GPTQ CI improvements (#2151)

* Add more representative Llama GPTQ test

The Llama GPTQ test is updated to use a model with the commonly-used
quantizer config format and activation sorting. The old test is
kept around (but renamed) since it tests the format produced by
`text-generation-server quantize`.

* Add support for manually triggering a release build

.github/workflows/build.yaml

@@ -11,6 +11,11 @@ on:
           # - rocm
           # - intel
         required: true
+      release-tests:
+        description: "Run release integration tests"
+        required: true
+        default: false
+        type: boolean
 
 jobs:
   build-and-push:
@@ -148,7 +153,7 @@ jobs:
     runs-on: ["self-hosted", "${{ needs.build-and-push.outputs.runs_on }}", "multi-gpu"]
     if: needs.build-and-push.outputs.runs_on != 'ubuntu-latest'
     env:
-      PYTEST_FLAGS: ${{ (startsWith(github.ref, 'refs/tags/') || github.ref == 'refs/heads/main') && '--release' || '' }}
+      PYTEST_FLAGS: ${{ (startsWith(github.ref, 'refs/tags/') || github.ref == 'refs/heads/main' || inputs.release-tests == 'true') && '--release' || '' }}
     steps:
       - name: Checkout repository
         uses: actions/checkout@v4

.github/workflows/ci_build.yaml

@@ -20,7 +20,14 @@ on:
       - "Dockerfile_amd"
       - "Dockerfile_intel"
     branches:
-      - 'main'
+      - "main"
+  workflow_dispatch:
+    inputs:
+      release-tests:
+        description: "Run release integration tests"
+        required: true
+        default: false
+        type: boolean
 
 jobs:
   build:
@@ -33,4 +40,6 @@ jobs:
     uses: ./.github/workflows/build.yaml # calls the one above ^
     with:
       hardware: ${{ matrix.hardware }}
+      # https://github.com/actions/runner/issues/2206
+      release-tests: ${{ inputs.release-tests == true }}
     secrets: inherit

integration-tests/models/__snapshots__/test_flash_llama_gptq/test_flash_llama_gptq.json

@@ -5,85 +5,80 @@
     "generated_tokens": 10,
     "prefill": [
       {
-        "id": 1,
+        "id": 2323,
         "logprob": null,
-        "text": "<s>"
-      },
-      {
-        "id": 4321,
-        "logprob": -9.7890625,
         "text": "Test"
       },
       {
-        "id": 2009,
+        "id": 1715,
-        "logprob": -9.625,
+        "logprob": -11.34375,
         "text": " request"
       }
     ],
     "seed": null,
     "tokens": [
       {
-        "id": 13,
+        "id": 198,
-        "logprob": -2.3359375,
+        "logprob": -2.5742188,
         "special": false,
         "text": "\n"
       },
       {
-        "id": 3057,
+        "id": 262,
-        "logprob": -1.8779297,
+        "logprob": -1.6230469,
         "special": false,
-        "text": "Test"
+        "text": "   "
       },
       {
-        "id": 2009,
+        "id": 3270,
-        "logprob": -1.2744141,
+        "logprob": -2.046875,
+        "special": false,
+        "text": " \"\"\"\n"
+      },
+      {
+        "id": 262,
+        "logprob": -0.015281677,
+        "special": false,
+        "text": "   "
+      },
+      {
+        "id": 422,
+        "logprob": -2.1425781,
+        "special": false,
+        "text": " if"
+      },
+      {
+        "id": 1715,
+        "logprob": -0.9238281,
         "special": false,
         "text": " request"
       },
       {
-        "id": 13,
+        "id": 13204,
-        "logprob": -1.6933594,
+        "logprob": -0.076660156,
         "special": false,
-        "text": "\n"
+        "text": ".method"
       },
       {
-        "id": 3057,
+        "id": 624,
-        "logprob": -1.4648438,
+        "logprob": -0.021987915,
         "special": false,
-        "text": "Test"
+        "text": " =="
       },
       {
-        "id": 2009,
+        "id": 364,
-        "logprob": -0.15600586,
+        "logprob": -0.39208984,
         "special": false,
-        "text": " request"
+        "text": " '"
       },
       {
-        "id": 13,
+        "id": 3019,
-        "logprob": -0.8027344,
+        "logprob": -0.10821533,
         "special": false,
-        "text": "\n"
+        "text": "POST"
-      },
-      {
-        "id": 3057,
-        "logprob": -0.23022461,
-        "special": false,
-        "text": "Test"
-      },
-      {
-        "id": 2009,
-        "logprob": -0.0069885254,
-        "special": false,
-        "text": " request"
-      },
-      {
-        "id": 13,
-        "logprob": -0.02218628,
-        "special": false,
-        "text": "\n"
       }
     ],
     "top_tokens": null
   },
-  "generated_text": "\nTest request\nTest request\nTest request\n"
+  "generated_text": "\n    \"\"\"\n    if request.method == 'POST"
 }

integration-tests/models/__snapshots__/test_flash_llama_gptq/test_flash_llama_gptq_all_params.json

@@ -5,85 +5,80 @@
     "generated_tokens": 10,
     "prefill": [
       {
-        "id": 1,
+        "id": 2323,
         "logprob": null,
-        "text": "<s>"
-      },
-      {
-        "id": 4321,
-        "logprob": -9.84375,
         "text": "Test"
       },
       {
-        "id": 2009,
+        "id": 1715,
-        "logprob": -9.6015625,
+        "logprob": -11.34375,
         "text": " request"
       }
     ],
     "seed": 0,
     "tokens": [
       {
-        "id": 29899,
+        "id": 13,
-        "logprob": -1.5625,
+        "logprob": -2.2539062,
         "special": false,
-        "text": "-"
+        "text": "."
       },
       {
-        "id": 1454,
+        "id": 578,
-        "logprob": -0.20410156,
+        "logprob": -0.15563965,
         "special": false,
-        "text": "for"
+        "text": " The"
       },
       {
-        "id": 29899,
+        "id": 3622,
+        "logprob": -0.8203125,
+        "special": false,
+        "text": " server"
+      },
+      {
+        "id": 706,
         "logprob": 0.0,
         "special": false,
-        "text": "-"
+        "text": " has"
       },
       {
-        "id": 9342,
+        "id": 539,
         "logprob": 0.0,
         "special": false,
-        "text": "comment"
+        "text": " not"
       },
       {
-        "id": 29901,
+        "id": 3686,
         "logprob": 0.0,
         "special": false,
-        "text": ":"
+        "text": " yet"
       },
       {
-        "id": 396,
+        "id": 3288,
-        "logprob": -0.27685547,
-        "special": false,
-        "text": " #"
-      },
-      {
-        "id": 29906,
-        "logprob": -0.4970703,
-        "special": false,
-        "text": "2"
-      },
-      {
-        "id": 29900,
-        "logprob": -0.80615234,
-        "special": false,
-        "text": "0"
-      },
-      {
-        "id": 29896,
         "logprob": 0.0,
         "special": false,
-        "text": "1"
+        "text": " sent"
       },
       {
-        "id": 29955,
+        "id": 904,
-        "logprob": -1.0751953,
+        "logprob": 0.0,
         "special": false,
-        "text": "7"
+        "text": " any"
+      },
+      {
+        "id": 828,
+        "logprob": 0.0,
+        "special": false,
+        "text": " data"
+      },
+      {
+        "id": 382,
+        "logprob": -1.5517578,
+        "special": false,
+        "text": ".\n\n"
       }
     ],
     "top_tokens": null
   },
-  "generated_text": "Test request-for-comment: #2017"
+  "generated_text": "Test request. The server has not yet sent any data.\n\n"
 }

integration-tests/models/__snapshots__/test_flash_llama_gptq/test_flash_llama_gptq_load.json

@@ -6,87 +6,82 @@
       "generated_tokens": 10,
       "prefill": [
         {
-          "id": 1,
+          "id": 2323,
           "logprob": null,
-          "text": "<s>"
-        },
-        {
-          "id": 4321,
-          "logprob": -9.828125,
           "text": "Test"
         },
         {
-          "id": 2009,
+          "id": 1715,
-          "logprob": -9.609375,
+          "logprob": -11.34375,
           "text": " request"
         }
       ],
       "seed": null,
       "tokens": [
         {
-          "id": 13,
+          "id": 198,
-          "logprob": -2.3300781,
+          "logprob": -2.5742188,
           "special": false,
           "text": "\n"
         },
         {
-          "id": 3057,
+          "id": 262,
-          "logprob": -1.8740234,
+          "logprob": -1.6220703,
           "special": false,
-          "text": "Test"
+          "text": "   "
         },
         {
-          "id": 2009,
+          "id": 3270,
-          "logprob": -1.2646484,
+          "logprob": -2.0410156,
+          "special": false,
+          "text": " \"\"\"\n"
+        },
+        {
+          "id": 262,
+          "logprob": -0.015281677,
+          "special": false,
+          "text": "   "
+        },
+        {
+          "id": 422,
+          "logprob": -2.1445312,
+          "special": false,
+          "text": " if"
+        },
+        {
+          "id": 1715,
+          "logprob": -0.92333984,
           "special": false,
           "text": " request"
         },
         {
-          "id": 13,
+          "id": 13204,
-          "logprob": -1.7158203,
+          "logprob": -0.07672119,
           "special": false,
-          "text": "\n"
+          "text": ".method"
         },
         {
-          "id": 3057,
+          "id": 624,
-          "logprob": -1.4667969,
+          "logprob": -0.021987915,
           "special": false,
-          "text": "Test"
+          "text": " =="
         },
         {
-          "id": 2009,
+          "id": 364,
-          "logprob": -0.15344238,
+          "logprob": -0.39208984,
           "special": false,
-          "text": " request"
+          "text": " '"
         },
         {
-          "id": 13,
+          "id": 3019,
-          "logprob": -0.81591797,
+          "logprob": -0.10638428,
           "special": false,
-          "text": "\n"
+          "text": "POST"
-        },
-        {
-          "id": 3057,
-          "logprob": -0.22973633,
-          "special": false,
-          "text": "Test"
-        },
-        {
-          "id": 2009,
-          "logprob": -0.007045746,
-          "special": false,
-          "text": " request"
-        },
-        {
-          "id": 13,
-          "logprob": -0.021957397,
-          "special": false,
-          "text": "\n"
         }
       ],
       "top_tokens": null
     },
-    "generated_text": "\nTest request\nTest request\nTest request\n"
+    "generated_text": "\n    \"\"\"\n    if request.method == 'POST"
   },
   {
     "details": {
@@ -95,87 +90,82 @@
       "generated_tokens": 10,
       "prefill": [
         {
-          "id": 1,
+          "id": 2323,
           "logprob": null,
-          "text": "<s>"
-        },
-        {
-          "id": 4321,
-          "logprob": -9.84375,
           "text": "Test"
         },
         {
-          "id": 2009,
+          "id": 1715,
-          "logprob": -9.59375,
+          "logprob": -11.34375,
           "text": " request"
         }
       ],
       "seed": null,
       "tokens": [
         {
-          "id": 13,
+          "id": 198,
-          "logprob": -2.3378906,
+          "logprob": -2.5742188,
           "special": false,
           "text": "\n"
         },
         {
-          "id": 3057,
+          "id": 262,
-          "logprob": -1.8779297,
+          "logprob": -1.6220703,
           "special": false,
-          "text": "Test"
+          "text": "   "
         },
         {
-          "id": 2009,
+          "id": 3270,
-          "logprob": -1.2636719,
+          "logprob": -2.0410156,
+          "special": false,
+          "text": " \"\"\"\n"
+        },
+        {
+          "id": 262,
+          "logprob": -0.015281677,
+          "special": false,
+          "text": "   "
+        },
+        {
+          "id": 422,
+          "logprob": -2.1445312,
+          "special": false,
+          "text": " if"
+        },
+        {
+          "id": 1715,
+          "logprob": -0.92333984,
           "special": false,
           "text": " request"
         },
         {
-          "id": 13,
+          "id": 13204,
-          "logprob": -1.6992188,
+          "logprob": -0.07672119,
           "special": false,
-          "text": "\n"
+          "text": ".method"
         },
         {
-          "id": 3057,
+          "id": 624,
-          "logprob": -1.4589844,
+          "logprob": -0.021987915,
           "special": false,
-          "text": "Test"
+          "text": " =="
         },
         {
-          "id": 2009,
+          "id": 364,
-          "logprob": -0.15344238,
+          "logprob": -0.39208984,
           "special": false,
-          "text": " request"
+          "text": " '"
         },
         {
-          "id": 13,
+          "id": 3019,
-          "logprob": -0.79052734,
+          "logprob": -0.10638428,
           "special": false,
-          "text": "\n"
+          "text": "POST"
-        },
-        {
-          "id": 3057,
-          "logprob": -0.22937012,
-          "special": false,
-          "text": "Test"
-        },
-        {
-          "id": 2009,
-          "logprob": -0.007041931,
-          "special": false,
-          "text": " request"
-        },
-        {
-          "id": 13,
-          "logprob": -0.022140503,
-          "special": false,
-          "text": "\n"
         }
       ],
       "top_tokens": null
     },
-    "generated_text": "\nTest request\nTest request\nTest request\n"
+    "generated_text": "\n    \"\"\"\n    if request.method == 'POST"
   },
   {
     "details": {
@@ -184,87 +174,82 @@
       "generated_tokens": 10,
       "prefill": [
         {
-          "id": 1,
+          "id": 2323,
           "logprob": null,
-          "text": "<s>"
-        },
-        {
-          "id": 4321,
-          "logprob": -9.84375,
           "text": "Test"
         },
         {
-          "id": 2009,
+          "id": 1715,
-          "logprob": -9.609375,
+          "logprob": -11.34375,
           "text": " request"
         }
       ],
       "seed": null,
       "tokens": [
         {
-          "id": 13,
+          "id": 198,
-          "logprob": -2.3261719,
+          "logprob": -2.5742188,
           "special": false,
           "text": "\n"
         },
         {
-          "id": 3057,
+          "id": 262,
-          "logprob": -1.8730469,
+          "logprob": -1.6220703,
           "special": false,
-          "text": "Test"
+          "text": "   "
         },
         {
-          "id": 2009,
+          "id": 3270,
-          "logprob": -1.2587891,
+          "logprob": -2.0410156,
+          "special": false,
+          "text": " \"\"\"\n"
+        },
+        {
+          "id": 262,
+          "logprob": -0.015281677,
+          "special": false,
+          "text": "   "
+        },
+        {
+          "id": 422,
+          "logprob": -2.1445312,
+          "special": false,
+          "text": " if"
+        },
+        {
+          "id": 1715,
+          "logprob": -0.92333984,
           "special": false,
           "text": " request"
         },
         {
-          "id": 13,
+          "id": 13204,
-          "logprob": -1.6894531,
+          "logprob": -0.07672119,
           "special": false,
-          "text": "\n"
+          "text": ".method"
         },
         {
-          "id": 3057,
+          "id": 624,
-          "logprob": -1.46875,
+          "logprob": -0.021987915,
           "special": false,
-          "text": "Test"
+          "text": " =="
         },
         {
-          "id": 2009,
+          "id": 364,
-          "logprob": -0.1541748,
+          "logprob": -0.39208984,
           "special": false,
-          "text": " request"
+          "text": " '"
         },
         {
-          "id": 13,
+          "id": 3019,
-          "logprob": -0.80322266,
+          "logprob": -0.10638428,
           "special": false,
-          "text": "\n"
+          "text": "POST"
-        },
-        {
-          "id": 3057,
-          "logprob": -0.22912598,
-          "special": false,
-          "text": "Test"
-        },
-        {
-          "id": 2009,
-          "logprob": -0.0070495605,
-          "special": false,
-          "text": " request"
-        },
-        {
-          "id": 13,
-          "logprob": -0.021606445,
-          "special": false,
-          "text": "\n"
         }
       ],
       "top_tokens": null
     },
-    "generated_text": "\nTest request\nTest request\nTest request\n"
+    "generated_text": "\n    \"\"\"\n    if request.method == 'POST"
   },
   {
     "details": {
@@ -273,86 +258,81 @@
       "generated_tokens": 10,
       "prefill": [
         {
-          "id": 1,
+          "id": 2323,
           "logprob": null,
-          "text": "<s>"
-        },
-        {
-          "id": 4321,
-          "logprob": -9.84375,
           "text": "Test"
         },
         {
-          "id": 2009,
+          "id": 1715,
-          "logprob": -9.6015625,
+          "logprob": -11.34375,
           "text": " request"
         }
       ],
       "seed": null,
       "tokens": [
         {
-          "id": 13,
+          "id": 198,
-          "logprob": -2.3320312,
+          "logprob": -2.5742188,
           "special": false,
           "text": "\n"
         },
         {
-          "id": 3057,
+          "id": 262,
-          "logprob": -1.875,
+          "logprob": -1.6220703,
           "special": false,
-          "text": "Test"
+          "text": "   "
         },
         {
-          "id": 2009,
+          "id": 3270,
-          "logprob": -1.2646484,
+          "logprob": -2.0410156,
+          "special": false,
+          "text": " \"\"\"\n"
+        },
+        {
+          "id": 262,
+          "logprob": -0.015281677,
+          "special": false,
+          "text": "   "
+        },
+        {
+          "id": 422,
+          "logprob": -2.1445312,
+          "special": false,
+          "text": " if"
+        },
+        {
+          "id": 1715,
+          "logprob": -0.92333984,
           "special": false,
           "text": " request"
         },
         {
-          "id": 13,
+          "id": 13204,
-          "logprob": -1.6884766,
+          "logprob": -0.07672119,
           "special": false,
-          "text": "\n"
+          "text": ".method"
         },
         {
-          "id": 3057,
+          "id": 624,
-          "logprob": -1.4589844,
+          "logprob": -0.021987915,
           "special": false,
-          "text": "Test"
+          "text": " =="
         },
         {
-          "id": 2009,
+          "id": 364,
-          "logprob": -0.15185547,
+          "logprob": -0.39208984,
           "special": false,
-          "text": " request"
+          "text": " '"
         },
         {
-          "id": 13,
+          "id": 3019,
-          "logprob": -0.79833984,
+          "logprob": -0.10638428,
           "special": false,
-          "text": "\n"
+          "text": "POST"
-        },
-        {
-          "id": 3057,
-          "logprob": -0.22827148,
-          "special": false,
-          "text": "Test"
-        },
-        {
-          "id": 2009,
-          "logprob": -0.006996155,
-          "special": false,
-          "text": " request"
-        },
-        {
-          "id": 13,
-          "logprob": -0.021560669,
-          "special": false,
-          "text": "\n"
         }
       ],
       "top_tokens": null
     },
-    "generated_text": "\nTest request\nTest request\nTest request\n"
+    "generated_text": "\n    \"\"\"\n    if request.method == 'POST"
   }
 ]

integration-tests/models/__snapshots__/test_server_gptq_quantized/test_server_gptq_quantized.json

@@ -0,0 +1,89 @@
+{
+  "details": {
+    "best_of_sequences": null,
+    "finish_reason": "length",
+    "generated_tokens": 10,
+    "prefill": [
+      {
+        "id": 1,
+        "logprob": null,
+        "text": "<s>"
+      },
+      {
+        "id": 4321,
+        "logprob": -9.8359375,
+        "text": "Test"
+      },
+      {
+        "id": 2009,
+        "logprob": -9.6171875,
+        "text": "request"
+      }
+    ],
+    "seed": null,
+    "tokens": [
+      {
+        "id": 13,
+        "logprob": -2.3417969,
+        "special": false,
+        "text": "\n"
+      },
+      {
+        "id": 3057,
+        "logprob": -1.8730469,
+        "special": false,
+        "text": "Test"
+      },
+      {
+        "id": 2009,
+        "logprob": -1.2626953,
+        "special": false,
+        "text": " request"
+      },
+      {
+        "id": 13,
+        "logprob": -1.7060547,
+        "special": false,
+        "text": "\n"
+      },
+      {
+        "id": 3057,
+        "logprob": -1.4482422,
+        "special": false,
+        "text": "Test"
+      },
+      {
+        "id": 2009,
+        "logprob": -0.15246582,
+        "special": false,
+        "text": " request"
+      },
+      {
+        "id": 13,
+        "logprob": -0.796875,
+        "special": false,
+        "text": "\n"
+      },
+      {
+        "id": 3057,
+        "logprob": -0.22766113,
+        "special": false,
+        "text": "Test"
+      },
+      {
+        "id": 2009,
+        "logprob": -0.007045746,
+        "special": false,
+        "text": " request"
+      },
+      {
+        "id": 13,
+        "logprob": -0.021759033,
+        "special": false,
+        "text": "\n"
+      }
+    ],
+    "top_tokens": null
+  },
+  "generated_text": "\nTest request\nTest request\nTest request\n"
+}

integration-tests/models/__snapshots__/test_server_gptq_quantized/test_server_gptq_quantized_all_params.json

@@ -0,0 +1,89 @@
+{
+  "details": {
+    "best_of_sequences": null,
+    "finish_reason": "length",
+    "generated_tokens": 10,
+    "prefill": [
+      {
+        "id": 1,
+        "logprob": null,
+        "text": "<s>"
+      },
+      {
+        "id": 4321,
+        "logprob": -9.7890625,
+        "text": "Test"
+      },
+      {
+        "id": 2009,
+        "logprob": -9.625,
+        "text": "request"
+      }
+    ],
+    "seed": 0,
+    "tokens": [
+      {
+        "id": 29899,
+        "logprob": -1.4980469,
+        "special": false,
+        "text": "-"
+      },
+      {
+        "id": 1454,
+        "logprob": -0.19433594,
+        "special": false,
+        "text": "for"
+      },
+      {
+        "id": 29899,
+        "logprob": 0.0,
+        "special": false,
+        "text": "-"
+      },
+      {
+        "id": 9342,
+        "logprob": 0.0,
+        "special": false,
+        "text": "comment"
+      },
+      {
+        "id": 29901,
+        "logprob": 0.0,
+        "special": false,
+        "text": ":"
+      },
+      {
+        "id": 396,
+        "logprob": -0.27392578,
+        "special": false,
+        "text": " #"
+      },
+      {
+        "id": 29906,
+        "logprob": -0.49389648,
+        "special": false,
+        "text": "2"
+      },
+      {
+        "id": 29900,
+        "logprob": -0.81103516,
+        "special": false,
+        "text": "0"
+      },
+      {
+        "id": 29896,
+        "logprob": 0.0,
+        "special": false,
+        "text": "1"
+      },
+      {
+        "id": 29955,
+        "logprob": -1.0800781,
+        "special": false,
+        "text": "7"
+      }
+    ],
+    "top_tokens": null
+  },
+  "generated_text": "Test request-for-comment: #2017"
+}

integration-tests/models/__snapshots__/test_server_gptq_quantized/test_server_gptq_quantized_load.json

@@ -0,0 +1,358 @@
+[
+  {
+    "details": {
+      "best_of_sequences": null,
+      "finish_reason": "length",
+      "generated_tokens": 10,
+      "prefill": [
+        {
+          "id": 1,
+          "logprob": null,
+          "text": "<s>"
+        },
+        {
+          "id": 4321,
+          "logprob": -9.8828125,
+          "text": "Test"
+        },
+        {
+          "id": 2009,
+          "logprob": -9.5859375,
+          "text": "request"
+        }
+      ],
+      "seed": null,
+      "tokens": [
+        {
+          "id": 13,
+          "logprob": -2.3359375,
+          "special": false,
+          "text": "\n"
+        },
+        {
+          "id": 3057,
+          "logprob": -1.8623047,
+          "special": false,
+          "text": "Test"
+        },
+        {
+          "id": 2009,
+          "logprob": -1.2451172,
+          "special": false,
+          "text": " request"
+        },
+        {
+          "id": 13,
+          "logprob": -1.6923828,
+          "special": false,
+          "text": "\n"
+        },
+        {
+          "id": 3057,
+          "logprob": -1.4492188,
+          "special": false,
+          "text": "Test"
+        },
+        {
+          "id": 2009,
+          "logprob": -0.15197754,
+          "special": false,
+          "text": " request"
+        },
+        {
+          "id": 13,
+          "logprob": -0.8022461,
+          "special": false,
+          "text": "\n"
+        },
+        {
+          "id": 3057,
+          "logprob": -0.22583008,
+          "special": false,
+          "text": "Test"
+        },
+        {
+          "id": 2009,
+          "logprob": -0.007095337,
+          "special": false,
+          "text": " request"
+        },
+        {
+          "id": 13,
+          "logprob": -0.021652222,
+          "special": false,
+          "text": "\n"
+        }
+      ],
+      "top_tokens": null
+    },
+    "generated_text": "\nTest request\nTest request\nTest request\n"
+  },
+  {
+    "details": {
+      "best_of_sequences": null,
+      "finish_reason": "length",
+      "generated_tokens": 10,
+      "prefill": [
+        {
+          "id": 1,
+          "logprob": null,
+          "text": "<s>"
+        },
+        {
+          "id": 4321,
+          "logprob": -9.796875,
+          "text": "Test"
+        },
+        {
+          "id": 2009,
+          "logprob": -9.625,
+          "text": "request"
+        }
+      ],
+      "seed": null,
+      "tokens": [
+        {
+          "id": 13,
+          "logprob": -2.3476562,
+          "special": false,
+          "text": "\n"
+        },
+        {
+          "id": 3057,
+          "logprob": -1.8789062,
+          "special": false,
+          "text": "Test"
+        },
+        {
+          "id": 2009,
+          "logprob": -1.2734375,
+          "special": false,
+          "text": " request"
+        },
+        {
+          "id": 13,
+          "logprob": -1.703125,
+          "special": false,
+          "text": "\n"
+        },
+        {
+          "id": 3057,
+          "logprob": -1.4677734,
+          "special": false,
+          "text": "Test"
+        },
+        {
+          "id": 2009,
+          "logprob": -0.15454102,
+          "special": false,
+          "text": " request"
+        },
+        {
+          "id": 13,
+          "logprob": -0.7973633,
+          "special": false,
+          "text": "\n"
+        },
+        {
+          "id": 3057,
+          "logprob": -0.23278809,
+          "special": false,
+          "text": "Test"
+        },
+        {
+          "id": 2009,
+          "logprob": -0.006980896,
+          "special": false,
+          "text": " request"
+        },
+        {
+          "id": 13,
+          "logprob": -0.022033691,
+          "special": false,
+          "text": "\n"
+        }
+      ],
+      "top_tokens": null
+    },
+    "generated_text": "\nTest request\nTest request\nTest request\n"
+  },
+  {
+    "details": {
+      "best_of_sequences": null,
+      "finish_reason": "length",
+      "generated_tokens": 10,
+      "prefill": [
+        {
+          "id": 1,
+          "logprob": null,
+          "text": "<s>"
+        },
+        {
+          "id": 4321,
+          "logprob": -9.9296875,
+          "text": "Test"
+        },
+        {
+          "id": 2009,
+          "logprob": -9.5703125,
+          "text": "request"
+        }
+      ],
+      "seed": null,
+      "tokens": [
+        {
+          "id": 13,
+          "logprob": -2.3203125,
+          "special": false,
+          "text": "\n"
+        },
+        {
+          "id": 3057,
+          "logprob": -1.8486328,
+          "special": false,
+          "text": "Test"
+        },
+        {
+          "id": 2009,
+          "logprob": -1.2480469,
+          "special": false,
+          "text": " request"
+        },
+        {
+          "id": 13,
+          "logprob": -1.7060547,
+          "special": false,
+          "text": "\n"
+        },
+        {
+          "id": 3057,
+          "logprob": -1.4511719,
+          "special": false,
+          "text": "Test"
+        },
+        {
+          "id": 2009,
+          "logprob": -0.1529541,
+          "special": false,
+          "text": " request"
+        },
+        {
+          "id": 13,
+          "logprob": -0.81396484,
+          "special": false,
+          "text": "\n"
+        },
+        {
+          "id": 3057,
+          "logprob": -0.22180176,
+          "special": false,
+          "text": "Test"
+        },
+        {
+          "id": 2009,
+          "logprob": -0.007133484,
+          "special": false,
+          "text": " request"
+        },
+        {
+          "id": 13,
+          "logprob": -0.021835327,
+          "special": false,
+          "text": "\n"
+        }
+      ],
+      "top_tokens": null
+    },
+    "generated_text": "\nTest request\nTest request\nTest request\n"
+  },
+  {
+    "details": {
+      "best_of_sequences": null,
+      "finish_reason": "length",
+      "generated_tokens": 10,
+      "prefill": [
+        {
+          "id": 1,
+          "logprob": null,
+          "text": "<s>"
+        },
+        {
+          "id": 4321,
+          "logprob": -9.84375,
+          "text": "Test"
+        },
+        {
+          "id": 2009,
+          "logprob": -9.6171875,
+          "text": "request"
+        }
+      ],
+      "seed": null,
+      "tokens": [
+        {
+          "id": 13,
+          "logprob": -2.3261719,
+          "special": false,
+          "text": "\n"
+        },
+        {
+          "id": 3057,
+          "logprob": -1.8691406,
+          "special": false,
+          "text": "Test"
+        },
+        {
+          "id": 2009,
+          "logprob": -1.2597656,
+          "special": false,
+          "text": " request"
+        },
+        {
+          "id": 13,
+          "logprob": -1.7070312,
+          "special": false,
+          "text": "\n"
+        },
+        {
+          "id": 3057,
+          "logprob": -1.4550781,
+          "special": false,
+          "text": "Test"
+        },
+        {
+          "id": 2009,
+          "logprob": -0.1538086,
+          "special": false,
+          "text": " request"
+        },
+        {
+          "id": 13,
+          "logprob": -0.79345703,
+          "special": false,
+          "text": "\n"
+        },
+        {
+          "id": 3057,
+          "logprob": -0.22924805,
+          "special": false,
+          "text": "Test"
+        },
+        {
+          "id": 2009,
+          "logprob": -0.0070266724,
+          "special": false,
+          "text": " request"
+        },
+        {
+          "id": 13,
+          "logprob": -0.021942139,
+          "special": false,
+          "text": "\n"
+        }
+      ],
+      "top_tokens": null
+    },
+    "generated_text": "\nTest request\nTest request\nTest request\n"
+  }
+]

integration-tests/models/test_flash_llama_gptq.py

@@ -3,7 +3,9 @@ import pytest
 
 @pytest.fixture(scope="module")
 def flash_llama_gptq_handle(launcher):
-    with launcher("huggingface/llama-7b-gptq", num_shard=2, quantize="gptq") as handle:
+    with launcher(
+        "astronomer/Llama-3-8B-Instruct-GPTQ-4-Bit", num_shard=2, quantize="gptq"
+    ) as handle:
         yield handle