2 introduce llm model abstraction #5
Conversation
WalkthroughThe updates introduce significant enhancements to the Changes
Sequence DiagramsNew Generative Model WorkflowsequenceDiagram
participant User
participant GenerativeModel
participant KnowledgeGraph
participant DataProcess
User->>GenerativeModel: Input prompts
GenerativeModel->>KnowledgeGraph: Creates/Updates graph
KnowledgeGraph->>DataProcess: Queries/Processes data
DataProcess->>GenerativeModel: Returns results
GenerativeModel->>User: Outputs results
Old vs. New Flow in
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Actionable comments posted: 22
Outside diff range and nitpick comments (7)
tests/test_auto_create_ontology.py (2)
3-3: Consider adding a blank line after imports.For better readability, consider adding a blank line after the import statements.
+
23-23: Consider parameterizing the file path.Hardcoding file paths can reduce flexibility. Consider parameterizing the file path for better maintainability.
- file_path = "tests/data/madoff.txt" + file_path = os.getenv("TEST_FILE_PATH", "tests/data/madoff.txt")falkordb_gemini_kg/steps/create_ontology_step.py (2)
Line range hint
36-45: Avoid mutable default arguments.Using mutable default arguments like dictionaries can lead to unexpected behavior. Consider using
Noneas the default value and initializing the dictionary within the method.- config: dict = { - "max_workers": 16, - "max_input_tokens": 500000, - "max_output_tokens": 8192, - }, + config: dict = None, ... + self.config = config if config is not None else { + "max_workers": 16, + "max_input_tokens": 500000, + "max_output_tokens": 8192, + }
Line range hint
170-178: Add logging for retries in_call_model.Consider adding logging to track the number of retries when handling quota exceeded errors.
if "Quota exceeded" in str(e) and retry > 0: time.sleep(10) retry -= 1 + logger.debug(f"Retrying... attempts left: {retry}") return self._call_model(chat_session, prompt, retry)falkordb_gemini_kg/helpers.py (3)
Line range hint
13-34: Consider using list comprehension for better readability.Using a list comprehension can make the code more readable.
cypher = "{" if isinstance(d, list): if len(d) == 0: return "{}" cypher = ", ".join([f"{i}: {item}" for i, item in enumerate(d)]) + "}" return cypher for key, value in d.items(): # Check value type if isinstance(value, str): # Find unescaped quotes reg = r"((?<!\\)(\"))|((?<!\\)(\'))" search = re.search(reg, value) if search: i = 0 for match in re.finditer(reg, value): value = ( value[: match.start() + i] + "\\" + value[match.start() + i :] ) i += 1 value = f'"{value}"' if f"{value}" != "None" else '""' else: value = str(value) if f"{value}" != "None" else '""' cypher += f"{key}: {value}, " cypher = (cypher[:-2] if len(cypher) > 1 else cypher) + "}" return cypherTools
Ruff
169-169: Use
ontology_edge.source.label != source_labelinstead ofnot ontology_edge.source.label == source_labelReplace with
!=operator(SIM201)
170-170: Use
ontology_edge.target.label != target_labelinstead ofnot ontology_edge.target.label == target_labelReplace with
!=operator(SIM201)
Line range hint
65-83: Consider providing more specific error messages.Providing more specific error messages can help in debugging.
if not cypher or len(cypher) == 0: return "Cypher statement is empty" errors = [] # Check if nodes exist in ontology errors.extend(validate_cypher_nodes_exist(cypher, ontology)) # Check if edges exist in ontology errors.extend(validate_cypher_edges_exist(cypher, ontology)) # Check if edge directions are correct errors.extend(validate_cypher_edge_directions(cypher, ontology)) if len(errors) > 0: return errors return None except Exception as e: print(f"Failed to verify cypher labels: {e}") return NoneTools
Ruff
169-169: Use
ontology_edge.source.label != source_labelinstead ofnot ontology_edge.source.label == source_labelReplace with
!=operator(SIM201)
170-170: Use
ontology_edge.target.label != target_labelinstead ofnot ontology_edge.target.label == target_labelReplace with
!=operator(SIM201)
Line range hint
112-171: Consider using!=operator for better readability.Using
!=operator can make the code more readable.if ( - not ontology_edge.source.label == source_label - or not ontology_edge.target.label == target_label + ontology_edge.source.label != source_label + or ontology_edge.target.label != target_label ): errors.append( f"Edge {edge_label} has a mismatched source or target. Make sure the edge direction is correct. The edge should connect {ontology_edge.source.label} to {ontology_edge.target.label}." )Tools
Ruff
169-169: Use
ontology_edge.source.label != source_labelinstead ofnot ontology_edge.source.label == source_labelReplace with
!=operator(SIM201)
170-170: Use
ontology_edge.target.label != target_labelinstead ofnot ontology_edge.target.label == target_labelReplace with
!=operator(SIM201)
Review details
Configuration used: CodeRabbit UI
Review profile: CHILL
Files ignored due to path filters (1)
poetry.lockis excluded by!**/*.lock
Files selected for processing (22)
- .github/workflows/spellcheck.yml (1 hunks)
- .github/workflows/test.yml (1 hunks)
- falkordb_gemini_kg/init.py (1 hunks)
- falkordb_gemini_kg/classes/init.py (1 hunks)
- falkordb_gemini_kg/classes/attribute.py (3 hunks)
- falkordb_gemini_kg/classes/edge.py (2 hunks)
- falkordb_gemini_kg/classes/model_config.py (1 hunks)
- falkordb_gemini_kg/classes/node.py (2 hunks)
- falkordb_gemini_kg/classes/ontology.py (2 hunks)
- falkordb_gemini_kg/helpers.py (1 hunks)
- falkordb_gemini_kg/kg.py (2 hunks)
- falkordb_gemini_kg/models/init.py (1 hunks)
- falkordb_gemini_kg/models/gemini.py (1 hunks)
- falkordb_gemini_kg/models/model.py (1 hunks)
- falkordb_gemini_kg/steps/create_ontology_step.py (9 hunks)
- falkordb_gemini_kg/steps/extract_data_step.py (7 hunks)
- falkordb_gemini_kg/steps/graph_query_step.py (5 hunks)
- falkordb_gemini_kg/steps/qa_step.py (2 hunks)
- pyproject.toml (2 hunks)
- tests/data/madoff.txt (1 hunks)
- tests/test_auto_create_ontology.py (1 hunks)
- tests/test_kg.py (1 hunks)
Files not reviewed due to errors (1)
- falkordb_gemini_kg/steps/extract_data_step.py (no review received)
Files skipped from review due to trivial changes (3)
- .github/workflows/spellcheck.yml
- .github/workflows/test.yml
- pyproject.toml
Additional context used
Ruff
falkordb_gemini_kg/models/__init__.py
1-1:
from .model import *used; unable to detect undefined names(F403)
falkordb_gemini_kg/classes/__init__.py
2-2:
.source.Sourceimported but unused; consider removing, adding to__all__, or using a redundant alias(F401)
3-3:
.node.Nodeimported but unused; consider removing, adding to__all__, or using a redundant alias(F401)
4-4:
.edge.Edgeimported but unused; consider removing, adding to__all__, or using a redundant alias(F401)
5-5:
.attribute.Attributeimported but unused; consider removing, adding to__all__, or using a redundant alias(F401)
5-5:
.attribute.AttributeTypeimported but unused; consider removing, adding to__all__, or using a redundant alias(F401)
falkordb_gemini_kg/__init__.py
1-1:
.classes.source.Sourceimported but unused; consider removing, adding to__all__, or using a redundant alias(F401)
2-2:
.classes.ontology.Ontologyimported but unused; consider removing, adding to__all__, or using a redundant alias(F401)
3-3:
.kg.KnowledgeGraphimported but unused; consider removing, adding to__all__, or using a redundant alias(F401)
4-4:
.classes.model_config.KnowledgeGraphModelConfigimported but unused; consider removing, adding to__all__, or using a redundant alias(F401)
5-5:
.steps.create_ontology_step.CreateOntologyStepimported but unused; consider removing, adding to__all__, or using a redundant alias(F401)
falkordb_gemini_kg/steps/qa_step.py
4-4:
falkordb_gemini_kg.fixtures.prompts.GRAPH_QA_SYSTEMimported but unusedRemove unused import:
falkordb_gemini_kg.fixtures.prompts.GRAPH_QA_SYSTEM(F401)
19-19: Do not use mutable data structures for argument defaults
Replace with
None; initialize within function(B006)
falkordb_gemini_kg/steps/graph_query_step.py
7-7:
falkordb_gemini_kg.fixtures.prompts.CYPHER_GEN_SYSTEMimported but unusedRemove unused import:
falkordb_gemini_kg.fixtures.prompts.CYPHER_GEN_SYSTEM(F401)
33-33: Do not use mutable data structures for argument defaults
Replace with
None; initialize within function(B006)
falkordb_gemini_kg/models/gemini.py
1-1:
from .model import *used; unable to detect undefined names(F403)
10-10:
GenerativeModelmay be undefined, or defined from star imports(F405)
17-17:
GenerativeModelConfigmay be undefined, or defined from star imports(F405)
44-44:
GenerativeModelmay be undefined, or defined from star imports(F405)
51-51:
GenerativeModelChatSessionmay be undefined, or defined from star imports(F405)
54-54:
GenerationResponsemay be undefined, or defined from star imports(F405)
60-60:
GenerationResponsemay be undefined, or defined from star imports(F405)
61-61:
GenerationResponsemay be undefined, or defined from star imports(F405)
64-64:
FinishReasonmay be undefined, or defined from star imports(F405)
68-68:
FinishReasonmay be undefined, or defined from star imports(F405)
70-70:
FinishReasonmay be undefined, or defined from star imports(F405)
76-76:
GenerativeModelChatSessionmay be undefined, or defined from star imports(F405)
87-87:
GenerationResponsemay be undefined, or defined from star imports(F405)
falkordb_gemini_kg/classes/edge.py
6-6:
from falkordb_gemini_kg.fixtures.regex import *used; unable to detect undefined names(F403)
falkordb_gemini_kg/steps/create_ontology_step.py
18-18:
falkordb_gemini_kg.models.GenerativeModelConfigimported but unusedRemove unused import:
falkordb_gemini_kg.models.GenerativeModelConfig(F401)
128-128: f-string without any placeholders
Remove extraneous
fprefix(F541)
falkordb_gemini_kg/helpers.py
169-169: Use
ontology_edge.source.label != source_labelinstead ofnot ontology_edge.source.label == source_labelReplace with
!=operator(SIM201)
170-170: Use
ontology_edge.target.label != target_labelinstead ofnot ontology_edge.target.label == target_labelReplace with
!=operator(SIM201)
falkordb_gemini_kg/steps/extract_data_step.py
8-8:
falkordb_gemini_kg.models.GenerativeModelConfigimported but unusedRemove unused import:
falkordb_gemini_kg.models.GenerativeModelConfig(F401)
LanguageTool
tests/data/madoff.txt
[duplication] ~50-~50: Possible typo: you repeated a word
Context: ...5 /10 BROWSE EPISODES Videos 2 Official Trailer Trailer 1:50 Watch Official Trailer Madoff: The...(ENGLISH_WORD_REPEAT_RULE)
[grammar] ~69-~69: This phrase is duplicated. You should probably use “Joseph Scotto” only once.
Context: ... Monster of Wall Street (2023) Top cast Joseph Scotto Joseph Scotto Bernie Madoff Melony Feliciano Melony F...(PHRASE_REPETITION)
[grammar] ~72-~72: This phrase is duplicated. You should probably use “Melony Feliciano” only once.
Context: ...seph Scotto Joseph Scotto Bernie Madoff Melony Feliciano Melony Feliciano Background Extra Donna Pastorello Donna...(PHRASE_REPETITION)
[grammar] ~75-~75: This phrase is duplicated. You should probably use “Donna Pastorello” only once.
Context: ...ciano Melony Feliciano Background Extra Donna Pastorello Donna Pastorello Eleanor Squillari Isa Camyar Isa Camyar...(PHRASE_REPETITION)
[grammar] ~78-~78: This phrase is duplicated. You should probably use “Isa Camyar” only once.
Context: ...ello Donna Pastorello Eleanor Squillari Isa Camyar Isa Camyar Frank DiPascali Sarah Kuklis Sarah Kukl...(PHRASE_REPETITION)
[grammar] ~81-~81: This phrase is duplicated. You should probably use “Sarah Kuklis” only once.
Context: ...i Isa Camyar Isa Camyar Frank DiPascali Sarah Kuklis Sarah Kuklis Ellen Hales Alex Olson Alex Olson Mark ...(PHRASE_REPETITION)
[grammar] ~84-~84: This phrase is duplicated. You should probably use “Alex Olson” only once.
Context: ...i Sarah Kuklis Sarah Kuklis Ellen Hales Alex Olson Alex Olson Mark Madoff Elijah George Elijah George...(PHRASE_REPETITION)
[grammar] ~87-~87: This phrase is duplicated. You should probably use “Elijah George” only once.
Context: ...Hales Alex Olson Alex Olson Mark Madoff Elijah George Elijah George 19th Floor Trader Howie Schaal Howie Sc...(PHRASE_REPETITION)
[grammar] ~90-~90: This phrase is duplicated. You should probably use “Howie Schaal” only once.
Context: ... George Elijah George 19th Floor Trader Howie Schaal Howie Schaal Jerry O'Hara Stephanie Beauchamp Jodi C...(PHRASE_REPETITION)
[grammar] ~95-~95: This phrase is duplicated. You should probably use “Cris Colicchio” only once.
Context: ...y O'Hara Stephanie Beauchamp Jodi Crupi Cris Colicchio Cris Colicchio Peter Madoff Alex Hammerli Madoff Emplo...(PHRASE_REPETITION)
[grammar] ~108-~108: This phrase is duplicated. You should probably use “Paul Faggione” only once.
Context: ... Madoff Robert Loftus 19th Floor Trader Paul Faggione Paul Faggione Jeffrey Tucker Marla Freeman Marla Free...(PHRASE_REPETITION)
[grammar] ~111-~111: This phrase is duplicated. You should probably use “Marla Freeman” only once.
Context: ...l Faggione Paul Faggione Jeffrey Tucker Marla Freeman Marla Freeman Sonja Kohn Rafael Antonio Vasquez Rafae...(PHRASE_REPETITION)
[style] ~178-~178: The expression “way too slow” can be considered informal. Consider replacing the phrase to sound more professional.
Context: ... FEATURED REVIEW 6 /10 Good to know but way too slow. A very interesting documentary on a to...(WAY_TOO_MUCH)
[style] ~179-~179: To make your text more readable, consider placing this phrase between commas.
Context: ... interesting documentary on a topic that I think is good to know for most people. But, i...(WHICH_I_THOUGHT_COMMA)
[style] ~179-~179: The expression “way too many” can be considered informal. Consider replacing the phrase to sound more professional.
Context: ...al Netflix fashion, is dragged out over way too many episodes and cost you way too much of y...(WAY_TOO_MUCH)
[style] ~179-~179: The expression “way too much” can be considered informal. Consider replacing the phrase to sound more professional.
Context: ...over way too many episodes and cost you way too much of your time. The lack of original foo...(WAY_TOO_MUCH)
[style] ~181-~181: The phrase ‘a lot of’ might be wordy and overused. Consider using an alternative.
Context: ...dlessly repeated. Good they interviewed a lot of involved people and they got a hand on ...(A_LOT_OF)
[uncategorized] ~181-~181: Use a comma before ‘and’ if it connects two independent clauses (unless they are closely connected and short).
Context: ...hey interviewed a lot of involved people and they got a hand on some original conten...(COMMA_COMPOUND_SENTENCE)
[typographical] ~181-~181: It seems that a comma is missing.
Context: ...they got a hand on some original content though. But it feels like it could fit in a 1 ...(THOUGH_COMMA)
[uncategorized] ~181-~181: When a number forms part of an adjectival compound, use a hyphen.
Context: ...gh. But it feels like it could fit in a 1 hour documentary movie. So yes this is a gre...(MISSING_HYPHEN)
[typographical] ~181-~181: It seems that a comma is missing.
Context: ...d fit in a 1 hour documentary movie. So yes this is a great topic, but I'd rather a...(YES_NO_COMMA)
[uncategorized] ~181-~181: “advice” (noun, “piece of advice”) seems less likely than “advise” (verb, “recommend”).
Context: ...s this is a great topic, but I'd rather advice to read a news article on it than to sp...(AI_HYDRA_LEO_CP_ADVICE_ADVISE)
[duplication] ~212-~212: Possible typo: you repeated a word
Context: ...echnical specs Runtime 1 hour 2 minutes Color Color Sound mix Dolby Digital Aspect ratio 16...(ENGLISH_WORD_REPEAT_RULE)
Additional comments not posted (59)
falkordb_gemini_kg/classes/model_config.py (3)
1-1: Consider adding type hints forGenerativeModel.The import statement is correct, but ensure that the
GenerativeModelclass is correctly defined and used.
8-10: Constructor looks good.The constructor correctly initializes the attributes with instances of
GenerativeModel.
17-21: Static methodwith_modellooks good.The static method correctly creates a
KnowledgeGraphModelConfiginstance with the providedGenerativeModel.tests/test_auto_create_ontology.py (3)
1-2: Ensure environment variables are set.The
load_dotenv()function loads environment variables from a.envfile. Ensure that the.envfile exists and contains the necessary variables.
32-32: Verify theOntology.from_sourcesmethod.Ensure that the
Ontology.from_sourcesmethod is correctly used and theboundariesandmodelparameters are valid.Verification successful
Verification of
Ontology.from_sourcesMethodThe
Ontology.from_sourcesmethod is correctly defined and utilized. The parametersboundariesandmodelare valid and appropriately used within the method.
- Definition Location:
falkordb_gemini_kg/classes/ontology.py- Usage Location:
tests/test_auto_create_ontology.pyThe parameters
boundariesandmodelare passed and used correctly in the method implementation.Scripts executed
The following scripts were executed for the analysis:
Script:
#!/bin/bash # Description: Verify the `Ontology.from_sources` method usage. # Test: Check if `Ontology.from_sources` method is defined and used correctly. rg --type python 'def from_sources' && rg --type python 'Ontology.from_sources'Length of output: 68
Script:
#!/bin/bash # Description: Verify the `Ontology.from_sources` method usage. # Test: Check if `Ontology.from_sources` method is defined and used correctly. rg 'def from_sources' --glob '*.py' rg 'Ontology.from_sources' --glob '*.py'Length of output: 260
Script:
#!/bin/bash # Description: Extract the `Ontology.from_sources` method definition. # Extract the full definition of the `from_sources` method from `falkordb_gemini_kg/classes/ontology.py`. rg -A 20 'def from_sources' falkordb_gemini_kg/classes/ontology.pyLength of output: 683
27-27: Verify the existence and initialization ofGeminiGenerativeModel.Ensure that the
GeminiGenerativeModelclass is correctly imported and initialized.Verification successful
GeminiGenerativeModelclass is correctly defined and initialized.The
GeminiGenerativeModelclass is defined infalkordb_gemini_kg/models/gemini.pyand it is initialized with the specified model name in the test files.
falkordb_gemini_kg/models/gemini.py:class GeminiGenerativeModel(GenerativeModel)tests/test_kg.py:GeminiGenerativeModel(model_name="gemini-1.5-flash-001")tests/test_auto_create_ontology.py:GeminiGenerativeModel(model_name="gemini-1.5-flash-001")Scripts executed
The following scripts were executed for the analysis:
Script:
#!/bin/bash # Description: Verify the existence and initialization of `GeminiGenerativeModel`. # Test: Check if `GeminiGenerativeModel` class is defined and used correctly. rg --type python 'class GeminiGenerativeModel' && rg --type python 'GeminiGenerativeModel(model_name="gemini-1.5-flash-001")'Length of output: 79
Script:
#!/bin/bash # Description: Verify the existence and initialization of `GeminiGenerativeModel`. # Test: Check if `GeminiGenerativeModel` class is defined. ast-grep --lang python --pattern 'class GeminiGenerativeModel { $$$ }' # Test: Check if `GeminiGenerativeModel` is initialized with the specified model name. ast-grep --lang python --pattern 'GeminiGenerativeModel(model_name="gemini-1.5-flash-001")'Length of output: 832
Script:
#!/bin/bash # Description: Verify the existence and initialization of `GeminiGenerativeModel`. # Test: Check if `GeminiGenerativeModel` class is defined. ast-grep --lang python --pattern 'class GeminiGenerativeModel: $$$'Length of output: 69
Script:
#!/bin/bash # Description: Verify the existence and initialization of `GeminiGenerativeModel`. # Test: Check if `GeminiGenerativeModel` class is defined. rg 'class GeminiGenerativeModel'Length of output: 116
falkordb_gemini_kg/models/model.py (5)
4-7: LGTM!The
FinishReasonclass defines constants for different finish reasons.
26-30: LGTM!The
GenerationResponseclass defines the response structure for a generative model.
33-41: LGTM!The
GenerativeModelChatSessionclass is an abstract base class for chat sessions.
44-55: LGTM!The
GenerativeModelclass is an abstract base class for generative models.
10-23: LGTM! But verify the class usage and parameter initialization.The
GenerativeModelConfigclass defines the configuration for a generative model.However, ensure that all instances of
GenerativeModelConfigare correctly initialized with the required parameters.falkordb_gemini_kg/classes/node.py (7)
Line range hint
7-10: LGTM!The
__init__method initializes theNodeclass with a label and attributes.
Line range hint
22-27: LGTM!The
from_jsonmethod creates aNodeinstance from a JSON string or dictionary.
Line range hint
28-30: LGTM!The
to_jsonmethod converts aNodeinstance to a JSON dictionary.
Line range hint
31-42: LGTM!The
combinemethod overwrites attributes of the current node with attributes of another node.
Line range hint
43-44: LGTM!The
get_unique_attributesmethod returns a list of unique attributes.
Line range hint
45-47: LGTM!The
to_graph_querymethod converts aNodeinstance to a Cypher query.
Line range hint
11-21: Verify theAttributeType.fromStringmethod usage.Ensure that the
AttributeType.fromStringmethod is correctly used and thenode.propertiesparameter is valid.Verification successful
AttributeType.fromString method usage is verified.
The
AttributeType.fromStringmethod is correctly defined and used in the codebase.
falkordb_gemini_kg/classes/attribute.py: Method definition found.falkordb_gemini_kg/classes/node.py: Usage found.falkordb_gemini_kg/classes/edge.py: Usage found.Scripts executed
The following scripts were executed for the analysis:
Script:
#!/bin/bash # Description: Verify the `AttributeType.fromString` method usage. # Test: Check if `AttributeType.fromString` method is defined and used correctly. rg --type python 'def fromString' && rg --type python 'AttributeType.fromString'Length of output: 66
Script:
#!/bin/bash # Description: Verify the `AttributeType.fromString` method usage. # Test: Check if `AttributeType.fromString` method is defined and used correctly. rg --type py 'def fromString' && rg --type py 'AttributeType.fromString'Length of output: 343
falkordb_gemini_kg/classes/attribute.py (6)
15-19: LGTM!The
fromStringmethod converts a string to anAttributeType.
Line range hint
23-28: LGTM!The
__init__method initializes theAttributeclass with a name, type, unique flag, and required flag.
Line range hint
29-39: LGTM!The
from_jsonmethod creates anAttributeinstance from a JSON string or dictionary.
Line range hint
40-58: LGTM!The
from_stringmethod creates anAttributeinstance from a string.
Line range hint
59-63: LGTM!The
to_jsonmethod converts anAttributeinstance to a JSON dictionary.
Line range hint
64-66: LGTM!The
__str__method converts anAttributeinstance to a string.tests/test_kg.py (9)
1-3: Remove unnecessaryload_dotenvcall if not required.The
load_dotenvfunction is used to load environment variables from a.envfile. Ensure that this is necessary for the tests; otherwise, it can be removed to avoid potential issues with environment variable management.
4-7: Imports look good!The imports for
Ontology,Node,Edge,Attribute, andAttributeTypeare appropriate for the tests.
8-18: Logging setup looks good!The logging configuration is set to DEBUG level, which is useful for detailed output during testing.
20-20: Ensurevertexai.initis necessary.The
vertexai.initfunction initializes Vertex AI with project and location details. Verify that this initialization is required for the tests.
23-26: Class documentation looks good!The class
TestKGis well-documented, explaining that it tests the Knowledge Graph.
28-45: Setup class method looks good!The
setUpClassmethod initializes the ontology with nodes and edges. The structure and logic are appropriate.
75-80: Model initialization and KG creation look good!The model is initialized with
GeminiGenerativeModel, and the KG is created withKnowledgeGraph. Ensure that the model name is correct and available.
82-95: Test KG creation method looks good!The
test_kg_creationmethod tests the creation and querying of the KG. The assertions and logging are appropriate.
96-102: Test KG delete method looks good!The
test_kg_deletemethod tests the deletion of the KG. The assertions and logic are appropriate.falkordb_gemini_kg/models/gemini.py (9)
10-12: Class definition looks good!The
GeminiGenerativeModelclass inherits fromGenerativeModel.Tools
Ruff
10-10:
GenerativeModelmay be undefined, or defined from star imports(F405)
14-22: Constructor looks good!The constructor initializes the model with the provided parameters. Ensure that the
model_nameis valid and available.Tools
Ruff
17-17:
GenerativeModelConfigmay be undefined, or defined from star imports(F405)
24-42: Model retrieval method looks good!The
_get_modelmethod retrieves the model, initializing it if necessary. Ensure that theVertexAiGenerativeModelclass and its parameters are correct.
44-49: Method chaining looks good!The
with_system_instructionmethod allows method chaining by returningself.Tools
Ruff
44-44:
GenerativeModelmay be undefined, or defined from star imports(F405)
51-53: Chat session method looks good!The
start_chatmethod starts a chat session with the model.Tools
Ruff
51-51:
GenerativeModelChatSessionmay be undefined, or defined from star imports(F405)
54-56: Ask method looks good!The
askmethod sends a message to the model and returns the response.Tools
Ruff
54-54:
GenerationResponsemay be undefined, or defined from star imports(F405)
58-73: Response parsing method looks good!The
parse_generate_content_responsemethod parses the model's response into aGenerationResponseobject.Tools
Ruff
60-60:
GenerationResponsemay be undefined, or defined from star imports(F405)
61-61:
GenerationResponsemay be undefined, or defined from star imports(F405)
64-64:
FinishReasonmay be undefined, or defined from star imports(F405)
68-68:
FinishReasonmay be undefined, or defined from star imports(F405)
70-70:
FinishReasonmay be undefined, or defined from star imports(F405)
76-80: Class definition and constructor look good!The
GeminiChatSessionclass initializes a chat session with the model.Tools
Ruff
76-76:
GenerativeModelChatSessionmay be undefined, or defined from star imports(F405)
87-89: Send message method looks good!The
send_messagemethod sends a message to the chat session and returns the response.Tools
Ruff
87-87:
GenerationResponsemay be undefined, or defined from star imports(F405)
falkordb_gemini_kg/classes/edge.py (2)
4-4: Imports look good!The imports for
AttributeandAttributeTypeare appropriate.
Line range hint
61-71: Ensure correct attribute mapping.The
from_graphmethod mapsedge.propertiestoAttributeType. Verify thatAttributeType.fromStringcorrectly handles the properties.falkordb_gemini_kg/kg.py (5)
Line range hint
1-10: Imports look good!The imports for
Ontology,FalkorDB,AbstractSource,KnowledgeGraphModelConfig,ExtractDataStep,GraphQueryGenerationStep,QAStep, andChatSessionare appropriate.
Line range hint
12-18: Logging setup looks good!The logging configuration is set to DEBUG level, which is useful for detailed output.
Line range hint
20-42: Constructor looks good!The constructor initializes the
KnowledgeGraphwith the provided parameters. Ensure that themodel_configandontologyare correctly passed and used.
107-109: Ensure correct model usage.The
_create_graph_with_sourcesmethod usesself._model_config.extract_data. Verify thatextract_datais correctly configured and used.
127-138: Ensure correct chat session usage.The
askmethod usesself._model_config.cypher_generationandself._model_config.qa. Verify that these configurations are correct and used appropriately.falkordb_gemini_kg/classes/ontology.py (2)
4-4: Imports look good!The import for
GenerativeModelis appropriate.
22-27: Ensure correct model usage.The
from_sourcesmethod usesGenerativeModel. Verify that the model is correctly configured and used.falkordb_gemini_kg/steps/create_ontology_step.py (3)
49-49: LGTM!The
_create_chatmethod is correctly implemented.
Line range hint
127-148: Verify finish reasons and improve JSON extraction error handling.Ensure the
FinishReason.MAX_TOKENSandFinishReason.STOPare used consistently across the model. Additionally, improve the error handling for JSON extraction.try: new_ontology = Ontology.from_json(extract_json(combined_text)) except Exception as e: print(f"Exception while extracting JSON: {e}") new_ontology = None - if new_ontology is not None: + if new_ontology: o = o.merge_with(new_ontology)Verification successful
Line range hint
127-148: Verified consistent usage ofFinishReason.MAX_TOKENSandFinishReason.STOP.The
FinishReasonconstants are used consistently across the codebase. However, consider improving the error handling for JSON extraction as suggested.
falkordb_gemini_kg/models/gemini.pyfalkordb_gemini_kg/steps/extract_data_step.pyfalkordb_gemini_kg/steps/create_ontology_step.pyScripts executed
The following scripts were executed for the analysis:
Script:
#!/bin/bash # Description: Verify the usage of FinishReason constants in the codebase. # Test: Search for the usage of FinishReason constants. Expect consistent usage. rg --type python $'FinishReason.MAX_TOKENS' rg --type python $'FinishReason.STOP'Length of output: 141
Script:
#!/bin/bash # Description: Verify the usage of FinishReason constants in the codebase. # Test: Search for the usage of FinishReason constants. Expect consistent usage. rg 'FinishReason\.MAX_TOKENS' rg 'FinishReason\.STOP'Length of output: 1045
Line range hint
84-109: Verify finish reasons and improve JSON extraction error handling.Ensure the
FinishReason.MAX_TOKENSandFinishReason.STOPare used consistently across the model. Additionally, improve the error handling for JSON extraction.try: new_ontology = Ontology.from_json(extract_json(combined_text)) except Exception as e: logger.debug(f"Exception while extracting JSON: {e}") new_ontology = None - if new_ontology is not None: + if new_ontology: o = o.merge_with(new_ontology)Verification successful
Line range hint
84-109: Verify finish reasons and improve JSON extraction error handling.The
FinishReason.MAX_TOKENSandFinishReason.STOPconstants are used consistently across the codebase. Consider improving the error handling for JSON extraction as follows:
- File:
falkordb_gemini_kg/steps/create_ontology_step.pytry: new_ontology = Ontology.from_json(extract_json(combined_text)) except Exception as e: logger.debug(f"Exception while extracting JSON: {e}") new_ontology = None - if new_ontology is not None: + if new_ontology: o = o.merge_with(new_ontology)Scripts executed
The following scripts were executed for the analysis:
Script:
#!/bin/bash # Description: Verify the usage of FinishReason constants in the codebase. # Test: Search for the usage of FinishReason constants. Expect consistent usage. rg --type python $'FinishReason.MAX_TOKENS' rg --type python $'FinishReason.STOP'Length of output: 141
Script:
#!/bin/bash # Description: Verify the usage of FinishReason constants in the codebase. # Test: Search for the usage of FinishReason constants. Expect consistent usage. rg 'FinishReason\.MAX_TOKENS' --glob '*.py' rg 'FinishReason\.STOP' --glob '*.py'Length of output: 1073
falkordb_gemini_kg/helpers.py (5)
Line range hint
6-10: LGTM!The
extract_jsonfunction is correctly implemented.Tools
Ruff
169-169: Use
ontology_edge.source.label != source_labelinstead ofnot ontology_edge.source.label == source_labelReplace with
!=operator(SIM201)
170-170: Use
ontology_edge.target.label != target_labelinstead ofnot ontology_edge.target.label == target_labelReplace with
!=operator(SIM201)
Line range hint
37-53: LGTM!The
stringify_falkordb_responsefunction is correctly implemented.Tools
Ruff
169-169: Use
ontology_edge.source.label != source_labelinstead ofnot ontology_edge.source.label == source_labelReplace with
!=operator(SIM201)
170-170: Use
ontology_edge.target.label != target_labelinstead ofnot ontology_edge.target.label == target_labelReplace with
!=operator(SIM201)
Line range hint
56-62: LGTM!The
extract_cypherfunction is correctly implemented.Tools
Ruff
169-169: Use
ontology_edge.source.label != source_labelinstead ofnot ontology_edge.source.label == source_labelReplace with
!=operator(SIM201)
170-170: Use
ontology_edge.target.label != target_labelinstead ofnot ontology_edge.target.label == target_labelReplace with
!=operator(SIM201)
Line range hint
86-96: LGTM!The
validate_cypher_nodes_existfunction is correctly implemented.Tools
Ruff
169-169: Use
ontology_edge.source.label != source_labelinstead ofnot ontology_edge.source.label == source_labelReplace with
!=operator(SIM201)
170-170: Use
ontology_edge.target.label != target_labelinstead ofnot ontology_edge.target.label == target_labelReplace with
!=operator(SIM201)
Line range hint
99-109: LGTM!The
validate_cypher_edges_existfunction is correctly implemented.Tools
Ruff
169-169: Use
ontology_edge.source.label != source_labelinstead ofnot ontology_edge.source.label == source_labelReplace with
!=operator(SIM201)
170-170: Use
ontology_edge.target.label != target_labelinstead ofnot ontology_edge.target.label == target_labelReplace with
!=operator(SIM201)
| @@ -0,0 +1 @@ | |||
| from .model import * | |||
There was a problem hiding this comment.
Avoid using wildcard imports.
Using from .model import * can lead to namespace pollution and makes it difficult to track which names are imported. Replace the wildcard import with explicit imports.
- from .model import *
+ from .model import GenerativeModel, GenerativeModelConfig, GenerativeModelChatSession, FinishReason, GenerationResponseCommittable suggestion
‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.
| from .model import * | |
| from .model import GenerativeModel, GenerativeModelConfig, GenerativeModelChatSession, FinishReason, GenerationResponse |
Tools
Ruff
1-1:
from .model import *used; unable to detect undefined names(F403)
| @@ -2,8 +2,10 @@ | |||
| from .source import Source | |||
| from .node import Node | |||
| from .edge import Edge | |||
There was a problem hiding this comment.
Remove unused import Edge.
The Edge class is imported but not used in this file. Consider removing it.
- from .edge import EdgeCommittable suggestion
‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.
| from .edge import Edge |
Tools
Ruff
4-4:
.edge.Edgeimported but unused; consider removing, adding to__all__, or using a redundant alias(F401)
| @@ -2,8 +2,10 @@ | |||
| from .source import Source | |||
There was a problem hiding this comment.
Remove unused import Source.
The Source class is imported but not used in this file. Consider removing it.
- from .source import SourceCommittable suggestion
‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.
| from .source import Source |
Tools
Ruff
2-2:
.source.Sourceimported but unused; consider removing, adding to__all__, or using a redundant alias(F401)
| @@ -2,8 +2,10 @@ | |||
| from .source import Source | |||
| from .node import Node | |||
There was a problem hiding this comment.
Remove unused import Node.
The Node class is imported but not used in this file. Consider removing it.
- from .node import NodeCommittable suggestion
‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.
| from .node import Node |
Tools
Ruff
3-3:
.node.Nodeimported but unused; consider removing, adding to__all__, or using a redundant alias(F401)
| @@ -2,8 +2,10 @@ | |||
| from .source import Source | |||
| from .node import Node | |||
| from .edge import Edge | |||
| from .attribute import Attribute, AttributeType | |||
There was a problem hiding this comment.
Remove unused import AttributeType.
The AttributeType class is imported but not used in this file. Consider removing it.
- from .attribute import AttributeTypeCommittable suggestion was skipped due to low confidence.
Tools
Ruff
5-5:
.attribute.Attributeimported but unused; consider removing, adding to__all__, or using a redundant alias(F401)
5-5:
.attribute.AttributeTypeimported but unused; consider removing, adding to__all__, or using a redundant alias(F401)
Remove unused import Attribute.
The Attribute class is imported but not used in this file. Consider removing it.
- from .attribute import Attribute, AttributeType
+ from .attribute import AttributeTypeCommittable suggestion
‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.
| from .attribute import Attribute, AttributeType | |
| from .attribute import AttributeType |
Tools
Ruff
5-5:
.attribute.Attributeimported but unused; consider removing, adding to__all__, or using a redundant alias(F401)
5-5:
.attribute.AttributeTypeimported but unused; consider removing, adding to__all__, or using a redundant alias(F401)
| BROWSE EPISODES | ||
| Videos | ||
| 2 | ||
| Official Trailer |
There was a problem hiding this comment.
Fix the repeated word "Trailer".
The word "Trailer" is repeated. Consider removing the repetition.
- Official Trailer Trailer 1:50
+ Official Trailer 1:50Committable suggestion
‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.
| Official Trailer | |
| Official Trailer 1:50 |
Tools
LanguageTool
[duplication] ~50-~50: Possible typo: you repeated a word
Context: ...5 /10 BROWSE EPISODES Videos 2 Official Trailer Trailer 1:50 Watch Official Trailer Madoff: The...(ENGLISH_WORD_REPEAT_RULE)
| Bernie Madoff | ||
| Melony Feliciano | ||
| Melony Feliciano | ||
| Background Extra |
There was a problem hiding this comment.
Fix the repeated phrase "Donna Pastorello".
The phrase "Donna Pastorello" is repeated. Consider removing the repetition.
- Donna Pastorello Donna Pastorello Eleanor Squillari
+ Donna Pastorello Eleanor SquillariCommittable suggestion
‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.
| Background Extra | |
| Donna Pastorello Eleanor Squillari |
Tools
LanguageTool
[grammar] ~75-~75: This phrase is duplicated. You should probably use “Donna Pastorello” only once.
Context: ...ciano Melony Feliciano Background Extra Donna Pastorello Donna Pastorello Eleanor Squillari Isa Camyar Isa Camyar...(PHRASE_REPETITION)
| @@ -0,0 +1,89 @@ | |||
| from .model import * | |||
There was a problem hiding this comment.
Avoid using star imports.
The star import (from .model import *) can lead to undefined names and makes it harder to track dependencies. Import specific classes and functions instead.
- from .model import *
+ from .model import GenerativeModel, GenerativeModelConfig, GenerationResponse, GenerativeModelChatSession, FinishReasonCommittable suggestion
‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.
| from .model import * | |
| from .model import GenerativeModel, GenerativeModelConfig, GenerationResponse, GenerativeModelChatSession, FinishReason |
Tools
Ruff
1-1:
from .model import *used; unable to detect undefined names(F403)
| @@ -1,7 +1,7 @@ | |||
| import json | |||
| import re | |||
| import logging | |||
| from .attribute import Attribute, _AttributeType | |||
| from .attribute import Attribute, AttributeType | |||
| from falkordb import Node as GraphNode, Edge as GraphEdge | |||
| from falkordb_gemini_kg.fixtures.regex import * | |||
There was a problem hiding this comment.
Avoid using star imports.
The star import (from falkordb_gemini_kg.fixtures.regex import *) can lead to undefined names and makes it harder to track dependencies. Import specific classes and functions instead.
- from falkordb_gemini_kg.fixtures.regex import *
+ from falkordb_gemini_kg.fixtures.regex import EDGE_LABEL_REGEX, NODE_LABEL_REGEX, EDGE_REGEXCommittable suggestion
‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.
| from falkordb_gemini_kg.fixtures.regex import * | |
| from falkordb_gemini_kg.fixtures.regex import EDGE_LABEL_REGEX, NODE_LABEL_REGEX, EDGE_REGEX |
Tools
Ruff
6-6:
from falkordb_gemini_kg.fixtures.regex import *used; unable to detect undefined names(F403)
| chat_session: GenerativeModelChatSession, | ||
| config: dict = {}, |
There was a problem hiding this comment.
Fix mutable default argument.
Do not use mutable data structures for argument defaults. Replace with None and initialize within the function.
- config: dict = {},
+ config: dict = None,+ self.config = config if config is not None else {}Tools
Ruff
33-33: Do not use mutable data structures for argument defaults
Replace with
None; initialize within function(B006)
fix #2
fix #8
Summary by CodeRabbit
New Features
GeminiGenerativeModelandGeminiChatSessionclasses for advanced generative model functionalities.python-abc,ratelimit, andpython-dotenv.Bug Fixes
Tests