{
  "model": "codegemma:7b",
  "created_at": "2026-06-01T21:57:50.7558998Z",
  "response": "**Transformer Attention**\n\nTransformer attention is a fundamental mechanism in the Transformer neural network architecture. It allows the model to focus on relevant parts of the input sequence during the decoding process.\n\n**How it Works:**\n\n**1. Attention Mechanism:**\n\n- The attention mechanism calculates a similarity score between each pair of positions in the input sequence.\n- This score represents the relevance of one position to another.\n\n**2. Attention Weights:**\n\n- The attention weights are computed based on the similarity scores.\n- They are normalized to sum to 1, ensuring that the model focuses on all relevant positions.\n\n**3. Weighted Sum:**\n\n- The attention weights are multiplied by the input sequence to obtain a weighted sum.\n- This weighted sum represents the context vector for each position in the output sequence.\n\n**4. Positional Encoding:**\n\n- Positional encoding is added to the context vector to preserve the order of the input sequence.\n\n**5. Feed-Forward Network:**\n\n- The context vector is passed through a feed-forward network, which performs non-linear transformations.\n\n**6. Layer Normalization:**\n\n- Layer normalization is applied to the output of the feed-forward network to stabilize the model.\n\n**7. Residual Connections:**",
  "done": true,
  "done_reason": "length",
  "context": [
    968,
    2997,
    235298,
    559,
    235298,
    15508,
    235313,
    1645,
    108,
    5559,
    476,
    11352,
    15844,
    576,
    1368,
    46895,
    6137,
    3598,
    235265,
    107,
    235248,
    108,
    235322,
    2997,
    235298,
    559,
    235298,
    15508,
    235313,
    2516,
    108,
    688,
    65563,
    50289,
    688,
    109,
    65563,
    6137,
    603,
    476,
    14127,
    15613,
    575,
    573,
    105612,
    35544,
    6011,
    16333,
    235265,
    1165,
    8563,
    573,
    2091,
    577,
    6045,
    611,
    9666,
    4942,
    576,
    573,
    3772,
    10629,
    2290,
    573,
    84737,
    2185,
    235265,
    109,
    688,
    2299,
    665,
    10886,
    66058,
    109,
    688,
    235274,
    235265,
    50289,
    75518,
    66058,
    109,
    235290,
    714,
    6137,
    15613,
    102639,
    476,
    40174,
    7716,
    1865,
    1853,
    8537,
    576,
    12568,
    575,
    573,
    3772,
    10629,
    235265,
    108,
    235290,
    1417,
    7716,
    12786,
    573,
    45471,
    576,
    974,
    3668,
    577,
    2550,
    235265,
    109,
    688,
    235284,
    235265,
    50289,
    119924,
    66058,
    109,
    235290,
    714,
    6137,
    22718,
    708,
    28326,
    3482,
    611,
    573,
    40174,
    16382,
    235265,
    108,
    235290,
    2365,
    708,
    45488,
    577,
    2707,
    577,
    235248,
    235274,
    235269,
    26936,
    674,
    573,
    2091,
    31381,
    611,
    832,
    9666,
    12568,
    235265,
    109,
    688,
    235304,
    235265,
    118295,
    6131,
    66058,
    109,
    235290,
    714,
    6137,
    22718,
    708,
    54908,
    731,
    573,
    3772,
    10629,
    577,
    9103,
    476,
    44269,
    2707,
    235265,
    108,
    235290,
    1417,
    44269,
    2707,
    12786,
    573,
    4807,
    4301,
    604,
    1853,
    3668,
    575,
    573,
    5033,
    10629,
    235265,
    109,
    688,
    235310,
    235265,
    21374,
    492,
    89426,
    66058,
    109,
    235290,
    21374,
    492,
    27162,
    603,
    4192,
    577,
    573,
    4807,
    4301,
    577,
    26271,
    573,
    2184,
    576,
    573,
    3772,
    10629,
    235265,
    109,
    688,
    235308,
    235265,
    34512,
    235290,
    32215,
    10824,
    66058,
    109,
    235290,
    714,
    4807,
    4301,
    603,
    7206,
    1593,
    476,
    5513,
    235290,
    15045,
    6011,
    235269,
    948,
    34303,
    2173,
    235290,
    15842,
    52967,
    235265,
    109,
    688,
    235318,
    235265,
    34780,
    19765,
    2465,
    66058,
    109,
    235290,
    34780,
    80319,
    603,
    7936,
    577,
    573,
    5033,
    576,
    573,
    5513,
    235290,
    15045,
    6011,
    577,
    89881,
    573,
    2091,
    235265,
    109,
    688,
    235324,
    235265,
    102872,
    73652,
    66058
  ],
  "total_duration": 8232199100,
  "load_duration": 4308635500,
  "prompt_eval_count": 32,
  "prompt_eval_duration": 33224400,
  "eval_count": 256,
  "eval_duration": 3193188800
}