diff --git a/docs/decision-log.md b/docs/decision-log.md index 0102d63..59583ed 100644 --- a/docs/decision-log.md +++ b/docs/decision-log.md @@ -495,6 +495,13 @@ 代價是少數組名不副實，依前條據實報告。實驗歸檔不入 repo，費用 $0.09（sonnet）與 $0.43（fable）記入 `run-costs.md`。 +- **刪除 `source-provenance.csv`，`cluster-keywords` 的產物 + 由六份減為五份**：該檔是兩份標註執行歸檔 `output.jsonl` + 的攤平視圖，14,035 列 Keyword,Run,Song，未帶入任何庫裏 + 尚無的資訊，亦無下游消費者——軌跡對映診斷直接讀那兩份 + 歸檔即可。稽核軌跡的慣例保留的是原始資料與實質的分析 + 產物；「哪個碼出自哪份文件」在質性分析軟體裏本是一個 + 查詢，不是一份交付物。 - **仲裁定義檔改名為 `03-02-arbitration.md`**，2026-08-04 訂下的「仲裁檔同 prefix 加 `-arb`」規則隨之作廢。理由： `code` 與編號重複——`03-02` 已表明是步驟 3（編碼）之下 diff --git a/docs/methodology.md b/docs/methodology.md index 9333841..a559a51 100644 --- a/docs/methodology.md +++ b/docs/methodology.md @@ -28,9 +28,7 @@ LLM。設計原則見 `research-plan.md`；本檔記載可重現的 兩次標註執行的全部關鍵字取聯集、逐字串精確去重、字典序 排列。失敗與拒答的記錄跳過（其歌曲不貢獻關鍵字）；解析 -時偵測重複鍵，違規即失敗。同時記出處（欄位 Keyword、 -Run、Song，一列一筆出現，依三欄排序），供收斂軌跡分析； -出處記錄不進任何下游輸入。 +時偵測重複鍵，違規即失敗。 ### 分群 @@ -59,14 +57,13 @@ Run、Song，一列一筆出現，依三欄排序），供收斂軌跡分析； 實作本步，四種模型六次執行全部無法維持完整分割， 已棄用（詳見 `decision-log.md` 2026-08-05；棄用的 定義檔止於 git 歷史，見 `git log -- prompts/`）。 -- **產物**：六份，前綴分別標示來源與結果。 - `source-keywords.txt`（進池後的關鍵字，一行一個）與 - `source-provenance.csv`（出處）記錄進來的是什麼； - `result-keywords.txt`（組名，一行一個）與 - `groups.csv`（欄位 Group、Keyword，一列一個成員） - 記錄算出來的分割；`keywords-to-merge.json` +- **產物**：五份，前綴分別標示來源與結果。 + `source-keywords.txt`（進池後的關鍵字，一行一個） + 記錄進來的是什麼；`result-keywords.txt`（組名，一行 + 一個）與 `groups.csv`（欄位 Group、Keyword，一列一個 + 成員）記錄算出來的分割；`keywords-to-merge.json` （`{"keywords": [...]}`）是實際交給模型的碼，即組名 - 加上先驗主題詞——六份中只有這一份含研究者的介入。 + 加上先驗主題詞——五份中只有這一份含研究者的介入。 `meta.json` 記錄執行本身：進池的兩份執行歸檔與其有效 筆數、嵌入模型與釘定 revision、分群參數與組數、外加 的先驗詞、關鍵字總數，以及產生數字的套件版本。凡命令 @@ -117,10 +114,10 @@ Run、Song，一列一筆出現，依三欄排序），供收斂軌跡分析； ## 軌跡對映（診斷用） -沿收斂軌跡的機械對映：原始關鍵字 →（出處記錄）歌曲、 -原始關鍵字 →（分群）組，純程式查表，決定性。以其結果 -與步驟 3 直接編碼的差異率作為「收斂軌跡扭曲」的診斷量， -不作主結果。 +沿收斂軌跡的機械對映：原始關鍵字 →（兩份標註執行歸檔的 +`output.jsonl`）歌曲、原始關鍵字 →（分群）組，純程式查表， +決定性。以其結果與步驟 3 直接編碼的差異率作為「收斂軌跡 +扭曲」的診斷量，不作主結果。 ## 全管線的交接契約 @@ -136,7 +133,7 @@ Run、Song，一列一筆出現，依三欄排序），供收斂軌跡分析； `output.jsonl`（一律以換行字元 `\n` 切行——歌詞含 U+0085 等控制字元時，`str.splitlines()` 類的通用切行 會截斷 JSON 字串，實測踩中），進池後直接分群，一次 - 產出上列六份檔案。 + 產出上列五份檔案。 - **步驟 2 → 3 輸入檔**：`export-llm-input --extras <定案碼表>` 自工作儲存產出步驟 3 的輸入，每筆 `{"id": "song-", "content": <字串>}`，`content` 為 diff --git a/runs/02-cluster/source-provenance.csv b/runs/02-cluster/source-provenance.csv deleted file mode 100644 index 14cc335..0000000 --- a/runs/02-cluster/source-provenance.csv +++ /dev/null @@ -1,14036 +0,0 @@ -Keyword,Run,Song -a-single-moment-of-change,run1,397 -abandoned-plans,run1,743 -abandoned-plans,run2,743 -abandonment,run1,8 -abandonment,run1,125 -abandonment,run1,790 -abandonment,run1,803 -abandonment,run2,8 -abandonment,run2,125 -abandonment,run2,790 -abandonment,run2,803 -abandonment-and-solitude,run2,707 -absent-father,run1,141 -absent-father,run1,849 -absent-father,run2,141 -absent-father,run2,849 -academic-metaphor,run1,752 -acceptance-of-absence,run2,555 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-wisdom-passed-down,run2,588 -wish-fulfillment,run1,426 -wish-fulfillment,run1,804 -wish-fulfillment-fantasy,run2,804 -wishful-thinking,run1,813 -wishful-thinking,run2,426 -wishful-thinking,run2,813 -wishing-ex-well,run1,785 -wishing-ex-well,run2,785 -wishing-happiness-for-another,run1,471 -wishing-happiness-for-another,run2,471 -wishing-love-away,run2,534 -wishing-well-for-ex,run1,431 -wishing-well-on-an-ex,run2,431 -wishing-well-to-an-ex,run1,26 -withdrawal-and-craving,run2,367 -withdrawal-and-escape,run1,217 -witnessing-death,run1,336 -witty-charm,run2,728 -womanizing,run1,118 -womanizing,run1,316 -womanizing,run1,392 -womanizing,run1,771 -womanizing,run2,118 -womanizing,run2,316 -womanizing,run2,352 -womanizing,run2,392 -womanizing,run2,771 -womanizing-and-sexual-bravado,run1,352 -womanizing-lifestyle,run2,48 -women-and-attraction,run1,92 -women-and-attraction,run1,195 -women-and-attraction,run2,92 -women-and-attraction,run2,195 -women-and-casual-relationships,run2,509 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-youthful-carefree-feeling,run1,669 -youthful-carefree-lifestyle,run1,116 -youthful-carefree-lifestyle,run2,116 -youthful-denial-of-mortality,run1,555 -youthful-denial-of-mortality,run2,555 -youthful-desperation,run1,98 -youthful-desperation,run2,98 -youthful-first-love,run1,721 -youthful-first-love,run2,721 -youthful-identity,run1,222 -youthful-inexperience,run1,551 -youthful-inexperience,run2,551 -youthful-intimacy,run1,698 -youthful-love,run1,193 -youthful-love,run2,193 -youthful-nostalgia,run1,398 -youthful-nostalgia,run2,398 -youthful-past,run1,413 -youthful-rebellion,run1,138 -youthful-rebellion,run2,138 -youthful-recklessness,run1,10 -youthful-recklessness,run1,140 -youthful-recklessness,run1,250 -youthful-recklessness,run1,777 -youthful-recklessness,run2,10 -youthful-recklessness,run2,140 -youthful-recklessness,run2,250 -youthful-recklessness,run2,777 -youthful-regret-and-growth,run2,413 -youthful-restlessness,run2,146 -youthful-restlessness,run2,610 -youthful-romance,run1,361 -youthful-romance,run1,461 -youthful-romance,run2,361 -youthful-romance,run2,461 -youthful-struggle,run2,515 -youthful-summer-romance,run2,669 -youthful-uncertainty,run2,506 -youthful-urgency,run1,502 -youthful-vulnerability,run1,515 -zodiac-identity,run1,444 diff --git a/tools/src/pop_fem_audit_tools/commands/cluster_keywords.py b/tools/src/pop_fem_audit_tools/commands/cluster_keywords.py index 95526e0..df216fa 100644 --- a/tools/src/pop_fem_audit_tools/commands/cluster_keywords.py +++ b/tools/src/pop_fem_audit_tools/commands/cluster_keywords.py @@ -5,17 +5,15 @@ """The deterministic vocabulary-building step. Goes from the two tagging runs' archives straight to the coding -vocabulary, writing six fixed-named artifacts under the output +vocabulary, writing five fixed-named artifacts under the output directory given as the third positional command-line argument. First, the keywords produced by the two runs of the tagging step are pooled into the pooled keyword list, per the project's handoff contract: the pool is the plain union of every keyword key observed across both runs' valid records, exact-string deduplicated and sorted, written as a plain text file with one keyword per line, as -:data:`SOURCE_KEYWORDS_TXT`. The provenance mapping records where -every keyword came from for audit purposes as a CSV file, as -:data:`SOURCE_PROVENANCE_CSV`; it never enters any LLM input. Then -the coding groups are built from the pooled keyword list by +:data:`SOURCE_KEYWORDS_TXT`. Then the coding groups are built from +the pooled keyword list by sentence-embedding every keyword and clustering the embeddings into the number of groups given by the required ``--clusters`` command-line option: the group membership is written as a CSV file @@ -55,9 +53,6 @@ are not installed.""" SOURCE_KEYWORDS_TXT: str = "source-keywords.txt" """The pooled keyword text file's fixed name under the output directory.""" -SOURCE_PROVENANCE_CSV: str = "source-provenance.csv" -"""The keyword provenance CSV file's fixed name under the output -directory.""" RESULT_KEYWORDS_TXT: str = "result-keywords.txt" """The group name keyword text file's fixed name under the output directory.""" @@ -74,9 +69,6 @@ directory.""" type Records = list[tuple[int, dict[str, Any]]] """The valid records of one run: (song ID, keyword mapping) pairs.""" -type Provenance = dict[str, list[tuple[str, int]]] -"""The occurrences of every keyword, keyed by the keyword.""" - def parse_args(argv: list[str] | None) -> argparse.Namespace: """Parse the command-line arguments. @@ -99,9 +91,8 @@ def parse_args(argv: list[str] | None) -> argparse.Namespace: "output_dir", type=Path, help="the output directory, created if missing, that" f" receives {SOURCE_KEYWORDS_TXT}," - f" {SOURCE_PROVENANCE_CSV}, {RESULT_KEYWORDS_TXT}," - f" {RESULT_GROUPS_CSV}, {KEYWORDS_TO_MERGE_JSON}," - f" and {META_JSON}") + f" {RESULT_KEYWORDS_TXT}, {RESULT_GROUPS_CSV}," + f" {KEYWORDS_TO_MERGE_JSON}, and {META_JSON}") parser.add_argument( "--model", default=MODEL, help=f"the sentence embedding model (default \"{MODEL}\")") @@ -159,7 +150,7 @@ def parse_song_id(item_id: str, path: Path) -> int: return int(item_id[len(prefix):]) -def load_run(run_dir: Path) -> tuple[str, Records]: +def load_run(run_dir: Path) -> Records: """Load and validate the keyword records of one tagging run. Records carrying an "error" field are skipped. A "text" @@ -169,9 +160,8 @@ def load_run(run_dir: Path) -> tuple[str, Records]: :param run_dir: The run's archive directory, containing ``output.jsonl``. - :return: The run label (the directory's basename) and its - valid records, each the song ID and the parsed keyword - mapping, in file order. + :return: The run's valid records, each the song ID and the + parsed keyword mapping, in file order. :raises OSError: When ``output.jsonl`` cannot be read. :raises ValueError: When a line is not a well-formed output record, or a "text" field is invalid per the rules above. @@ -205,33 +195,23 @@ def load_run(run_dir: Path) -> tuple[str, Records]: f"{path}: id {record['id']}: \"text\" does not" " parse to a JSON object") records.append((song_id, keywords)) - return run_dir.name, records + return records -def pool_keywords(runs: list[tuple[str, Records]], - ) -> tuple[list[str], Provenance]: +def pool_keywords(runs: list[Records]) -> list[str]: """Pool the keywords of the given tagging runs. - :param runs: The runs, each the run label and its valid - records (song ID, keyword mapping). - :return: The sorted, exact-string-deduplicated keyword list - and the provenance mapping from each keyword to its - occurrences, sorted by (run label, song ID). + :param runs: The runs, each its valid records (song ID, + keyword mapping). + :return: The sorted, exact-string-deduplicated keyword list. """ - provenance: Provenance = {} - label: str + pool: set[str] = set() records: Records - for label, records in runs: - song_id: int + for records in runs: keywords: dict[str, Any] - for song_id, keywords in records: - keyword: str - for keyword in keywords: - provenance.setdefault(keyword, []).append( - (label, song_id)) - for occurrences in provenance.values(): - occurrences.sort() - return sorted(provenance.keys()), provenance + for _, keywords in records: + pool.update(keywords) + return sorted(pool) def write_pool(path: Path, keywords: list[str]) -> None: @@ -249,31 +229,6 @@ def write_pool(path: Path, keywords: list[str]) -> None: encoding="utf-8") -def write_provenance(path: Path, provenance: Provenance) -> None: - """Write the keyword provenance mapping. - - Writes a CSV file with the header row - ``Keyword,Run,Song``, one row per occurrence, long format. - Rows are sorted by keyword lexicographically, then by run - label, then by song ID. - - :param path: The path of the provenance CSV file to write. - :param provenance: The provenance mapping from each keyword - to its occurrences (run label, song ID). - :return: None. - :raises OSError: When the file cannot be written. - """ - keyword: str - with open(path, "w", encoding="utf-8", newline="") as file: - writer: Any = csv.writer(file) - writer.writerow(["Keyword", "Run", "Song"]) - for keyword in sorted(provenance.keys()): - label: str - song_id: int - for label, song_id in provenance[keyword]: - writer.writerow([keyword, label, song_id]) - - def encode_keywords(keywords: list[str], model_name: str, revision: str | None) -> Any: """Encode the keywords into L2-normalized sentence embeddings. @@ -507,14 +462,14 @@ def write_keywords_to_merge(path: Path, def build_meta( - run1: tuple[str, Records], run2: tuple[str, Records], + run1: Records, run2: Records, args: argparse.Namespace, keyword_count: int, extra_keywords: list[str], versions: dict[str, str]) -> dict[str, Any]: """Build the run metadata recorded into :data:`META_JSON`. - :param run1: The first run's label and valid records. - :param run2: The second run's label and valid records. + :param run1: The first run's valid records. + :param run2: The second run's valid records. :param args: The parsed command-line arguments. :param keyword_count: The number of pooled keywords. :param extra_keywords: The extra a-priori keywords given via @@ -526,7 +481,7 @@ def build_meta( return { "script_version": SCRIPT_VERSION, "source_runs": [str(args.run_dir_1), str(args.run_dir_2)], - "source_records": [len(run1[1]), len(run2[1])], + "source_records": [len(run1), len(run2)], "embedding": { "model": args.model, "revision": args.revision}, "clustering": { @@ -563,18 +518,17 @@ def write_meta(path: Path, meta: dict[str, Any]) -> None: def main(argv: list[str] | None = None) -> int: """Pool the two tagging runs' keywords and cluster them. - Writes the six fixed-named artifacts under the output + Writes the five fixed-named artifacts under the output directory, creating it (with parents) if it does not exist: - the pooled keyword text file and the keyword provenance CSV - file; then the group membership CSV file, holding the - clustering result alone; the group name keyword text file, - holding the same group names as a readable list; the coding - keyword set JSON file, holding the group names plus every - extra keyword given via ``--extra-keyword``; and the run - metadata JSON file, recording the command-line choices and - the environment. When the input is rejected, or an extra - keyword duplicates a group name or another extra keyword, - none of the six files is written. + the pooled keyword text file; then the group membership CSV + file, holding the clustering result alone; the group name + keyword text file, holding the same group names as a readable + list; the coding keyword set JSON file, holding the group + names plus every extra keyword given via ``--extra-keyword``; + and the run metadata JSON file, recording the command-line + choices and the environment. When the input is rejected, or + an extra keyword duplicates a group name or another extra + keyword, none of the five files is written. :param argv: The command-line arguments, or None for ``sys.argv``. @@ -582,17 +536,15 @@ def main(argv: list[str] | None = None) -> int: """ started: float = time.monotonic() args: argparse.Namespace = parse_args(argv) - run1: tuple[str, Records] - run2: tuple[str, Records] + run1: Records + run2: Records try: run1 = load_run(args.run_dir_1) run2 = load_run(args.run_dir_2) except (OSError, ValueError) as error: print(f"error: {error}", file=sys.stderr) return 1 - keywords: list[str] - provenance: Provenance - keywords, provenance = pool_keywords([run1, run2]) + keywords: list[str] = pool_keywords([run1, run2]) try: embeddings: Any = encode_keywords( keywords, args.model, args.revision) @@ -612,8 +564,6 @@ def main(argv: list[str] | None = None) -> int: args.output_dir.mkdir(parents=True, exist_ok=True) write_pool( args.output_dir / SOURCE_KEYWORDS_TXT, keywords) - write_provenance( - args.output_dir / SOURCE_PROVENANCE_CSV, provenance) write_groups(args.output_dir / RESULT_GROUPS_CSV, groups) write_keyword_names( args.output_dir / RESULT_KEYWORDS_TXT, groups) diff --git a/tools/tests/test_cluster_keywords.py b/tools/tests/test_cluster_keywords.py index 7073948..8b48710 100644 --- a/tools/tests/test_cluster_keywords.py +++ b/tools/tests/test_cluster_keywords.py @@ -39,9 +39,6 @@ class TestClusterKeywords(unittest.TestCase): self.__source_keywords_txt: Path \ = self.__output_dir \ / cluster_keywords.SOURCE_KEYWORDS_TXT - self.__source_provenance_csv: Path \ - = self.__output_dir \ - / cluster_keywords.SOURCE_PROVENANCE_CSV self.__result_keywords_txt: Path \ = self.__output_dir \ / cluster_keywords.RESULT_KEYWORDS_TXT @@ -179,16 +176,6 @@ class TestClusterKeywords(unittest.TestCase): self.assertEqual(lines[-1], "") return lines[:-1] - def __read_source_provenance(self) -> list[list[str]]: - """Read the source provenance CSV file. - - :return: All rows, including the header row, in file - order. - """ - with open(self.__source_provenance_csv, encoding="utf-8", - newline="") as file: - return list(csv.reader(file)) - def __read_groups(self) -> list[list[str]]: """Read the group membership CSV file. @@ -303,7 +290,6 @@ class TestClusterKeywords(unittest.TestCase): self.assertEqual(status, 1) self.assertIn("duplicate key", stderr) self.assertFalse(self.__source_keywords_txt.exists()) - self.assertFalse(self.__source_provenance_csv.exists()) self.assertFalse(self.__result_groups_csv.exists()) self.assertFalse(self.__result_keywords_txt.exists()) self.assertFalse(self.__keywords_to_merge_json.exists()) @@ -324,60 +310,11 @@ class TestClusterKeywords(unittest.TestCase): self.assertEqual(status, 1) self.assertIn("song-1", stderr) self.assertFalse(self.__source_keywords_txt.exists()) - self.assertFalse(self.__source_provenance_csv.exists()) self.assertFalse(self.__result_groups_csv.exists()) self.assertFalse(self.__result_keywords_txt.exists()) self.assertFalse(self.__keywords_to_merge_json.exists()) self.assertFalse(self.__meta_json.exists()) - def test_provenance_content_and_ordering(self) -> None: - """Test the provenance content and its ordering: rows - sorted by keyword lexicographically, then by run label, - then by song ID.""" - self.__write_output(self.__run1, [ - {"id": "song-2", "text": json.dumps({"shared": 1})}, - {"id": "song-1", "text": json.dumps({"shared": 1})}, - ]) - self.__write_output(self.__run2, [ - {"id": "song-5", - "text": json.dumps({"shared": 1, "b-middle": 1})}, - ]) - vectors: Vectors = { - **self.__two_cluster_vectors(), - "shared": (1.0, 0.0)} - status: int - status, _ = self.__run_cluster(vectors=vectors) - self.assertEqual(status, 0) - rows: list[list[str]] = self.__read_source_provenance() - self.assertEqual(rows[1:], [ - ["b-middle", "run2", "5"], - ["shared", "run1", "1"], - ["shared", "run1", "2"], - ["shared", "run2", "5"], - ]) - - def test_provenance_file_header_and_row_count(self) -> None: - """Test that the provenance CSV file starts with the - ``Keyword,Run,Song`` header row and has exactly one row - per keyword occurrence.""" - self.__write_output(self.__run1, [ - {"id": "song-2", "text": json.dumps({"shared": 1})}, - {"id": "song-1", "text": json.dumps({"shared": 1})}, - ]) - self.__write_output(self.__run2, [ - {"id": "song-5", - "text": json.dumps({"shared": 1, "b-middle": 1})}, - ]) - vectors: Vectors = { - **self.__two_cluster_vectors(), - "shared": (1.0, 0.0)} - status: int - status, _ = self.__run_cluster(vectors=vectors) - self.assertEqual(status, 0) - rows: list[list[str]] = self.__read_source_provenance() - self.assertEqual(rows[0], ["Keyword", "Run", "Song"]) - self.assertEqual(len(rows), 1 + 4) - def test_groups_csv_header_and_ordering(self) -> None: """Test the header row and the group/keyword ordering of the group membership CSV file.""" @@ -529,7 +466,6 @@ class TestClusterKeywords(unittest.TestCase): self.assertEqual(status, 1) self.assertIn("zzz-extra", stderr) self.assertFalse(self.__source_keywords_txt.exists()) - self.assertFalse(self.__source_provenance_csv.exists()) self.assertFalse(self.__result_groups_csv.exists()) self.assertFalse(self.__result_keywords_txt.exists()) self.assertFalse(self.__keywords_to_merge_json.exists()) @@ -555,7 +491,6 @@ class TestClusterKeywords(unittest.TestCase): self.assertEqual(status, 1) self.assertIn("a-center", stderr) self.assertFalse(self.__source_keywords_txt.exists()) - self.assertFalse(self.__source_provenance_csv.exists()) self.assertFalse(self.__result_groups_csv.exists()) self.assertFalse(self.__result_keywords_txt.exists()) self.assertFalse(self.__keywords_to_merge_json.exists())