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index 28df5f900b358436f0267334b3e3e9af33f917ba..e3152e796a684afec9ad066dd3e2159d0baf60be 100644
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+{
+  "citation": "@inproceedings{sawhney2021playing,\n  title={Playing with food: Learning food item representations through interactive exploration},\n  author={Sawhney, Amrita and Lee, Steven and Zhang, Kevin and Veloso, Manuela and Kroemer, Oliver},\n  booktitle={Experimental Robotics: The 17th International Symposium},\n  pages={309--322},\n  year={2021},\n  organization={Springer}\n}",
+  "description": "The dataset contains 4200 episodes (~400K steps) for three different skills Grasp, Press Down, and Release on food slices. There are 28 types of food slices where some classes are repeated but were boiled. In each food type, there are 10 slices with 5 trials of each skill on each slice.\n There are multiple camera views, one statically mounted third-person view and 2 finger vision views that display how the food item is crushed.\n All image data was recorded at 15Hz. The proprioceptive data was recorded at around 50Hz, but is subsampled for this dataset to be 15Hz and timestep aligned with the image data.\n The press down skill does not have any finger vision data so there are only images of zeros. Meanwhile the Grasp and Push Down skills have zero forces because they were not recorded and only contain views of the robot closing and opening the gripper.\n More information of the dataset can be found in this website: [Playing with Food](https://sites.google.com/view/playing-with-food/). \n Warning: Some of the language commands may have underscores. I will attempt to remove them in a future update. In addition, we have audio data, but I will add them later.\n",
+  "fileFormat": "tfrecord",
+  "moduleName": "cmu_playing_with_food.cmu_playing_with_food_dataset_builder",
+  "name": "cmu_playing_with_food",
+  "releaseNotes": {
+    "1.0.0": "Initial release."
+  },
+  "splits": [
+    {
+      "filepathTemplate": "{DATASET}-{SPLIT}.{FILEFORMAT}-{SHARD_X_OF_Y}",
+      "name": "train",
+      "numBytes": "278421976913",
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+  ],
+  "version": "1.0.0"
+}
diff --git a/features.json b/features.json
new file mode 100644
index 0000000000000000000000000000000000000000..70a75e4941e91982ccd40871e7fde84b6384188c
--- /dev/null
+++ b/features.json
@@ -0,0 +1,173 @@
+{
+    "pythonClassName": "tensorflow_datasets.core.features.features_dict.FeaturesDict",
+    "featuresDict": {
+        "features": {
+            "steps": {
+                "pythonClassName": "tensorflow_datasets.core.features.dataset_feature.Dataset",
+                "sequence": {
+                    "feature": {
+                        "pythonClassName": "tensorflow_datasets.core.features.features_dict.FeaturesDict",
+                        "featuresDict": {
+                            "features": {
+                                "action": {
+                                    "pythonClassName": "tensorflow_datasets.core.features.tensor_feature.Tensor",
+                                    "tensor": {
+                                        "shape": {
+                                            "dimensions": [
+                                                "8"
+                                            ]
+                                        },
+                                        "dtype": "float32",
+                                        "encoding": "none"
+                                    },
+                                    "description": "Robot action, consists of [3x end-effector position, 4x end-effector quaternion, 1x gripper open/close]."
+                                },
+                                "language_embedding": {
+                                    "pythonClassName": "tensorflow_datasets.core.features.tensor_feature.Tensor",
+                                    "tensor": {
+                                        "shape": {
+                                            "dimensions": [
+                                                "512"
+                                            ]
+                                        },
+                                        "dtype": "float32",
+                                        "encoding": "none"
+                                    },
+                                    "description": "Kona language embedding. See https://tfhub.dev/google/universal-sentence-encoder-large/5"
+                                },
+                                "is_terminal": {
+                                    "pythonClassName": "tensorflow_datasets.core.features.scalar.Scalar",
+                                    "tensor": {
+                                        "shape": {},
+                                        "dtype": "bool",
+                                        "encoding": "none"
+                                    },
+                                    "description": "True on last step of the episode if it is a terminal step, True for demos."
+                                },
+                                "is_last": {
+                                    "pythonClassName": "tensorflow_datasets.core.features.scalar.Scalar",
+                                    "tensor": {
+                                        "shape": {},
+                                        "dtype": "bool",
+                                        "encoding": "none"
+                                    },
+                                    "description": "True on last step of the episode."
+                                },
+                                "language_instruction": {
+                                    "pythonClassName": "tensorflow_datasets.core.features.text_feature.Text",
+                                    "text": {},
+                                    "description": "Language Instruction."
+                                },
+                                "observation": {
+                                    "pythonClassName": "tensorflow_datasets.core.features.features_dict.FeaturesDict",
+                                    "featuresDict": {
+                                        "features": {
+                                            "image": {
+                                                "pythonClassName": "tensorflow_datasets.core.features.image_feature.Image",
+                                                "image": {
+                                                    "shape": {
+                                                        "dimensions": [
+                                                            "480",
+                                                            "640",
+                                                            "3"
+                                                        ]
+                                                    },
+                                                    "dtype": "uint8",
+                                                    "encodingFormat": "png"
+                                                },
+                                                "description": "Main camera RGB observation."
+                                            },
+                                            "state": {
+                                                "pythonClassName": "tensorflow_datasets.core.features.tensor_feature.Tensor",
+                                                "tensor": {
+                                                    "shape": {
+                                                        "dimensions": [
+                                                            "6"
+                                                        ]
+                                                    },
+                                                    "dtype": "float32",
+                                                    "encoding": "none"
+                                                },
+                                                "description": "Robot state, consists of [6x end-effector force]."
+                                            },
+                                            "finger_vision_2": {
+                                                "pythonClassName": "tensorflow_datasets.core.features.image_feature.Image",
+                                                "image": {
+                                                    "shape": {
+                                                        "dimensions": [
+                                                            "480",
+                                                            "640",
+                                                            "3"
+                                                        ]
+                                                    },
+                                                    "dtype": "uint8",
+                                                    "encodingFormat": "png"
+                                                },
+                                                "description": "Finger Vision 2 RGB observation."
+                                            },
+                                            "finger_vision_1": {
+                                                "pythonClassName": "tensorflow_datasets.core.features.image_feature.Image",
+                                                "image": {
+                                                    "shape": {
+                                                        "dimensions": [
+                                                            "480",
+                                                            "640",
+                                                            "3"
+                                                        ]
+                                                    },
+                                                    "dtype": "uint8",
+                                                    "encodingFormat": "png"
+                                                },
+                                                "description": "Finger Vision 1 RGB observation."
+                                            }
+                                        }
+                                    }
+                                },
+                                "is_first": {
+                                    "pythonClassName": "tensorflow_datasets.core.features.scalar.Scalar",
+                                    "tensor": {
+                                        "shape": {},
+                                        "dtype": "bool",
+                                        "encoding": "none"
+                                    },
+                                    "description": "True on first step of the episode."
+                                },
+                                "discount": {
+                                    "pythonClassName": "tensorflow_datasets.core.features.scalar.Scalar",
+                                    "tensor": {
+                                        "shape": {},
+                                        "dtype": "float32",
+                                        "encoding": "none"
+                                    },
+                                    "description": "Discount if provided, default to 1."
+                                },
+                                "reward": {
+                                    "pythonClassName": "tensorflow_datasets.core.features.scalar.Scalar",
+                                    "tensor": {
+                                        "shape": {},
+                                        "dtype": "float32",
+                                        "encoding": "none"
+                                    },
+                                    "description": "Reward if provided, 1 on final step for demos."
+                                }
+                            }
+                        }
+                    },
+                    "length": "-1"
+                }
+            },
+            "episode_metadata": {
+                "pythonClassName": "tensorflow_datasets.core.features.features_dict.FeaturesDict",
+                "featuresDict": {
+                    "features": {
+                        "file_path": {
+                            "pythonClassName": "tensorflow_datasets.core.features.text_feature.Text",
+                            "text": {},
+                            "description": "Path to the original data file."
+                        }
+                    }
+                }
+            }
+        }
+    }
+}
\ No newline at end of file