{
  "version": 2,
  "embedding_model": null,
  "source_fingerprint": "2d29b28b570bd47a93410a3e3915d790513526e4cbb59b9e4cd9b9ff0cbd4101",
  "repository": {
    "name": "Demo Shop",
    "kind": "bundled example",
    "url": "https://github.com/kolawoleisaiah325/github-code-chat",
    "path_prefix": "samples/shop/",
    "ref": "main"
  },
  "chunks": [
    {
      "id": "cart.py:1-22@0",
      "file_path": "cart.py",
      "start_line": 1,
      "end_line": 22,
      "text": "\"\"\"A small shopping cart used only as an inspectable demonstration corpus.\"\"\"\n\n\ndef add_item(cart, sku, quantity):\n    \"\"\"Add a positive integer quantity to a product's existing cart quantity.\"\"\"\n    if isinstance(quantity, bool) or not isinstance(quantity, int) or quantity < 1:\n        raise ValueError(\"Quantity must be a positive integer\")\n    updated = dict(cart)\n    updated[sku] = updated.get(sku, 0) + quantity\n    return updated\n\n\ndef remove_item(cart, sku):\n    \"\"\"Remove a product entirely; removing an absent product leaves the cart unchanged.\"\"\"\n    updated = dict(cart)\n    updated.pop(sku, None)\n    return updated\n\n\ndef count_units(cart):\n    \"\"\"Count all item units, rather than the number of distinct products.\"\"\"\n    return sum(cart.values())\n"
    },
    {
      "id": "inventory.py:1-23@0",
      "file_path": "inventory.py",
      "start_line": 1,
      "end_line": 23,
      "text": "\"\"\"In-memory inventory rules for a fictional shop.\"\"\"\n\n\ndef available_stock(stock, reserved, sku):\n    \"\"\"Available stock subtracts reservations, never returning a negative quantity.\"\"\"\n    return max(0, stock.get(sku, 0) - reserved.get(sku, 0))\n\n\ndef check_inventory(cart, stock, reserved):\n    \"\"\"Return the product identifiers with insufficient available stock for the cart.\"\"\"\n    return [sku for sku, quantity in cart.items()\n            if quantity > available_stock(stock, reserved, sku)]\n\n\ndef reserve_inventory(cart, stock, reserved):\n    \"\"\"Reject an out-of-stock cart before reserving any product.\"\"\"\n    shortages = check_inventory(cart, stock, reserved)\n    if shortages:\n        raise ValueError(\"Insufficient stock: \" + \", \".join(shortages))\n    updated = dict(reserved)\n    for sku, quantity in cart.items():\n        updated[sku] = updated.get(sku, 0) + quantity\n    return updated\n"
    },
    {
      "id": "orders.py:1-22@0",
      "file_path": "orders.py",
      "start_line": 1,
      "end_line": 22,
      "text": "\"\"\"Order transitions for a fictional shop; there is no payment integration.\"\"\"\n\n\ndef create_order(cart, total):\n    \"\"\"An order starts pending and stores a copy of the cart and its total in cents.\"\"\"\n    if not cart:\n        raise ValueError(\"Cannot create an empty order\")\n    return {\"items\": dict(cart), \"total_cents\": total, \"status\": \"pending\"}\n\n\ndef mark_paid(order):\n    \"\"\"Only pending orders can be marked paid; no payment is processed here.\"\"\"\n    if order[\"status\"] != \"pending\":\n        raise ValueError(\"Only pending orders can be marked paid\")\n    return {**order, \"status\": \"paid\"}\n\n\ndef cancel_order(order):\n    \"\"\"Only pending orders can be cancelled; paid orders need a separate refund flow.\"\"\"\n    if order[\"status\"] != \"pending\":\n        raise ValueError(\"Only pending orders can be cancelled\")\n    return {**order, \"status\": \"cancelled\"}\n"
    },
    {
      "id": "pricing.py:1-19@0",
      "file_path": "pricing.py",
      "start_line": 1,
      "end_line": 19,
      "text": "\"\"\"Money is represented as integer cents in this fictional shop.\"\"\"\n\n\ndef subtotal_cents(cart, prices):\n    \"\"\"Multiply each product's price by its quantity and sum the line amounts.\"\"\"\n    return sum(prices[sku] * quantity for sku, quantity in cart.items())\n\n\ndef discount_cents(subtotal, coupon):\n    \"\"\"WELCOME10 takes ten percent off; unknown coupons give no discount.\"\"\"\n    if coupon == \"WELCOME10\":\n        return subtotal // 10\n    return 0\n\n\ndef total_cents(cart, prices, coupon, shipping):\n    \"\"\"Apply the coupon to the subtotal, then add shipping without discounting it.\"\"\"\n    subtotal = subtotal_cents(cart, prices)\n    return subtotal - discount_cents(subtotal, coupon) + shipping\n"
    },
    {
      "id": "shipping.py:1-13@0",
      "file_path": "shipping.py",
      "start_line": 1,
      "end_line": 13,
      "text": "\"\"\"Delivery fees for a fictional shop, expressed in integer cents.\"\"\"\n\n\ndef shipping_fee_cents(country, subtotal):\n    \"\"\"Domestic shipping is free at a subtotal of 5000 cents, otherwise 500 cents.\"\"\"\n    if country == \"NG\":\n        return 0 if subtotal >= 5000 else 500\n    return 2000\n\n\ndef delivery_days(country):\n    \"\"\"Estimated delivery takes three days domestically and ten internationally.\"\"\"\n    return 3 if country == \"NG\" else 10\n"
    }
  ],
  "evaluation": {
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        {
          "question": "Kubernetes replica autoscaling policy?",
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        {
          "question": "Redis eviction TTL configuration?",
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          "question": "Stripe webhook signature secret?",
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          "question": "How much discount does WELCOME10 give?",
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          "question": "What is the initial status of a newly created order?",
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        {
          "question": "Kubernetes replica autoscaling policy?",
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        {
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        },
        {
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          "file": null,
          "retrieved_files": [
            "orders.py",
            "inventory.py",
            "shipping.py"
          ],
          "rank": null,
          "retrieval_ms": 27.087
        },
        {
          "question": "Elasticsearch cluster shards?",
          "file": null,
          "retrieved_files": [
            "cart.py",
            "inventory.py",
            "orders.py"
          ],
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        }
      ]
    },
    "hybrid": {
      "answerable_questions": 16,
      "out_of_scope_questions": 4,
      "file_hit_at_1": 1.0,
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      "mrr_at_3": 1.0,
      "out_of_scope_no_result": 0,
      "median_retrieval_ms": 24.87,
      "cases": [
        {
          "question": "How are repeated additions of the same product handled?",
          "file": "cart.py",
          "retrieved_files": [
            "cart.py",
            "pricing.py",
            "inventory.py"
          ],
          "rank": 1,
          "retrieval_ms": 33.023,
          "answer": {
            "text": "According to the `add_item` function in cart.py, repeated additions of the same product are handled by incrementing the existing quantity. The function uses the `get` method to retrieve the current quantity of the product, adds the new quantity, and returns the updated dictionary. [1]",
            "status": "generated",
            "seconds": 1.09,
            "citation_check": {
              "valid": true,
              "references": [
                1
              ],
              "unknown": []
            }
          }
        },
        {
          "question": "What happens when a negative quantity is added?",
          "file": "cart.py",
          "retrieved_files": [
            "cart.py",
            "inventory.py",
            "pricing.py"
          ],
          "rank": 1,
          "retrieval_ms": 28.29,
          "answer": {
            "text": "According to [1], the `add_item` function raises a `ValueError` when a negative quantity is added, stating that the quantity must be a positive integer.",
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            "seconds": 0.63,
            "citation_check": {
              "valid": true,
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              ],
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          "question": "Does removing an absent product fail?",
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            "cart.py",
            "inventory.py",
            "pricing.py"
          ],
          "rank": 1,
          "retrieval_ms": 13.082,
          "answer": {
            "text": "According to the excerpts, removing an absent product leaves the cart unchanged. [2]",
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            "seconds": 0.22,
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              "valid": true,
              "references": [
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              ],
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        },
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          "question": "How are total units counted rather than distinct products?",
          "file": "cart.py",
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            "orders.py",
            "pricing.py"
          ],
          "rank": 1,
          "retrieval_ms": 12.74,
          "answer": {
            "text": "According to the excerpt from cart.py, line 14, the `count_units` function returns the sum of all item units in the cart, rather than the number of distinct products. This is achieved by using the `sum` function on the values of the cart dictionary, which are the quantities of each item. [1]",
            "status": "generated",
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            "citation_check": {
              "valid": true,
              "references": [
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              ],
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            }
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        },
        {
          "question": "How do reservations affect available stock?",
          "file": "inventory.py",
          "retrieved_files": [
            "inventory.py",
            "orders.py",
            "pricing.py"
          ],
          "rank": 1,
          "retrieval_ms": 20.345,
          "answer": {
            "text": "According to the `available_stock` function [1], reservations are subtracted from the available stock, but the result is never negative. This means that if the available stock is insufficient to meet the reservation, the available stock will be set to 0.",
            "status": "generated",
            "seconds": 0.9,
            "citation_check": {
              "valid": true,
              "references": [
                1
              ],
              "unknown": []
            }
          }
        },
        {
          "question": "How are product identifiers with insufficient stock found?",
          "file": "inventory.py",
          "retrieved_files": [
            "inventory.py",
            "cart.py",
            "pricing.py"
          ],
          "rank": 1,
          "retrieval_ms": 39.837,
          "answer": {
            "text": "According to the code, product identifiers with insufficient stock are found by checking the cart items against the available stock using the `check_inventory` function, which returns a list of product identifiers with quantities greater than the available stock. [1]",
            "status": "generated",
            "seconds": 0.74,
            "citation_check": {
              "valid": true,
              "references": [
                1
              ],
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          }
        },
        {
          "question": "Can inventory reservations be partially applied when one product is out of stock?",
          "file": "inventory.py",
          "retrieved_files": [
            "inventory.py",
            "cart.py",
            "pricing.py"
          ],
          "rank": 1,
          "retrieval_ms": 15.858,
          "answer": {
            "text": "According to the `reserve_inventory` function in `inventory.py`, when one product is out of stock, the entire cart is rejected and a `ValueError` is raised, indicating that the inventory reservations cannot be partially applied in this case. [1]",
            "status": "generated",
            "seconds": 0.64,
            "citation_check": {
              "valid": true,
              "references": [
                1
              ],
              "unknown": []
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        },
        {
          "question": "How is the price multiplied by each quantity?",
          "file": "pricing.py",
          "retrieved_files": [
            "pricing.py",
            "cart.py",
            "inventory.py"
          ],
          "rank": 1,
          "retrieval_ms": 29.54,
          "answer": {
            "text": "In the `subtotal_cents` function, the price is multiplied by each quantity by using the expression `prices[sku] * quantity for sku, quantity in cart.items()`. This is done by iterating over each item in the cart, where `sku` is the product identifier and `quantity` is the quantity of that product. The price of the product is retrieved from the `prices` dictionary using `prices[sku]`, and then this price is multiplied by the quantity. The results of these multiplications are summed together to produce the subtotal. [1]",
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            "seconds": 1.59,
            "citation_check": {
              "valid": true,
              "references": [
                1
              ],
              "unknown": []
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        },
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          "question": "How much discount does WELCOME10 give?",
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          "retrieved_files": [
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            "shipping.py",
            "orders.py"
          ],
          "rank": 1,
          "retrieval_ms": 15.506,
          "answer": {
            "text": "According to the excerpt [1], the WELCOME10 coupon gives a 10% discount, which is calculated by dividing the subtotal by 10.",
            "status": "generated",
            "seconds": 0.58,
            "citation_check": {
              "valid": true,
              "references": [
                1
              ],
              "unknown": []
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        },
        {
          "question": "What happens with an unknown coupon?",
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          "retrieved_files": [
            "pricing.py",
            "orders.py",
            "cart.py"
          ],
          "rank": 1,
          "retrieval_ms": 13.149,
          "answer": {
            "text": "According to the excerpts, [1], an unknown coupon in the `total_cents` function returns 0.",
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            "seconds": 0.52,
            "citation_check": {
              "valid": true,
              "references": [
                1
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          "question": "Is shipping discounted by the coupon?",
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          "answer": {
            "text": "The shipping fee is not discounted by the coupon. According to the excerpt from shipping.py, the shipping fee is always 2000 cents, regardless of the coupon used. [2]",
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            "seconds": 0.52,
            "citation_check": {
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          "question": "When is domestic shipping free?",
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          "retrieval_ms": 12.648,
          "answer": {
            "text": "According to the shipping.py function [1], domestic shipping is free when the country is \"NG\" and the subtotal is 5000 cents or more.",
            "status": "generated",
            "seconds": 0.65,
            "citation_check": {
              "valid": true,
              "references": [
                1
              ],
              "unknown": []
            }
          }
        },
        {
          "question": "What is the international delivery estimate?",
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          "retrieved_files": [
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            "pricing.py",
            "cart.py"
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          "rank": 1,
          "retrieval_ms": 29.121,
          "answer": {
            "text": "According to the provided excerpts, the international delivery estimate is 10 days. [2]",
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            "seconds": 0.32,
            "citation_check": {
              "valid": true,
              "references": [
                2
              ],
              "unknown": []
            }
          }
        },
        {
          "question": "What is the initial status of a newly created order?",
          "file": "orders.py",
          "retrieved_files": [
            "orders.py",
            "cart.py",
            "shipping.py"
          ],
          "rank": 1,
          "retrieval_ms": 29.666,
          "answer": {
            "text": "According to the `create_order` function in orders.py, the initial status of a newly created order is \"pending\". [1]",
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            "seconds": 0.56,
            "citation_check": {
              "valid": true,
              "references": [
                1
              ],
              "unknown": []
            }
          }
        },
        {
          "question": "Can an already paid order be marked paid again?",
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          "retrieved_files": [
            "orders.py",
            "shipping.py",
            "pricing.py"
          ],
          "rank": 1,
          "retrieval_ms": 12.682,
          "answer": {
            "text": "According to the `mark_paid` function in `orders.py`, [1], an already paid order cannot be marked paid again because it raises a `ValueError` with the message \"Only pending orders can be marked paid\".",
            "status": "generated",
            "seconds": 0.68,
            "citation_check": {
              "valid": true,
              "references": [
                1
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        },
        {
          "question": "Can an order be cancelled after payment?",
          "file": "orders.py",
          "retrieved_files": [
            "orders.py",
            "shipping.py",
            "inventory.py"
          ],
          "rank": 1,
          "retrieval_ms": 36.949,
          "answer": {
            "text": "According to the provided excerpts, [1], the `cancel_order` function raises a `ValueError` if the order's status is not \"pending\", indicating that only pending orders can be cancelled. There is no explicit check in the `mark_paid` function to prevent cancellation after payment, but since the order's status is changed to \"paid\" in the `mark_paid` function, it is not possible to cancel an order after it has been marked as paid.",
            "status": "generated",
            "seconds": 1.24,
            "citation_check": {
              "valid": true,
              "references": [
                1
              ],
              "unknown": []
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          }
        },
        {
          "question": "Kubernetes replica autoscaling policy?",
          "file": null,
          "retrieved_files": [
            "inventory.py",
            "cart.py",
            "pricing.py"
          ],
          "rank": null,
          "retrieval_ms": 14.963,
          "answer": {
            "text": "The supplied excerpts do not answer that question.",
            "status": "abstained",
            "seconds": 0.21,
            "citation_check": {
              "valid": false,
              "references": [],
              "unknown": []
            }
          }
        },
        {
          "question": "Redis eviction TTL configuration?",
          "file": null,
          "retrieved_files": [
            "orders.py",
            "inventory.py",
            "cart.py"
          ],
          "rank": null,
          "retrieval_ms": 45.969,
          "answer": {
            "text": "The supplied excerpts do not answer that question.",
            "status": "abstained",
            "seconds": 0.37,
            "citation_check": {
              "valid": false,
              "references": [],
              "unknown": []
            }
          }
        },
        {
          "question": "Stripe webhook signature secret?",
          "file": null,
          "retrieved_files": [
            "orders.py",
            "inventory.py",
            "shipping.py"
          ],
          "rank": null,
          "retrieval_ms": 21.449,
          "answer": {
            "text": "The supplied excerpts do not answer that question.",
            "status": "abstained",
            "seconds": 0.18,
            "citation_check": {
              "valid": false,
              "references": [],
              "unknown": []
            }
          }
        },
        {
          "question": "Elasticsearch cluster shards?",
          "file": null,
          "retrieved_files": [
            "cart.py",
            "inventory.py",
            "orders.py"
          ],
          "rank": null,
          "retrieval_ms": 31.907,
          "answer": {
            "text": "The supplied excerpts do not answer that question.",
            "status": "abstained",
            "seconds": 0.28,
            "citation_check": {
              "valid": false,
              "references": [],
              "unknown": []
            }
          }
        }
      ]
    }
  }
}