Add documentation on benchmarking report (llm-d#214)

* Rename BenchmarkRun to BenchmarkReport

Signed-off-by: Nick Masluk <nick@randombytes.net>

* Update docs

Signed-off-by: Nick Masluk <nick@randombytes.net>

* Add version check

Signed-off-by: Nick Masluk <nick@randombytes.net>

* Add JSON Schema

Signed-off-by: Nick Masluk <nick@randombytes.net>

* Correction

Signed-off-by: Nick Masluk <nick@randombytes.net>

* Update docs

Signed-off-by: Nick Masluk <nick@randombytes.net>

* Spelling corrections

Signed-off-by: Nick Masluk <nick@randombytes.net>

---------

Signed-off-by: Nick Masluk <nick@randombytes.net>

Author: namasl

analysis/analysis.ipynb

@@ -205,11 +205,11 @@
     "    ])\n",
     "\n",
     "\n",
-    "def _get_replicas_and_parallelism(result: schema.BenchmarkRun) -> dict[str, int | None]:\n",
+    "def _get_replicas_and_parallelism(result: schema.BenchmarkReport) -> dict[str, int | None]:\n",
     "    \"\"\"Get the number of replicas and parallelisms.\n",
     "\n",
     "    Args:\n",
-    "        result (BenchmarkRun): Benchmark run to evaluate.\n",
+    "        result (BenchmarkReport): Benchmark run to evaluate.\n",
     "\n",
     "    Returns:\n",
     "        dict[str, int | None]: Replicas and parallelisms for standalone or\n",
@@ -262,11 +262,11 @@
     "    return rp\n",
     "\n",
     "\n",
-    "def _make_name(result: schema.BenchmarkRun) -> str:\n",
+    "def _make_name(result: schema.BenchmarkReport) -> str:\n",
     "    \"\"\"Create a name based on the benchmark run's configuration.\n",
     "\n",
     "    Args:\n",
-    "        result (BenchmarkRun): Benchmark run to create a name for.\n",
+    "        result (BenchmarkReport): Benchmark run to create a name for.\n",
     "\n",
     "    Returns:\n",
     "        str: Name of benchmark run, providing replica and parallelism details.\n",