Datasets:
Card: add rendered examples of real rows (source row ids in captions and images/examples.csv)
Browse files- README.md +37 -0
- images/examples.csv +74 -0
- images/gallery-stage1.png +3 -0
- images/gallery-stage2.png +3 -0
- images/sample-60-rows.png +3 -0
- images/six-views-stage1-train-06570.png +3 -0
README.md
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This is the complete training data of [`townbox/lowpoly-coder-4b`](https://huggingface.co/townbox/lowpoly-coder-4b), and nothing else. Each row pairs a one-sentence request for a 3D object ("Build a low-poly accent cabinet.") with the answer the model was trained to give: a short spec, then JavaScript that builds the object as a low-poly Three.js (r180) asset.
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## Contents
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| Config | What it is | train | validation |
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```
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~~~
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## How it was used for training
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Every row was trained as one chat:
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- **System:** `system_prompt.md`, included in this repo and identical for every row.
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## Notes
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- **Synthetic content:** all text is model-generated. Requests and specs describe everyday objects, creatures, buildings and fantasy props in one fixed low-poly "woodland" style and palette.
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- **Code safety:** the code was run in a sandbox to check it, but it is still untrusted. Run it isolated if you execute it.
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- **Licence:** the `stage1` answers are outputs of `deepseek/deepseek-v4.1-flash-1017`, and `stage2` answers come from a model trained on them. Use is subject to that model's licence and terms, and to the terms of the services it was accessed through. No separate licence has been chosen for this compilation; see `LICENSE.md`.
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This is the complete training data of [`townbox/lowpoly-coder-4b`](https://huggingface.co/townbox/lowpoly-coder-4b), and nothing else. Each row pairs a one-sentence request for a 3D object ("Build a low-poly accent cabinet.") with the answer the model was trained to give: a short spec, then JavaScript that builds the object as a low-poly Three.js (r180) asset.
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*The object built by the code in row `stage1-train-06570` ("I need a low-poly farm ox."), seen from six sides. See [Examples](#examples) for more.*
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## Contents
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| Config | What it is | train | validation |
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```
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~~~
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## Examples
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Every image here is a render of a real row. The row's own `response` code was run unchanged with Three.js r180 in a sandbox, and the meshes it built were drawn with flat shading. Nothing was modelled, edited or retouched by hand. Each tile is labelled with its source row's `id`, and [`images/examples.csv`](images/examples.csv) maps every tile to its row, with the SHA-256 of that row's `response`.
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### Stage 1: answers by DeepSeek V4.1 Flash
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### Stage 2: answers by the stage-1 model
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These 12 were picked by hand from the sample below because they read clearly, so they are better than a typical row.
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### Uncurated sample
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This is a seeded random sample (seed 20261105) of 60 `train` rows: 4 from `stage1` and 2 from `stage2` in each category. Every sampled row is shown, one category per line.
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- **Checks:** all 60 ran and rendered. 59 passed every technical check: finite geometry within the spec's own triangle budget, every mesh a closed solid, and all parts joined in one piece. `stage2-train-00258` (a straw broom) uses 292 triangles, over the 250 its spec states.
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- **Quality varies:** most are clearly the requested object, and a few only loosely, such as the robe hook (`stage2-train-02537`).
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### Finding a row
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The number in an `id` is the row's position in its config and split, so the farm ox is:
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```python
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from datasets import load_dataset
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row = load_dataset("townbox/lowpoly-coder-4b-data", "stage1", split="train")[6570]
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print(row["id"], row["prompt"]) # stage1-train-06570 I need a low-poly farm ox.
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```
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## How it was used for training
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Every row was trained as one chat:
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- **System:** `system_prompt.md`, included in this repo and identical for every row.
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## Notes
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- **Synthetic content:** all text is model-generated. Requests and specs describe everyday objects, creatures, buildings and fantasy props in one fixed low-poly "woodland" style and palette.
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- **Code safety:** the code was run in a sandbox to check it, but it is still untrusted. Run it isolated if you execute it.
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- **Images:** `images/` holds the renders on this card and `examples.csv`. They document the data and are not part of either config.
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- **Licence:** the `stage1` answers are outputs of `deepseek/deepseek-v4.1-flash-1017`, and `stage2` answers come from a model trained on them. Use is subject to that model's licence and terms, and to the terms of the services it was accessed through. No separate licence has been chosen for this compilation; see `LICENSE.md`.
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images/examples.csv
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image,position,id,config,split,category,prompt,triangle_budget,triangles,meshes,passed_all_checks,response_sha256
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images/six-views-stage1-train-06570.png,all 6 views,stage1-train-06570,stage1,train,animal,I need a low-poly farm ox.,700,420,17,True,80b2b6f426cafbd2af39c502681600d17256e01946c20b27c7ad426c8f4b700a
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images/gallery-stage1.png,tile 1 of 6,stage1-train-06570,stage1,train,animal,I need a low-poly farm ox.,700,420,17,True,80b2b6f426cafbd2af39c502681600d17256e01946c20b27c7ad426c8f4b700a
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images/gallery-stage1.png,tile 2 of 6,stage1-train-01290,stage1,train,architecture,Build a low-poly breeding barn.,700,612,51,True,2e66892cb20afbc7c249af90965cdeb4db1ab03d1b7cfc92e5c30b1550a28ae6
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images/gallery-stage1.png,tile 3 of 6,stage1-train-01716,stage1,train,"bird, sea creature or bug","Build a low-poly rooster, please.",500,336,20,True,de333675c303f1299a0a84cb0ae3223b91b9a178f6feee7f85bd972b2be8977c
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images/gallery-stage1.png,tile 4 of 6,stage1-train-07496,stage1,train,container or food,I need a low-poly carton of waffle fries.,400,332,8,True,e9b4c1df9372396d5fe0ebcc4287a7a2288a3b5f59736cc298365bfd294c7ddb
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images/gallery-stage1.png,tile 5 of 6,stage1-train-02876,stage1,train,fantasy or game,Build a low-poly grimoire.,400,192,10,True,8b7d73f0ff4b8f6a6fa6b82684b1f6013656a84c9fe70afebeb54809bce15da8
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+
images/gallery-stage1.png,tile 6 of 6,stage1-train-01809,stage1,train,prop,I need a low-poly conga drum.,450,372,7,True,e7502b2e1c5117c1cd1ab25d77296d826ebdb27ad6d777426236c589617a4d7a
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+
images/gallery-stage2.png,tile 1 of 6,stage2-train-01374,stage2,train,vehicle,Build a low-poly utility vehicle.,700,452,21,True,694abd989d824b0e43ca956fba1677bf0bf024b3ee9aa17de7c8c534e6bc0c07
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images/gallery-stage2.png,tile 2 of 6,stage2-train-01487,stage2,train,tool or gear,Build a low-poly bottle jack.,500,456,8,True,12e9fabad96a372512b703e4bd45ff77de82d8b974bcf694524177e598aaa665
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images/gallery-stage2.png,tile 3 of 6,stage2-train-01828,stage2,train,plant or nature,Build a low-poly agave plant.,700,460,11,True,6a23e5a05d7af4ecdea448a32dd92c7e7b1cc0f854e7aef1fc5aa8af9845d293
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+
images/gallery-stage2.png,tile 4 of 6,stage2-train-02452,stage2,train,furniture,I need a low-poly pencil cup holder.,350,264,9,True,47d84b67c7f84eb8cab2a4faafe77d40ef4d9c694f9743ec7fc5dbd9b8ad9ad4
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+
images/gallery-stage2.png,tile 5 of 6,stage2-train-02913,stage2,train,"bird, sea creature or bug",Build a low-poly cuttlefish.,700,480,18,True,4aefe6807542132c0961e437647d0c2a732ebe77fc3061c74a758d4625c03ab5
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images/gallery-stage2.png,tile 6 of 6,stage2-train-00768,stage2,train,prop,I need a low-poly game controller.,500,332,13,True,8fc9ff54124794adc1251c97ebbc0d906c10e1d86ac1718875ac2c5f679e9c8d
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+
images/sample-60-rows.png,"row 1, column 1",stage1-train-00943,stage1,train,animal,Build a low-poly tadpole.,250,184,5,True,a430c18e701753e9c67e2e24a1866e871a9a9691447147de82d923f6a7b34ca2
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images/sample-60-rows.png,"row 1, column 2",stage1-train-06570,stage1,train,animal,I need a low-poly farm ox.,700,420,17,True,80b2b6f426cafbd2af39c502681600d17256e01946c20b27c7ad426c8f4b700a
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+
images/sample-60-rows.png,"row 1, column 3",stage1-train-01156,stage1,train,animal,Build a low-poly bloodhound.,750,492,21,True,e2a896ec071b6446c81e3ec24b1dfd5d95b8360bfa9049e370092758532a5c3b
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images/sample-60-rows.png,"row 1, column 4",stage1-train-05984,stage1,train,animal,I need a low-poly wolf pup.,650,416,14,True,8398bbf1f01e5be71a16b8f51b7492dfd56434237b061d4378ebb462a39df73f
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+
images/sample-60-rows.png,"row 1, column 5",stage2-train-00358,stage2,train,animal,I need a low-poly otter.,550,436,13,True,998244842a71e2be2055d3b13adfbc1af4d1966168bdaff6669a4a93d9b1bf1b
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+
images/sample-60-rows.png,"row 1, column 6",stage2-train-04209,stage2,train,animal,Build a low-poly wooden bengal cat.,700,352,20,True,5bd9c27607bb408fde0d7285dd57ecb7af7f2a2c46f49a579217c2b7f2a58f3d
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+
images/sample-60-rows.png,"row 2, column 1",stage1-train-01290,stage1,train,architecture,Build a low-poly breeding barn.,700,612,51,True,2e66892cb20afbc7c249af90965cdeb4db1ab03d1b7cfc92e5c30b1550a28ae6
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+
images/sample-60-rows.png,"row 2, column 2",stage1-train-04543,stage1,train,architecture,Build a low-poly round tower.,700,362,7,True,d209b9b4b64ad06b9ce345bb7453d35d665cbf5fbf6ce1aecd647215cd7df4d2
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+
images/sample-60-rows.png,"row 2, column 3",stage1-train-06407,stage1,train,architecture,Build a low-poly coal loader.,700,264,22,True,f00729ab4563ebedca6e7ef26b7dbae327e3a11d7bf8b8200c3c092c80f445ba
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+
images/sample-60-rows.png,"row 2, column 4",stage1-train-06599,stage1,train,architecture,Build a low-poly floating dock.,700,456,24,True,e1f3811a72d5f0d800a4b3034242d50dbf1e3d9f9e2a898de72c25866e8362b4
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+
images/sample-60-rows.png,"row 2, column 5",stage2-train-04054,stage2,train,architecture,Build a low-poly step pyramid.,700,72,6,True,88fa39552ad242aa67b5796162d850084ad954f3e4f978c06c68a1a53986aecb
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+
images/sample-60-rows.png,"row 2, column 6",stage2-train-04096,stage2,train,architecture,Build a low-poly tall church spire.,550,96,6,True,8fe8c720b8ff00c62b37e9ab973e961aaee6ea281f3a3b888b83724820e21f03
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+
images/sample-60-rows.png,"row 3, column 1",stage1-train-01716,stage1,train,"bird, sea creature or bug","Build a low-poly rooster, please.",500,336,20,True,de333675c303f1299a0a84cb0ae3223b91b9a178f6feee7f85bd972b2be8977c
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+
images/sample-60-rows.png,"row 3, column 2",stage1-train-04067,stage1,train,"bird, sea creature or bug",Build a low-poly platform bird feeder.,450,144,8,True,0441a0d101c03a6708e740d9dadc0bbe0ca0c4c5980122da4892a60e4938971e
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+
images/sample-60-rows.png,"row 3, column 3",stage1-train-02827,stage1,train,"bird, sea creature or bug",I need a low-poly grasshopper.,550,496,44,True,80da7c7ce49f2806362a3b1d7db5640f301072a4d733d74e3a82c994a249ea4f
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+
images/sample-60-rows.png,"row 3, column 4",stage1-train-01718,stage1,train,"bird, sea creature or bug",I need a low-poly cockle shell.,450,252,7,True,ed1c37e2aede8b49c115db61dd6e15eae9a9511cb9862ab63d5cb594953af8c3
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+
images/sample-60-rows.png,"row 3, column 5",stage2-train-03801,stage2,train,"bird, sea creature or bug",I need a low-poly pearl oyster.,400,276,6,True,62ea62b0d23eecc40d5f023e71cee00083e3495d36c551a7dfb37eb7989d88d9
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images/sample-60-rows.png,"row 3, column 6",stage2-train-02913,stage2,train,"bird, sea creature or bug",Build a low-poly cuttlefish.,700,480,18,True,4aefe6807542132c0961e437647d0c2a732ebe77fc3061c74a758d4625c03ab5
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| 33 |
+
images/sample-60-rows.png,"row 4, column 1",stage1-train-06467,stage1,train,container or food,I need a low-poly crystal decanter.,400,332,5,True,9cf946374970c5e902f164101024a97afb9d0e71fd7ecbcc86f4818d1c43cb23
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| 34 |
+
images/sample-60-rows.png,"row 4, column 2",stage1-train-07386,stage1,train,container or food,Build a low-poly tamale in its husk wrapper.,300,248,6,True,96c2cd8fd515b669d2b210b3aed23871f7d19484470711572721576ed359f448
|
| 35 |
+
images/sample-60-rows.png,"row 4, column 3",stage1-train-07373,stage1,train,container or food,Build a low-poly sugar caster.,350,240,4,True,889ea825713e5ac3b056a13eac99d5a4d7e6daf0fca7c3038978a5aa1a3a8c5a
|
| 36 |
+
images/sample-60-rows.png,"row 4, column 4",stage1-train-07496,stage1,train,container or food,I need a low-poly carton of waffle fries.,400,332,8,True,e9b4c1df9372396d5fe0ebcc4287a7a2288a3b5f59736cc298365bfd294c7ddb
|
| 37 |
+
images/sample-60-rows.png,"row 4, column 5",stage2-train-02174,stage2,train,container or food,Build a low-poly flour storage bin.,500,92,7,True,4853c5e6ab04766c472203e2000720241203aceecfe6b2594ed70d4aa202a75e
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| 38 |
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images/sample-60-rows.png,"row 4, column 6",stage2-train-02980,stage2,train,container or food,I need a low-poly luncheon plate.,250,168,2,True,954080d9c1be59d3de0673b63746155a0f162913ce7d26f2df9555e59f8d1fd6
|
| 39 |
+
images/sample-60-rows.png,"row 5, column 1",stage1-train-04456,stage1,train,fantasy or game,I need a low-poly ritual dagger.,400,356,9,True,f3ba552ac3d33a0ef15e9f6aedc7efff9a54beb0e1239ce6926794670e940c5c
|
| 40 |
+
images/sample-60-rows.png,"row 5, column 2",stage1-train-06161,stage1,train,fantasy or game,Build a low-poly zombie shambler.,700,312,24,True,9977172984a864e25f88976fbf190bfd27475649fc8e229d658b71c8cd244abd
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| 41 |
+
images/sample-60-rows.png,"row 5, column 3",stage1-train-02876,stage1,train,fantasy or game,Build a low-poly grimoire.,400,192,10,True,8b7d73f0ff4b8f6a6fa6b82684b1f6013656a84c9fe70afebeb54809bce15da8
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| 42 |
+
images/sample-60-rows.png,"row 5, column 4",stage1-train-01897,stage1,train,fantasy or game,I need a low-poly cracked mana crystal.,350,176,7,True,46f4a723e8705e670c6538ffc7c9590f74958bc5e6c8d61b44fc346e74edc8fd
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| 43 |
+
images/sample-60-rows.png,"row 5, column 5",stage2-train-00258,stage2,train,fantasy or game,I need a low-poly straw broom.,250,292,15,False,e07845c6ee10425890a43f9df4eec9f617b938228af2f5c63f4341e131f26a69
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| 44 |
+
images/sample-60-rows.png,"row 5, column 6",stage2-train-02121,stage2,train,fantasy or game,Build a low-poly egg cluster in a nest.,550,508,6,True,db80ba0a6859f68d29f22c1d712e7c7e6c11ae61ce8c0ab4c57ab73dc1ef7f53
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| 45 |
+
images/sample-60-rows.png,"row 6, column 1",stage1-train-02158,stage1,train,furniture,I need a low-poly drop-in bathtub.,550,520,22,True,6df90dcd7ee309a223bffa67b9a3244f43b9f51839b8644b8e063535e08a778e
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| 46 |
+
images/sample-60-rows.png,"row 6, column 2",stage1-train-00214,stage1,train,furniture,Build a low-poly floor lamp.,350,192,4,True,a2070f1df24bd6586155f34d208530a416e1a9c5b1864cd0e4d0fd25a8a04c14
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| 47 |
+
images/sample-60-rows.png,"row 6, column 3",stage1-train-04484,stage1,train,furniture,Build a low-poly rocking cradle.,550,276,7,True,b2cb7099e4268b13e0f567e06c99630dbbc0023ed90e983632882f98ef6292cf
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| 48 |
+
images/sample-60-rows.png,"row 6, column 4",stage1-train-03784,stage1,train,furniture,I need a small low-poly oil lamp.,400,384,6,True,52234239fe910a0704d50b7cb9c06937ff3629644b92cf163ff23b68677e2eb8
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| 49 |
+
images/sample-60-rows.png,"row 6, column 5",stage2-train-02537,stage2,train,furniture,Build a low-poly robe hook.,250,96,4,True,fba83e5695a105952751643ff2d1c257c65fd1a7d21cdec0d214f2867e015fdb
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| 50 |
+
images/sample-60-rows.png,"row 6, column 6",stage2-train-02452,stage2,train,furniture,I need a low-poly pencil cup holder.,350,264,9,True,47d84b67c7f84eb8cab2a4faafe77d40ef4d9c694f9743ec7fc5dbd9b8ad9ad4
|
| 51 |
+
images/sample-60-rows.png,"row 7, column 1",stage1-train-03305,stage1,train,plant or nature,Build a low-poly lead ore rock.,350,104,7,True,067d757b2e9ea1c9ceeec44dcdd51a23d85a452dfa9fa8603fde9c768004135d
|
| 52 |
+
images/sample-60-rows.png,"row 7, column 2",stage1-train-00473,stage1,train,plant or nature,I need a low-poly pile of rocks.,400,204,4,True,f5b5f0b2a239aa06a915782f5ad72df0e72a42d286df93b88d0845c5b48c3b8f
|
| 53 |
+
images/sample-60-rows.png,"row 7, column 3",stage1-train-04287,stage1,train,plant or nature,Build a low-poly quaking aspen tree.,650,372,8,True,bf18f9812701be5d1cafe5d435f856fad08cacc4d140d5f333d1075b1515cfa2
|
| 54 |
+
images/sample-60-rows.png,"row 7, column 4",stage1-train-00658,stage1,train,plant or nature,I need a low-poly watermelon.,350,312,6,True,96a12fa078c82842dd4e11c8cf274aadd52f16f8e7be3e9f0fa15a5a066d9d79
|
| 55 |
+
images/sample-60-rows.png,"row 7, column 5",stage2-train-03031,stage2,train,plant or nature,I need a low-poly raw gem.,350,252,5,True,6f8f7043c665d2a4a2216d6d8d277ca26180ccbf37f536e222e992988711a337
|
| 56 |
+
images/sample-60-rows.png,"row 7, column 6",stage2-train-01828,stage2,train,plant or nature,Build a low-poly agave plant.,700,460,11,True,6a23e5a05d7af4ecdea448a32dd92c7e7b1cc0f854e7aef1fc5aa8af9845d293
|
| 57 |
+
images/sample-60-rows.png,"row 8, column 1",stage1-train-05062,stage1,train,prop,Build a low-poly sparkler.,300,204,10,True,3641dd47d9277ecbd15ebc619068f087ad4671a6d9d4934f03bcae815398bc9c
|
| 58 |
+
images/sample-60-rows.png,"row 8, column 2",stage1-train-05725,stage1,train,prop,I need a low-poly twin street lamp.,650,476,25,True,1302e7e775174daff1f71cc2b52d4ae6fc9076c08d2f4dac7b1cf6b10496bb51
|
| 59 |
+
images/sample-60-rows.png,"row 8, column 3",stage1-train-01809,stage1,train,prop,I need a low-poly conga drum.,450,372,7,True,e7502b2e1c5117c1cd1ab25d77296d826ebdb27ad6d777426236c589617a4d7a
|
| 60 |
+
images/sample-60-rows.png,"row 8, column 4",stage1-train-05069,stage1,train,prop,I need a low-poly speed bump.,400,268,7,True,6e19442fe77eb8b0ecfe4aa335866a6150d55ea0f994de942faf312e2d651c12
|
| 61 |
+
images/sample-60-rows.png,"row 8, column 5",stage2-train-03167,stage2,train,prop,Build a low-poly playground slide.,500,96,8,True,796a9c11b92e097d32026c9707032f9be9485e18b9f1566b159ad3f2968f08fa
|
| 62 |
+
images/sample-60-rows.png,"row 8, column 6",stage2-train-00768,stage2,train,prop,I need a low-poly game controller.,500,332,13,True,8fc9ff54124794adc1251c97ebbc0d906c10e1d86ac1718875ac2c5f679e9c8d
|
| 63 |
+
images/sample-60-rows.png,"row 9, column 1",stage1-train-01671,stage1,train,tool or gear,I need a low-poly claw hammer.,400,208,6,True,ae5b9bc693b4e734aa60bde08c2d4e4fe7dd4f6413763d24d9b612803f12821e
|
| 64 |
+
images/sample-60-rows.png,"row 9, column 2",stage1-train-05191,stage1,train,tool or gear,Build a low-poly staple remover.,450,372,12,True,2e5424e2a7c7f80894a1d64e2541df6bbf0a852419c5ec9166d4aa41c1b92aac
|
| 65 |
+
images/sample-60-rows.png,"row 9, column 3",stage1-train-03498,stage1,train,tool or gear,Build a low-poly masonry drill bit.,400,312,6,True,bb72f2f67a6779807baf3d8ecce7bab3a51cee05a46aea02ca27ced0f139a312
|
| 66 |
+
images/sample-60-rows.png,"row 9, column 4",stage1-train-01230,stage1,train,tool or gear,Build a low-poly bow compass drafting tool.,450,276,10,True,59d7149367eb1a31b21fe37c612636f8b3db2a2468d563b91a554f957f314fdc
|
| 67 |
+
images/sample-60-rows.png,"row 9, column 5",stage2-train-01487,stage2,train,tool or gear,Build a low-poly bottle jack.,500,456,8,True,12e9fabad96a372512b703e4bd45ff77de82d8b974bcf694524177e598aaa665
|
| 68 |
+
images/sample-60-rows.png,"row 9, column 6",stage2-train-00718,stage2,train,tool or gear,I need a low-poly featherboard.,300,164,8,True,fa52243cd29aa0ed988c518b6fe118caddd4670a732f97e7c3682f2a3aceae73
|
| 69 |
+
images/sample-60-rows.png,"row 10, column 1",stage1-train-05311,stage1,train,vehicle,Build a low-poly street luge.,700,352,10,True,4302634f6592193cbc9a3a0cc6343eda7e103df524545c79014e04d63dafeae7
|
| 70 |
+
images/sample-60-rows.png,"row 10, column 2",stage1-train-02971,stage1,train,vehicle,Build a low-poly heavy cargo shuttle.,1000,436,23,True,a3a283606fa60f996d993325a4d2ef0dce8c605b5f680c9495b76da07ddef86c
|
| 71 |
+
images/sample-60-rows.png,"row 10, column 3",stage1-train-05918,stage1,train,vehicle,I need a low-poly whaleboat.,700,528,12,True,380edd4d060ab0feee79ab234a82515306343a6f3fea2688408fc4cce925132c
|
| 72 |
+
images/sample-60-rows.png,"row 10, column 4",stage1-train-04482,stage1,train,vehicle,Build a low-poly rocket glider.,700,268,9,True,f6a3d1c5a0c8c6d56b5e02f2103b944cc4c11e9897cc63c34aa782d58c365425
|
| 73 |
+
images/sample-60-rows.png,"row 10, column 5",stage2-train-01374,stage2,train,vehicle,Build a low-poly utility vehicle.,700,452,21,True,694abd989d824b0e43ca956fba1677bf0bf024b3ee9aa17de7c8c534e6bc0c07
|
| 74 |
+
images/sample-60-rows.png,"row 10, column 6",stage2-train-00147,stage2,train,vehicle,Build a low-poly laser cutter spaceship.,700,232,7,True,70851ffee48514d1ba931d789585962c54c0e38e59b6baabcac27e83200c0f60
|
images/gallery-stage1.png
ADDED
|
Git LFS Details
|
images/gallery-stage2.png
ADDED
|
Git LFS Details
|
images/sample-60-rows.png
ADDED
|
Git LFS Details
|
images/six-views-stage1-train-06570.png
ADDED
|
Git LFS Details
|