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It is used to control how input A is quantized or downcast \"\n+ \"internally while doing computation, for example: 0 means input A will not be quantized \"\n+ \"or downcast while doing computation. 4 means input A can be quantized with the same \"\n+ \"block_size to int8 internally from type T1. \"\n+ \"Refer to the MatMulNBits contrib op's 'accuracy_level' attribute for details \"\n+ \"(https://github.com/microsoft/onnxruntime/blob/main/docs/ContribOperators.md#commicrosoftmatmulnbits).\",\n+ ),\n+ \"algorithm\": PassConfigParam(\n+ type_=str,\n+ default_value=None,\n+ description=\"Available from onnxruntime>=1.17.0 \"\n+ \"Algorithm config for quantization, can be 'DEFAULT', 'HQQ' or 'RTN', 'GPTQ' \"\n+ \"(default DEFAULT when not set). For 4b quantize a model with RTN or GPTQ algorithm. \"\n+ \"Please refer to https://github.com/intel/neural-compressor/blob/master/docs/source/quantization_weight_only.md \" # noqa: E501\n+ \"for more details on weight only quantization using Intel\u00ae Neural Compressor. \"\n+ \"For HQQ, please refer to onnxruntime for more details: \"\n+ \"https://github.com/microsoft/onnxruntime/blob/main/onnxruntime/python/tools/quantization/matmul_4bits_quantizer.py#L102C1-L126C25\",\n+ ),\n }\n config.update(get_external_data_config())\n return config\n@@ -610,9 +633,25 @@ def _run_for_config(\n \n output_model_path = resolve_onnx_path(output_model_path, Path(model.model_path).name)\n \n- quant = MatMul4BitsQuantizer(\n- model.load_model(), config[\"block_size\"], config[\"is_symmetric\"], config[\"nodes_to_exclude\"]\n- )\n+ if version.parse(OrtVersion) >= version.parse(\"1.17.0\"):\n+ from onnxruntime.quantization.matmul_4bits_quantizer import WeightOnlyQuantConfig\n+\n+ weight_only_quant_config = WeightOnlyQuantConfig(algorithm=config[\"algorithm\"])\n+ quant = MatMul4BitsQuantizer(\n+ model.load_model(),\n+ block_size=config[\"block_size\"],\n+ is_symmetric=config[\"is_symmetric\"],\n+ nodes_to_exclude=config[\"nodes_to_exclude\"],\n+ accuracy_level=config[\"accuracy_level\"],\n+ algo_config=weight_only_quant_config,\n+ )\n+ else:\n+ quant = MatMul4BitsQuantizer(\n+ model.load_model(),\n+ block_size=config[\"block_size\"],\n+ is_symmetric=config[\"is_symmetric\"],\n+ nodes_to_exclude=config[\"nodes_to_exclude\"],\n+ )\n quant.process()\n # topologically sort the graph at the end since previous optimizations may have broken it\n quant.model.topological_sort()"}, {"sha": "fa47b957803d872f95cd01a9bc01694ec1c7f6d2", "filename": "test/unit_test/passes/onnx/test_quantization.py", "status": "modified", "additions": 23, "deletions": 1, "changes": 24, "blob_url": "https://github.com/microsoft/Olive/blob/5344696d02963939786c76732eb28b1c846024e3/test%2Funit_test%2Fpasses%2Fonnx%2Ftest_quantization.py", "raw_url": "https://github.com/microsoft/Olive/raw/5344696d02963939786c76732eb28b1c846024e3/test%2Funit_test%2Fpasses%2Fonnx%2Ftest_quantization.py", "contents_url": "https://api.github.com/repos/microsoft/Olive/contents/test%2Funit_test%2Fpasses%2Fonnx%2Ftest_quantization.py?ref=5344696d02963939786c76732eb28b1c846024e3", "patch": "@@ -7,7 +7,7 @@\n \n from olive.hardware.accelerator import AcceleratorSpec\n from olive.passes.olive_pass import create_pass_from_dict\n-from olive.passes.onnx import OnnxQuantization, OnnxStaticQuantization\n+from olive.passes.onnx import OnnxMatMul4Quantizer, OnnxQuantization, OnnxStaticQuantization\n \n \n class DummyCalibrationDataReader(CalibrationDataReader):\n@@ -86,3 +86,25 @@ def test_qnn_quantization(tmp_path):\n p = create_pass_from_dict(OnnxStaticQuantization, config, disable_search=True, accelerator_spec=accelerator_spec)\n out = p.run(input_model, None, tmp_path)\n assert out is not None\n+\n+\n+@pytest.mark.skipif(\n+ version.parse(OrtVersion) < version.parse(\"1.16.2\"),\n+ reason=\"matmul 4bit quantization is only supported in onnxruntime>=1.16.2\",\n+)\n+def test_matmul_4bit_quantization(tmp_path):\n+ input_model = get_onnx_model()\n+ config = {\n+ \"block_size\": 32,\n+ \"is_symmetric\": True,\n+ \"nodes_to_exclude\": [],\n+ \"accuracy_level\": 4,\n+ \"algorithm\": \"DEFAULT\",\n+ }\n+ accelerator_spec = AcceleratorSpec(\n+ accelerator_type=\"CPU\",\n+ execution_provider=\"CPUExecutionProvider\",\n+ )\n+ p = create_pass_from_dict(OnnxMatMul4Quantizer, config, disable_search=True, accelerator_spec=accelerator_spec)\n+ out = p.run(input_model, None, tmp_path)\n+ assert out is not None"}]}}
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{"time": "2024-03-19T14:22:23+00:00", "type": "pr", "payload": {"url": "https://api.github.com/repos/microsoft/Olive/pulls/1024", "id": 1780017385, "node_id": "PR_kwDODAolhs5qGOjp", "html_url": "https://github.com/microsoft/Olive/pull/1024", "diff_url": "https://github.com/microsoft/Olive/pull/1024.diff", "patch_url": "https://github.com/microsoft/Olive/pull/1024.patch", "issue_url": "https://api.github.com/repos/microsoft/Olive/issues/1024", "number": 1024, "state": "closed", "locked": false, "title": "\ud83c\udd99 Update matmul 4bit for ort>=1.17.0", "user": {"login": "trajepl", "id": 13343117, "node_id": "MDQ6VXNlcjEzMzQzMTE3", "avatar_url": "https://avatars.githubusercontent.com/u/13343117?v=4", "gravatar_id": "", "url": "https://api.github.com/users/trajepl", "html_url": "https://github.com/trajepl", "followers_url": "https://api.github.com/users/trajepl/followers", "following_url": "https://api.github.com/users/trajepl/following{/other_user}", "gists_url": "https://api.github.com/users/trajepl/gists{/gist_id}", "starred_url": "https://api.github.com/users/trajepl/starred{/owner}{/repo}", "subscriptions_url": "https://api.github.com/users/trajepl/subscriptions", "organizations_url": "https://api.github.com/users/trajepl/orgs", "repos_url": "https://api.github.com/users/trajepl/repos", "events_url": "https://api.github.com/users/trajepl/events{/privacy}", "received_events_url": "https://api.github.com/users/trajepl/received_events", "type": "User", "user_view_type": "public", "site_admin": false}, "body": "## Describe your changes\r\nUpdate arguments of matmul 4bit for ort>=1.17.0\r\n1. accuracy_level\r\n2. algorithm\r\n\r\n## Checklist before requesting a review\r\n- [x] Add unit tests for this change.\r\n- [ ] Make sure all tests can pass.\r\n- [ ] Update documents if necessary.\r\n- [ ] Lint and apply fixes to your code by running `lintrunner -a`\r\n- [ ] Is this a user-facing change? If yes, give a description of this change to be included in the release notes.\r\n- [ ] Is this PR including examples changes? If yes, please remember to update [example documentation](https://github.com/microsoft/Olive/blob/main/docs/source/examples.md) in a follow-up PR.\r\n\r\n## (Optional) Issue link\r\n", "created_at": "2024-03-19T14:22:23Z", "updated_at": "2024-03-20T10:31:49Z", "closed_at": "2024-03-20T10:31:49Z", "merged_at": "2024-03-20T10:31:49Z", "merge_commit_sha": "d5c489ed60c91ea3ea9c1a28a90c2fe400e86bb1", "assignees": [], "requested_reviewers": [], "requested_teams": [], "labels": [], "milestone": null, "draft": false, "commits_url": "https://api.github.com/repos/microsoft/Olive/pulls/1024/commits", "review_comments_url": "https://api.github.com/repos/microsoft/Olive/pulls/1024/comments", "review_comment_url": "https://api.github.com/repos/microsoft/Olive/pulls/comments{/number}", "comments_url": "https://api.github.com/repos/microsoft/Olive/issues/1024/comments", "statuses_url": "https://api.github.com/repos/microsoft/Olive/statuses/5dc928c7ac36a01929c1d2a653b7ff93d78e58f4", "head": {"label": 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{"time": "2024-03-19T18:23:29+00:00", "type": "review_comment", "payload": {"url": "https://api.github.com/repos/microsoft/Olive/pulls/comments/1530882108", "pull_request_review_id": 1947048944, "id": 1530882108, "node_id": "PRRC_kwDODAolhs5bP2g8", "diff_hunk": "@@ -594,6 +594,29 @@ def _default_config(cls, accelerator_spec: AcceleratorSpec) -> Dict[str, PassCon\n default_value=None,\n description=\"List of node names to exclude from quantization.\",\n ),\n+ \"accuracy_level\": PassConfigParam(\n+ type_=Any,\n+ default_value=None,\n+ description=\"Available from onnxruntime>=1.17.0 \"\n+ \"The minimum accuracy level of input A, can be: 0(unset), 1(fp32), 2(fp16), 3(bf16), \"\n+ \"or 4(int8) (default unset when 0 or None). It is used to control how input A is quantized or downcast \"\n+ \"internally while doing computation, for example: 0 means input A will not be quantized \"\n+ \"or downcast while doing computation. 4 means input A can be quantized with the same \"\n+ \"block_size to int8 internally from type T1. \"\n+ \"Refer to the MatMulNBits contrib op's 'accuracy_level' attribute for details \"\n+ \"(https://github.com/microsoft/onnxruntime/blob/main/docs/ContribOperators.md#commicrosoftmatmulnbits).\",\n+ ),\n+ \"algorithm\": PassConfigParam(", "path": "olive/passes/onnx/quantization.py", "commit_id": "5dc928c7ac36a01929c1d2a653b7ff93d78e58f4", "original_commit_id": "5344696d02963939786c76732eb28b1c846024e3", "user": {"login": "xiaoyu-work", "id": 85524621, "node_id": "MDQ6VXNlcjg1NTI0NjIx", "avatar_url": "https://avatars.githubusercontent.com/u/85524621?v=4", "gravatar_id": "", "url": "https://api.github.com/users/xiaoyu-work", "html_url": "https://github.com/xiaoyu-work", "followers_url": "https://api.github.com/users/xiaoyu-work/followers", "following_url": "https://api.github.com/users/xiaoyu-work/following{/other_user}", "gists_url": "https://api.github.com/users/xiaoyu-work/gists{/gist_id}", "starred_url": "https://api.github.com/users/xiaoyu-work/starred{/owner}{/repo}", "subscriptions_url": "https://api.github.com/users/xiaoyu-work/subscriptions", "organizations_url": "https://api.github.com/users/xiaoyu-work/orgs", "repos_url": "https://api.github.com/users/xiaoyu-work/repos", "events_url": "https://api.github.com/users/xiaoyu-work/events{/privacy}", "received_events_url": "https://api.github.com/users/xiaoyu-work/received_events", "type": "User", "user_view_type": "public", "site_admin": false}, "body": "What if the input str value is not desired? Will the api raise an error? Should we either add a value validation here, or having an enum class defined for validation for this value?", "created_at": "2024-03-19T18:23:29Z", "updated_at": "2024-03-19T18:24:04Z", "html_url": "https://github.com/microsoft/Olive/pull/1024#discussion_r1530882108", "pull_request_url": "https://api.github.com/repos/microsoft/Olive/pulls/1024", "_links": {"self": {"href": "https://api.github.com/repos/microsoft/Olive/pulls/comments/1530882108"}, "html": {"href": "https://github.com/microsoft/Olive/pull/1024#discussion_r1530882108"}, "pull_request": {"href": "https://api.github.com/repos/microsoft/Olive/pulls/1024"}}, "reactions": {"url": "https://api.github.com/repos/microsoft/Olive/pulls/comments/1530882108/reactions", "total_count": 0, "+1": 0, "-1": 0, "laugh": 0, "hooray": 0, "confused": 0, "heart": 0, "rocket": 0, "eyes": 0}, "start_line": null, "original_start_line": null, "start_side": null, "line": 611, "original_line": 609, "side": "RIGHT", "author_association": "COLLABORATOR", "original_position": 16, "position": 25, "subject_type": "line"}}
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{"time": "2024-03-20T03:32:52+00:00", "type": "comment", "payload": {"url": "https://api.github.com/repos/microsoft/Olive/issues/comments/2008611763", "html_url": "https://github.com/microsoft/Olive/pull/1024#issuecomment-2008611763", "issue_url": "https://api.github.com/repos/microsoft/Olive/issues/1024", "id": 2008611763, "node_id": "IC_kwDODAolhs53uPuz", "user": {"login": "guotuofeng", "id": 817030, "node_id": "MDQ6VXNlcjgxNzAzMA==", "avatar_url": "https://avatars.githubusercontent.com/u/817030?u=bd502dd3d61efb3e3de08731a2c16da6372294ae&v=4", "gravatar_id": "", "url": "https://api.github.com/users/guotuofeng", "html_url": "https://github.com/guotuofeng", "followers_url": "https://api.github.com/users/guotuofeng/followers", "following_url": "https://api.github.com/users/guotuofeng/following{/other_user}", "gists_url": "https://api.github.com/users/guotuofeng/gists{/gist_id}", "starred_url": "https://api.github.com/users/guotuofeng/starred{/owner}{/repo}", "subscriptions_url": "https://api.github.com/users/guotuofeng/subscriptions", "organizations_url": "https://api.github.com/users/guotuofeng/orgs", "repos_url": "https://api.github.com/users/guotuofeng/repos", "events_url": "https://api.github.com/users/guotuofeng/events{/privacy}", "received_events_url": "https://api.github.com/users/guotuofeng/received_events", "type": "User", "user_view_type": "public", "site_admin": false}, "created_at": "2024-03-20T03:32:52Z", "updated_at": "2024-03-20T03:32:52Z", "author_association": "CONTRIBUTOR", "body": "Any user requires this feature?", "reactions": {"url": "https://api.github.com/repos/microsoft/Olive/issues/comments/2008611763/reactions", "total_count": 0, "+1": 0, "-1": 0, "laugh": 0, "hooray": 0, "confused": 0, "heart": 0, "rocket": 0, "eyes": 0}, "performed_via_github_app": null, "pin": null}}
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TODO(trajep): to make it searchable\n+ type_=int,\n default_value=None,\n description=\"Available from onnxruntime>=1.17.0 \"\n \"The minimum accuracy level of input A, can be: 0(unset), 1(fp32), 2(fp16), 3(bf16), \"\n@@ -621,6 +623,13 @@ def _default_config(cls, accelerator_spec: AcceleratorSpec) -> Dict[str, PassCon\n config.update(get_external_data_config())\n return config\n \n+ @classmethod\n+ def _validators(cls) -> Dict[str, Callable]:\n+ return {\n+ \"validate_accuracy_level\": validator(\"accuracy_level\", allow_reuse=True)(_validate_accuracy_level),\n+ \"validate_algorithm\": validator(\"algorithm\", allow_reuse=True)(_validate_algorithm),\n+ }\n+\n def _run_for_config(\n self, model: ONNXModelHandler, data_root: str, config: Dict[str, Any], output_model_path: str\n ) -> ONNXModelHandler:\n@@ -659,3 +668,31 @@ def _run_for_config(\n \n # save the model to the output path and return the model\n return model_proto_to_olive_model(quant.model.model, output_model_path, config)\n+\n+\n+def _validate_accuracy_level(v, values, field):\n+ if not v:\n+ return v\n+\n+ if v not in (0, 1, 2, 3, 4):\n+ raise ValueError(f\"OnnxMatMul4Quantizer {field.name} must be 0(unset), 1(fp32), 2(fp16), 3(bf16) or 4(int8)\")\n+\n+ return v\n+\n+\n+def _validate_algorithm(v, values, field):\n+ if not v:\n+ return v\n+\n+ if v not in (\"DEFAULT\", \"HQQ\", \"RTN\", \"GPTQ\"):\n+ raise ValueError(f\"OnnxMatMul4Quantizer {field.name} must be 'DEFAULT', 'HQQ', 'RTN', 'GPTQ'\")\n+\n+ if v in (\"RTN\", \"GPTQ\"):\n+ try:\n+ import neural_compressor # noqa: F401\n+ except ImportError:\n+ raise ImportError(\n+ f\"OnnxMatMul4Quantizer {field.name}={v} requires neural_compressor package to be installed\"\n+ ) from None\n+\n+ return v"}, {"sha": "b2f775182e3ad0995504160e62218bea0c63beec", "filename": "test/unit_test/passes/onnx/test_quantization.py", "status": "modified", "additions": 21, "deletions": 0, "changes": 21, "blob_url": "https://github.com/microsoft/Olive/blob/604ccf841525bb9d578faf370e1c15da230bffb9/test%2Funit_test%2Fpasses%2Fonnx%2Ftest_quantization.py", "raw_url": "https://github.com/microsoft/Olive/raw/604ccf841525bb9d578faf370e1c15da230bffb9/test%2Funit_test%2Fpasses%2Fonnx%2Ftest_quantization.py", "contents_url": "https://api.github.com/repos/microsoft/Olive/contents/test%2Funit_test%2Fpasses%2Fonnx%2Ftest_quantization.py?ref=604ccf841525bb9d578faf370e1c15da230bffb9", "patch": "@@ -5,6 +5,7 @@\n from onnxruntime.quantization.calibrate import CalibrationDataReader\n from packaging import version\n \n+from olive.common.pydantic_v1 import ValidationError\n from olive.hardware.accelerator import AcceleratorSpec\n from olive.passes.olive_pass import create_pass_from_dict\n from olive.passes.onnx import OnnxMatMul4Quantizer, OnnxQuantization, OnnxStaticQuantization\n@@ -108,3 +109,23 @@ def test_matmul_4bit_quantization(tmp_path):\n p = create_pass_from_dict(OnnxMatMul4Quantizer, config, disable_search=True, accelerator_spec=accelerator_spec)\n out = p.run(input_model, None, tmp_path)\n assert out is not None\n+\n+\n+@pytest.mark.skipif(\n+ version.parse(OrtVersion) < version.parse(\"1.16.2\"),\n+ reason=\"matmul 4bit quantization is only supported in onnxruntime>=1.16.2\",\n+)\n+def test_invalid_config_for_matmul_4bits():\n+ config = {\n+ \"block_size\": 32,\n+ \"is_symmetric\": True,\n+ \"nodes_to_exclude\": [],\n+ \"accuracy_level\": 5,\n+ \"algorithm\": \"TE\",\n+ }\n+ accelerator_spec = AcceleratorSpec(\n+ accelerator_type=\"CPU\",\n+ execution_provider=\"CPUExecutionProvider\",\n+ )\n+ with pytest.raises(ValidationError):\n+ create_pass_from_dict(OnnxMatMul4Quantizer, config, disable_search=True, accelerator_spec=accelerator_spec)"}]}}
{"time": "2024-03-20T03:41:06+00:00", "type": "timeline:committed", "payload": {"sha": "604ccf841525bb9d578faf370e1c15da230bffb9", "node_id": "C_kwDODAolhtoAKDYwNGNjZjg0MTUyNWJiOWQ1NzhmYWYzNzBlMWMxNWRhMjMwYmZmYjk", "url": "https://api.github.com/repos/microsoft/Olive/git/commits/604ccf841525bb9d578faf370e1c15da230bffb9", "html_url": "https://github.com/microsoft/Olive/commit/604ccf841525bb9d578faf370e1c15da230bffb9", "author": {"name": "jiapli", "email": "jiapli@microsoft.com", "date": "2024-03-20T03:41:06Z"}, "committer": {"name": "jiapli", "email": "jiapli@microsoft.com", "date": "2024-03-20T03:41:06Z"}, "tree": {"sha": "21255d6a6bd95a02d6b3c3fa25933fec61582e94", "url": "https://api.github.com/repos/microsoft/Olive/git/trees/21255d6a6bd95a02d6b3c3fa25933fec61582e94"}, "message": "add validators", "parents": [{"sha": "5344696d02963939786c76732eb28b1c846024e3", "url": "https://api.github.com/repos/microsoft/Olive/git/commits/5344696d02963939786c76732eb28b1c846024e3", "html_url": "https://github.com/microsoft/Olive/commit/5344696d02963939786c76732eb28b1c846024e3"}], "verification": {"verified": false, "reason": "unsigned", "signature": null, "payload": null, "verified_at": null}, "event": "committed"}}
{"time": "2024-03-20T03:41:32+00:00", "type": "review", "payload": {"id": 1947897093, "node_id": "PRR_kwDODAolhs50Go0F", "user": {"login": "trajepl", "id": 13343117, "node_id": "MDQ6VXNlcjEzMzQzMTE3", "avatar_url": "https://avatars.githubusercontent.com/u/13343117?u=ab07a99edd81d7fd825251714b61b1fa968f0683&v=4", "gravatar_id": "", "url": "https://api.github.com/users/trajepl", "html_url": "https://github.com/trajepl", "followers_url": "https://api.github.com/users/trajepl/followers", "following_url": "https://api.github.com/users/trajepl/following{/other_user}", "gists_url": "https://api.github.com/users/trajepl/gists{/gist_id}", "starred_url": "https://api.github.com/users/trajepl/starred{/owner}{/repo}", "subscriptions_url": "https://api.github.com/users/trajepl/subscriptions", "organizations_url": "https://api.github.com/users/trajepl/orgs", "repos_url": "https://api.github.com/users/trajepl/repos", "events_url": "https://api.github.com/users/trajepl/events{/privacy}", "received_events_url": "https://api.github.com/users/trajepl/received_events", "type": "User", "user_view_type": "public", "site_admin": false}, "body": "", "state": "COMMENTED", "html_url": "https://github.com/microsoft/Olive/pull/1024#pullrequestreview-1947897093", "pull_request_url": "https://api.github.com/repos/microsoft/Olive/pulls/1024", "author_association": "CONTRIBUTOR", "_links": {"html": {"href": "https://github.com/microsoft/Olive/pull/1024#pullrequestreview-1947897093"}, "pull_request": {"href": "https://api.github.com/repos/microsoft/Olive/pulls/1024"}}, "submitted_at": "2024-03-20T03:41:32Z", "commit_id": "5344696d02963939786c76732eb28b1c846024e3"}}
{"time": "2024-03-20T03:41:32+00:00", "type": "review_comment", "payload": {"url": "https://api.github.com/repos/microsoft/Olive/pulls/comments/1531478957", "pull_request_review_id": 1947897093, "id": 1531478957, "node_id": "PRRC_kwDODAolhs5bSIOt", "diff_hunk": "@@ -594,6 +594,29 @@ def _default_config(cls, accelerator_spec: AcceleratorSpec) -> Dict[str, PassCon\n default_value=None,\n description=\"List of node names to exclude from quantization.\",\n ),\n+ \"accuracy_level\": PassConfigParam(\n+ type_=Any,\n+ default_value=None,\n+ description=\"Available from onnxruntime>=1.17.0 \"\n+ \"The minimum accuracy level of input A, can be: 0(unset), 1(fp32), 2(fp16), 3(bf16), \"\n+ \"or 4(int8) (default unset when 0 or None). It is used to control how input A is quantized or downcast \"\n+ \"internally while doing computation, for example: 0 means input A will not be quantized \"\n+ \"or downcast while doing computation. 4 means input A can be quantized with the same \"\n+ \"block_size to int8 internally from type T1. \"\n+ \"Refer to the MatMulNBits contrib op's 'accuracy_level' attribute for details \"\n+ \"(https://github.com/microsoft/onnxruntime/blob/main/docs/ContribOperators.md#commicrosoftmatmulnbits).\",\n+ ),\n+ \"algorithm\": PassConfigParam(", "path": "olive/passes/onnx/quantization.py", "commit_id": "5dc928c7ac36a01929c1d2a653b7ff93d78e58f4", "original_commit_id": "5344696d02963939786c76732eb28b1c846024e3", "user": {"login": "trajepl", "id": 13343117, "node_id": "MDQ6VXNlcjEzMzQzMTE3", "avatar_url": "https://avatars.githubusercontent.com/u/13343117?v=4", "gravatar_id": "", "url": "https://api.github.com/users/trajepl", "html_url": "https://github.com/trajepl", "followers_url": "https://api.github.com/users/trajepl/followers", "following_url": "https://api.github.com/users/trajepl/following{/other_user}", "gists_url": "https://api.github.com/users/trajepl/gists{/gist_id}", "starred_url": "https://api.github.com/users/trajepl/starred{/owner}{/repo}", "subscriptions_url": "https://api.github.com/users/trajepl/subscriptions", "organizations_url": "https://api.github.com/users/trajepl/orgs", "repos_url": "https://api.github.com/users/trajepl/repos", "events_url": "https://api.github.com/users/trajepl/events{/privacy}", "received_events_url": "https://api.github.com/users/trajepl/received_events", "type": "User", "user_view_type": "public", "site_admin": false}, "body": "Updated.", "created_at": "2024-03-20T03:41:32Z", "updated_at": "2024-03-20T03:41:32Z", "html_url": "https://github.com/microsoft/Olive/pull/1024#discussion_r1531478957", "pull_request_url": "https://api.github.com/repos/microsoft/Olive/pulls/1024", "_links": {"self": {"href": "https://api.github.com/repos/microsoft/Olive/pulls/comments/1531478957"}, "html": {"href": "https://github.com/microsoft/Olive/pull/1024#discussion_r1531478957"}, "pull_request": {"href": "https://api.github.com/repos/microsoft/Olive/pulls/1024"}}, "reactions": {"url": "https://api.github.com/repos/microsoft/Olive/pulls/comments/1531478957/reactions", "total_count": 0, "+1": 0, "-1": 0, "laugh": 0, "hooray": 0, "confused": 0, "heart": 0, "rocket": 0, "eyes": 0}, "start_line": null, "original_start_line": null, "start_side": null, "line": 611, "original_line": 609, "side": "RIGHT", "in_reply_to_id": 1530882108, "author_association": "CONTRIBUTOR", "original_position": 16, "position": 25, "subject_type": "line"}}
{"time": "2024-03-20T03:45:33+00:00", "type": "review", "payload": {"id": 1947899321, "node_id": "PRR_kwDODAolhs50GpW5", "user": {"login": "github-advanced-security[bot]", "id": 62310815, "node_id": "MDM6Qm90NjIzMTA4MTU=", "avatar_url": "https://avatars.githubusercontent.com/in/57789?v=4", "gravatar_id": "", "url": "https://api.github.com/users/github-advanced-security%5Bbot%5D", "html_url": "https://github.com/apps/github-advanced-security", "followers_url": "https://api.github.com/users/github-advanced-security%5Bbot%5D/followers", "following_url": "https://api.github.com/users/github-advanced-security%5Bbot%5D/following{/other_user}", "gists_url": "https://api.github.com/users/github-advanced-security%5Bbot%5D/gists{/gist_id}", "starred_url": "https://api.github.com/users/github-advanced-security%5Bbot%5D/starred{/owner}{/repo}", "subscriptions_url": "https://api.github.com/users/github-advanced-security%5Bbot%5D/subscriptions", "organizations_url": "https://api.github.com/users/github-advanced-security%5Bbot%5D/orgs", "repos_url": "https://api.github.com/users/github-advanced-security%5Bbot%5D/repos", "events_url": "https://api.github.com/users/github-advanced-security%5Bbot%5D/events{/privacy}", "received_events_url": "https://api.github.com/users/github-advanced-security%5Bbot%5D/received_events", "type": "Bot", "user_view_type": "public", "site_admin": false}, "body": "", "state": "COMMENTED", "html_url": "https://github.com/microsoft/Olive/pull/1024#pullrequestreview-1947899321", "pull_request_url": "https://api.github.com/repos/microsoft/Olive/pulls/1024", "author_association": "CONTRIBUTOR", "_links": {"html": {"href": "https://github.com/microsoft/Olive/pull/1024#pullrequestreview-1947899321"}, "pull_request": {"href": "https://api.github.com/repos/microsoft/Olive/pulls/1024"}}, "submitted_at": "2024-03-20T03:45:33Z", "commit_id": "604ccf841525bb9d578faf370e1c15da230bffb9"}}
{"time": "2024-03-20T03:45:33+00:00", "type": "review_comment", "payload": {"url": "https://api.github.com/repos/microsoft/Olive/pulls/comments/1531480443", "pull_request_review_id": 1947899321, "id": 1531480443, "node_id": "PRRC_kwDODAolhs5bSIl7", "diff_hunk": "@@ -610,13 +642,57 @@\n \n output_model_path = resolve_onnx_path(output_model_path, Path(model.model_path).name)\n \n- quant = MatMul4BitsQuantizer(\n- model.load_model(), config[\"block_size\"], config[\"is_symmetric\"], config[\"nodes_to_exclude\"]\n- )\n+ if version.parse(OrtVersion) >= version.parse(\"1.17.0\"):\n+ from onnxruntime.quantization.matmul_4bits_quantizer import WeightOnlyQuantConfig\n+\n+ weight_only_quant_config = WeightOnlyQuantConfig(algorithm=config[\"algorithm\"])\n+ quant = MatMul4BitsQuantizer(\n+ model.load_model(),\n+ block_size=config[\"block_size\"],\n+ is_symmetric=config[\"is_symmetric\"],\n+ nodes_to_exclude=config[\"nodes_to_exclude\"],\n+ accuracy_level=config[\"accuracy_level\"],\n+ algo_config=weight_only_quant_config,\n+ )\n+ else:\n+ quant = MatMul4BitsQuantizer(\n+ model.load_model(),\n+ block_size=config[\"block_size\"],\n+ is_symmetric=config[\"is_symmetric\"],\n+ nodes_to_exclude=config[\"nodes_to_exclude\"],\n+ )\n quant.process()\n # topologically sort the graph at the end since previous optimizations may have broken it\n quant.model.topological_sort()\n # quant.model._check_init is not needed since it's only meant for float8 quantization\n \n # save the model to the output path and return the model\n return model_proto_to_olive_model(quant.model.model, output_model_path, config)\n+\n+\n+def _validate_accuracy_level(v, values, field):\n+ if not v:\n+ return v\n+\n+ if v not in (0, 1, 2, 3, 4):\n+ raise ValueError(f\"OnnxMatMul4Quantizer {field.name} must be 0(unset), 1(fp32), 2(fp16), 3(bf16) or 4(int8)\")\n+\n+ return v\n+\n+\n+def _validate_algorithm(v, values, field):\n+ if not v:\n+ return v\n+\n+ if v not in (\"DEFAULT\", \"HQQ\", \"RTN\", \"GPTQ\"):\n+ raise ValueError(f\"OnnxMatMul4Quantizer {field.name} must be 'DEFAULT', 'HQQ', 'RTN', 'GPTQ'\")\n+\n+ if v in (\"RTN\", \"GPTQ\"):\n+ try:\n+ import neural_compressor # noqa: F401", "path": "olive/passes/onnx/quantization.py", "commit_id": "5dc928c7ac36a01929c1d2a653b7ff93d78e58f4", "original_commit_id": "604ccf841525bb9d578faf370e1c15da230bffb9", "user": {"login": "github-advanced-security[bot]", "id": 62310815, "node_id": "MDM6Qm90NjIzMTA4MTU=", "avatar_url": "https://avatars.githubusercontent.com/in/57789?v=4", "gravatar_id": "", "url": "https://api.github.com/users/github-advanced-security%5Bbot%5D", "html_url": "https://github.com/apps/github-advanced-security", "followers_url": "https://api.github.com/users/github-advanced-security%5Bbot%5D/followers", "following_url": "https://api.github.com/users/github-advanced-security%5Bbot%5D/following{/other_user}", "gists_url": "https://api.github.com/users/github-advanced-security%5Bbot%5D/gists{/gist_id}", "starred_url": "https://api.github.com/users/github-advanced-security%5Bbot%5D/starred{/owner}{/repo}", "subscriptions_url": "https://api.github.com/users/github-advanced-security%5Bbot%5D/subscriptions", "organizations_url": "https://api.github.com/users/github-advanced-security%5Bbot%5D/orgs", "repos_url": "https://api.github.com/users/github-advanced-security%5Bbot%5D/repos", "events_url": "https://api.github.com/users/github-advanced-security%5Bbot%5D/events{/privacy}", "received_events_url": "https://api.github.com/users/github-advanced-security%5Bbot%5D/received_events", "type": "Bot", "user_view_type": "public", "site_admin": false}, "body": "## PYLINT/W0611\n\nUnused import neural_compressor (unused-import)\nSee [unused-import](https://pylint.pycqa.org/en/latest/user_guide/messages/warning/unused-import.html).\n\n[Show more details](https://github.com/microsoft/Olive/security/code-scanning/10537)", "created_at": "2024-03-20T03:45:33Z", "updated_at": "2024-03-20T03:45:33Z", "html_url": "https://github.com/microsoft/Olive/pull/1024#discussion_r1531480443", "pull_request_url": "https://api.github.com/repos/microsoft/Olive/pulls/1024", "_links": {"self": {"href": "https://api.github.com/repos/microsoft/Olive/pulls/comments/1531480443"}, "html": {"href": "https://github.com/microsoft/Olive/pull/1024#discussion_r1531480443"}, "pull_request": {"href": "https://api.github.com/repos/microsoft/Olive/pulls/1024"}}, "reactions": {"url": "https://api.github.com/repos/microsoft/Olive/pulls/comments/1531480443/reactions", "total_count": 0, "+1": 0, "-1": 0, "laugh": 0, "hooray": 0, "confused": 0, "heart": 0, "rocket": 0, "eyes": 0}, "start_line": null, "original_start_line": null, "start_side": null, "line": null, "original_line": 692, "side": "RIGHT", "author_association": "CONTRIBUTOR", "original_position": 104, "position": 1, "subject_type": "line"}}
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{"time": "2024-03-20T03:58:08+00:00", "type": "review_comment", "payload": {"url": "https://api.github.com/repos/microsoft/Olive/pulls/comments/1531484985", "pull_request_review_id": 1947906359, "id": 1531484985, "node_id": "PRRC_kwDODAolhs5bSJs5", "diff_hunk": "@@ -610,13 +642,57 @@ def _run_for_config(\n \n output_model_path = resolve_onnx_path(output_model_path, Path(model.model_path).name)\n \n- quant = MatMul4BitsQuantizer(\n- model.load_model(), config[\"block_size\"], config[\"is_symmetric\"], config[\"nodes_to_exclude\"]\n- )\n+ if version.parse(OrtVersion) >= version.parse(\"1.17.0\"):\n+ from onnxruntime.quantization.matmul_4bits_quantizer import WeightOnlyQuantConfig\n+\n+ weight_only_quant_config = WeightOnlyQuantConfig(algorithm=config[\"algorithm\"])\n+ quant = MatMul4BitsQuantizer(\n+ model.load_model(),\n+ block_size=config[\"block_size\"],\n+ is_symmetric=config[\"is_symmetric\"],\n+ nodes_to_exclude=config[\"nodes_to_exclude\"],\n+ accuracy_level=config[\"accuracy_level\"],\n+ algo_config=weight_only_quant_config,\n+ )\n+ else:\n+ quant = MatMul4BitsQuantizer(\n+ model.load_model(),\n+ block_size=config[\"block_size\"],\n+ is_symmetric=config[\"is_symmetric\"],\n+ nodes_to_exclude=config[\"nodes_to_exclude\"],\n+ )\n quant.process()\n # topologically sort the graph at the end since previous optimizations may have broken it\n quant.model.topological_sort()\n # quant.model._check_init is not needed since it's only meant for float8 quantization\n \n # save the model to the output path and return the model\n return model_proto_to_olive_model(quant.model.model, output_model_path, config)\n+\n+\n+def _validate_accuracy_level(v, values, field):\n+ if not v:\n+ return v\n+\n+ if v not in (0, 1, 2, 3, 4):\n+ raise ValueError(f\"OnnxMatMul4Quantizer {field.name} must be 0(unset), 1(fp32), 2(fp16), 3(bf16) or 4(int8)\")\n+\n+ return v\n+\n+\n+def _validate_algorithm(v, values, field):", "path": "olive/passes/onnx/quantization.py", "commit_id": "5dc928c7ac36a01929c1d2a653b7ff93d78e58f4", "original_commit_id": "604ccf841525bb9d578faf370e1c15da230bffb9", "user": {"login": "guotuofeng", "id": 817030, "node_id": "MDQ6VXNlcjgxNzAzMA==", "avatar_url": "https://avatars.githubusercontent.com/u/817030?v=4", "gravatar_id": "", "url": "https://api.github.com/users/guotuofeng", "html_url": "https://github.com/guotuofeng", "followers_url": "https://api.github.com/users/guotuofeng/followers", "following_url": "https://api.github.com/users/guotuofeng/following{/other_user}", "gists_url": "https://api.github.com/users/guotuofeng/gists{/gist_id}", "starred_url": "https://api.github.com/users/guotuofeng/starred{/owner}{/repo}", "subscriptions_url": "https://api.github.com/users/guotuofeng/subscriptions", "organizations_url": "https://api.github.com/users/guotuofeng/orgs", "repos_url": "https://api.github.com/users/guotuofeng/repos", "events_url": "https://api.github.com/users/guotuofeng/events{/privacy}", "received_events_url": "https://api.github.com/users/guotuofeng/received_events", "type": "User", "user_view_type": "public", "site_admin": false}, "body": "the validate_algorithm seems has additional logic to verify neural compressor installation. Better to make sure only algo valiation logic in this function and move the validation inc logic somewhere else.", "created_at": "2024-03-20T03:58:08Z", "updated_at": "2024-03-20T03:58:09Z", "html_url": "https://github.com/microsoft/Olive/pull/1024#discussion_r1531484985", "pull_request_url": "https://api.github.com/repos/microsoft/Olive/pulls/1024", "_links": {"self": {"href": "https://api.github.com/repos/microsoft/Olive/pulls/comments/1531484985"}, "html": {"href": "https://github.com/microsoft/Olive/pull/1024#discussion_r1531484985"}, "pull_request": {"href": "https://api.github.com/repos/microsoft/Olive/pulls/1024"}}, "reactions": {"url": "https://api.github.com/repos/microsoft/Olive/pulls/comments/1531484985/reactions", "total_count": 0, "+1": 0, "-1": 0, "laugh": 0, "hooray": 0, "confused": 0, "heart": 0, "rocket": 0, "eyes": 0}, "start_line": null, "original_start_line": null, "start_side": null, "line": 683, "original_line": 683, "side": "RIGHT", "author_association": "CONTRIBUTOR", "original_position": 95, "position": 95, "subject_type": "line"}}
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noqa: F401 # pylint: disable=unused-import\n+ except ImportError:\n+ raise ImportError(\n+ f\"OnnxMatMul4Quantizer algorithm={config['algorithm']} \"\n+ \"requires neural_compressor package to be installed\"\n+ ) from None\n+\n weight_only_quant_config = WeightOnlyQuantConfig(algorithm=config[\"algorithm\"])\n quant = MatMul4BitsQuantizer(\n model.load_model(),\n@@ -687,12 +696,4 @@ def _validate_algorithm(v, values, field):\n if v not in (\"DEFAULT\", \"HQQ\", \"RTN\", \"GPTQ\"):\n raise ValueError(f\"OnnxMatMul4Quantizer {field.name} must be 'DEFAULT', 'HQQ', 'RTN', 'GPTQ'\")\n \n- if v in (\"RTN\", \"GPTQ\"):\n- try:\n- import neural_compressor # noqa: F401\n- except ImportError:\n- raise ImportError(\n- f\"OnnxMatMul4Quantizer {field.name}={v} requires neural_compressor package to be installed\"\n- ) from None\n-\n return v"}]}}
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{"time": "2024-03-20T04:26:10+00:00", "type": "review", "payload": {"id": 1947924094, "node_id": "PRR_kwDODAolhs50GvZ-", "user": {"login": "guotuofeng", "id": 817030, "node_id": "MDQ6VXNlcjgxNzAzMA==", "avatar_url": "https://avatars.githubusercontent.com/u/817030?u=bd502dd3d61efb3e3de08731a2c16da6372294ae&v=4", "gravatar_id": "", "url": "https://api.github.com/users/guotuofeng", "html_url": "https://github.com/guotuofeng", "followers_url": "https://api.github.com/users/guotuofeng/followers", "following_url": "https://api.github.com/users/guotuofeng/following{/other_user}", "gists_url": "https://api.github.com/users/guotuofeng/gists{/gist_id}", "starred_url": "https://api.github.com/users/guotuofeng/starred{/owner}{/repo}", "subscriptions_url": "https://api.github.com/users/guotuofeng/subscriptions", "organizations_url": "https://api.github.com/users/guotuofeng/orgs", "repos_url": "https://api.github.com/users/guotuofeng/repos", "events_url": "https://api.github.com/users/guotuofeng/events{/privacy}", "received_events_url": "https://api.github.com/users/guotuofeng/received_events", "type": "User", "user_view_type": "public", "site_admin": false}, "body": "", "state": "COMMENTED", "html_url": "https://github.com/microsoft/Olive/pull/1024#pullrequestreview-1947924094", "pull_request_url": "https://api.github.com/repos/microsoft/Olive/pulls/1024", "author_association": "CONTRIBUTOR", "_links": {"html": {"href": "https://github.com/microsoft/Olive/pull/1024#pullrequestreview-1947924094"}, "pull_request": {"href": "https://api.github.com/repos/microsoft/Olive/pulls/1024"}}, "submitted_at": "2024-03-20T04:26:10Z", "commit_id": "6f9d66d593ef8792fe7cc5e5f502c514df914e2c"}}
{"time": "2024-03-20T04:26:10+00:00", "type": "review_comment", "payload": {"url": "https://api.github.com/repos/microsoft/Olive/pulls/comments/1531496879", "pull_request_review_id": 1947924094, "id": 1531496879, "node_id": "PRRC_kwDODAolhs5bSMmv", "diff_hunk": "@@ -610,13 +642,58 @@ def _run_for_config(\n \n output_model_path = resolve_onnx_path(output_model_path, Path(model.model_path).name)\n \n- quant = MatMul4BitsQuantizer(\n- model.load_model(), config[\"block_size\"], config[\"is_symmetric\"], config[\"nodes_to_exclude\"]\n- )\n+ if version.parse(OrtVersion) >= version.parse(\"1.17.0\"):\n+ from onnxruntime.quantization.matmul_4bits_quantizer import WeightOnlyQuantConfig\n+\n+ if config[\"algorithm\"] in (\"RTN\", \"GPTQ\"):", "path": "olive/passes/onnx/quantization.py", "commit_id": "5dc928c7ac36a01929c1d2a653b7ff93d78e58f4", "original_commit_id": "6f9d66d593ef8792fe7cc5e5f502c514df914e2c", "user": {"login": "guotuofeng", "id": 817030, "node_id": "MDQ6VXNlcjgxNzAzMA==", "avatar_url": "https://avatars.githubusercontent.com/u/817030?v=4", "gravatar_id": "", "url": "https://api.github.com/users/guotuofeng", "html_url": "https://github.com/guotuofeng", "followers_url": "https://api.github.com/users/guotuofeng/followers", "following_url": "https://api.github.com/users/guotuofeng/following{/other_user}", "gists_url": "https://api.github.com/users/guotuofeng/gists{/gist_id}", "starred_url": "https://api.github.com/users/guotuofeng/starred{/owner}{/repo}", "subscriptions_url": "https://api.github.com/users/guotuofeng/subscriptions", "organizations_url": "https://api.github.com/users/guotuofeng/orgs", "repos_url": "https://api.github.com/users/guotuofeng/repos", "events_url": "https://api.github.com/users/guotuofeng/events{/privacy}", "received_events_url": "https://api.github.com/users/guotuofeng/received_events", "type": "User", "user_view_type": "public", "site_admin": false}, "body": "I suppose the underlying ORT will do raise the ImportError and we might need not this check?", "created_at": "2024-03-20T04:26:10Z", "updated_at": "2024-03-20T04:26:10Z", "html_url": "https://github.com/microsoft/Olive/pull/1024#discussion_r1531496879", "pull_request_url": "https://api.github.com/repos/microsoft/Olive/pulls/1024", "_links": {"self": {"href": "https://api.github.com/repos/microsoft/Olive/pulls/comments/1531496879"}, "html": {"href": "https://github.com/microsoft/Olive/pull/1024#discussion_r1531496879"}, "pull_request": {"href": "https://api.github.com/repos/microsoft/Olive/pulls/1024"}}, "reactions": {"url": "https://api.github.com/repos/microsoft/Olive/pulls/comments/1531496879/reactions", "total_count": 0, "+1": 0, "-1": 0, "laugh": 0, "hooray": 0, "confused": 0, "heart": 0, "rocket": 0, "eyes": 0}, "start_line": null, "original_start_line": null, "start_side": null, "line": null, "original_line": 648, "side": "RIGHT", "author_association": "CONTRIBUTOR", "original_position": 60, "position": 1, "subject_type": "line"}}
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{"time": "2024-03-20T04:40:50+00:00", "type": "review", "payload": {"id": 1947933420, "node_id": "PRR_kwDODAolhs50Gxrs", "user": {"login": "jambayk", "id": 94929125, "node_id": "U_kgDOBaiA5Q", "avatar_url": "https://avatars.githubusercontent.com/u/94929125?u=21f5d75908332828373c352bf9bc7f33c8967a86&v=4", "gravatar_id": "", "url": "https://api.github.com/users/jambayk", "html_url": "https://github.com/jambayk", "followers_url": "https://api.github.com/users/jambayk/followers", "following_url": "https://api.github.com/users/jambayk/following{/other_user}", "gists_url": "https://api.github.com/users/jambayk/gists{/gist_id}", "starred_url": "https://api.github.com/users/jambayk/starred{/owner}{/repo}", "subscriptions_url": "https://api.github.com/users/jambayk/subscriptions", "organizations_url": "https://api.github.com/users/jambayk/orgs", "repos_url": "https://api.github.com/users/jambayk/repos", "events_url": "https://api.github.com/users/jambayk/events{/privacy}", "received_events_url": "https://api.github.com/users/jambayk/received_events", "type": "User", "user_view_type": "public", "site_admin": false}, "body": "", "state": "COMMENTED", "html_url": "https://github.com/microsoft/Olive/pull/1024#pullrequestreview-1947933420", "pull_request_url": "https://api.github.com/repos/microsoft/Olive/pulls/1024", "author_association": "CONTRIBUTOR", "_links": {"html": {"href": "https://github.com/microsoft/Olive/pull/1024#pullrequestreview-1947933420"}, "pull_request": {"href": "https://api.github.com/repos/microsoft/Olive/pulls/1024"}}, "submitted_at": "2024-03-20T04:40:50Z", "commit_id": "604ccf841525bb9d578faf370e1c15da230bffb9"}}
{"time": "2024-03-20T04:40:50+00:00", "type": "review_comment", "payload": {"url": "https://api.github.com/repos/microsoft/Olive/pulls/comments/1531502979", "pull_request_review_id": 1947933420, "id": 1531502979, "node_id": "PRRC_kwDODAolhs5bSOGD", "diff_hunk": "@@ -610,13 +642,57 @@ def _run_for_config(\n \n output_model_path = resolve_onnx_path(output_model_path, Path(model.model_path).name)\n \n- quant = MatMul4BitsQuantizer(\n- model.load_model(), config[\"block_size\"], config[\"is_symmetric\"], config[\"nodes_to_exclude\"]\n- )\n+ if version.parse(OrtVersion) >= version.parse(\"1.17.0\"):\n+ from onnxruntime.quantization.matmul_4bits_quantizer import WeightOnlyQuantConfig\n+\n+ weight_only_quant_config = WeightOnlyQuantConfig(algorithm=config[\"algorithm\"])\n+ quant = MatMul4BitsQuantizer(\n+ model.load_model(),\n+ block_size=config[\"block_size\"],\n+ is_symmetric=config[\"is_symmetric\"],\n+ nodes_to_exclude=config[\"nodes_to_exclude\"],\n+ accuracy_level=config[\"accuracy_level\"],\n+ algo_config=weight_only_quant_config,\n+ )\n+ else:\n+ quant = MatMul4BitsQuantizer(\n+ model.load_model(),\n+ block_size=config[\"block_size\"],\n+ is_symmetric=config[\"is_symmetric\"],\n+ nodes_to_exclude=config[\"nodes_to_exclude\"],\n+ )\n quant.process()\n # topologically sort the graph at the end since previous optimizations may have broken it\n quant.model.topological_sort()\n # quant.model._check_init is not needed since it's only meant for float8 quantization\n \n # save the model to the output path and return the model\n return model_proto_to_olive_model(quant.model.model, output_model_path, config)\n+\n+\n+def _validate_accuracy_level(v, values, field):\n+ if not v:\n+ return v\n+\n+ if v not in (0, 1, 2, 3, 4):\n+ raise ValueError(f\"OnnxMatMul4Quantizer {field.name} must be 0(unset), 1(fp32), 2(fp16), 3(bf16) or 4(int8)\")\n+\n+ return v\n+\n+\n+def _validate_algorithm(v, values, field):", "path": "olive/passes/onnx/quantization.py", "commit_id": "5dc928c7ac36a01929c1d2a653b7ff93d78e58f4", "original_commit_id": "604ccf841525bb9d578faf370e1c15da230bffb9", "user": {"login": "jambayk", "id": 94929125, "node_id": "U_kgDOBaiA5Q", "avatar_url": "https://avatars.githubusercontent.com/u/94929125?v=4", "gravatar_id": "", "url": "https://api.github.com/users/jambayk", "html_url": "https://github.com/jambayk", "followers_url": "https://api.github.com/users/jambayk/followers", "following_url": "https://api.github.com/users/jambayk/following{/other_user}", "gists_url": "https://api.github.com/users/jambayk/gists{/gist_id}", "starred_url": "https://api.github.com/users/jambayk/starred{/owner}{/repo}", "subscriptions_url": "https://api.github.com/users/jambayk/subscriptions", "organizations_url": "https://api.github.com/users/jambayk/orgs", "repos_url": "https://api.github.com/users/jambayk/repos", "events_url": "https://api.github.com/users/jambayk/events{/privacy}", "received_events_url": "https://api.github.com/users/jambayk/received_events", "type": "User", "user_view_type": "public", "site_admin": false}, "body": "saw the changes have already been made but just wanted to agree to Mikes point. Version checks and import checkers are runtime decisions to be run on the pass host. doing it during config validation or search point validation runs it on the engine's machine which is not necessarily the pass host.", "created_at": "2024-03-20T04:40:50Z", "updated_at": "2024-03-20T04:40:50Z", "html_url": "https://github.com/microsoft/Olive/pull/1024#discussion_r1531502979", "pull_request_url": "https://api.github.com/repos/microsoft/Olive/pulls/1024", "_links": {"self": {"href": "https://api.github.com/repos/microsoft/Olive/pulls/comments/1531502979"}, "html": {"href": "https://github.com/microsoft/Olive/pull/1024#discussion_r1531502979"}, "pull_request": {"href": "https://api.github.com/repos/microsoft/Olive/pulls/1024"}}, "reactions": {"url": "https://api.github.com/repos/microsoft/Olive/pulls/comments/1531502979/reactions", "total_count": 1, "+1": 1, "-1": 0, "laugh": 0, "hooray": 0, "confused": 0, "heart": 0, "rocket": 0, "eyes": 0}, "start_line": null, "original_start_line": null, "start_side": null, "line": 683, "original_line": 683, "side": "RIGHT", "in_reply_to_id": 1531484985, "author_association": "CONTRIBUTOR", "original_position": 95, "position": 95, "subject_type": "line"}}
{"time": "2024-03-20T06:12:20+00:00", "type": "review", "payload": {"id": 1948003523, "node_id": "PRR_kwDODAolhs50HCzD", "user": {"login": "trajepl", "id": 13343117, "node_id": "MDQ6VXNlcjEzMzQzMTE3", "avatar_url": "https://avatars.githubusercontent.com/u/13343117?u=ab07a99edd81d7fd825251714b61b1fa968f0683&v=4", "gravatar_id": "", "url": "https://api.github.com/users/trajepl", "html_url": "https://github.com/trajepl", "followers_url": "https://api.github.com/users/trajepl/followers", "following_url": "https://api.github.com/users/trajepl/following{/other_user}", "gists_url": "https://api.github.com/users/trajepl/gists{/gist_id}", "starred_url": "https://api.github.com/users/trajepl/starred{/owner}{/repo}", "subscriptions_url": "https://api.github.com/users/trajepl/subscriptions", "organizations_url": "https://api.github.com/users/trajepl/orgs", "repos_url": "https://api.github.com/users/trajepl/repos", "events_url": "https://api.github.com/users/trajepl/events{/privacy}", "received_events_url": "https://api.github.com/users/trajepl/received_events", "type": "User", "user_view_type": "public", "site_admin": false}, "body": "", "state": "COMMENTED", "html_url": "https://github.com/microsoft/Olive/pull/1024#pullrequestreview-1948003523", "pull_request_url": "https://api.github.com/repos/microsoft/Olive/pulls/1024", "author_association": "CONTRIBUTOR", "_links": {"html": {"href": "https://github.com/microsoft/Olive/pull/1024#pullrequestreview-1948003523"}, "pull_request": {"href": "https://api.github.com/repos/microsoft/Olive/pulls/1024"}}, "submitted_at": "2024-03-20T06:12:20Z", "commit_id": "6f9d66d593ef8792fe7cc5e5f502c514df914e2c"}}
{"time": "2024-03-20T06:12:20+00:00", "type": "review_comment", "payload": {"url": "https://api.github.com/repos/microsoft/Olive/pulls/comments/1531547564", "pull_request_review_id": 1948003523, "id": 1531547564, "node_id": "PRRC_kwDODAolhs5bSY-s", "diff_hunk": "@@ -610,13 +642,58 @@ def _run_for_config(\n \n output_model_path = resolve_onnx_path(output_model_path, Path(model.model_path).name)\n \n- quant = MatMul4BitsQuantizer(\n- model.load_model(), config[\"block_size\"], config[\"is_symmetric\"], config[\"nodes_to_exclude\"]\n- )\n+ if version.parse(OrtVersion) >= version.parse(\"1.17.0\"):\n+ from onnxruntime.quantization.matmul_4bits_quantizer import WeightOnlyQuantConfig\n+\n+ if config[\"algorithm\"] in (\"RTN\", \"GPTQ\"):", "path": "olive/passes/onnx/quantization.py", "commit_id": "5dc928c7ac36a01929c1d2a653b7ff93d78e58f4", "original_commit_id": "6f9d66d593ef8792fe7cc5e5f502c514df914e2c", "user": {"login": "trajepl", "id": 13343117, "node_id": "MDQ6VXNlcjEzMzQzMTE3", "avatar_url": "https://avatars.githubusercontent.com/u/13343117?v=4", "gravatar_id": "", "url": "https://api.github.com/users/trajepl", "html_url": "https://github.com/trajepl", "followers_url": "https://api.github.com/users/trajepl/followers", "following_url": "https://api.github.com/users/trajepl/following{/other_user}", "gists_url": "https://api.github.com/users/trajepl/gists{/gist_id}", "starred_url": "https://api.github.com/users/trajepl/starred{/owner}{/repo}", "subscriptions_url": "https://api.github.com/users/trajepl/subscriptions", "organizations_url": "https://api.github.com/users/trajepl/orgs", "repos_url": "https://api.github.com/users/trajepl/repos", "events_url": "https://api.github.com/users/trajepl/events{/privacy}", "received_events_url": "https://api.github.com/users/trajepl/received_events", "type": "User", "user_view_type": "public", "site_admin": false}, "body": "Yes, the import error will be raised in ort as well. But no extra info to tell which config needs inc package. \r\nMaybe we can keep it here to provide clear description once user choose the wrong config.", "created_at": "2024-03-20T06:12:20Z", "updated_at": "2024-03-20T06:12:20Z", "html_url": "https://github.com/microsoft/Olive/pull/1024#discussion_r1531547564", "pull_request_url": "https://api.github.com/repos/microsoft/Olive/pulls/1024", "_links": {"self": {"href": "https://api.github.com/repos/microsoft/Olive/pulls/comments/1531547564"}, "html": {"href": "https://github.com/microsoft/Olive/pull/1024#discussion_r1531547564"}, "pull_request": {"href": "https://api.github.com/repos/microsoft/Olive/pulls/1024"}}, "reactions": {"url": "https://api.github.com/repos/microsoft/Olive/pulls/comments/1531547564/reactions", "total_count": 0, "+1": 0, "-1": 0, "laugh": 0, "hooray": 0, "confused": 0, "heart": 0, "rocket": 0, "eyes": 0}, "start_line": null, "original_start_line": null, "start_side": null, "line": null, "original_line": 648, "side": "RIGHT", "in_reply_to_id": 1531496879, "author_association": "CONTRIBUTOR", "original_position": 60, "position": 1, "subject_type": "line"}}
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