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{
"schema_version": 1,
"campaign_id": "predator-media-20261021",
"title": "Images, video and music on a 6 GB GPU",
"hardware": {
"gpu": "NVIDIA GeForce GTX 1060 6 GB",
"ram_gib_approx": 28,
"os": "Windows 10 Pro 19045",
"driver": "582.28"
},
"runtime": {
"comfyui": "0.42.1",
"comfyui_commit": "63be2f9b82ad0dac88a7ceaa28a9cf3154125a18",
"gguf_node_commit": "6ea2651e7df66d7585f6ffee804b20e92fb38b8a",
"python": "3.12.10",
"torch": "2.14.0+cu126",
"provider": "Local ComfyUI through the Packet Foundry relay",
"compute": "FP32 unless specific graph explicitly states otherwise; storage quantization is separate.",
"packet_foundry": {
"version": "0.1.2",
"contracts_version": "0.1.2",
"contracts_wheel_sha256": "732f48490feb87ab45c8cbc93d2c6eb3e0c207cc97fd0c93910a07463db4899b",
"factory_wheel_sha256": "88efe9fd16c0b238394e686cba8185aba3c1e0bac2ab0c98f424fc9565d9acc5",
"execution_commit": "Not recorded inthis retainedhardwareproof; currentcheckoutHEAD not used as substitute."
}
},
"coverage": {
"retained_output_files": 153,
"accepted_outputs": 152,
"images": 140,
"accepted_images": 139,
"image_complexity_suite": 100,
"videos": 11,
"music": 2,
"contact_sheets": 11,
"failed_delivery_outputs_with_media": 1,
"failed_or_cancelled_submitted_jobs_without_media": 7,
"unique_original_media_sha256": 151,
"diagnostic_fixture_exclusion": "Two synthetic codec preflight MP4s are fixtures, not model outputs; excluded from gallery and generated-output counts.",
"duplicate_media_note": "Two pairs of early accepted image files have byte-identical source hashes. Every delivery is retained; file count and unique original byte sequences are distinct.",
"qwen_turbo_ten_image_trial": 10,
"qwen_turbo_q8_matched_comparison": 10,
"qwen_turbo_q2_matched_comparison": 10
},
"methodology": [
"Same model, template and fixed generation settings; record any intentional prompt change and seed42 then43. A changed prompt forces fresh text encoding; a changed seed forces sampling.",
"No intentional process restart or model unload between the pair; report what was actually observed.",
"Do not call a run warm or cold solely from ordering.",
"Record cached nodes and loading/encoding observations separately from sampler progress.",
"Any subtraction residual is combined loading, encoding, decoding and other overhead; never exact weight-only loading.",
"Separate interrupted runs and changed step counts from a matched pair.",
"Background downloads and prompt/model caching are recorded confounders."
],
"summary": {
"image_complexity": {
"generated_at": "2026-10-21T01:22:55.914100+00:00",
"suite_id": "[private identifier]",
"suite_name": "Predator: fifty progressive image briefs, two consecutive seed variants each",
"status": "complete_generation_delivery_traces_experiments_gallery",
"batches": {
"first": "[private identifier]",
"second": "[private identifier]"
},
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"warnings": [],
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"Requested traits and prompt fidelity require visual review; decoding is not a quality score.",
"Card word_count, prompt and prompt_sha256 fields describe the original brief; the encoder also receives the fixed instruction/source-label envelope.",
"Matching encoder probe word counts describe the composed text; padded token slots include tokenizer template/padding and may be reused from a cached encoding.",
"Timings are observed trace duration_seconds values, not a controlled causal comparison.",
"Prompt detail and constraint count change with tier. Seed42/43 differ across arms.",
"Cold/warm/cache claims require native runtime and cache evidence; arm labels alone do not establish them."
]
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"scope": "Read-only reanalysis of the existing FLUX 100 images and completed ten-image Qwen Turbo trial. No additional generation for this analysis.",
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{
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}
],
"interpretation": "All 50 second requests reused positive and negative conditioning. Sampling was not cached, and every pair produced distinct outputs. The initial-load pair is excluded from the main steady-runtime comparison. No five-variant group was tested.",
"limits": [
"Same42/43 seed ordering; no randomized cache-disabled control.",
"Node intervals include preparation/event delivery, not isolated kernels.",
"Observed cache survives the measured gaps but is local to one retained Comfy runtime; no persistence guarantee across model switches, restarts, factory changes or eviction."
]
},
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"same_comfy_runtime_across_quant_trials": true,
"graph_differences": [
"/1/inputs/unet_name",
"/8/inputs/filename_prefix"
]
},
{
"ordinal": 10,
"seed": 51,
"prompt": "Create a highly detailed cinematic architectural illustration of a remote mountain observatory at blue hour after a light snowfall. The building occupies the right two-thirds of the square image: a circular pale-stone base supports one weathered copper dome, whose open viewing slit points toward the upper left. A narrow exterior staircase with dark iron handrails climbs from a small lower entrance to a balcony; every step has a thin undisturbed layer of snow. One adult astronomer in a dark red winter coat stands on the balcony with a small white notebook held closed in one gloved hand, looking toward the sky. Place a warm amber lamp immediately above the entrance, creating a pool of light on the stone without illuminating the whole landscape. In the lower left foreground, a crooked pine tree and two exposed granite rocks frame a winding path that leads toward the building. Behind the observatory, show distant mountain ridges fading from slate blue into violet mist. The sky contains scattered sharp stars and a faint natural Milky Way band, with no oversized planets or fantasy moons. Balance warm interior light against cold ambient snow light, use physically plausible perspective, careful separation of the staircase rails and the figure, and visible differences between copper, stone, glass, fabric and snow. The final scene should feel quiet, inhabited and believable. Do not add titles, labels, logos, watermarks, extra people, extra domes or duplicate staircases.",
"q4_record": "qwen-turbo-10",
"q8_record": "qwen-turbo-q8-10",
"q4_media": "media/qwen-turbo-10.png",
"q8_media": "media/qwen-turbo-q8-10.png",
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"q8_encoder_cached": false,
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"1",
"11",
"12",
"2",
"4",
"5"
],
"q8_cached_nodes": [
"1",
"11",
"12",
"2",
"4",
"5"
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"graph_differences": [
"/1/inputs/unet_name",
"/8/inputs/filename_prefix"
]
}
],
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"operator_transport_recovery": {
"scope": "Local status coordinator lost three status connections during case 5; the native generation completed. Saved Warehouse/native records were reconciled before the same finite coordinator collected that result and continued.",
"transport_status_read_errors": 3,
"generation_failure_created": false,
"recovered_public_record": "qwen-turbo-q8-05",
"warehouse_attempts_at_reconciliation": 1,
"same_native_generation_collected": true,
"same_factory_runtime_retained": true,
"same_finite_coordinator_source_retained": true,
"case5_native_finished_utc": "2026-10-21T10:43:58.749000+00:00",
"readback_utc": "2026-10-21T10:57:30.787425+00:00",
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"case5_to_case6_native_idle_gap_seconds": 890.033,
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"q4": {
"cpu_text_encode_node3_seconds": {
"count": 8,
"minimum": 100.10899999999674,
"median": 103.10949999999139,
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"sum": 840.2020000000484
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"count": 8,
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"count": 8,
"minimum": 0.5,
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},
"stage_timing_scope": "Intervals between observer receipt of node execution events. Include preparation, loading and event-delivery overhead; they are not isolated kernel timings. A cached stage is absent, not a measured zero.",
"cpu_memory_context": {
"causal_diagnosis": "Unresolved. The completed native stage intervals locate elapsed time without establishing the cause.",
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"q8_snapshot_total_page_faults_per_second": 159706,
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"fault_interpretation": "High total faults with few hard page inputs is consistent with mostly faults that do not require a backing-store read in this snapshot; it does not establish a disk-I/O bottleneck.",
"commit_counter_interpretation": "Windows PagefileUsage/PrivateUsage report private commit charge, not bytes shown to reside in a disk pagefile.",
"source_review": "No explicit global Torch/OMP thread-limit change was found in the preserved pinned loader/operation sources; actual live thread-pool settings were not measured.",
"primary_sources": [
{
"url": "https://learn.microsoft.com/en-us/windows/win32/api/psapi/ns-psapi-process_memory_counters_ex",
"claim": "PagefileUsage/PrivateUsage are process commit charge, not a measurement of bytes physically stored on disk."
},
{
"url": "https://learn.microsoft.com/en-us/windows/win32/memory/working-set",
"claim": "Soft faults need no backing-store read; hard faults do. Demand-zero/transition pages can produce faults without disk reads."
}
]
},
"smaller_quant_generator_files": [
{
"quant": "Q2_K",
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"revision": "5d1f9f759ea877ae556cda88dbec958b62ad3809",
"source_url": "https://huggingface.co/unsloth/Qwen-Image-2.1-Turbo-GGUF/blob/5d1f9f759ea877ae556cda88dbec958b62ad3809/qwen-image-2.1-turbo-Q2_K.gguf",
"tested_in_this_follow_up": false
},
{
"quant": "Q3_K_S",
"filename": "qwen-image-2.1-turbo-Q3_K_S.gguf",
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"revision": "5d1f9f759ea877ae556cda88dbec958b62ad3809",
"source_url": "https://huggingface.co/unsloth/Qwen-Image-2.1-Turbo-GGUF/blob/5d1f9f759ea877ae556cda88dbec958b62ad3809/qwen-image-2.1-turbo-Q3_K_S.gguf",
"tested_in_this_follow_up": false
},
{
"quant": "Q3_K_M",
"filename": "qwen-image-2.1-turbo-Q3_K_M.gguf",
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"revision": "5d1f9f759ea877ae556cda88dbec958b62ad3809",
"source_url": "https://huggingface.co/unsloth/Qwen-Image-2.1-Turbo-GGUF/blob/5d1f9f759ea877ae556cda88dbec958b62ad3809/qwen-image-2.1-turbo-Q3_K_M.gguf",
"tested_in_this_follow_up": false
},
{
"quant": "Q3_K_XL",
"filename": "qwen-image-2.1-turbo-Q3_K_XL.gguf",
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"revision": "5d1f9f759ea877ae556cda88dbec958b62ad3809",
"source_url": "https://huggingface.co/unsloth/Qwen-Image-2.1-Turbo-GGUF/blob/5d1f9f759ea877ae556cda88dbec958b62ad3809/qwen-image-2.1-turbo-Q3_K_XL.gguf",
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}
],
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},
"limits": [
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"First requests have their actual inherited loading/encoder/cache state; they are not assumed to be matched cold starts.",
"Matched prompts/seeds do not isolate quantization from offloading, cache, startup or other device workloads.",
"The status coordinator had a reconciled transport interruption between cases 5 and 6; actual inter-run gaps remain in every pair row, without an immediate-warm claim.",
"Q4 is not a high-precision ground-truth image. Independent visual findings are subjective and include poor outputs.",
"No measured five-variant workload, objective aesthetic superiority or whole-VRAM residency is claimed."
]
},
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"scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."
}
}
}
},
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"scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."
}
}
}
},
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"count": 8,
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},
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"q2_reserve_gib": 0.6,
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"q2_instrumented": true,
"shared_settings": "512×512; eight Euler steps; CFG1; exact ManualSigmas; CPU INT8 encoder; CPU VAE; FP32 compute.",
"physical_dedicated_residency_proven": false
},
"setup_context": {
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"cause": "Pinned ComfyUI0.42.1 rejected an unsupported --normalvram argument. Normal VRAM is selected by omitting --lowvram. The clean parser exit was corrected before generation.",
"generation_attempts_added": 0
},
"measurement_observer_initial_failure": {
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"error_type": "CimException",
"cause_established": false,
"verified_samples": 0,
"generation_requests_observed": 0,
"generation_attempts_added": 0,
"scope": "Initial raw counter query failed before the idle baseline. Its cause remains unresolved. Its failed observer state/log/source are retained separately; later actual per-case WDDM coverage is evaluated before publication."
},
"runtime_source_line_endings": {
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"changed_sources": 12,
"byte_identical_sources": 4,
"scope": "Operator exact-byte readback verified twelve Comfy LF-to-CRLF serialization changes and four byte-identical GGUF sources; full preserved and actual native hashes remain pinned."
}
},
"wddm_observation_summary": {
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"whole_graph_coverage_failed_ordinals": [
1,
6,
10
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},
"rows": [
{
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"prompt": "A small orange ceramic fox on a pale wooden desk, soft morning light, plain cream background, realistic studio photograph.",
"variants": {
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"native_seconds": 320.246,
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{
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"boundary_before_seconds": 0.4016430377960205,
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},
"wddm_query_error_count_total": 3,
"wddm_query_errors_in_whole_graph_window": 1,
"wddm_query_errors_in_generator_window": 1,
"scope": "Logical registered-tensor placement at observed boundaries plus time-aligned per-process WDDM counters. Actual coverage failures and query errors remain explicit. Observed maxima do not bound unobserved gaps. Shared usage is compared with the same process/adapter idle baseline; these counters do not prove uninterrupted physical residency or attribute every shared byte to weights."
}
}
}
}
],
"limits": [
"Q2 changes storage quantization, model loading policy, reserve and process context; unrandomized different-time comparisons do not isolate quantization speed.",
"Logical generator placement is checked at load/sampler entry, eight post-denoiser/pre-Euler-update callbacks and completion. This does not prove uninterrupted physical dedicated residency.",
"WDDM observations have exact process/adapter idle context and independently measured graph/generator coverage. Failed coverage and actual query errors remain explicit; observed maxima do not bound unobserved gaps. Nonzero shared memory alone is not proof of weight paging.",
"The first two requests share a brief; no five-variant workload was measured.",
"Q4/Q8 are retained comparison outputs, not high-precision quality ground truth."
]
}
},
"limits": [
"A valid media container, successful relay, or LangSmith trace is not a quality score.",
"Model comparisons differ in steps, conditioning, architecture, prompts and cache state. This is practical exploratory evidence, not a controlled model leaderboard.",
"Sampled resource extrema are not continuous peaks. PhysicalWDDM paging and whole-pipelineGPU residency were not established.",
"No model weights or private credentials are redistributed. Source hashes identify retained originals; public metadata-stripped copies have separate hashes."
],
"archive_run_id": "3cc53336-2555-5e90-99c3-7b94dcb40acc",
"dataset_sha256": "b0f28c49bb7ffe043b3ca0c396978c72e220413f0281dd21f309515f21df672a"
}