.codegraph/workflow_tree_notes.json

{
  "project_name": "AI Forecast",
  "description": "Project with 287 files, 5435 symbols. javascript, python, yaml. 31 API endpoints.",
  "tabs": [
    {
      "name": "UI / Frontend — frontend/",
      "badge": "TAB",
      "cards": [
        {
          "title": "📥 Files",
          "body": "<div class=\"path-block\">frontend/ai-session-runtime.js</div>\n<div class=\"path-block\">frontend/analysis-runtime.js</div>\n<div class=\"path-block\">frontend/app.js</div>\n<div class=\"path-block\">frontend/forecast-models.js</div>\n<div class=\"path-block\">frontend/workspace.js</div>",
          "class": ""
        },
        {
          "title": "🔄 Key Components",
          "body": "<ul><li><b>PaneState</b> — class in <code>frontend/workspace.js</code></li>\n<li><code>apiJsonRequest</code> — function in <code>frontend/app.js</code></li>\n<li><code>apiRequest</code> — function in <code>frontend/app.js</code></li>\n<li><code>applyHeaderVisibility</code> — function in <code>frontend/app.js</code></li>\n<li><code>applySymbolToActivePane</code> — function in <code>frontend/app.js</code></li>\n<li><code>applyTheme</code> — function in <code>frontend/app.js</code></li>\n<li><code>buildGaugeSvg</code> — function in <code>frontend/app.js</code></li></ul>",
          "class": "folder"
        },
        {
          "title": "📤 Cross-Layer Dependencies",
          "body": "<code>DELETE /api/cache</code>, <code>GET /</code>",
          "class": "warning"
        },
        {
          "title": "📁 Structure",
          "body": "<div class=\"path-block\">└── frontend/\n    ├── ai-session-runtime.js\n    ├── analysis-runtime.js\n    ├── app.js\n    ├── forecast-models.js\n    └── workspace.js</div>",
          "class": "folder"
        }
      ]
    },
    {
      "name": "[chronos-forecasting] Core / Business Logic — libs/ — Overview",
      "badge": "MODULE",
      "cards": [
        {
          "title": "📥 Files",
          "body": "<div class=\"path-block\">libs/chronos-forecasting/.github/ISSUE_TEMPLATE/config.yml</div>\n<div class=\"path-block\">libs/chronos-forecasting/.github/workflows/ci.yml</div>\n<div class=\"path-block\">libs/chronos-forecasting/.github/workflows/eval-model.yml</div>\n<div class=\"path-block\">libs/chronos-forecasting/.github/workflows/publish-to-pypi.yml</div>\n<div class=\"path-block\">libs/chronos-forecasting/ci/evaluate/backtest_config.yaml</div>\n<div class=\"path-block\">libs/chronos-forecasting/scripts/evaluation/agg-relative-score.py</div>\n<div class=\"path-block\">libs/chronos-forecasting/scripts/evaluation/configs/in-domain.yaml</div>\n<div class=\"path-block\">libs/chronos-forecasting/scripts/evaluation/configs/zero-shot.yaml</div>",
          "class": ""
        },
        {
          "title": "🔄 Key Components",
          "body": "<ul><li><b>MLP</b> — class in <code>libs/chronos-forecasting/src/chronos/chronos2/layers.py</code></li>\n<li><b>AttentionOutput</b> — class in <code>libs/chronos-forecasting/src/chronos/chronos2/layers.py</code></li>\n<li><b>Chronos2LayerNorm</b> — class in <code>libs/chronos-forecasting/src/chronos/chronos2/layers.py</code></li>\n<li><b>FeedForward</b> — class in <code>libs/chronos-forecasting/src/chronos/chronos2/layers.py</code></li>\n<li><code>download_model_files_from_cloudfront</code> — function in <code>libs/chronos-forecasting/src/chronos/boto_utils.py</code></li>\n<li><code>__init__</code> — method in <code>libs/chronos-forecasting/src/chronos/chronos2/layers.py</code></li>\n<li><code>_eager_attention</code> — method in <code>libs/chronos-forecasting/src/chronos/chronos2/layers.py</code></li>\n<li><code>_sdpa_attention</code> — method in <code>libs/chronos-forecasting/src/chronos/chronos2/layers.py</code></li>\n<li><code>apply_rotary_pos_emb</code> — method in <code>libs/chronos-forecasting/src/chronos/chronos2/layers.py</code></li>\n<li><code>forward</code> — method in <code>libs/chronos-forecasting/src/chronos/chronos2/layers.py</code></li>\n<li><code>rotate_half</code> — method in <code>libs/chronos-forecasting/src/chronos/chronos2/layers.py</code></li>\n<li><code>batchify</code> — function in <code>libs/chronos-forecasting/src/chronos/base.py</code></li></ul>",
          "class": "folder"
        },
        {
          "title": "📁 Structure",
          "body": "<div class=\"path-block\">└── libs/\n    └── chronos-forecasting/\n        ├── .github/\n        │   ├── ISSUE_TEMPLATE/\n        │   │   └── config.yml\n        │   └── workflows/\n        │       ├── ci.yml\n        │       ├── eval-model.yml\n        │       └── publish-to-pypi.yml\n        ├── ci/\n        │   └── evaluate/\n        │       └── backtest_config.yaml\n        └── scripts/\n            ├── evaluation/\n            │   ├── configs/\n            │   │   ├── in-domain.yaml\n            │   │   └── zero-shot.yaml\n            │   ├── agg-relative-score.py\n            │   └── evaluate.py\n            ├── training/\n            │   └── configs/\n            │       ├── chronos-gpt2.yaml\n            │       └── chronos-t5-base.yaml\n            └── kernel-synth.py</div>",
          "class": "folder"
        }
      ]
    },
    {
      "name": "  ↳ .github/",
      "badge": "MODULE",
      "cards": [
        {
          "title": "📥 Files",
          "body": "<div class=\"path-block\">libs/chronos-forecasting/.github/ISSUE_TEMPLATE/config.yml</div>\n<div class=\"path-block\">libs/chronos-forecasting/.github/workflows/ci.yml</div>\n<div class=\"path-block\">libs/chronos-forecasting/.github/workflows/eval-model.yml</div>\n<div class=\"path-block\">libs/chronos-forecasting/.github/workflows/publish-to-pypi.yml</div>",
          "class": ""
        },
        {
          "title": "📁 Structure",
          "body": "<div class=\"path-block\">└── libs/\n    └── chronos-forecasting/\n        └── .github/\n            ├── ISSUE_TEMPLATE/\n            │   └── config.yml\n            └── workflows/\n                ├── ci.yml\n                ├── eval-model.yml\n                └── publish-to-pypi.yml</div>",
          "class": "folder"
        }
      ]
    },
    {
      "name": "  ↳ scripts/",
      "badge": "MODULE",
      "cards": [
        {
          "title": "📥 Files",
          "body": "<div class=\"path-block\">libs/chronos-forecasting/scripts/evaluation/agg-relative-score.py</div>\n<div class=\"path-block\">libs/chronos-forecasting/scripts/evaluation/configs/in-domain.yaml</div>\n<div class=\"path-block\">libs/chronos-forecasting/scripts/evaluation/configs/zero-shot.yaml</div>\n<div class=\"path-block\">libs/chronos-forecasting/scripts/evaluation/evaluate.py</div>\n<div class=\"path-block\">libs/chronos-forecasting/scripts/kernel-synth.py</div>\n<div class=\"path-block\">libs/chronos-forecasting/scripts/training/configs/chronos-gpt2.yaml</div>\n<div class=\"path-block\">libs/chronos-forecasting/scripts/training/configs/chronos-t5-base.yaml</div>\n<div class=\"path-block\">libs/chronos-forecasting/scripts/training/configs/chronos-t5-large.yaml</div>",
          "class": ""
        },
        {
          "title": "📁 Structure",
          "body": "<div class=\"path-block\">└── libs/\n    └── chronos-forecasting/\n        └── scripts/\n            ├── evaluation/\n            │   ├── configs/\n            │   │   ├── in-domain.yaml\n            │   │   └── zero-shot.yaml\n            │   ├── agg-relative-score.py\n            │   └── evaluate.py\n            ├── training/\n            │   ├── configs/\n            │   │   ├── chronos-gpt2.yaml\n            │   │   ├── chronos-t5-base.yaml\n            │   │   ├── chronos-t5-large.yaml\n            │   │   ├── chronos-t5-mini.yaml\n            │   │   ├── chronos-t5-small.yaml\n            │   │   └── chronos-t5-tiny.yaml\n            │   └── train.py\n            └── kernel-synth.py</div>",
          "class": "folder"
        }
      ]
    },
    {
      "name": "  ↳ src/",
      "badge": "MODULE",
      "cards": [
        {
          "title": "📥 Files",
          "body": "<div class=\"path-block\">libs/chronos-forecasting/src/chronos/__about__.py</div>\n<div class=\"path-block\">libs/chronos-forecasting/src/chronos/__init__.py</div>\n<div class=\"path-block\">libs/chronos-forecasting/src/chronos/base.py</div>\n<div class=\"path-block\">libs/chronos-forecasting/src/chronos/boto_utils.py</div>\n<div class=\"path-block\">libs/chronos-forecasting/src/chronos/chronos.py</div>\n<div class=\"path-block\">libs/chronos-forecasting/src/chronos/chronos2/__init__.py</div>\n<div class=\"path-block\">libs/chronos-forecasting/src/chronos/chronos2/config.py</div>\n<div class=\"path-block\">libs/chronos-forecasting/src/chronos/chronos2/dataset.py</div>",
          "class": ""
        },
        {
          "title": "📁 Structure",
          "body": "<div class=\"path-block\">└── libs/\n    └── chronos-forecasting/\n        └── src/\n            └── chronos/\n                ├── chronos2/\n                │   ├── __init__.py\n                │   ├── config.py\n                │   ├── dataset.py\n                │   ├── layers.py\n                │   ├── model.py\n                │   ├── pipeline.py\n                │   └── trainer.py\n                ├── __about__.py\n                ├── __init__.py\n                ├── base.py\n                ├── boto_utils.py\n                └── chronos.py</div>",
          "class": "folder"
        }
      ]
    },
    {
      "name": "  ↳ test/",
      "badge": "MODULE",
      "cards": [
        {
          "title": "📥 Files",
          "body": "<div class=\"path-block\">libs/chronos-forecasting/test/__init__.py</div>\n<div class=\"path-block\">libs/chronos-forecasting/test/test_chronos.py</div>\n<div class=\"path-block\">libs/chronos-forecasting/test/test_chronos2.py</div>\n<div class=\"path-block\">libs/chronos-forecasting/test/test_chronos_bolt.py</div>\n<div class=\"path-block\">libs/chronos-forecasting/test/test_df_utils.py</div>\n<div class=\"path-block\">libs/chronos-forecasting/test/test_utils.py</div>\n<div class=\"path-block\">libs/chronos-forecasting/test/util.py</div>",
          "class": ""
        },
        {
          "title": "📁 Structure",
          "body": "<div class=\"path-block\">└── libs/\n    └── chronos-forecasting/\n        └── test/\n            ├── __init__.py\n            ├── test_chronos.py\n            ├── test_chronos2.py\n            ├── test_chronos_bolt.py\n            ├── test_df_utils.py\n            ├── test_utils.py\n            └── util.py</div>",
          "class": "folder"
        }
      ]
    },
    {
      "name": "[timesfm] Core / Business Logic — libs/ — Overview",
      "badge": "MODULE",
      "cards": [
        {
          "title": "📥 Files",
          "body": "<div class=\"path-block\">libs/timesfm/.github/workflows/main.yml</div>\n<div class=\"path-block\">libs/timesfm/.github/workflows/manual_publish.yml</div>\n<div class=\"path-block\">libs/timesfm/src/timesfm/__init__.py</div>\n<div class=\"path-block\">libs/timesfm/src/timesfm/configs.py</div>\n<div class=\"path-block\">libs/timesfm/src/timesfm/flax/__init__.py</div>\n<div class=\"path-block\">libs/timesfm/src/timesfm/flax/dense.py</div>\n<div class=\"path-block\">libs/timesfm/src/timesfm/flax/normalization.py</div>\n<div class=\"path-block\">libs/timesfm/src/timesfm/flax/transformer.py</div>",
          "class": ""
        },
        {
          "title": "🔄 Key Components",
          "body": "<ul><li><b>CheckResult</b> — class in <code>libs/timesfm/timesfm-forecasting/scripts/check_system.py</code></li>\n<li><b>MEMORYSTATUSEX</b> — class in <code>libs/timesfm/timesfm-forecasting/scripts/check_system.py</code></li>\n<li><b>TestDecodeCache</b> — class in <code>libs/timesfm/tests/test_torch_utils.py</code></li>\n<li><b>TestRevIN</b> — class in <code>libs/timesfm/tests/test_torch_utils.py</code></li>\n<li><code>normalize</code> — function in <code>libs/timesfm/src/timesfm/utils/xreg_lib.py</code></li>\n<li><code>_get_total_ram_gb</code> — function in <code>libs/timesfm/timesfm-forecasting/scripts/check_system.py</code></li>\n<li><code>passed</code> — method in <code>libs/timesfm/timesfm-forecasting/scripts/check_system.py</code></li>\n<li><code>evaluate</code> — function in <code>libs/timesfm/timesfm-forecasting/examples/finetuning/finetune_lora.py</code></li>\n<li><code>load_retail_sales</code> — function in <code>libs/timesfm/timesfm-forecasting/examples/finetuning/finetune_lora.py</code></li>\n<li><code>_ar_decode</code> — function in <code>libs/timesfm/src/timesfm/timesfm_2p5/timesfm_2p5_flax.py</code></li>\n<li><code>_normalize</code> — function in <code>libs/timesfm/v1/src/timesfm/timesfm_base.py</code></li>\n<li><code>_renormalize</code> — function in <code>libs/timesfm/v1/src/timesfm/timesfm_base.py</code></li></ul>",
          "class": "folder"
        },
        {
          "title": "📁 Structure",
          "body": "<div class=\"path-block\">└── libs/\n    └── timesfm/\n        ├── .github/\n        │   └── workflows/\n        │       ├── main.yml\n        │       └── manual_publish.yml\n        └── src/\n            └── timesfm/\n                ├── flax/\n                │   ├── __init__.py\n                │   ├── dense.py\n                │   ├── normalization.py\n                │   ├── transformer.py\n                │   └── util.py\n                ├── timesfm_2p5/\n                │   ├── timesfm_2p5_base.py\n                │   ├── timesfm_2p5_flax.py\n                │   └── timesfm_2p5_torch.py\n                ├── __init__.py\n                └── configs.py</div>",
          "class": "folder"
        }
      ]
    },
    {
      "name": "  ↳ .github/",
      "badge": "MODULE",
      "cards": [
        {
          "title": "📥 Files",
          "body": "<div class=\"path-block\">libs/timesfm/.github/workflows/main.yml</div>\n<div class=\"path-block\">libs/timesfm/.github/workflows/manual_publish.yml</div>",
          "class": ""
        }
      ]
    },
    {
      "name": "  ↳ src/",
      "badge": "MODULE",
      "cards": [
        {
          "title": "📥 Files",
          "body": "<div class=\"path-block\">libs/timesfm/src/timesfm/__init__.py</div>\n<div class=\"path-block\">libs/timesfm/src/timesfm/configs.py</div>\n<div class=\"path-block\">libs/timesfm/src/timesfm/flax/__init__.py</div>\n<div class=\"path-block\">libs/timesfm/src/timesfm/flax/dense.py</div>\n<div class=\"path-block\">libs/timesfm/src/timesfm/flax/normalization.py</div>\n<div class=\"path-block\">libs/timesfm/src/timesfm/flax/transformer.py</div>\n<div class=\"path-block\">libs/timesfm/src/timesfm/flax/util.py</div>\n<div class=\"path-block\">libs/timesfm/src/timesfm/timesfm_2p5/timesfm_2p5_base.py</div>",
          "class": ""
        },
        {
          "title": "📁 Structure",
          "body": "<div class=\"path-block\">└── libs/\n    └── timesfm/\n        └── src/\n            └── timesfm/\n                ├── flax/\n                │   ├── __init__.py\n                │   ├── dense.py\n                │   ├── normalization.py\n                │   ├── transformer.py\n                │   └── util.py\n                ├── timesfm_2p5/\n                │   ├── timesfm_2p5_base.py\n                │   ├── timesfm_2p5_flax.py\n                │   └── timesfm_2p5_torch.py\n                ├── torch/\n                │   ├── __init__.py\n                │   └── dense.py\n                ├── __init__.py\n                └── configs.py</div>",
          "class": "folder"
        }
      ]
    },
    {
      "name": "  ↳ tests/",
      "badge": "MODULE",
      "cards": [
        {
          "title": "📥 Files",
          "body": "<div class=\"path-block\">libs/timesfm/tests/__init__.py</div>\n<div class=\"path-block\">libs/timesfm/tests/test_base_utils.py</div>\n<div class=\"path-block\">libs/timesfm/tests/test_configs.py</div>\n<div class=\"path-block\">libs/timesfm/tests/test_torch_layers.py</div>\n<div class=\"path-block\">libs/timesfm/tests/test_torch_utils.py</div>",
          "class": ""
        },
        {
          "title": "📁 Structure",
          "body": "<div class=\"path-block\">└── libs/\n    └── timesfm/\n        └── tests/\n            ├── __init__.py\n            ├── test_base_utils.py\n            ├── test_configs.py\n            ├── test_torch_layers.py\n            └── test_torch_utils.py</div>",
          "class": "folder"
        }
      ]
    },
    {
      "name": "  ↳ timesfm-forecasting/",
      "badge": "MODULE",
      "cards": [
        {
          "title": "📥 Files",
          "body": "<div class=\"path-block\">libs/timesfm/timesfm-forecasting/examples/anomaly-detection/detect_anomalies.py</div>\n<div class=\"path-block\">libs/timesfm/timesfm-forecasting/examples/covariates-forecasting/demo_covariates.py</div>\n<div class=\"path-block\">libs/timesfm/timesfm-forecasting/examples/finetuning/finetune_lora.py</div>\n<div class=\"path-block\">libs/timesfm/timesfm-forecasting/examples/global-temperature/generate_animation_data.py</div>\n<div class=\"path-block\">libs/timesfm/timesfm-forecasting/examples/global-temperature/generate_gif.py</div>\n<div class=\"path-block\">libs/timesfm/timesfm-forecasting/examples/global-temperature/generate_html.py</div>\n<div class=\"path-block\">libs/timesfm/timesfm-forecasting/examples/global-temperature/run_forecast.py</div>\n<div class=\"path-block\">libs/timesfm/timesfm-forecasting/examples/global-temperature/visualize_forecast.py</div>",
          "class": ""
        },
        {
          "title": "📁 Structure",
          "body": "<div class=\"path-block\">└── libs/\n    └── timesfm/\n        └── timesfm-forecasting/\n            ├── examples/\n            │   ├── anomaly-detection/\n            │   │   └── detect_anomalies.py\n            │   ├── covariates-forecasting/\n            │   │   └── demo_covariates.py\n            │   ├── finetuning/\n            │   │   └── finetune_lora.py\n            │   └── global-temperature/\n            │       ├── generate_animation_data.py\n            │       ├── generate_gif.py\n            │       ├── generate_html.py\n            │       ├── run_forecast.py\n            │       └── visualize_forecast.py\n            └── scripts/\n                ├── check_system.py\n                └── forecast_csv.py</div>",
          "class": "folder"
        }
      ]
    },
    {
      "name": "  ↳ v1/",
      "badge": "MODULE",
      "cards": [
        {
          "title": "📥 Files",
          "body": "<div class=\"path-block\">libs/timesfm/v1/experiments/baselines/__init__.py</div>\n<div class=\"path-block\">libs/timesfm/v1/experiments/baselines/timegpt_pipeline.py</div>\n<div class=\"path-block\">libs/timesfm/v1/experiments/extended_benchmarks/run_timegpt.py</div>\n<div class=\"path-block\">libs/timesfm/v1/experiments/extended_benchmarks/run_timesfm.py</div>\n<div class=\"path-block\">libs/timesfm/v1/experiments/extended_benchmarks/utils.py</div>\n<div class=\"path-block\">libs/timesfm/v1/experiments/long_horizon_benchmarks/run_eval.py</div>\n<div class=\"path-block\">libs/timesfm/v1/peft/finetune.py</div>\n<div class=\"path-block\">libs/timesfm/v1/src/adapter/__init__.py</div>",
          "class": ""
        },
        {
          "title": "📁 Structure",
          "body": "<div class=\"path-block\">└── libs/\n    └── timesfm/\n        └── v1/\n            ├── experiments/\n            │   ├── baselines/\n            │   │   ├── __init__.py\n            │   │   └── timegpt_pipeline.py\n            │   ├── extended_benchmarks/\n            │   │   ├── run_timegpt.py\n            │   │   ├── run_timesfm.py\n            │   │   └── utils.py\n            │   └── long_horizon_benchmarks/\n            │       └── run_eval.py\n            ├── peft/\n            │   └── finetune.py\n            └── src/\n                ├── adapter/\n                │   ├── __init__.py\n                │   ├── dora_layers.py\n                │   ├── lora_layers.py\n                │   └── utils.py\n                └── finetuning/\n                    └── __init__.py</div>",
          "class": "folder"
        }
      ]
    },
    {
      "name": "Infrastructure — scripts/",
      "badge": "MODULE",
      "cards": [
        {
          "title": "📥 Files",
          "body": "<div class=\"path-block\">scripts/check_timesfm_env.py</div>\n<div class=\"path-block\">scripts/patch_timesfm.py</div>\n<div class=\"path-block\">scripts/playwright_smoke.js</div>\n<div class=\"path-block\">scripts/scratch_cleanup.py</div>\n<div class=\"path-block\">scripts/test_scratch_cleanup.py</div>\n<div class=\"path-block\">scripts/verify_local.py</div>",
          "class": ""
        },
        {
          "title": "🔄 Key Components",
          "body": "<ul><li><b>Check</b> — class in <code>scripts/verify_local.py</code></li>\n<li><b>CleanupError</b> — class in <code>scripts/scratch_cleanup.py</code></li>\n<li><b>CleanupResult</b> — class in <code>scripts/scratch_cleanup.py</code></li>\n<li><code>_resolve_command</code> — function in <code>scripts/verify_local.py</code></li>\n<li><code>_run_check</code> — function in <code>scripts/verify_local.py</code></li>\n<li><code>build_checks</code> — function in <code>scripts/verify_local.py</code></li>\n<li><code>main</code> — function in <code>scripts/verify_local.py</code></li>\n<li><code>_build_argument_parser</code> — function in <code>scripts/scratch_cleanup.py</code></li>\n<li><code>_build_cleanup_target</code> — function in <code>scripts/scratch_cleanup.py</code></li></ul>",
          "class": "folder"
        },
        {
          "title": "📁 Structure",
          "body": "<div class=\"path-block\">└── scripts/\n    ├── check_timesfm_env.py\n    ├── patch_timesfm.py\n    ├── playwright_smoke.js\n    ├── scratch_cleanup.py\n    ├── test_scratch_cleanup.py\n    └── verify_local.py</div>",
          "class": "folder"
        }
      ]
    },
    {
      "name": "UI / Frontend — scratch/ 1r — Overview",
      "badge": "MODULE",
      "cards": [
        {
          "title": "📥 Files",
          "body": "<div class=\"path-block\">scratch/Kronos-upstream/examples/get_akshare_date_2024-2025_x.py</div>\n<div class=\"path-block\">scratch/Kronos-upstream/examples/get_date_new.py</div>\n<div class=\"path-block\">scratch/Kronos-upstream/examples/prediction_akshare_2024-2025.py</div>\n<div class=\"path-block\">scratch/Kronos-upstream/examples/prediction_batch_example.py</div>\n<div class=\"path-block\">scratch/Kronos-upstream/examples/prediction_cn_markets_day.py</div>\n<div class=\"path-block\">scratch/Kronos-upstream/examples/prediction_example.py</div>\n<div class=\"path-block\">scratch/Kronos-upstream/examples/prediction_new.py</div>\n<div class=\"path-block\">scratch/Kronos-upstream/examples/prediction_new_GUI.py</div>",
          "class": ""
        },
        {
          "title": "🔄 Key Components",
          "body": "<ul><li><b>InvestDebateState</b> — class in <code>scratch/tradingagents-audit/tradingagents/agents/utils/agent_states.py</code></li>\n<li><b>RiskDebateState</b> — class in <code>scratch/tradingagents-audit/tradingagents/agents/utils/agent_states.py</code></li>\n<li><b>EnhancedMarketFactorAnalyzer</b> — class in <code>scratch/Kronos-upstream/examples/prediction_new.py</code></li>\n<li><b>StockPredictorGUI</b> — class in <code>scratch/Kronos-upstream/examples/prediction_new_GUI.py</code></li>\n<li><code>enhance_prediction_with_market_factors</code> — function in <code>scratch/Kronos-upstream/examples/prediction_new.py</code></li>\n<li><code>ensure_output_directory</code> — function in <code>scratch/Kronos-upstream/examples/prediction_new.py</code></li>\n<li><code>create_question_box</code> — function in <code>scratch/tradingagents-audit/cli/main.py</code></li>\n<li><code>load_models</code> — function in <code>scratch/Kronos-upstream/finetune/qlib_test.py</code></li>\n<li><code>make_log</code> — function in <code>scratch/tradingagents-audit/tests/test_memory_log.py</code></li>\n<li><code>test_decision_with_markdown_separator</code> — method in <code>scratch/tradingagents-audit/tests/test_memory_log.py</code></li>\n<li><code>test_fetch_returns_valid_ticker</code> — method in <code>scratch/tradingagents-audit/tests/test_memory_log.py</code></li>\n<li><code>test_full_cycle_store_resolve_inject</code> — method in <code>scratch/tradingagents-audit/tests/test_memory_log.py</code></li></ul>",
          "class": "folder"
        },
        {
          "title": "📤 Cross-Layer Dependencies",
          "body": "<code>DELETE /api/cache</code>, <code>getModelSignatureFromPane</code>",
          "class": "warning"
        },
        {
          "title": "📁 Structure",
          "body": "<div class=\"path-block\">└── scratch/\n    └── Kronos-upstream/\n        ├── examples/\n        │   ├── yuce/\n        │   │   └── historical_backtest.py\n        │   ├── get_akshare_date_2024-2025_x.py\n        │   ├── get_date_new.py\n        │   ├── prediction_akshare_2024-2025.py\n        │   ├── prediction_batch_example.py\n        │   ├── prediction_cn_markets_day.py\n        │   ├── prediction_example.py\n        │   ├── prediction_new.py\n        │   ├── prediction_new_GUI.py\n        │   ├── prediction_wo_vol_example.py\n        │   └── run_backtest_kronos.py\n        └── finetune/\n            └── config.py</div>",
          "class": "folder"
        }
      ]
    },
    {
      "name": "  ↳ Kronos-upstream/ 🔗 1r",
      "badge": "MODULE",
      "cards": [
        {
          "title": "📥 Files",
          "body": "<div class=\"path-block\">scratch/Kronos-upstream/examples/get_akshare_date_2024-2025_x.py</div>\n<div class=\"path-block\">scratch/Kronos-upstream/examples/get_date_new.py</div>\n<div class=\"path-block\">scratch/Kronos-upstream/examples/prediction_akshare_2024-2025.py</div>\n<div class=\"path-block\">scratch/Kronos-upstream/examples/prediction_batch_example.py</div>\n<div class=\"path-block\">scratch/Kronos-upstream/examples/prediction_cn_markets_day.py</div>\n<div class=\"path-block\">scratch/Kronos-upstream/examples/prediction_example.py</div>\n<div class=\"path-block\">scratch/Kronos-upstream/examples/prediction_new.py</div>\n<div class=\"path-block\">scratch/Kronos-upstream/examples/prediction_new_GUI.py</div>",
          "class": ""
        },
        {
          "title": "📁 Structure",
          "body": "<div class=\"path-block\">└── scratch/\n    └── Kronos-upstream/\n        ├── examples/\n        │   ├── yuce/\n        │   │   └── historical_backtest.py\n        │   ├── get_akshare_date_2024-2025_x.py\n        │   ├── get_date_new.py\n        │   ├── prediction_akshare_2024-2025.py\n        │   ├── prediction_batch_example.py\n        │   ├── prediction_cn_markets_day.py\n        │   ├── prediction_example.py\n        │   ├── prediction_new.py\n        │   ├── prediction_new_GUI.py\n        │   ├── prediction_wo_vol_example.py\n        │   └── run_backtest_kronos.py\n        └── finetune/\n            └── config.py</div>",
          "class": "folder"
        }
      ]
    },
    {
      "name": "  ↳ tradingagents-audit/",
      "badge": "MODULE",
      "cards": [
        {
          "title": "📥 Files",
          "body": "<div class=\"path-block\">scratch/tradingagents-audit/cli/__init__.py</div>\n<div class=\"path-block\">scratch/tradingagents-audit/cli/announcements.py</div>\n<div class=\"path-block\">scratch/tradingagents-audit/cli/config.py</div>\n<div class=\"path-block\">scratch/tradingagents-audit/cli/main.py</div>\n<div class=\"path-block\">scratch/tradingagents-audit/cli/models.py</div>\n<div class=\"path-block\">scratch/tradingagents-audit/cli/stats_handler.py</div>\n<div class=\"path-block\">scratch/tradingagents-audit/cli/utils.py</div>\n<div class=\"path-block\">scratch/tradingagents-audit/docker-compose.yml</div>",
          "class": ""
        },
        {
          "title": "📁 Structure",
          "body": "<div class=\"path-block\">└── scratch/\n    └── tradingagents-audit/\n        ├── cli/\n        │   ├── __init__.py\n        │   ├── announcements.py\n        │   ├── config.py\n        │   ├── main.py\n        │   ├── models.py\n        │   ├── stats_handler.py\n        │   └── utils.py\n        ├── scripts/\n        │   └── smoke_structured_output.py\n        ├── tests/\n        │   └── conftest.py\n        ├── docker-compose.yml\n        ├── main.py\n        └── test.py</div>",
          "class": "folder"
        }
      ]
    },
    {
      "name": "backend/ — Overview",
      "badge": "MODULE",
      "cards": [
        {
          "title": "📥 Files",
          "body": "<div class=\"path-block\">backend/__init__.py</div>\n<div class=\"path-block\">backend/analysis_engine.py</div>\n<div class=\"path-block\">backend/analysis_report.py</div>\n<div class=\"path-block\">backend/api_facade.py</div>\n<div class=\"path-block\">backend/api_models.py</div>\n<div class=\"path-block\">backend/cache_utils.py</div>\n<div class=\"path-block\">backend/catalog_utils.py</div>\n<div class=\"path-block\">backend/forecast_service.py</div>",
          "class": ""
        },
        {
          "title": "🔄 Key Components",
          "body": "<ul><li><b>APIKeyPool</b> — class in <code>backend/main.py</code></li>\n<li><b>CircuitBreaker</b> — class in <code>backend/main.py</code></li>\n<li><b>ConnectionManager</b> — class in <code>backend/main.py</code></li>\n<li><b>GlobalHTTPClient</b> — class in <code>backend/main.py</code></li>\n<li><code>_ip_cleanup_loop</code> — function in <code>backend/main.py</code></li>\n<li><code>_parse_timestamp</code> — function in <code>backend/main.py</code></li>\n<li><code>_round</code> — function in <code>backend/main.py</code></li>\n<li><code>_s</code> — function in <code>backend/main.py</code></li>\n<li><code>_warmup_chronos</code> — function in <code>backend/main.py</code></li>\n<li><code>clear_symbol_cache</code> — function in <code>backend/main.py</code></li>\n<li><code>download_analysis_report</code> — function in <code>backend/main.py</code></li>\n<li><code>fetch_binance</code> — function in <code>backend/main.py</code></li></ul>",
          "class": "folder"
        },
        {
          "title": "📤 Cross-Layer Dependencies",
          "body": "<code>route_to_vendor</code>",
          "class": "warning"
        },
        {
          "title": "📁 Structure",
          "body": "<div class=\"path-block\">└── backend/\n    ├── forecasting/\n    │   └── __init__.py\n    ├── __init__.py\n    ├── analysis_engine.py\n    ├── analysis_report.py\n    ├── api_facade.py\n    ├── api_models.py\n    ├── cache_utils.py\n    ├── catalog_utils.py\n    ├── forecast_service.py\n    ├── forecast_worker_entry.py\n    ├── forecast_worker_protocol.py\n    └── forecast_worker_supervisor.py</div>",
          "class": "folder"
        }
      ]
    },
    {
      "name": "  ↳ forecasting/",
      "badge": "MODULE",
      "cards": [
        {
          "title": "📥 Files",
          "body": "<div class=\"path-block\">backend/forecasting/__init__.py</div>\n<div class=\"path-block\">backend/forecasting/ai_score_utils.py</div>\n<div class=\"path-block\">backend/forecasting/config.py</div>\n<div class=\"path-block\">backend/forecasting/ohlc4_utils.py</div>\n<div class=\"path-block\">backend/forecasting/providers/__init__.py</div>\n<div class=\"path-block\">backend/forecasting/providers/chronos_provider.py</div>\n<div class=\"path-block\">backend/forecasting/providers/timesfm_provider.py</div>\n<div class=\"path-block\">backend/forecasting/rules.py</div>",
          "class": ""
        },
        {
          "title": "📁 Structure",
          "body": "<div class=\"path-block\">└── backend/\n    └── forecasting/\n        ├── providers/\n        │   ├── __init__.py\n        │   ├── chronos_provider.py\n        │   └── timesfm_provider.py\n        ├── __init__.py\n        ├── ai_score_utils.py\n        ├── config.py\n        ├── ohlc4_utils.py\n        ├── rules.py\n        └── runtime_availability.py</div>",
          "class": "folder"
        }
      ]
    },
    {
      "name": "  ↳ kronos_core/",
      "badge": "MODULE",
      "cards": [
        {
          "title": "📥 Files",
          "body": "<div class=\"path-block\">backend/kronos_core/__init__.py</div>\n<div class=\"path-block\">backend/kronos_core/model/__init__.py</div>\n<div class=\"path-block\">backend/kronos_core/model/kronos.py</div>\n<div class=\"path-block\">backend/kronos_core/model/module.py</div>",
          "class": ""
        },
        {
          "title": "📁 Structure",
          "body": "<div class=\"path-block\">└── backend/\n    └── kronos_core/\n        ├── model/\n        │   ├── __init__.py\n        │   ├── kronos.py\n        │   └── module.py\n        └── __init__.py</div>",
          "class": "folder"
        }
      ]
    },
    {
      "name": "📄 Zero-Symbol Files",
      "badge": "MODULE",
      "cards": [
        {
          "title": "📥 Files",
          "body": "<div class=\"path-block\">libs/chronos-forecasting/.github/ISSUE_TEMPLATE/config.yml</div>\n<div class=\"path-block\">libs/chronos-forecasting/.github/workflows/ci.yml</div>\n<div class=\"path-block\">libs/chronos-forecasting/.github/workflows/eval-model.yml</div>\n<div class=\"path-block\">libs/chronos-forecasting/.github/workflows/publish-to-pypi.yml</div>\n<div class=\"path-block\">libs/chronos-forecasting/ci/evaluate/backtest_config.yaml</div>\n<div class=\"path-block\">libs/chronos-forecasting/scripts/evaluation/configs/in-domain.yaml</div>\n<div class=\"path-block\">libs/chronos-forecasting/scripts/evaluation/configs/zero-shot.yaml</div>\n<div class=\"path-block\">libs/chronos-forecasting/scripts/training/configs/chronos-gpt2.yaml</div>",
          "class": ""
        },
        {
          "title": "📁 Structure",
          "body": "<div class=\"path-block\">└── libs/\n    └── chronos-forecasting/\n        ├── .github/\n        │   ├── ISSUE_TEMPLATE/\n        │   │   └── config.yml\n        │   └── workflows/\n        │       ├── ci.yml\n        │       ├── eval-model.yml\n        │       └── publish-to-pypi.yml\n        ├── ci/\n        │   └── evaluate/\n        │       └── backtest_config.yaml\n        └── scripts/\n            ├── evaluation/\n            │   └── configs/\n            │       ├── in-domain.yaml\n            │       └── zero-shot.yaml\n            └── training/\n                └── configs/\n                    ├── chronos-gpt2.yaml\n                    ├── chronos-t5-base.yaml\n                    ├── chronos-t5-large.yaml\n                    ├── chronos-t5-mini.yaml\n                    └── chronos-t5-small.yaml</div>",
          "class": "folder"
        }
      ]
    }
  ],
  "pipelines": [
    {
      "name": "Pipeline: scratch → frontend → backend",
      "cards": [
        {
          "title": "🔄 Data Flow",
          "body": "<code>scratch</code> → <code>frontend</code> → <code>backend</code>",
          "class": "queue"
        },
        {
          "title": "📊 Layers",
          "body": "Cross-layer call chain detected from CodeGraph edges",
          "class": ""
        }
      ]
    },
    {
      "name": "Pipeline: frontend → backend → scratch",
      "cards": [
        {
          "title": "🔄 Data Flow",
          "body": "<code>frontend</code> → <code>backend</code> → <code>scratch</code>",
          "class": "queue"
        },
        {
          "title": "📊 Layers",
          "body": "Cross-layer call chain detected from CodeGraph edges",
          "class": ""
        }
      ]
    },
    {
      "name": "Pipeline: frontend → scratch → backend",
      "cards": [
        {
          "title": "🔄 Data Flow",
          "body": "<code>frontend</code> → <code>scratch</code> → <code>backend</code>",
          "class": "queue"
        },
        {
          "title": "📊 Layers",
          "body": "Cross-layer call chain detected from CodeGraph edges",
          "class": ""
        }
      ]
    },
    {
      "name": "Pipeline: backend → scratch → frontend",
      "cards": [
        {
          "title": "🔄 Data Flow",
          "body": "<code>backend</code> → <code>scratch</code> → <code>frontend</code>",
          "class": "queue"
        },
        {
          "title": "📊 Layers",
          "body": "Cross-layer call chain detected from CodeGraph edges",
          "class": ""
        }
      ]
    }
  ],
  "queues": [],
  "ai_components": [
    {
      "name": "🤖 AI / LLM Integration",
      "cards": [
        {
          "title": "🧠 Detected AI Components",
          "body": "<code>ADMIN_TOKEN</code>, <code>ADMIN_TOKEN_ENV_KEY</code>, <code>AIRuleDocument</code>, <code>AIRuleRegistry</code>, <code>AI_SCORE_FIELD_DEFAULTS</code>, <code>AI_SCORING_VERSION</code>, <code>AVAILABLE_MODELS</code>, <code>AnthropicClient</code>, <code>ApiModelsTests</code>, <code>AverageAiScoreFieldsTests</code>, <code>AzureOpenAIClient</code>, <code>BaseLLMClient</code>, <code>CHRONOS2_MODEL_MARKER</code>, <code>CHRONOS_AVAILABLE</code>, <code>Chronos2Model</code>",
          "class": "ai"
        },
        {
          "title": "📝 Integration Pattern",
          "body": "AI/LLM calls detected via import analysis and symbol naming patterns",
          "class": ""
        }
      ]
    }
  ],
  "interventions": [
    {
      "name": "Manual Intervention Points",
      "cards": [
        {
          "title": "⚠ _retry",
          "body": "<code>backend/main.py</code> (line 1231) — function",
          "class": "warning"
        },
        {
          "title": "⚠ FX_PRIMARY_FALLBACK_SOURCES",
          "body": "<code>backend/main.py</code> (line 873) — variable",
          "class": "warning"
        },
        {
          "title": "⚠ TORCH_IMPORT_ERROR",
          "body": "<code>backend/main.py</code> (line 213) — variable",
          "class": "danger"
        },
        {
          "title": "⚠ TORCH_IMPORT_ERROR",
          "body": "<code>backend/main.py</code> (line 216) — variable",
          "class": "danger"
        },
        {
          "title": "⚠ AlphaVantageRateLimitError",
          "body": "<code>scratch/tradingagents-audit/tradingagents/dataflows/alpha_vantage_common.py</code> (line 38) — class",
          "class": "danger"
        },
        {
          "title": "⚠ test_crypto_dynamic_source_mappings_are_derived_for_hf_safe_fallbacks",
          "body": "<code>backend/test_api_regressions.py</code> (line 842) — method",
          "class": "warning"
        },
        {
          "title": "⚠ test_crypto_historical_fetch_on_hf_uses_hf_safe_fallback_first",
          "body": "<code>backend/test_api_regressions.py</code> (line 859) — method",
          "class": "warning"
        },
        {
          "title": "⚠ test_finalize_forecast_error_payload_omits_legacy_forecast_candles_field",
          "body": "<code>backend/test_api_regressions.py</code> (line 1684) — method",
          "class": "danger"
        }
      ]
    }
  ],
  "entry_points": [
    {
      "name": "🚀 Application Entry Points",
      "cards": [
        {
          "title": "📂 Entry Files",
          "body": "<div class=\"path-block\">app.py</div>",
          "class": "entry"
        },
        {
          "title": "📊 Count",
          "body": "1 entry-point files detected",
          "class": "success"
        }
      ]
    },
    {
      "name": "🚀 Application Entry Points",
      "cards": [
        {
          "title": "📂 Entry Files",
          "body": "<div class=\"path-block\">libs/chronos-forecasting/.github/ISSUE_TEMPLATE/config.yml</div>\n<div class=\"path-block\">libs/chronos-forecasting/.github/workflows/ci.yml</div>\n<div class=\"path-block\">libs/chronos-forecasting/.github/workflows/eval-model.yml</div>\n<div class=\"path-block\">libs/chronos-forecasting/.github/workflows/publish-to-pypi.yml</div>\n<div class=\"path-block\">libs/chronos-forecasting/ci/evaluate/backtest_config.yaml</div>\n<div class=\"path-block\">libs/chronos-forecasting/scripts/evaluation/configs/in-domain.yaml</div>\n<div class=\"path-block\">libs/chronos-forecasting/scripts/evaluation/configs/zero-shot.yaml</div>\n<div class=\"path-block\">libs/chronos-forecasting/scripts/training/configs/chronos-gpt2.yaml</div>\n<div class=\"path-block\">libs/chronos-forecasting/scripts/training/configs/chronos-t5-base.yaml</div>\n<div class=\"path-block\">libs/chronos-forecasting/scripts/training/configs/chronos-t5-large.yaml</div>\n<div class=\"path-block\">libs/chronos-forecasting/scripts/training/configs/chronos-t5-mini.yaml</div>\n<div class=\"path-block\">libs/chronos-forecasting/scripts/training/configs/chronos-t5-small.yaml</div>",
          "class": "entry"
        },
        {
          "title": "📊 Count",
          "body": "17 entry-point files detected",
          "class": "success"
        }
      ]
    }
  ],
  "external_repos": [
    {
      "name": "🗄 Databases",
      "cards": [
        {
          "title": "Database Systems",
          "body": "<code>typeorm</code>",
          "class": ""
        }
      ]
    },
    {
      "name": "🤖 AI/LLM Services",
      "cards": [
        {
          "title": "External AI APIs",
          "body": "<code>anthropic</code>, <code>deepseek</code>, <code>google_ai</code>, <code>huggingface</code>, <code>langchain</code>, <code>openai</code>",
          "class": "ai"
        }
      ]
    }
  ],
  "business_rules": [
    "✅ VALIDATION: <code>_validate_cache_target</code> — data validation in <code>backend/main.py</code>",
    "✅ VALIDATION: <code>_validate_symbol_and_interval</code> — data validation in <code>backend/main.py</code>",
    "🔗 ROUTE: <code>DELETE /api/cache</code> — API endpoint in <code>backend/main.py</code>",
    "🔗 ROUTE: <code>DELETE /api/cache/{symbol}/{interval}</code> — API endpoint in <code>backend/main.py</code>",
    "🔗 ROUTE: <code>GET /api/ai/rules</code> — API endpoint in <code>backend/main.py</code>",
    "🔗 ROUTE: <code>GET /api/analysis-report/{symbol}</code> — API endpoint in <code>backend/main.py</code>",
    "🔗 ROUTE: <code>GET /api/analysis/{symbol}</code> — API endpoint in <code>backend/main.py</code>",
    "🔗 ROUTE: <code>GET /api/backtest/{symbol}</code> — API endpoint in <code>backend/main.py</code>",
    "🔗 ROUTE: <code>GET /api/cache/stats</code> — API endpoint in <code>backend/main.py</code>",
    "🔗 ROUTE: <code>GET /api/forecast/{symbol}</code> — API endpoint in <code>backend/main.py</code>",
    "🔗 ROUTE: <code>GET /api/forecasting/rules</code> — API endpoint in <code>backend/main.py</code>",
    "🔗 ROUTE: <code>GET /api/health</code> — API endpoint in <code>backend/main.py</code>",
    "🔗 ROUTE: <code>GET /api/historical/{symbol}</code> — API endpoint in <code>backend/main.py</code>",
    "🔗 ROUTE: <code>GET /api/indicators/{symbol}</code> — API endpoint in <code>backend/main.py</code>",
    "🔗 ROUTE: <code>GET /api/market-peers</code> — API endpoint in <code>backend/main.py</code>"
  ],
  "file_prefixes": {
    "frontend/": "UI / Frontend — frontend/",
    "libs/chronos-forecasting/": "[chronos-forecasting] Core / Business Logic — libs/",
    "libs/timesfm/": "[timesfm] Core / Business Logic — libs/",
    "scripts/": "Infrastructure — scripts/",
    "scratch/": "UI / Frontend — scratch/ 1r",
    "backend/": "backend/",
    ".codegraph/": ".codegraph/"
  },
  "output_structure": "  🚀 Entry Points/ (1 files)\n  UI / Frontend — frontend// (5 files)\n  [chronos-forecasting] Core / Business Logic — libs// (39 files)\n  [timesfm] Core / Business Logic — libs// (58 files)\n  Infrastructure — scripts// (6 files)\n  UI / Frontend — scratch/ 1r/ (107 files)",
  "workflows": [
    {
      "name": "🌐 Auto-Detected Architecture Flow",
      "mermaid": "graph TD\n    classDef tab fill:#1e1b4b,stroke:#818cf8,stroke-width:2px,color:#e0e7ff\n    classDef step fill:#111827,stroke:#374151,stroke-width:1px,color:#f3f4f6\n    classDef folder fill:#1e1b0a,stroke:#f59e0b,stroke-width:2px,color:#fefce8\n    classDef queue fill:#0a1e2e,stroke:#06b6d4,stroke-width:2px,color:#e0f7ff\n    classDef ai fill:#1a0a2e,stroke:#a855f7,stroke-width:2px,color:#f3e8ff\n    classDef ok fill:#064e3b,stroke:#34d399,stroke-width:2px,color:#ecfdf5\n\n    L0[\"🚀 Entry Points\"]:::tab\n    L1[\"UI / Frontend — frontend/\"]:::tab\n    L0 -->L1\n    L2[\"[chronos-forecasting] Core / Business Lo\"]:::folder\n    L1 -->L2\n    L3[\"[timesfm] Core / Business Logic — libs/\"]:::folder\n    L2 -->L3\n    L4[\"Infrastructure — scripts/\"]:::queue\n    L3 -->L4\n    L5[\"UI / Frontend — scratch/ 1r\"]:::tab\n    L4 -->L5\n    L6[\"backend/\"]:::folder\n    L5 -->L6\n    L7[\".codegraph/\"]:::folder\n    L6 -->L7\n    L5 -.->L6\n    L1 -.->L6\n    L1 -.->L5\n    L5 -.->L1\n    L6 -.->L5",
      "tabs": []
    }
  ],
  "mermaid_override": "",
  "has_content": true
}