my_app.aiconfig.json

{
  "name": "Hugging Face LLM Comparisons",
  "schema_version": "latest",
  "metadata": {
    "parameters": {
      "CoLA_ex_prompt": "Is the sentence grammatical or ungrammatical?\n\n\"This building is than that one.\"",
      "SST_2_ex_prompt": "Is the movie review positive, negative, or neutral?\n\n\"The movie is funny, smart, visually inventive, and most of all, alive.\"",
      "WNLI_ex_prompt": "Sentence B replaces sentence A's ambiguous pronoun with one of the nouns - is this the correct noun?\n\n\"A) Lily spoke to Donna, breaking her concentration.\nB) Lily spoke to Donna, breaking Lily's concentration.\""
    },
    "models": {},
    "default_model": null,
    "model_parsers": null
  },
  "description": "In this notebook, we compare the individual performance of HF hosted LLMs () on a few example questions from the GLUE benchmarks (https://gluebenchmark.com/tasks).\n\nExample questions taken from \"What is the GLUE Benchmark\" medium post - https://angelina-yang.medium.com/what-is-the-glue-benchmark-for-nlu-systems-61127b3cab3f",
  "prompts": [
    {
      "name": "mistral_7b_instruct_v0.1",
      "input": "{{SST_2_ex_prompt}}",
      "metadata": {
        "model": {
          "name": "Text Generation",
          "settings": {
            "model": "mistralai/Mistral-7B-Instruct-v0.1"
          }
        },
        "tags": null,
        "parameters": {}
      },
      "outputs": [
      ]
    },
    {
      "name": "google_flan_t5_sm",
      "input": "{{SST_2_ex_prompt}}",
      "metadata": {
        "model": {
          "name": "Conversational",
          "settings": {
            "model": "google/flan-t5-small",
            "max_new_tokens": 250,
            "stream": false
          }
        },
        "tags": null,
        "parameters": {}
      },
      "outputs": [
      ]
    },
    {
      "name": "tinyllama-1_1B",
      "input": "<|system|>\nYou are to answer the following question by the user</s>\n<|user|>\n{{SST_2_ex_prompt}}</s>\n<|assistant|>",
      "metadata": {
        "model": {
          "name": "Conversational",
          "settings": {
            "model": "TinyLlama/TinyLlama-1.1B-Chat-v1.0"
          }
        },
        "tags": null,
        "parameters": {}
      },
      "outputs": [
      ]
    }
  ]
}