diff --git a/tests/fixtures/local-inspect/resolver-vectors.json b/tests/fixtures/local-inspect/resolver-vectors.json index 1e92c9d5..bd34ee6f 100644 --- a/tests/fixtures/local-inspect/resolver-vectors.json +++ b/tests/fixtures/local-inspect/resolver-vectors.json @@ -1 +1 @@ -{"vectors": [{"evidence": {"prompts": {"negative": {"source": "graph-inferred", "status": "resolved", "text": "blurry"}, "positive": {"source": "graph-inferred", "status": "resolved", "text": "a fox"}}, "resolution": {"node": null, "reason": "", "reason_code": null, "sampler_id": "3", "state": "resolved"}}, "gap": false, "name": "encode", "records": {"prompt": "{\"3\": {\"class_type\": \"KSampler\", \"inputs\": {\"seed\": 1, \"model\": [\"4\", 0], \"positive\": [\"6\", 0], \"negative\": [\"7\", 0], \"latent_image\": [\"5\", 0]}}, \"4\": {\"class_type\": \"CheckpointLoaderSimple\", \"inputs\": {\"ckpt_name\": \"m\"}}, \"5\": {\"class_type\": \"EmptyLatentImage\", \"inputs\": {\"width\": 64}}, \"6\": {\"class_type\": 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{\"class_type\": \"PromptManagerPositive\", \"inputs\": {\"text\": [\"116\", 0], \"prepend_text\": \"\\u2028 caf\\u00e9\", \"negative_text\": \"\\tcaf\\u00e9\\u3000\"}}, \"108\": {\"class_type\": \"DetailerForEach\", \"inputs\": {\"image\": [\"107\", 0], \"model\": [\"4\", 0], \"positive\": [\"109\", 0], \"negative\": [\"115\", 0]}}}"}}, {"evidence": {"prompts": {"negative": {"source": null, "status": "ambiguous", "text": null}, "positive": {"source": null, "status": "ambiguous", "text": null}}, "resolution": {"node": null, "reason": "Sampler stages have different prompts", "reason_code": "multistage-differs", "sampler_id": "113", "state": "ambiguous"}}, "name": "select-fuzz-0-59", "records": {"prompt": "{\"4\": {\"class_type\": \"CheckpointLoaderSimple\", \"inputs\": {\"ckpt_name\": \"m\"}}, \"5\": {\"class_type\": \"EmptyLatentImage\", \"inputs\": {\"width\": 64}}, \"103\": {\"class_type\": \"PromptManagerText\", \"inputs\": {\"text\": \"…猫…\", \"prepend_text\": \"a,\", \"append_text\": \"
 detailed fur\\u001c\"}}, \"102\": {\"class_type\": \"PromptManagerV2\", \"inputs\": {\"text\": [\"103\", 0], \"prepend_text\": \"\\t猫\", \"negative_text\": \"\\n\\u001c\"}}, \"101\": {\"class_type\": \"Reroute\", \"inputs\": {\"value\": [\"102\", 0]}}, \"104\": {\"class_type\": \"KSampler\", \"inputs\": {\"seed\": 1, \"model\": [\"4\", 0], \"positive\": [\"101\", 0], \"latent_image\": [\"5\", 0]}}, \"106\": {\"class_type\": \"PromptSearchList\", \"inputs\": {\"text\": \"fox\"}}, \"108\": {\"class_type\": \"CLIPTextEncodeSDXL\", \"inputs\": {\"text_g\": \"\\u001c😀 \", \"text_l\": \"\\nfox…\"}}, \"107\": {\"class_type\": \"FluxGuidance\", \"inputs\": {\"conditioning\": [\"108\", 0]}}, \"105\": {\"class_type\": \"ConditioningCombine\", \"inputs\": {\"conditioning_1\": [\"106\", 0], \"conditioning_2\": [\"107\", 0]}}, \"109\": {\"class_type\": \"FancyEncoder\", \"inputs\": {\"text\": \" 😀a,\"}}, \"110\": {\"class_type\": \"KSamplerAdvanced\", \"inputs\": {\"seed\": 1, \"model\": [\"4\", 0], \"positive\": [\"105\", 0], \"negative\": [\"109\", 0], \"latent_image\": [\"5\", 0]}}, \"111\": {\"class_type\": \"KSampler\", \"inputs\": {\"seed\": 1, \"model\": [\"4\", 0], \"positive\": [\"101\", 0], \"latent_image\": [\"5\", 0]}}, \"112\": {\"class_type\": \"VAEDecode\", \"inputs\": {\"samples\": [\"104\", 0]}}, \"115\": {\"class_type\": \"PromptManagerPair\", \"inputs\": {\"text\": \"\\u001ccafé\", \"negative_text\": \"\\u001c猫café\", \"prepend_text\": \"café\\n\", \"append_text\": \"…😀 \"}}, \"114\": {\"class_type\": \"Reroute\", \"inputs\": {\"value\": [\"115\", 0]}}, \"119\": {\"class_type\": \"CLIPTextEncode\", \"inputs\": {\"text\": \"a,\\u001c\", \"clip\": [\"4\", 1]}}, \"120\": {\"class_type\": \"CLIPTextEncode\", \"inputs\": {\"text\": \"\\u001c猫\\u001c\", \"clip\": [\"4\", 1]}}, \"118\": {\"class_type\": \"ConditioningCombine\", \"inputs\": {\"conditioning_1\": [\"119\", 0], \"conditioning_2\": [\"120\", 0]}}, \"122\": {\"class_type\": \"CLIPTextEncode\", \"inputs\": {\"text\": \"\\u001cdetailed fursnow\", \"clip\": [\"4\", 1]}}, \"121\": {\"class_type\": \"ConditioningCombine\", \"inputs\": {\"conditioning_1\": [\"122\", 0], \"conditioning_2\": [\"122\", 0]}}, \"117\": {\"class_type\": \"ConditioningCombine\", \"inputs\": {\"conditioning_1\": [\"118\", 0], \"conditioning_2\": [\"121\", 0]}}, \"116\": {\"class_type\": \"ConditioningZeroOut\", \"inputs\": {\"conditioning\": [\"117\", 0]}}, \"113\": {\"class_type\": \"UltimateSDUpscaleNoUpscale\", \"inputs\": {\"model\": [\"4\", 0], \"positive\": [\"114\", 0], \"negative\": [\"116\", 0], \"upscaled_image\": [\"112\", 0]}}, \"123\": {\"class_type\": \"SaveImage\", \"inputs\": {\"images\": [\"113\", 0]}}, \"124\": {\"class_type\": \"VAEDecode\", \"inputs\": {\"samples\": [\"110\", 0]}}, \"125\": {\"class_type\": \"PreviewImage\", \"inputs\": {\"images\": [\"124\", 0]}}, \"126\": {\"class_type\": \"PreviewAny\", \"inputs\": {\"images\": [\"124\", 0]}}, \"127\": {\"class_type\": \"VAEDecode\", \"inputs\": {\"samples\": [\"111\", 0]}}, \"128\": {\"class_type\": \"PreviewAny\", \"inputs\": {\"images\": [\"127\", 0]}}, \"131\": {\"class_type\": \"PromptManagerText\", \"inputs\": {\"text\": \" fox\", \"prepend_text\": \"\\ndetailed fur…\", \"append_text\": \" \\u001c\"}}, \"130\": {\"class_type\": \"CLIPTextEncodeSDXL\", \"inputs\": {\"text_g\": [\"131\", 0], \"text_l\": [\"131\", 0]}}, \"129\": {\"class_type\": \"UltimateSDUpscale\", \"inputs\": {\"image\": [\"127\", 0], \"model\": [\"4\", 0], \"positive\": [\"101\", 0], \"negative\": [\"130\", 0]}}, \"132\": {\"class_type\": \"PreviewImage\", \"inputs\": {\"images\": [\"129\", 0]}}}"}}], "version": 2} diff --git a/tests/js/support/local-inspect-oracle.mjs b/tests/js/support/local-inspect-oracle.mjs index 3a02a7ff..3c227d82 100644 --- a/tests/js/support/local-inspect-oracle.mjs +++ b/tests/js/support/local-inspect-oracle.mjs @@ -14,9 +14,11 @@ // the carrier rule alone, as the server selects from ffprobe's tag map. // A {records} entry (records null = an unreadable file) answers // {classified: null, result: null, metadata} for the projection alone. -// A {mode: 'resolve'} entry (PR L3) answers {evidence} or {gap: true}: resolveLocalEvidence of its -// {path}'s local read, or of its {records} texts, with the repository semantics table -// (gap: a path the port leaves to Task 9). +// A {mode: 'resolve'} entry (PR L3) answers {evidence}: resolveLocalEvidence of its {records} texts +// with the repository semantics table. With a {path} it reads the file locally and also answers +// {facts} (and {unreadable: true} with the server's unreadable evidence when nothing could be read): +// extractGenerationFacts on the local payload through projectInspectionPayload, exactly as +// tests/js/support/inspection-parity-facts.mjs reads the server's response for vectors.json. import fs from 'node:fs'; import path from 'node:path'; import { createRequire } from 'node:module'; @@ -31,17 +33,20 @@ const web = path.join(here, '..', '..', '..', 'web', 'js', 'workspace'); const { selectVideoCarrier } = await import(moduleUrl(path.join(web, 'local-video.mjs'))); const { projectMetadata } = await import(moduleUrl(path.join(web, 'local-projection.mjs'))); const { readLocalFile, toInspectionRead } = await import(moduleUrl(path.join(web, 'local-inspection.mjs'))); -const { resolveLocalEvidence, compileSemantics, LocalResolverGap } = await import(moduleUrl(path.join(web, 'local-resolver.mjs'))); +const { resolveLocalEvidence, compileSemantics, unreadableEvidence } = await import(moduleUrl(path.join(web, 'local-resolver.mjs'))); +const { buildLocalPayload } = await import(moduleUrl(path.join(web, 'local-inspection.mjs'))); +const { projectInspectionPayload } = await import(moduleUrl(path.join(web, 'inspection-state.mjs'))); const semantics = compileSemantics(JSON.parse(fs.readFileSync(path.join(here, '..', '..', '..', 'web', 'js', 'inspection-semantics.json'), 'utf8'))); +const { extractGenerationFacts } = require(path.join(here, '..', '..', '..', 'web', 'js', 'comfy-metadata.js')); -/** The local evidence for one set of record texts, or {gap: true}. */ -function resolved(records) { - try { - return { evidence: resolveLocalEvidence(records, semantics) }; - } catch (error) { - if (error instanceof LocalResolverGap) return { gap: true }; - throw error; - } +/** The local evidence for one set of record texts. */ +const resolved = records => ({ evidence: resolveLocalEvidence(records, semantics) }); + +/** The six facts for one local read (no legacy fill here, as in the vectors' own harness). */ +function localFacts(read, file, classification, evidence) { + const payload = { ...buildLocalPayload({ read, file, classification }), prompts: evidence.prompts, resolution: evidence.resolution }; + const record = projectInspectionPayload(payload, { kind: 'local-file', key: 'local:1', path: file.name }, null, extractGenerationFacts); + return Object.fromEntries(Object.entries(record.generation).map(([field, fact]) => [field, { status: fact.status, value: fact.value }])); } const selectionRead = (selection) => selection.status === 'complete' ? @@ -54,9 +59,12 @@ for (const entry of JSON.parse(Buffer.concat(chunks).toString('utf8'))) { const { name } = entry; if (entry.mode === 'resolve') { if (entry.records !== undefined) { output[name] = resolved(entry.records); continue; } - const { classification, result } = await readLocalFile(await fs.openAsBlob(entry.path), { pngMetadata }); + const blob = await fs.openAsBlob(entry.path); + const { classification, result } = await readLocalFile(blob, { pngMetadata }); const read = classification === null ? null : toInspectionRead(classification, result).read; - output[name] = read === null ? { unreadable: true } : resolved(read.records); + if (classification === null) { output[name] = { unreadable: true }; continue; } + const answer = read === null ? { unreadable: true, evidence: unreadableEvidence() } : resolved(read.records); + output[name] = { ...answer, facts: localFacts(result, { name: path.basename(entry.path), size: blob.size }, classification, answer.evidence) }; continue; } if (entry.records !== undefined) { diff --git a/tests/js/workspace-local-resolver.test.js b/tests/js/workspace-local-resolver.test.js index 5ffd60d9..ec458afa 100644 --- a/tests/js/workspace-local-resolver.test.js +++ b/tests/js/workspace-local-resolver.test.js @@ -1,4 +1,4 @@ -// PR L3 Task 8: the server's inspection resolver in this browser. The values below are what CPython answers +// PR L3 Tasks 8-9: the server's inspection resolver in this browser. The values below are what CPython answers // (json.loads, len, str.strip, repr, utils/prompt_inspector.inspect_prompt_evidence); the full comparison with the // server runs in tests/test_local_inspect_parity.py through tests/js/support/local-inspect-oracle.mjs. import test from 'node:test'; @@ -82,9 +82,35 @@ test('execution evidence replaces a PromptManagerPair text when it matches the n assert.equal(stale.resolution.reason, 'Execution evidence does not match recorded node inputs'); }); -test('several samplers and A1111 parameters are left to Task 9', () => { - assert.throws(() => resolver.resolveLocalEvidence({prompt: JSON.stringify(base({'9': sampler()}))}, semantics), resolver.LocalResolverGap); - assert.throws(() => resolver.resolveLocalEvidence({parameters: 'a fox\nSteps: 20, Sampler: euler'}, semantics), resolver.LocalResolverGap); +test('identical sampler branches resolve to their shared pair, differing ones stay ambiguous (#270)', () => { + const shared = resolver.resolveLocalEvidence({prompt: JSON.stringify(base({'9': sampler()}))}, semantics); + assert.deepEqual(shared.resolution, {state: 'resolved', sampler_id: null, reason: 'Every sampler branch uses the same prompt pair', reason_code: null, node: null}); + assert.equal(shared.prompts.positive.text, 'a fox'); + const differ = resolver.resolveLocalEvidence({prompt: JSON.stringify(base({'9': sampler({positive: ['8', 0]}), '8': encode('a cat')}))}, semantics); + assert.deepEqual(differ.resolution, {state: 'ambiguous', sampler_id: null, reason: 'Multiple sampler branches', reason_code: null, node: null}); + assert.equal(differ.prompts.positive.status, 'ambiguous'); +}); + +test('a detailer stage is compared with the sampler in its image ancestry', () => { + const graph = base({'10': {class_type: 'VAEDecode', inputs: {samples: ['3', 0]}}, '8': encode('a cat'), '12': {class_type: 'SaveImage', inputs: {images: ['11', 0]}}, + '11': {class_type: 'FaceDetailer', inputs: {image: ['10', 0], model: ['4', 0], positive: ['8', 0], negative: ['7', 0]}}}); + const evidence = resolver.resolveLocalEvidence({prompt: JSON.stringify(graph)}, semantics); + assert.deepEqual(evidence.resolution, {state: 'ambiguous', sampler_id: '11', reason: 'Sampler stages have different prompts', reason_code: 'multistage-differs', node: null}); + assert.equal(evidence.prompts.positive.message, undefined); +}); + +test('A1111 parameters split on the unique settings footer as Python does', () => { + const read = text => resolver.resolveLocalEvidence({parameters: text}, semantics); + assert.deepEqual(read('a fox\nNegative prompt: blur\nSteps: 20, Sampler: euler').prompts, { + positive: {status: 'resolved', text: 'a fox', source: 'embedded-parameters'}, negative: {status: 'resolved', text: 'blur', source: 'embedded-parameters'}, + }); + // Python's multiline ^ and $ break only at \n: a U+2028 or a lone \r never starts the footer line. + for (const text of ['a fox\u2028Steps: 20, x', 'a fox\rSteps: 20, x']) assert.equal(read(text).resolution.reason, 'A1111 settings footer is not unique'); + // \d is any Unicode decimal digit and \s spans line breaks, as in Python's re. + assert.equal(read('a fox\nSteps: \u0662\u0660, x').resolution.reason, 'Negative prompt delimiter is absent'); + assert.equal(read('a fox\nSteps:\n 20 \n, x').resolution.state, 'absent'); + assert.equal(read('a fox\nSteps: 1, x\nNegative Template: n\nTemplate: t').resolution.reason_code, 'malformed'); + assert.equal(read('\u{1f600}'.repeat(60000) + '\nSteps: 1, x').resolution.state, 'absent', 'the length limit counts code points'); }); test('an unusable semantics table is refused', () => { @@ -98,15 +124,11 @@ test('committed server answers equal the local evidence', () => { const canonical = value => Array.isArray(value) ? value.map(canonical) : value !== null && typeof value === 'object' ? Object.fromEntries(Object.keys(value).sort().map(key => [key, canonical(value[key])])) : value; let compared = 0; - for (const {name, records, gap, evidence} of vectors) { - if (gap) { - assert.throws(() => resolver.resolveLocalEvidence(records, semantics), resolver.LocalResolverGap, name); - continue; - } + for (const {name, records, evidence} of vectors) { assert.deepEqual(canonical(resolver.resolveLocalEvidence(records, semantics)), canonical(evidence), name); compared++; } - assert.ok(compared > 140, `compared ${compared}`); + assert.ok(compared > 280, `compared ${compared}`); }); test('a list or object workflow node type is malformed evidence, as on the server (#286)', () => { diff --git a/tests/local_resolver_cases.py b/tests/local_resolver_cases.py index 85ecb1a7..9ce5918f 100644 --- a/tests/local_resolver_cases.py +++ b/tests/local_resolver_cases.py @@ -7,7 +7,8 @@ same bytes. ``golden_cases`` names one case per traced strategy, bound and malformed shape; ``fuzz_cases`` builds coherent single-sampler graphs from the same node vocabulary, then corrupts some of them. All content is synthetic. ``single_chain`` says, from the server's own sampler table, whether a record -set resolves without candidate selection (the Task 8 subset). +set resolves without candidate selection (the Task 8 subset); +``local_resolver_selection_cases`` holds the candidate-selection cases. """ import argparse @@ -1300,26 +1301,41 @@ def single_chain(records): ) +def _utf8(records): + """Whether the record texts can be written as UTF-8 (no lone surrogate).""" + try: + json.dumps(records, ensure_ascii=False).encode("utf-8") + except UnicodeEncodeError: + return False + return True + + def committed_vectors(): """The committed record sets with the server's evidence, in a stable order.""" + try: + from tests import local_resolver_selection_cases as selection + except ImportError: # pragma: no cover - discover -s tests puts tests/ first + import local_resolver_selection_cases as selection + + named = {**golden_cases(), **selection.selection_cases()} cases = { name: records - for name, records in golden_cases().items() - if len(json.dumps(records)) <= MAX_VECTOR_CHARS + for name, records in named.items() + if len(json.dumps(records)) <= MAX_VECTOR_CHARS and _utf8(records) } cases.update(fuzz_cases(*COMMITTED_FUZZ)) - vectors = [] - for name, records in cases.items(): - gap = not single_chain(records) - evidence = ( - None - if gap - else inspect_prompt_evidence(records, None, profile=INSPECTION_PROFILE) - ) - vectors.append( - {"name": name, "records": records, "gap": gap, "evidence": evidence} - ) - return {"version": 1, "vectors": vectors} + cases.update(selection.selection_fuzz_cases(*COMMITTED_FUZZ)) + vectors = [ + { + "name": name, + "records": records, + "evidence": inspect_prompt_evidence( + records, None, profile=INSPECTION_PROFILE + ), + } + for name, records in cases.items() + ] + return {"version": 2, "vectors": vectors} def main(): diff --git a/tests/local_resolver_selection_cases.py b/tests/local_resolver_selection_cases.py new file mode 100644 index 00000000..9591e97a --- /dev/null +++ b/tests/local_resolver_selection_cases.py @@ -0,0 +1,574 @@ +"""Candidate-selection record sets for the local resolver parity test (PR L3 Task 9). + +``local_resolver_cases`` covers one sampler's tracing. These cases reach the +rest of ``_resolve``: several sampler candidates and the identical-branch rule +(#270), stages that only reach previews, detailer stages and their upstream +samplers (multistage), and A1111 ``parameters`` with every footer shape. The +server's ``inspect_prompt_evidence`` is the oracle; nothing here states an +expected answer. All content is synthetic. +""" + +import json +import random + +try: + from tests.local_resolver_cases import EXECUTION_KEY, SPACES, WORDS, _Builder +except ImportError: # pragma: no cover - discover -s tests puts tests/ first + from local_resolver_cases import EXECUTION_KEY, SPACES, WORDS, _Builder + + +def _encode(text): + return {"class_type": "CLIPTextEncode", "inputs": {"text": text, "clip": ["4", 1]}} + + +def _sampler(positive, negative, latent=None, name="KSampler"): + inputs = {"seed": 1, "model": ["4", 0], "positive": positive} + if negative is not None: + inputs["negative"] = negative + inputs["latent_image"] = latent or ["5", 0] + return {"class_type": name, "inputs": inputs} + + +def _decode(sampler_id): + return {"class_type": "VAEDecode", "inputs": {"samples": [sampler_id, 0]}} + + +def _save(image, name="SaveImage"): + return {"class_type": name, "inputs": {"images": image}} + + +def _detailer(image, positive, negative, name="FaceDetailer", **extra): + inputs = {"image": image, "model": ["4", 0], "positive": positive} + inputs["negative"] = negative + inputs.update(extra) + return {"class_type": name, "inputs": inputs} + + +def _base(**nodes): + graph = { + "4": {"class_type": "CheckpointLoaderSimple", "inputs": {"ckpt_name": "m"}}, + "5": {"class_type": "EmptyLatentImage", "inputs": {"width": 64}}, + "6": _encode("a fox"), + "7": _encode("blurry"), + "8": _encode("a cat"), + } + graph.update(nodes) + return graph + + +def _samplers(): + """Several unanchored samplers: identical, differing and mixed branches.""" + same = _sampler(["6", 0], ["7", 0]) + cases = { + "two-identical": _base(**{"3": same, "9": same}), + "two-differ": _base(**{"3": same, "9": _sampler(["8", 0], ["7", 0])}), + "two-negative-differs": _base(**{"3": same, "9": _sampler(["6", 0], ["8", 0])}), + "identical-without-negative": _base( + **{"3": _sampler(["6", 0], None), "9": _sampler(["6", 0], None)} + ), + "one-unresolved": _base(**{"3": same, "9": _sampler(["missing", 0], ["7", 0])}), + "both-unresolved": _base( + **{"3": _sampler(["x", 0], ["7", 0]), "9": _sampler(["y", 0], ["7", 0])} + ), + "three-identical-one-advanced": _base( + **{ + "3": same, + "9": same, + "10": _sampler(["6", 0], ["7", 0], name="KSamplerAdvanced"), + } + ), + # Equal texts, different recipes: a PromptManager pair against an encoder. + "same-text-other-recipe": _base( + **{ + "3": same, + "9": _sampler(["11", 0], ["7", 0]), + "11": { + "class_type": "PromptManager", + "inputs": { + "text": "fox", + "prepend_text": "a", + "append_text": "", + "clip": ["4", 1], + }, + }, + } + ), + "multistage-latent": _base( + **{"3": same, "9": _sampler(["6", 0], ["7", 0], latent=["3", 0])} + ), + } + selector = { + "class_type": "easy ifElse", + "inputs": {"boolean": ["4", 0], "on_true": ["6", 0], "on_false": ["8", 0]}, + } + cases["selector-and-plain"] = _base( + **{"3": same, "9": _sampler(["12", 0], ["7", 0]), "12": selector} + ) + return cases + + +def _previews(): + """Stages whose outputs reach only previews are not the saved file's.""" + same, other = _sampler(["6", 0], ["7", 0]), _sampler(["8", 0], ["7", 0]) + return { + "preview-dropped": _base( + **{ + "3": same, + "9": other, + "13": _decode("3"), + "14": _decode("9"), + "15": _save(["13", 0]), + "16": _save(["14", 0], "PreviewImage"), + } + ), + "all-previews-kept": _base( + **{ + "3": same, + "9": other, + "13": _decode("3"), + "14": _decode("9"), + "15": _save(["13", 0], "PreviewImage"), + "16": _save(["14", 0], "Image Comparer (rgthree)"), + } + ), + "preview-and-file": _base( + **{ + "3": same, + "9": other, + "13": _decode("3"), + "14": _decode("9"), + "15": _save(["13", 0]), + "16": _save(["14", 0], "PreviewImage"), + "17": _save(["14", 0]), + } + ), + "unconsumed-stage-kept": _base( + **{ + "3": same, + "9": other, + "14": _decode("9"), + "16": _save(["14", 0], "PreviewImage"), + } + ), + # A list or object class_type is never a preview class (#286). + "preview-unhashable-class": _base( + **{ + "3": same, + "9": other, + "14": _decode("9"), + "16": {"class_type": ["PreviewImage"], "inputs": {"images": ["14", 0]}}, + "17": {"class_type": {"a": 1}, "inputs": {"images": ["3", 0]}}, + } + ), + "preview-through-bad-node": _base( + **{ + "3": same, + "9": other, + "13": _decode("3"), + "15": _save(["13", 0]), + "16": _save(["9", 0], "PreviewImage"), + "18": "not a node", + "19": {"class_type": "Note", "inputs": {"x": ["18", 0]}}, + } + ), + } + + +def _detailers(): + """Detailer stages judged with the samplers in their image ancestry.""" + same = _sampler(["6", 0], ["7", 0]) + cases = { + "detailer-same-prompt": _base( + **{ + "3": same, + "10": _decode("3"), + "11": _detailer(["10", 0], ["6", 0], ["7", 0]), + "12": _save(["11", 0]), + } + ), + "detailer-differs": _base( + **{ + "3": same, + "10": _decode("3"), + "11": _detailer(["10", 0], ["8", 0], ["7", 0]), + "12": _save(["11", 0]), + } + ), + "detailer-and-own-output": _base( + **{ + "3": same, + "10": _decode("3"), + "11": _detailer(["10", 0], ["8", 0], ["7", 0]), + "12": _save(["11", 0]), + "13": _save(["10", 0]), + } + ), + "detailer-image-literal": _base( + **{ + "11": _detailer("not a link", ["6", 0], ["7", 0]), + "12": _save(["11", 0]), + } + ), + "detailer-cycle": _base( + **{ + "11": _detailer(["10", 0], ["6", 0], ["7", 0]), + "10": {"class_type": "ImageScale", "inputs": {"image": ["11", 0]}}, + "12": _save(["11", 0]), + } + ), + "detailer-chain": _base( + **{ + "3": same, + "10": _decode("3"), + "11": _detailer(["10", 0], ["6", 0], ["7", 0]), + "21": _detailer( + ["11", 0], ["8", 0], ["7", 0], name="UltimateSDUpscale" + ), + "12": _save(["21", 0]), + } + ), + "detailer-chain-same": _base( + **{ + "3": same, + "10": _decode("3"), + "11": _detailer(["10", 0], ["6", 0], ["7", 0]), + "21": _detailer(["11", 0], ["6", 0], ["7", 0], name="DetailerForEach"), + "12": _save(["21", 0]), + } + ), + "detailer-two-upstream": _base( + **{ + "3": same, + "9": _sampler(["8", 0], ["7", 0]), + "10": { + "class_type": "ImageBlend", + "inputs": {"image1": ["13", 0], "image2": ["14", 0]}, + }, + "13": _decode("3"), + "14": _decode("9"), + "11": _detailer(["10", 0], ["6", 0], ["7", 0]), + "12": _save(["11", 0]), + } + ), + "detailer-unsupported-stage": _base( + **{ + "10": { + "class_type": "MysterySampler", + "inputs": {"positive": ["6", 0], "model": ["4", 0]}, + }, + "11": _detailer(["10", 0], ["6", 0], ["7", 0]), + "12": _save(["11", 0]), + } + ), + "detailer-upstream-unresolved": _base( + **{ + "3": _sampler(["gone", 0], ["7", 0]), + "10": _decode("3"), + "11": _detailer(["10", 0], ["6", 0], ["7", 0]), + "12": _save(["11", 0]), + } + ), + "detailer-upstream-selector": _base( + **{ + "3": _sampler(["15", 0], ["7", 0]), + "15": { + "class_type": "easy ifElse", + "inputs": { + "boolean": ["4", 0], + "on_true": ["6", 0], + "on_false": ["8", 0], + }, + }, + "10": _decode("3"), + "11": _detailer(["10", 0], ["6", 0], ["7", 0]), + "12": _save(["11", 0]), + } + ), + "detailer-wildcard": _base( + **{ + "3": same, + "10": _decode("3"), + "11": _detailer(["10", 0], ["6", 0], ["7", 0], wildcard="[x|y]"), + "12": _save(["11", 0]), + } + ), + "detailer-no-upscaled-image": _base( + **{ + "3": same, + "10": _decode("3"), + "11": _detailer( + ["10", 0], ["6", 0], ["7", 0], name="UltimateSDUpscaleNoUpscale" + ), + "12": _save(["11", 0]), + } + ), + "detailer-no-sampler-upstream": _base( + **{ + "10": {"class_type": "LoadImage", "inputs": {"image": "a.png"}}, + "11": _detailer(["10", 0], ["6", 0], ["7", 0]), + "12": _save(["11", 0]), + } + ), + } + deep = {"3": _sampler(["6", 0], ["7", 0]), "d0": _decode("3")} + for index in range(1, 70): + deep[f"d{index}"] = { + "class_type": "ImageScale", + "inputs": {"image": [f"d{index - 1}", 0]}, + } + deep["11"] = _detailer(["d69", 0], ["6", 0], ["7", 0]) + deep["12"] = _save(["11", 0]) + cases["detailer-deep-ancestry"] = _base(**deep) + # More nested detailer stages than the depth bound. + stacked = {"3": _sampler(["6", 0], ["7", 0]), "s0": _decode("3")} + previous = "s0" + for index in range(1, 67): + stacked[f"s{index}"] = _detailer([previous, 0], ["6", 0], ["7", 0]) + previous = f"s{index}" + stacked["12"] = _save([previous, 0]) + cases["detailer-stacked-past-depth"] = _base(**stacked) + # Each detailer walks a wide shared image ancestry: the total visit budget + # runs out across stages before any candidate is read. + wide = { + f"l{index}": {"class_type": "LoadImage", "inputs": {}} for index in range(1500) + } + wide["hub"] = { + "class_type": "ImageBatchMany", + "inputs": {f"i{index}": [f"l{index}", 0] for index in range(1500)}, + } + for index in range(15): + wide[f"w{index}"] = _detailer(["hub", 0], ["6", 0], ["7", 0]) + wide[f"o{index}"] = _save([f"w{index}", 0]) + cases["detailers-exhaust-total-visits"] = _base(**wide) + cases["detailer-mutual-cycle"] = _base( + **{ + "11": _detailer(["21", 0], ["6", 0], ["7", 0]), + "21": _detailer(["11", 0], ["6", 0], ["7", 0]), + "12": _save(["21", 0]), + } + ) + # The sampler's output reaches a preview through more nodes than one + # detailer's allowance: the walk runs out, so the sampler is not absorbed. + long = {"3": _sampler(["6", 0], ["7", 0]), "10": _decode("3")} + previous = "10" + for index in range(2100): + long[f"c{index}"] = { + "class_type": "ImageScale", + "inputs": {"image": [previous, 0]}, + } + previous = f"c{index}" + long["p"] = _save([previous, 0], "PreviewImage") + long["11"] = _detailer(["10", 0], ["6", 0], ["7", 0]) + long["12"] = _save(["11", 0]) + cases["detailer-output-walk-exhausted"] = _base(**long) + # Every detailer's ancestry walk has its own allowance: the first one is + # wide, and the second still absorbs the first. + chained = {"3": _sampler(["6", 0], ["7", 0]), "10": _decode("3")} + chained["h1"] = { + "class_type": "ImageBatchMany", + "inputs": { + "i": ["10", 0], + **{f"i{index}": [f"a{index}", 0] for index in range(1500)}, + }, + } + chained["h2"] = { + "class_type": "ImageBatchMany", + "inputs": { + "i": ["11", 0], + **{f"i{index}": [f"b{index}", 0] for index in range(600)}, + }, + } + for index in range(1500): + chained[f"a{index}"] = {"class_type": "LoadImage", "inputs": {}} + for index in range(600): + chained[f"b{index}"] = {"class_type": "LoadImage", "inputs": {}} + chained["11"] = _detailer(["h1", 0], ["6", 0], ["7", 0]) + chained["21"] = _detailer(["h2", 0], ["6", 0], ["7", 0]) + chained["12"] = _save(["21", 0]) + cases["detailers-each-reset"] = _base(**chained) + return cases + + +_FOOTER = "Steps: 20, Sampler: euler, CFG scale: 7" + + +def _parameters(): + """A1111 ``parameters`` texts: every footer shape and delimiter rule.""" + texts = { + "basic": f"a fox\nNegative prompt: blur\n{_FOOTER}", + "no-negative": f"a fox\n{_FOOTER}", + "two-delimiters": f"a\nNegative prompt: b\nNegative prompt: c\n{_FOOTER}", + "leading-delimiter": f"Negative prompt: blur\n{_FOOTER}", + "blank-positive": f" \x85\nNegative prompt: blur\n{_FOOTER}", + "footer-not-last": f"a fox\n{_FOOTER}\nmore text", + "two-footers": f"a\n{_FOOTER}\n{_FOOTER}", + "bare-footer": "a fox\nNegative prompt: blur\nSteps: 20", + "bare-and-full": f"a fox\nSteps: 5\n{_FOOTER}", + "two-bare": "a\nSteps: 1\nSteps: 2", + "template": f"a fox\n{_FOOTER}\nTemplate: {{a|b}}", + "both-templates": f"a\n{_FOOTER}\nTemplate: x\nNegative Template: y", + "templates-reversed": f"a\n{_FOOTER}\nNegative Template: y\nTemplate: x", + "two-templates": f"a\n{_FOOTER}\nTemplate: x\nTemplate: y", + "template-multiline": f"a\n{_FOOTER}\nTemplate: x\nmore", + "crlf": f"a fox\r\nNegative prompt: blur\r\n{_FOOTER}\r\n", + "cr-only": f"a fox\rNegative prompt: blur\r{_FOOTER}", + "cr-template": f"a\n{_FOOTER}\rTemplate: x", + "line-separator": f"a fox
{_FOOTER}", + "next-line": f"a fox\x85{_FOOTER}", + "spaced-steps": "a fox\nSteps:\n 20 \n, x", + "steps-newline-bare": "a fox\nSteps:\n20\n", + "arabic-digits": "a fox\nSteps: ٢٠, Sampler: euler", + "fullwidth-digits": "a fox\nSteps: 2, x", + "no-digits": "a fox\nSteps: , x", + "trailing-spaces": f"a fox \nNegative prompt: blur \n{_FOOTER} \n \n", + "empty-negative": f"a fox\nNegative prompt:\n{_FOOTER}", + "astral-within-limit": "\U0001f600" * 60_000 + f"\n{_FOOTER}", + "over-limit": "x" * 100_001, + "at-limit": "x" * (100_000 - len(_FOOTER) - 1) + "\n" + _FOOTER, + "empty": "", + "only-footer": _FOOTER, + "lone-surrogate": f"\ud800 fox\nNegative prompt: \udfff\n{_FOOTER}", + } + cases = {f"parameters-{name}": {"parameters": text} for name, text in texts.items()} + cases["parameters-with-execution"] = { + "parameters": texts["basic"], + EXECUTION_KEY: json.dumps({"version": 1, "nodes": {}}), + } + return cases + + +def selection_cases(): + """Named record sets for every Task 9 path, each a ``read_inspection_file`` dict.""" + cases = {} + for group in (_samplers(), _previews(), _detailers()): + for name, graph in group.items(): + cases[f"select-{name}"] = {"prompt": json.dumps(graph, ensure_ascii=False)} + cases.update(_parameters()) + return cases + + +class _Selection(_Builder): + """Random graphs with several samplers, outputs, previews and detailers.""" + + def sampler(self): + rng = self.rng + positive = self.conditioning(0) + negative = self.conditioning(0) if rng.random() < 0.85 else None + name = rng.choice(["KSampler", "KSampler", "KSamplerAdvanced", "SamplerCustom"]) + node_id = self.new_id() + self.nodes[node_id] = _sampler(positive, negative, name=name) + return node_id + + def shared(self, ids): + """A copy of an earlier sampler: an identical branch.""" + node_id = self.new_id() + self.nodes[node_id] = json.loads(json.dumps(self.nodes[self.rng.choice(ids)])) + return node_id + + def output(self, image): + rng = self.rng + choice = rng.randrange(5) + if choice == 4: + return + name = ["SaveImage", "SaveImage", "PreviewImage", "PreviewAny"][choice] + self.nodes[self.new_id()] = _save(image, name) + + def detailer(self, image): + rng = self.rng + node_id = self.new_id() + positive = self.conditioning(1) if rng.random() < 0.5 else None + name = rng.choice(list(_DETAILER_NAMES)) + node = _detailer(image, positive, self.conditioning(1), name=name) + if positive is None: + node["inputs"]["positive"] = self.reuse_positive() + if name == "UltimateSDUpscaleNoUpscale": + node["inputs"]["upscaled_image"] = node["inputs"].pop("image") + if name in ("FaceDetailer", "DetailerForEach") and rng.random() < 0.15: + node["inputs"]["wildcard"] = rng.choice(["", "x", ["4", 0]]) + self.nodes[node_id] = node + return node_id + + def reuse_positive(self): + samplers = [ + node + for node in self.nodes.values() + if node.get("class_type") + in ("KSampler", "KSamplerAdvanced", "SamplerCustom") + ] + if samplers: + return self.rng.choice(samplers)["inputs"]["positive"] + return self.conditioning(1) + + def build(self): + rng = self.rng + ids = [self.sampler()] + for _ in range(rng.randrange(3)): + ids.append(self.shared(ids) if rng.random() < 0.4 else self.sampler()) + for sampler_id in list(ids): + decoded = self.new_id() + self.nodes[decoded] = _decode(sampler_id) + image = [decoded, 0] + for _ in range(rng.randrange(3)): + if rng.random() < 0.5: + image = [self.detailer(image), 0] + else: + self.output(image) + self.output(image) + if rng.random() < 0.1: + self.nodes[sampler_id]["inputs"]["latent_image"] = [rng.choice(ids), 0] + graph = { + "4": {"class_type": "CheckpointLoaderSimple", "inputs": {"ckpt_name": "m"}}, + "5": {"class_type": "EmptyLatentImage", "inputs": {"width": 64}}, + } + graph.update(self.nodes) + return graph + + +_DETAILER_NAMES = ( + "FaceDetailer", + "DetailerForEach", + "UltimateSDUpscale", + "UltimateSDUpscaleNoUpscale", +) +_PARAMETER_LINES = [ + "Negative prompt:", + "Negative prompt: blur", + "Steps: 20, Sampler: euler", + "Steps: 7", + "Steps: x", + "Template: t", + "Negative Template: n", + "Steps:٣, a", +] + + +def _parameter_text(rng): + parts = [] + for _ in range(rng.randint(1, 5)): + if rng.random() < 0.5: + parts.append(rng.choice(_PARAMETER_LINES)) + else: + parts.append(rng.choice(SPACES) + rng.choice(WORDS) + rng.choice(SPACES)) + joints = ["\n", "\n", "\r\n", "\r", "
", " "] + return "".join(part + rng.choice(joints) for part in parts).rstrip( + rng.choice(["", "\n", " "]) + ) + + +def selection_fuzz_cases(seed, count): + """Seeded several-sampler graphs (sometimes corrupted) and parameters texts.""" + rng = random.Random(seed) + cases = {} + for index in range(count): + if rng.random() < 0.2: + cases[f"select-fuzz-{seed}-{index}"] = {"parameters": _parameter_text(rng)} + continue + builder = _Selection(rng) + graph = builder.build() + if rng.random() < 0.2: + builder.nodes = graph + builder.corrupt() + records = {"prompt": json.dumps(graph, ensure_ascii=rng.random() < 0.5)} + records.update(builder.records) + cases[f"select-fuzz-{seed}-{index}"] = records + return cases diff --git a/tests/test_local_inspect_parity.py b/tests/test_local_inspect_parity.py index f9a0950e..9444e1a6 100644 --- a/tests/test_local_inspect_parity.py +++ b/tests/test_local_inspect_parity.py @@ -51,17 +51,19 @@ from utils.prompt_inspector import ( read_inspection_file, ) -from utils.prompt_inspector import inspect_prompt_evidence +from utils.prompt_inspector import inspect_prompt_evidence, unreadable_evidence from utils.prompt_pair_resolver import INSPECTION_PROFILE try: from tests import inspection_parity as parity from tests import local_resolver_cases as resolver_cases + from tests import local_resolver_selection_cases as selection_cases from tests.open_handles import assert_closed from tests.test_utils_video_metadata import HAVE_FFMPEG, write_video except ImportError: # pragma: no cover - discover -s tests puts tests/ first import inspection_parity as parity import local_resolver_cases as resolver_cases + import local_resolver_selection_cases as selection_cases from open_handles import assert_closed from test_utils_video_metadata import HAVE_FFMPEG, write_video @@ -1121,14 +1123,13 @@ def _server_evidence(records): class LocalResolverParityTests(unittest.TestCase): - """``resolveLocalEvidence`` answers as ``inspect_prompt_evidence`` (PR L3 Task 8). + """``resolveLocalEvidence`` answers as ``inspect_prompt_evidence`` (L3 Tasks 8-9). Python is the oracle: every expected value is the server's own answer on the - same record texts. Task 8 ports one sampler's tracing; a record set whose - graph has several sampler candidates or a detailer stage, or only A1111 - ``parameters``, is a gap the port reports until Task 9, and exactly those - are gaps (``local_resolver_cases.single_chain`` decides from the server's - table). + same record texts. Task 8 ported one sampler's tracing; Task 9 ports + candidate selection (several samplers, the identical-branch rule of #270, + preview-only stages, detailer stages) and A1111 ``parameters``, so no + record set is left to the server any more. """ def setUp(self): @@ -1138,7 +1139,7 @@ class LocalResolverParityTests(unittest.TestCase): self.directory = Path(temporary.name) def _compare(self, cases): - """Assert each record set equal or a recorded gap; return the server answers.""" + """Assert each record set's local evidence equal; return the server answers.""" observed = _run_oracle( self, [ @@ -1150,13 +1151,6 @@ class LocalResolverParityTests(unittest.TestCase): for name, records in cases.items(): with self.subTest(case=name): local = observed[name] - self.assertEqual( - local.get("gap", False), - not resolver_cases.single_chain(records), - "a gap is exactly a Task 9 path", - ) - if local.get("gap"): - continue server = _server_evidence(records) answers[name] = server self.assertEqual( @@ -1184,20 +1178,17 @@ class LocalResolverParityTests(unittest.TestCase): for vector in json.loads(parity.VECTORS_PATH.read_text(encoding="utf-8")) if vector["profile"] == "inspection" } - compared = gaps = 0 + compared = 0 for name, path in files.items(): with self.subTest(fixture=name): local = observed[name] try: records = read_inspection_file(path).metadata except MetadataReadError: - self.assertEqual(local, {"unreadable": True}) + self.assertTrue(local["unreadable"]) continue - self.assertEqual( - local.get("gap", False), not resolver_cases.single_chain(records) - ) - if local.get("gap"): - gaps += 1 + # The single-chain subset (Task 8); the rest is Task 9's test below. + if not resolver_cases.single_chain(records): continue server = _server_evidence(records) self.assertEqual( @@ -1210,9 +1201,111 @@ class LocalResolverParityTests(unittest.TestCase): server["resolution"]["reason_code"], expect["reason_code"] ) compared += 1 - # f01, f09 (several samplers) and f19 (multistage detailer) wait for Task 9. self.assertGreaterEqual(compared, 20) - self.assertGreaterEqual(gaps, 1) + + def test_local_roles_match_inspection_vectors(self): + """Every inspection vector: local prompts, resolution and facts equal Images'. + + The facts are ``extractGenerationFacts`` (with the legacy fill) on the + local payload, against the facts the committed vectors pin for the + server's response on the same file. + """ + vectors = [ + vector + for vector in json.loads(parity.VECTORS_PATH.read_text(encoding="utf-8")) + if vector["profile"] == "inspection" + ] + files = {} + for vector in vectors: + name = vector["fixture"] + if name in parity.TEST_TIME: + path = parity.fixture_path(name, self.directory) + parity.write_png(path, parity.build(name)) + else: + path = parity.fixture_path(name) + files[name] = path + observed = _run_oracle( + self, + [ + {"name": name, "mode": "resolve", "path": str(path)} + for name, path in files.items() + ], + ) + for vector in vectors: + name = vector["fixture"] + with self.subTest(fixture=name): + local, expect = observed[name], vector["expect"] + try: + server = _server_evidence( + read_inspection_file(files[name]).metadata + ) + except MetadataReadError: + server = unreadable_evidence() + self.assertTrue(local["unreadable"]) + self.assertEqual( + _canonical_bytes(local["evidence"]), _canonical_bytes(server) + ) + resolution, prompts = ( + local["evidence"]["resolution"], + local["evidence"]["prompts"], + ) + self.assertEqual( + ( + resolution["state"], + resolution["reason"], + resolution["reason_code"], + ), + (expect["state"], expect["reason"], expect["reason_code"]), + ) + self.assertEqual( + [ + parity._role_text( + prompts[role]["status"], prompts[role]["text"] + ) + for role in ("positive", "negative") + ], + [expect["positive"], expect["negative"]], + ) + self.assertEqual(local["facts"], expect["facts"]) + self.assertEqual(len(vectors), 28) + + def test_local_roles_match_selection_record_sets(self): + answers = self._compare(selection_cases.selection_cases()) + reasons = {answer["resolution"]["reason"] for answer in answers.values()} + self.assertTrue( + { + "Every sampler branch uses the same prompt pair", + "Multiple sampler branches", + "Sampler stages have different prompts", + "Cyclic sampler stage ancestry", + "Expected an image link", + "Unsupported sampler stage ancestry", + "Resolution depth limit reached", + "A1111 settings footer is not unique", + "Multiple negative prompt delimiters", + "Negative prompt delimiter is absent", + "Parameters exceed the length limit", + "No A1111 parameters", + } + <= reasons + ) + # A stage reaching only previews is dropped: one sampler is named. + self.assertEqual( + answers["select-preview-dropped"]["resolution"]["sampler_id"], "3" + ) + + def test_local_roles_match_fuzzed_selection_sets(self): + cases = {} + for seed in range(4): + cases.update(selection_cases.selection_fuzz_cases(seed, 150)) + answers = self._compare(cases) + reasons = [answer["resolution"]["reason"] for answer in answers.values()] + self.assertGreater(reasons.count("Multiple sampler branches"), 20) + self.assertGreater(reasons.count("Sampler stages have different prompts"), 0) + self.assertGreater( + reasons.count("Every sampler branch uses the same prompt pair"), 0 + ) + self.assertGreater(reasons.count("A1111 settings footer is not unique"), 0) def test_local_roles_match_golden_record_sets(self): answers = self._compare(resolver_cases.golden_cases()) diff --git a/web/js/workspace/local-parameters.mjs b/web/js/workspace/local-parameters.mjs new file mode 100644 index 00000000..5e268fdf --- /dev/null +++ b/web/js/workspace/local-parameters.mjs @@ -0,0 +1,55 @@ +// A1111 `parameters` for local-resolver.mjs (#249 local Inspect, PR L3 Task 9): a port of +// utils/prompt_pair_resolver.py `_parameters`, `_footer` and `_trailer_lines` for the inspection profile. +// Python's `re` differs from JavaScript's in three ways that matter here, so the patterns spell them out: +// multiline `^`/`$` break only at "\n" (not "\r", U+2028 or U+2029), `\s` is the `str.isspace()` set and `\d` +// is any Unicode decimal digit (Nd). Lengths count code points. No DOM. +import { PY_SPACE, pyLen, pyStrip } from './py-json.mjs'; +import { EMPTY_POSITIVE_REASON, result } from './local-resolver-support.mjs'; + +const START = '(?<=^|\\n)', END = '(?=\\n|$)', SPACE = `[${PY_SPACE}]*`; +// `_FOOTER` and `_BARE_FOOTER` (inspection reads a bare `Steps: N` when there is no full footer). +const FOOTER = new RegExp(`${START}Steps:${SPACE}\\p{Nd}+${SPACE},[^\\n]*${END}`, 'gu'); +const BARE_FOOTER = new RegExp(`${START}Steps:${SPACE}\\p{Nd}+${SPACE}${END}`, 'gu'); +const TRAILERS = ['Template:', 'Negative Template:']; +const DELIMITER = '\nNegative prompt:'; + +/** `_trailer_lines`: empty, or at most one `Template:` line then at most one `Negative Template:` line. */ +function trailerLines(text) { + const stripped = pyStrip(text); + const lines = stripped ? stripped.split(/\r?\n|\r/) : []; + const prefixes = lines.map(line => { + const index = TRAILERS.findIndex(name => line.startsWith(name)); + return index === -1 ? null : index; + }); + return !prefixes.includes(null) && prefixes.every((prefix, index) => index === 0 || prefix > prefixes[index - 1]); +} + +/** `_footer(value, inspection=True)`: the unique settings footer match, or null. */ +function footer(value) { + let footers = [...value.matchAll(FOOTER)]; + if (!footers.length) footers = [...value.matchAll(BARE_FOOTER)]; + if (footers.length !== 1) return null; + const [match] = footers; + return trailerLines(value.slice(match.index + match[0].length)) ? match : null; +} + +const rstripLineBreaks = text => text.replace(/[\r\n]+$/, ''); + +/** `_parameters(value, max_text_length, inspection=True)`. */ +export function parameters(value, maxTextLength) { + if (typeof value !== 'string' || !value) return result('absent', { reason: 'No A1111 parameters' }); + if (pyLen(value) > maxTextLength) return result('unresolved', { reason: 'Parameters exceed the length limit', reasonCode: 'text-limit' }); + const match = footer(value); + if (match === null) return result('unresolved', { reason: 'A1111 settings footer is not unique', reasonCode: 'malformed' }); + // R4: text that starts with the delimiter has an empty positive (#165). + const body = `\n${rstripLineBreaks(value.slice(0, match.index))}`; + const parts = body.split(DELIMITER); + if (parts.length > 2) return result('ambiguous', { reason: 'Multiple negative prompt delimiters' }); + const positive = pyStrip(parts[0]); + if (!positive) return result('unresolved', { reason: EMPTY_POSITIVE_REASON }); + const provenance = { format: 'a1111', field: 'parameters', text_source: 'embedded-parameters' }; + const side = (text, role) => ({ text, storage_text: text, provenance: { ...provenance, role } }); + if (parts.length === 1) return result('absent', { positive: side(positive, 'positive'), reason: 'Negative prompt delimiter is absent' }); + const negative = pyStrip(parts[1]); + return result('resolved', { positive: side(positive, 'positive'), negative: side(negative, 'negative') }); +} diff --git a/web/js/workspace/local-resolver-stages.mjs b/web/js/workspace/local-resolver-stages.mjs new file mode 100644 index 00000000..351d560a --- /dev/null +++ b/web/js/workspace/local-resolver-stages.mjs @@ -0,0 +1,174 @@ +// Candidate selection for local-resolver.mjs (#249 local Inspect, PR L3 Task 9): ports of +// utils/prompt_pair_resolver.py `_GraphResolver` `stage`, `upstream_stages`, `final_stages`, `file_stages`, +// `non_file_outputs`, `producers_of`, `consumers`, `reaches_output`, plus `_outcome_key`, `_recipe_key` and +// `_shared_pair` (#270). Each function takes the resolver whose budgets and caches it spends, so the order of +// work, and with it every limit, is the server's. No DOM. +import { isDict, pyGet, pyStr } from './py-json.mjs'; +import { DETAILER, IDENTICAL_BRANCHES_REASON, Unresolved, isLink, result } from './local-resolver-support.mjs'; + +const roleText = side => side !== null && typeof side === 'object' ? side.text : null; +const storageText = side => side !== null && typeof side === 'object' ? side.storage_text : null; +/** `_outcome_key`: what a reader sees of a result, the state and the two role texts. */ +export const outcomeKey = item => JSON.stringify([item.state, roleText(item.positive), roleText(item.negative)]); +/** `_recipe_key`: the outcome plus each side's stored recipe. */ +const recipeKey = item => JSON.stringify([item.state, roleText(item.positive), roleText(item.negative), storageText(item.positive), storageText(item.negative)]); + +/** `_shared_pair`: the one pair every sampler branch resolved to, or null (#270). */ +export function sharedPair(candidates) { + const first = candidates[0]; + if (first.state !== 'resolved') return null; + if (new Set(candidates.map(recipeKey)).size !== 1) return null; + return result('resolved', { positive: first.positive, negative: first.negative, reason: IDENTICAL_BRANCHES_REASON, candidates }); +} + +/** `stage`: one sampler's result; a detailer is compared with its upstream stages. */ +export function stage(resolver, samplerId, later) { + if (later.size >= resolver.maxDepth) return result('unresolved', { samplerId, reason: 'Resolution depth limit reached', reasonCode: 'depth-limit' }); + const own = resolver.sides(samplerId); + if (own.state === 'unresolved') return own; + const [name, inputs] = resolver.node(samplerId); + const entry = resolver.semantics.samplers.get(name); + if (entry === undefined || entry.strategy !== DETAILER) return own; + let upstream; + try { + upstream = upstreamStages(resolver, samplerId, pyGet(inputs, entry.image_stage)); + if (upstream.some(nodeId => later.has(nodeId))) throw new Unresolved('Cyclic sampler stage ancestry', 'malformed'); + } catch (error) { + if (!(error instanceof Unresolved)) throw error; + return result('unresolved', { samplerId, reason: error.message, reasonCode: error.code, node: error.node }); + } + if (!upstream.length) return own; + const deeper = new Set([...later, samplerId]); + const stages = upstream.map(nodeId => stage(resolver, nodeId, deeper)); + const blocked = stages.find(item => item.state === 'unresolved'); + // A stage that cannot be read cannot be compared: never pick one. + if (blocked !== undefined) return result('unresolved', { samplerId, reason: blocked.reason, reasonCode: blocked.reason_code, node: blocked.node }); + const flat = []; + for (const item of [own, ...stages]) flat.push(...(item.state === 'ambiguous' ? item.candidates : [item])); + if (new Set(flat.map(outcomeKey)).size === 1) return own; + return result('ambiguous', { samplerId, reason: 'Sampler stages have different prompts', candidates: flat, reasonCode: 'multistage-differs' }); +} + +/** `upstream_stages`: samplers reached from a detailer's image input, breadth first; each node draws a visit. */ +function upstreamStages(resolver, origin, value) { + if (!isLink(value)) throw new Unresolved('Expected an image link', 'malformed'); + const found = [], start = String(value[0]), queue = [[start, 0]], queued = new Set([start]); + for (let head = 0; head < queue.length; head++) { + const [nodeId, depth] = queue[head]; + if (nodeId === origin) throw new Unresolved('Cyclic sampler stage ancestry', 'malformed'); + if (depth >= resolver.maxDepth) throw new Unresolved('Resolution depth limit reached', 'depth-limit'); + resolver.budget.spend(); + const [name, inputs] = resolver.node(nodeId); + if (resolver.stageClasses.has(name)) { found.push(nodeId); continue; } + if (resolver.stageShaped(name, inputs)) throw resolver.unsupported('Unsupported sampler stage ancestry', nodeId); + resolver.enqueue(queue, queued, inputs, depth + 1); + } + return found; +} + +const strategyOf = (resolver, nodeId) => resolver.semantics.samplers.get(resolver.graph.get(nodeId).get('class_type')).strategy; + +/** `final_stages`: drop samplers that only feed detailers (each is judged in that chain). */ +export function finalStages(resolver, samplerIds) { + samplerIds = fileStages(resolver, samplerIds); + const detailers = samplerIds.filter(nodeId => strategyOf(resolver, nodeId) === DETAILER); + if (!detailers.length) return samplerIds; + let reverse; + try { reverse = consumers(resolver); } catch (error) { + if (!(error instanceof Unresolved)) throw error; + return samplerIds; + } + const absorbed = new Set(); + for (const detailer of detailers) { + resolver.budget.reset(resolver.perCandidateVisits); + try { + const [name, inputs] = resolver.node(detailer); + const image = pyGet(inputs, resolver.semantics.samplers.get(name).image_stage); + for (const nodeId of upstreamStages(resolver, detailer, image)) { + if (!reachesOutput(resolver, nodeId, reverse)) absorbed.add(nodeId); + } + } catch (error) { + if (!(error instanceof Unresolved)) throw error; + } + } + const kept = samplerIds.filter(nodeId => !absorbed.has(nodeId)); + return kept.length ? kept : samplerIds; +} + +/** `file_stages`: stages not proven preview-only; all of them when every one is. */ +function fileStages(resolver, samplerIds) { + if (samplerIds.length < 2) return samplerIds; + let toFile, toPreview; + try { + const reverse = consumers(resolver), previews = nonFileOutputs(resolver); + const terminals = [...resolver.graph].filter(([nodeId, node]) => isDict(node) && !previews.has(nodeId) && !reverse.get(nodeId)?.length).map(([nodeId]) => nodeId); + toFile = producersOf(resolver, terminals, previews); + toPreview = producersOf(resolver, [...previews], previews); + } catch (error) { + if (!(error instanceof Unresolved)) throw error; + return samplerIds; + } + const kept = samplerIds.filter(nodeId => toFile.has(nodeId) || !toPreview.has(nodeId)); + return kept.length ? kept : samplerIds; +} + +function nonFileOutputs(resolver) { + const names = resolver.semantics.nonFileOutputs, found = new Set(); + for (const [nodeId, node] of resolver.graph) { + // `node.get("class_type") in names`: only a string can be a listed class. + if (isDict(node) && names.has(pyGet(node, 'class_type'))) found.add(nodeId); + } + return found; +} + +/** `producers_of`: nodes whose output reaches one of `starts`, never through a preview. */ +function producersOf(resolver, starts, previews) { + const found = new Set(starts), queue = [...starts]; + for (let head = 0; head < queue.length; head++) { + const inputs = pyGet(resolver.graph.get(queue[head]), 'inputs'); + if (!isDict(inputs)) continue; + resolver.scan(inputs.size); + for (const value of inputs.values()) { + if (!isLink(value)) continue; + const producer = String(value[0]); + if (found.has(producer) || previews.has(producer) || !isDict(pyGet(resolver.graph, producer))) continue; + found.add(producer); + queue.push(producer); + } + } + return found; +} + +/** `consumers`: reverse links, node ID to the IDs of nodes reading one of its outputs. */ +function consumers(resolver) { + const reverse = new Map(); + for (const [nodeId, node] of resolver.graph) { + if (!isDict(node) || !isDict(pyGet(node, 'inputs'))) continue; + const inputs = node.get('inputs'); + resolver.scan(inputs.size); + for (const value of inputs.values()) { + if (!isLink(value)) continue; + const producer = String(value[0]); + if (!reverse.has(producer)) reverse.set(producer, []); + reverse.get(producer).push(nodeId); + } + } + return reverse; +} + +/** `reaches_output`: whether a sampler's output reaches a terminal node besides later stages. */ +function reachesOutput(resolver, nodeId, reverse) { + const seen = new Set([nodeId]), queue = [nodeId]; + for (let head = 0; head < queue.length; head++) { + for (const consumer of reverse.get(queue[head]) ?? []) { + if (seen.has(consumer)) continue; + seen.add(consumer); + resolver.budget.spend(); + const name = pyStr(pyGet(resolver.graph.get(consumer), 'class_type', '')); + if (resolver.stageClasses.has(name) || resolver.semantics.nonFileOutputs.has(name)) continue; + if (!reverse.get(consumer)?.length) return true; + queue.push(consumer); + } + } + return false; +} diff --git a/web/js/workspace/local-resolver-support.mjs b/web/js/workspace/local-resolver-support.mjs index 2e3d80bd..f180e072 100644 --- a/web/js/workspace/local-resolver-support.mjs +++ b/web/js/workspace/local-resolver-support.mjs @@ -1,16 +1,8 @@ -// Tables, evidence reader, bounds and outcome lines for local-resolver.mjs (#249 local Inspect, PR L3 Task 8): +// Tables, evidence reader, bounds and outcome lines for local-resolver.mjs (#249 local Inspect, PR L3 Tasks 8-9): // the constants of utils/prompt_pair_resolver.py and utils/inspection_outcomes.py, utils/pair_execution.py // `read_pair_execution` and the semantics table check of utils/inspection_semantics.py. No DOM. import { PyFloat, PyValueError, isDict, isList, isInt, pyJsonLoads, pyLen, pySlice, pyStrip, pyTruthy, pyEqualsOne, pyStr, pyGet } from './py-json.mjs'; -/** A resolution path Task 9 ports (several samplers, a detailer stage, A1111 parameters). */ -export class LocalResolverGap extends Error { - constructor(message) { - super(message); - this.name = 'LocalResolverGap'; - } -} - /** The semantics table is unusable: the server's `SemanticsError`. */ export class SemanticsError extends Error { constructor(message) { @@ -19,7 +11,7 @@ export class SemanticsError extends Error { } } -// INSPECTION_PROFILE (prompt_pair_resolver.py 152-166). +// INSPECTION_PROFILE (prompt_pair_resolver.py 152-166); its drop_preview_only_stages is always on here. export const PROFILE = Object.freeze({ perCandidateVisits: 2000, totalVisits: 20000, maxDepth: 64, maxTextLength: 100000, nodeCeiling: 20000, maxPathEntries: 64 * 20000, maxBuiltChars: 16 * 100000, maxScannedUnits: 8000000, @@ -37,8 +29,10 @@ export const ZEROED_SOURCE = 'zeroed-conditioning'; export const MAX_BRANCH_CANDIDATES = 32; export const RUNTIME_REASON = 'Text is decided at run time'; export const EMPTY_POSITIVE_REASON = 'Positive prompt is empty'; +export const IDENTICAL_BRANCHES_REASON = 'Every sampler branch uses the same prompt pair'; export const MULTISTAGE_UNATTRIBUTED_REASON = 'Multistage sampler ancestry is ambiguous'; export const MALFORMED_EVIDENCE_REASON = 'Prompt evidence is malformed'; +export const UNREADABLE_METADATA_REASON = 'Media metadata could not be read'; export const SEMANTICS_UNAVAILABLE_REASON = 'Inspection node semantics are unavailable'; export const INCOMPATIBLE_SLOT = 'Output slot has an incompatible type'; export const OVERWRITTEN_PROMPT_REASON = 'Saved PromptManager text was overwritten by another node'; @@ -67,7 +61,7 @@ export const UNCODED_LINES = { [EMPTY_POSITIVE_REASON]: 'Positive prompt is empty.', [MULTISTAGE_UNATTRIBUTED_REASON]: 'Several sampler stages were found; their prompts were not compared.', [SEMANTICS_UNAVAILABLE_REASON]: "The inspector's node table is unavailable.", - 'Media metadata could not be read': 'Metadata in this file could not be read.', + [UNREADABLE_METADATA_REASON]: 'Metadata in this file could not be read.', }; // Output adapters (prompt_pair_resolver.py 44-105): [inputName, kind, {compose, storageInput, comma, strip, default}]. diff --git a/web/js/workspace/local-resolver.mjs b/web/js/workspace/local-resolver.mjs index 1aa68bc1..66cb1ca3 100644 --- a/web/js/workspace/local-resolver.mjs +++ b/web/js/workspace/local-resolver.mjs @@ -4,8 +4,8 @@ // tests/test_local_inspect_parity.py compares every answer with the server's on the same records. Values follow // Python's model (py-json.mjs): dict order, int versus float, code-point lengths, `str.strip()`. // -// Task 8 ports execution evidence and graph tracing for one sampler. Candidate selection among several samplers, -// detailer stages and A1111 `parameters` are Task 9; until then they raise `LocalResolverGap`. No DOM. +// Task 8 ported execution evidence and graph tracing for one sampler; Task 9 adds candidate selection among several +// samplers and detailer stages (local-resolver-stages.mjs) and A1111 `parameters` (local-parameters.mjs). No DOM. import { PyValueError, isDict, isList, isInt, pyJsonLoads, pyLen, pySlice, pyStrip, pyStr, pyGet } from './py-json.mjs'; import { ADAPTERS, @@ -13,13 +13,11 @@ import { Budget, CANDIDATE_STRATEGIES, CLASS_NAME_LENGTH, - DETAILER, Diverging, EMPTY_POSITIVE, EMPTY_POSITIVE_REASON, GUIDER_ABSENT_REASON, INCOMPATIBLE_SLOT, - LocalResolverGap, MALFORMED_EVIDENCE_REASON, MAX_BRANCH_CANDIDATES, MAX_JOIN_INPUTS, @@ -33,6 +31,7 @@ import { RUNTIME_REASON, SAMPLER_LIKE_INPUTS, SEMANTICS_UNAVAILABLE_REASON, + UNREADABLE_METADATA_REASON, UNVERIFIABLE_CODES, Unresolved, ZEROED_SOURCE, @@ -45,8 +44,10 @@ import { sideOf, slotKey, } from './local-resolver-support.mjs'; +import { finalStages, outcomeKey, sharedPair, stage } from './local-resolver-stages.mjs'; +import { parameters } from './local-parameters.mjs'; -export { LocalResolverGap, SemanticsError, compileSemantics, readPairExecution, outcomeMessage, isLink } from './local-resolver-support.mjs'; +export { SemanticsError, compileSemantics, readPairExecution, outcomeMessage, isLink } from './local-resolver-support.mjs'; class GraphResolver { constructor(graph, metadata, semantics, overwritten) { @@ -481,24 +482,13 @@ class GraphResolver { return this.branches(samplerId); } - /** One sampler's result. A detailer stage compared with its upstream stages is Task 9. */ - stage(samplerId, later) { - if (later.size >= this.maxDepth) return result('unresolved', { samplerId, reason: 'Resolution depth limit reached', reasonCode: 'depth-limit' }); - const own = this.sides(samplerId); - if (own.state === 'unresolved') return own; - const [name] = this.node(samplerId); - const entry = this.semantics.samplers.get(name); - if (entry === undefined || entry.strategy !== DETAILER) return own; - throw new LocalResolverGap('Detailer stages are compared in Task 9'); - } - branches(samplerId) { const pending = [new Map()], results = []; try { while (pending.length) { this.choices = pending.shift(); try { - results.push(this.stage(samplerId, new Set())); + results.push(stage(this, samplerId, new Set())); } catch (error) { if (!(error instanceof Diverging)) throw error; if (results.length + pending.length + 2 > MAX_BRANCH_CANDIDATES) throw new Unresolved('Too many selector branches', 'work-limit'); @@ -609,8 +599,6 @@ class GraphResolver { } } -const roleText = side => side !== null && typeof side === 'object' ? side.text : null; -const outcomeKey = item => JSON.stringify([item.state, roleText(item.positive), roleText(item.negative)]); /** `_sampler_like_classes`: distinct classes, in graph order, of nodes shaped like samplers or guiders. */ function samplerLikeClasses(graph) { @@ -697,7 +685,7 @@ function resolve(metadata, semantics) { if (!isDict(metadata) || !metadata.size) return result('absent', { reason: 'No parsed prompt metadata' }); let graph; if (metadata.has('prompt')) graph = metadata.get('prompt'); - else if (metadata.has('parameters')) throw new LocalResolverGap('A1111 parameters are resolved in Task 9'); + else if (metadata.has('parameters')) return parameters(metadata.get('parameters'), PROFILE.maxTextLength); else graph = metadata; if (!isDict(graph) || !graph.size) return result('unresolved', { reason: 'API graph is missing or malformed', reasonCode: 'malformed' }); if (graph.size > PROFILE.nodeCeiling) return result('unresolved', { reason: 'Prompt graph exceeds the inspection node ceiling', reasonCode: 'graph-ceiling' }); @@ -710,10 +698,12 @@ function resolve(metadata, semantics) { } } const resolver = new GraphResolver(graph, metadata.has('prompt') ? metadata : null, semantics, overwritten); - const samplerIds = [...graph].filter(([, node]) => isDict(node) && typeof pyGet(node, 'class_type') === 'string' && resolver.samplerClasses.has(node.get('class_type'))).map(([id]) => id); + const samplerIds = finalStages(resolver, [...graph].filter(([, node]) => isDict(node) && typeof pyGet(node, 'class_type') === 'string' && + resolver.samplerClasses.has(node.get('class_type'))).map(([id]) => id)); if (!samplerIds.length) return noSampler(graph); - if (samplerIds.length > 1 || samplerIds.some(id => semantics.samplers.get(graph.get(id).get('class_type')).strategy === DETAILER)) { - throw new LocalResolverGap('Several sampler candidates are selected in Task 9'); + if (samplerIds.length > 1) { + const candidates = samplerIds.map(id => resolver.pair(id)); + return sharedPair(candidates) ?? result('ambiguous', { reason: 'Multiple sampler branches', candidates }); } return resolver.pair(samplerIds[0]); } @@ -743,6 +733,12 @@ function parsedWorkflow(value) { return isDict(value) ? value : null; } +/** `unreadable_evidence`: both roles when the file's metadata could not be read at all. */ +export function unreadableEvidence() { + const resolution = { state: 'unresolved', sampler_id: null, reason: UNREADABLE_METADATA_REASON, reason_code: null, node: null }; + return { prompts: explained({ positive: sideOf('unresolved'), negative: sideOf('unresolved') }, resolution), resolution }; +} + /** * `inspect_prompt_evidence(records, None, profile=INSPECTION_PROFILE)`: `{prompts, resolution}` for the records a * local read found (`{prompt, workflow, parameters, comfyassets_prompt_pairs}` texts). `semantics` is diff --git a/web/js/workspace/py-json.mjs b/web/js/workspace/py-json.mjs index 54d7dd92..27192345 100644 --- a/web/js/workspace/py-json.mjs +++ b/web/js/workspace/py-json.mjs @@ -183,8 +183,8 @@ export function pySlice(text, count) { } // `str.isspace()`: Unicode Zs plus the bidi classes B, S and WS (not U+FEFF, unlike `trim()`). -const SPACE = '\\t\\n\\x0b\\x0c\\r\\x1c-\\x1f \\x85\\xa0\\u1680\\u2000-\\u200a\\u2028\\u2029\\u202f\\u205f\\u3000'; -const LEADING = new RegExp(`^[${SPACE}]+`), TRAILING = new RegExp(`[${SPACE}]+$`); +export const PY_SPACE = '\\t\\n\\x0b\\x0c\\r\\x1c-\\x1f \\x85\\xa0\\u1680\\u2000-\\u200a\\u2028\\u2029\\u202f\\u205f\\u3000'; +const LEADING = new RegExp(`^[${PY_SPACE}]+`), TRAILING = new RegExp(`[${PY_SPACE}]+$`); /** `text.strip()`. */ export const pyStrip = text => text.replace(LEADING, '').replace(TRAILING, '');