diff --git a/.github/actions/collect_data/src/parsers/tt_torch_model_tests_parser.py b/.github/actions/collect_data/src/parsers/tt_torch_model_tests_parser.py
new file mode 100644
index 0000000..67feca7
--- /dev/null
+++ b/.github/actions/collect_data/src/parsers/tt_torch_model_tests_parser.py
@@ -0,0 +1,116 @@
+# SPDX-FileCopyrightText: (c) 2024 Tenstorrent AI ULC
+#
+# SPDX-License-Identifier: Apache-2.0
+
+import tarfile
+import os
+import json
+from loguru import logger
+from datetime import datetime
+from pydantic_models import Test
+from .parser import Parser
+from enum import IntEnum
+
+
+class OpCompilationStatus(IntEnum):
+    NOT_STARTED = 0
+    CREATED_GRAPH = 1
+    CONVERTED_TO_TORCH_IR = 2
+    CONVERTED_TO_TORCH_BACKEND_IR = 3
+    CONVERTED_TO_STABLE_HLO = 4
+    CONVERTED_TO_TTIR = 5
+    CONVERTED_TO_TTNN = 6
+    EXECUTED = 7
+
+
+class TTTorchModelTestsParser(Parser):
+    """Parser for python unitest report files."""
+
+    def can_parse(self, filepath: str):
+        basename = os.path.basename(filepath)
+        return basename.startswith("run") and basename.endswith(".tar")
+
+    def parse(self, filepath: str):
+        return get_tests(filepath)
+
+
+def untar(filepath):
+    basename = os.path.basename(filepath)
+    path = f"/tmp/{basename}"
+    with tarfile.open(filepath, "r") as fd:
+        fd.extractall(path=path)
+    return path
+
+
+def all_json_files(filepath):
+    for root, dirs, files in os.walk(filepath):
+        for file in files:
+            if file.endswith(".json") and not file.startswith("."):
+                yield os.path.join(root, file)
+
+
+def get_tests_from_json(filepath):
+    with open(filepath, "r") as fd:
+        data = json.load(fd)
+
+    for name, test in data.items():
+        yield get_pydantic_test(filepath, name, test)
+
+
+def get_pydantic_test(filepath, name, test, default_timestamp=datetime.now()):
+    status = OpCompilationStatus(test["compilation_status"])
+
+    skipped = False
+    failed = status < OpCompilationStatus.EXECUTED
+    error = False
+    success = not (failed or error)
+    error_message = str(status).split(".")[1]
+
+    properties = {}
+
+    test_start_ts = default_timestamp
+    test_end_ts = default_timestamp
+
+    model_name = os.path.basename(filepath).split(".")[0]
+
+    # leaving empty for now
+    group = None
+    owner = None
+
+    full_test_name = f"{filepath}::{name}"
+
+    # to be populated with [] if available
+    config = None
+
+    tags = None
+
+    return Test(
+        test_start_ts=test_start_ts,
+        test_end_ts=test_end_ts,
+        test_case_name=name,
+        filepath=filepath,
+        category="models",
+        group=None,
+        owner=None,
+        frontend="tt-torch",
+        model_name=model_name,
+        op_name=None,
+        framework_op_name=test["torch_name"],
+        op_kind=None,
+        error_message=error_message,
+        success=success,
+        skipped=skipped,
+        full_test_name=full_test_name,
+        config=config,
+        tags=tags,
+    )
+
+
+def flatten(list_of_lists):
+    return [item for sublist in list_of_lists for item in sublist]
+
+
+def get_tests(filepath):
+    untar_path = untar(filepath)
+    tests = map(get_tests_from_json, all_json_files(untar_path))
+    return flatten(tests)
diff --git a/.github/actions/collect_data/src/test_parser.py b/.github/actions/collect_data/src/test_parser.py
index ec9943c..503ca0d 100644
--- a/.github/actions/collect_data/src/test_parser.py
+++ b/.github/actions/collect_data/src/test_parser.py
@@ -7,10 +7,12 @@
 
 from parsers.python_unittest_parser import PythonUnittestParser
 from parsers.python_pytest_parser import PythonPytestParser
+from parsers.tt_torch_model_tests_parser import TTTorchModelTestsParser
 
 parsers = [
     PythonPytestParser(),
     PythonUnittestParser(),
+    TTTorchModelTestsParser(),
 ]
 
 
@@ -27,8 +29,17 @@ def parse_file(filepath: str) -> List[Test]:
             try:
                 return parser.parse(filepath)
             except Exception as e:
-                logger.error(
-                    f"Error parsing file: {filepath} using parser: {type(parser).__name__}, trying next parser."
-                )
+                logger.error(f"Error parsing file: {filepath} using parser: {type(parser).__name__}")
+                logger.error(f"Exception: {e}")
+                logger.error("Trying next parser")
     logger.error(f"No parser available for file: {filepath}")
     return []
+
+
+if __name__ == "__main__":
+    import sys
+
+    if len(sys.argv) != 2:
+        print("Usage: python test_parser.py <file>")
+        sys.exit(1)
+    print(parse_file(sys.argv[1]))
diff --git a/.github/actions/collect_data/test/data/tt_torch_models/run2.tar b/.github/actions/collect_data/test/data/tt_torch_models/run2.tar
new file mode 100644
index 0000000..0ca0f20
Binary files /dev/null and b/.github/actions/collect_data/test/data/tt_torch_models/run2.tar differ
diff --git a/.github/actions/collect_data/test/test_tt_torch_model_tests_parser.py b/.github/actions/collect_data/test/test_tt_torch_model_tests_parser.py
new file mode 100644
index 0000000..41eec6a
--- /dev/null
+++ b/.github/actions/collect_data/test/test_tt_torch_model_tests_parser.py
@@ -0,0 +1,20 @@
+# SPDX-FileCopyrightText: (c) 2024 Tenstorrent AI ULC
+#
+# SPDX-License-Identifier: Apache-2.0
+
+import pytest
+from parsers.tt_torch_model_tests_parser import TTTorchModelTestsParser
+
+
+@pytest.mark.parametrize(
+    "tar, expected",
+    [
+        ("run2.tar", {"tests_cnt": 32}),
+    ],
+)
+def test_tt_torch_model_tests_parser(tar, expected):
+    filepath = f"test/data/tt_torch_models/{tar}"
+    parser = TTTorchModelTestsParser()
+    assert parser.can_parse(filepath)
+    tests = parser.parse(filepath)
+    assert len(tests) == expected["tests_cnt"]
diff --git a/.github/workflows/test_collect_data_action.yml b/.github/workflows/test_collect_data_action.yml
index d6b5623..6a28484 100644
--- a/.github/workflows/test_collect_data_action.yml
+++ b/.github/workflows/test_collect_data_action.yml
@@ -35,3 +35,4 @@ jobs:
           with:
             pytest-coverage-path: .github/actions/collect_data/pytest-coverage.txt
             junitxml-path: .github/actions/collect_data/pytest.xml
+          continue-on-error: true