Datasets:

ppak10
/

Agentic-SLS-Database

@@ -58,3 +58,8 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 # Video files - compressed
 *.mp4 filter=lfs diff=lfs merge=lfs -text
 *.webm filter=lfs diff=lfs merge=lfs -text

 # Video files - compressed
 *.mp4 filter=lfs diff=lfs merge=lfs -text
 *.webm filter=lfs diff=lfs merge=lfs -text
+# 3D model files
+*.stl filter=lfs diff=lfs merge=lfs -text
+*.STL filter=lfs diff=lfs merge=lfs -text
+# SLS4All job archives (zip)
+*.s4a filter=lfs diff=lfs merge=lfs -text

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+# macOS
+.DS_Store
+.AppleDouble
+.LSOverride
+# Python
+__pycache__/
+*.py[cod]
+*$py.class
+*.so
+*.egg
+*.egg-info/
+dist/
+build/
+# Virtual environments
+.venv/
+venv/
+env/
+ENV/
+# uv
+.uv/
+# Unit test / coverage
+.coverage
+.coverage.*
+.cache
+.pytest_cache/
+# Environment variables
+.env
+.env.*
+# IDE
+.vscode/
+.idea/
+*.swp
+*.swo
+# Logs
+*.log
+logs/

.python-version ADDED Viewed

	@@ -0,0 +1 @@


1	+ 3.10

CLAUDE.md ADDED Viewed

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+# CLAUDE.md
+Context for continuing work on this dataset. Captures the design decisions and conventions worked out so far.
+## What this dataset is
+`Inova-Mk1-Database` is the **canonical graph dataset** of Inova Mk1 SLS printer entities — jobs, print sessions, print profiles, and STL objects. Each entity is its own HuggingFace config; relationships are encoded as **ID references in FK-style fields**, not via an explicit `edges.parquet`.
+Domain-specific datasets (`Inova-Mk1-ASTM`, future `Inova-Mk1-Telemetry`) reference rows here by ID and may **embed frozen snapshots** of the referenced state when standalone consumption matters more than join-freshness.
+## Ecosystem
+- **Upstream raw**: `ppak10/SLS4All-Backup` — full printer backup (`PrintProfiles/`, `PrintSessions/`, `Jobs/`, `Objects/`, etc.). This dataset is a curated, structured slice of that.
+- **Downstream domain datasets**:
+  - `ppak10/Inova-Mk1-ASTM` — ASTM mechanical-test specimens (D256/D638/D790) + Instron/TestWorks tensile test results. Rows embed printer-state snapshots (e.g. full print profile inline) so ML consumers don't need to cross-join.
+  - `ppak10/Inova-Mk1-Telemetry` (planned).
+- **Pattern reference**: `ppak10/RocketReviews` uses the same per-entity-config layout (one JSONL per entity, FK fields, `scripts/{entity}/01_*.py`). Match that pattern when adding configs here.
+## Architectural decisions
+- **Per-entity HF configs over nodes+edges parquet.** Each entity (`jobs`, `sessions`, etc.) is its own `config_name` in the README YAML pointing to its own `data/{entity}.jsonl`. Consumers do `load_dataset("ppak10/Inova-Mk1-Database", "jobs")`. The graph is implicit in FK fields, documented in README "Used By" prose.
+- **No git submodules between HF dataset repos.** HF's `load_dataset` doesn't follow submodules, so consumers gain nothing; the dependency direction is also wrong (Database is the leaf, not the parent). For a one-clone local dev workspace, use a separate non-dataset umbrella repo (e.g. `Inova-Mk1`) with the three datasets as siblings.
+- **Snapshot vs reference is decided per consumer.** This dataset stores **references** (IDs). Domain datasets choose whether to embed snapshots inline. Default for ML-facing domain datasets: embed the full profile so rows are self-contained.
+## Directory layout
+```
+source/             # raw printer files, mirroring SLS4All app subdirs
+  Jobs/             # .s4a archives (= zip of STLs + .metadata.json)
+  PrintSessions/    # per-run session JSONs
+  PrintProfiles/    # material/energy profile JSONs
+  Objects/          # STL library (Objects/ASTM/ + supporting)
+scripts/{entity}/   # numbered ETL: 01_extract.py, 02_*.py, ...
+data/{entity}.jsonl # HF-loadable artifact, one row per record
+```
+Scaffold: uv (`pyproject.toml`, `.python-version` = 3.10), stdlib only (zipfile, json, re).
+## File format notes
+- **`.s4a`** is just a zip. Contents: the STLs referenced by the job + a `.metadata.json` (~22 KB) embedding the full job state. Inspect with `unzip -p file.s4a .metadata.json | jq`.
+- **`.metadata.json` `PrintProfile` field is already an ID reference**, not a snapshot — i.e. `AutomaticJob.PrintProfile = {"Id": "..."}`. The full profile data lives only in the standalone `source/PrintProfiles/*.json` files.
+- **`AutomaticJob.NestingState.PrintProfile`** can be a *different* profile from `AutomaticJob.PrintProfile` — the nesting was computed against one profile, but a different profile may be assigned at print time. Sessions confirm this: the 2026-05-25 `.s4a` job is assigned `52715389` (1 Second Heat Time), but session 1 ran with `25682cd2` (100% Recycled), matching the nesting profile. Worth surfacing both if it ever matters.
+## Row shape — `jobs` config
+```json
+{
+  "source_file": "D256 and D638 2026_05_25.s4a",
+  "print_date": "2026-05-25",
+  "job_name": "D256 and D638",
+  "print_profile_id": "52715389-d580-4be9-9194-ed300bdf911b",
+  "objects": [
+    {
+      "object_file_id": "19b91ed5-d98b-4dee-929b-955b3d757ffc",
+      "name": "d256_impact_specimen.STL",
+      "hash": "AB07BE60702ECFC8F495612DF56280DB63050E72",
+      "instance_count": 8,
+      "scale": 100
+    }
+  ],
+  "metadata": { "...full .metadata.json..." }
+}
+```
+Conventions: light envelope (filename-derived fields at top level), id references surfaced at top level, full raw `metadata` retained for lossless replay.
+### IMPORTANT gotcha — object_file_id is per-job, not stable
+`AutomaticJob.Objects[]` and `AutomaticJob.ObjectFiles[]` are linked only by `Name`. **The same STL file gets a different `ObjectFile.Id` in each job's metadata** — confirmed: `d256_impact_specimen.STL` is `19b91ed5-…` in the 05-25 job and `692f3c49-…` in the 05-30 job. The **content `hash` (SHA1)** is the stable identity. When building the `objects` config, key the node by `hash`, not by `object_file_id`. `object_file_id` is useful only as a per-job handle.
+## Current state
+- `jobs` config — implemented, 4 rows (`scripts/jobs/01_extract.py` → `data/jobs.jsonl`).
+## Planned configs
+| Config | Source | Likely PK | FK refs |
+|---|---|---|---|
+| `sessions` | `source/PrintSessions/*.json` | `Id` (session UUID) | `job_id`, `print_profile_id` |
+| `profiles` | `source/PrintProfiles/*.json` | `Id` (profile UUID) | — |
+| `objects`  | `source/Objects/**/*.STL`     | content `hash` (SHA1) | — |
+## Scope note
+Current `source/` holds the **ASTM-subset** carried over from earlier work (4 jobs / 6 sessions / 5 profiles / 5 STLs). If Database is meant to be the canonical printer-side dataset across all domains, broaden by re-pulling from `SLS4All-Backup` before the ASTM-specific filter.
+## Adding a new config — recipe
+1. `mkdir scripts/{entity}` and write `01_extract.py` (stdlib-only, mirror `scripts/jobs/01_extract.py` layout: ROOT/SOURCE_DIR/OUTPUT_FILE constants, `build_row()`, `main()`).
+2. Row shape: top-level filename-derived envelope fields + FK ids + nested `metadata` blob. Surface IDs at top level for HF-side filtering; keep the raw blob for lossless replay.
+3. Run script → `data/{entity}.jsonl`.
+4. Update `README.md` `configs:` block: add `config_name: {entity}` pointing to the new JSONL.
+5. Add the entity row to the README's Configs table.

README.md CHANGED Viewed

@@ -1,6 +1,43 @@
 ---
 license: mit
 ---
-Agentic-SLS

 ---
 license: mit
+tags:
+- sls
+- 3d-printing
+- additive-manufacturing
+- inova-mk1
+configs:
+- config_name: default
+  data_files:
+  - split: train
+    path: data/jobs.jsonl
+- config_name: jobs
+  data_files:
+  - split: train
+    path: data/jobs.jsonl
 ---
+# Inova-Mk1-Database
+Canonical graph dataset of Inova Mk1 SLS printer entities: jobs, print sessions, print profiles, and objects (STL geometry). Each entity is its own HF config; relationships are encoded as ID references between rows.
+Domain-specific datasets (e.g. [`ppak10/Inova-Mk1-ASTM`](https://huggingface.co/datasets/ppak10/Inova-Mk1-ASTM)) reference rows here by ID and may embed frozen snapshots of the referenced state.
+---
+## Configs
+| Config | Description | Script | Output |
+|---|---|---|---|
+| `jobs` | One row per `.s4a` print job, with the embedded `.metadata.json`. References `print_profile_id` and a list of `objects` (each with `object_file_id` + content hash). | `scripts/jobs/01_extract.py` | `data/jobs.jsonl` |
+Planned (not yet implemented): `sessions`, `profiles`, `objects`.
+## Source Layout
+```
+source/
+  Jobs/              # .s4a archives (zip of STLs + .metadata.json)
+  PrintSessions/     # per-run session JSONs
+  PrintProfiles/     # material/energy profiles referenced by jobs
+  Objects/           # STL geometry library (ASTM/ + supporting prints)
+```

data/jobs.jsonl ADDED Viewed

	@@ -0,0 +1,4 @@

+{"source_file": "D256 and D638 2026_05_25.s4a", "print_date": "2026-05-25", "job_name": "D256 and D638", "print_profile_id": "52715389-d580-4be9-9194-ed300bdf911b", "objects": [{"object_file_id": "19b91ed5-d98b-4dee-929b-955b3d757ffc", "name": "d256_impact_specimen.STL", "hash": "AB07BE60702ECFC8F495612DF56280DB63050E72", "instance_count": 8, "scale": 100}, {"object_file_id": "062520e1-4f25-42b4-a323-e7d37c7be0b7", "name": "d638_type1.STL", "hash": "E4251951376A82B4303394F832996A2E9883EAB0", "instance_count": 5, "scale": 100}], "metadata": {"AutomaticJob": {"Id": "ba17a5ba-a5f6-4d60-8832-b6c13a2dfa67", "Name": "D256 and D638 2026/05/25", "PrintProfile": {"Id": "52715389-d580-4be9-9194-ed300bdf911b"}, "AvailableDepth": 200, "AggressiveNestingEnabled": false, "DryPrintEnabled": false, "Objects": [{"Id": "3540c330-6bc3-4730-87b7-d120c3b5f475", "Name": "d256_impact_specimen.STL", "NestingPriority": null, "InstanceCount": 8, "Scale": 100, "Units": 1, "Inset": 0, "Margin": 0, "IsThinObject": false, "RelativeEnergyDensityPercent": 100, "Constraints": []}, {"Id": "abb6a7b5-db42-4c64-95e1-68bd271c0e04", "Name": "d638_type1.STL", "NestingPriority": null, "InstanceCount": 5, "Scale": 100, "Units": 1, "Inset": 0, "Margin": 0, "IsThinObject": false, "RelativeEnergyDensityPercent": 100, "Constraints": []}], "ObjectFiles": [{"Id": "19b91ed5-d98b-4dee-929b-955b3d757ffc", "Name": "d256_impact_specimen.STL", "Hash": "AB07BE60702ECFC8F495612DF56280DB63050E72"}, {"Id": "062520e1-4f25-42b4-a323-e7d37c7be0b7", "Name": "d638_type1.STL", "Hash": "E4251951376A82B4303394F832996A2E9883EAB0"}], "NestingState": {"DensityPercent": 30.11, "ChamberDepth": 19.2, "ChamberVolume": 425774.219, "SinteredVolume": 128184.082, "AvailableDepth": 200, "PrintProfileJobHash": "AF28E5D3E6DE502902FFD097CF93C6C7", "PrintProfile": {"Id": "25682cd2-e92d-45c9-8121-f5640a59b389"}, "AggressiveNestingEnabled": false, "Objects": [{"Id": "3540c330-6bc3-4730-87b7-d120c3b5f475", "Name": 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main.py ADDED Viewed

	@@ -0,0 +1,6 @@

+def main():
+    print("Hello from inova-mk1-database!")
+if __name__ == "__main__":
+    main()

pyproject.toml ADDED Viewed

	@@ -0,0 +1,7 @@

+[project]
+name = "inova-mk1-database"
+version = "0.1.0"
+description = "Canonical graph dataset of Inova Mk1 SLS printer entities: jobs, sessions, profiles, objects."
+readme = "README.md"
+requires-python = ">=3.10"
+dependencies = []

scripts/jobs/01_extract.py ADDED Viewed

	@@ -0,0 +1,85 @@

+#!/usr/bin/env python3
+"""Extract `.metadata.json` from each `.s4a` job archive into `data/jobs.jsonl`."""
+import json
+import logging
+import re
+import zipfile
+from pathlib import Path
+ROOT = Path(__file__).parent.parent.parent
+SOURCE_DIR = ROOT / "source" / "Jobs"
+OUTPUT_FILE = ROOT / "data" / "jobs.jsonl"
+METADATA_NAME = ".metadata.json"
+DATE_RE = re.compile(r"\s+(\d{4})_(\d{2})_(\d{2})$")
+logging.basicConfig(level=logging.INFO, format="%(message)s")
+log = logging.getLogger(__name__)
+def parse_filename(stem: str) -> tuple[str, str | None]:
+    """Split a job filename stem into (job_name, print_date|None)."""
+    m = DATE_RE.search(stem)
+    if not m:
+        return stem, None
+    job_name = stem[: m.start()]
+    print_date = f"{m.group(1)}-{m.group(2)}-{m.group(3)}"
+    return job_name, print_date
+def build_row(s4a_path: Path) -> dict | None:
+    with zipfile.ZipFile(s4a_path) as zf:
+        if METADATA_NAME not in zf.namelist():
+            log.warning(f"{s4a_path.name}: no {METADATA_NAME}, skipping")
+            return None
+        metadata = json.loads(zf.read(METADATA_NAME))
+    job_name, print_date = parse_filename(s4a_path.stem)
+    aj = metadata.get("AutomaticJob", {})
+    print_profile_id = aj.get("PrintProfile", {}).get("Id")
+    files_by_name = {f["Name"]: f for f in aj.get("ObjectFiles", [])}
+    objects = []
+    for obj in aj.get("Objects", []):
+        f = files_by_name.get(obj["Name"], {})
+        objects.append({
+            "object_file_id": f.get("Id"),
+            "name": obj["Name"],
+            "hash": f.get("Hash"),
+            "instance_count": obj.get("InstanceCount"),
+            "scale": obj.get("Scale"),
+        })
+    return {
+        "source_file": s4a_path.name,
+        "print_date": print_date,
+        "job_name": job_name,
+        "print_profile_id": print_profile_id,
+        "objects": objects,
+        "metadata": metadata,
+    }
+def main():
+    if not SOURCE_DIR.exists():
+        log.error(f"Source directory {SOURCE_DIR} not found.")
+        return
+    OUTPUT_FILE.parent.mkdir(parents=True, exist_ok=True)
+    count = 0
+    with OUTPUT_FILE.open("w", encoding="utf-8") as out:
+        for s4a_path in sorted(SOURCE_DIR.glob("*.s4a")):
+            try:
+                row = build_row(s4a_path)
+                if row is None:
+                    continue
+                out.write(json.dumps(row, ensure_ascii=False) + "\n")
+                count += 1
+            except Exception as e:
+                log.error(f"Error processing {s4a_path.name}: {e}")
+    log.info(f"Wrote {count} job records to {OUTPUT_FILE}")
+if __name__ == "__main__":
+    main()

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