency vs BF16 | +| --- | ---: | ---: | ---: | ---: | +| bf16 | 139.67 | 140.55 | 1832.9 | 1.000x | +| oq8e | 213.36 | 218.80 | 1199.8 | 1.528x | +| oq6e | 221.02 | 232.19 | 1158.3 | 1.582x | +| oq4e | 214.66 | 214.98 | 1192.6 | 1.537x | +| q4 | 213.69 | 214.39 | 1198.0 | 1.530x | +| oq4 | 214.46 | 214.62 | 1193.7 | 1.535x | +| q6 | 218.21 | 218.57 | 1173.2 | 1.562x | +| oq6 | 221.06 | 224.27 | 1158.1 | 1.583x | +| q8 | 212.25 | 212.80 | 1206.1 | 1.520x | +| oq8 | 213.57 | 218.57 | 1198.7 | 1.529x | + +## Fixed length 1024 tokens + +| Model | Latency median (ms) | p95 (ms) | Tokens/s median | Latency vs BF16 | +| --- | ---: | ---: | ---: | ---: | +| bf16 | 515.65 | 519.66 | 1985.8 | 1.000x | +| oq8e | 850.29 | 872.01 | 1204.3 | 1.649x | +| oq6e | 871.90 | 875.57 | 1174.5 | 1.691x | +| oq4e | 852.61 | 857.09 | 1201.0 | 1.653x | +| q4 | 850.60 | 854.01 | 1203.9 | 1.650x | +| oq4 | 853.88 | 859.63 | 1199.2 | 1.656x | +| q6 | 870.27 | 878.74 | 1176.6 | 1.688x | +| oq6 | 869.24 | 873.57 | 1178.0 | 1.686x | +| q8 | 852.90 | 861.74 | 1200.6 | 1.654x | +| oq8 | 847.34 | 851.19 | 1208.5 | 1.643x | + +## Config + +```json +{ + "lengths": "64,256,1024", + "warmup": 2, + "repeats": 7, + "corpus_repeats": 1, + "dataset": "/Users/tiga/Documents/Codex_Projects/omp-agent-defaults/embedding-quality-qwen3-8b-oq8e-2026-07-27/retrieval_pairs.json", + "python": "/Applications/oMLX.app/Contents/Resources/Python/cpython-3.11/bin/python3.11" +} +``` + +Single-host engineering bench only. Not a claim about server QPS, +batch throughput, or multi-user serving. diff --git a/local-results/full-q4-q6-q8/gte-qwen2-1.5b/speed/speed-bf16.json b/local-results/full-q4-q6-q8/gte-qwen2-1.5b/speed/speed-bf16.json new file mode 100644 index 0000000000000000000000000000000000000000..cb97ac2e1b92b5df2b347ff5d0efac6ccb967643 --- /dev/null +++ b/local-results/full-q4-q6-q8/gte-qwen2-1.5b/speed/speed-bf16.json @@ -0,0 +1,136 @@ +{ + "label": "bf16", + "model": "/Volumes/Swap/experiments/embedding-quant-matrix-2026-07-28/models/gte-qwen2-1.5b/gte-Qwen2-1.5B-instruct-mlx-bf16", + "pid": 51573, + "load_seconds": 0.7509350420004921, + "load_mlx_peak_bytes": 3559635164, + "encode_mlx_peak_bytes": 4055729380, + "process_peak_rss": 3987128320, + "warmup_per_length": 2, + "repeats_per_length": 7, + "lengths": { + "64": { + "token_length": 64, + "latency_seconds": { + "n": 7, + "mean": 0.04162877400085563, + "median": 0.04161300000123447, + "stdev": 0.00020561245677673586, + "min": 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throughput + +| Model | Cold load (s) | Load speedup vs BF16 | Corpus texts/s (median) | Throughput vs BF16 | Encode peak MLX | +| --- | ---: | ---: | ---: | ---: | ---: | +| bf16 | 0.508 | 1.000x | 53.320 | 1.000x | 1,856,362,708 B | +| oq8e | 0.476 | 1.068x | 48.514 | 0.910x | 1,520,212,196 B | +| oq6e | 0.465 | 1.093x | 45.428 | 0.852x | 1,379,408,100 B | +| oq4e | 0.464 | 1.096x | 46.743 | 0.877x | 1,331,534,028 B | +| q4 | 0.549 | 0.926x | 45.908 | 0.861x | 1,312,528,612 B | +| oq4 | 0.461 | 1.102x | 46.579 | 0.874x | 1,331,534,028 B | +| q6 | 0.553 | 0.920x | 46.633 | 0.875x | 1,375,475,940 B | +| oq6 | 0.461 | 1.101x | 46.812 | 0.878x | 1,379,408,100 B | +| q8 | 0.587 | 0.866x | 48.332 | 0.906x | 1,520,212,196 B | +| oq8 | 0.451 | 1.128x | 47.069 | 0.883x | 1,520,212,196 B | + +## Fixed length 64 tokens + +| Model | Latency median (ms) | p95 (ms) | Tokens/s median | Latency vs BF16 | +| --- | ---: | ---: | ---: | ---: | +| bf16 | 19.95 | 20.45 | 3207.7 | 1.000x | +| oq8e | 25.78 | 26.03 | 2482.4 | 1.292x | +| oq6e | 26.41 | 26.68 | 2423.2 | 1.324x | +| oq4e | 26.38 | 26.80 | 2426.1 | 1.322x | +| q4 | 25.95 | 26.31 | 2466.0 | 1.301x | +| oq4 | 26.61 | 26.95 | 2404.7 | 1.334x | +| q6 | 26.56 | 27.16 | 2409.2 | 1.331x | +| oq6 | 26.82 | 27.12 | 2386.3 | 1.344x | +| q8 | 25.87 | 26.16 | 2473.9 | 1.297x | +| oq8 | 26.13 | 26.36 | 2449.1 | 1.310x | + +## Fixed length 256 tokens + +| Model | Latency median (ms) | p95 (ms) | Tokens/s median | Latency vs BF16 | +| --- | ---: | ---: | ---: | ---: | +| bf16 | 55.48 | 55.74 | 4614.5 | 1.000x | +| oq8e | 79.82 | 80.38 | 3207.1 | 1.439x | +| oq6e | 81.81 | 82.10 | 3129.1 | 1.475x | +| oq4e | 81.18 | 81.82 | 3153.3 | 1.463x | +| q4 | 80.74 | 81.54 | 3170.6 | 1.455x | +| oq4 | 80.99 | 81.42 | 3161.0 | 1.460x | +| q6 | 81.83 | 82.70 | 3128.4 | 1.475x | +| oq6 | 82.04 | 82.38 | 3120.4 | 1.479x | +| q8 | 79.69 | 80.64 | 3212.4 | 1.436x | +| oq8 | 79.91 | 80.45 | 3203.5 | 1.440x | + +## Fixed length 1024 tokens + +| Model | Latency median (ms) | p95 (ms) | Tokens/s median | Latency vs BF16 | +| --- | ---: | ---: | ---: | ---: | +| bf16 | 208.11 | 208.84 | 4920.5 | 1.000x | +| oq8e | 317.70 | 318.87 | 3223.2 | 1.527x | +| oq6e | 325.88 | 327.02 | 3142.3 | 1.566x | +| oq4e | 321.09 | 321.13 | 3189.1 | 1.543x | +| q4 | 323.02 | 325.54 | 3170.1 | 1.552x | +| oq4 | 320.84 | 322.10 | 3191.7 | 1.542x | +| q6 | 325.49 | 326.38 | 3146.0 | 1.564x | +| oq6 | 325.42 | 325.83 | 3146.7 | 1.564x | +| q8 | 318.24 | 319.22 | 3217.7 | 1.529x | +| oq8 | 319.58 | 321.90 | 3204.2 | 1.536x | + +## Config + +```json +{ + "lengths": "64,256,1024", + "warmup": 2, + "repeats": 7, + "corpus_repeats": 1, + "dataset": "/Users/tiga/Documents/Codex_Projects/omp-agent-defaults/embedding-quality-qwen3-8b-oq8e-2026-07-27/retrieval_pairs.json", + "python": "/Applications/oMLX.app/Contents/Resources/Python/cpython-3.11/bin/python3.11" +} +``` + +Single-host engineering bench only. 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bench + +Baseline: `bf16` + +Method: one model per process; cold load includes first encode; warmup excluded; steady-state latency from repeated single-text encodes at fixed token lengths; corpus pass re-encodes the frozen 24+24 retrieval texts. + +## Load and corpus throughput + +| Model | Cold load (s) | Load speedup vs BF16 | Corpus texts/s (median) | Throughput vs BF16 | Encode peak MLX | +| --- | ---: | ---: | ---: | ---: | ---: | +| bf16 | 10.682 | 1.000x | 5.670 | 1.000x | 15,514,190,116 B | +| oq8e | 4.974 | 2.148x | 4.715 | 0.832x | 8,715,845,924 B | +| oq6e | 3.899 | 2.740x | 4.568 | 0.806x | 7,012,958,500 B | +| oq4e | 2.797 | 3.819x | 4.619 | 0.815x | 5,115,068,716 B | +| q4 | 2.824 | 3.783x | 4.764 | 0.840x | 4,926,325,036 B | +| oq4 | 2.756 | 3.876x | 4.645 | 0.819x | 5,115,068,716 B | +| q6 | 3.843 | 2.779x | 4.560 | 0.804x | 6,824,100,132 B | +| oq6 | 3.873 | 2.758x | 4.558 | 0.804x | 7,012,958,500 B | +| q8 | 5.086 | 2.100x | 4.775 | 0.842x | 8,715,845,924 B | +| oq8 | 5.185 | 2.060x | 4.697 | 0.828x | 8,715,845,924 B | + +## Fixed length 64 tokens + +| Model | Latency median (ms) | p95 (ms) | Tokens/s median | Latency vs BF16 | +| --- | ---: | ---: | ---: | ---: | +| bf16 | 186.61 | 225.75 | 343.0 | 1.000x | +| oq8e | 282.72 | 296.36 | 226.4 | 1.515x | +| oq6e | 292.50 | 310.05 | 218.8 | 1.567x | +| oq4e | 286.30 | 294.18 | 223.5 | 1.534x | +| q4 | 280.43 | 286.40 | 228.2 | 1.503x | +| oq4 | 282.01 | 286.18 | 226.9 | 1.511x | +| q6 | 291.27 | 301.58 | 219.7 | 1.561x | +| oq6 | 291.66 | 314.62 | 219.4 | 1.563x | +| q8 | 281.51 | 296.03 | 227.3 | 1.509x | +| oq8 | 284.62 | 297.58 | 224.9 | 1.525x | + +## Fixed length 256 tokens + +| Model | Latency median (ms) | p95 (ms) | Tokens/s median | Latency vs BF16 | +| --- | ---: | ---: | ---: | ---: | +| bf16 | 644.11 | 644.57 | 397.4 | 1.000x | +| oq8e | 1089.15 | 1103.96 | 235.0 | 1.691x | +| oq6e | 1116.46 | 1134.93 | 229.3 | 1.733x | +| oq4e | 1086.66 | 1103.74 | 235.6 | 1.687x | +| q4 | 1065.66 | 1085.98 | 240.2 | 1.654x | +| oq4 | 1069.67 | 1074.30 | 239.3 | 1.661x | +| q6 | 1116.93 | 1136.59 | 229.2 | 1.734x | +| oq6 | 1115.16 | 1136.09 | 229.6 | 1.731x | +| q8 | 1073.91 | 1087.00 | 238.4 | 1.667x | +| oq8 | 1090.04 | 1100.39 | 234.9 | 1.692x | + +## Fixed length 1024 tokens + +| Model | Latency median (ms) | p95 (ms) | Tokens/s median | Latency vs BF16 | +| --- | ---: | ---: | ---: | ---: | +| bf16 | 2529.68 | 2537.54 | 404.8 | 1.000x | +| oq8e | 4502.63 | 4557.45 | 227.4 | 1.780x | +| oq6e | 4458.43 | 4479.74 | 229.7 | 1.762x | +| oq4e | 4334.26 | 4383.30 | 236.3 | 1.713x | +| q4 | 4264.09 | 4391.14 | 240.1 | 1.686x | +| oq4 | 4266.76 | 4334.36 | 240.0 | 1.687x | +| q6 | 4466.21 | 4491.02 | 229.3 | 1.766x | +| oq6 | 4471.06 | 4487.50 | 229.0 | 1.767x | +| q8 | 4352.07 | 4576.76 | 235.3 | 1.720x | +| oq8 | 4339.42 | 4370.78 | 236.0 | 1.715x | + +## Config + +```json +{ + "lengths": "64,256,1024", + "warmup": 2, + "repeats": 7, + "corpus_repeats": 1, + "dataset": "/Users/tiga/Documents/Codex_Projects/omp-agent-defaults/embedding-quality-qwen3-8b-oq8e-2026-07-27/retrieval_pairs.json", + "python": "/Applications/oMLX.app/Contents/Resources/Python/cpython-3.11/bin/python3.11" +} +``` + +Single-host engineering bench only. 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"oq8", + "repo_id": "TiGa-RCE/Qwen3-Embedding-8B-MLX-oQ8", + "bytes": 8040643596, + "status": "prepared", + "revision": null, + "source_repo": "Qwen/Qwen3-Embedding-8B", + "source_revision": "1d8ad4ca9b3dd8059ad90a75d4983776a23d44af" + }, + { + "family": "qwen3-embedding-8b", + "variant": "oq8e", + "repo_id": "TiGa-RCE/Qwen3-Embedding-8B-MLX-oQ8e", + "bytes": 8040643596, + "status": "prepared", + "revision": null, + "source_repo": "Qwen/Qwen3-Embedding-8B", + "source_revision": "1d8ad4ca9b3dd8059ad90a75d4983776a23d44af" + } + ] +} diff --git a/pyproject.toml b/pyproject.toml new file mode 100644 index 0000000000000000000000000000000000000000..c8d84c21535e24ba4b5005d339435782a8ce71b2 --- /dev/null +++ b/pyproject.toml @@ -0,0 +1,21 @@ +[project] +name = "embedding-quant-repro" +version = "1.0.0" +description = "Reproduce the MLX embedding quantization sweep and ZeroGPU controls" +requires-python = ">=3.11,<3.14" +dependencies = [ + "huggingface-hub>=1.4,<2", + "numpy>=2.0,<3", +] + +[project.optional-dependencies] +mlx = [ + "mlx==0.32.0", + "mlx-lm==0.31.3", +] +zerogpu = [ + "gradio-client>=1.13,<2", +] + +[tool.uv] +package = false diff --git a/reproduce.py b/reproduce.py new file mode 100644 index 0000000000000000000000000000000000000000..97ce3a9e00139de015592f8127f1f2b7122bc82a --- /dev/null +++ b/reproduce.py @@ -0,0 +1,293 @@ +#!/usr/bin/env python3 +"""Portable entry point for the published embedding quantization evidence.""" + +from __future__ import annotations + +import argparse +import hashlib +import json +import subprocess +import sys +from pathlib import Path + + +ROOT = Path(__file__).resolve().parent +LOCK_PATH = ROOT / "models.lock.json" +DATASET_PATH = ROOT / "inputs/retrieval_pairs.json" +EVAL_SCRIPT = ROOT / "scripts/frozen-original/qwen3_embedding_retrieval_smoke.py" +MIXED_SCRIPT = ROOT / "scripts/frozen-original/mixed_index_compatibility.py" +FAMILIES = ( + "qwen3-embedding-0.6b", + "gte-qwen2-1.5b", + "qwen3-embedding-8b", +) +VARIANTS = ("bf16", "q4", "oq4", "oq4e", "q6", "oq6", "oq6e", "q8", "oq8", "oq8e") +QUICK_VARIANTS = ("bf16", "q4", "oq4e", "q6", "oq6e", "q8", "oq8e") +CUDA_VARIANTS = ("bf16", "bnb-int8", "bnb-nf4") +DEFAULT_SPACE = "TiGa-RCE/embedding-quantization-cuda-control" + + +def run(command: list[str]) -> None: + print("+", " ".join(command), flush=True) + subprocess.run(command, check=True) + + +def load_lock(require_complete: bool = True) -> dict: + data = json.loads(LOCK_PATH.read_text()) + records = data.get("models", []) + if len(records) != 30: + raise RuntimeError(f"models.lock.json contains {len(records)} records, expected 30") + if require_complete: + incomplete = [item["repo_id"] for item in records if not item.get("revision")] + if incomplete: + raise RuntimeError( + "model publication is incomplete; missing locked Hub revisions: " + + ", ".join(incomplete) + ) + return data + + +def model_records(family: str, profile: str) -> list[dict]: + variants = QUICK_VARIANTS if profile == "quick" else VARIANTS + records = { + (item["family"], item["variant"]): item + for item in load_lock()["models"] + } + return [records[(family, variant)] for variant in variants] + + +def mlx_command(args: argparse.Namespace) -> None: + try: + from huggingface_hub import snapshot_download + except ImportError as error: + raise RuntimeError("install the MLX environment with: uv sync --extra mlx") from error + + if sys.platform != "darwin": + raise RuntimeError("the MLX reproduction lane requires macOS on Apple Silicon") + + output_root = Path(args.output).resolve() + model_root = Path(args.models).resolve() + families = FAMILIES if args.family == "all" else (args.family,) + for family in families: + records = model_records(family, args.profile) + quality_dir = output_root / family / "quality" + quality_dir.mkdir(parents=True, exist_ok=True) + for record in records: + variant = record["variant"] + model_dir = model_root / family / variant + snapshot_download( + repo_id=record["repo_id"], + revision=record["revision"], + local_dir=model_dir, + ) + vectors = quality_dir / f"{variant}.npz" + if args.force or not vectors.exists(): + run([ + sys.executable, + str(EVAL_SCRIPT), + "encode", + "--model", + str(model_dir), + "--dataset", + str(DATASET_PATH), + "--output", + str(vectors), + ]) + + reference = quality_dir / "bf16.npz" + for record in records: + variant = record["variant"] + if variant == "bf16": + continue + run([ + sys.executable, + str(EVAL_SCRIPT), + "compare", + "--reference", + str(reference), + "--candidate", + str(quality_dir / f"{variant}.npz"), + "--output", + str(quality_dir / f"compare-{variant}.json"), + ]) + + +def mixed_command(args: argparse.Namespace) -> None: + results_root = Path(args.results_root).resolve() + output = Path(args.output).resolve() + run([ + sys.executable, + str(MIXED_SCRIPT), + "--results-root", + str(results_root), + "--output", + str(output), + ]) + + +def cuda_command(args: argparse.Namespace) -> None: + try: + from gradio_client import Client + from huggingface_hub import get_token + except ImportError as error: + raise RuntimeError( + "install the ZeroGPU client environment with: uv sync --extra zerogpu" + ) from error + + client = Client(args.space, token=get_token()) + families = FAMILIES if args.family == "all" else (args.family,) + variants = CUDA_VARIANTS if args.variant == "all" else (args.variant,) + output_root = Path(args.output).resolve() + output_root.mkdir(parents=True, exist_ok=True) + for family in families: + for variant in variants: + if family == "qwen3-embedding-0.6b": + if variant == "bf16": + result = client.predict(api_name="/run_bf16_control") + else: + result = client.predict(variant, api_name="/run_quantized_control") + elif variant == "bf16": + result = client.predict(family, api_name="/run_family_bf16_control") + else: + result = client.predict( + family, + variant, + api_name="/run_family_quantized_control", + ) + destination = output_root / family / f"cuda-{variant}.json" + destination.parent.mkdir(parents=True, exist_ok=True) + destination.write_text(json.dumps(result, indent=2) + "\n") + print(destination) + + +def sha256(path: Path) -> str: + digest = hashlib.sha256() + with path.open("rb") as handle: + for block in iter(lambda: handle.read(1024 * 1024), b""): + digest.update(block) + return digest.hexdigest() + + +def verify_command(_: argparse.Namespace) -> None: + load_lock() + checksum_path = ROOT / "checksums.sha256" + if not checksum_path.exists(): + raise RuntimeError("checksums.sha256 is missing") + failures = [] + for line in checksum_path.read_text().splitlines(): + if not line.strip(): + continue + expected, relative = line.split(" ", 1) + path = ROOT / relative + if not path.is_file(): + failures.append(f"missing: {relative}") + elif sha256(path) != expected: + failures.append(f"checksum: {relative}") + + quality_root = ROOT / "local-results/full-q4-q6-q8" + expected_pass = { + "qwen3-embedding-0.6b": {"q8", "oq8", "oq8e"}, + "gte-qwen2-1.5b": {"q6", "oq6", "oq6e", "q8", "oq8", "oq8e"}, + "qwen3-embedding-8b": {"q6", "oq6", "oq6e", "q8", "oq8", "oq8e"}, + } + for family in FAMILIES: + for variant in VARIANTS: + path = quality_root / family / "quality" / f"{variant}.npz" + if not path.is_file(): + failures.append(f"missing result: {path.relative_to(ROOT)}") + if variant != "bf16": + comparison_path = quality_root / family / "quality" / f"compare-{variant}.json" + if not comparison_path.is_file(): + failures.append(f"missing comparison: {comparison_path.relative_to(ROOT)}") + continue + passed = bool(json.loads(comparison_path.read_text())["smoke_gate"]["passed"]) + if passed != (variant in expected_pass[family]): + failures.append(f"unexpected MLX gate: {family}/{variant}={passed}") + + mixed = json.loads((ROOT / "local-results/mixed-index-compatibility.json").read_text()) + if set(mixed.get("families", {})) != set(FAMILIES): + failures.append("mixed-index result does not contain all three families") + direction_count = 0 + maximum_false_negatives = 0 + for family in mixed.get("families", {}).values(): + for candidate in family["candidates"].values(): + for direction in candidate["directions"].values(): + direction_count += 1 + if direction["retrieval"]["top1"] != 1.0: + failures.append("a mixed-index direction did not retain Top-1") + maximum_false_negatives = max( + maximum_false_negatives, + int(direction["fixed_threshold"]["false_negative"]), + ) + if direction_count != 54: + failures.append(f"mixed-index direction count is {direction_count}, expected 54") + if maximum_false_negatives != 5: + failures.append( + f"maximum mixed-index false negatives is {maximum_false_negatives}, expected 5" + ) + + cuda_expectations = { + "qwen3-embedding-0.6b": {"bnb-int8": True, "bnb-nf4": False}, + "gte-qwen2-1.5b": {"bnb-int8": False, "bnb-nf4": False}, + "qwen3-embedding-8b": {"bnb-int8": True, "bnb-nf4": False}, + } + for family, variants in cuda_expectations.items(): + for variant, expected in variants.items(): + result = json.loads( + (ROOT / "cloud-results" / family / f"cuda-{variant}.json").read_text() + ) + if result["metrics"]["top1"] != 1.0: + failures.append(f"CUDA Top-1 changed: {family}/{variant}") + if family == "gte-qwen2-1.5b" and variant == "bnb-int8": + corrected = json.loads( + (ROOT / "cloud-results" / family / "cuda-bnb-int8-corrected-comparison.json").read_text() + ) + cosine = corrected["minimum_aligned_cosine_int8_vs_direct_bf16"] + else: + cosine = result["cuda_bf16_comparison"]["minimum_aligned_cosine_vs_cuda_bf16"] + if (cosine >= 0.99) != expected: + failures.append(f"unexpected CUDA gate: {family}/{variant} cosine={cosine}") + + if failures: + raise RuntimeError("bundle verification failed:\n- " + "\n- ".join(failures)) + print( + "PASS: locked revisions, checksums, 30 MLX vectors and gates, " + "54 mixed-index directions, and six CUDA controls verified" + ) + + +def parser() -> argparse.ArgumentParser: + root = argparse.ArgumentParser(description=__doc__) + commands = root.add_subparsers(dest="command", required=True) + + mlx = commands.add_parser("mlx", help="download locked MLX models and rerun the gate") + mlx.add_argument("--profile", choices=("quick", "full"), default="quick") + mlx.add_argument("--family", choices=("all",) + FAMILIES, default="qwen3-embedding-0.6b") + mlx.add_argument("--models", default="./work/models") + mlx.add_argument("--output", default="./work/mlx") + mlx.add_argument("--force", action="store_true") + mlx.set_defaults(func=mlx_command) + + mixed = commands.add_parser("mixed-index", help="rerun the frozen migration test") + mixed.add_argument( + "--results-root", + default=str(ROOT / "local-results/full-q4-q6-q8"), + ) + mixed.add_argument("--output", default="./work/mixed-index-compatibility.json") + mixed.set_defaults(func=mixed_command) + + cuda = commands.add_parser("cuda", help="invoke the CUDA controls on ZeroGPU") + cuda.add_argument("--family", choices=("all",) + FAMILIES, default="qwen3-embedding-0.6b") + cuda.add_argument("--variant", choices=("all",) + CUDA_VARIANTS, default="all") + cuda.add_argument("--space", default=DEFAULT_SPACE) + cuda.add_argument("--output", default="./work/cuda") + cuda.set_defaults(func=cuda_command) + + verify = commands.add_parser("verify", help="verify the published evidence bundle") + verify.set_defaults(func=verify_command) + return root + + +if __name__ == "__main__": + arguments = parser().parse_args() + arguments.func(arguments) diff --git a/scripts/frozen-original/build_embedding_q4_q8_sweep.sh b/scripts/frozen-original/build_embedding_q4_q8_sweep.sh new file mode 100644 index 0000000000000000000000000000000000000000..4dc39e32279bcea81254a63937a645f692a71c95 --- /dev/null +++ b/scripts/frozen-original/build_embedding_q4_q8_sweep.sh @@ -0,0 +1,81 @@ +#!/usr/bin/env bash +set -euo pipefail + +root="/Volumes/Swap/experiments/embedding-quant-matrix-2026-07-28" +builder="/Users/tiga/Documents/Codex_Projects/omp-agent-defaults/scripts/build_embedding_q6_matrix.py" +python_bin="/Applications/oMLX.app/Contents/Resources/Python/cpython-3.11/bin/python3.11" +log_dir="$root/results/build-logs" +mkdir -p "$log_dir" + +build_one() { + local source="$1" + local output="$2" + local mode="$3" + local bits="$4" + local cache="${5:-}" + if [[ -d "$output" ]]; then + echo "SKIP existing: $output" + return 0 + fi + local args=( + "$python_bin" "$builder" + --source "$source" + --output "$output" + --mode "$mode" + --bits "$bits" + ) + if [[ "$mode" == "oqe" ]]; then + args+=(--imatrix-cache "$cache") + fi + echo "BUILD: $output" + "${args[@]}" 2>&1 | tee "$log_dir/$(basename "$output").log" +} + +build_family() { + local source="$1" + local parent="$2" + local stem="$3" + local cache="$4" + local bits mode suffix + for bits in 4 8; do + for mode in q oq oqe; do + case "$mode" in + q) suffix="Q${bits}" ;; + oq) suffix="oQ${bits}" ;; + oqe) suffix="oQ${bits}e" ;; + esac + build_one "$source" "$parent/${stem}-${suffix}" "$mode" "$bits" "$cache" + done + done +} + +build_family \ + "$root/models/qwen3-embedding-0.6b/Qwen3-Embedding-0.6B-MLX-BF16" \ + "$root/models/qwen3-embedding-0.6b" \ + "Qwen3-Embedding-0.6B-MLX" \ + "$root/calibration/qwen3-embedding-0.6b/Qwen3-Embedding-0.6B-MLX-BF16-oQe-s128-l512.npz" + +build_family \ + "$root/models/gte-qwen2-1.5b/gte-Qwen2-1.5B-instruct-mlx-bf16" \ + "$root/models/gte-qwen2-1.5b" \ + "gte-Qwen2-1.5B-instruct-mlx" \ + "$root/calibration/gte-qwen2-1.5b/gte-Qwen2-1.5B-instruct-mlx-bf16-oQe-s128-l512.npz" + +build_family \ + "$root/models/qwen3-embedding-8b/Qwen3-Embedding-8B-MLX-BF16" \ + "$root/models/qwen3-embedding-8b" \ + "Qwen3-Embedding-8B-MLX" \ + "$root/calibration/qwen3-embedding-8b/Qwen3-Embedding-8B-MLX-BF16-oQ8e-s128-l512.npz" + +# The earlier matched-Q6 sweep covered the 0.6B and 1.5B families. Complete +# the same nominal-bit row for 8B without rebuilding its existing oQ6e. +build_one \ + "$root/models/qwen3-embedding-8b/Qwen3-Embedding-8B-MLX-BF16" \ + "$root/models/qwen3-embedding-8b/Qwen3-Embedding-8B-MLX-Q6" \ + q 6 +build_one \ + "$root/models/qwen3-embedding-8b/Qwen3-Embedding-8B-MLX-BF16" \ + "$root/models/qwen3-embedding-8b/Qwen3-Embedding-8B-MLX-oQ6" \ + oq 6 + +echo "Q4/Q8 build sweep complete." diff --git a/scripts/frozen-original/build_embedding_q6_matrix.py b/scripts/frozen-original/build_embedding_q6_matrix.py new file mode 100644 index 0000000000000000000000000000000000000000..9d5c70d4fb4d74225349cfcf8d3eab88f36e70af --- /dev/null +++ b/scripts/frozen-original/build_embedding_q6_matrix.py @@ -0,0 +1,145 @@ +#!/usr/bin/env python3 +"""Build matched standard-Q, oQ, or oQe embedding checkpoints at 4/6/8 bits.""" + +from __future__ import annotations + +import argparse +import json +import os +import shutil +import sys +from pathlib import Path + + +APP_RESOURCES = Path("/Applications/oMLX.app/Contents/Resources") +APP_SITE_PACKAGES = ( + APP_RESOURCES + / "Python/framework-mlx-base/lib/python3.11/site-packages" +) +for dependency_path in (APP_RESOURCES, APP_SITE_PACKAGES): + sys.path.insert(0, str(dependency_path)) + +from mlx_lm.convert import convert as mlx_lm_convert # noqa: E402 +from omlx.oq import quantize_oq_streaming # noqa: E402 + + +SENTENCE_TRANSFORMERS_FILES = ( + ".gitattributes", + "LICENSE", + "README.md", + "config_sentence_transformers.json", + "modules.json", + "1_Pooling", +) + + +def progress(phase: str, pct: float, detail: str = "", meta: dict | None = None) -> None: + suffix = f" — {detail}" if detail else "" + print(f"[{pct:5.1f}%] {phase}{suffix}", flush=True) + + +def preserve_embedding_metadata(source: Path, output: Path) -> None: + for relative_name in SENTENCE_TRANSFORMERS_FILES: + source_item = source / relative_name + output_item = output / relative_name + if source_item.is_dir(): + shutil.copytree(source_item, output_item, dirs_exist_ok=True) + elif source_item.is_file(): + output_item.parent.mkdir(parents=True, exist_ok=True) + shutil.copy2(source_item, output_item) + + +def validate_output(path: Path, mode: str, bits: int, source: Path) -> dict: + config_path = path / "config.json" + shards = sorted(path.glob("*.safetensors")) + if not config_path.is_file() or not shards: + raise RuntimeError("incomplete config or weight set") + config = json.loads(config_path.read_text()) + quantization = config.get("quantization") or config.get("quantization_config") + if not quantization or quantization.get("bits") != bits: + raise RuntimeError(f"output does not declare {bits}-bit quantization") + optional_embedding_metadata = ( + "modules.json", + "config_sentence_transformers.json", + "1_Pooling/config.json", + ) + for required in optional_embedding_metadata: + if (source / required).is_file() and not (path / required).is_file(): + raise RuntimeError(f"missing embedding metadata: {required}") + report = path / "oq_imatrix_report.json" + if mode == "oqe" and not report.is_file(): + raise RuntimeError(f"oQ{bits}e output is missing its imatrix application report") + return { + "mode": mode, + "weight_files": len(shards), + "weight_bytes": sum(item.stat().st_size for item in shards), + "quantization": quantization, + "imatrix_report": report.is_file(), + } + + +def main() -> None: + parser = argparse.ArgumentParser() + parser.add_argument("--source", type=Path, required=True) + parser.add_argument("--output", type=Path, required=True) + parser.add_argument("--mode", choices=("q", "oq", "oqe"), required=True) + parser.add_argument("--bits", type=int, choices=(4, 6, 8), default=6) + parser.add_argument("--imatrix-cache", type=Path) + parser.add_argument("--resume-partial", action="store_true") + args = parser.parse_args() + + source = args.source.resolve() + output = args.output.resolve() + partial = output.with_name(f".{output.name}.partial") + if not (source / "config.json").is_file(): + raise FileNotFoundError(source / "config.json") + if output.exists(): + raise FileExistsError(output) + if partial.exists() and not args.resume_partial: + raise FileExistsError(f"stale partial output: {partial}") + + if args.resume_partial: + if not partial.exists(): + raise FileNotFoundError(f"partial output not found: {partial}") + print(f"Resuming validation from {partial}", flush=True) + elif args.mode == "q": + mlx_lm_convert( + hf_path=str(source), + mlx_path=str(partial), + quantize=True, + q_group_size=64, + q_bits=args.bits, + q_mode="affine", + dtype="bfloat16", + ) + else: + enhanced = args.mode == "oqe" + cache_path = "" + if enhanced: + if args.imatrix_cache is None: + raise ValueError(f"--imatrix-cache is required for oQ{args.bits}e") + cache_path = str(args.imatrix_cache.resolve()) + quantize_oq_streaming( + str(source), + str(partial), + args.bits, + group_size=64, + progress_callback=progress, + dtype="bfloat16", + enhanced=enhanced, + imatrix_cache_path=cache_path, + imatrix_reuse_cache=True, + imatrix_strict=False, + imatrix_num_samples=128, + imatrix_seq_length=512, + ) + + preserve_embedding_metadata(source, partial) + result = validate_output(partial, args.mode, args.bits, source) + os.rename(partial, output) + result["output"] = str(output) + print("VALIDATED_OUTPUT=" + json.dumps(result, sort_keys=True), flush=True) + + +if __name__ == "__main__": + main() diff --git a/scripts/frozen-original/embedding_first_job_bench.py b/scripts/frozen-original/embedding_first_job_bench.py new file mode 100644 index 0000000000000000000000000000000000000000..19995a3ee42fbf242edd748e83c3c55ea1ceeec5 --- /dev/null +++ b/scripts/frozen-original/embedding_first_job_bench.py @@ -0,0 +1,181 @@ +#!/usr/bin/env python3 +"""Rotated fresh-process time-to-first-embedding benchmark.""" + +from __future__ import annotations + +import argparse +import json +import os +import resource +import statistics +import subprocess +import sys +import time +from pathlib import Path + + +APP_RESOURCES = Path("/Applications/oMLX.app/Contents/Resources") +APP_SITE_PACKAGES = ( + APP_RESOURCES + / "Python/framework-mlx-base/lib/python3.11/site-packages" +) +for dependency_path in (APP_RESOURCES, APP_SITE_PACKAGES): + sys.path.insert(0, str(dependency_path)) + + +def worker(args: argparse.Namespace) -> int: + import mlx.core as mx + import numpy as np + from mlx_lm import load + + if hasattr(mx, "reset_peak_memory"): + mx.reset_peak_memory() + started = time.perf_counter() + model, tokenizer = load(args.model) + token_ids = tokenizer.encode( + "Instruct: Retrieve a passage for local file search\n" + "Query:Which process owns this localhost port?" + ) + hidden = model.model(mx.array([token_ids])) + if isinstance(hidden, tuple): + hidden = hidden[0] + vector = hidden[0, -1].astype(mx.float32) + vector /= mx.maximum(mx.sqrt(mx.sum(vector * vector)), mx.array(1e-12)) + mx.eval(vector) + elapsed = time.perf_counter() - started + result = { + "label": args.label, + "model": args.model, + "internal_seconds": elapsed, + "token_count": len(token_ids), + "vector_dimension": int(vector.shape[0]), + "vector_norm": float(np.linalg.norm(np.asarray(vector))), + "mlx_peak_bytes": ( + int(mx.get_peak_memory()) if hasattr(mx, "get_peak_memory") else 0 + ), + "process_peak_rss": int(resource.getrusage(resource.RUSAGE_SELF).ru_maxrss), + } + print(json.dumps(result, separators=(",", ":")), flush=True) + return 0 + + +def percentile(values: list[float], pct: float) -> float: + ordered = sorted(values) + rank = (len(ordered) - 1) * pct / 100.0 + low = int(rank) + high = min(low + 1, len(ordered) - 1) + fraction = rank - low + return ordered[low] * (1 - fraction) + ordered[high] * fraction + + +def summary(values: list[float]) -> dict: + return { + "n": len(values), + "median": statistics.median(values), + "mean": statistics.fmean(values), + "min": min(values), + "max": max(values), + "p95": percentile(values, 95), + } + + +def parse_worker_output(stdout: str) -> dict: + for line in reversed(stdout.splitlines()): + try: + return json.loads(line) + except json.JSONDecodeError: + continue + raise RuntimeError(f"worker returned no JSON record: {stdout[-1000:]}") + + +def run_all(args: argparse.Namespace) -> int: + models = [] + for item in args.models: + if "=" not in item: + raise ValueError(f"expected label=path, got {item}") + label, path = item.split("=", 1) + models.append((label, path)) + + records = [] + script = str(Path(__file__).resolve()) + for round_index in range(args.rounds): + rotation = models[round_index % len(models) :] + models[: round_index % len(models)] + for position, (label, model_path) in enumerate(rotation): + command = [ + args.python, + script, + "worker", + "--label", + label, + "--model", + model_path, + ] + wall_started = time.perf_counter() + completed = subprocess.run(command, text=True, capture_output=True) + wall_seconds = time.perf_counter() - wall_started + if completed.returncode != 0: + raise RuntimeError( + f"{label} worker failed: {completed.stderr}\n{completed.stdout}" + ) + record = parse_worker_output(completed.stdout) + record.update( + { + "round": round_index + 1, + "position": position + 1, + "wall_seconds": wall_seconds, + } + ) + records.append(record) + print( + f"round={round_index + 1} position={position + 1} " + f"label={label} first={record['internal_seconds']:.3f}s", + flush=True, + ) + + summaries = {} + for label, _ in models: + selected = [record for record in records if record["label"] == label] + summaries[label] = { + "internal_seconds": summary( + [record["internal_seconds"] for record in selected] + ), + "wall_seconds": summary([record["wall_seconds"] for record in selected]), + "mlx_peak_bytes": summary( + [float(record["mlx_peak_bytes"]) for record in selected] + ), + } + + result = { + "method": ( + "Fresh model process per observation; rotated format order; warm " + "filesystem cache; time includes model load, lazy materialization, " + "tokenization, and first embedding." + ), + "rounds": args.rounds, + "records": records, + "summaries": summaries, + } + Path(args.output).write_text(json.dumps(result, indent=2) + "\n") + print(json.dumps({"output": args.output, "summaries": summaries}, indent=2)) + return 0 + + +def parser() -> argparse.ArgumentParser: + root = argparse.ArgumentParser() + commands = root.add_subparsers(dest="command", required=True) + one = commands.add_parser("worker") + one.add_argument("--label", required=True) + one.add_argument("--model", required=True) + one.set_defaults(func=worker) + all_runs = commands.add_parser("all") + all_runs.add_argument("--output", required=True) + all_runs.add_argument("--rounds", type=int, default=5) + all_runs.add_argument("--python", required=True) + all_runs.add_argument("--models", nargs="+", required=True) + all_runs.set_defaults(func=run_all) + return root + + +if __name__ == "__main__": + parsed = parser().parse_args() + raise SystemExit(parsed.func(parsed)) diff --git a/scripts/frozen-original/evaluate_embedding_q4_q6_q8_sweep.sh b/scripts/frozen-original/evaluate_embedding_q4_q6_q8_sweep.sh new file mode 100644 index 0000000000000000000000000000000000000000..64870c55b475d1399d4b931c25b488ee5b7ac673 --- /dev/null +++ b/scripts/frozen-original/evaluate_embedding_q4_q6_q8_sweep.sh @@ -0,0 +1,99 @@ +#!/usr/bin/env bash +set -euo pipefail + +root="/Volumes/Swap/experiments/embedding-quant-matrix-2026-07-28" +results="$root/results/full-q4-q6-q8" +dataset="/Users/tiga/Documents/Codex_Projects/omp-agent-defaults/embedding-quality-qwen3-8b-oq8e-2026-07-27/retrieval_pairs.json" +quality_script="/Users/tiga/Documents/Codex_Projects/omp-agent-defaults/scripts/qwen3_embedding_retrieval_smoke.py" +speed_script="/Users/tiga/Documents/Codex_Projects/omp-agent-defaults/scripts/qwen3_embedding_speed_bench.py" +first_script="/Users/tiga/Documents/Codex_Projects/omp-agent-defaults/scripts/embedding_first_job_bench.py" +python_bin="/Applications/oMLX.app/Contents/Resources/Python/cpython-3.11/bin/python3.11" +export PYTHONPATH="/Applications/oMLX.app/Contents/Resources:/Applications/oMLX.app/Contents/Resources/Python/framework-mlx-base/lib/python3.11/site-packages${PYTHONPATH:+:$PYTHONPATH}" +mkdir -p "$results" + +labels=(bf16 q4 oq4 oq4e q6 oq6 oq6e q8 oq8 oq8e) + +evaluate_family() { + local family="$1" + local parent="$2" + local stem="$3" + local dimensions="$4" + local bf16_suffix="$5" + local first_rounds="$6" + local out="$results/$family" + mkdir -p "$out/quality" "$out/speed" + + declare -a model_args=() + declare -a mrl_args=() + local label model vectors comparison suffix + for label in "${labels[@]}"; do + case "$label" in + bf16) suffix="$bf16_suffix" ;; + q4) suffix="Q4" ;; + oq4) suffix="oQ4" ;; + oq4e) suffix="oQ4e" ;; + q6) suffix="Q6" ;; + oq6) suffix="oQ6" ;; + oq6e) suffix="oQ6e" ;; + q8) suffix="Q8" ;; + oq8) suffix="oQ8" ;; + oq8e) suffix="oQ8e" ;; + esac + model="$parent/${stem}-${suffix}" + [[ -d "$model" ]] || { echo "Missing model: $model" >&2; return 1; } + model_args+=("$label=$model") + vectors="$out/quality/$label.npz" + if [[ ! -f "$vectors" ]]; then + echo "[quality] $family $label" + "$python_bin" "$quality_script" encode \ + --model "$model" --dataset "$dataset" --output "$vectors" \ + >"$out/quality/$label.log" 2>&1 + fi + if [[ "$label" != "bf16" ]]; then + comparison="$out/quality/compare-$label.json" + "$python_bin" "$quality_script" compare \ + --reference "$out/quality/bf16.npz" \ + --candidate "$vectors" --output "$comparison" \ + >"$out/quality/compare-$label.log" 2>&1 + mrl_args+=(--candidate "$label=$vectors") + fi + done + + "$python_bin" "$quality_script" mrl \ + --bf16 "$out/quality/bf16.npz" \ + "${mrl_args[@]}" --dimensions "$dimensions" \ + --output "$out/quality/mrl.json" >"$out/quality/mrl.log" 2>&1 + + "$python_bin" "$speed_script" all \ + --output-dir "$out/speed" --dataset "$dataset" \ + --models "${model_args[@]}" --lengths "64,256,1024" \ + --warmup 2 --repeats 7 --corpus-repeats 1 --python "$python_bin" --resume + + if [[ ! -f "$out/first-job.json" ]]; then + "$python_bin" "$first_script" all \ + --output "$out/first-job.json" --rounds "$first_rounds" \ + --python "$python_bin" --models "${model_args[@]}" + else + echo "[first-job] reused $family" + fi +} + +evaluate_family \ + "qwen3-embedding-0.6b" \ + "$root/models/qwen3-embedding-0.6b" \ + "Qwen3-Embedding-0.6B-MLX" \ + "32,64,128,256,512,1024" "BF16" 3 + +evaluate_family \ + "gte-qwen2-1.5b" \ + "$root/models/gte-qwen2-1.5b" \ + "gte-Qwen2-1.5B-instruct-mlx" \ + "32,64,128,256,512,1024,1536" "bf16" 3 + +evaluate_family \ + "qwen3-embedding-8b" \ + "$root/models/qwen3-embedding-8b" \ + "Qwen3-Embedding-8B-MLX" \ + "32,64,128,256,512,1024,2048,4096" "BF16" 2 + +echo "Q4/Q6/Q8 evaluation sweep complete." diff --git a/scripts/frozen-original/mixed_index_compatibility.py b/scripts/frozen-original/mixed_index_compatibility.py new file mode 100644 index 0000000000000000000000000000000000000000..5cad03fe03dfd15e14f93e5e0dc739de608ce405 --- /dev/null +++ b/scripts/frozen-original/mixed_index_compatibility.py @@ -0,0 +1,144 @@ +#!/usr/bin/env python3 +"""Evaluate mixed BF16/quantized embedding-index compatibility. + +The similarity threshold is selected from BF16 scores only, then frozen and +applied unchanged to both mixed directions. This avoids tuning the decision +boundary on the candidate representation. +""" + +from __future__ import annotations + +import argparse +import hashlib +import json +from pathlib import Path + +import numpy as np + + +LABELS = ("q4", "oq4", "oq4e", "q6", "oq6", "oq6e", "q8", "oq8", "oq8e") + + +def sha256(path: Path) -> str: + digest = hashlib.sha256() + with path.open("rb") as handle: + for block in iter(lambda: handle.read(1024 * 1024), b""): + digest.update(block) + return digest.hexdigest() + + +def rank_metrics(scores: np.ndarray) -> dict: + order = np.argsort(-scores, axis=1) + ranks = np.array([ + int(np.where(order[index] == index)[0][0]) + 1 + for index in range(scores.shape[0]) + ]) + return { + "top1": float(np.mean(ranks == 1)), + "recall_at_5": float(np.mean(ranks <= 5)), + "mrr": float(np.mean(1.0 / ranks)), + "rank_changes_from_identity": int(np.count_nonzero(ranks != 1)), + "worst_rank": int(ranks.max()), + } + + +def threshold_metrics(scores: np.ndarray, threshold: float) -> dict: + identity = np.eye(scores.shape[0], dtype=bool) + predicted = scores >= threshold + tp = int(np.count_nonzero(predicted & identity)) + fn = int(np.count_nonzero(~predicted & identity)) + fp = int(np.count_nonzero(predicted & ~identity)) + tn = int(np.count_nonzero(~predicted & ~identity)) + tpr = tp / (tp + fn) if tp + fn else 0.0 + tnr = tn / (tn + fp) if tn + fp else 0.0 + return { + "threshold": threshold, + "true_positive": tp, + "false_negative": fn, + "false_positive": fp, + "true_negative": tn, + "balanced_accuracy": (tpr + tnr) / 2.0, + } + + +def calibrate_threshold(scores: np.ndarray) -> tuple[float, dict]: + identity = np.eye(scores.shape[0], dtype=bool) + values = np.unique(scores) + candidates = np.concatenate(( + [np.nextafter(values[0], -np.inf)], + (values[:-1] + values[1:]) / 2.0, + [np.nextafter(values[-1], np.inf)], + )) + evaluated = [(float(value), threshold_metrics(scores, float(value))) for value in candidates] + # Prefer the most accurate threshold, then the stricter threshold on ties. + threshold, metrics = max( + evaluated, + key=lambda item: (item[1]["balanced_accuracy"], item[0]), + ) + positives = scores[identity] + negatives = scores[~identity] + metrics.update({ + "minimum_positive_score": float(positives.min()), + "maximum_negative_score": float(negatives.max()), + "separation_gap": float(positives.min() - negatives.max()), + }) + return threshold, metrics + + +def load_vectors(path: Path) -> tuple[np.ndarray, np.ndarray]: + with np.load(path) as artifact: + return artifact["queries"], artifact["documents"] + + +def evaluate_family(quality_dir: Path) -> dict: + bf16_path = quality_dir / "bf16.npz" + bf16_queries, bf16_documents = load_vectors(bf16_path) + bf16_scores = bf16_queries @ bf16_documents.T + threshold, calibration = calibrate_threshold(bf16_scores) + candidates = {} + for label in LABELS: + path = quality_dir / f"{label}.npz" + candidate_queries, candidate_documents = load_vectors(path) + directions = { + "bf16_query_candidate_index": bf16_queries @ candidate_documents.T, + "candidate_query_bf16_index": candidate_queries @ bf16_documents.T, + } + candidates[label] = { + "artifact_sha256": sha256(path), + "directions": { + name: { + "retrieval": rank_metrics(scores), + "fixed_threshold": threshold_metrics(scores, threshold), + } + for name, scores in directions.items() + }, + } + return { + "bf16_artifact_sha256": sha256(bf16_path), + "bf16_threshold_calibration": calibration, + "candidates": candidates, + } + + +def main() -> None: + parser = argparse.ArgumentParser() + parser.add_argument("--results-root", type=Path, required=True) + parser.add_argument("--output", type=Path, required=True) + args = parser.parse_args() + families = {} + for quality_dir in sorted(args.results_root.glob("*/quality")): + families[quality_dir.parent.name] = evaluate_family(quality_dir) + result = { + "method": "BF16-calibrated fixed threshold applied without retuning", + "families": families, + } + args.output.parent.mkdir(parents=True, exist_ok=True) + args.output.write_text(json.dumps(result, indent=2) + "\n") + print(json.dumps({ + "output": str(args.output), + "families": list(families), + })) + + +if __name__ == "__main__": + main() diff --git a/scripts/frozen-original/qwen3_embedding_retrieval_smoke.py b/scripts/frozen-original/qwen3_embedding_retrieval_smoke.py new file mode 100644 index 0000000000000000000000000000000000000000..a3be86823d2565be6607e2e1e1ceaa8b6ce28a22 --- /dev/null +++ b/scripts/frozen-original/qwen3_embedding_retrieval_smoke.py @@ -0,0 +1,253 @@ +#!/usr/bin/env python3 +"""Deterministic BF16 versus oQ8e retrieval smoke for Qwen3-Embedding-8B.""" + +from __future__ import annotations + +import argparse +import json +import resource +import time +from pathlib import Path + +import mlx.core as mx +import numpy as np +from mlx_lm import load + + +TASK = ( + "Given a natural-language search query, retrieve the single passage " + "that best answers it" +) + + +def detailed_instruction(query: str) -> str: + return f"Instruct: {TASK}\nQuery:{query}" + + +def normalize(vector: mx.array) -> mx.array: + vector = vector.astype(mx.float32) + return vector / mx.maximum(mx.sqrt(mx.sum(vector * vector)), mx.array(1e-12)) + + +def encode(model, tokenizer, text: str) -> np.ndarray: + token_ids = tokenizer.encode(text) + tokens = mx.array([token_ids]) + hidden = model.model(tokens) + if isinstance(hidden, tuple): + hidden = hidden[0] + vector = normalize(hidden[0, -1]) + mx.eval(vector) + return np.asarray(vector, dtype=np.float32) + + +def encode_command(args: argparse.Namespace) -> None: + pairs = json.loads(Path(args.dataset).read_text()) + queries = [detailed_instruction(item["query"]) for item in pairs] + documents = [item["document"] for item in pairs] + + if hasattr(mx, "reset_peak_memory"): + mx.reset_peak_memory() + started = time.perf_counter() + model, tokenizer = load(args.model) + load_seconds = time.perf_counter() - started + + encode_started = time.perf_counter() + query_vectors = np.stack([encode(model, tokenizer, text) for text in queries]) + document_vectors = np.stack( + [encode(model, tokenizer, text) for text in documents] + ) + encode_seconds = time.perf_counter() - encode_started + total_seconds = time.perf_counter() - started + + scores = query_vectors @ document_vectors.T + positive = np.diag(scores) + negative = scores.copy() + np.fill_diagonal(negative, -np.inf) + strongest_negative = negative.max(axis=1) + order = np.argsort(-scores, axis=1) + ranks = np.empty(len(pairs), dtype=np.int64) + for index in range(len(pairs)): + ranks[index] = int(np.where(order[index] == index)[0][0]) + 1 + + peak_bytes = int(mx.get_peak_memory()) if hasattr(mx, "get_peak_memory") else 0 + metrics = { + "model": args.model, + "pair_count": len(pairs), + "top1": float(np.mean(ranks == 1)), + "recall_at_5": float(np.mean(ranks <= 5)), + "mrr": float(np.mean(1.0 / ranks)), + "mean_positive_score": float(positive.mean()), + "mean_strongest_negative_score": float(strongest_negative.mean()), + "mean_margin": float((positive - strongest_negative).mean()), + "minimum_margin": float((positive - strongest_negative).min()), + "mean_rank": float(ranks.mean()), + "worst_rank": int(ranks.max()), + "load_seconds": load_seconds, + "encode_seconds": encode_seconds, + "total_seconds": total_seconds, + "texts_per_second": len(queries + documents) / encode_seconds, + "mlx_peak_bytes": peak_bytes, + "process_peak_rss": int(resource.getrusage(resource.RUSAGE_SELF).ru_maxrss), + "ranks": ranks.tolist(), + } + np.savez_compressed( + args.output, + queries=query_vectors, + documents=document_vectors, + scores=scores, + ranks=ranks, + metrics=np.array(json.dumps(metrics)), + ) + print(json.dumps(metrics, indent=2)) + + +def compare_command(args: argparse.Namespace) -> None: + reference = np.load(args.reference) + candidate = np.load(args.candidate) + reference_metrics = json.loads(str(reference["metrics"].item())) + candidate_metrics = json.loads(str(candidate["metrics"].item())) + + ref_all = np.concatenate([reference["queries"], reference["documents"]]) + cand_all = np.concatenate([candidate["queries"], candidate["documents"]]) + aligned_cosines = np.sum(ref_all * cand_all, axis=1) + score_delta = candidate["scores"] - reference["scores"] + rank_delta = candidate["ranks"] - reference["ranks"] + + comparison = { + "reference": reference_metrics, + "candidate": candidate_metrics, + "delta": { + "top1": candidate_metrics["top1"] - reference_metrics["top1"], + "recall_at_5": ( + candidate_metrics["recall_at_5"] + - reference_metrics["recall_at_5"] + ), + "mrr": candidate_metrics["mrr"] - reference_metrics["mrr"], + "mean_margin": ( + candidate_metrics["mean_margin"] + - reference_metrics["mean_margin"] + ), + "mean_aligned_embedding_cosine": float(aligned_cosines.mean()), + "minimum_aligned_embedding_cosine": float(aligned_cosines.min()), + "score_rmse": float(np.sqrt(np.mean(score_delta**2))), + "maximum_absolute_score_delta": float(np.abs(score_delta).max()), + "queries_with_rank_change": int(np.count_nonzero(rank_delta)), + "maximum_absolute_rank_change": int(np.abs(rank_delta).max()), + "encode_speed_ratio": ( + candidate_metrics["texts_per_second"] + / reference_metrics["texts_per_second"] + ), + }, + } + passed = ( + comparison["delta"]["top1"] >= 0 + and comparison["delta"]["recall_at_5"] >= 0 + and comparison["delta"]["mrr"] >= -0.01 + and comparison["delta"]["minimum_aligned_embedding_cosine"] >= 0.99 + and comparison["delta"]["queries_with_rank_change"] <= 2 + ) + comparison["smoke_gate"] = { + "passed": passed, + "criteria": { + "top1_delta_min": 0.0, + "recall_at_5_delta_min": 0.0, + "mrr_delta_min": -0.01, + "minimum_aligned_embedding_cosine_min": 0.99, + "queries_with_rank_change_max": 2, + }, + } + Path(args.output).write_text(json.dumps(comparison, indent=2) + "\n") + print(json.dumps(comparison, indent=2)) + + +def retrieval_metrics_at_dimension(data, dimension: int) -> tuple[dict, np.ndarray]: + queries = data["queries"][:, :dimension].copy() + documents = data["documents"][:, :dimension].copy() + queries /= np.linalg.norm(queries, axis=1, keepdims=True) + documents /= np.linalg.norm(documents, axis=1, keepdims=True) + scores = queries @ documents.T + order = np.argsort(-scores, axis=1) + ranks = np.array( + [int(np.where(order[index] == index)[0][0]) + 1 for index in range(len(queries))] + ) + positive = np.diag(scores) + negative = scores.copy() + np.fill_diagonal(negative, -np.inf) + margins = positive - negative.max(axis=1) + return { + "top1": float(np.mean(ranks == 1)), + "recall_at_5": float(np.mean(ranks <= 5)), + "mrr": float(np.mean(1.0 / ranks)), + "mean_margin": float(margins.mean()), + "minimum_margin": float(margins.min()), + }, ranks + + +def mrl_command(args: argparse.Namespace) -> None: + inputs = {"bf16": np.load(args.bf16)} + if args.candidate: + for item in args.candidate: + if "=" not in item: + raise ValueError(f"expected --candidate label=path, got {item}") + label, path = item.split("=", 1) + inputs[label] = np.load(path) + else: + if not args.oq8e or not args.oq4e: + raise ValueError("legacy mrl mode requires --oq8e and --oq4e") + inputs["oq8e"] = np.load(args.oq8e) + inputs["oq4e"] = np.load(args.oq4e) + if args.oq6e: + inputs["oq6e"] = np.load(args.oq6e) + results = {} + dimensions = [int(item) for item in args.dimensions.split(",") if item] + for dimension in dimensions: + per_model = {} + ranks = {} + for name, data in inputs.items(): + per_model[name], ranks[name] = retrieval_metrics_at_dimension( + data, dimension + ) + for name in inputs: + if name == "bf16": + continue + per_model[name]["rank_changes_vs_bf16"] = int( + np.count_nonzero(ranks[name] != ranks["bf16"]) + ) + results[str(dimension)] = per_model + Path(args.output).write_text(json.dumps(results, indent=2) + "\n") + print(json.dumps(results, indent=2)) + + +def parser() -> argparse.ArgumentParser: + root = argparse.ArgumentParser() + commands = root.add_subparsers(dest="command", required=True) + + encode_parser = commands.add_parser("encode") + encode_parser.add_argument("--model", required=True) + encode_parser.add_argument("--dataset", required=True) + encode_parser.add_argument("--output", required=True) + encode_parser.set_defaults(func=encode_command) + + compare_parser = commands.add_parser("compare") + compare_parser.add_argument("--reference", required=True) + compare_parser.add_argument("--candidate", required=True) + compare_parser.add_argument("--output", required=True) + compare_parser.set_defaults(func=compare_command) + + mrl_parser = commands.add_parser("mrl") + mrl_parser.add_argument("--bf16", required=True) + mrl_parser.add_argument("--oq8e", default="") + mrl_parser.add_argument("--oq4e", default="") + mrl_parser.add_argument("--oq6e", default="") + mrl_parser.add_argument("--candidate", action="append", default=[]) + mrl_parser.add_argument( + "--dimensions", default="32,64,128,256,512,1024,2048,4096" + ) + mrl_parser.add_argument("--output", required=True) + mrl_parser.set_defaults(func=mrl_command) + return root + + +if __name__ == "__main__": + arguments = parser().parse_args() + arguments.func(arguments) diff --git a/scripts/frozen-original/qwen3_embedding_speed_bench.py b/scripts/frozen-original/qwen3_embedding_speed_bench.py new file mode 100644 index 0000000000000000000000000000000000000000..97f4c10aa85db857d84d69e6488c67f1bbf39c24 --- /dev/null +++ b/scripts/frozen-original/qwen3_embedding_speed_bench.py @@ -0,0 +1,422 @@ +#!/usr/bin/env python3 +"""Fair speed bench for Qwen3-Embedding-8B MLX variants. + +Runs one model per process. Measures cold load, warmup, and steady-state +encode latency/throughput at fixed token lengths using the same last-token +L2-normalized path as the retrieval smoke. +""" + +from __future__ import annotations + +import argparse +import json +import os +import resource +import statistics +import subprocess +import sys +import time +from pathlib import Path + +import mlx.core as mx +import numpy as np +from mlx_lm import load + + +TASK = ( + "Given a natural-language search query, retrieve the single passage " + "that best answers it" +) + +DEFAULT_MODELS = { + "bf16": "/Volumes/Models/models/Qwen/Qwen3-Embedding-8B-MLX-BF16", + "oq8e": "/Volumes/Models/models/Qwen/Qwen3-Embedding-8B-MLX-oQ8e", + "oq6e": "/Volumes/Models/models/Qwen/Qwen3-Embedding-8B-MLX-oQ6e", + "oq4e": "/Volumes/Models/models/Qwen/Qwen3-Embedding-8B-MLX-oQ4e", +} + + +def detailed_instruction(query: str) -> str: + return f"Instruct: {TASK}\nQuery:{query}" + + +def normalize(vector: mx.array) -> mx.array: + vector = vector.astype(mx.float32) + return vector / mx.maximum(mx.sqrt(mx.sum(vector * vector)), mx.array(1e-12)) + + +def encode_tokens(model, token_ids: list[int]) -> np.ndarray: + tokens = mx.array([token_ids]) + hidden = model.model(tokens) + if isinstance(hidden, tuple): + hidden = hidden[0] + vector = normalize(hidden[0, -1]) + mx.eval(vector) + return np.asarray(vector, dtype=np.float32) + + +def pad_or_trim(token_ids: list[int], length: int, pad_id: int) -> list[int]: + if len(token_ids) >= length: + return token_ids[:length] + return token_ids + [pad_id] * (length - len(token_ids)) + + +def percentile(values: list[float], pct: float) -> float: + if not values: + return float("nan") + ordered = sorted(values) + if len(ordered) == 1: + return ordered[0] + rank = (len(ordered) - 1) * (pct / 100.0) + low = int(rank) + high = min(low + 1, len(ordered) - 1) + frac = rank - low + return ordered[low] * (1.0 - frac) + ordered[high] * frac + + +def summarize(values: list[float]) -> dict: + return { + "n": len(values), + "mean": float(statistics.fmean(values)), + "median": float(statistics.median(values)), + "stdev": float(statistics.stdev(values)) if len(values) > 1 else 0.0, + "min": float(min(values)), + "max": float(max(values)), + "p90": float(percentile(values, 90)), + "p95": float(percentile(values, 95)), + } + + +def build_length_payloads(tokenizer, lengths: list[int]) -> dict[int, list[int]]: + pad_id = getattr(tokenizer, "pad_token_id", None) + if pad_id is None: + pad_id = getattr(tokenizer, "eos_token_id", 0) + seed_query = detailed_instruction( + "Benchmark the steady-state embedding encode path for local retrieval " + "over file paths, model metadata, and short technical passages." + ) + seed_doc = ( + "Local File Intelligence Catalog indexes provenance-preserving file " + "metadata and supports validator-controlled read-only text-to-SQL. " + "Embeddings should remain stable under oQ quantization while load time " + "and peak memory drop enough for interactive pilot use on Apple Silicon. " + ) * 64 + base_ids = tokenizer.encode(seed_query) + tokenizer.encode(seed_doc) + payloads = {} + for length in lengths: + payloads[length] = pad_or_trim(base_ids, length, int(pad_id)) + return payloads + + +def worker_main(args: argparse.Namespace) -> int: + lengths = [int(item) for item in args.lengths.split(",") if item.strip()] + if hasattr(mx, "reset_peak_memory"): + mx.reset_peak_memory() + + load_started = time.perf_counter() + model, tokenizer = load(args.model) + # Force weight materialization before calling load complete. + probe = tokenizer.encode("warmup") + encode_tokens(model, probe) + load_seconds = time.perf_counter() - load_started + load_peak = int(mx.get_peak_memory()) if hasattr(mx, "get_peak_memory") else 0 + + payloads = build_length_payloads(tokenizer, lengths) + if hasattr(mx, "reset_peak_memory"): + mx.reset_peak_memory() + + # Warmup excluded from timed stats. + for length in lengths: + for _ in range(args.warmup): + encode_tokens(model, payloads[length]) + + length_results = {} + for length in lengths: + token_ids = payloads[length] + samples_s = [] + samples_tps = [] + for _ in range(args.repeats): + started = time.perf_counter() + encode_tokens(model, token_ids) + elapsed = time.perf_counter() - started + samples_s.append(elapsed) + samples_tps.append(length / elapsed) + length_results[str(length)] = { + "token_length": length, + "latency_seconds": summarize(samples_s), + "tokens_per_second": summarize(samples_tps), + "texts_per_second": summarize([1.0 / value for value in samples_s]), + } + + # Short fixed corpus pass: 24 instruct queries + 24 docs from retrieval set. + corpus = json.loads(Path(args.dataset).read_text()) + texts = [detailed_instruction(item["query"]) for item in corpus] + [ + item["document"] for item in corpus + ] + # Warm one full pass, then time repeats of the full corpus. + for text in texts: + encode_tokens(model, tokenizer.encode(text)) + corpus_seconds = [] + for _ in range(args.corpus_repeats): + started = time.perf_counter() + for text in texts: + encode_tokens(model, tokenizer.encode(text)) + corpus_seconds.append(time.perf_counter() - started) + + encode_peak = int(mx.get_peak_memory()) if hasattr(mx, "get_peak_memory") else 0 + result = { + "label": args.label, + "model": args.model, + "pid": os.getpid(), + "load_seconds": load_seconds, + "load_mlx_peak_bytes": load_peak, + "encode_mlx_peak_bytes": encode_peak, + "process_peak_rss": int(resource.getrusage(resource.RUSAGE_SELF).ru_maxrss), + "warmup_per_length": args.warmup, + "repeats_per_length": args.repeats, + "lengths": length_results, + "corpus": { + "text_count": len(texts), + "repeats": args.corpus_repeats, + "seconds": summarize(corpus_seconds), + "texts_per_second": summarize( + [len(texts) / value for value in corpus_seconds] + ), + }, + } + Path(args.output).write_text(json.dumps(result, indent=2) + "\n") + print(json.dumps(result, indent=2), flush=True) + return 0 + + +def run_all(args: argparse.Namespace) -> int: + out_dir = Path(args.output_dir) + out_dir.mkdir(parents=True, exist_ok=True) + models = {} + for item in args.models: + if "=" not in item: + raise SystemExit(f"model entry must be label=path, got: {item}") + label, path = item.split("=", 1) + models[label] = path + + python = args.python or sys.executable + script = str(Path(__file__).resolve()) + per_model = {} + for label, path in models.items(): + if not Path(path).exists(): + raise FileNotFoundError(path) + output = out_dir / f"speed-{label}.json" + log_path = out_dir / f"speed-{label}.log" + if args.resume and output.is_file(): + per_model[label] = json.loads(output.read_text()) + print( + f"[speed] reused {label}: " + f"load={per_model[label]['load_seconds']:.3f}s " + f"corpus_tps={per_model[label]['corpus']['texts_per_second']['median']:.3f}", + flush=True, + ) + continue + cmd = [ + python, + script, + "worker", + "--label", + label, + "--model", + path, + "--dataset", + args.dataset, + "--output", + str(output), + "--lengths", + args.lengths, + "--warmup", + str(args.warmup), + "--repeats", + str(args.repeats), + "--corpus-repeats", + str(args.corpus_repeats), + ] + print(f"[speed] starting {label}", flush=True) + with log_path.open("w") as log_file: + completed = subprocess.run( + cmd, + stdout=log_file, + stderr=subprocess.STDOUT, + check=False, + ) + if completed.returncode != 0: + raise RuntimeError( + f"{label} speed worker failed with {completed.returncode}; see {log_path}" + ) + per_model[label] = json.loads(output.read_text()) + print( + f"[speed] finished {label}: load={per_model[label]['load_seconds']:.3f}s " + f"corpus_tps={per_model[label]['corpus']['texts_per_second']['median']:.3f}", + flush=True, + ) + + # Relative to BF16 when present, else first model. + baseline_label = "bf16" if "bf16" in per_model else next(iter(per_model)) + baseline = per_model[baseline_label] + comparison = { + "created_unix": time.time(), + "baseline": baseline_label, + "config": { + "lengths": args.lengths, + "warmup": args.warmup, + "repeats": args.repeats, + "corpus_repeats": args.corpus_repeats, + "dataset": args.dataset, + "python": python, + }, + "models": per_model, + "relative_to_baseline": {}, + } + for label, result in per_model.items(): + relative = { + "load_speedup": baseline["load_seconds"] / result["load_seconds"], + "corpus_throughput_ratio": ( + result["corpus"]["texts_per_second"]["median"] + / baseline["corpus"]["texts_per_second"]["median"] + ), + "encode_peak_memory_ratio": ( + result["encode_mlx_peak_bytes"] / baseline["encode_mlx_peak_bytes"] + if baseline["encode_mlx_peak_bytes"] + else None + ), + "lengths": {}, + } + for length, payload in result["lengths"].items(): + base_len = baseline["lengths"][length] + relative["lengths"][length] = { + "latency_ratio_median": ( + payload["latency_seconds"]["median"] + / base_len["latency_seconds"]["median"] + ), + "tokens_per_second_ratio_median": ( + payload["tokens_per_second"]["median"] + / base_len["tokens_per_second"]["median"] + ), + } + comparison["relative_to_baseline"][label] = relative + + summary_path = out_dir / "speed-comparison.json" + summary_path.write_text(json.dumps(comparison, indent=2) + "\n") + write_markdown(comparison, out_dir / "SPEED_RESULTS.md") + print(json.dumps({"summary": str(summary_path)}, indent=2), flush=True) + return 0 + + +def write_markdown(comparison: dict, path: Path) -> None: + models = comparison["models"] + order = [label for label in ("bf16", "oq8e", "oq6e", "oq4e") if label in models] + order.extend(label for label in models if label not in order) + lines = [ + "# Qwen3-Embedding-8B speed bench", + "", + f"Baseline: `{comparison['baseline']}`", + "", + "Method: one model per process; cold load includes first encode; " + "warmup excluded; steady-state latency from repeated single-text encodes " + "at fixed token lengths; corpus pass re-encodes the frozen 24+24 " + "retrieval texts.", + "", + "## Load and corpus throughput", + "", + "| Model | Cold load (s) | Load speedup vs BF16 | Corpus texts/s (median) | Throughput vs BF16 | Encode peak MLX |", + "| --- | ---: | ---: | ---: | ---: | ---: |", + ] + for label in order: + result = models[label] + rel = comparison["relative_to_baseline"][label] + peak = result["encode_mlx_peak_bytes"] + lines.append( + f"| {label} | {result['load_seconds']:.3f} | " + f"{rel['load_speedup']:.3f}x | " + f"{result['corpus']['texts_per_second']['median']:.3f} | " + f"{rel['corpus_throughput_ratio']:.3f}x | " + f"{peak:,} B |" + ) + + # Pick a representative mid length if present. + sample_lengths = [] + first = models[order[0]]["lengths"] + sample_lengths = sorted(first.keys(), key=int) + for length in sample_lengths: + lines.extend( + [ + "", + f"## Fixed length {length} tokens", + "", + "| Model | Latency median (ms) | p95 (ms) | Tokens/s median | Latency vs BF16 |", + "| --- | ---: | ---: | ---: | ---: |", + ] + ) + for label in order: + payload = models[label]["lengths"][length] + rel = comparison["relative_to_baseline"][label]["lengths"][length] + lat = payload["latency_seconds"] + lines.append( + f"| {label} | {lat['median'] * 1000:.2f} | {lat['p95'] * 1000:.2f} | " + f"{payload['tokens_per_second']['median']:.1f} | " + f"{rel['latency_ratio_median']:.3f}x |" + ) + + lines.extend( + [ + "", + "## Config", + "", + "```json", + json.dumps(comparison["config"], indent=2), + "```", + "", + "Single-host engineering bench only. Not a claim about server QPS,", + "batch throughput, or multi-user serving.", + "", + ] + ) + path.write_text("\n".join(lines)) + + +def parser() -> argparse.ArgumentParser: + root = argparse.ArgumentParser() + commands = root.add_subparsers(dest="command", required=True) + + worker = commands.add_parser("worker") + worker.add_argument("--label", required=True) + worker.add_argument("--model", required=True) + worker.add_argument("--dataset", required=True) + worker.add_argument("--output", required=True) + worker.add_argument("--lengths", default="64,128,256,512,1024") + worker.add_argument("--warmup", type=int, default=3) + worker.add_argument("--repeats", type=int, default=12) + worker.add_argument("--corpus-repeats", type=int, default=3) + worker.set_defaults(func=worker_main) + + all_cmd = commands.add_parser("all") + all_cmd.add_argument("--output-dir", required=True) + all_cmd.add_argument("--dataset", required=True) + all_cmd.add_argument( + "--models", + nargs="+", + default=[f"{label}={path}" for label, path in DEFAULT_MODELS.items()], + ) + all_cmd.add_argument("--lengths", default="64,128,256,512,1024") + all_cmd.add_argument("--warmup", type=int, default=3) + all_cmd.add_argument("--repeats", type=int, default=12) + all_cmd.add_argument("--corpus-repeats", type=int, default=3) + all_cmd.add_argument("--python", default="") + all_cmd.add_argument( + "--resume", + action="store_true", + help="Reuse a completed per-model JSON result instead of rerunning it.", + ) + all_cmd.set_defaults(func=run_all) + return root + + +if __name__ == "__main__": + arguments = parser().parse_args() + raise SystemExit(arguments.func(arguments)) diff --git a/scripts/frozen-original/relocate_embedding_quant_matrix_to_swap.sh b/scripts/frozen-original/relocate_embedding_quant_matrix_to_swap.sh new file mode 100644 index 0000000000000000000000000000000000000000..ff79219233120f69372ce6ec7c19791490661d99 --- /dev/null +++ b/scripts/frozen-original/relocate_embedding_quant_matrix_to_swap.sh @@ -0,0 +1,75 @@ +#!/usr/bin/env bash +set -euo pipefail + +root="/Volumes/Swap/experiments/embedding-quant-matrix-2026-07-28" + +mkdir -p \ + "$root/models/qwen3-embedding-0.6b" \ + "$root/models/gte-qwen2-1.5b" \ + "$root/models/qwen3-embedding-8b" \ + "$root/models/bge-small-en-v1.5" \ + "$root/models/bge-base-en-v1.5" \ + "$root/calibration/qwen3-embedding-0.6b" \ + "$root/calibration/gte-qwen2-1.5b" \ + "$root/calibration/qwen3-embedding-8b" \ + "$root/negative-evidence" \ + "$root/results" \ + "$root/manifests" + +move_dir() { + local source="$1" + local destination_parent="$2" + local destination="$destination_parent/$(basename "$source")" + [[ -e "$source" ]] || return 0 + if [[ -e "$destination" ]]; then + echo "Refusing collision: $destination" >&2 + exit 1 + fi + mv "$source" "$destination_parent/" +} + +move_file() { + local source="$1" + local destination_parent="$2" + local destination="$destination_parent/$(basename "$source")" + [[ -e "$source" ]] || return 0 + if [[ -e "$destination" ]]; then + echo "Refusing collision: $destination" >&2 + exit 1 + fi + mv "$source" "$destination_parent/" +} + +for source in /Volumes/Models/models/Qwen/Qwen3-Embedding-0.6B-MLX-*; do + [[ -d "$source" ]] && move_dir "$source" "$root/models/qwen3-embedding-0.6b" +done + +for source in /Volumes/Models/models/mlx-embeddings/gte-Qwen2-1.5B-instruct-mlx-*; do + [[ -d "$source" ]] && move_dir "$source" "$root/models/gte-qwen2-1.5b" +done + +move_dir "/Volumes/Models/models/Qwen/Qwen3-Embedding-8B-BF16" "$root/source-hf" +for source in /Volumes/Models/models/Qwen/Qwen3-Embedding-8B-MLX-*; do + [[ -d "$source" ]] && move_dir "$source" "$root/models/qwen3-embedding-8b" +done + +for source in /Volumes/Models/models/mlx-embeddings/bge-small-en-v1.5-mlx-*; do + [[ -d "$source" ]] && move_dir "$source" "$root/models/bge-small-en-v1.5" +done +for source in /Volumes/Models/models/mlx-embeddings/bge-base-en-v1.5-mlx-*; do + [[ -d "$source" ]] && move_dir "$source" "$root/models/bge-base-en-v1.5" +done + +for source in /Volumes/Models/models/Qwen/.oqe_imatrix/Qwen3-Embedding-0.6B-MLX-BF16-oQe-s128-l512.npz*; do + [[ -f "$source" ]] && move_file "$source" "$root/calibration/qwen3-embedding-0.6b" +done +for source in /Volumes/Models/models/mlx-embeddings/.oqe_imatrix/gte-Qwen2-1.5B-instruct-mlx-bf16-oQe-s128-l512.npz*; do + [[ -f "$source" ]] && move_file "$source" "$root/calibration/gte-qwen2-1.5b" +done +for source in /Volumes/Models/models/Qwen/.oqe_imatrix/Qwen3-Embedding-8B-MLX-BF16-oQ8e-s128-l512.npz*; do + [[ -f "$source" ]] && move_file "$source" "$root/calibration/qwen3-embedding-8b" +done + +move_dir "/Volumes/Models/models/mlx-embeddings/.bge-small-oq4-test.partial" "$root/negative-evidence" + +echo "Consolidated embedding quantization matrix at: $root" diff --git a/uv.lock b/uv.lock new file mode 100644 index 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