diff --git "a/Append preprocessed author into dataset.ipynb" "b/Append preprocessed author into dataset.ipynb"
new file mode 100644--- /dev/null
+++ "b/Append preprocessed author into dataset.ipynb"
@@ -0,0 +1 @@
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============================================================\n","# Append Syntax-One records to the root dataset.\n","#\n","# Duplicate rule:\n","#   Skip a record if its PROMPT already exists anywhere in\n","#   captions.parquet, regardless of author.\n","#\n","# Output:\n","#   - Updated root captions.parquet\n","#   - New images/part_XXXXX.jsonl files (~300 MiB each)\n","#   - All files uploaded in ONE Hugging Face commit\n","# ============================================================\n","\n","!pip -q install -U huggingface_hub pyarrow tqdm\n","\n","import os\n","import re\n","import json\n","import tempfile\n","from pathlib import Path\n","\n","import pyarrow as pa\n","import pyarrow.parquet as pq\n","\n","from tqdm.auto import tqdm\n","from google.colab import userdata\n","from huggingface_hub import HfApi, hf_hub_download\n","from huggingface_hub import CommitOperationAdd\n","\n","\n","# ---------------------------\n","# 1. Configuration\n","# ---------------------------\n","\n","REPO_ID = \"codeShare/adcom_captioned_ai_images\"\n","REPO_TYPE = \"dataset\"\n","\n","SOURCE_PREFIX = \"authors/syntax-one/shards/\"\n","DEST_PARQUET = \"captions.parquet\"\n","DEST_IMAGE_DIR = \"images\"\n","\n","AUTHOR_VALUE = \"Syntax-One\"\n","\n","# Approximate maximum size of each newly written JSONL file.\n","CHUNK_SIZE_BYTES = 300 * 1024 * 1024\n","\n","COMMIT_MESSAGE = \"Append Syntax-One captions and image shards\"\n","\n","\n","# ---------------------------\n","# 2. Authenticate\n","# ---------------------------\n","\n","HF_TOKEN = userdata.get(\"HF_TOKEN\")\n","\n","if not HF_TOKEN:\n","    raise RuntimeError(\n","        \"HF_TOKEN was not found in Colab Secrets. \"\n","        \"Add it under the key HF_TOKEN.\"\n","    )\n","\n","api = HfApi(token=HF_TOKEN)\n","\n","whoami = api.whoami()\n","print(\"Authenticated:\", whoami.get(\"name\", \"Hugging Face user\"))\n","\n","\n","# ---------------------------\n","# 3. Inspect repository\n","# ---------------------------\n","\n","print(\"\\nInspecting destination repository...\")\n","\n","repo_files = api.list_repo_files(\n","    repo_id=REPO_ID,\n","    repo_type=REPO_TYPE,\n",")\n","\n","source_shards = sorted(\n","    f for f in repo_files\n","    if f.startswith(SOURCE_PREFIX) and f.endswith(\".jsonl\")\n",")\n","\n","if not source_shards:\n","    raise RuntimeError(\n","        f\"No source JSONL shards found under {SOURCE_PREFIX}\"\n","    )\n","\n","existing_image_files = [\n","    f for f in repo_files\n","    if f.startswith(DEST_IMAGE_DIR + \"/\")\n","    and f.endswith(\".jsonl\")\n","]\n","\n","chunk_pattern = re.compile(r\"part_(\\d+)\\.jsonl$\")\n","\n","existing_chunk_numbers = []\n","\n","for filename in existing_image_files:\n","    match = chunk_pattern.search(filename)\n","    if match:\n","        existing_chunk_numbers.append(int(match.group(1)))\n","\n","next_chunk_index = (\n","    max(existing_chunk_numbers) + 1\n","    if existing_chunk_numbers\n","    else 0\n",")\n","\n","print(\"Existing image chunks:\", len(existing_image_files))\n","print(\"Next chunk index:\", next_chunk_index)\n","print(\"Source shards found:\", len(source_shards))\n","\n","\n","# ---------------------------\n","# 4. Download existing Parquet\n","# ---------------------------\n","\n","if DEST_PARQUET not in repo_files:\n","    raise RuntimeError(\n","        f\"{DEST_PARQUET} was not found in the repository.\"\n","    )\n","\n","print(\"\\nDownloading existing captions.parquet...\")\n","\n","existing_parquet = hf_hub_download(\n","    repo_id=REPO_ID,\n","    repo_type=REPO_TYPE,\n","    filename=DEST_PARQUET,\n","    token=HF_TOKEN,\n",")\n","\n","existing_table = pq.read_table(existing_parquet)\n","existing_schema = existing_table.schema\n","\n","EXPECTED_COLUMNS = [\n","    \"idx\",\n","    \"prompt\",\n","    \"tags\",\n","    \"author\",\n","    \"json_file\",\n","    \"byte_offset\",\n","    \"byte_length\",\n","]\n","\n","if existing_table.schema.names != EXPECTED_COLUMNS:\n","    raise RuntimeError(\n","        \"Unexpected Parquet schema.\\n\"\n","        f\"Expected: {EXPECTED_COLUMNS}\\n\"\n","        f\"Found:    {existing_table.schema.names}\"\n","    )\n","\n","print(\"Existing rows:\", existing_table.num_rows)\n","print(\"Schema:\")\n","print(existing_table.schema)\n","\n","\n","# ---------------------------\n","# 5. Build prompt duplicate set\n","# ---------------------------\n","#\n","# This is the ONLY duplicate criterion.\n","# Author, idx, image, and filename are not used for deduplication.\n","#\n","# Exact prompt string matching is used.\n","\n","print(\"\\nBuilding set of existing prompts...\")\n","\n","existing_prompts = set(\n","    prompt\n","    for prompt in existing_table.column(\"prompt\").to_pylist()\n","    if prompt is not None\n",")\n","\n","print(\"Unique existing prompts:\", len(existing_prompts))\n","\n","\n","# ---------------------------\n","# 6. Prepare temporary output\n","# ---------------------------\n","\n","temp_dir = Path(tempfile.mkdtemp(prefix=\"syntax_one_append_\"))\n","\n","new_rows = []\n","new_chunk_paths = []\n","\n","seen_prompts = set(existing_prompts)\n","\n","current_chunk_file = None\n","current_chunk_path = None\n","current_chunk_size = 0\n","current_chunk_index = next_chunk_index\n","\n","stats = {\n","    \"source_records\": 0,\n","    \"added_records\": 0,\n","    \"duplicate_prompts\": 0,\n","    \"invalid_records\": 0,\n","}\n","\n","\n","def close_current_chunk():\n","    \"\"\"Close the current output JSONL chunk, if one is open.\"\"\"\n","    global current_chunk_file\n","\n","    if current_chunk_file is not None:\n","        current_chunk_file.close()\n","        current_chunk_file = None\n","\n","\n","def open_new_chunk():\n","    \"\"\"Create the next output JSONL chunk.\"\"\"\n","    global current_chunk_file\n","    global current_chunk_path\n","    global current_chunk_size\n","    global current_chunk_index\n","\n","    close_current_chunk()\n","\n","    filename = f\"part_{current_chunk_index:05d}.jsonl\"\n","    current_chunk_path = temp_dir / filename\n","\n","    current_chunk_file = open(current_chunk_path, \"wb\")\n","    current_chunk_size = 0\n","\n","    new_chunk_paths.append({\n","        \"repo_path\": f\"{DEST_IMAGE_DIR}/{filename}\",\n","        \"local_path\": current_chunk_path,\n","    })\n","\n","    current_chunk_index += 1\n","\n","\n","# ---------------------------\n","# 7. Stream source shards\n","# ---------------------------\n","\n","print(\"\\nProcessing source shards...\")\n","\n","try:\n","    for shard_number, shard_path in enumerate(\n","        tqdm(source_shards, desc=\"Source shards\")\n","    ):\n","\n","        local_shard = hf_hub_download(\n","            repo_id=REPO_ID,\n","            repo_type=REPO_TYPE,\n","            filename=shard_path,\n","            token=HF_TOKEN,\n","        )\n","\n","        with open(local_shard, \"rb\") as source_file:\n","\n","            for line_number, raw_line in enumerate(source_file, start=1):\n","\n","                if not raw_line.strip():\n","                    continue\n","\n","                stats[\"source_records\"] += 1\n","\n","                # Remove line endings; we write exactly one newline\n","                # when storing the record in the destination chunk.\n","                raw_record = raw_line.rstrip(b\"\\r\\n\")\n","\n","                try:\n","                    record = json.loads(raw_record)\n","                except Exception as exc:\n","                    stats[\"invalid_records\"] += 1\n","                    print(\n","                        f\"\\nSkipping invalid JSON: \"\n","                        f\"{shard_path}, line {line_number}: {exc}\"\n","                    )\n","                    continue\n","\n","                required_fields = [\n","                    \"idx\",\n","                    \"image\",\n","                    \"caption\",\n","                    \"tags\",\n","                ]\n","\n","                missing = [\n","                    field for field in required_fields\n","                    if field not in record\n","                ]\n","\n","                if missing:\n","                    stats[\"invalid_records\"] += 1\n","                    print(\n","                        f\"\\nSkipping record missing {missing}: \"\n","                        f\"{shard_path}, line {line_number}\"\n","                    )\n","                    continue\n","\n","                prompt = record[\"caption\"]\n","\n","                if prompt is None:\n","                    stats[\"invalid_records\"] += 1\n","                    continue\n","\n","                if not isinstance(prompt, str):\n","                    prompt = str(prompt)\n","\n","                # --------------------------------------------\n","                # Prompt-only deduplication\n","                # --------------------------------------------\n","\n","                if prompt in seen_prompts:\n","                    stats[\"duplicate_prompts\"] += 1\n","                    continue\n","\n","                # Add immediately so duplicates within the\n","                # incoming source shards are also skipped.\n","                seen_prompts.add(prompt)\n","\n","                # --------------------------------------------\n","                # Prepare the destination JSONL record\n","                # --------------------------------------------\n","\n","                # Keep the original JSON record structure:\n","                # idx, image, caption, tags.\n","                #\n","                # Store the original JSON bytes rather than\n","                # decoding/re-encoding the image string.\n","                record_bytes = raw_record + b\"\\n\"\n","\n","                # Open a chunk if necessary, or rotate when the\n","                # next record would exceed the target size.\n","                if current_chunk_file is None:\n","                    open_new_chunk()\n","\n","                elif (\n","                    current_chunk_size > 0\n","                    and current_chunk_size + len(record_bytes)\n","                    > CHUNK_SIZE_BYTES\n","                ):\n","                    open_new_chunk()\n","\n","                byte_offset = current_chunk_size\n","\n","                current_chunk_file.write(record_bytes)\n","\n","                current_chunk_size += len(record_bytes)\n","\n","                # byte_length excludes the newline, matching\n","                # the length of the JSON record itself.\n","                byte_length = len(raw_record)\n","\n","                # --------------------------------------------\n","                # Add corresponding Parquet metadata row\n","                # --------------------------------------------\n","\n","                new_rows.append({\n","                    \"idx\": int(record[\"idx\"]),\n","                    \"prompt\": prompt,\n","                    \"tags\": (\n","                        record[\"tags\"]\n","                        if record[\"tags\"] is None\n","                        else str(record[\"tags\"])\n","                    ),\n","                    \"author\": AUTHOR_VALUE,\n","                    \"json_file\": (\n","                        f\"{DEST_IMAGE_DIR}/\"\n","                        f\"{current_chunk_path.name}\"\n","                    ),\n","                    \"byte_offset\": int(byte_offset),\n","                    \"byte_length\": int(byte_length),\n","                })\n","\n","                stats[\"added_records\"] += 1\n","\n","finally:\n","    close_current_chunk()\n","\n","\n","# ---------------------------\n","# 8. Report deduplication\n","# ---------------------------\n","\n","print(\"\\nProcessing results\")\n","print(\"------------------\")\n","print(\"Source records:\", stats[\"source_records\"])\n","print(\"Added records:\", stats[\"added_records\"])\n","print(\"Skipped duplicate prompts:\", stats[\"duplicate_prompts\"])\n","print(\"Invalid records:\", stats[\"invalid_records\"])\n","print(\"New image chunks:\", len(new_chunk_paths))\n","\n","if not new_rows:\n","    print(\n","        \"\\nNo new prompts were found. \"\n","        \"Nothing will be uploaded and no commit will be created.\"\n","    )\n","\n","else:\n","\n","    # ---------------------------\n","    # 9. Build updated Parquet\n","    # ---------------------------\n","\n","    print(\"\\nBuilding updated captions.parquet...\")\n","\n","    new_table = pa.Table.from_pylist(\n","        new_rows,\n","        schema=existing_schema,\n","    )\n","\n","    updated_table = pa.concat_tables([\n","        existing_table,\n","        new_table,\n","    ])\n","\n","    updated_parquet_path = temp_dir / DEST_PARQUET\n","\n","    pq.write_table(\n","        updated_table,\n","        updated_parquet_path,\n","        compression=\"zstd\",\n","    )\n","\n","    print(\"Previous rows:\", existing_table.num_rows)\n","    print(\"New rows:\", new_table.num_rows)\n","    print(\"Updated total rows:\", updated_table.num_rows)\n","\n","    # ---------------------------\n","    # 10. Validate new metadata\n","    # ---------------------------\n","\n","    print(\"\\nValidating output...\")\n","\n","    if updated_table.num_rows != (\n","        existing_table.num_rows + len(new_rows)\n","    ):\n","        raise RuntimeError(\"Parquet row-count validation failed.\")\n","\n","    new_json_files = {\n","        item[\"repo_path\"]\n","        for item in new_chunk_paths\n","    }\n","\n","    for row in new_rows:\n","        if row[\"json_file\"] not in new_json_files:\n","            raise RuntimeError(\n","                f\"Missing output JSONL file: {row['json_file']}\"\n","            )\n","\n","        if row[\"byte_offset\"] < 0 or row[\"byte_length\"] < 0:\n","            raise RuntimeError(\"Invalid byte offset or length.\")\n","\n","    # Validate that every newly added prompt is unique.\n","    new_prompts = [row[\"prompt\"] for row in new_rows]\n","\n","    if len(new_prompts) != len(set(new_prompts)):\n","        raise RuntimeError(\n","            \"Duplicate prompts were found among newly added rows.\"\n","        )\n","\n","    print(\"Validation passed.\")\n","\n","    # ---------------------------\n","    # 11. Create ONE commit\n","    # ---------------------------\n","\n","    print(\"\\nPreparing one Hugging Face commit...\")\n","\n","    operations = [\n","        CommitOperationAdd(\n","            path_in_repo=DEST_PARQUET,\n","            path_or_fileobj=str(updated_parquet_path),\n","        )\n","    ]\n","\n","    for item in new_chunk_paths:\n","        operations.append(\n","            CommitOperationAdd(\n","                path_in_repo=item[\"repo_path\"],\n","                path_or_fileobj=str(item[\"local_path\"]),\n","            )\n","        )\n","\n","    print(\"Files in this commit:\", len(operations))\n","    print(\"  - Updated captions.parquet\")\n","    for item in new_chunk_paths:\n","        print(\"  -\", item[\"repo_path\"])\n","\n","    result = api.create_commit(\n","        repo_id=REPO_ID,\n","        repo_type=REPO_TYPE,\n","        operations=operations,\n","        commit_message=COMMIT_MESSAGE,\n","    )\n","\n","    print(\"\\nUpload completed successfully.\")\n","    print(\"Commit:\", result)\n","    print(\"Added rows:\", len(new_rows))\n","    print(\"New image chunks:\", len(new_chunk_paths))\n","    print(\"New total Parquet rows:\", 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