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1776156590.726059

Mars HiRISE DTM — LitData Streaming Dataset

Pre-processed Mars HiRISE orthoimage + DTM patches in LitData optimized streaming format.

Quick Start

from litdata import StreamingDataset

# Stream directly from HuggingFace — no full download needed
train_ds = StreamingDataset(input_dir="hf://datasets/SuperComputer/mars_hirise_dtm_raw-42e7c107a4f7c2d6/train")
val_ds   = StreamingDataset(input_dir="hf://datasets/SuperComputer/mars_hirise_dtm_raw-42e7c107a4f7c2d6/val")
test_ds  = StreamingDataset(input_dir="hf://datasets/SuperComputer/mars_hirise_dtm_raw-42e7c107a4f7c2d6/test")

sample = train_ds[0]

# Core Tensors
print(sample["elevation"].shape)    # (1, H, W) float32
print(sample["bounds"].shape)       # (4,)      float32
print(sample["crs"])                # str

# Orthoimages (presence depends on config)
if "left_red" in sample:
    print(sample["left_red"].shape) # (1, H, W) float32
if "left_irb" in sample:
    print(sample["left_irb"].shape) # (3, H, W) float32

# Flattened Metadata
print(sample["dtm_product_id"])     # str
print(sample["left_obs_id"])        # str
print(sample["incidence_angle"])    # float32

Preprocessing Configuration

Config Hash: 42e7c107a4f7c2d6

This dataset was generated with the following pipeline parameters:

hirise:
  root: /scratch/mars_hirise_dtm
  include_ortho: true
  ortho_type: RED
  ortho_scale: null
  download: false
  reuse_cache: true
  target: null
  bbox:
  - 60
  - 0
  - 90
  - 30
sampler:
  size: 0.018
  length: null

(Note: Depending on the dataset configuration, some orthoimage keys may be omitted).

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