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README.md

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+---
+license: apache-2.0
+language:
+- en
+pretty_name: MobileForge Training Data
+tags:
+- mobileforge
+- mobile-gui-agent
+- grpo
+- reinforcement-learning
+- step-level-reward
+- androidworld
+- verl
+task_categories:
+- reinforcement-learning
+- text-generation
+viewer: false
+---
+
+# MobileForge Training Data
+
+Anonymous project: https://mobileforge-anonymous.github.io/  
+Anonymous code: https://github.com/mobileforge-anonymous/MobileForge
+
+This dataset contains the hint-contextualized step-level GRPO training data used by MobileForge. The samples are produced from MobileGym rollouts, hierarchical critic feedback, and HiFPO filtering.
+
+The Hugging Face Dataset Viewer is disabled because the release contains very large JSON-array files with multimodal conversation samples and rollout metadata.
+
+<!-- mobileforge-release-inventory:start -->
+Release inventory `payloads`: files=7; bytes=114495299717; sha256=00076b77cf46fc2f049ec19a5494a3bae58936a83390c76d1a09a0ee5ab3a9fb
+<!-- mobileforge-release-inventory:end -->
+
+## Files
+
+| Split | File | Size | Description |
+| --- | --- | ---: | --- |
+| `qwen3-vl-900tasks` | `mobileforge_grpo_20260313_081857_tasks_900.json` | 39.25 GB | Qwen3-VL-8B MobileForge 900-task training split. |
+| `qwen3-vl-400tasks` | `mobileforge_grpo_20260313_081857_tasks_400.json` | 17.13 GB | Qwen3-VL-8B MobileForge 400-task scaling split. |
+| `qwen3-vl-200tasks` | `mobileforge_grpo_20260313_081857_tasks_200.json` | 8.32 GB | Qwen3-VL-8B MobileForge 200-task scaling split. |
+| `gui-owl-900tasks` | `mobileforge_grpo_20260508_102018_tasks_900.json` | 24.60 GB | GUI-Owl-1.5-8B MobileForge 900-task training split. |
+| `gui-owl-400tasks` | `mobileforge_grpo_20260508_102018_tasks_400.json` | 11.41 GB | GUI-Owl-1.5-8B MobileForge 400-task scaling split. |
+| `gui-owl-200tasks` | `mobileforge_grpo_20260329_093821_tasks_200.json` | 5.80 GB | GUI-Owl-1.5-8B MobileForge 200-task scaling split. |
+| `validation` | `mobileforge_grpo_20260307_021142_h3.json` | 128.51 MB | Validation set used during MobileForge GRPO training. |
+
+`manifest.json` provides the same file list in machine-readable form.
+
+## Data format
+
+Each file is a JSON array. Each item is one step-level training example in the MobileForge conversation format.
+
+Top-level fields:
+
+| Field | Description |
+| --- | --- |
+| `conversations` | Multimodal chat messages consumed by the Qwen3-VL / GUI-Owl training stack. |
+| `bad_step` | Whether the sample is marked as a bad step by filtering. |
+| `rollout_log_probs_sum` | Sum of rollout log probabilities for the selected action response. |
+| `rollout_logprobs` | Token-level rollout log probabilities. |
+| `metadata` | Task id, attempt id, step number, feedback labels, final outcome, selected action, and other rollout/evaluator metadata. |
+
+Common `metadata` fields include `task_id`, `attempt_id`, `step_number`, `step_label`, `reasonableness`, `impact`, `step_success`, `overall_success`, `final_result`, `action_type`, and `action`.
+
+## Download examples
+
+Download only the manifest and validation split:
+
+```python
+from huggingface_hub import snapshot_download
+
+local_dir = snapshot_download(
+    repo_id="mobileforge-anonymous/mobileforge-training-data",
+    repo_type="dataset",
+    allow_patterns=[
+        "manifest.json",
+        "mobileforge_grpo_20260307_021142_h3.json",
+    ],
+)
+```
+
+Download the 900-task Qwen3-VL split:
+
+```python
+from huggingface_hub import hf_hub_download
+
+path = hf_hub_download(
+    repo_id="mobileforge-anonymous/mobileforge-training-data",
+    repo_type="dataset",
+    filename="mobileforge_grpo_20260313_081857_tasks_900.json",
+)
+```
+
+## Inspect large JSON files safely
+
+These files are large. Avoid `json.load` for the training splits unless you have enough memory. Use a streaming parser such as `ijson`:
+
+```python
+import ijson
+
+with open("mobileforge_grpo_20260313_081857_tasks_900.json", "rb") as f:
+    for example in ijson.items(f, "item"):
+        print(example.keys())
+        print(example["metadata"])
+        break
+```
+
+## Training usage
+
+The public MobileForge code release includes a training entry point compatible with this data:
+
+```bash
+bash training/examples/qwen3_vl_8b_mobileforge_grpo.sh \
+  --model_path Qwen/Qwen3-VL-8B-Instruct \
+  --data_path /path/to/mobileforge_grpo_20260313_081857_tasks_900.json \
+  --val_data_path /path/to/mobileforge_grpo_20260307_021142_h3.json \
+  --experiment_name qwen3_vl_8b_mobileforge_grpo_900tasks \
+  --total_epochs 4 \
+  --reward_action_type_weight 0.2 \
+  --reward_action_params_weight 0.8
+```
+
+## Relationship to other MobileForge artifacts
+
+This dataset is generated from:
+
+1. `mobileforge-anonymous/mobileforge-generated-tasks`: automatically generated AndroidWorld-side tasks.
+2. `mobileforge-anonymous/mobileforge-exploration-trajectories`: source exploration traces used for task generation.
+3. MobileGym rollout and critic feedback produced by the MobileForge codebase.
+
+The resulting checkpoints are released on the [anonymous Hugging Face profile](https://huggingface.co/mobileforge-anonymous), and their benchmark logs are released in `mobileforge-anonymous/mobileforge-benchmark-results`.
+
+## Limitations
+
+- The examples are specialized for MobileForge-style mobile GUI action prediction and step-level GRPO.
+- The files may contain screenshots and environment traces from Android app interaction. Use them for research and reproducibility.
+- The JSON arrays are intentionally kept close to the training format; they are not optimized for interactive browsing.
+
+## Citation
+
+Citation information is withheld during double-blind review.

manifest.json

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+{
+  "created_at": "2026-06-22T21:28:03",
+  "dataset": "mobileforge-training-data",
+  "files": [
+    {
+      "bytes": 134749794,
+      "description": "Validation set used during MobileForge GRPO training",
+      "file_name": "mobileforge_grpo_20260307_021142_h3.json",
+      "path": "mobileforge_grpo_20260307_021142_h3.json",
+      "sha256": "13841e6e8464cc421a8de827a28fff235ed0e8c02178c3fc3a06e8842dbf1e01",
+      "size": "128.51 MB",
+      "split": "validation"
+    },
+    {
+      "bytes": 8930233444,
+      "description": "Qwen3-VL-8B MobileForge 200-task scaling split",
+      "file_name": "mobileforge_grpo_20260313_081857_tasks_200.json",
+      "path": "mobileforge_grpo_20260313_081857_tasks_200.json",
+      "sha256": "8416a062a6ae3c918288bdf2553192ca282344625b644cac92a7fccf11267391",
+      "size": "8.32 GB",
+      "split": "qwen3-vl-200tasks"
+    },
+    {
+      "bytes": 18388068542,
+      "description": "Qwen3-VL-8B MobileForge 400-task scaling split",
+      "file_name": "mobileforge_grpo_20260313_081857_tasks_400.json",
+      "path": "mobileforge_grpo_20260313_081857_tasks_400.json",
+      "sha256": "1365ae2ac89591b4ec61f5e7ca02981e7838fd73550f8467acb6fcafb518e207",
+      "size": "17.13 GB",
+      "split": "qwen3-vl-400tasks"
+    },
+    {
+      "bytes": 42146215765,
+      "description": "Qwen3-VL-8B MobileForge 900-task training split",
+      "file_name": "mobileforge_grpo_20260313_081857_tasks_900.json",
+      "path": "mobileforge_grpo_20260313_081857_tasks_900.json",
+      "sha256": "ac2977aff8b01a621b99639459412fe2d373b21e1808a4091346475ee40190bc",
+      "size": "39.25 GB",
+      "split": "qwen3-vl-900tasks"
+    },
+    {
+      "bytes": 6224643773,
+      "description": "GUI-Owl-1.5-8B MobileForge 200-task scaling split",
+      "file_name": "mobileforge_grpo_20260329_093821_tasks_200.json",
+      "path": "mobileforge_grpo_20260329_093821_tasks_200.json",
+      "sha256": "b25bdd89dc0e1633330a4389484c8407456dae9dcc95f3fa8b8ce0bec68a4755",
+      "size": "5.80 GB",
+      "split": "gui-owl-200tasks"
+    },
+    {
+      "bytes": 12253592333,
+      "description": "GUI-Owl-1.5-8B MobileForge 400-task scaling split",
+      "file_name": "mobileforge_grpo_20260508_102018_tasks_400.json",
+      "path": "mobileforge_grpo_20260508_102018_tasks_400.json",
+      "sha256": "ed87e69fac125b8ed099e9fcd6e6cc09ceae7e3e98339cb7332c50797a026d0f",
+      "size": "11.41 GB",
+      "split": "gui-owl-400tasks"
+    },
+    {
+      "bytes": 26417796066,
+      "description": "GUI-Owl-1.5-8B MobileForge 900-task training split",
+      "file_name": "mobileforge_grpo_20260508_102018_tasks_900.json",
+      "path": "mobileforge_grpo_20260508_102018_tasks_900.json",
+      "sha256": "07fffe3eb52e6ab9221ff6b307d64db5a138ceee324392e2a7492ce7b0c5932b",
+      "size": "24.60 GB",
+      "split": "gui-owl-900tasks"
+    }
+  ],
+  "format": "JSON array of MobileForge step-level GRPO samples"
+}