{
  "excluded_input_fields": [
    "method"
  ],
  "input_fields": [
    "path",
    "body"
  ],
  "input_schema": {
    "body": "string",
    "path": "string"
  },
  "objective": "causal_language_modeling",
  "output_fields": [
    "code",
    "body"
  ],
  "output_schema": {
    "body": "string",
    "code": "integer"
  },
  "pipeline_tag": "text-generation",
  "prompt_renderer": "base_model_tokenizer_chat_template",
  "prompt_renderer_options": {
    "add_generation_prompt": true,
    "enable_thinking": false
  },
  "request_grouping": "canonical_path_body_sha256",
  "response_only_loss": true,
  "response_termination": "eos_token",
  "system_prompt": "Predict the HTTP response for the supplied request. Return only a JSON object with code and body fields.",
  "wire_format": "json"
}

HTTP dataset provenance

json

{
  "conflict_rows_discarded": 552,
  "conflict_variants_discarded": 550,
  "conflicting_request_groups": 224,
  "deduplication_strategy": "canonical_path_body_signature+one_response_per_request_mode_then_first_v2",
  "duplicate_rows": 19,
  "eval_response_code_counts": {
    "200": 148,
    "201": 9,
    "202": 2,
    "204": 4,
    "302": 24,
    "400": 50,
    "401": 36,
    "403": 105,
    "404": 27,
    "405": 1,
    "422": 1,
    "500": 37
  },
  "eval_unique_requests": 444,
  "exact_duplicate_rows_removed": 19,
  "group_split": true,
  "http_conflict_policy": "mode_then_first",
  "removed_rows": 569,
  "retained_structured_rows": 4431,
  "source_rows": 5000,
  "train_response_code_counts": {
    "200": 1331,
    "201": 81,
    "202": 22,
    "204": 33,
    "302": 213,
    "400": 450,
    "401": 329,
    "403": 947,
    "404": 243,
    "405": 4,
    "422": 4,
    "500": 329,
    "503": 1
  },
  "train_unique_requests": 3987,
  "unique_request_response_pairs": 4981,
  "unique_requests": 4431
}

Held-out evaluation

json

{
  "http_generation_metrics": {
    "body_exact_match": 0.0,
    "code_exact_match": 0.4,
    "evaluated_requests": 5,
    "joint_exact_match": 0.0,
    "json_parse_rate": 1.0
  },
  "loss_metrics": {
    "epoch": 3.0,
    "eval_loss": 0.5778418779373169,
    "eval_runtime": 6.0452,
    "eval_samples_per_second": 73.447,
    "eval_steps_per_second": 2.316
  }
}

Gradio Spaces compatibility

This adapter was produced with a Hugging Face Hub 1.x-compatible runtime. Use these mutually compatible pins in the Space's requirements.txt:

text

gradio==6.20.0
transformers==5.13.0
peft==0.19.1
huggingface-hub==1.5.0

nyasukun/qwen3-0.6b-cve-2025-3248-http-response-lora

job-adc1d41ea92941caa3fc599364d515d0

Inputs

Inference contract

HTTP dataset provenance

Held-out evaluation

Gradio Spaces compatibility

nyasukun/
qwen3-0.6b-cve-2025-3248-http-response-lora